{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "06e88d8d-dd00-4c76-97bb-98bcea2ba693",
   "metadata": {},
   "source": [
    "# The used data set is AG News Classification Dataset\n",
    "## The download link from kaggle is https://www.kaggle.com/datasets/amananandrai/ag-news-classification-dataset?resource=download"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00f8c7db-12a3-4185-a7ec-3cf7ebd91beb",
   "metadata": {},
   "source": [
    "# Import the packages "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "6524f4a9-f8db-4a24-a526-eb477f67c6f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re \n",
    "import nltk \n",
    "import spacy \n",
    "from nltk.corpus import stopwords \n",
    "from nltk.tokenize import word_tokenize \n",
    "from nltk.stem import PorterStemmer \n",
    "from nltk.stem import WordNetLemmatizer\n",
    "import pandas as pd \n",
    "import numpy as np \n",
    "from sklearn.model_selection import train_test_split, GridSearchCV \n",
    "from sklearn.preprocessing import StandardScaler, LabelEncoder \n",
    "from sklearn.linear_model import LogisticRegression \n",
    "from sklearn.tree import DecisionTreeClassifier \n",
    "from sklearn.ensemble import RandomForestClassifier \n",
    "from sklearn.svm import SVC \n",
    "from sklearn.naive_bayes import GaussianNB \n",
    "from sklearn.neighbors import KNeighborsClassifier \n",
    "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score, f1_score, classification_report \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns \n",
    "from sklearn.model_selection import GridSearchCV \n",
    "from sklearn.linear_model import LogisticRegression \n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47139672-e471-419a-bdb2-26245a8d8b19",
   "metadata": {},
   "source": [
    "# Downloading NLTK "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "252f411c-fd6f-44ba-b284-6bb83c2d9e10",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /Users/odai/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package stopwords to /Users/odai/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package wordnet to /Users/odai/nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n",
      "[nltk_data] Downloading package punkt_tab to /Users/odai/nltk_data...\n",
      "[nltk_data]   Package punkt_tab is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('punkt') \n",
    "nltk.download('stopwords') \n",
    "nltk.download('wordnet')\n",
    "nltk.download('punkt_tab') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e437404d-aab4-487d-8004-2d380a8a6fc2",
   "metadata": {},
   "source": [
    "# Preprocessing function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "00536934-dc58-4140-854a-b42f69e593ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "stemmer = PorterStemmer()\n",
    "stop_words = set(stopwords.words('english'))\n",
    "import re\n",
    "from nltk.tokenize import word_tokenize\n",
    "\n",
    "def preprocess_text(text):\n",
    "    print(f\"\\nOriginal Text: {text}\")\n",
    "    # 1. Lowercasing\n",
    "    text = text.lower()\n",
    "    print(f\"Lowercased Text: {text}\")\n",
    "    # 2. Remove URLs\n",
    "    text = re.sub(r'http\\S+|www\\.\\S+', '', text)\n",
    "    print(f\"Removed URLs: {text}\")\n",
    "    # 3. Remove HTML tags\n",
    "    text = re.sub(r'<.*?>', '', text)\n",
    "    print(f\"Removed HTML Tags: {text}\")\n",
    "    # 4. Remove Special Characters, Numbers, Punctuation\n",
    "    text = re.sub(r'[^a-zA-Z\\s]', '', text)\n",
    "    print(f\"Removed Special Characters: {text}\")\n",
    "    # 5. Tokenization\n",
    "    tokens = word_tokenize(text)\n",
    "    print(f\"Tokens: {tokens}\")\n",
    "    # 6. Remove Stop Words\n",
    "    tokens = [word for word in tokens if word not in stop_words]\n",
    "    print(f\"Removed Stopwords: {tokens}\")\n",
    "    # 7. Stemming\n",
    "    stemmed_tokens = [stemmer.stem(word) for word in tokens]\n",
    "    print(f\"Stemmed Tokens: {stemmed_tokens}\")\n",
    "    # 8. Final clean text\n",
    "    clean_text = ' '.join(stemmed_tokens)\n",
    "    print(f\"Final Preprocessed Text: {clean_text}\")\n",
    "    return clean_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "518652bc-3395-4117-b736-a2c31788e82b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Original Text:  Hello! This is a test document. Visit https://example.com for more info.\n",
      "\n",
      "I bought 5 products from Amazon. Let's meet at 5:00 PM. I can't wait to see you! 😊 \n",
      "Lowercased Text:  hello! this is a test document. visit https://example.com for more info.\n",
      "\n",
      "i bought 5 products from amazon. let's meet at 5:00 pm. i can't wait to see you! 😊 \n",
      "Removed URLs:  hello! this is a test document. visit  for more info.\n",
      "\n",
      "i bought 5 products from amazon. let's meet at 5:00 pm. i can't wait to see you! 😊 \n",
      "Removed HTML Tags:  hello! this is a test document. visit  for more info.\n",
      "\n",
      "i bought 5 products from amazon. let's meet at 5:00 pm. i can't wait to see you! 😊 \n",
      "Removed Special Characters:  hello this is a test document visit  for more info\n",
      "\n",
      "i bought  products from amazon lets meet at  pm i cant wait to see you  \n",
      "Tokens: ['hello', 'this', 'is', 'a', 'test', 'document', 'visit', 'for', 'more', 'info', 'i', 'bought', 'products', 'from', 'amazon', 'lets', 'meet', 'at', 'pm', 'i', 'cant', 'wait', 'to', 'see', 'you']\n",
      "Removed Stopwords: ['hello', 'test', 'document', 'visit', 'info', 'bought', 'products', 'amazon', 'lets', 'meet', 'pm', 'cant', 'wait', 'see']\n",
      "Stemmed Tokens: ['hello', 'test', 'document', 'visit', 'info', 'bought', 'product', 'amazon', 'let', 'meet', 'pm', 'cant', 'wait', 'see']\n",
      "Final Preprocessed Text: hello test document visit info bought product amazon let meet pm cant wait see\n"
     ]
    }
   ],
   "source": [
    "sample_text = \"\"\" Hello! This is a test document. Visit https://example.com for more info.\n",
    "\n",
    "I bought 5 products from Amazon. Let's meet at 5:00 PM. I can't wait to see you! 😊 \"\"\"\n",
    "\n",
    "final_text = preprocess_text(sample_text)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a38ebec4-dace-434d-ad7d-196ead8cdf78",
   "metadata": {},
   "source": [
    "# Read the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3e3ae09-e106-471e-9a25-c2f2cd4291ab",
   "metadata": {},
   "source": [
    "### Load Training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "10db037b-9c20-41d2-bb16-8aa8b6e8e386",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Class Index</th>\n",
       "      <th>Title</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>Wall St. Bears Claw Back Into the Black (Reuters)</td>\n",
       "      <td>Reuters - Short-sellers, Wall Street's dwindli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>Carlyle Looks Toward Commercial Aerospace (Reu...</td>\n",
       "      <td>Reuters - Private investment firm Carlyle Grou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Oil and Economy Cloud Stocks' Outlook (Reuters)</td>\n",
       "      <td>Reuters - Soaring crude prices plus worries\\ab...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Iraq Halts Oil Exports from Main Southern Pipe...</td>\n",
       "      <td>Reuters - Authorities have halted oil export\\f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>Oil prices soar to all-time record, posing new...</td>\n",
       "      <td>AFP - Tearaway world oil prices, toppling reco...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>4</td>\n",
       "      <td>Gene Blocker Turns Monkeys Into Workaholics - ...</td>\n",
       "      <td>Reuters - Procrastinating monkeys were turned\\...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>4</td>\n",
       "      <td>Dolphins Too Have Born Socialites (Reuters)</td>\n",
       "      <td>Reuters - Some people are born to be the life ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>4</td>\n",
       "      <td>What's in a Name? Well, Matt Is Sexier Than Pa...</td>\n",
       "      <td>Reuters - As Shakespeare said, a rose by any o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>4</td>\n",
       "      <td>UK Scientists Allowed to Clone Human Embryos (...</td>\n",
       "      <td>Reuters - British scientists said on Wednesday...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>4</td>\n",
       "      <td>Russian Alien Spaceship Claims Raise Eyebrows,...</td>\n",
       "      <td>SPACE.com - An expedition of Russian researche...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Class Index                                              Title  \\\n",
       "0             3  Wall St. Bears Claw Back Into the Black (Reuters)   \n",
       "1             3  Carlyle Looks Toward Commercial Aerospace (Reu...   \n",
       "2             3    Oil and Economy Cloud Stocks' Outlook (Reuters)   \n",
       "3             3  Iraq Halts Oil Exports from Main Southern Pipe...   \n",
       "4             3  Oil prices soar to all-time record, posing new...   \n",
       "..          ...                                                ...   \n",
       "95            4  Gene Blocker Turns Monkeys Into Workaholics - ...   \n",
       "96            4        Dolphins Too Have Born Socialites (Reuters)   \n",
       "97            4  What's in a Name? Well, Matt Is Sexier Than Pa...   \n",
       "98            4  UK Scientists Allowed to Clone Human Embryos (...   \n",
       "99            4  Russian Alien Spaceship Claims Raise Eyebrows,...   \n",
       "\n",
       "                                          Description  \n",
       "0   Reuters - Short-sellers, Wall Street's dwindli...  \n",
       "1   Reuters - Private investment firm Carlyle Grou...  \n",
       "2   Reuters - Soaring crude prices plus worries\\ab...  \n",
       "3   Reuters - Authorities have halted oil export\\f...  \n",
       "4   AFP - Tearaway world oil prices, toppling reco...  \n",
       "..                                                ...  \n",
       "95  Reuters - Procrastinating monkeys were turned\\...  \n",
       "96  Reuters - Some people are born to be the life ...  \n",
       "97  Reuters - As Shakespeare said, a rose by any o...  \n",
       "98  Reuters - British scientists said on Wednesday...  \n",
       "99  SPACE.com - An expedition of Russian researche...  \n",
       "\n",
       "[100 rows x 3 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training = pd.read_csv(\"./dataset/train.csv\",encoding=\"ISO-8859-1\") \n",
    "training.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "cb3f6ea5-861d-4a7c-923c-3e5628fa53d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "120000"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "a8de8314-7b8d-48b5-9dea-83c1c0e7e088",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Class Index\n",
       "3    30000\n",
       "4    30000\n",
       "2    30000\n",
       "1    30000\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training['Class Index'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "f7df17fe-a987-4d7f-a99e-2a8fcd0d08d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "training = training.groupby('Class Index', group_keys=False).apply(lambda x: x.sample(n=1000, random_state=42)) \n",
    "training = training.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75afbde2-7b58-4111-89a4-730a8b4a3d1d",
   "metadata": {},
   "source": [
    "### Load Testing Data <span style=\"color:green;\">(Data was splited by Kaggle Trainig & Testing)</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "e32832f4-8982-417c-974b-62ff70c7b264",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Class Index</th>\n",
       "      <th>Title</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>Fears for T N pension after talks</td>\n",
       "      <td>Unions representing workers at Turner   Newall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>The Race is On: Second Private Team Sets Launc...</td>\n",
       "      <td>SPACE.com - TORONTO, Canada -- A second\\team o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>Ky. Company Wins Grant to Study Peptides (AP)</td>\n",
       "      <td>AP - A company founded by a chemistry research...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Prediction Unit Helps Forecast Wildfires (AP)</td>\n",
       "      <td>AP - It's barely dawn when Mike Fitzpatrick st...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Calif. Aims to Limit Farm-Related Smog (AP)</td>\n",
       "      <td>AP - Southern California's smog-fighting agenc...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Class Index                                              Title  \\\n",
       "0            3                  Fears for T N pension after talks   \n",
       "1            4  The Race is On: Second Private Team Sets Launc...   \n",
       "2            4      Ky. Company Wins Grant to Study Peptides (AP)   \n",
       "3            4      Prediction Unit Helps Forecast Wildfires (AP)   \n",
       "4            4        Calif. Aims to Limit Farm-Related Smog (AP)   \n",
       "\n",
       "                                         Description  \n",
       "0  Unions representing workers at Turner   Newall...  \n",
       "1  SPACE.com - TORONTO, Canada -- A second\\team o...  \n",
       "2  AP - A company founded by a chemistry research...  \n",
       "3  AP - It's barely dawn when Mike Fitzpatrick st...  \n",
       "4  AP - Southern California's smog-fighting agenc...  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testing = pd.read_csv(\"./dataset/test.csv\",encoding=\"ISO-8859-1\") \n",
    "testing.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "d1040517-2462-4327-b98a-8c37d2c3e6be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7600"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(testing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "bb68fc9e-be7d-4cf6-bbc4-ba2a15ee0c3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "testing = testing.groupby('Class Index',group_keys=False).apply(lambda x: x.sample(n=1000, random_state=42))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "448b5a16-0fc0-4d2f-85d3-8ec1c4b89a2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "training['text'] = training['Title'] + ' ' + training['Description'] \n",
    "testing['text'] = testing['Title'] + ' ' + testing['Description']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96ff1130-1330-459b-ae82-cd4ce13fe934",
   "metadata": {},
   "source": [
    "# Clean the Training & Testing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "993f34bb-33a6-4b4c-a66a-ee02663120ba",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Original Text: Explosion Rocks Baghdad Neighborhood BAGHDAD, Iraq, August 24 -- A car bomb exploded near the gate of a US-funded Iraqi television network in Baghdad on Tuesday, killing at least two people and wounding two others, authorities and witnesses said.\n",
      "Lowercased Text: explosion rocks baghdad neighborhood baghdad, iraq, august 24 -- a car bomb exploded near the gate of a us-funded iraqi television network in baghdad on tuesday, killing at least two people and wounding two others, authorities and witnesses said.\n",
      "Removed URLs: explosion rocks baghdad neighborhood baghdad, iraq, august 24 -- a car bomb exploded near the gate of a us-funded iraqi television network in baghdad on tuesday, killing at least two people and wounding two others, authorities and witnesses said.\n",
      "Removed HTML Tags: explosion rocks baghdad neighborhood baghdad, iraq, august 24 -- a car bomb exploded near the gate of a us-funded iraqi television network in baghdad on tuesday, killing at least two people and wounding two others, authorities and witnesses said.\n",
      "Removed Special Characters: explosion rocks baghdad neighborhood baghdad iraq august   a car bomb exploded near the gate of a usfunded iraqi television network in baghdad on tuesday killing at least two people and wounding two others authorities and witnesses said\n",
      "Tokens: ['explosion', 'rocks', 'baghdad', 'neighborhood', 'baghdad', 'iraq', 'august', 'a', 'car', 'bomb', 'exploded', 'near', 'the', 'gate', 'of', 'a', 'usfunded', 'iraqi', 'television', 'network', 'in', 'baghdad', 'on', 'tuesday', 'killing', 'at', 'least', 'two', 'people', 'and', 'wounding', 'two', 'others', 'authorities', 'and', 'witnesses', 'said']\n",
      "Removed Stopwords: ['explosion', 'rocks', 'baghdad', 'neighborhood', 'baghdad', 'iraq', 'august', 'car', 'bomb', 'exploded', 'near', 'gate', 'usfunded', 'iraqi', 'television', 'network', 'baghdad', 'tuesday', 'killing', 'least', 'two', 'people', 'wounding', 'two', 'others', 'authorities', 'witnesses', 'said']\n",
      "Stemmed Tokens: ['explos', 'rock', 'baghdad', 'neighborhood', 'baghdad', 'iraq', 'august', 'car', 'bomb', 'explod', 'near', 'gate', 'usfund', 'iraqi', 'televis', 'network', 'baghdad', 'tuesday', 'kill', 'least', 'two', 'peopl', 'wound', 'two', 'other', 'author', 'wit', 'said']\n",
      "Final Preprocessed Text: explos rock baghdad neighborhood baghdad iraq august car bomb explod near gate usfund iraqi televis network baghdad tuesday kill least two peopl wound two other author wit said\n",
      "\n",
      "Original Text: BBC reporters' log BBC correspondents record events in the Middle East and their thoughts as the funeral of the Palestinian leader Yasser Arafat takes place.\n",
      "Lowercased Text: bbc reporters' log bbc correspondents record events in the middle east and their thoughts as the funeral of the palestinian leader yasser arafat takes place.\n",
      "Removed URLs: bbc reporters' log bbc correspondents record events in the middle east and their thoughts as the funeral of the palestinian leader yasser arafat takes place.\n",
      "Removed HTML Tags: bbc reporters' log bbc correspondents record events in the middle east and their thoughts as the funeral of the palestinian leader yasser arafat takes place.\n",
      "Removed Special Characters: bbc reporters log bbc correspondents record events in the middle east and their thoughts as the funeral of the palestinian leader yasser arafat takes place\n",
      "Tokens: ['bbc', 'reporters', 'log', 'bbc', 'correspondents', 'record', 'events', 'in', 'the', 'middle', 'east', 'and', 'their', 'thoughts', 'as', 'the', 'funeral', 'of', 'the', 'palestinian', 'leader', 'yasser', 'arafat', 'takes', 'place']\n",
      "Removed Stopwords: ['bbc', 'reporters', 'log', 'bbc', 'correspondents', 'record', 'events', 'middle', 'east', 'thoughts', 'funeral', 'palestinian', 'leader', 'yasser', 'arafat', 'takes', 'place']\n",
      "Stemmed Tokens: ['bbc', 'report', 'log', 'bbc', 'correspond', 'record', 'event', 'middl', 'east', 'thought', 'funer', 'palestinian', 'leader', 'yasser', 'arafat', 'take', 'place']\n",
      "Final Preprocessed Text: bbc report log bbc correspond record event middl east thought funer palestinian leader yasser arafat take place\n",
      "\n",
      "Original Text: Israel welcomes Rice nomination; Palestinians wary Israel on Tuesday warmly welcomed the naming of Condoleezza Rice as America #39;s top diplomat, but Palestinians were wary, saying the new Bush administration must put more energy into the quest for Middle East peace.\n",
      "Lowercased Text: israel welcomes rice nomination; palestinians wary israel on tuesday warmly welcomed the naming of condoleezza rice as america #39;s top diplomat, but palestinians were wary, saying the new bush administration must put more energy into the quest for middle east peace.\n",
      "Removed URLs: israel welcomes rice nomination; palestinians wary israel on tuesday warmly welcomed the naming of condoleezza rice as america #39;s top diplomat, but palestinians were wary, saying the new bush administration must put more energy into the quest for middle east peace.\n",
      "Removed HTML Tags: israel welcomes rice nomination; palestinians wary israel on tuesday warmly welcomed the naming of condoleezza rice as america #39;s top diplomat, but palestinians were wary, saying the new bush administration must put more energy into the quest for middle east peace.\n",
      "Removed Special Characters: israel welcomes rice nomination palestinians wary israel on tuesday warmly welcomed the naming of condoleezza rice as america s top diplomat but palestinians were wary saying the new bush administration must put more energy into the quest for middle east peace\n",
      "Tokens: ['israel', 'welcomes', 'rice', 'nomination', 'palestinians', 'wary', 'israel', 'on', 'tuesday', 'warmly', 'welcomed', 'the', 'naming', 'of', 'condoleezza', 'rice', 'as', 'america', 's', 'top', 'diplomat', 'but', 'palestinians', 'were', 'wary', 'saying', 'the', 'new', 'bush', 'administration', 'must', 'put', 'more', 'energy', 'into', 'the', 'quest', 'for', 'middle', 'east', 'peace']\n",
      "Removed Stopwords: ['israel', 'welcomes', 'rice', 'nomination', 'palestinians', 'wary', 'israel', 'tuesday', 'warmly', 'welcomed', 'naming', 'condoleezza', 'rice', 'america', 'top', 'diplomat', 'palestinians', 'wary', 'saying', 'new', 'bush', 'administration', 'must', 'put', 'energy', 'quest', 'middle', 'east', 'peace']\n",
      "Stemmed Tokens: ['israel', 'welcom', 'rice', 'nomin', 'palestinian', 'wari', 'israel', 'tuesday', 'warmli', 'welcom', 'name', 'condoleezza', 'rice', 'america', 'top', 'diplomat', 'palestinian', 'wari', 'say', 'new', 'bush', 'administr', 'must', 'put', 'energi', 'quest', 'middl', 'east', 'peac']\n",
      "Final Preprocessed Text: israel welcom rice nomin palestinian wari israel tuesday warmli welcom name condoleezza rice america top diplomat palestinian wari say new bush administr must put energi quest middl east peac\n",
      "\n",
      "Original Text: Medical Journal Calls for a New Drug Watchdog Medical researchers said the U.S. needs a system independent of the F.D.A. to detect harmful effects of drugs already on the market.\n",
      "Lowercased Text: medical journal calls for a new drug watchdog medical researchers said the u.s. needs a system independent of the f.d.a. to detect harmful effects of drugs already on the market.\n",
      "Removed URLs: medical journal calls for a new drug watchdog medical researchers said the u.s. needs a system independent of the f.d.a. to detect harmful effects of drugs already on the market.\n",
      "Removed HTML Tags: medical journal calls for a new drug watchdog medical researchers said the u.s. needs a system independent of the f.d.a. to detect harmful effects of drugs already on the market.\n",
      "Removed Special Characters: medical journal calls for a new drug watchdog medical researchers said the us needs a system independent of the fda to detect harmful effects of drugs already on the market\n",
      "Tokens: ['medical', 'journal', 'calls', 'for', 'a', 'new', 'drug', 'watchdog', 'medical', 'researchers', 'said', 'the', 'us', 'needs', 'a', 'system', 'independent', 'of', 'the', 'fda', 'to', 'detect', 'harmful', 'effects', 'of', 'drugs', 'already', 'on', 'the', 'market']\n",
      "Removed Stopwords: ['medical', 'journal', 'calls', 'new', 'drug', 'watchdog', 'medical', 'researchers', 'said', 'us', 'needs', 'system', 'independent', 'fda', 'detect', 'harmful', 'effects', 'drugs', 'already', 'market']\n",
      "Stemmed Tokens: ['medic', 'journal', 'call', 'new', 'drug', 'watchdog', 'medic', 'research', 'said', 'us', 'need', 'system', 'independ', 'fda', 'detect', 'harm', 'effect', 'drug', 'alreadi', 'market']\n",
      "Final Preprocessed Text: medic journal call new drug watchdog medic research said us need system independ fda detect harm effect drug alreadi market\n",
      "\n",
      "Original Text: Militants Kidnap Relatives of Iraqi Minister-TV Militants have kidnapped two relatives of Iraqi Defense Minister Hazim al-Shalaan and demanded US forces leave the holy city of Najaf, Al Jazeera television reported Wednesday.\n",
      "Lowercased Text: militants kidnap relatives of iraqi minister-tv militants have kidnapped two relatives of iraqi defense minister hazim al-shalaan and demanded us forces leave the holy city of najaf, al jazeera television reported wednesday.\n",
      "Removed URLs: militants kidnap relatives of iraqi minister-tv militants have kidnapped two relatives of iraqi defense minister hazim al-shalaan and demanded us forces leave the holy city of najaf, al jazeera television reported wednesday.\n",
      "Removed HTML Tags: militants kidnap relatives of iraqi minister-tv militants have kidnapped two relatives of iraqi defense minister hazim al-shalaan and demanded us forces leave the holy city of najaf, al jazeera television reported wednesday.\n",
      "Removed Special Characters: militants kidnap relatives of iraqi ministertv militants have kidnapped two relatives of iraqi defense minister hazim alshalaan and demanded us forces leave the holy city of najaf al jazeera television reported wednesday\n",
      "Tokens: ['militants', 'kidnap', 'relatives', 'of', 'iraqi', 'ministertv', 'militants', 'have', 'kidnapped', 'two', 'relatives', 'of', 'iraqi', 'defense', 'minister', 'hazim', 'alshalaan', 'and', 'demanded', 'us', 'forces', 'leave', 'the', 'holy', 'city', 'of', 'najaf', 'al', 'jazeera', 'television', 'reported', 'wednesday']\n",
      "Removed Stopwords: ['militants', 'kidnap', 'relatives', 'iraqi', 'ministertv', 'militants', 'kidnapped', 'two', 'relatives', 'iraqi', 'defense', 'minister', 'hazim', 'alshalaan', 'demanded', 'us', 'forces', 'leave', 'holy', 'city', 'najaf', 'al', 'jazeera', 'television', 'reported', 'wednesday']\n",
      "Stemmed Tokens: ['milit', 'kidnap', 'rel', 'iraqi', 'ministertv', 'milit', 'kidnap', 'two', 'rel', 'iraqi', 'defens', 'minist', 'hazim', 'alshalaan', 'demand', 'us', 'forc', 'leav', 'holi', 'citi', 'najaf', 'al', 'jazeera', 'televis', 'report', 'wednesday']\n",
      "Final Preprocessed Text: milit kidnap rel iraqi ministertv milit kidnap two rel iraqi defens minist hazim alshalaan demand us forc leav holi citi najaf al jazeera televis report wednesday\n",
      "\n",
      "Original Text: US to support democracy WASHINGTON, Sept 18: The United States has said that it would reiterate its support for a  #39;fully functioning #39; democracy in Pakistan if the issue of President Pervez Musharraf keeping or giving \n",
      "Lowercased Text: us to support democracy washington, sept 18: the united states has said that it would reiterate its support for a  #39;fully functioning #39; democracy in pakistan if the issue of president pervez musharraf keeping or giving \n",
      "Removed URLs: us to support democracy washington, sept 18: the united states has said that it would reiterate its support for a  #39;fully functioning #39; democracy in pakistan if the issue of president pervez musharraf keeping or giving \n",
      "Removed HTML Tags: us to support democracy washington, sept 18: the united states has said that it would reiterate its support for a  #39;fully functioning #39; democracy in pakistan if the issue of president pervez musharraf keeping or giving \n",
      "Removed Special Characters: us to support democracy washington sept  the united states has said that it would reiterate its support for a  fully functioning  democracy in pakistan if the issue of president pervez musharraf keeping or giving \n",
      "Tokens: ['us', 'to', 'support', 'democracy', 'washington', 'sept', 'the', 'united', 'states', 'has', 'said', 'that', 'it', 'would', 'reiterate', 'its', 'support', 'for', 'a', 'fully', 'functioning', 'democracy', 'in', 'pakistan', 'if', 'the', 'issue', 'of', 'president', 'pervez', 'musharraf', 'keeping', 'or', 'giving']\n",
      "Removed Stopwords: ['us', 'support', 'democracy', 'washington', 'sept', 'united', 'states', 'said', 'would', 'reiterate', 'support', 'fully', 'functioning', 'democracy', 'pakistan', 'issue', 'president', 'pervez', 'musharraf', 'keeping', 'giving']\n",
      "Stemmed Tokens: ['us', 'support', 'democraci', 'washington', 'sept', 'unit', 'state', 'said', 'would', 'reiter', 'support', 'fulli', 'function', 'democraci', 'pakistan', 'issu', 'presid', 'pervez', 'musharraf', 'keep', 'give']\n",
      "Final Preprocessed Text: us support democraci washington sept unit state said would reiter support fulli function democraci pakistan issu presid pervez musharraf keep give\n",
      "\n",
      "Original Text: Command Failure Seen at Fault in Beslan Massacre  MOSCOW (Reuters) - Security forces bungled the handling of  Russia's worst hostage drama because nobody was in charge and  special forces were not ready when the shooting started,  security analysts said on Monday.\n",
      "Lowercased Text: command failure seen at fault in beslan massacre  moscow (reuters) - security forces bungled the handling of  russia's worst hostage drama because nobody was in charge and  special forces were not ready when the shooting started,  security analysts said on monday.\n",
      "Removed URLs: command failure seen at fault in beslan massacre  moscow (reuters) - security forces bungled the handling of  russia's worst hostage drama because nobody was in charge and  special forces were not ready when the shooting started,  security analysts said on monday.\n",
      "Removed HTML Tags: command failure seen at fault in beslan massacre  moscow (reuters) - security forces bungled the handling of  russia's worst hostage drama because nobody was in charge and  special forces were not ready when the shooting started,  security analysts said on monday.\n",
      "Removed Special Characters: command failure seen at fault in beslan massacre  moscow reuters  security forces bungled the handling of  russias worst hostage drama because nobody was in charge and  special forces were not ready when the shooting started  security analysts said on monday\n",
      "Tokens: ['command', 'failure', 'seen', 'at', 'fault', 'in', 'beslan', 'massacre', 'moscow', 'reuters', 'security', 'forces', 'bungled', 'the', 'handling', 'of', 'russias', 'worst', 'hostage', 'drama', 'because', 'nobody', 'was', 'in', 'charge', 'and', 'special', 'forces', 'were', 'not', 'ready', 'when', 'the', 'shooting', 'started', 'security', 'analysts', 'said', 'on', 'monday']\n",
      "Removed Stopwords: ['command', 'failure', 'seen', 'fault', 'beslan', 'massacre', 'moscow', 'reuters', 'security', 'forces', 'bungled', 'handling', 'russias', 'worst', 'hostage', 'drama', 'nobody', 'charge', 'special', 'forces', 'ready', 'shooting', 'started', 'security', 'analysts', 'said', 'monday']\n",
      "Stemmed Tokens: ['command', 'failur', 'seen', 'fault', 'beslan', 'massacr', 'moscow', 'reuter', 'secur', 'forc', 'bungl', 'handl', 'russia', 'worst', 'hostag', 'drama', 'nobodi', 'charg', 'special', 'forc', 'readi', 'shoot', 'start', 'secur', 'analyst', 'said', 'monday']\n",
      "Final Preprocessed Text: command failur seen fault beslan massacr moscow reuter secur forc bungl handl russia worst hostag drama nobodi charg special forc readi shoot start secur analyst said monday\n",
      "\n",
      "Original Text: U.S. groups accuse China of failing to stop intellectual property abuses (Canadian Press) Canadian Press - BEIJING (AP) - Adding to pressure for China to stop rampant product piracy, two major U.S. business groups complained Thursday that abuses are getting worse and warned that lack of patent and copyright protection is hurting high-tech investment.\n",
      "Lowercased Text: u.s. groups accuse china of failing to stop intellectual property abuses (canadian press) canadian press - beijing (ap) - adding to pressure for china to stop rampant product piracy, two major u.s. business groups complained thursday that abuses are getting worse and warned that lack of patent and copyright protection is hurting high-tech investment.\n",
      "Removed URLs: u.s. groups accuse china of failing to stop intellectual property abuses (canadian press) canadian press - beijing (ap) - adding to pressure for china to stop rampant product piracy, two major u.s. business groups complained thursday that abuses are getting worse and warned that lack of patent and copyright protection is hurting high-tech investment.\n",
      "Removed HTML Tags: u.s. groups accuse china of failing to stop intellectual property abuses (canadian press) canadian press - beijing (ap) - adding to pressure for china to stop rampant product piracy, two major u.s. business groups complained thursday that abuses are getting worse and warned that lack of patent and copyright protection is hurting high-tech investment.\n",
      "Removed Special Characters: us groups accuse china of failing to stop intellectual property abuses canadian press canadian press  beijing ap  adding to pressure for china to stop rampant product piracy two major us business groups complained thursday that abuses are getting worse and warned that lack of patent and copyright protection is hurting hightech investment\n",
      "Tokens: ['us', 'groups', 'accuse', 'china', 'of', 'failing', 'to', 'stop', 'intellectual', 'property', 'abuses', 'canadian', 'press', 'canadian', 'press', 'beijing', 'ap', 'adding', 'to', 'pressure', 'for', 'china', 'to', 'stop', 'rampant', 'product', 'piracy', 'two', 'major', 'us', 'business', 'groups', 'complained', 'thursday', 'that', 'abuses', 'are', 'getting', 'worse', 'and', 'warned', 'that', 'lack', 'of', 'patent', 'and', 'copyright', 'protection', 'is', 'hurting', 'hightech', 'investment']\n",
      "Removed Stopwords: ['us', 'groups', 'accuse', 'china', 'failing', 'stop', 'intellectual', 'property', 'abuses', 'canadian', 'press', 'canadian', 'press', 'beijing', 'ap', 'adding', 'pressure', 'china', 'stop', 'rampant', 'product', 'piracy', 'two', 'major', 'us', 'business', 'groups', 'complained', 'thursday', 'abuses', 'getting', 'worse', 'warned', 'lack', 'patent', 'copyright', 'protection', 'hurting', 'hightech', 'investment']\n",
      "Stemmed Tokens: ['us', 'group', 'accus', 'china', 'fail', 'stop', 'intellectu', 'properti', 'abus', 'canadian', 'press', 'canadian', 'press', 'beij', 'ap', 'ad', 'pressur', 'china', 'stop', 'rampant', 'product', 'piraci', 'two', 'major', 'us', 'busi', 'group', 'complain', 'thursday', 'abus', 'get', 'wors', 'warn', 'lack', 'patent', 'copyright', 'protect', 'hurt', 'hightech', 'invest']\n",
      "Final Preprocessed Text: us group accus china fail stop intellectu properti abus canadian press canadian press beij ap ad pressur china stop rampant product piraci two major us busi group complain thursday abus get wors warn lack patent copyright protect hurt hightech invest\n",
      "\n",
      "Original Text: Kidnappers Release Seven Hostages in Iraq BAGHDAD, Iraq - Kidnappers released two female Italian aid workers and five other hostages Tuesday, raising hopes for at least 18 foreigners still in captivity. But insurgents showed no sign of easing their blood-soaked campaign against the U.S...\n",
      "Lowercased Text: kidnappers release seven hostages in iraq baghdad, iraq - kidnappers released two female italian aid workers and five other hostages tuesday, raising hopes for at least 18 foreigners still in captivity. but insurgents showed no sign of easing their blood-soaked campaign against the u.s...\n",
      "Removed URLs: kidnappers release seven hostages in iraq baghdad, iraq - kidnappers released two female italian aid workers and five other hostages tuesday, raising hopes for at least 18 foreigners still in captivity. but insurgents showed no sign of easing their blood-soaked campaign against the u.s...\n",
      "Removed HTML Tags: kidnappers release seven hostages in iraq baghdad, iraq - kidnappers released two female italian aid workers and five other hostages tuesday, raising hopes for at least 18 foreigners still in captivity. but insurgents showed no sign of easing their blood-soaked campaign against the u.s...\n",
      "Removed Special Characters: kidnappers release seven hostages in iraq baghdad iraq  kidnappers released two female italian aid workers and five other hostages tuesday raising hopes for at least  foreigners still in captivity but insurgents showed no sign of easing their bloodsoaked campaign against the us\n",
      "Tokens: ['kidnappers', 'release', 'seven', 'hostages', 'in', 'iraq', 'baghdad', 'iraq', 'kidnappers', 'released', 'two', 'female', 'italian', 'aid', 'workers', 'and', 'five', 'other', 'hostages', 'tuesday', 'raising', 'hopes', 'for', 'at', 'least', 'foreigners', 'still', 'in', 'captivity', 'but', 'insurgents', 'showed', 'no', 'sign', 'of', 'easing', 'their', 'bloodsoaked', 'campaign', 'against', 'the', 'us']\n",
      "Removed Stopwords: ['kidnappers', 'release', 'seven', 'hostages', 'iraq', 'baghdad', 'iraq', 'kidnappers', 'released', 'two', 'female', 'italian', 'aid', 'workers', 'five', 'hostages', 'tuesday', 'raising', 'hopes', 'least', 'foreigners', 'still', 'captivity', 'insurgents', 'showed', 'sign', 'easing', 'bloodsoaked', 'campaign', 'us']\n",
      "Stemmed Tokens: ['kidnapp', 'releas', 'seven', 'hostag', 'iraq', 'baghdad', 'iraq', 'kidnapp', 'releas', 'two', 'femal', 'italian', 'aid', 'worker', 'five', 'hostag', 'tuesday', 'rais', 'hope', 'least', 'foreign', 'still', 'captiv', 'insurg', 'show', 'sign', 'eas', 'bloodsoak', 'campaign', 'us']\n",
      "Final Preprocessed Text: kidnapp releas seven hostag iraq baghdad iraq kidnapp releas two femal italian aid worker five hostag tuesday rais hope least foreign still captiv insurg show sign eas bloodsoak campaign us\n",
      "\n",
      "Original Text: Colombian Military Kills Militia Leader A former U.S.-trained Colombian army officer who later joined an outlawed paramilitary group was killed in a clash with army troops Tuesday, the army said.\n",
      "Lowercased Text: colombian military kills militia leader a former u.s.-trained colombian army officer who later joined an outlawed paramilitary group was killed in a clash with army troops tuesday, the army said.\n",
      "Removed URLs: colombian military kills militia leader a former u.s.-trained colombian army officer who later joined an outlawed paramilitary group was killed in a clash with army troops tuesday, the army said.\n",
      "Removed HTML Tags: colombian military kills militia leader a former u.s.-trained colombian army officer who later joined an outlawed paramilitary group was killed in a clash with army troops tuesday, the army said.\n",
      "Removed Special Characters: colombian military kills militia leader a former ustrained colombian army officer who later joined an outlawed paramilitary group was killed in a clash with army troops tuesday the army said\n",
      "Tokens: ['colombian', 'military', 'kills', 'militia', 'leader', 'a', 'former', 'ustrained', 'colombian', 'army', 'officer', 'who', 'later', 'joined', 'an', 'outlawed', 'paramilitary', 'group', 'was', 'killed', 'in', 'a', 'clash', 'with', 'army', 'troops', 'tuesday', 'the', 'army', 'said']\n",
      "Removed Stopwords: ['colombian', 'military', 'kills', 'militia', 'leader', 'former', 'ustrained', 'colombian', 'army', 'officer', 'later', 'joined', 'outlawed', 'paramilitary', 'group', 'killed', 'clash', 'army', 'troops', 'tuesday', 'army', 'said']\n",
      "Stemmed Tokens: ['colombian', 'militari', 'kill', 'militia', 'leader', 'former', 'ustrain', 'colombian', 'armi', 'offic', 'later', 'join', 'outlaw', 'paramilitari', 'group', 'kill', 'clash', 'armi', 'troop', 'tuesday', 'armi', 'said']\n",
      "Final Preprocessed Text: colombian militari kill militia leader former ustrain colombian armi offic later join outlaw paramilitari group kill clash armi troop tuesday armi said\n",
      "\n",
      "Original Text: Kite festival begins as prelude to 350th anniversary of Taj Agra, Sep 27. (PTI):A kite festival today began on the banks of the Yamuna river behind the Taj Mahal as a prelude to the 350th anniversary celebrations of the world-famous monument opening this evening.\n",
      "Lowercased Text: kite festival begins as prelude to 350th anniversary of taj agra, sep 27. (pti):a kite festival today began on the banks of the yamuna river behind the taj mahal as a prelude to the 350th anniversary celebrations of the world-famous monument opening this evening.\n",
      "Removed URLs: kite festival begins as prelude to 350th anniversary of taj agra, sep 27. (pti):a kite festival today began on the banks of the yamuna river behind the taj mahal as a prelude to the 350th anniversary celebrations of the world-famous monument opening this evening.\n",
      "Removed HTML Tags: kite festival begins as prelude to 350th anniversary of taj agra, sep 27. (pti):a kite festival today began on the banks of the yamuna river behind the taj mahal as a prelude to the 350th anniversary celebrations of the world-famous monument opening this evening.\n",
      "Removed Special Characters: kite festival begins as prelude to th anniversary of taj agra sep  ptia kite festival today began on the banks of the yamuna river behind the taj mahal as a prelude to the th anniversary celebrations of the worldfamous monument opening this evening\n",
      "Tokens: ['kite', 'festival', 'begins', 'as', 'prelude', 'to', 'th', 'anniversary', 'of', 'taj', 'agra', 'sep', 'ptia', 'kite', 'festival', 'today', 'began', 'on', 'the', 'banks', 'of', 'the', 'yamuna', 'river', 'behind', 'the', 'taj', 'mahal', 'as', 'a', 'prelude', 'to', 'the', 'th', 'anniversary', 'celebrations', 'of', 'the', 'worldfamous', 'monument', 'opening', 'this', 'evening']\n",
      "Removed Stopwords: ['kite', 'festival', 'begins', 'prelude', 'th', 'anniversary', 'taj', 'agra', 'sep', 'ptia', 'kite', 'festival', 'today', 'began', 'banks', 'yamuna', 'river', 'behind', 'taj', 'mahal', 'prelude', 'th', 'anniversary', 'celebrations', 'worldfamous', 'monument', 'opening', 'evening']\n",
      "Stemmed Tokens: ['kite', 'festiv', 'begin', 'prelud', 'th', 'anniversari', 'taj', 'agra', 'sep', 'ptia', 'kite', 'festiv', 'today', 'began', 'bank', 'yamuna', 'river', 'behind', 'taj', 'mahal', 'prelud', 'th', 'anniversari', 'celebr', 'worldfam', 'monument', 'open', 'even']\n",
      "Final Preprocessed Text: kite festiv begin prelud th anniversari taj agra sep ptia kite festiv today began bank yamuna river behind taj mahal prelud th anniversari celebr worldfam monument open even\n",
      "\n",
      "Original Text: Falluja troops under heavy fire US marines in Falluja have come under sustained attack from several different directions in the headquarters they have set up in the Iraqi city.\n",
      "Lowercased Text: falluja troops under heavy fire us marines in falluja have come under sustained attack from several different directions in the headquarters they have set up in the iraqi city.\n",
      "Removed URLs: falluja troops under heavy fire us marines in falluja have come under sustained attack from several different directions in the headquarters they have set up in the iraqi city.\n",
      "Removed HTML Tags: falluja troops under heavy fire us marines in falluja have come under sustained attack from several different directions in the headquarters they have set up in the iraqi city.\n",
      "Removed Special Characters: falluja troops under heavy fire us marines in falluja have come under sustained attack from several different directions in the headquarters they have set up in the iraqi city\n",
      "Tokens: ['falluja', 'troops', 'under', 'heavy', 'fire', 'us', 'marines', 'in', 'falluja', 'have', 'come', 'under', 'sustained', 'attack', 'from', 'several', 'different', 'directions', 'in', 'the', 'headquarters', 'they', 'have', 'set', 'up', 'in', 'the', 'iraqi', 'city']\n",
      "Removed Stopwords: ['falluja', 'troops', 'heavy', 'fire', 'us', 'marines', 'falluja', 'come', 'sustained', 'attack', 'several', 'different', 'directions', 'headquarters', 'set', 'iraqi', 'city']\n",
      "Stemmed Tokens: ['falluja', 'troop', 'heavi', 'fire', 'us', 'marin', 'falluja', 'come', 'sustain', 'attack', 'sever', 'differ', 'direct', 'headquart', 'set', 'iraqi', 'citi']\n",
      "Final Preprocessed Text: falluja troop heavi fire us marin falluja come sustain attack sever differ direct headquart set iraqi citi\n",
      "\n",
      "Original Text: Chechen capital empties ahead of election to replace slain leader (AFP) AFP - Chechnya's capital Grozny emptied as residents fearing rebel raids fled a day before an election to replace their slain pro-Moscow leader.\n",
      "Lowercased Text: chechen capital empties ahead of election to replace slain leader (afp) afp - chechnya's capital grozny emptied as residents fearing rebel raids fled a day before an election to replace their slain pro-moscow leader.\n",
      "Removed URLs: chechen capital empties ahead of election to replace slain leader (afp) afp - chechnya's capital grozny emptied as residents fearing rebel raids fled a day before an election to replace their slain pro-moscow leader.\n",
      "Removed HTML Tags: chechen capital empties ahead of election to replace slain leader (afp) afp - chechnya's capital grozny emptied as residents fearing rebel raids fled a day before an election to replace their slain pro-moscow leader.\n",
      "Removed Special Characters: chechen capital empties ahead of election to replace slain leader afp afp  chechnyas capital grozny emptied as residents fearing rebel raids fled a day before an election to replace their slain promoscow leader\n",
      "Tokens: ['chechen', 'capital', 'empties', 'ahead', 'of', 'election', 'to', 'replace', 'slain', 'leader', 'afp', 'afp', 'chechnyas', 'capital', 'grozny', 'emptied', 'as', 'residents', 'fearing', 'rebel', 'raids', 'fled', 'a', 'day', 'before', 'an', 'election', 'to', 'replace', 'their', 'slain', 'promoscow', 'leader']\n",
      "Removed Stopwords: ['chechen', 'capital', 'empties', 'ahead', 'election', 'replace', 'slain', 'leader', 'afp', 'afp', 'chechnyas', 'capital', 'grozny', 'emptied', 'residents', 'fearing', 'rebel', 'raids', 'fled', 'day', 'election', 'replace', 'slain', 'promoscow', 'leader']\n",
      "Stemmed Tokens: ['chechen', 'capit', 'empti', 'ahead', 'elect', 'replac', 'slain', 'leader', 'afp', 'afp', 'chechnya', 'capit', 'grozni', 'empti', 'resid', 'fear', 'rebel', 'raid', 'fled', 'day', 'elect', 'replac', 'slain', 'promoscow', 'leader']\n",
      "Final Preprocessed Text: chechen capit empti ahead elect replac slain leader afp afp chechnya capit grozni empti resid fear rebel raid fled day elect replac slain promoscow leader\n",
      "\n",
      "Original Text: Does Tsvangirai outcome suit Mugabe? On hearing the verdict there was a broad smile from Morgan Tsvangirai, applause from his supporters and tears of relief from his veteran attorney.\n",
      "Lowercased Text: does tsvangirai outcome suit mugabe? on hearing the verdict there was a broad smile from morgan tsvangirai, applause from his supporters and tears of relief from his veteran attorney.\n",
      "Removed URLs: does tsvangirai outcome suit mugabe? on hearing the verdict there was a broad smile from morgan tsvangirai, applause from his supporters and tears of relief from his veteran attorney.\n",
      "Removed HTML Tags: does tsvangirai outcome suit mugabe? on hearing the verdict there was a broad smile from morgan tsvangirai, applause from his supporters and tears of relief from his veteran attorney.\n",
      "Removed Special Characters: does tsvangirai outcome suit mugabe on hearing the verdict there was a broad smile from morgan tsvangirai applause from his supporters and tears of relief from his veteran attorney\n",
      "Tokens: ['does', 'tsvangirai', 'outcome', 'suit', 'mugabe', 'on', 'hearing', 'the', 'verdict', 'there', 'was', 'a', 'broad', 'smile', 'from', 'morgan', 'tsvangirai', 'applause', 'from', 'his', 'supporters', 'and', 'tears', 'of', 'relief', 'from', 'his', 'veteran', 'attorney']\n",
      "Removed Stopwords: ['tsvangirai', 'outcome', 'suit', 'mugabe', 'hearing', 'verdict', 'broad', 'smile', 'morgan', 'tsvangirai', 'applause', 'supporters', 'tears', 'relief', 'veteran', 'attorney']\n",
      "Stemmed Tokens: ['tsvangirai', 'outcom', 'suit', 'mugab', 'hear', 'verdict', 'broad', 'smile', 'morgan', 'tsvangirai', 'applaus', 'support', 'tear', 'relief', 'veteran', 'attorney']\n",
      "Final Preprocessed Text: tsvangirai outcom suit mugab hear verdict broad smile morgan tsvangirai applaus support tear relief veteran attorney\n",
      "\n",
      "Original Text: U.S. Raps Cuba on Its Presence Abroad (AP) AP - The State Department is accusing Cuba of training Colombian rebels and says it is troubled by a large presence of Cuban personnel in Venezuela, whose president, Hugo Chavez, is a close ally of Cuban President Fidel Castro.\n",
      "Lowercased Text: u.s. raps cuba on its presence abroad (ap) ap - the state department is accusing cuba of training colombian rebels and says it is troubled by a large presence of cuban personnel in venezuela, whose president, hugo chavez, is a close ally of cuban president fidel castro.\n",
      "Removed URLs: u.s. raps cuba on its presence abroad (ap) ap - the state department is accusing cuba of training colombian rebels and says it is troubled by a large presence of cuban personnel in venezuela, whose president, hugo chavez, is a close ally of cuban president fidel castro.\n",
      "Removed HTML Tags: u.s. raps cuba on its presence abroad (ap) ap - the state department is accusing cuba of training colombian rebels and says it is troubled by a large presence of cuban personnel in venezuela, whose president, hugo chavez, is a close ally of cuban president fidel castro.\n",
      "Removed Special Characters: us raps cuba on its presence abroad ap ap  the state department is accusing cuba of training colombian rebels and says it is troubled by a large presence of cuban personnel in venezuela whose president hugo chavez is a close ally of cuban president fidel castro\n",
      "Tokens: ['us', 'raps', 'cuba', 'on', 'its', 'presence', 'abroad', 'ap', 'ap', 'the', 'state', 'department', 'is', 'accusing', 'cuba', 'of', 'training', 'colombian', 'rebels', 'and', 'says', 'it', 'is', 'troubled', 'by', 'a', 'large', 'presence', 'of', 'cuban', 'personnel', 'in', 'venezuela', 'whose', 'president', 'hugo', 'chavez', 'is', 'a', 'close', 'ally', 'of', 'cuban', 'president', 'fidel', 'castro']\n",
      "Removed Stopwords: ['us', 'raps', 'cuba', 'presence', 'abroad', 'ap', 'ap', 'state', 'department', 'accusing', 'cuba', 'training', 'colombian', 'rebels', 'says', 'troubled', 'large', 'presence', 'cuban', 'personnel', 'venezuela', 'whose', 'president', 'hugo', 'chavez', 'close', 'ally', 'cuban', 'president', 'fidel', 'castro']\n",
      "Stemmed Tokens: ['us', 'rap', 'cuba', 'presenc', 'abroad', 'ap', 'ap', 'state', 'depart', 'accus', 'cuba', 'train', 'colombian', 'rebel', 'say', 'troubl', 'larg', 'presenc', 'cuban', 'personnel', 'venezuela', 'whose', 'presid', 'hugo', 'chavez', 'close', 'alli', 'cuban', 'presid', 'fidel', 'castro']\n",
      "Final Preprocessed Text: us rap cuba presenc abroad ap ap state depart accus cuba train colombian rebel say troubl larg presenc cuban personnel venezuela whose presid hugo chavez close alli cuban presid fidel castro\n",
      "\n",
      "Original Text: Brazilian Soldier Wounded in Haiti Unrest &lt;p&gt;&lt;/p&gt;&lt;p&gt; By Joseph Guyler Delva&lt;/p&gt;&lt;p&gt; GONAIVES, Haiti (Reuters) - A Brazilian soldier with theU.N. peacekeeping force in Haiti was shot and wounded Saturdaywhen peacekeepers and local police faced gunfire in a crackdownon armed gangs in the Haitian capital.&lt;/p&gt;\n",
      "Lowercased Text: brazilian soldier wounded in haiti unrest &lt;p&gt;&lt;/p&gt;&lt;p&gt; by joseph guyler delva&lt;/p&gt;&lt;p&gt; gonaives, haiti (reuters) - a brazilian soldier with theu.n. peacekeeping force in haiti was shot and wounded saturdaywhen peacekeepers and local police faced gunfire in a crackdownon armed gangs in the haitian capital.&lt;/p&gt;\n",
      "Removed URLs: brazilian soldier wounded in haiti unrest &lt;p&gt;&lt;/p&gt;&lt;p&gt; by joseph guyler delva&lt;/p&gt;&lt;p&gt; gonaives, haiti (reuters) - a brazilian soldier with theu.n. peacekeeping force in haiti was shot and wounded saturdaywhen peacekeepers and local police faced gunfire in a crackdownon armed gangs in the haitian capital.&lt;/p&gt;\n",
      "Removed HTML Tags: brazilian soldier wounded in haiti unrest &lt;p&gt;&lt;/p&gt;&lt;p&gt; by joseph guyler delva&lt;/p&gt;&lt;p&gt; gonaives, haiti (reuters) - a brazilian soldier with theu.n. peacekeeping force in haiti was shot and wounded saturdaywhen peacekeepers and local police faced gunfire in a crackdownon armed gangs in the haitian capital.&lt;/p&gt;\n",
      "Removed Special Characters: brazilian soldier wounded in haiti unrest ltpgtltpgtltpgt by joseph guyler delvaltpgtltpgt gonaives haiti reuters  a brazilian soldier with theun peacekeeping force in haiti was shot and wounded saturdaywhen peacekeepers and local police faced gunfire in a crackdownon armed gangs in the haitian capitalltpgt\n",
      "Tokens: ['brazilian', 'soldier', 'wounded', 'in', 'haiti', 'unrest', 'ltpgtltpgtltpgt', 'by', 'joseph', 'guyler', 'delvaltpgtltpgt', 'gonaives', 'haiti', 'reuters', 'a', 'brazilian', 'soldier', 'with', 'theun', 'peacekeeping', 'force', 'in', 'haiti', 'was', 'shot', 'and', 'wounded', 'saturdaywhen', 'peacekeepers', 'and', 'local', 'police', 'faced', 'gunfire', 'in', 'a', 'crackdownon', 'armed', 'gangs', 'in', 'the', 'haitian', 'capitalltpgt']\n",
      "Removed Stopwords: ['brazilian', 'soldier', 'wounded', 'haiti', 'unrest', 'ltpgtltpgtltpgt', 'joseph', 'guyler', 'delvaltpgtltpgt', 'gonaives', 'haiti', 'reuters', 'brazilian', 'soldier', 'theun', 'peacekeeping', 'force', 'haiti', 'shot', 'wounded', 'saturdaywhen', 'peacekeepers', 'local', 'police', 'faced', 'gunfire', 'crackdownon', 'armed', 'gangs', 'haitian', 'capitalltpgt']\n",
      "Stemmed Tokens: ['brazilian', 'soldier', 'wound', 'haiti', 'unrest', 'ltpgtltpgtltpgt', 'joseph', 'guyler', 'delvaltpgtltpgt', 'gonaiv', 'haiti', 'reuter', 'brazilian', 'soldier', 'theun', 'peacekeep', 'forc', 'haiti', 'shot', 'wound', 'saturdaywhen', 'peacekeep', 'local', 'polic', 'face', 'gunfir', 'crackdownon', 'arm', 'gang', 'haitian', 'capitalltpgt']\n",
      "Final Preprocessed Text: brazilian soldier wound haiti unrest ltpgtltpgtltpgt joseph guyler delvaltpgtltpgt gonaiv haiti reuter brazilian soldier theun peacekeep forc haiti shot wound saturdaywhen peacekeep local polic face gunfir crackdownon arm gang haitian capitalltpgt\n",
      "\n",
      "Original Text: Chinese official moved as Hu consolidates power China #39;s Communist Party chief Hu Jintao moved a close political ally out of a problem-plauged province on Monday and analysts say he will make more personnel changes as he continues to consolidate power.\n",
      "Lowercased Text: chinese official moved as hu consolidates power china #39;s communist party chief hu jintao moved a close political ally out of a problem-plauged province on monday and analysts say he will make more personnel changes as he continues to consolidate power.\n",
      "Removed URLs: chinese official moved as hu consolidates power china #39;s communist party chief hu jintao moved a close political ally out of a problem-plauged province on monday and analysts say he will make more personnel changes as he continues to consolidate power.\n",
      "Removed HTML Tags: chinese official moved as hu consolidates power china #39;s communist party chief hu jintao moved a close political ally out of a problem-plauged province on monday and analysts say he will make more personnel changes as he continues to consolidate power.\n",
      "Removed Special Characters: chinese official moved as hu consolidates power china s communist party chief hu jintao moved a close political ally out of a problemplauged province on monday and analysts say he will make more personnel changes as he continues to consolidate power\n",
      "Tokens: ['chinese', 'official', 'moved', 'as', 'hu', 'consolidates', 'power', 'china', 's', 'communist', 'party', 'chief', 'hu', 'jintao', 'moved', 'a', 'close', 'political', 'ally', 'out', 'of', 'a', 'problemplauged', 'province', 'on', 'monday', 'and', 'analysts', 'say', 'he', 'will', 'make', 'more', 'personnel', 'changes', 'as', 'he', 'continues', 'to', 'consolidate', 'power']\n",
      "Removed Stopwords: ['chinese', 'official', 'moved', 'hu', 'consolidates', 'power', 'china', 'communist', 'party', 'chief', 'hu', 'jintao', 'moved', 'close', 'political', 'ally', 'problemplauged', 'province', 'monday', 'analysts', 'say', 'make', 'personnel', 'changes', 'continues', 'consolidate', 'power']\n",
      "Stemmed Tokens: ['chines', 'offici', 'move', 'hu', 'consolid', 'power', 'china', 'communist', 'parti', 'chief', 'hu', 'jintao', 'move', 'close', 'polit', 'alli', 'problemplaug', 'provinc', 'monday', 'analyst', 'say', 'make', 'personnel', 'chang', 'continu', 'consolid', 'power']\n",
      "Final Preprocessed Text: chines offici move hu consolid power china communist parti chief hu jintao move close polit alli problemplaug provinc monday analyst say make personnel chang continu consolid power\n",
      "\n",
      "Original Text: British hostage killed in Iraq: TV The British hostage held in Iraq by a militant group led by al-Qaida ally Abu Musab al-Zarqawi was killed Friday, pan-Arab Abu Dhabi TV reported.\n",
      "Lowercased Text: british hostage killed in iraq: tv the british hostage held in iraq by a militant group led by al-qaida ally abu musab al-zarqawi was killed friday, pan-arab abu dhabi tv reported.\n",
      "Removed URLs: british hostage killed in iraq: tv the british hostage held in iraq by a militant group led by al-qaida ally abu musab al-zarqawi was killed friday, pan-arab abu dhabi tv reported.\n",
      "Removed HTML Tags: british hostage killed in iraq: tv the british hostage held in iraq by a militant group led by al-qaida ally abu musab al-zarqawi was killed friday, pan-arab abu dhabi tv reported.\n",
      "Removed Special Characters: british hostage killed in iraq tv the british hostage held in iraq by a militant group led by alqaida ally abu musab alzarqawi was killed friday panarab abu dhabi tv reported\n",
      "Tokens: ['british', 'hostage', 'killed', 'in', 'iraq', 'tv', 'the', 'british', 'hostage', 'held', 'in', 'iraq', 'by', 'a', 'militant', 'group', 'led', 'by', 'alqaida', 'ally', 'abu', 'musab', 'alzarqawi', 'was', 'killed', 'friday', 'panarab', 'abu', 'dhabi', 'tv', 'reported']\n",
      "Removed Stopwords: ['british', 'hostage', 'killed', 'iraq', 'tv', 'british', 'hostage', 'held', 'iraq', 'militant', 'group', 'led', 'alqaida', 'ally', 'abu', 'musab', 'alzarqawi', 'killed', 'friday', 'panarab', 'abu', 'dhabi', 'tv', 'reported']\n",
      "Stemmed Tokens: ['british', 'hostag', 'kill', 'iraq', 'tv', 'british', 'hostag', 'held', 'iraq', 'milit', 'group', 'led', 'alqaida', 'alli', 'abu', 'musab', 'alzarqawi', 'kill', 'friday', 'panarab', 'abu', 'dhabi', 'tv', 'report']\n",
      "Final Preprocessed Text: british hostag kill iraq tv british hostag held iraq milit group led alqaida alli abu musab alzarqawi kill friday panarab abu dhabi tv report\n",
      "\n",
      "Original Text: Leading Cuban Dissident Writer Freed Cuba #39;s communist government freed dissident writer Raul Rivero from prison Tuesday, the latest in a series of releases apparently aimed at cleaning up the island #39;s human rights record.\n",
      "Lowercased Text: leading cuban dissident writer freed cuba #39;s communist government freed dissident writer raul rivero from prison tuesday, the latest in a series of releases apparently aimed at cleaning up the island #39;s human rights record.\n",
      "Removed URLs: leading cuban dissident writer freed cuba #39;s communist government freed dissident writer raul rivero from prison tuesday, the latest in a series of releases apparently aimed at cleaning up the island #39;s human rights record.\n",
      "Removed HTML Tags: leading cuban dissident writer freed cuba #39;s communist government freed dissident writer raul rivero from prison tuesday, the latest in a series of releases apparently aimed at cleaning up the island #39;s human rights record.\n",
      "Removed Special Characters: leading cuban dissident writer freed cuba s communist government freed dissident writer raul rivero from prison tuesday the latest in a series of releases apparently aimed at cleaning up the island s human rights record\n",
      "Tokens: ['leading', 'cuban', 'dissident', 'writer', 'freed', 'cuba', 's', 'communist', 'government', 'freed', 'dissident', 'writer', 'raul', 'rivero', 'from', 'prison', 'tuesday', 'the', 'latest', 'in', 'a', 'series', 'of', 'releases', 'apparently', 'aimed', 'at', 'cleaning', 'up', 'the', 'island', 's', 'human', 'rights', 'record']\n",
      "Removed Stopwords: ['leading', 'cuban', 'dissident', 'writer', 'freed', 'cuba', 'communist', 'government', 'freed', 'dissident', 'writer', 'raul', 'rivero', 'prison', 'tuesday', 'latest', 'series', 'releases', 'apparently', 'aimed', 'cleaning', 'island', 'human', 'rights', 'record']\n",
      "Stemmed Tokens: ['lead', 'cuban', 'dissid', 'writer', 'freed', 'cuba', 'communist', 'govern', 'freed', 'dissid', 'writer', 'raul', 'rivero', 'prison', 'tuesday', 'latest', 'seri', 'releas', 'appar', 'aim', 'clean', 'island', 'human', 'right', 'record']\n",
      "Final Preprocessed Text: lead cuban dissid writer freed cuba communist govern freed dissid writer raul rivero prison tuesday latest seri releas appar aim clean island human right record\n",
      "\n",
      "Original Text: God Has 4,000 Loudspeakers; the State Holds Its Ears The Egyptian minister of religion decided that one official call to prayer would be broadcast live and carried by all of Cairo's mosques. Many of the faithful objected.\n",
      "Lowercased Text: god has 4,000 loudspeakers; the state holds its ears the egyptian minister of religion decided that one official call to prayer would be broadcast live and carried by all of cairo's mosques. many of the faithful objected.\n",
      "Removed URLs: god has 4,000 loudspeakers; the state holds its ears the egyptian minister of religion decided that one official call to prayer would be broadcast live and carried by all of cairo's mosques. many of the faithful objected.\n",
      "Removed HTML Tags: god has 4,000 loudspeakers; the state holds its ears the egyptian minister of religion decided that one official call to prayer would be broadcast live and carried by all of cairo's mosques. many of the faithful objected.\n",
      "Removed Special Characters: god has  loudspeakers the state holds its ears the egyptian minister of religion decided that one official call to prayer would be broadcast live and carried by all of cairos mosques many of the faithful objected\n",
      "Tokens: ['god', 'has', 'loudspeakers', 'the', 'state', 'holds', 'its', 'ears', 'the', 'egyptian', 'minister', 'of', 'religion', 'decided', 'that', 'one', 'official', 'call', 'to', 'prayer', 'would', 'be', 'broadcast', 'live', 'and', 'carried', 'by', 'all', 'of', 'cairos', 'mosques', 'many', 'of', 'the', 'faithful', 'objected']\n",
      "Removed Stopwords: ['god', 'loudspeakers', 'state', 'holds', 'ears', 'egyptian', 'minister', 'religion', 'decided', 'one', 'official', 'call', 'prayer', 'would', 'broadcast', 'live', 'carried', 'cairos', 'mosques', 'many', 'faithful', 'objected']\n",
      "Stemmed Tokens: ['god', 'loudspeak', 'state', 'hold', 'ear', 'egyptian', 'minist', 'religion', 'decid', 'one', 'offici', 'call', 'prayer', 'would', 'broadcast', 'live', 'carri', 'cairo', 'mosqu', 'mani', 'faith', 'object']\n",
      "Final Preprocessed Text: god loudspeak state hold ear egyptian minist religion decid one offici call prayer would broadcast live carri cairo mosqu mani faith object\n",
      "\n",
      "Original Text: US blames Islamic charities for funding Iraq attacks MARK COLVIN: In Baghdad, the family of the kidnapped head of CARE International have pleaded with the British Prime Minister to stop even speaking Margaret Hassan #39;s name.\n",
      "Lowercased Text: us blames islamic charities for funding iraq attacks mark colvin: in baghdad, the family of the kidnapped head of care international have pleaded with the british prime minister to stop even speaking margaret hassan #39;s name.\n",
      "Removed URLs: us blames islamic charities for funding iraq attacks mark colvin: in baghdad, the family of the kidnapped head of care international have pleaded with the british prime minister to stop even speaking margaret hassan #39;s name.\n",
      "Removed HTML Tags: us blames islamic charities for funding iraq attacks mark colvin: in baghdad, the family of the kidnapped head of care international have pleaded with the british prime minister to stop even speaking margaret hassan #39;s name.\n",
      "Removed Special Characters: us blames islamic charities for funding iraq attacks mark colvin in baghdad the family of the kidnapped head of care international have pleaded with the british prime minister to stop even speaking margaret hassan s name\n",
      "Tokens: ['us', 'blames', 'islamic', 'charities', 'for', 'funding', 'iraq', 'attacks', 'mark', 'colvin', 'in', 'baghdad', 'the', 'family', 'of', 'the', 'kidnapped', 'head', 'of', 'care', 'international', 'have', 'pleaded', 'with', 'the', 'british', 'prime', 'minister', 'to', 'stop', 'even', 'speaking', 'margaret', 'hassan', 's', 'name']\n",
      "Removed Stopwords: ['us', 'blames', 'islamic', 'charities', 'funding', 'iraq', 'attacks', 'mark', 'colvin', 'baghdad', 'family', 'kidnapped', 'head', 'care', 'international', 'pleaded', 'british', 'prime', 'minister', 'stop', 'even', 'speaking', 'margaret', 'hassan', 'name']\n",
      "Stemmed Tokens: ['us', 'blame', 'islam', 'chariti', 'fund', 'iraq', 'attack', 'mark', 'colvin', 'baghdad', 'famili', 'kidnap', 'head', 'care', 'intern', 'plead', 'british', 'prime', 'minist', 'stop', 'even', 'speak', 'margaret', 'hassan', 'name']\n",
      "Final Preprocessed Text: us blame islam chariti fund iraq attack mark colvin baghdad famili kidnap head care intern plead british prime minist stop even speak margaret hassan name\n",
      "\n",
      "Original Text: Al-Sadr Calls on Militia to End Uprising BAGHDAD, Iraq - Rebel cleric Muqtada al-Sadr wants his followers to end their uprising against U.S. and Iraqi forces while he considers forming a political movement, senior al-Sadr officials said Monday...\n",
      "Lowercased Text: al-sadr calls on militia to end uprising baghdad, iraq - rebel cleric muqtada al-sadr wants his followers to end their uprising against u.s. and iraqi forces while he considers forming a political movement, senior al-sadr officials said monday...\n",
      "Removed URLs: al-sadr calls on militia to end uprising baghdad, iraq - rebel cleric muqtada al-sadr wants his followers to end their uprising against u.s. and iraqi forces while he considers forming a political movement, senior al-sadr officials said monday...\n",
      "Removed HTML Tags: al-sadr calls on militia to end uprising baghdad, iraq - rebel cleric muqtada al-sadr wants his followers to end their uprising against u.s. and iraqi forces while he considers forming a political movement, senior al-sadr officials said monday...\n",
      "Removed Special Characters: alsadr calls on militia to end uprising baghdad iraq  rebel cleric muqtada alsadr wants his followers to end their uprising against us and iraqi forces while he considers forming a political movement senior alsadr officials said monday\n",
      "Tokens: ['alsadr', 'calls', 'on', 'militia', 'to', 'end', 'uprising', 'baghdad', 'iraq', 'rebel', 'cleric', 'muqtada', 'alsadr', 'wants', 'his', 'followers', 'to', 'end', 'their', 'uprising', 'against', 'us', 'and', 'iraqi', 'forces', 'while', 'he', 'considers', 'forming', 'a', 'political', 'movement', 'senior', 'alsadr', 'officials', 'said', 'monday']\n",
      "Removed Stopwords: ['alsadr', 'calls', 'militia', 'end', 'uprising', 'baghdad', 'iraq', 'rebel', 'cleric', 'muqtada', 'alsadr', 'wants', 'followers', 'end', 'uprising', 'us', 'iraqi', 'forces', 'considers', 'forming', 'political', 'movement', 'senior', 'alsadr', 'officials', 'said', 'monday']\n",
      "Stemmed Tokens: ['alsadr', 'call', 'militia', 'end', 'upris', 'baghdad', 'iraq', 'rebel', 'cleric', 'muqtada', 'alsadr', 'want', 'follow', 'end', 'upris', 'us', 'iraqi', 'forc', 'consid', 'form', 'polit', 'movement', 'senior', 'alsadr', 'offici', 'said', 'monday']\n",
      "Final Preprocessed Text: alsadr call militia end upris baghdad iraq rebel cleric muqtada alsadr want follow end upris us iraqi forc consid form polit movement senior alsadr offici said monday\n",
      "\n",
      "Original Text: Pope pleads for peace in Iraq POPE John Paul today issued a new appeal for peace in Iraq and the Middle East, condemning the  quot;horror quot; of violence as well as  quot;the terrorism that cruelly targets the innocent quot;.\n",
      "Lowercased Text: pope pleads for peace in iraq pope john paul today issued a new appeal for peace in iraq and the middle east, condemning the  quot;horror quot; of violence as well as  quot;the terrorism that cruelly targets the innocent quot;.\n",
      "Removed URLs: pope pleads for peace in iraq pope john paul today issued a new appeal for peace in iraq and the middle east, condemning the  quot;horror quot; of violence as well as  quot;the terrorism that cruelly targets the innocent quot;.\n",
      "Removed HTML Tags: pope pleads for peace in iraq pope john paul today issued a new appeal for peace in iraq and the middle east, condemning the  quot;horror quot; of violence as well as  quot;the terrorism that cruelly targets the innocent quot;.\n",
      "Removed Special Characters: pope pleads for peace in iraq pope john paul today issued a new appeal for peace in iraq and the middle east condemning the  quothorror quot of violence as well as  quotthe terrorism that cruelly targets the innocent quot\n",
      "Tokens: ['pope', 'pleads', 'for', 'peace', 'in', 'iraq', 'pope', 'john', 'paul', 'today', 'issued', 'a', 'new', 'appeal', 'for', 'peace', 'in', 'iraq', 'and', 'the', 'middle', 'east', 'condemning', 'the', 'quothorror', 'quot', 'of', 'violence', 'as', 'well', 'as', 'quotthe', 'terrorism', 'that', 'cruelly', 'targets', 'the', 'innocent', 'quot']\n",
      "Removed Stopwords: ['pope', 'pleads', 'peace', 'iraq', 'pope', 'john', 'paul', 'today', 'issued', 'new', 'appeal', 'peace', 'iraq', 'middle', 'east', 'condemning', 'quothorror', 'quot', 'violence', 'well', 'quotthe', 'terrorism', 'cruelly', 'targets', 'innocent', 'quot']\n",
      "Stemmed Tokens: ['pope', 'plead', 'peac', 'iraq', 'pope', 'john', 'paul', 'today', 'issu', 'new', 'appeal', 'peac', 'iraq', 'middl', 'east', 'condemn', 'quothorror', 'quot', 'violenc', 'well', 'quotth', 'terror', 'cruelli', 'target', 'innoc', 'quot']\n",
      "Final Preprocessed Text: pope plead peac iraq pope john paul today issu new appeal peac iraq middl east condemn quothorror quot violenc well quotth terror cruelli target innoc quot\n",
      "\n",
      "Original Text: Danes find a bridge to love (Chicago Tribune) Chicago Tribune - The train is sleek and fast that each night carries Christina Reves away from her country and toward her husband. It races through Denmark's scattered marshes and clicks over a bridge and across the water, stopping 35 minutes later in Sweden.\n",
      "Lowercased Text: danes find a bridge to love (chicago tribune) chicago tribune - the train is sleek and fast that each night carries christina reves away from her country and toward her husband. it races through denmark's scattered marshes and clicks over a bridge and across the water, stopping 35 minutes later in sweden.\n",
      "Removed URLs: danes find a bridge to love (chicago tribune) chicago tribune - the train is sleek and fast that each night carries christina reves away from her country and toward her husband. it races through denmark's scattered marshes and clicks over a bridge and across the water, stopping 35 minutes later in sweden.\n",
      "Removed HTML Tags: danes find a bridge to love (chicago tribune) chicago tribune - the train is sleek and fast that each night carries christina reves away from her country and toward her husband. it races through denmark's scattered marshes and clicks over a bridge and across the water, stopping 35 minutes later in sweden.\n",
      "Removed Special Characters: danes find a bridge to love chicago tribune chicago tribune  the train is sleek and fast that each night carries christina reves away from her country and toward her husband it races through denmarks scattered marshes and clicks over a bridge and across the water stopping  minutes later in sweden\n",
      "Tokens: ['danes', 'find', 'a', 'bridge', 'to', 'love', 'chicago', 'tribune', 'chicago', 'tribune', 'the', 'train', 'is', 'sleek', 'and', 'fast', 'that', 'each', 'night', 'carries', 'christina', 'reves', 'away', 'from', 'her', 'country', 'and', 'toward', 'her', 'husband', 'it', 'races', 'through', 'denmarks', 'scattered', 'marshes', 'and', 'clicks', 'over', 'a', 'bridge', 'and', 'across', 'the', 'water', 'stopping', 'minutes', 'later', 'in', 'sweden']\n",
      "Removed Stopwords: ['danes', 'find', 'bridge', 'love', 'chicago', 'tribune', 'chicago', 'tribune', 'train', 'sleek', 'fast', 'night', 'carries', 'christina', 'reves', 'away', 'country', 'toward', 'husband', 'races', 'denmarks', 'scattered', 'marshes', 'clicks', 'bridge', 'across', 'water', 'stopping', 'minutes', 'later', 'sweden']\n",
      "Stemmed Tokens: ['dane', 'find', 'bridg', 'love', 'chicago', 'tribun', 'chicago', 'tribun', 'train', 'sleek', 'fast', 'night', 'carri', 'christina', 'reve', 'away', 'countri', 'toward', 'husband', 'race', 'denmark', 'scatter', 'marsh', 'click', 'bridg', 'across', 'water', 'stop', 'minut', 'later', 'sweden']\n",
      "Final Preprocessed Text: dane find bridg love chicago tribun chicago tribun train sleek fast night carri christina reve away countri toward husband race denmark scatter marsh click bridg across water stop minut later sweden\n",
      "\n",
      "Original Text: The China Post President Chen Shui bian said yesterday he does not expect China to ease its military threat against the island after Chinese President Hu Jintao took over as the country #39;s top military chief.\n",
      "Lowercased Text: the china post president chen shui bian said yesterday he does not expect china to ease its military threat against the island after chinese president hu jintao took over as the country #39;s top military chief.\n",
      "Removed URLs: the china post president chen shui bian said yesterday he does not expect china to ease its military threat against the island after chinese president hu jintao took over as the country #39;s top military chief.\n",
      "Removed HTML Tags: the china post president chen shui bian said yesterday he does not expect china to ease its military threat against the island after chinese president hu jintao took over as the country #39;s top military chief.\n",
      "Removed Special Characters: the china post president chen shui bian said yesterday he does not expect china to ease its military threat against the island after chinese president hu jintao took over as the country s top military chief\n",
      "Tokens: ['the', 'china', 'post', 'president', 'chen', 'shui', 'bian', 'said', 'yesterday', 'he', 'does', 'not', 'expect', 'china', 'to', 'ease', 'its', 'military', 'threat', 'against', 'the', 'island', 'after', 'chinese', 'president', 'hu', 'jintao', 'took', 'over', 'as', 'the', 'country', 's', 'top', 'military', 'chief']\n",
      "Removed Stopwords: ['china', 'post', 'president', 'chen', 'shui', 'bian', 'said', 'yesterday', 'expect', 'china', 'ease', 'military', 'threat', 'island', 'chinese', 'president', 'hu', 'jintao', 'took', 'country', 'top', 'military', 'chief']\n",
      "Stemmed Tokens: ['china', 'post', 'presid', 'chen', 'shui', 'bian', 'said', 'yesterday', 'expect', 'china', 'eas', 'militari', 'threat', 'island', 'chines', 'presid', 'hu', 'jintao', 'took', 'countri', 'top', 'militari', 'chief']\n",
      "Final Preprocessed Text: china post presid chen shui bian said yesterday expect china eas militari threat island chines presid hu jintao took countri top militari chief\n",
      "\n",
      "Original Text: Fears grow for Falluja civilians Iraqis trapped in the besieged rebel city of Falluja face a humanitarian disaster, aid agencies warn.\n",
      "Lowercased Text: fears grow for falluja civilians iraqis trapped in the besieged rebel city of falluja face a humanitarian disaster, aid agencies warn.\n",
      "Removed URLs: fears grow for falluja civilians iraqis trapped in the besieged rebel city of falluja face a humanitarian disaster, aid agencies warn.\n",
      "Removed HTML Tags: fears grow for falluja civilians iraqis trapped in the besieged rebel city of falluja face a humanitarian disaster, aid agencies warn.\n",
      "Removed Special Characters: fears grow for falluja civilians iraqis trapped in the besieged rebel city of falluja face a humanitarian disaster aid agencies warn\n",
      "Tokens: ['fears', 'grow', 'for', 'falluja', 'civilians', 'iraqis', 'trapped', 'in', 'the', 'besieged', 'rebel', 'city', 'of', 'falluja', 'face', 'a', 'humanitarian', 'disaster', 'aid', 'agencies', 'warn']\n",
      "Removed Stopwords: ['fears', 'grow', 'falluja', 'civilians', 'iraqis', 'trapped', 'besieged', 'rebel', 'city', 'falluja', 'face', 'humanitarian', 'disaster', 'aid', 'agencies', 'warn']\n",
      "Stemmed Tokens: ['fear', 'grow', 'falluja', 'civilian', 'iraqi', 'trap', 'besieg', 'rebel', 'citi', 'falluja', 'face', 'humanitarian', 'disast', 'aid', 'agenc', 'warn']\n",
      "Final Preprocessed Text: fear grow falluja civilian iraqi trap besieg rebel citi falluja face humanitarian disast aid agenc warn\n",
      "\n",
      "Original Text: Annan asks China to play a bigger role UN Secretary-General Kofi Annan told university students in Beijing Monday that China should play a bigger role in global development and world peace.\n",
      "Lowercased Text: annan asks china to play a bigger role un secretary-general kofi annan told university students in beijing monday that china should play a bigger role in global development and world peace.\n",
      "Removed URLs: annan asks china to play a bigger role un secretary-general kofi annan told university students in beijing monday that china should play a bigger role in global development and world peace.\n",
      "Removed HTML Tags: annan asks china to play a bigger role un secretary-general kofi annan told university students in beijing monday that china should play a bigger role in global development and world peace.\n",
      "Removed Special Characters: annan asks china to play a bigger role un secretarygeneral kofi annan told university students in beijing monday that china should play a bigger role in global development and world peace\n",
      "Tokens: ['annan', 'asks', 'china', 'to', 'play', 'a', 'bigger', 'role', 'un', 'secretarygeneral', 'kofi', 'annan', 'told', 'university', 'students', 'in', 'beijing', 'monday', 'that', 'china', 'should', 'play', 'a', 'bigger', 'role', 'in', 'global', 'development', 'and', 'world', 'peace']\n",
      "Removed Stopwords: ['annan', 'asks', 'china', 'play', 'bigger', 'role', 'un', 'secretarygeneral', 'kofi', 'annan', 'told', 'university', 'students', 'beijing', 'monday', 'china', 'play', 'bigger', 'role', 'global', 'development', 'world', 'peace']\n",
      "Stemmed Tokens: ['annan', 'ask', 'china', 'play', 'bigger', 'role', 'un', 'secretarygener', 'kofi', 'annan', 'told', 'univers', 'student', 'beij', 'monday', 'china', 'play', 'bigger', 'role', 'global', 'develop', 'world', 'peac']\n",
      "Final Preprocessed Text: annan ask china play bigger role un secretarygener kofi annan told univers student beij monday china play bigger role global develop world peac\n",
      "\n",
      "Original Text: Bush Twins Host Pre-Convention Party (AP) AP - Barbara and Jenna Bush, the president's 22-year-old twin daughters, arrived like rock 'n' roll stars at a Republican convention party Sunday, complete with red carpet, cameras and paparazzi shouting for a smile.\n",
      "Lowercased Text: bush twins host pre-convention party (ap) ap - barbara and jenna bush, the president's 22-year-old twin daughters, arrived like rock 'n' roll stars at a republican convention party sunday, complete with red carpet, cameras and paparazzi shouting for a smile.\n",
      "Removed URLs: bush twins host pre-convention party (ap) ap - barbara and jenna bush, the president's 22-year-old twin daughters, arrived like rock 'n' roll stars at a republican convention party sunday, complete with red carpet, cameras and paparazzi shouting for a smile.\n",
      "Removed HTML Tags: bush twins host pre-convention party (ap) ap - barbara and jenna bush, the president's 22-year-old twin daughters, arrived like rock 'n' roll stars at a republican convention party sunday, complete with red carpet, cameras and paparazzi shouting for a smile.\n",
      "Removed Special Characters: bush twins host preconvention party ap ap  barbara and jenna bush the presidents yearold twin daughters arrived like rock n roll stars at a republican convention party sunday complete with red carpet cameras and paparazzi shouting for a smile\n",
      "Tokens: ['bush', 'twins', 'host', 'preconvention', 'party', 'ap', 'ap', 'barbara', 'and', 'jenna', 'bush', 'the', 'presidents', 'yearold', 'twin', 'daughters', 'arrived', 'like', 'rock', 'n', 'roll', 'stars', 'at', 'a', 'republican', 'convention', 'party', 'sunday', 'complete', 'with', 'red', 'carpet', 'cameras', 'and', 'paparazzi', 'shouting', 'for', 'a', 'smile']\n",
      "Removed Stopwords: ['bush', 'twins', 'host', 'preconvention', 'party', 'ap', 'ap', 'barbara', 'jenna', 'bush', 'presidents', 'yearold', 'twin', 'daughters', 'arrived', 'like', 'rock', 'n', 'roll', 'stars', 'republican', 'convention', 'party', 'sunday', 'complete', 'red', 'carpet', 'cameras', 'paparazzi', 'shouting', 'smile']\n",
      "Stemmed Tokens: ['bush', 'twin', 'host', 'preconvent', 'parti', 'ap', 'ap', 'barbara', 'jenna', 'bush', 'presid', 'yearold', 'twin', 'daughter', 'arriv', 'like', 'rock', 'n', 'roll', 'star', 'republican', 'convent', 'parti', 'sunday', 'complet', 'red', 'carpet', 'camera', 'paparazzi', 'shout', 'smile']\n",
      "Final Preprocessed Text: bush twin host preconvent parti ap ap barbara jenna bush presid yearold twin daughter arriv like rock n roll star republican convent parti sunday complet red carpet camera paparazzi shout smile\n",
      "\n",
      "Original Text: Thaksin vows  #39;iron fist #39; against rebels in south BANGKOK Prime Minister Thaksin Shinawatra headed to a Muslim-dominated part of southern Thailand on Sunday after promising to act aggressively against militants and illegal weapons they have used in deadly attacks there.\n",
      "Lowercased Text: thaksin vows  #39;iron fist #39; against rebels in south bangkok prime minister thaksin shinawatra headed to a muslim-dominated part of southern thailand on sunday after promising to act aggressively against militants and illegal weapons they have used in deadly attacks there.\n",
      "Removed URLs: thaksin vows  #39;iron fist #39; against rebels in south bangkok prime minister thaksin shinawatra headed to a muslim-dominated part of southern thailand on sunday after promising to act aggressively against militants and illegal weapons they have used in deadly attacks there.\n",
      "Removed HTML Tags: thaksin vows  #39;iron fist #39; against rebels in south bangkok prime minister thaksin shinawatra headed to a muslim-dominated part of southern thailand on sunday after promising to act aggressively against militants and illegal weapons they have used in deadly attacks there.\n",
      "Removed Special Characters: thaksin vows  iron fist  against rebels in south bangkok prime minister thaksin shinawatra headed to a muslimdominated part of southern thailand on sunday after promising to act aggressively against militants and illegal weapons they have used in deadly attacks there\n",
      "Tokens: ['thaksin', 'vows', 'iron', 'fist', 'against', 'rebels', 'in', 'south', 'bangkok', 'prime', 'minister', 'thaksin', 'shinawatra', 'headed', 'to', 'a', 'muslimdominated', 'part', 'of', 'southern', 'thailand', 'on', 'sunday', 'after', 'promising', 'to', 'act', 'aggressively', 'against', 'militants', 'and', 'illegal', 'weapons', 'they', 'have', 'used', 'in', 'deadly', 'attacks', 'there']\n",
      "Removed Stopwords: ['thaksin', 'vows', 'iron', 'fist', 'rebels', 'south', 'bangkok', 'prime', 'minister', 'thaksin', 'shinawatra', 'headed', 'muslimdominated', 'part', 'southern', 'thailand', 'sunday', 'promising', 'act', 'aggressively', 'militants', 'illegal', 'weapons', 'used', 'deadly', 'attacks']\n",
      "Stemmed Tokens: ['thaksin', 'vow', 'iron', 'fist', 'rebel', 'south', 'bangkok', 'prime', 'minist', 'thaksin', 'shinawatra', 'head', 'muslimdomin', 'part', 'southern', 'thailand', 'sunday', 'promis', 'act', 'aggress', 'milit', 'illeg', 'weapon', 'use', 'deadli', 'attack']\n",
      "Final Preprocessed Text: thaksin vow iron fist rebel south bangkok prime minist thaksin shinawatra head muslimdomin part southern thailand sunday promis act aggress milit illeg weapon use deadli attack\n",
      "\n",
      "Original Text: HK legislative poll points to the future When the British ruled Hong Kong, as pro-Beijing politicians are fond of pointing out, the territory #39;s people had no direct influence over the way they were governed.\n",
      "Lowercased Text: hk legislative poll points to the future when the british ruled hong kong, as pro-beijing politicians are fond of pointing out, the territory #39;s people had no direct influence over the way they were governed.\n",
      "Removed URLs: hk legislative poll points to the future when the british ruled hong kong, as pro-beijing politicians are fond of pointing out, the territory #39;s people had no direct influence over the way they were governed.\n",
      "Removed HTML Tags: hk legislative poll points to the future when the british ruled hong kong, as pro-beijing politicians are fond of pointing out, the territory #39;s people had no direct influence over the way they were governed.\n",
      "Removed Special Characters: hk legislative poll points to the future when the british ruled hong kong as probeijing politicians are fond of pointing out the territory s people had no direct influence over the way they were governed\n",
      "Tokens: ['hk', 'legislative', 'poll', 'points', 'to', 'the', 'future', 'when', 'the', 'british', 'ruled', 'hong', 'kong', 'as', 'probeijing', 'politicians', 'are', 'fond', 'of', 'pointing', 'out', 'the', 'territory', 's', 'people', 'had', 'no', 'direct', 'influence', 'over', 'the', 'way', 'they', 'were', 'governed']\n",
      "Removed Stopwords: ['hk', 'legislative', 'poll', 'points', 'future', 'british', 'ruled', 'hong', 'kong', 'probeijing', 'politicians', 'fond', 'pointing', 'territory', 'people', 'direct', 'influence', 'way', 'governed']\n",
      "Stemmed Tokens: ['hk', 'legisl', 'poll', 'point', 'futur', 'british', 'rule', 'hong', 'kong', 'probeij', 'politician', 'fond', 'point', 'territori', 'peopl', 'direct', 'influenc', 'way', 'govern']\n",
      "Final Preprocessed Text: hk legisl poll point futur british rule hong kong probeij politician fond point territori peopl direct influenc way govern\n",
      "\n",
      "Original Text: Rebels return to 'cleared' areas In Fallujah, US forces are going through 50,000 houses one by one. But insurgents are coming back.\n",
      "Lowercased Text: rebels return to 'cleared' areas in fallujah, us forces are going through 50,000 houses one by one. but insurgents are coming back.\n",
      "Removed URLs: rebels return to 'cleared' areas in fallujah, us forces are going through 50,000 houses one by one. but insurgents are coming back.\n",
      "Removed HTML Tags: rebels return to 'cleared' areas in fallujah, us forces are going through 50,000 houses one by one. but insurgents are coming back.\n",
      "Removed Special Characters: rebels return to cleared areas in fallujah us forces are going through  houses one by one but insurgents are coming back\n",
      "Tokens: ['rebels', 'return', 'to', 'cleared', 'areas', 'in', 'fallujah', 'us', 'forces', 'are', 'going', 'through', 'houses', 'one', 'by', 'one', 'but', 'insurgents', 'are', 'coming', 'back']\n",
      "Removed Stopwords: ['rebels', 'return', 'cleared', 'areas', 'fallujah', 'us', 'forces', 'going', 'houses', 'one', 'one', 'insurgents', 'coming', 'back']\n",
      "Stemmed Tokens: ['rebel', 'return', 'clear', 'area', 'fallujah', 'us', 'forc', 'go', 'hous', 'one', 'one', 'insurg', 'come', 'back']\n",
      "Final Preprocessed Text: rebel return clear area fallujah us forc go hous one one insurg come back\n",
      "\n",
      "Original Text: Blunkett is expected to resign Home Secretary David Blunkett is expected to quit on Wednesday, BBC political editor Andrew Marr has said. The news comes amid claims he misused his office to fast-track a visa for his former lover #39;s nanny.\n",
      "Lowercased Text: blunkett is expected to resign home secretary david blunkett is expected to quit on wednesday, bbc political editor andrew marr has said. the news comes amid claims he misused his office to fast-track a visa for his former lover #39;s nanny.\n",
      "Removed URLs: blunkett is expected to resign home secretary david blunkett is expected to quit on wednesday, bbc political editor andrew marr has said. the news comes amid claims he misused his office to fast-track a visa for his former lover #39;s nanny.\n",
      "Removed HTML Tags: blunkett is expected to resign home secretary david blunkett is expected to quit on wednesday, bbc political editor andrew marr has said. the news comes amid claims he misused his office to fast-track a visa for his former lover #39;s nanny.\n",
      "Removed Special Characters: blunkett is expected to resign home secretary david blunkett is expected to quit on wednesday bbc political editor andrew marr has said the news comes amid claims he misused his office to fasttrack a visa for his former lover s nanny\n",
      "Tokens: ['blunkett', 'is', 'expected', 'to', 'resign', 'home', 'secretary', 'david', 'blunkett', 'is', 'expected', 'to', 'quit', 'on', 'wednesday', 'bbc', 'political', 'editor', 'andrew', 'marr', 'has', 'said', 'the', 'news', 'comes', 'amid', 'claims', 'he', 'misused', 'his', 'office', 'to', 'fasttrack', 'a', 'visa', 'for', 'his', 'former', 'lover', 's', 'nanny']\n",
      "Removed Stopwords: ['blunkett', 'expected', 'resign', 'home', 'secretary', 'david', 'blunkett', 'expected', 'quit', 'wednesday', 'bbc', 'political', 'editor', 'andrew', 'marr', 'said', 'news', 'comes', 'amid', 'claims', 'misused', 'office', 'fasttrack', 'visa', 'former', 'lover', 'nanny']\n",
      "Stemmed Tokens: ['blunkett', 'expect', 'resign', 'home', 'secretari', 'david', 'blunkett', 'expect', 'quit', 'wednesday', 'bbc', 'polit', 'editor', 'andrew', 'marr', 'said', 'news', 'come', 'amid', 'claim', 'misus', 'offic', 'fasttrack', 'visa', 'former', 'lover', 'nanni']\n",
      "Final Preprocessed Text: blunkett expect resign home secretari david blunkett expect quit wednesday bbc polit editor andrew marr said news come amid claim misus offic fasttrack visa former lover nanni\n",
      "\n",
      "Original Text: Cricket: Warne back to face NZ Australia's Darren Lehmann and Shane Warne return to take on New Zealand.\n",
      "Lowercased Text: cricket: warne back to face nz australia's darren lehmann and shane warne return to take on new zealand.\n",
      "Removed URLs: cricket: warne back to face nz australia's darren lehmann and shane warne return to take on new zealand.\n",
      "Removed HTML Tags: cricket: warne back to face nz australia's darren lehmann and shane warne return to take on new zealand.\n",
      "Removed Special Characters: cricket warne back to face nz australias darren lehmann and shane warne return to take on new zealand\n",
      "Tokens: ['cricket', 'warne', 'back', 'to', 'face', 'nz', 'australias', 'darren', 'lehmann', 'and', 'shane', 'warne', 'return', 'to', 'take', 'on', 'new', 'zealand']\n",
      "Removed Stopwords: ['cricket', 'warne', 'back', 'face', 'nz', 'australias', 'darren', 'lehmann', 'shane', 'warne', 'return', 'take', 'new', 'zealand']\n",
      "Stemmed Tokens: ['cricket', 'warn', 'back', 'face', 'nz', 'australia', 'darren', 'lehmann', 'shane', 'warn', 'return', 'take', 'new', 'zealand']\n",
      "Final Preprocessed Text: cricket warn back face nz australia darren lehmann shane warn return take new zealand\n",
      "\n",
      "Original Text: Copter crash kills cleric ATHENS -- The Christian Orthodox Patriarch of Alexandria was killed yesterday after an army helicopter transporting him and his entourage to a monastic enclave in northern Greece crashed into the sea, according to government and church officials.\n",
      "Lowercased Text: copter crash kills cleric athens -- the christian orthodox patriarch of alexandria was killed yesterday after an army helicopter transporting him and his entourage to a monastic enclave in northern greece crashed into the sea, according to government and church officials.\n",
      "Removed URLs: copter crash kills cleric athens -- the christian orthodox patriarch of alexandria was killed yesterday after an army helicopter transporting him and his entourage to a monastic enclave in northern greece crashed into the sea, according to government and church officials.\n",
      "Removed HTML Tags: copter crash kills cleric athens -- the christian orthodox patriarch of alexandria was killed yesterday after an army helicopter transporting him and his entourage to a monastic enclave in northern greece crashed into the sea, according to government and church officials.\n",
      "Removed Special Characters: copter crash kills cleric athens  the christian orthodox patriarch of alexandria was killed yesterday after an army helicopter transporting him and his entourage to a monastic enclave in northern greece crashed into the sea according to government and church officials\n",
      "Tokens: ['copter', 'crash', 'kills', 'cleric', 'athens', 'the', 'christian', 'orthodox', 'patriarch', 'of', 'alexandria', 'was', 'killed', 'yesterday', 'after', 'an', 'army', 'helicopter', 'transporting', 'him', 'and', 'his', 'entourage', 'to', 'a', 'monastic', 'enclave', 'in', 'northern', 'greece', 'crashed', 'into', 'the', 'sea', 'according', 'to', 'government', 'and', 'church', 'officials']\n",
      "Removed Stopwords: ['copter', 'crash', 'kills', 'cleric', 'athens', 'christian', 'orthodox', 'patriarch', 'alexandria', 'killed', 'yesterday', 'army', 'helicopter', 'transporting', 'entourage', 'monastic', 'enclave', 'northern', 'greece', 'crashed', 'sea', 'according', 'government', 'church', 'officials']\n",
      "Stemmed Tokens: ['copter', 'crash', 'kill', 'cleric', 'athen', 'christian', 'orthodox', 'patriarch', 'alexandria', 'kill', 'yesterday', 'armi', 'helicopt', 'transport', 'entourag', 'monast', 'enclav', 'northern', 'greec', 'crash', 'sea', 'accord', 'govern', 'church', 'offici']\n",
      "Final Preprocessed Text: copter crash kill cleric athen christian orthodox patriarch alexandria kill yesterday armi helicopt transport entourag monast enclav northern greec crash sea accord govern church offici\n",
      "\n",
      "Original Text: Jitters before assault wearing on soldiers NEAR FALLUJAH, Iraq -- The hulks of the 69-ton M1A1 Abrams tanks were barely visible on the dark desert plain, but the rumble of their engines filled the night.\n",
      "Lowercased Text: jitters before assault wearing on soldiers near fallujah, iraq -- the hulks of the 69-ton m1a1 abrams tanks were barely visible on the dark desert plain, but the rumble of their engines filled the night.\n",
      "Removed URLs: jitters before assault wearing on soldiers near fallujah, iraq -- the hulks of the 69-ton m1a1 abrams tanks were barely visible on the dark desert plain, but the rumble of their engines filled the night.\n",
      "Removed HTML Tags: jitters before assault wearing on soldiers near fallujah, iraq -- the hulks of the 69-ton m1a1 abrams tanks were barely visible on the dark desert plain, but the rumble of their engines filled the night.\n",
      "Removed Special Characters: jitters before assault wearing on soldiers near fallujah iraq  the hulks of the ton ma abrams tanks were barely visible on the dark desert plain but the rumble of their engines filled the night\n",
      "Tokens: ['jitters', 'before', 'assault', 'wearing', 'on', 'soldiers', 'near', 'fallujah', 'iraq', 'the', 'hulks', 'of', 'the', 'ton', 'ma', 'abrams', 'tanks', 'were', 'barely', 'visible', 'on', 'the', 'dark', 'desert', 'plain', 'but', 'the', 'rumble', 'of', 'their', 'engines', 'filled', 'the', 'night']\n",
      "Removed Stopwords: ['jitters', 'assault', 'wearing', 'soldiers', 'near', 'fallujah', 'iraq', 'hulks', 'ton', 'abrams', 'tanks', 'barely', 'visible', 'dark', 'desert', 'plain', 'rumble', 'engines', 'filled', 'night']\n",
      "Stemmed Tokens: ['jitter', 'assault', 'wear', 'soldier', 'near', 'fallujah', 'iraq', 'hulk', 'ton', 'abram', 'tank', 'bare', 'visibl', 'dark', 'desert', 'plain', 'rumbl', 'engin', 'fill', 'night']\n",
      "Final Preprocessed Text: jitter assault wear soldier near fallujah iraq hulk ton abram tank bare visibl dark desert plain rumbl engin fill night\n",
      "\n",
      "Original Text: Anwar supporters defy police ban to welcome him home to Malaysia KUALA LUMPUR : Hundreds of supporters defied a police ban to welcome former deputy prime minister Anwar Ibrahim at the airport on his arrival home after back surgery in Germany.\n",
      "Lowercased Text: anwar supporters defy police ban to welcome him home to malaysia kuala lumpur : hundreds of supporters defied a police ban to welcome former deputy prime minister anwar ibrahim at the airport on his arrival home after back surgery in germany.\n",
      "Removed URLs: anwar supporters defy police ban to welcome him home to malaysia kuala lumpur : hundreds of supporters defied a police ban to welcome former deputy prime minister anwar ibrahim at the airport on his arrival home after back surgery in germany.\n",
      "Removed HTML Tags: anwar supporters defy police ban to welcome him home to malaysia kuala lumpur : hundreds of supporters defied a police ban to welcome former deputy prime minister anwar ibrahim at the airport on his arrival home after back surgery in germany.\n",
      "Removed Special Characters: anwar supporters defy police ban to welcome him home to malaysia kuala lumpur  hundreds of supporters defied a police ban to welcome former deputy prime minister anwar ibrahim at the airport on his arrival home after back surgery in germany\n",
      "Tokens: ['anwar', 'supporters', 'defy', 'police', 'ban', 'to', 'welcome', 'him', 'home', 'to', 'malaysia', 'kuala', 'lumpur', 'hundreds', 'of', 'supporters', 'defied', 'a', 'police', 'ban', 'to', 'welcome', 'former', 'deputy', 'prime', 'minister', 'anwar', 'ibrahim', 'at', 'the', 'airport', 'on', 'his', 'arrival', 'home', 'after', 'back', 'surgery', 'in', 'germany']\n",
      "Removed Stopwords: ['anwar', 'supporters', 'defy', 'police', 'ban', 'welcome', 'home', 'malaysia', 'kuala', 'lumpur', 'hundreds', 'supporters', 'defied', 'police', 'ban', 'welcome', 'former', 'deputy', 'prime', 'minister', 'anwar', 'ibrahim', 'airport', 'arrival', 'home', 'back', 'surgery', 'germany']\n",
      "Stemmed Tokens: ['anwar', 'support', 'defi', 'polic', 'ban', 'welcom', 'home', 'malaysia', 'kuala', 'lumpur', 'hundr', 'support', 'defi', 'polic', 'ban', 'welcom', 'former', 'deputi', 'prime', 'minist', 'anwar', 'ibrahim', 'airport', 'arriv', 'home', 'back', 'surgeri', 'germani']\n",
      "Final Preprocessed Text: anwar support defi polic ban welcom home malaysia kuala lumpur hundr support defi polic ban welcom former deputi prime minist anwar ibrahim airport arriv home back surgeri germani\n",
      "\n",
      "Original Text: Court Votes to Strip Pinochet of Immunity An appeals court ruled Thursday to strip former dictator Gen. Augusto Pinochet of immunity from prosecution for a 1974 car bombing that killed an exiled Chilean general and the man's wife.\n",
      "Lowercased Text: court votes to strip pinochet of immunity an appeals court ruled thursday to strip former dictator gen. augusto pinochet of immunity from prosecution for a 1974 car bombing that killed an exiled chilean general and the man's wife.\n",
      "Removed URLs: court votes to strip pinochet of immunity an appeals court ruled thursday to strip former dictator gen. augusto pinochet of immunity from prosecution for a 1974 car bombing that killed an exiled chilean general and the man's wife.\n",
      "Removed HTML Tags: court votes to strip pinochet of immunity an appeals court ruled thursday to strip former dictator gen. augusto pinochet of immunity from prosecution for a 1974 car bombing that killed an exiled chilean general and the man's wife.\n",
      "Removed Special Characters: court votes to strip pinochet of immunity an appeals court ruled thursday to strip former dictator gen augusto pinochet of immunity from prosecution for a  car bombing that killed an exiled chilean general and the mans wife\n",
      "Tokens: ['court', 'votes', 'to', 'strip', 'pinochet', 'of', 'immunity', 'an', 'appeals', 'court', 'ruled', 'thursday', 'to', 'strip', 'former', 'dictator', 'gen', 'augusto', 'pinochet', 'of', 'immunity', 'from', 'prosecution', 'for', 'a', 'car', 'bombing', 'that', 'killed', 'an', 'exiled', 'chilean', 'general', 'and', 'the', 'mans', 'wife']\n",
      "Removed Stopwords: ['court', 'votes', 'strip', 'pinochet', 'immunity', 'appeals', 'court', 'ruled', 'thursday', 'strip', 'former', 'dictator', 'gen', 'augusto', 'pinochet', 'immunity', 'prosecution', 'car', 'bombing', 'killed', 'exiled', 'chilean', 'general', 'mans', 'wife']\n",
      "Stemmed Tokens: ['court', 'vote', 'strip', 'pinochet', 'immun', 'appeal', 'court', 'rule', 'thursday', 'strip', 'former', 'dictat', 'gen', 'augusto', 'pinochet', 'immun', 'prosecut', 'car', 'bomb', 'kill', 'exil', 'chilean', 'gener', 'man', 'wife']\n",
      "Final Preprocessed Text: court vote strip pinochet immun appeal court rule thursday strip former dictat gen augusto pinochet immun prosecut car bomb kill exil chilean gener man wife\n",
      "\n",
      "Original Text: Hurricane Jeanne Takes Aim at Florida WEST PALM BEACH, Fla. - Hurricane Jeanne trekked westward Friday on a path that could lead to Florida's east coast by Sunday, setting off another round of storm preparations in a state still reeling from three earlier strikes...\n",
      "Lowercased Text: hurricane jeanne takes aim at florida west palm beach, fla. - hurricane jeanne trekked westward friday on a path that could lead to florida's east coast by sunday, setting off another round of storm preparations in a state still reeling from three earlier strikes...\n",
      "Removed URLs: hurricane jeanne takes aim at florida west palm beach, fla. - hurricane jeanne trekked westward friday on a path that could lead to florida's east coast by sunday, setting off another round of storm preparations in a state still reeling from three earlier strikes...\n",
      "Removed HTML Tags: hurricane jeanne takes aim at florida west palm beach, fla. - hurricane jeanne trekked westward friday on a path that could lead to florida's east coast by sunday, setting off another round of storm preparations in a state still reeling from three earlier strikes...\n",
      "Removed Special Characters: hurricane jeanne takes aim at florida west palm beach fla  hurricane jeanne trekked westward friday on a path that could lead to floridas east coast by sunday setting off another round of storm preparations in a state still reeling from three earlier strikes\n",
      "Tokens: ['hurricane', 'jeanne', 'takes', 'aim', 'at', 'florida', 'west', 'palm', 'beach', 'fla', 'hurricane', 'jeanne', 'trekked', 'westward', 'friday', 'on', 'a', 'path', 'that', 'could', 'lead', 'to', 'floridas', 'east', 'coast', 'by', 'sunday', 'setting', 'off', 'another', 'round', 'of', 'storm', 'preparations', 'in', 'a', 'state', 'still', 'reeling', 'from', 'three', 'earlier', 'strikes']\n",
      "Removed Stopwords: ['hurricane', 'jeanne', 'takes', 'aim', 'florida', 'west', 'palm', 'beach', 'fla', 'hurricane', 'jeanne', 'trekked', 'westward', 'friday', 'path', 'could', 'lead', 'floridas', 'east', 'coast', 'sunday', 'setting', 'another', 'round', 'storm', 'preparations', 'state', 'still', 'reeling', 'three', 'earlier', 'strikes']\n",
      "Stemmed Tokens: ['hurrican', 'jeann', 'take', 'aim', 'florida', 'west', 'palm', 'beach', 'fla', 'hurrican', 'jeann', 'trek', 'westward', 'friday', 'path', 'could', 'lead', 'florida', 'east', 'coast', 'sunday', 'set', 'anoth', 'round', 'storm', 'prepar', 'state', 'still', 'reel', 'three', 'earlier', 'strike']\n",
      "Final Preprocessed Text: hurrican jeann take aim florida west palm beach fla hurrican jeann trek westward friday path could lead florida east coast sunday set anoth round storm prepar state still reel three earlier strike\n",
      "\n",
      "Original Text: White House Rejects Trade Case Vs. China (AP) AP - The Bush administration on Friday rejected a request from 30 members of Congress that it bring a World Trade Organization case against China charging the Asian nation with manipulating its currency to gain unfair trade advantages against the United States.\n",
      "Lowercased Text: white house rejects trade case vs. china (ap) ap - the bush administration on friday rejected a request from 30 members of congress that it bring a world trade organization case against china charging the asian nation with manipulating its currency to gain unfair trade advantages against the united states.\n",
      "Removed URLs: white house rejects trade case vs. china (ap) ap - the bush administration on friday rejected a request from 30 members of congress that it bring a world trade organization case against china charging the asian nation with manipulating its currency to gain unfair trade advantages against the united states.\n",
      "Removed HTML Tags: white house rejects trade case vs. china (ap) ap - the bush administration on friday rejected a request from 30 members of congress that it bring a world trade organization case against china charging the asian nation with manipulating its currency to gain unfair trade advantages against the united states.\n",
      "Removed Special Characters: white house rejects trade case vs china ap ap  the bush administration on friday rejected a request from  members of congress that it bring a world trade organization case against china charging the asian nation with manipulating its currency to gain unfair trade advantages against the united states\n",
      "Tokens: ['white', 'house', 'rejects', 'trade', 'case', 'vs', 'china', 'ap', 'ap', 'the', 'bush', 'administration', 'on', 'friday', 'rejected', 'a', 'request', 'from', 'members', 'of', 'congress', 'that', 'it', 'bring', 'a', 'world', 'trade', 'organization', 'case', 'against', 'china', 'charging', 'the', 'asian', 'nation', 'with', 'manipulating', 'its', 'currency', 'to', 'gain', 'unfair', 'trade', 'advantages', 'against', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['white', 'house', 'rejects', 'trade', 'case', 'vs', 'china', 'ap', 'ap', 'bush', 'administration', 'friday', 'rejected', 'request', 'members', 'congress', 'bring', 'world', 'trade', 'organization', 'case', 'china', 'charging', 'asian', 'nation', 'manipulating', 'currency', 'gain', 'unfair', 'trade', 'advantages', 'united', 'states']\n",
      "Stemmed Tokens: ['white', 'hous', 'reject', 'trade', 'case', 'vs', 'china', 'ap', 'ap', 'bush', 'administr', 'friday', 'reject', 'request', 'member', 'congress', 'bring', 'world', 'trade', 'organ', 'case', 'china', 'charg', 'asian', 'nation', 'manipul', 'currenc', 'gain', 'unfair', 'trade', 'advantag', 'unit', 'state']\n",
      "Final Preprocessed Text: white hous reject trade case vs china ap ap bush administr friday reject request member congress bring world trade organ case china charg asian nation manipul currenc gain unfair trade advantag unit state\n",
      "\n",
      "Original Text: It's October and It's Time for Playoffs! Curt Schilling and Pedro Martinez are revved up. Roger Clemens and Roy Oswalt are rarin' to go...\n",
      "Lowercased Text: it's october and it's time for playoffs! curt schilling and pedro martinez are revved up. roger clemens and roy oswalt are rarin' to go...\n",
      "Removed URLs: it's october and it's time for playoffs! curt schilling and pedro martinez are revved up. roger clemens and roy oswalt are rarin' to go...\n",
      "Removed HTML Tags: it's october and it's time for playoffs! curt schilling and pedro martinez are revved up. roger clemens and roy oswalt are rarin' to go...\n",
      "Removed Special Characters: its october and its time for playoffs curt schilling and pedro martinez are revved up roger clemens and roy oswalt are rarin to go\n",
      "Tokens: ['its', 'october', 'and', 'its', 'time', 'for', 'playoffs', 'curt', 'schilling', 'and', 'pedro', 'martinez', 'are', 'revved', 'up', 'roger', 'clemens', 'and', 'roy', 'oswalt', 'are', 'rarin', 'to', 'go']\n",
      "Removed Stopwords: ['october', 'time', 'playoffs', 'curt', 'schilling', 'pedro', 'martinez', 'revved', 'roger', 'clemens', 'roy', 'oswalt', 'rarin', 'go']\n",
      "Stemmed Tokens: ['octob', 'time', 'playoff', 'curt', 'schill', 'pedro', 'martinez', 'rev', 'roger', 'clemen', 'roy', 'oswalt', 'rarin', 'go']\n",
      "Final Preprocessed Text: octob time playoff curt schill pedro martinez rev roger clemen roy oswalt rarin go\n",
      "\n",
      "Original Text: ONGC #39;s 10th acquisition abroad ONGC Videsh Ltd, the overseas arm of state-run Oil and Natural Gas Corp, has acquired a majority stake in an oil block in Australia.\n",
      "Lowercased Text: ongc #39;s 10th acquisition abroad ongc videsh ltd, the overseas arm of state-run oil and natural gas corp, has acquired a majority stake in an oil block in australia.\n",
      "Removed URLs: ongc #39;s 10th acquisition abroad ongc videsh ltd, the overseas arm of state-run oil and natural gas corp, has acquired a majority stake in an oil block in australia.\n",
      "Removed HTML Tags: ongc #39;s 10th acquisition abroad ongc videsh ltd, the overseas arm of state-run oil and natural gas corp, has acquired a majority stake in an oil block in australia.\n",
      "Removed Special Characters: ongc s th acquisition abroad ongc videsh ltd the overseas arm of staterun oil and natural gas corp has acquired a majority stake in an oil block in australia\n",
      "Tokens: ['ongc', 's', 'th', 'acquisition', 'abroad', 'ongc', 'videsh', 'ltd', 'the', 'overseas', 'arm', 'of', 'staterun', 'oil', 'and', 'natural', 'gas', 'corp', 'has', 'acquired', 'a', 'majority', 'stake', 'in', 'an', 'oil', 'block', 'in', 'australia']\n",
      "Removed Stopwords: ['ongc', 'th', 'acquisition', 'abroad', 'ongc', 'videsh', 'ltd', 'overseas', 'arm', 'staterun', 'oil', 'natural', 'gas', 'corp', 'acquired', 'majority', 'stake', 'oil', 'block', 'australia']\n",
      "Stemmed Tokens: ['ongc', 'th', 'acquisit', 'abroad', 'ongc', 'videsh', 'ltd', 'oversea', 'arm', 'staterun', 'oil', 'natur', 'ga', 'corp', 'acquir', 'major', 'stake', 'oil', 'block', 'australia']\n",
      "Final Preprocessed Text: ongc th acquisit abroad ongc videsh ltd oversea arm staterun oil natur ga corp acquir major stake oil block australia\n",
      "\n",
      "Original Text: Senate Wants Intel Chief With Budget Say (AP) AP - The committee writing the Senate's intelligence reorganization plan is recommending creation of a strong national intelligence director with spending power, while leaving the Pentagon in charge of some military spy agencies.\n",
      "Lowercased Text: senate wants intel chief with budget say (ap) ap - the committee writing the senate's intelligence reorganization plan is recommending creation of a strong national intelligence director with spending power, while leaving the pentagon in charge of some military spy agencies.\n",
      "Removed URLs: senate wants intel chief with budget say (ap) ap - the committee writing the senate's intelligence reorganization plan is recommending creation of a strong national intelligence director with spending power, while leaving the pentagon in charge of some military spy agencies.\n",
      "Removed HTML Tags: senate wants intel chief with budget say (ap) ap - the committee writing the senate's intelligence reorganization plan is recommending creation of a strong national intelligence director with spending power, while leaving the pentagon in charge of some military spy agencies.\n",
      "Removed Special Characters: senate wants intel chief with budget say ap ap  the committee writing the senates intelligence reorganization plan is recommending creation of a strong national intelligence director with spending power while leaving the pentagon in charge of some military spy agencies\n",
      "Tokens: ['senate', 'wants', 'intel', 'chief', 'with', 'budget', 'say', 'ap', 'ap', 'the', 'committee', 'writing', 'the', 'senates', 'intelligence', 'reorganization', 'plan', 'is', 'recommending', 'creation', 'of', 'a', 'strong', 'national', 'intelligence', 'director', 'with', 'spending', 'power', 'while', 'leaving', 'the', 'pentagon', 'in', 'charge', 'of', 'some', 'military', 'spy', 'agencies']\n",
      "Removed Stopwords: ['senate', 'wants', 'intel', 'chief', 'budget', 'say', 'ap', 'ap', 'committee', 'writing', 'senates', 'intelligence', 'reorganization', 'plan', 'recommending', 'creation', 'strong', 'national', 'intelligence', 'director', 'spending', 'power', 'leaving', 'pentagon', 'charge', 'military', 'spy', 'agencies']\n",
      "Stemmed Tokens: ['senat', 'want', 'intel', 'chief', 'budget', 'say', 'ap', 'ap', 'committe', 'write', 'senat', 'intellig', 'reorgan', 'plan', 'recommend', 'creation', 'strong', 'nation', 'intellig', 'director', 'spend', 'power', 'leav', 'pentagon', 'charg', 'militari', 'spi', 'agenc']\n",
      "Final Preprocessed Text: senat want intel chief budget say ap ap committe write senat intellig reorgan plan recommend creation strong nation intellig director spend power leav pentagon charg militari spi agenc\n",
      "\n",
      "Original Text: Plan unveiled to ease Iraq debt Germany has unveiled an international plan to wipe out tens of billions of dollars of Iraqi debt so that the war-torn country can rebuild in earnest.\n",
      "Lowercased Text: plan unveiled to ease iraq debt germany has unveiled an international plan to wipe out tens of billions of dollars of iraqi debt so that the war-torn country can rebuild in earnest.\n",
      "Removed URLs: plan unveiled to ease iraq debt germany has unveiled an international plan to wipe out tens of billions of dollars of iraqi debt so that the war-torn country can rebuild in earnest.\n",
      "Removed HTML Tags: plan unveiled to ease iraq debt germany has unveiled an international plan to wipe out tens of billions of dollars of iraqi debt so that the war-torn country can rebuild in earnest.\n",
      "Removed Special Characters: plan unveiled to ease iraq debt germany has unveiled an international plan to wipe out tens of billions of dollars of iraqi debt so that the wartorn country can rebuild in earnest\n",
      "Tokens: ['plan', 'unveiled', 'to', 'ease', 'iraq', 'debt', 'germany', 'has', 'unveiled', 'an', 'international', 'plan', 'to', 'wipe', 'out', 'tens', 'of', 'billions', 'of', 'dollars', 'of', 'iraqi', 'debt', 'so', 'that', 'the', 'wartorn', 'country', 'can', 'rebuild', 'in', 'earnest']\n",
      "Removed Stopwords: ['plan', 'unveiled', 'ease', 'iraq', 'debt', 'germany', 'unveiled', 'international', 'plan', 'wipe', 'tens', 'billions', 'dollars', 'iraqi', 'debt', 'wartorn', 'country', 'rebuild', 'earnest']\n",
      "Stemmed Tokens: ['plan', 'unveil', 'eas', 'iraq', 'debt', 'germani', 'unveil', 'intern', 'plan', 'wipe', 'ten', 'billion', 'dollar', 'iraqi', 'debt', 'wartorn', 'countri', 'rebuild', 'earnest']\n",
      "Final Preprocessed Text: plan unveil eas iraq debt germani unveil intern plan wipe ten billion dollar iraqi debt wartorn countri rebuild earnest\n",
      "\n",
      "Original Text: China Pledges Stable Policies  BEIJING (Reuters) - Chinese leaders closed a key economic  meeting on Sunday with pledges to maintain stable fiscal and  monetary policies in 2005 and keep a tight lid on fixed-asset  investment, state radio said.\n",
      "Lowercased Text: china pledges stable policies  beijing (reuters) - chinese leaders closed a key economic  meeting on sunday with pledges to maintain stable fiscal and  monetary policies in 2005 and keep a tight lid on fixed-asset  investment, state radio said.\n",
      "Removed URLs: china pledges stable policies  beijing (reuters) - chinese leaders closed a key economic  meeting on sunday with pledges to maintain stable fiscal and  monetary policies in 2005 and keep a tight lid on fixed-asset  investment, state radio said.\n",
      "Removed HTML Tags: china pledges stable policies  beijing (reuters) - chinese leaders closed a key economic  meeting on sunday with pledges to maintain stable fiscal and  monetary policies in 2005 and keep a tight lid on fixed-asset  investment, state radio said.\n",
      "Removed Special Characters: china pledges stable policies  beijing reuters  chinese leaders closed a key economic  meeting on sunday with pledges to maintain stable fiscal and  monetary policies in  and keep a tight lid on fixedasset  investment state radio said\n",
      "Tokens: ['china', 'pledges', 'stable', 'policies', 'beijing', 'reuters', 'chinese', 'leaders', 'closed', 'a', 'key', 'economic', 'meeting', 'on', 'sunday', 'with', 'pledges', 'to', 'maintain', 'stable', 'fiscal', 'and', 'monetary', 'policies', 'in', 'and', 'keep', 'a', 'tight', 'lid', 'on', 'fixedasset', 'investment', 'state', 'radio', 'said']\n",
      "Removed Stopwords: ['china', 'pledges', 'stable', 'policies', 'beijing', 'reuters', 'chinese', 'leaders', 'closed', 'key', 'economic', 'meeting', 'sunday', 'pledges', 'maintain', 'stable', 'fiscal', 'monetary', 'policies', 'keep', 'tight', 'lid', 'fixedasset', 'investment', 'state', 'radio', 'said']\n",
      "Stemmed Tokens: ['china', 'pledg', 'stabl', 'polici', 'beij', 'reuter', 'chines', 'leader', 'close', 'key', 'econom', 'meet', 'sunday', 'pledg', 'maintain', 'stabl', 'fiscal', 'monetari', 'polici', 'keep', 'tight', 'lid', 'fixedasset', 'invest', 'state', 'radio', 'said']\n",
      "Final Preprocessed Text: china pledg stabl polici beij reuter chines leader close key econom meet sunday pledg maintain stabl fiscal monetari polici keep tight lid fixedasset invest state radio said\n",
      "\n",
      "Original Text: At least 90 dead, 77 missing in China rainstorms BEIJING : At least 90 people were killed and 77 were missing in torrential storms lashing southwest China, disaster relief officials said.\n",
      "Lowercased Text: at least 90 dead, 77 missing in china rainstorms beijing : at least 90 people were killed and 77 were missing in torrential storms lashing southwest china, disaster relief officials said.\n",
      "Removed URLs: at least 90 dead, 77 missing in china rainstorms beijing : at least 90 people were killed and 77 were missing in torrential storms lashing southwest china, disaster relief officials said.\n",
      "Removed HTML Tags: at least 90 dead, 77 missing in china rainstorms beijing : at least 90 people were killed and 77 were missing in torrential storms lashing southwest china, disaster relief officials said.\n",
      "Removed Special Characters: at least  dead  missing in china rainstorms beijing  at least  people were killed and  were missing in torrential storms lashing southwest china disaster relief officials said\n",
      "Tokens: ['at', 'least', 'dead', 'missing', 'in', 'china', 'rainstorms', 'beijing', 'at', 'least', 'people', 'were', 'killed', 'and', 'were', 'missing', 'in', 'torrential', 'storms', 'lashing', 'southwest', 'china', 'disaster', 'relief', 'officials', 'said']\n",
      "Removed Stopwords: ['least', 'dead', 'missing', 'china', 'rainstorms', 'beijing', 'least', 'people', 'killed', 'missing', 'torrential', 'storms', 'lashing', 'southwest', 'china', 'disaster', 'relief', 'officials', 'said']\n",
      "Stemmed Tokens: ['least', 'dead', 'miss', 'china', 'rainstorm', 'beij', 'least', 'peopl', 'kill', 'miss', 'torrenti', 'storm', 'lash', 'southwest', 'china', 'disast', 'relief', 'offici', 'said']\n",
      "Final Preprocessed Text: least dead miss china rainstorm beij least peopl kill miss torrenti storm lash southwest china disast relief offici said\n",
      "\n",
      "Original Text: Nigerian Unions Launch Strike But Oil Exports Flow Unions began a four-day strike against rising fuel prices in Nigeria on Monday, helping drive world oil prices to record highs even though shipments from Africa #39;s top producer were unaffected.\n",
      "Lowercased Text: nigerian unions launch strike but oil exports flow unions began a four-day strike against rising fuel prices in nigeria on monday, helping drive world oil prices to record highs even though shipments from africa #39;s top producer were unaffected.\n",
      "Removed URLs: nigerian unions launch strike but oil exports flow unions began a four-day strike against rising fuel prices in nigeria on monday, helping drive world oil prices to record highs even though shipments from africa #39;s top producer were unaffected.\n",
      "Removed HTML Tags: nigerian unions launch strike but oil exports flow unions began a four-day strike against rising fuel prices in nigeria on monday, helping drive world oil prices to record highs even though shipments from africa #39;s top producer were unaffected.\n",
      "Removed Special Characters: nigerian unions launch strike but oil exports flow unions began a fourday strike against rising fuel prices in nigeria on monday helping drive world oil prices to record highs even though shipments from africa s top producer were unaffected\n",
      "Tokens: ['nigerian', 'unions', 'launch', 'strike', 'but', 'oil', 'exports', 'flow', 'unions', 'began', 'a', 'fourday', 'strike', 'against', 'rising', 'fuel', 'prices', 'in', 'nigeria', 'on', 'monday', 'helping', 'drive', 'world', 'oil', 'prices', 'to', 'record', 'highs', 'even', 'though', 'shipments', 'from', 'africa', 's', 'top', 'producer', 'were', 'unaffected']\n",
      "Removed Stopwords: ['nigerian', 'unions', 'launch', 'strike', 'oil', 'exports', 'flow', 'unions', 'began', 'fourday', 'strike', 'rising', 'fuel', 'prices', 'nigeria', 'monday', 'helping', 'drive', 'world', 'oil', 'prices', 'record', 'highs', 'even', 'though', 'shipments', 'africa', 'top', 'producer', 'unaffected']\n",
      "Stemmed Tokens: ['nigerian', 'union', 'launch', 'strike', 'oil', 'export', 'flow', 'union', 'began', 'fourday', 'strike', 'rise', 'fuel', 'price', 'nigeria', 'monday', 'help', 'drive', 'world', 'oil', 'price', 'record', 'high', 'even', 'though', 'shipment', 'africa', 'top', 'produc', 'unaffect']\n",
      "Final Preprocessed Text: nigerian union launch strike oil export flow union began fourday strike rise fuel price nigeria monday help drive world oil price record high even though shipment africa top produc unaffect\n",
      "\n",
      "Original Text: US bolsters force for Afghan poll The US is to send up to 1,100 extra troops to Afghanistan to provide security for next month's elections.\n",
      "Lowercased Text: us bolsters force for afghan poll the us is to send up to 1,100 extra troops to afghanistan to provide security for next month's elections.\n",
      "Removed URLs: us bolsters force for afghan poll the us is to send up to 1,100 extra troops to afghanistan to provide security for next month's elections.\n",
      "Removed HTML Tags: us bolsters force for afghan poll the us is to send up to 1,100 extra troops to afghanistan to provide security for next month's elections.\n",
      "Removed Special Characters: us bolsters force for afghan poll the us is to send up to  extra troops to afghanistan to provide security for next months elections\n",
      "Tokens: ['us', 'bolsters', 'force', 'for', 'afghan', 'poll', 'the', 'us', 'is', 'to', 'send', 'up', 'to', 'extra', 'troops', 'to', 'afghanistan', 'to', 'provide', 'security', 'for', 'next', 'months', 'elections']\n",
      "Removed Stopwords: ['us', 'bolsters', 'force', 'afghan', 'poll', 'us', 'send', 'extra', 'troops', 'afghanistan', 'provide', 'security', 'next', 'months', 'elections']\n",
      "Stemmed Tokens: ['us', 'bolster', 'forc', 'afghan', 'poll', 'us', 'send', 'extra', 'troop', 'afghanistan', 'provid', 'secur', 'next', 'month', 'elect']\n",
      "Final Preprocessed Text: us bolster forc afghan poll us send extra troop afghanistan provid secur next month elect\n",
      "\n",
      "Original Text: Iraqis flock to shrine after deal Thousands of Iraqis walk through Najaf to the city's great shrine as a peace deal takes effect.\n",
      "Lowercased Text: iraqis flock to shrine after deal thousands of iraqis walk through najaf to the city's great shrine as a peace deal takes effect.\n",
      "Removed URLs: iraqis flock to shrine after deal thousands of iraqis walk through najaf to the city's great shrine as a peace deal takes effect.\n",
      "Removed HTML Tags: iraqis flock to shrine after deal thousands of iraqis walk through najaf to the city's great shrine as a peace deal takes effect.\n",
      "Removed Special Characters: iraqis flock to shrine after deal thousands of iraqis walk through najaf to the citys great shrine as a peace deal takes effect\n",
      "Tokens: ['iraqis', 'flock', 'to', 'shrine', 'after', 'deal', 'thousands', 'of', 'iraqis', 'walk', 'through', 'najaf', 'to', 'the', 'citys', 'great', 'shrine', 'as', 'a', 'peace', 'deal', 'takes', 'effect']\n",
      "Removed Stopwords: ['iraqis', 'flock', 'shrine', 'deal', 'thousands', 'iraqis', 'walk', 'najaf', 'citys', 'great', 'shrine', 'peace', 'deal', 'takes', 'effect']\n",
      "Stemmed Tokens: ['iraqi', 'flock', 'shrine', 'deal', 'thousand', 'iraqi', 'walk', 'najaf', 'citi', 'great', 'shrine', 'peac', 'deal', 'take', 'effect']\n",
      "Final Preprocessed Text: iraqi flock shrine deal thousand iraqi walk najaf citi great shrine peac deal take effect\n",
      "\n",
      "Original Text: Italian troops  #39;to stay in Iraq #39; Italy says it has no intention of withdrawing its 3,000 troops from Iraq in the face of demands from kidnappers who have seized an Italian journalist.\n",
      "Lowercased Text: italian troops  #39;to stay in iraq #39; italy says it has no intention of withdrawing its 3,000 troops from iraq in the face of demands from kidnappers who have seized an italian journalist.\n",
      "Removed URLs: italian troops  #39;to stay in iraq #39; italy says it has no intention of withdrawing its 3,000 troops from iraq in the face of demands from kidnappers who have seized an italian journalist.\n",
      "Removed HTML Tags: italian troops  #39;to stay in iraq #39; italy says it has no intention of withdrawing its 3,000 troops from iraq in the face of demands from kidnappers who have seized an italian journalist.\n",
      "Removed Special Characters: italian troops  to stay in iraq  italy says it has no intention of withdrawing its  troops from iraq in the face of demands from kidnappers who have seized an italian journalist\n",
      "Tokens: ['italian', 'troops', 'to', 'stay', 'in', 'iraq', 'italy', 'says', 'it', 'has', 'no', 'intention', 'of', 'withdrawing', 'its', 'troops', 'from', 'iraq', 'in', 'the', 'face', 'of', 'demands', 'from', 'kidnappers', 'who', 'have', 'seized', 'an', 'italian', 'journalist']\n",
      "Removed Stopwords: ['italian', 'troops', 'stay', 'iraq', 'italy', 'says', 'intention', 'withdrawing', 'troops', 'iraq', 'face', 'demands', 'kidnappers', 'seized', 'italian', 'journalist']\n",
      "Stemmed Tokens: ['italian', 'troop', 'stay', 'iraq', 'itali', 'say', 'intent', 'withdraw', 'troop', 'iraq', 'face', 'demand', 'kidnapp', 'seiz', 'italian', 'journalist']\n",
      "Final Preprocessed Text: italian troop stay iraq itali say intent withdraw troop iraq face demand kidnapp seiz italian journalist\n",
      "\n",
      "Original Text: Concert blast investigated ISTANBUL, Turkey Turkish authorities say a grenade might have caused last night #39;s explosion that injured at least 13 people attending a pop concert.\n",
      "Lowercased Text: concert blast investigated istanbul, turkey turkish authorities say a grenade might have caused last night #39;s explosion that injured at least 13 people attending a pop concert.\n",
      "Removed URLs: concert blast investigated istanbul, turkey turkish authorities say a grenade might have caused last night #39;s explosion that injured at least 13 people attending a pop concert.\n",
      "Removed HTML Tags: concert blast investigated istanbul, turkey turkish authorities say a grenade might have caused last night #39;s explosion that injured at least 13 people attending a pop concert.\n",
      "Removed Special Characters: concert blast investigated istanbul turkey turkish authorities say a grenade might have caused last night s explosion that injured at least  people attending a pop concert\n",
      "Tokens: ['concert', 'blast', 'investigated', 'istanbul', 'turkey', 'turkish', 'authorities', 'say', 'a', 'grenade', 'might', 'have', 'caused', 'last', 'night', 's', 'explosion', 'that', 'injured', 'at', 'least', 'people', 'attending', 'a', 'pop', 'concert']\n",
      "Removed Stopwords: ['concert', 'blast', 'investigated', 'istanbul', 'turkey', 'turkish', 'authorities', 'say', 'grenade', 'might', 'caused', 'last', 'night', 'explosion', 'injured', 'least', 'people', 'attending', 'pop', 'concert']\n",
      "Stemmed Tokens: ['concert', 'blast', 'investig', 'istanbul', 'turkey', 'turkish', 'author', 'say', 'grenad', 'might', 'caus', 'last', 'night', 'explos', 'injur', 'least', 'peopl', 'attend', 'pop', 'concert']\n",
      "Final Preprocessed Text: concert blast investig istanbul turkey turkish author say grenad might caus last night explos injur least peopl attend pop concert\n",
      "\n",
      "Original Text: Sri Lanka concern over violence (AFP) AFP - Sri Lanka expressed concern over truce violations by Tiger rebels as a top Norwegian envoy prepared to return home empty-handed after failing to end the island's talks deadlock, officials said.\n",
      "Lowercased Text: sri lanka concern over violence (afp) afp - sri lanka expressed concern over truce violations by tiger rebels as a top norwegian envoy prepared to return home empty-handed after failing to end the island's talks deadlock, officials said.\n",
      "Removed URLs: sri lanka concern over violence (afp) afp - sri lanka expressed concern over truce violations by tiger rebels as a top norwegian envoy prepared to return home empty-handed after failing to end the island's talks deadlock, officials said.\n",
      "Removed HTML Tags: sri lanka concern over violence (afp) afp - sri lanka expressed concern over truce violations by tiger rebels as a top norwegian envoy prepared to return home empty-handed after failing to end the island's talks deadlock, officials said.\n",
      "Removed Special Characters: sri lanka concern over violence afp afp  sri lanka expressed concern over truce violations by tiger rebels as a top norwegian envoy prepared to return home emptyhanded after failing to end the islands talks deadlock officials said\n",
      "Tokens: ['sri', 'lanka', 'concern', 'over', 'violence', 'afp', 'afp', 'sri', 'lanka', 'expressed', 'concern', 'over', 'truce', 'violations', 'by', 'tiger', 'rebels', 'as', 'a', 'top', 'norwegian', 'envoy', 'prepared', 'to', 'return', 'home', 'emptyhanded', 'after', 'failing', 'to', 'end', 'the', 'islands', 'talks', 'deadlock', 'officials', 'said']\n",
      "Removed Stopwords: ['sri', 'lanka', 'concern', 'violence', 'afp', 'afp', 'sri', 'lanka', 'expressed', 'concern', 'truce', 'violations', 'tiger', 'rebels', 'top', 'norwegian', 'envoy', 'prepared', 'return', 'home', 'emptyhanded', 'failing', 'end', 'islands', 'talks', 'deadlock', 'officials', 'said']\n",
      "Stemmed Tokens: ['sri', 'lanka', 'concern', 'violenc', 'afp', 'afp', 'sri', 'lanka', 'express', 'concern', 'truce', 'violat', 'tiger', 'rebel', 'top', 'norwegian', 'envoy', 'prepar', 'return', 'home', 'emptyhand', 'fail', 'end', 'island', 'talk', 'deadlock', 'offici', 'said']\n",
      "Final Preprocessed Text: sri lanka concern violenc afp afp sri lanka express concern truce violat tiger rebel top norwegian envoy prepar return home emptyhand fail end island talk deadlock offici said\n",
      "\n",
      "Original Text: Bush Signs Law Expanding Rights of North Koreans to US Asylum US President George W. Bush signed legislation expanding the rights of North Korean citizens to seek refugee status in the US and authorizing \\$24 million a year in humanitarian relief through 2008.\n",
      "Lowercased Text: bush signs law expanding rights of north koreans to us asylum us president george w. bush signed legislation expanding the rights of north korean citizens to seek refugee status in the us and authorizing \\$24 million a year in humanitarian relief through 2008.\n",
      "Removed URLs: bush signs law expanding rights of north koreans to us asylum us president george w. bush signed legislation expanding the rights of north korean citizens to seek refugee status in the us and authorizing \\$24 million a year in humanitarian relief through 2008.\n",
      "Removed HTML Tags: bush signs law expanding rights of north koreans to us asylum us president george w. bush signed legislation expanding the rights of north korean citizens to seek refugee status in the us and authorizing \\$24 million a year in humanitarian relief through 2008.\n",
      "Removed Special Characters: bush signs law expanding rights of north koreans to us asylum us president george w bush signed legislation expanding the rights of north korean citizens to seek refugee status in the us and authorizing  million a year in humanitarian relief through \n",
      "Tokens: ['bush', 'signs', 'law', 'expanding', 'rights', 'of', 'north', 'koreans', 'to', 'us', 'asylum', 'us', 'president', 'george', 'w', 'bush', 'signed', 'legislation', 'expanding', 'the', 'rights', 'of', 'north', 'korean', 'citizens', 'to', 'seek', 'refugee', 'status', 'in', 'the', 'us', 'and', 'authorizing', 'million', 'a', 'year', 'in', 'humanitarian', 'relief', 'through']\n",
      "Removed Stopwords: ['bush', 'signs', 'law', 'expanding', 'rights', 'north', 'koreans', 'us', 'asylum', 'us', 'president', 'george', 'w', 'bush', 'signed', 'legislation', 'expanding', 'rights', 'north', 'korean', 'citizens', 'seek', 'refugee', 'status', 'us', 'authorizing', 'million', 'year', 'humanitarian', 'relief']\n",
      "Stemmed Tokens: ['bush', 'sign', 'law', 'expand', 'right', 'north', 'korean', 'us', 'asylum', 'us', 'presid', 'georg', 'w', 'bush', 'sign', 'legisl', 'expand', 'right', 'north', 'korean', 'citizen', 'seek', 'refuge', 'statu', 'us', 'author', 'million', 'year', 'humanitarian', 'relief']\n",
      "Final Preprocessed Text: bush sign law expand right north korean us asylum us presid georg w bush sign legisl expand right north korean citizen seek refuge statu us author million year humanitarian relief\n",
      "\n",
      "Original Text: Blair says Mid East peace is key to beating terror Tony Blair has redoubled his commitment to finding a resolution to the conflict between Israel and the Palestine. The prime minister told the Commons on Wednesday that bringing peace to the region was the  quot;key quot; to tackling international terrorism.\n",
      "Lowercased Text: blair says mid east peace is key to beating terror tony blair has redoubled his commitment to finding a resolution to the conflict between israel and the palestine. the prime minister told the commons on wednesday that bringing peace to the region was the  quot;key quot; to tackling international terrorism.\n",
      "Removed URLs: blair says mid east peace is key to beating terror tony blair has redoubled his commitment to finding a resolution to the conflict between israel and the palestine. the prime minister told the commons on wednesday that bringing peace to the region was the  quot;key quot; to tackling international terrorism.\n",
      "Removed HTML Tags: blair says mid east peace is key to beating terror tony blair has redoubled his commitment to finding a resolution to the conflict between israel and the palestine. the prime minister told the commons on wednesday that bringing peace to the region was the  quot;key quot; to tackling international terrorism.\n",
      "Removed Special Characters: blair says mid east peace is key to beating terror tony blair has redoubled his commitment to finding a resolution to the conflict between israel and the palestine the prime minister told the commons on wednesday that bringing peace to the region was the  quotkey quot to tackling international terrorism\n",
      "Tokens: ['blair', 'says', 'mid', 'east', 'peace', 'is', 'key', 'to', 'beating', 'terror', 'tony', 'blair', 'has', 'redoubled', 'his', 'commitment', 'to', 'finding', 'a', 'resolution', 'to', 'the', 'conflict', 'between', 'israel', 'and', 'the', 'palestine', 'the', 'prime', 'minister', 'told', 'the', 'commons', 'on', 'wednesday', 'that', 'bringing', 'peace', 'to', 'the', 'region', 'was', 'the', 'quotkey', 'quot', 'to', 'tackling', 'international', 'terrorism']\n",
      "Removed Stopwords: ['blair', 'says', 'mid', 'east', 'peace', 'key', 'beating', 'terror', 'tony', 'blair', 'redoubled', 'commitment', 'finding', 'resolution', 'conflict', 'israel', 'palestine', 'prime', 'minister', 'told', 'commons', 'wednesday', 'bringing', 'peace', 'region', 'quotkey', 'quot', 'tackling', 'international', 'terrorism']\n",
      "Stemmed Tokens: ['blair', 'say', 'mid', 'east', 'peac', 'key', 'beat', 'terror', 'toni', 'blair', 'redoubl', 'commit', 'find', 'resolut', 'conflict', 'israel', 'palestin', 'prime', 'minist', 'told', 'common', 'wednesday', 'bring', 'peac', 'region', 'quotkey', 'quot', 'tackl', 'intern', 'terror']\n",
      "Final Preprocessed Text: blair say mid east peac key beat terror toni blair redoubl commit find resolut conflict israel palestin prime minist told common wednesday bring peac region quotkey quot tackl intern terror\n",
      "\n",
      "Original Text: Sudan resolves Darfur issue with logic and positive action &lt;b&gt;...&lt;/b&gt; Sudanese President Omar El Bashir said here Monday that his government is resolving Darfur issue with logic and positive action. In an address to the Sudanese National Council \n",
      "Lowercased Text: sudan resolves darfur issue with logic and positive action &lt;b&gt;...&lt;/b&gt; sudanese president omar el bashir said here monday that his government is resolving darfur issue with logic and positive action. in an address to the sudanese national council \n",
      "Removed URLs: sudan resolves darfur issue with logic and positive action &lt;b&gt;...&lt;/b&gt; sudanese president omar el bashir said here monday that his government is resolving darfur issue with logic and positive action. in an address to the sudanese national council \n",
      "Removed HTML Tags: sudan resolves darfur issue with logic and positive action &lt;b&gt;...&lt;/b&gt; sudanese president omar el bashir said here monday that his government is resolving darfur issue with logic and positive action. in an address to the sudanese national council \n",
      "Removed Special Characters: sudan resolves darfur issue with logic and positive action ltbgtltbgt sudanese president omar el bashir said here monday that his government is resolving darfur issue with logic and positive action in an address to the sudanese national council \n",
      "Tokens: ['sudan', 'resolves', 'darfur', 'issue', 'with', 'logic', 'and', 'positive', 'action', 'ltbgtltbgt', 'sudanese', 'president', 'omar', 'el', 'bashir', 'said', 'here', 'monday', 'that', 'his', 'government', 'is', 'resolving', 'darfur', 'issue', 'with', 'logic', 'and', 'positive', 'action', 'in', 'an', 'address', 'to', 'the', 'sudanese', 'national', 'council']\n",
      "Removed Stopwords: ['sudan', 'resolves', 'darfur', 'issue', 'logic', 'positive', 'action', 'ltbgtltbgt', 'sudanese', 'president', 'omar', 'el', 'bashir', 'said', 'monday', 'government', 'resolving', 'darfur', 'issue', 'logic', 'positive', 'action', 'address', 'sudanese', 'national', 'council']\n",
      "Stemmed Tokens: ['sudan', 'resolv', 'darfur', 'issu', 'logic', 'posit', 'action', 'ltbgtltbgt', 'sudanes', 'presid', 'omar', 'el', 'bashir', 'said', 'monday', 'govern', 'resolv', 'darfur', 'issu', 'logic', 'posit', 'action', 'address', 'sudanes', 'nation', 'council']\n",
      "Final Preprocessed Text: sudan resolv darfur issu logic posit action ltbgtltbgt sudanes presid omar el bashir said monday govern resolv darfur issu logic posit action address sudanes nation council\n",
      "\n",
      "Original Text: U.S. Warplane Drops Bombs on Fallujah (AP) AP - A U.S. warplane bombed the restive city of Fallujah on Friday, witnesses said.\n",
      "Lowercased Text: u.s. warplane drops bombs on fallujah (ap) ap - a u.s. warplane bombed the restive city of fallujah on friday, witnesses said.\n",
      "Removed URLs: u.s. warplane drops bombs on fallujah (ap) ap - a u.s. warplane bombed the restive city of fallujah on friday, witnesses said.\n",
      "Removed HTML Tags: u.s. warplane drops bombs on fallujah (ap) ap - a u.s. warplane bombed the restive city of fallujah on friday, witnesses said.\n",
      "Removed Special Characters: us warplane drops bombs on fallujah ap ap  a us warplane bombed the restive city of fallujah on friday witnesses said\n",
      "Tokens: ['us', 'warplane', 'drops', 'bombs', 'on', 'fallujah', 'ap', 'ap', 'a', 'us', 'warplane', 'bombed', 'the', 'restive', 'city', 'of', 'fallujah', 'on', 'friday', 'witnesses', 'said']\n",
      "Removed Stopwords: ['us', 'warplane', 'drops', 'bombs', 'fallujah', 'ap', 'ap', 'us', 'warplane', 'bombed', 'restive', 'city', 'fallujah', 'friday', 'witnesses', 'said']\n",
      "Stemmed Tokens: ['us', 'warplan', 'drop', 'bomb', 'fallujah', 'ap', 'ap', 'us', 'warplan', 'bomb', 'restiv', 'citi', 'fallujah', 'friday', 'wit', 'said']\n",
      "Final Preprocessed Text: us warplan drop bomb fallujah ap ap us warplan bomb restiv citi fallujah friday wit said\n",
      "\n",
      "Original Text: Pakistan, India agree to reopen second rail link ISLAMABAD: Pakistan and India on Friday ended a two-day meeting on reviving Khokhrapar-Monabao rail link and agreed to take necessary steps for an early resumption of the train service.\n",
      "Lowercased Text: pakistan, india agree to reopen second rail link islamabad: pakistan and india on friday ended a two-day meeting on reviving khokhrapar-monabao rail link and agreed to take necessary steps for an early resumption of the train service.\n",
      "Removed URLs: pakistan, india agree to reopen second rail link islamabad: pakistan and india on friday ended a two-day meeting on reviving khokhrapar-monabao rail link and agreed to take necessary steps for an early resumption of the train service.\n",
      "Removed HTML Tags: pakistan, india agree to reopen second rail link islamabad: pakistan and india on friday ended a two-day meeting on reviving khokhrapar-monabao rail link and agreed to take necessary steps for an early resumption of the train service.\n",
      "Removed Special Characters: pakistan india agree to reopen second rail link islamabad pakistan and india on friday ended a twoday meeting on reviving khokhraparmonabao rail link and agreed to take necessary steps for an early resumption of the train service\n",
      "Tokens: ['pakistan', 'india', 'agree', 'to', 'reopen', 'second', 'rail', 'link', 'islamabad', 'pakistan', 'and', 'india', 'on', 'friday', 'ended', 'a', 'twoday', 'meeting', 'on', 'reviving', 'khokhraparmonabao', 'rail', 'link', 'and', 'agreed', 'to', 'take', 'necessary', 'steps', 'for', 'an', 'early', 'resumption', 'of', 'the', 'train', 'service']\n",
      "Removed Stopwords: ['pakistan', 'india', 'agree', 'reopen', 'second', 'rail', 'link', 'islamabad', 'pakistan', 'india', 'friday', 'ended', 'twoday', 'meeting', 'reviving', 'khokhraparmonabao', 'rail', 'link', 'agreed', 'take', 'necessary', 'steps', 'early', 'resumption', 'train', 'service']\n",
      "Stemmed Tokens: ['pakistan', 'india', 'agre', 'reopen', 'second', 'rail', 'link', 'islamabad', 'pakistan', 'india', 'friday', 'end', 'twoday', 'meet', 'reviv', 'khokhraparmonabao', 'rail', 'link', 'agre', 'take', 'necessari', 'step', 'earli', 'resumpt', 'train', 'servic']\n",
      "Final Preprocessed Text: pakistan india agre reopen second rail link islamabad pakistan india friday end twoday meet reviv khokhraparmonabao rail link agre take necessari step earli resumpt train servic\n",
      "\n",
      "Original Text: Heartbeat away from third term TONY Blair yesterday entered hospital for heart surgery, rounding off one of his most dramatic and stressful weeks in politics. Making a sudden and unexpected appearance on national TV, Britain #39;s Prime Minister \n",
      "Lowercased Text: heartbeat away from third term tony blair yesterday entered hospital for heart surgery, rounding off one of his most dramatic and stressful weeks in politics. making a sudden and unexpected appearance on national tv, britain #39;s prime minister \n",
      "Removed URLs: heartbeat away from third term tony blair yesterday entered hospital for heart surgery, rounding off one of his most dramatic and stressful weeks in politics. making a sudden and unexpected appearance on national tv, britain #39;s prime minister \n",
      "Removed HTML Tags: heartbeat away from third term tony blair yesterday entered hospital for heart surgery, rounding off one of his most dramatic and stressful weeks in politics. making a sudden and unexpected appearance on national tv, britain #39;s prime minister \n",
      "Removed Special Characters: heartbeat away from third term tony blair yesterday entered hospital for heart surgery rounding off one of his most dramatic and stressful weeks in politics making a sudden and unexpected appearance on national tv britain s prime minister \n",
      "Tokens: ['heartbeat', 'away', 'from', 'third', 'term', 'tony', 'blair', 'yesterday', 'entered', 'hospital', 'for', 'heart', 'surgery', 'rounding', 'off', 'one', 'of', 'his', 'most', 'dramatic', 'and', 'stressful', 'weeks', 'in', 'politics', 'making', 'a', 'sudden', 'and', 'unexpected', 'appearance', 'on', 'national', 'tv', 'britain', 's', 'prime', 'minister']\n",
      "Removed Stopwords: ['heartbeat', 'away', 'third', 'term', 'tony', 'blair', 'yesterday', 'entered', 'hospital', 'heart', 'surgery', 'rounding', 'one', 'dramatic', 'stressful', 'weeks', 'politics', 'making', 'sudden', 'unexpected', 'appearance', 'national', 'tv', 'britain', 'prime', 'minister']\n",
      "Stemmed Tokens: ['heartbeat', 'away', 'third', 'term', 'toni', 'blair', 'yesterday', 'enter', 'hospit', 'heart', 'surgeri', 'round', 'one', 'dramat', 'stress', 'week', 'polit', 'make', 'sudden', 'unexpect', 'appear', 'nation', 'tv', 'britain', 'prime', 'minist']\n",
      "Final Preprocessed Text: heartbeat away third term toni blair yesterday enter hospit heart surgeri round one dramat stress week polit make sudden unexpect appear nation tv britain prime minist\n",
      "\n",
      "Original Text: India tests nuclear-capable Agni missile India Sunday successfully tested the nuclear capable Agni-II missile that can strike at targets as far as China. The missile, which has a range of over 2,000 km, was fired at 12.\n",
      "Lowercased Text: india tests nuclear-capable agni missile india sunday successfully tested the nuclear capable agni-ii missile that can strike at targets as far as china. the missile, which has a range of over 2,000 km, was fired at 12.\n",
      "Removed URLs: india tests nuclear-capable agni missile india sunday successfully tested the nuclear capable agni-ii missile that can strike at targets as far as china. the missile, which has a range of over 2,000 km, was fired at 12.\n",
      "Removed HTML Tags: india tests nuclear-capable agni missile india sunday successfully tested the nuclear capable agni-ii missile that can strike at targets as far as china. the missile, which has a range of over 2,000 km, was fired at 12.\n",
      "Removed Special Characters: india tests nuclearcapable agni missile india sunday successfully tested the nuclear capable agniii missile that can strike at targets as far as china the missile which has a range of over  km was fired at \n",
      "Tokens: ['india', 'tests', 'nuclearcapable', 'agni', 'missile', 'india', 'sunday', 'successfully', 'tested', 'the', 'nuclear', 'capable', 'agniii', 'missile', 'that', 'can', 'strike', 'at', 'targets', 'as', 'far', 'as', 'china', 'the', 'missile', 'which', 'has', 'a', 'range', 'of', 'over', 'km', 'was', 'fired', 'at']\n",
      "Removed Stopwords: ['india', 'tests', 'nuclearcapable', 'agni', 'missile', 'india', 'sunday', 'successfully', 'tested', 'nuclear', 'capable', 'agniii', 'missile', 'strike', 'targets', 'far', 'china', 'missile', 'range', 'km', 'fired']\n",
      "Stemmed Tokens: ['india', 'test', 'nuclearcap', 'agni', 'missil', 'india', 'sunday', 'success', 'test', 'nuclear', 'capabl', 'agniii', 'missil', 'strike', 'target', 'far', 'china', 'missil', 'rang', 'km', 'fire']\n",
      "Final Preprocessed Text: india test nuclearcap agni missil india sunday success test nuclear capabl agniii missil strike target far china missil rang km fire\n",
      "\n",
      "Original Text: At Inauguration, Karzai Pledges 'New Chapter' for Afghanistan Kabul was calm amid massive security for Hamid Karzai's inauguration ceremony, but overnight attacks provided a reminder of threats.\n",
      "Lowercased Text: at inauguration, karzai pledges 'new chapter' for afghanistan kabul was calm amid massive security for hamid karzai's inauguration ceremony, but overnight attacks provided a reminder of threats.\n",
      "Removed URLs: at inauguration, karzai pledges 'new chapter' for afghanistan kabul was calm amid massive security for hamid karzai's inauguration ceremony, but overnight attacks provided a reminder of threats.\n",
      "Removed HTML Tags: at inauguration, karzai pledges 'new chapter' for afghanistan kabul was calm amid massive security for hamid karzai's inauguration ceremony, but overnight attacks provided a reminder of threats.\n",
      "Removed Special Characters: at inauguration karzai pledges new chapter for afghanistan kabul was calm amid massive security for hamid karzais inauguration ceremony but overnight attacks provided a reminder of threats\n",
      "Tokens: ['at', 'inauguration', 'karzai', 'pledges', 'new', 'chapter', 'for', 'afghanistan', 'kabul', 'was', 'calm', 'amid', 'massive', 'security', 'for', 'hamid', 'karzais', 'inauguration', 'ceremony', 'but', 'overnight', 'attacks', 'provided', 'a', 'reminder', 'of', 'threats']\n",
      "Removed Stopwords: ['inauguration', 'karzai', 'pledges', 'new', 'chapter', 'afghanistan', 'kabul', 'calm', 'amid', 'massive', 'security', 'hamid', 'karzais', 'inauguration', 'ceremony', 'overnight', 'attacks', 'provided', 'reminder', 'threats']\n",
      "Stemmed Tokens: ['inaugur', 'karzai', 'pledg', 'new', 'chapter', 'afghanistan', 'kabul', 'calm', 'amid', 'massiv', 'secur', 'hamid', 'karzai', 'inaugur', 'ceremoni', 'overnight', 'attack', 'provid', 'remind', 'threat']\n",
      "Final Preprocessed Text: inaugur karzai pledg new chapter afghanistan kabul calm amid massiv secur hamid karzai inaugur ceremoni overnight attack provid remind threat\n",
      "\n",
      "Original Text: Chirac criticises interference in Iraq hostages release &lt;b&gt;...&lt;/b&gt; PARIS - French President Jacques Chirac has lashed out at a private initiative to secure the release of two French hostages in Iraq as interference and said he hoped it would not thwart the delicate process, aides said Saturday.\n",
      "Lowercased Text: chirac criticises interference in iraq hostages release &lt;b&gt;...&lt;/b&gt; paris - french president jacques chirac has lashed out at a private initiative to secure the release of two french hostages in iraq as interference and said he hoped it would not thwart the delicate process, aides said saturday.\n",
      "Removed URLs: chirac criticises interference in iraq hostages release &lt;b&gt;...&lt;/b&gt; paris - french president jacques chirac has lashed out at a private initiative to secure the release of two french hostages in iraq as interference and said he hoped it would not thwart the delicate process, aides said saturday.\n",
      "Removed HTML Tags: chirac criticises interference in iraq hostages release &lt;b&gt;...&lt;/b&gt; paris - french president jacques chirac has lashed out at a private initiative to secure the release of two french hostages in iraq as interference and said he hoped it would not thwart the delicate process, aides said saturday.\n",
      "Removed Special Characters: chirac criticises interference in iraq hostages release ltbgtltbgt paris  french president jacques chirac has lashed out at a private initiative to secure the release of two french hostages in iraq as interference and said he hoped it would not thwart the delicate process aides said saturday\n",
      "Tokens: ['chirac', 'criticises', 'interference', 'in', 'iraq', 'hostages', 'release', 'ltbgtltbgt', 'paris', 'french', 'president', 'jacques', 'chirac', 'has', 'lashed', 'out', 'at', 'a', 'private', 'initiative', 'to', 'secure', 'the', 'release', 'of', 'two', 'french', 'hostages', 'in', 'iraq', 'as', 'interference', 'and', 'said', 'he', 'hoped', 'it', 'would', 'not', 'thwart', 'the', 'delicate', 'process', 'aides', 'said', 'saturday']\n",
      "Removed Stopwords: ['chirac', 'criticises', 'interference', 'iraq', 'hostages', 'release', 'ltbgtltbgt', 'paris', 'french', 'president', 'jacques', 'chirac', 'lashed', 'private', 'initiative', 'secure', 'release', 'two', 'french', 'hostages', 'iraq', 'interference', 'said', 'hoped', 'would', 'thwart', 'delicate', 'process', 'aides', 'said', 'saturday']\n",
      "Stemmed Tokens: ['chirac', 'criticis', 'interfer', 'iraq', 'hostag', 'releas', 'ltbgtltbgt', 'pari', 'french', 'presid', 'jacqu', 'chirac', 'lash', 'privat', 'initi', 'secur', 'releas', 'two', 'french', 'hostag', 'iraq', 'interfer', 'said', 'hope', 'would', 'thwart', 'delic', 'process', 'aid', 'said', 'saturday']\n",
      "Final Preprocessed Text: chirac criticis interfer iraq hostag releas ltbgtltbgt pari french presid jacqu chirac lash privat initi secur releas two french hostag iraq interfer said hope would thwart delic process aid said saturday\n",
      "\n",
      "Original Text: Nigeria Militia Leader Says Deal Reached ABUJA, Nigeria Sept. 29, 2004 - The leader of militia fighters threatening to widen a battle for control of Nigeria #39;s oil-rich south said Wednesday he agreed to a tentative deal with President Olusegun Obasanjo \n",
      "Lowercased Text: nigeria militia leader says deal reached abuja, nigeria sept. 29, 2004 - the leader of militia fighters threatening to widen a battle for control of nigeria #39;s oil-rich south said wednesday he agreed to a tentative deal with president olusegun obasanjo \n",
      "Removed URLs: nigeria militia leader says deal reached abuja, nigeria sept. 29, 2004 - the leader of militia fighters threatening to widen a battle for control of nigeria #39;s oil-rich south said wednesday he agreed to a tentative deal with president olusegun obasanjo \n",
      "Removed HTML Tags: nigeria militia leader says deal reached abuja, nigeria sept. 29, 2004 - the leader of militia fighters threatening to widen a battle for control of nigeria #39;s oil-rich south said wednesday he agreed to a tentative deal with president olusegun obasanjo \n",
      "Removed Special Characters: nigeria militia leader says deal reached abuja nigeria sept    the leader of militia fighters threatening to widen a battle for control of nigeria s oilrich south said wednesday he agreed to a tentative deal with president olusegun obasanjo \n",
      "Tokens: ['nigeria', 'militia', 'leader', 'says', 'deal', 'reached', 'abuja', 'nigeria', 'sept', 'the', 'leader', 'of', 'militia', 'fighters', 'threatening', 'to', 'widen', 'a', 'battle', 'for', 'control', 'of', 'nigeria', 's', 'oilrich', 'south', 'said', 'wednesday', 'he', 'agreed', 'to', 'a', 'tentative', 'deal', 'with', 'president', 'olusegun', 'obasanjo']\n",
      "Removed Stopwords: ['nigeria', 'militia', 'leader', 'says', 'deal', 'reached', 'abuja', 'nigeria', 'sept', 'leader', 'militia', 'fighters', 'threatening', 'widen', 'battle', 'control', 'nigeria', 'oilrich', 'south', 'said', 'wednesday', 'agreed', 'tentative', 'deal', 'president', 'olusegun', 'obasanjo']\n",
      "Stemmed Tokens: ['nigeria', 'militia', 'leader', 'say', 'deal', 'reach', 'abuja', 'nigeria', 'sept', 'leader', 'militia', 'fighter', 'threaten', 'widen', 'battl', 'control', 'nigeria', 'oilrich', 'south', 'said', 'wednesday', 'agre', 'tent', 'deal', 'presid', 'olusegun', 'obasanjo']\n",
      "Final Preprocessed Text: nigeria militia leader say deal reach abuja nigeria sept leader militia fighter threaten widen battl control nigeria oilrich south said wednesday agre tent deal presid olusegun obasanjo\n",
      "\n",
      "Original Text: Lanxess Moving Texas Factory to China (AP) AP - Lanxess Corp., a chemicals and polymers unit of Bayer Corp., plans to move one of its factories from Texas to eastern China's Shandong province, state media reported Wednesday.\n",
      "Lowercased Text: lanxess moving texas factory to china (ap) ap - lanxess corp., a chemicals and polymers unit of bayer corp., plans to move one of its factories from texas to eastern china's shandong province, state media reported wednesday.\n",
      "Removed URLs: lanxess moving texas factory to china (ap) ap - lanxess corp., a chemicals and polymers unit of bayer corp., plans to move one of its factories from texas to eastern china's shandong province, state media reported wednesday.\n",
      "Removed HTML Tags: lanxess moving texas factory to china (ap) ap - lanxess corp., a chemicals and polymers unit of bayer corp., plans to move one of its factories from texas to eastern china's shandong province, state media reported wednesday.\n",
      "Removed Special Characters: lanxess moving texas factory to china ap ap  lanxess corp a chemicals and polymers unit of bayer corp plans to move one of its factories from texas to eastern chinas shandong province state media reported wednesday\n",
      "Tokens: ['lanxess', 'moving', 'texas', 'factory', 'to', 'china', 'ap', 'ap', 'lanxess', 'corp', 'a', 'chemicals', 'and', 'polymers', 'unit', 'of', 'bayer', 'corp', 'plans', 'to', 'move', 'one', 'of', 'its', 'factories', 'from', 'texas', 'to', 'eastern', 'chinas', 'shandong', 'province', 'state', 'media', 'reported', 'wednesday']\n",
      "Removed Stopwords: ['lanxess', 'moving', 'texas', 'factory', 'china', 'ap', 'ap', 'lanxess', 'corp', 'chemicals', 'polymers', 'unit', 'bayer', 'corp', 'plans', 'move', 'one', 'factories', 'texas', 'eastern', 'chinas', 'shandong', 'province', 'state', 'media', 'reported', 'wednesday']\n",
      "Stemmed Tokens: ['lanxess', 'move', 'texa', 'factori', 'china', 'ap', 'ap', 'lanxess', 'corp', 'chemic', 'polym', 'unit', 'bayer', 'corp', 'plan', 'move', 'one', 'factori', 'texa', 'eastern', 'china', 'shandong', 'provinc', 'state', 'media', 'report', 'wednesday']\n",
      "Final Preprocessed Text: lanxess move texa factori china ap ap lanxess corp chemic polym unit bayer corp plan move one factori texa eastern china shandong provinc state media report wednesday\n",
      "\n",
      "Original Text: Iraq #39;s top cleric arrives in Najaf on peace mission as a mortar &lt;b&gt;...&lt;/b&gt; By Abdul Hussein Al-Obeidi, Associated Press, 8/26/2004 08:16. NAJAF, Iraq (AP) Iraq #39;s top Shiite cleric made a dramatic return to Najaf at the head of a massive convoy Thursday hoping to end three weeks of \n",
      "Lowercased Text: iraq #39;s top cleric arrives in najaf on peace mission as a mortar &lt;b&gt;...&lt;/b&gt; by abdul hussein al-obeidi, associated press, 8/26/2004 08:16. najaf, iraq (ap) iraq #39;s top shiite cleric made a dramatic return to najaf at the head of a massive convoy thursday hoping to end three weeks of \n",
      "Removed URLs: iraq #39;s top cleric arrives in najaf on peace mission as a mortar &lt;b&gt;...&lt;/b&gt; by abdul hussein al-obeidi, associated press, 8/26/2004 08:16. najaf, iraq (ap) iraq #39;s top shiite cleric made a dramatic return to najaf at the head of a massive convoy thursday hoping to end three weeks of \n",
      "Removed HTML Tags: iraq #39;s top cleric arrives in najaf on peace mission as a mortar &lt;b&gt;...&lt;/b&gt; by abdul hussein al-obeidi, associated press, 8/26/2004 08:16. najaf, iraq (ap) iraq #39;s top shiite cleric made a dramatic return to najaf at the head of a massive convoy thursday hoping to end three weeks of \n",
      "Removed Special Characters: iraq s top cleric arrives in najaf on peace mission as a mortar ltbgtltbgt by abdul hussein alobeidi associated press   najaf iraq ap iraq s top shiite cleric made a dramatic return to najaf at the head of a massive convoy thursday hoping to end three weeks of \n",
      "Tokens: ['iraq', 's', 'top', 'cleric', 'arrives', 'in', 'najaf', 'on', 'peace', 'mission', 'as', 'a', 'mortar', 'ltbgtltbgt', 'by', 'abdul', 'hussein', 'alobeidi', 'associated', 'press', 'najaf', 'iraq', 'ap', 'iraq', 's', 'top', 'shiite', 'cleric', 'made', 'a', 'dramatic', 'return', 'to', 'najaf', 'at', 'the', 'head', 'of', 'a', 'massive', 'convoy', 'thursday', 'hoping', 'to', 'end', 'three', 'weeks', 'of']\n",
      "Removed Stopwords: ['iraq', 'top', 'cleric', 'arrives', 'najaf', 'peace', 'mission', 'mortar', 'ltbgtltbgt', 'abdul', 'hussein', 'alobeidi', 'associated', 'press', 'najaf', 'iraq', 'ap', 'iraq', 'top', 'shiite', 'cleric', 'made', 'dramatic', 'return', 'najaf', 'head', 'massive', 'convoy', 'thursday', 'hoping', 'end', 'three', 'weeks']\n",
      "Stemmed Tokens: ['iraq', 'top', 'cleric', 'arriv', 'najaf', 'peac', 'mission', 'mortar', 'ltbgtltbgt', 'abdul', 'hussein', 'alobeidi', 'associ', 'press', 'najaf', 'iraq', 'ap', 'iraq', 'top', 'shiit', 'cleric', 'made', 'dramat', 'return', 'najaf', 'head', 'massiv', 'convoy', 'thursday', 'hope', 'end', 'three', 'week']\n",
      "Final Preprocessed Text: iraq top cleric arriv najaf peac mission mortar ltbgtltbgt abdul hussein alobeidi associ press najaf iraq ap iraq top shiit cleric made dramat return najaf head massiv convoy thursday hope end three week\n",
      "\n",
      "Original Text: Darfur Mediators Demand Respect of Cease-fire African Union mediators at peace talks for Sudan #39;s Darfur region say there has been an escalation of cease-fire violations during the past three months, and that these must stop before a comprehensive peace accord can be reached.\n",
      "Lowercased Text: darfur mediators demand respect of cease-fire african union mediators at peace talks for sudan #39;s darfur region say there has been an escalation of cease-fire violations during the past three months, and that these must stop before a comprehensive peace accord can be reached.\n",
      "Removed URLs: darfur mediators demand respect of cease-fire african union mediators at peace talks for sudan #39;s darfur region say there has been an escalation of cease-fire violations during the past three months, and that these must stop before a comprehensive peace accord can be reached.\n",
      "Removed HTML Tags: darfur mediators demand respect of cease-fire african union mediators at peace talks for sudan #39;s darfur region say there has been an escalation of cease-fire violations during the past three months, and that these must stop before a comprehensive peace accord can be reached.\n",
      "Removed Special Characters: darfur mediators demand respect of ceasefire african union mediators at peace talks for sudan s darfur region say there has been an escalation of ceasefire violations during the past three months and that these must stop before a comprehensive peace accord can be reached\n",
      "Tokens: ['darfur', 'mediators', 'demand', 'respect', 'of', 'ceasefire', 'african', 'union', 'mediators', 'at', 'peace', 'talks', 'for', 'sudan', 's', 'darfur', 'region', 'say', 'there', 'has', 'been', 'an', 'escalation', 'of', 'ceasefire', 'violations', 'during', 'the', 'past', 'three', 'months', 'and', 'that', 'these', 'must', 'stop', 'before', 'a', 'comprehensive', 'peace', 'accord', 'can', 'be', 'reached']\n",
      "Removed Stopwords: ['darfur', 'mediators', 'demand', 'respect', 'ceasefire', 'african', 'union', 'mediators', 'peace', 'talks', 'sudan', 'darfur', 'region', 'say', 'escalation', 'ceasefire', 'violations', 'past', 'three', 'months', 'must', 'stop', 'comprehensive', 'peace', 'accord', 'reached']\n",
      "Stemmed Tokens: ['darfur', 'mediat', 'demand', 'respect', 'ceasefir', 'african', 'union', 'mediat', 'peac', 'talk', 'sudan', 'darfur', 'region', 'say', 'escal', 'ceasefir', 'violat', 'past', 'three', 'month', 'must', 'stop', 'comprehens', 'peac', 'accord', 'reach']\n",
      "Final Preprocessed Text: darfur mediat demand respect ceasefir african union mediat peac talk sudan darfur region say escal ceasefir violat past three month must stop comprehens peac accord reach\n",
      "\n",
      "Original Text: Barack Obama Gets  #36;1.9 Million Book Deal (AP) AP - U.S. Sen.-elect Barack Obama, whose 1995 book jumped onto best seller lists after his keynote address to the Democratic National Convention, has landed a three-book deal worth  #36;1.9 million.\n",
      "Lowercased Text: barack obama gets  #36;1.9 million book deal (ap) ap - u.s. sen.-elect barack obama, whose 1995 book jumped onto best seller lists after his keynote address to the democratic national convention, has landed a three-book deal worth  #36;1.9 million.\n",
      "Removed URLs: barack obama gets  #36;1.9 million book deal (ap) ap - u.s. sen.-elect barack obama, whose 1995 book jumped onto best seller lists after his keynote address to the democratic national convention, has landed a three-book deal worth  #36;1.9 million.\n",
      "Removed HTML Tags: barack obama gets  #36;1.9 million book deal (ap) ap - u.s. sen.-elect barack obama, whose 1995 book jumped onto best seller lists after his keynote address to the democratic national convention, has landed a three-book deal worth  #36;1.9 million.\n",
      "Removed Special Characters: barack obama gets   million book deal ap ap  us senelect barack obama whose  book jumped onto best seller lists after his keynote address to the democratic national convention has landed a threebook deal worth   million\n",
      "Tokens: ['barack', 'obama', 'gets', 'million', 'book', 'deal', 'ap', 'ap', 'us', 'senelect', 'barack', 'obama', 'whose', 'book', 'jumped', 'onto', 'best', 'seller', 'lists', 'after', 'his', 'keynote', 'address', 'to', 'the', 'democratic', 'national', 'convention', 'has', 'landed', 'a', 'threebook', 'deal', 'worth', 'million']\n",
      "Removed Stopwords: ['barack', 'obama', 'gets', 'million', 'book', 'deal', 'ap', 'ap', 'us', 'senelect', 'barack', 'obama', 'whose', 'book', 'jumped', 'onto', 'best', 'seller', 'lists', 'keynote', 'address', 'democratic', 'national', 'convention', 'landed', 'threebook', 'deal', 'worth', 'million']\n",
      "Stemmed Tokens: ['barack', 'obama', 'get', 'million', 'book', 'deal', 'ap', 'ap', 'us', 'senelect', 'barack', 'obama', 'whose', 'book', 'jump', 'onto', 'best', 'seller', 'list', 'keynot', 'address', 'democrat', 'nation', 'convent', 'land', 'threebook', 'deal', 'worth', 'million']\n",
      "Final Preprocessed Text: barack obama get million book deal ap ap us senelect barack obama whose book jump onto best seller list keynot address democrat nation convent land threebook deal worth million\n",
      "\n",
      "Original Text: Britain will not back Iran war, says Straw Britain will not back military action against Iran if President George W Bush decides to confront Tehran in his second White House term, Jack Straw has said.\n",
      "Lowercased Text: britain will not back iran war, says straw britain will not back military action against iran if president george w bush decides to confront tehran in his second white house term, jack straw has said.\n",
      "Removed URLs: britain will not back iran war, says straw britain will not back military action against iran if president george w bush decides to confront tehran in his second white house term, jack straw has said.\n",
      "Removed HTML Tags: britain will not back iran war, says straw britain will not back military action against iran if president george w bush decides to confront tehran in his second white house term, jack straw has said.\n",
      "Removed Special Characters: britain will not back iran war says straw britain will not back military action against iran if president george w bush decides to confront tehran in his second white house term jack straw has said\n",
      "Tokens: ['britain', 'will', 'not', 'back', 'iran', 'war', 'says', 'straw', 'britain', 'will', 'not', 'back', 'military', 'action', 'against', 'iran', 'if', 'president', 'george', 'w', 'bush', 'decides', 'to', 'confront', 'tehran', 'in', 'his', 'second', 'white', 'house', 'term', 'jack', 'straw', 'has', 'said']\n",
      "Removed Stopwords: ['britain', 'back', 'iran', 'war', 'says', 'straw', 'britain', 'back', 'military', 'action', 'iran', 'president', 'george', 'w', 'bush', 'decides', 'confront', 'tehran', 'second', 'white', 'house', 'term', 'jack', 'straw', 'said']\n",
      "Stemmed Tokens: ['britain', 'back', 'iran', 'war', 'say', 'straw', 'britain', 'back', 'militari', 'action', 'iran', 'presid', 'georg', 'w', 'bush', 'decid', 'confront', 'tehran', 'second', 'white', 'hous', 'term', 'jack', 'straw', 'said']\n",
      "Final Preprocessed Text: britain back iran war say straw britain back militari action iran presid georg w bush decid confront tehran second white hous term jack straw said\n",
      "\n",
      "Original Text: Congress Speeds Up 9/11 Legislation Vote WASHINGTON - Racing the clock, Senate leaders are applying finishing touches to bipartisan legislation addressing the Sept. 11 commission's recommendations just as House GOP leaders prepare to debate their version, which Democrats call partisan and weak...\n",
      "Lowercased Text: congress speeds up 9/11 legislation vote washington - racing the clock, senate leaders are applying finishing touches to bipartisan legislation addressing the sept. 11 commission's recommendations just as house gop leaders prepare to debate their version, which democrats call partisan and weak...\n",
      "Removed URLs: congress speeds up 9/11 legislation vote washington - racing the clock, senate leaders are applying finishing touches to bipartisan legislation addressing the sept. 11 commission's recommendations just as house gop leaders prepare to debate their version, which democrats call partisan and weak...\n",
      "Removed HTML Tags: congress speeds up 9/11 legislation vote washington - racing the clock, senate leaders are applying finishing touches to bipartisan legislation addressing the sept. 11 commission's recommendations just as house gop leaders prepare to debate their version, which democrats call partisan and weak...\n",
      "Removed Special Characters: congress speeds up  legislation vote washington  racing the clock senate leaders are applying finishing touches to bipartisan legislation addressing the sept  commissions recommendations just as house gop leaders prepare to debate their version which democrats call partisan and weak\n",
      "Tokens: ['congress', 'speeds', 'up', 'legislation', 'vote', 'washington', 'racing', 'the', 'clock', 'senate', 'leaders', 'are', 'applying', 'finishing', 'touches', 'to', 'bipartisan', 'legislation', 'addressing', 'the', 'sept', 'commissions', 'recommendations', 'just', 'as', 'house', 'gop', 'leaders', 'prepare', 'to', 'debate', 'their', 'version', 'which', 'democrats', 'call', 'partisan', 'and', 'weak']\n",
      "Removed Stopwords: ['congress', 'speeds', 'legislation', 'vote', 'washington', 'racing', 'clock', 'senate', 'leaders', 'applying', 'finishing', 'touches', 'bipartisan', 'legislation', 'addressing', 'sept', 'commissions', 'recommendations', 'house', 'gop', 'leaders', 'prepare', 'debate', 'version', 'democrats', 'call', 'partisan', 'weak']\n",
      "Stemmed Tokens: ['congress', 'speed', 'legisl', 'vote', 'washington', 'race', 'clock', 'senat', 'leader', 'appli', 'finish', 'touch', 'bipartisan', 'legisl', 'address', 'sept', 'commiss', 'recommend', 'hous', 'gop', 'leader', 'prepar', 'debat', 'version', 'democrat', 'call', 'partisan', 'weak']\n",
      "Final Preprocessed Text: congress speed legisl vote washington race clock senat leader appli finish touch bipartisan legisl address sept commiss recommend hous gop leader prepar debat version democrat call partisan weak\n",
      "\n",
      "Original Text: Ukraine opposition rally draws hundreds of thousands (AFP) AFP - Tens of thousands of supporters of opposition presidential candidate Viktor Yushchenko took to the streets of Kiev, a week before the poll, to demand free and fair elections in this former Soviet state after a tense campaign marred by incidents.\n",
      "Lowercased Text: ukraine opposition rally draws hundreds of thousands (afp) afp - tens of thousands of supporters of opposition presidential candidate viktor yushchenko took to the streets of kiev, a week before the poll, to demand free and fair elections in this former soviet state after a tense campaign marred by incidents.\n",
      "Removed URLs: ukraine opposition rally draws hundreds of thousands (afp) afp - tens of thousands of supporters of opposition presidential candidate viktor yushchenko took to the streets of kiev, a week before the poll, to demand free and fair elections in this former soviet state after a tense campaign marred by incidents.\n",
      "Removed HTML Tags: ukraine opposition rally draws hundreds of thousands (afp) afp - tens of thousands of supporters of opposition presidential candidate viktor yushchenko took to the streets of kiev, a week before the poll, to demand free and fair elections in this former soviet state after a tense campaign marred by incidents.\n",
      "Removed Special Characters: ukraine opposition rally draws hundreds of thousands afp afp  tens of thousands of supporters of opposition presidential candidate viktor yushchenko took to the streets of kiev a week before the poll to demand free and fair elections in this former soviet state after a tense campaign marred by incidents\n",
      "Tokens: ['ukraine', 'opposition', 'rally', 'draws', 'hundreds', 'of', 'thousands', 'afp', 'afp', 'tens', 'of', 'thousands', 'of', 'supporters', 'of', 'opposition', 'presidential', 'candidate', 'viktor', 'yushchenko', 'took', 'to', 'the', 'streets', 'of', 'kiev', 'a', 'week', 'before', 'the', 'poll', 'to', 'demand', 'free', 'and', 'fair', 'elections', 'in', 'this', 'former', 'soviet', 'state', 'after', 'a', 'tense', 'campaign', 'marred', 'by', 'incidents']\n",
      "Removed Stopwords: ['ukraine', 'opposition', 'rally', 'draws', 'hundreds', 'thousands', 'afp', 'afp', 'tens', 'thousands', 'supporters', 'opposition', 'presidential', 'candidate', 'viktor', 'yushchenko', 'took', 'streets', 'kiev', 'week', 'poll', 'demand', 'free', 'fair', 'elections', 'former', 'soviet', 'state', 'tense', 'campaign', 'marred', 'incidents']\n",
      "Stemmed Tokens: ['ukrain', 'opposit', 'ralli', 'draw', 'hundr', 'thousand', 'afp', 'afp', 'ten', 'thousand', 'support', 'opposit', 'presidenti', 'candid', 'viktor', 'yushchenko', 'took', 'street', 'kiev', 'week', 'poll', 'demand', 'free', 'fair', 'elect', 'former', 'soviet', 'state', 'tens', 'campaign', 'mar', 'incid']\n",
      "Final Preprocessed Text: ukrain opposit ralli draw hundr thousand afp afp ten thousand support opposit presidenti candid viktor yushchenko took street kiev week poll demand free fair elect former soviet state tens campaign mar incid\n",
      "\n",
      "Original Text: Schilling Gets 20th As Red Sox Beat D-Rays BOSTON - Curt Schilling became the first 20-game winner in the major leagues this season, reaching the mark for the third time in four years and leading the Boston Red Sox to an 11-4 victory over the Tampa Bay Devil Rays on Thursday night.    Kevin Millar and Johnny Damon each homered and drove in four runs, and Boston moved within 3 1/2 games of the first-place New York Yankees in the AL East...\n",
      "Lowercased Text: schilling gets 20th as red sox beat d-rays boston - curt schilling became the first 20-game winner in the major leagues this season, reaching the mark for the third time in four years and leading the boston red sox to an 11-4 victory over the tampa bay devil rays on thursday night.    kevin millar and johnny damon each homered and drove in four runs, and boston moved within 3 1/2 games of the first-place new york yankees in the al east...\n",
      "Removed URLs: schilling gets 20th as red sox beat d-rays boston - curt schilling became the first 20-game winner in the major leagues this season, reaching the mark for the third time in four years and leading the boston red sox to an 11-4 victory over the tampa bay devil rays on thursday night.    kevin millar and johnny damon each homered and drove in four runs, and boston moved within 3 1/2 games of the first-place new york yankees in the al east...\n",
      "Removed HTML Tags: schilling gets 20th as red sox beat d-rays boston - curt schilling became the first 20-game winner in the major leagues this season, reaching the mark for the third time in four years and leading the boston red sox to an 11-4 victory over the tampa bay devil rays on thursday night.    kevin millar and johnny damon each homered and drove in four runs, and boston moved within 3 1/2 games of the first-place new york yankees in the al east...\n",
      "Removed Special Characters: schilling gets th as red sox beat drays boston  curt schilling became the first game winner in the major leagues this season reaching the mark for the third time in four years and leading the boston red sox to an  victory over the tampa bay devil rays on thursday night    kevin millar and johnny damon each homered and drove in four runs and boston moved within   games of the firstplace new york yankees in the al east\n",
      "Tokens: ['schilling', 'gets', 'th', 'as', 'red', 'sox', 'beat', 'drays', 'boston', 'curt', 'schilling', 'became', 'the', 'first', 'game', 'winner', 'in', 'the', 'major', 'leagues', 'this', 'season', 'reaching', 'the', 'mark', 'for', 'the', 'third', 'time', 'in', 'four', 'years', 'and', 'leading', 'the', 'boston', 'red', 'sox', 'to', 'an', 'victory', 'over', 'the', 'tampa', 'bay', 'devil', 'rays', 'on', 'thursday', 'night', 'kevin', 'millar', 'and', 'johnny', 'damon', 'each', 'homered', 'and', 'drove', 'in', 'four', 'runs', 'and', 'boston', 'moved', 'within', 'games', 'of', 'the', 'firstplace', 'new', 'york', 'yankees', 'in', 'the', 'al', 'east']\n",
      "Removed Stopwords: ['schilling', 'gets', 'th', 'red', 'sox', 'beat', 'drays', 'boston', 'curt', 'schilling', 'became', 'first', 'game', 'winner', 'major', 'leagues', 'season', 'reaching', 'mark', 'third', 'time', 'four', 'years', 'leading', 'boston', 'red', 'sox', 'victory', 'tampa', 'bay', 'devil', 'rays', 'thursday', 'night', 'kevin', 'millar', 'johnny', 'damon', 'homered', 'drove', 'four', 'runs', 'boston', 'moved', 'within', 'games', 'firstplace', 'new', 'york', 'yankees', 'al', 'east']\n",
      "Stemmed Tokens: ['schill', 'get', 'th', 'red', 'sox', 'beat', 'dray', 'boston', 'curt', 'schill', 'becam', 'first', 'game', 'winner', 'major', 'leagu', 'season', 'reach', 'mark', 'third', 'time', 'four', 'year', 'lead', 'boston', 'red', 'sox', 'victori', 'tampa', 'bay', 'devil', 'ray', 'thursday', 'night', 'kevin', 'millar', 'johnni', 'damon', 'homer', 'drove', 'four', 'run', 'boston', 'move', 'within', 'game', 'firstplac', 'new', 'york', 'yanke', 'al', 'east']\n",
      "Final Preprocessed Text: schill get th red sox beat dray boston curt schill becam first game winner major leagu season reach mark third time four year lead boston red sox victori tampa bay devil ray thursday night kevin millar johnni damon homer drove four run boston move within game firstplac new york yanke al east\n",
      "\n",
      "Original Text: Money Now Sole Obstacle to Khmer Rouge Trials -UN (Reuters) Reuters - Funding is the only obstacle to\\U.N. approval for Cambodia to begin long-delayed trials of\\former Khmer Rouge leaders blamed for some 1.7 million deaths,\\the United Nations said on Friday.\n",
      "Lowercased Text: money now sole obstacle to khmer rouge trials -un (reuters) reuters - funding is the only obstacle to\\u.n. approval for cambodia to begin long-delayed trials of\\former khmer rouge leaders blamed for some 1.7 million deaths,\\the united nations said on friday.\n",
      "Removed URLs: money now sole obstacle to khmer rouge trials -un (reuters) reuters - funding is the only obstacle to\\u.n. approval for cambodia to begin long-delayed trials of\\former khmer rouge leaders blamed for some 1.7 million deaths,\\the united nations said on friday.\n",
      "Removed HTML Tags: money now sole obstacle to khmer rouge trials -un (reuters) reuters - funding is the only obstacle to\\u.n. approval for cambodia to begin long-delayed trials of\\former khmer rouge leaders blamed for some 1.7 million deaths,\\the united nations said on friday.\n",
      "Removed Special Characters: money now sole obstacle to khmer rouge trials un reuters reuters  funding is the only obstacle toun approval for cambodia to begin longdelayed trials offormer khmer rouge leaders blamed for some  million deathsthe united nations said on friday\n",
      "Tokens: ['money', 'now', 'sole', 'obstacle', 'to', 'khmer', 'rouge', 'trials', 'un', 'reuters', 'reuters', 'funding', 'is', 'the', 'only', 'obstacle', 'toun', 'approval', 'for', 'cambodia', 'to', 'begin', 'longdelayed', 'trials', 'offormer', 'khmer', 'rouge', 'leaders', 'blamed', 'for', 'some', 'million', 'deathsthe', 'united', 'nations', 'said', 'on', 'friday']\n",
      "Removed Stopwords: ['money', 'sole', 'obstacle', 'khmer', 'rouge', 'trials', 'un', 'reuters', 'reuters', 'funding', 'obstacle', 'toun', 'approval', 'cambodia', 'begin', 'longdelayed', 'trials', 'offormer', 'khmer', 'rouge', 'leaders', 'blamed', 'million', 'deathsthe', 'united', 'nations', 'said', 'friday']\n",
      "Stemmed Tokens: ['money', 'sole', 'obstacl', 'khmer', 'roug', 'trial', 'un', 'reuter', 'reuter', 'fund', 'obstacl', 'toun', 'approv', 'cambodia', 'begin', 'longdelay', 'trial', 'ofform', 'khmer', 'roug', 'leader', 'blame', 'million', 'deathsth', 'unit', 'nation', 'said', 'friday']\n",
      "Final Preprocessed Text: money sole obstacl khmer roug trial un reuter reuter fund obstacl toun approv cambodia begin longdelay trial ofform khmer roug leader blame million deathsth unit nation said friday\n",
      "\n",
      "Original Text: Dodgers' Green to Miss Game on Yom Kippur SAN DIEGO - Los Angeles Dodgers first baseman Shawn Green will definitely sit out at least one game of a weekend series against the San Francisco Giants in observance of Yom Kippur, but will wait until Thursday to make his final decision.    Green said Wednesday there's a possibility he'll sit out both Friday night and Saturday afternoon...\n",
      "Lowercased Text: dodgers' green to miss game on yom kippur san diego - los angeles dodgers first baseman shawn green will definitely sit out at least one game of a weekend series against the san francisco giants in observance of yom kippur, but will wait until thursday to make his final decision.    green said wednesday there's a possibility he'll sit out both friday night and saturday afternoon...\n",
      "Removed URLs: dodgers' green to miss game on yom kippur san diego - los angeles dodgers first baseman shawn green will definitely sit out at least one game of a weekend series against the san francisco giants in observance of yom kippur, but will wait until thursday to make his final decision.    green said wednesday there's a possibility he'll sit out both friday night and saturday afternoon...\n",
      "Removed HTML Tags: dodgers' green to miss game on yom kippur san diego - los angeles dodgers first baseman shawn green will definitely sit out at least one game of a weekend series against the san francisco giants in observance of yom kippur, but will wait until thursday to make his final decision.    green said wednesday there's a possibility he'll sit out both friday night and saturday afternoon...\n",
      "Removed Special Characters: dodgers green to miss game on yom kippur san diego  los angeles dodgers first baseman shawn green will definitely sit out at least one game of a weekend series against the san francisco giants in observance of yom kippur but will wait until thursday to make his final decision    green said wednesday theres a possibility hell sit out both friday night and saturday afternoon\n",
      "Tokens: ['dodgers', 'green', 'to', 'miss', 'game', 'on', 'yom', 'kippur', 'san', 'diego', 'los', 'angeles', 'dodgers', 'first', 'baseman', 'shawn', 'green', 'will', 'definitely', 'sit', 'out', 'at', 'least', 'one', 'game', 'of', 'a', 'weekend', 'series', 'against', 'the', 'san', 'francisco', 'giants', 'in', 'observance', 'of', 'yom', 'kippur', 'but', 'will', 'wait', 'until', 'thursday', 'to', 'make', 'his', 'final', 'decision', 'green', 'said', 'wednesday', 'theres', 'a', 'possibility', 'hell', 'sit', 'out', 'both', 'friday', 'night', 'and', 'saturday', 'afternoon']\n",
      "Removed Stopwords: ['dodgers', 'green', 'miss', 'game', 'yom', 'kippur', 'san', 'diego', 'los', 'angeles', 'dodgers', 'first', 'baseman', 'shawn', 'green', 'definitely', 'sit', 'least', 'one', 'game', 'weekend', 'series', 'san', 'francisco', 'giants', 'observance', 'yom', 'kippur', 'wait', 'thursday', 'make', 'final', 'decision', 'green', 'said', 'wednesday', 'theres', 'possibility', 'hell', 'sit', 'friday', 'night', 'saturday', 'afternoon']\n",
      "Stemmed Tokens: ['dodger', 'green', 'miss', 'game', 'yom', 'kippur', 'san', 'diego', 'lo', 'angel', 'dodger', 'first', 'baseman', 'shawn', 'green', 'definit', 'sit', 'least', 'one', 'game', 'weekend', 'seri', 'san', 'francisco', 'giant', 'observ', 'yom', 'kippur', 'wait', 'thursday', 'make', 'final', 'decis', 'green', 'said', 'wednesday', 'there', 'possibl', 'hell', 'sit', 'friday', 'night', 'saturday', 'afternoon']\n",
      "Final Preprocessed Text: dodger green miss game yom kippur san diego lo angel dodger first baseman shawn green definit sit least one game weekend seri san francisco giant observ yom kippur wait thursday make final decis green said wednesday there possibl hell sit friday night saturday afternoon\n",
      "\n",
      "Original Text: Putin fires North Ossetia interior minister, regional FSB head (AFP) AFP - President Vladimir Putin sacked the interior minister of North Ossetia and the regional head of the FSB security service, one week after the massacre at a school in the republic, the Kremlin press service said.\n",
      "Lowercased Text: putin fires north ossetia interior minister, regional fsb head (afp) afp - president vladimir putin sacked the interior minister of north ossetia and the regional head of the fsb security service, one week after the massacre at a school in the republic, the kremlin press service said.\n",
      "Removed URLs: putin fires north ossetia interior minister, regional fsb head (afp) afp - president vladimir putin sacked the interior minister of north ossetia and the regional head of the fsb security service, one week after the massacre at a school in the republic, the kremlin press service said.\n",
      "Removed HTML Tags: putin fires north ossetia interior minister, regional fsb head (afp) afp - president vladimir putin sacked the interior minister of north ossetia and the regional head of the fsb security service, one week after the massacre at a school in the republic, the kremlin press service said.\n",
      "Removed Special Characters: putin fires north ossetia interior minister regional fsb head afp afp  president vladimir putin sacked the interior minister of north ossetia and the regional head of the fsb security service one week after the massacre at a school in the republic the kremlin press service said\n",
      "Tokens: ['putin', 'fires', 'north', 'ossetia', 'interior', 'minister', 'regional', 'fsb', 'head', 'afp', 'afp', 'president', 'vladimir', 'putin', 'sacked', 'the', 'interior', 'minister', 'of', 'north', 'ossetia', 'and', 'the', 'regional', 'head', 'of', 'the', 'fsb', 'security', 'service', 'one', 'week', 'after', 'the', 'massacre', 'at', 'a', 'school', 'in', 'the', 'republic', 'the', 'kremlin', 'press', 'service', 'said']\n",
      "Removed Stopwords: ['putin', 'fires', 'north', 'ossetia', 'interior', 'minister', 'regional', 'fsb', 'head', 'afp', 'afp', 'president', 'vladimir', 'putin', 'sacked', 'interior', 'minister', 'north', 'ossetia', 'regional', 'head', 'fsb', 'security', 'service', 'one', 'week', 'massacre', 'school', 'republic', 'kremlin', 'press', 'service', 'said']\n",
      "Stemmed Tokens: ['putin', 'fire', 'north', 'ossetia', 'interior', 'minist', 'region', 'fsb', 'head', 'afp', 'afp', 'presid', 'vladimir', 'putin', 'sack', 'interior', 'minist', 'north', 'ossetia', 'region', 'head', 'fsb', 'secur', 'servic', 'one', 'week', 'massacr', 'school', 'republ', 'kremlin', 'press', 'servic', 'said']\n",
      "Final Preprocessed Text: putin fire north ossetia interior minist region fsb head afp afp presid vladimir putin sack interior minist north ossetia region head fsb secur servic one week massacr school republ kremlin press servic said\n",
      "\n",
      "Original Text: Red Cross deeply concerned by humanitarian law violations in Iraq The International Red Cross is  quot;deeply concerned quot; at the impact of the fighting in Iraq and the apparent failures by all sides to respect humanitarian laws.\n",
      "Lowercased Text: red cross deeply concerned by humanitarian law violations in iraq the international red cross is  quot;deeply concerned quot; at the impact of the fighting in iraq and the apparent failures by all sides to respect humanitarian laws.\n",
      "Removed URLs: red cross deeply concerned by humanitarian law violations in iraq the international red cross is  quot;deeply concerned quot; at the impact of the fighting in iraq and the apparent failures by all sides to respect humanitarian laws.\n",
      "Removed HTML Tags: red cross deeply concerned by humanitarian law violations in iraq the international red cross is  quot;deeply concerned quot; at the impact of the fighting in iraq and the apparent failures by all sides to respect humanitarian laws.\n",
      "Removed Special Characters: red cross deeply concerned by humanitarian law violations in iraq the international red cross is  quotdeeply concerned quot at the impact of the fighting in iraq and the apparent failures by all sides to respect humanitarian laws\n",
      "Tokens: ['red', 'cross', 'deeply', 'concerned', 'by', 'humanitarian', 'law', 'violations', 'in', 'iraq', 'the', 'international', 'red', 'cross', 'is', 'quotdeeply', 'concerned', 'quot', 'at', 'the', 'impact', 'of', 'the', 'fighting', 'in', 'iraq', 'and', 'the', 'apparent', 'failures', 'by', 'all', 'sides', 'to', 'respect', 'humanitarian', 'laws']\n",
      "Removed Stopwords: ['red', 'cross', 'deeply', 'concerned', 'humanitarian', 'law', 'violations', 'iraq', 'international', 'red', 'cross', 'quotdeeply', 'concerned', 'quot', 'impact', 'fighting', 'iraq', 'apparent', 'failures', 'sides', 'respect', 'humanitarian', 'laws']\n",
      "Stemmed Tokens: ['red', 'cross', 'deepli', 'concern', 'humanitarian', 'law', 'violat', 'iraq', 'intern', 'red', 'cross', 'quotdeepli', 'concern', 'quot', 'impact', 'fight', 'iraq', 'appar', 'failur', 'side', 'respect', 'humanitarian', 'law']\n",
      "Final Preprocessed Text: red cross deepli concern humanitarian law violat iraq intern red cross quotdeepli concern quot impact fight iraq appar failur side respect humanitarian law\n",
      "\n",
      "Original Text: Suspected Islamic insurgents kill 16 people in attack near &lt;b&gt;...&lt;/b&gt; Suspected Islamic militants killed 16 people in a pre-dawn attack south of the Algerian capital on Saturday, an official statement said.\n",
      "Lowercased Text: suspected islamic insurgents kill 16 people in attack near &lt;b&gt;...&lt;/b&gt; suspected islamic militants killed 16 people in a pre-dawn attack south of the algerian capital on saturday, an official statement said.\n",
      "Removed URLs: suspected islamic insurgents kill 16 people in attack near &lt;b&gt;...&lt;/b&gt; suspected islamic militants killed 16 people in a pre-dawn attack south of the algerian capital on saturday, an official statement said.\n",
      "Removed HTML Tags: suspected islamic insurgents kill 16 people in attack near &lt;b&gt;...&lt;/b&gt; suspected islamic militants killed 16 people in a pre-dawn attack south of the algerian capital on saturday, an official statement said.\n",
      "Removed Special Characters: suspected islamic insurgents kill  people in attack near ltbgtltbgt suspected islamic militants killed  people in a predawn attack south of the algerian capital on saturday an official statement said\n",
      "Tokens: ['suspected', 'islamic', 'insurgents', 'kill', 'people', 'in', 'attack', 'near', 'ltbgtltbgt', 'suspected', 'islamic', 'militants', 'killed', 'people', 'in', 'a', 'predawn', 'attack', 'south', 'of', 'the', 'algerian', 'capital', 'on', 'saturday', 'an', 'official', 'statement', 'said']\n",
      "Removed Stopwords: ['suspected', 'islamic', 'insurgents', 'kill', 'people', 'attack', 'near', 'ltbgtltbgt', 'suspected', 'islamic', 'militants', 'killed', 'people', 'predawn', 'attack', 'south', 'algerian', 'capital', 'saturday', 'official', 'statement', 'said']\n",
      "Stemmed Tokens: ['suspect', 'islam', 'insurg', 'kill', 'peopl', 'attack', 'near', 'ltbgtltbgt', 'suspect', 'islam', 'milit', 'kill', 'peopl', 'predawn', 'attack', 'south', 'algerian', 'capit', 'saturday', 'offici', 'statement', 'said']\n",
      "Final Preprocessed Text: suspect islam insurg kill peopl attack near ltbgtltbgt suspect islam milit kill peopl predawn attack south algerian capit saturday offici statement said\n",
      "\n",
      "Original Text: Sept. 11 DVDs Present Nation in Mourning LOS ANGELES - One film provides a positive message of unity. Another dramatizes the president's difficult days...\n",
      "Lowercased Text: sept. 11 dvds present nation in mourning los angeles - one film provides a positive message of unity. another dramatizes the president's difficult days...\n",
      "Removed URLs: sept. 11 dvds present nation in mourning los angeles - one film provides a positive message of unity. another dramatizes the president's difficult days...\n",
      "Removed HTML Tags: sept. 11 dvds present nation in mourning los angeles - one film provides a positive message of unity. another dramatizes the president's difficult days...\n",
      "Removed Special Characters: sept  dvds present nation in mourning los angeles  one film provides a positive message of unity another dramatizes the presidents difficult days\n",
      "Tokens: ['sept', 'dvds', 'present', 'nation', 'in', 'mourning', 'los', 'angeles', 'one', 'film', 'provides', 'a', 'positive', 'message', 'of', 'unity', 'another', 'dramatizes', 'the', 'presidents', 'difficult', 'days']\n",
      "Removed Stopwords: ['sept', 'dvds', 'present', 'nation', 'mourning', 'los', 'angeles', 'one', 'film', 'provides', 'positive', 'message', 'unity', 'another', 'dramatizes', 'presidents', 'difficult', 'days']\n",
      "Stemmed Tokens: ['sept', 'dvd', 'present', 'nation', 'mourn', 'lo', 'angel', 'one', 'film', 'provid', 'posit', 'messag', 'uniti', 'anoth', 'dramat', 'presid', 'difficult', 'day']\n",
      "Final Preprocessed Text: sept dvd present nation mourn lo angel one film provid posit messag uniti anoth dramat presid difficult day\n",
      "\n",
      "Original Text: 8 Terror Suspects Appear in British Court LONDON - Eight suspects, including a man identified by the United States as a senior al-Qaida figure, appeared in a London court under heavy guard Wednesday as police investigated their alleged plot to commit murder and to cause mayhem with chemical, biological or radioactive materials.    A prosecutor also said police were searching about 100 computers and thousands of files, suggesting a protracted investigation that could produce more charges against the suspects, who were seized in raids across England two weeks ago...\n",
      "Lowercased Text: 8 terror suspects appear in british court london - eight suspects, including a man identified by the united states as a senior al-qaida figure, appeared in a london court under heavy guard wednesday as police investigated their alleged plot to commit murder and to cause mayhem with chemical, biological or radioactive materials.    a prosecutor also said police were searching about 100 computers and thousands of files, suggesting a protracted investigation that could produce more charges against the suspects, who were seized in raids across england two weeks ago...\n",
      "Removed URLs: 8 terror suspects appear in british court london - eight suspects, including a man identified by the united states as a senior al-qaida figure, appeared in a london court under heavy guard wednesday as police investigated their alleged plot to commit murder and to cause mayhem with chemical, biological or radioactive materials.    a prosecutor also said police were searching about 100 computers and thousands of files, suggesting a protracted investigation that could produce more charges against the suspects, who were seized in raids across england two weeks ago...\n",
      "Removed HTML Tags: 8 terror suspects appear in british court london - eight suspects, including a man identified by the united states as a senior al-qaida figure, appeared in a london court under heavy guard wednesday as police investigated their alleged plot to commit murder and to cause mayhem with chemical, biological or radioactive materials.    a prosecutor also said police were searching about 100 computers and thousands of files, suggesting a protracted investigation that could produce more charges against the suspects, who were seized in raids across england two weeks ago...\n",
      "Removed Special Characters:  terror suspects appear in british court london  eight suspects including a man identified by the united states as a senior alqaida figure appeared in a london court under heavy guard wednesday as police investigated their alleged plot to commit murder and to cause mayhem with chemical biological or radioactive materials    a prosecutor also said police were searching about  computers and thousands of files suggesting a protracted investigation that could produce more charges against the suspects who were seized in raids across england two weeks ago\n",
      "Tokens: ['terror', 'suspects', 'appear', 'in', 'british', 'court', 'london', 'eight', 'suspects', 'including', 'a', 'man', 'identified', 'by', 'the', 'united', 'states', 'as', 'a', 'senior', 'alqaida', 'figure', 'appeared', 'in', 'a', 'london', 'court', 'under', 'heavy', 'guard', 'wednesday', 'as', 'police', 'investigated', 'their', 'alleged', 'plot', 'to', 'commit', 'murder', 'and', 'to', 'cause', 'mayhem', 'with', 'chemical', 'biological', 'or', 'radioactive', 'materials', 'a', 'prosecutor', 'also', 'said', 'police', 'were', 'searching', 'about', 'computers', 'and', 'thousands', 'of', 'files', 'suggesting', 'a', 'protracted', 'investigation', 'that', 'could', 'produce', 'more', 'charges', 'against', 'the', 'suspects', 'who', 'were', 'seized', 'in', 'raids', 'across', 'england', 'two', 'weeks', 'ago']\n",
      "Removed Stopwords: ['terror', 'suspects', 'appear', 'british', 'court', 'london', 'eight', 'suspects', 'including', 'man', 'identified', 'united', 'states', 'senior', 'alqaida', 'figure', 'appeared', 'london', 'court', 'heavy', 'guard', 'wednesday', 'police', 'investigated', 'alleged', 'plot', 'commit', 'murder', 'cause', 'mayhem', 'chemical', 'biological', 'radioactive', 'materials', 'prosecutor', 'also', 'said', 'police', 'searching', 'computers', 'thousands', 'files', 'suggesting', 'protracted', 'investigation', 'could', 'produce', 'charges', 'suspects', 'seized', 'raids', 'across', 'england', 'two', 'weeks', 'ago']\n",
      "Stemmed Tokens: ['terror', 'suspect', 'appear', 'british', 'court', 'london', 'eight', 'suspect', 'includ', 'man', 'identifi', 'unit', 'state', 'senior', 'alqaida', 'figur', 'appear', 'london', 'court', 'heavi', 'guard', 'wednesday', 'polic', 'investig', 'alleg', 'plot', 'commit', 'murder', 'caus', 'mayhem', 'chemic', 'biolog', 'radioact', 'materi', 'prosecutor', 'also', 'said', 'polic', 'search', 'comput', 'thousand', 'file', 'suggest', 'protract', 'investig', 'could', 'produc', 'charg', 'suspect', 'seiz', 'raid', 'across', 'england', 'two', 'week', 'ago']\n",
      "Final Preprocessed Text: terror suspect appear british court london eight suspect includ man identifi unit state senior alqaida figur appear london court heavi guard wednesday polic investig alleg plot commit murder caus mayhem chemic biolog radioact materi prosecutor also said polic search comput thousand file suggest protract investig could produc charg suspect seiz raid across england two week ago\n",
      "\n",
      "Original Text: Forces Boost Urged to Halt Darfur Killings Calls for the deployment of substantial African forces to Sudan to end the slaughter in Darfur were agreed by Liberal Democrats today.\n",
      "Lowercased Text: forces boost urged to halt darfur killings calls for the deployment of substantial african forces to sudan to end the slaughter in darfur were agreed by liberal democrats today.\n",
      "Removed URLs: forces boost urged to halt darfur killings calls for the deployment of substantial african forces to sudan to end the slaughter in darfur were agreed by liberal democrats today.\n",
      "Removed HTML Tags: forces boost urged to halt darfur killings calls for the deployment of substantial african forces to sudan to end the slaughter in darfur were agreed by liberal democrats today.\n",
      "Removed Special Characters: forces boost urged to halt darfur killings calls for the deployment of substantial african forces to sudan to end the slaughter in darfur were agreed by liberal democrats today\n",
      "Tokens: ['forces', 'boost', 'urged', 'to', 'halt', 'darfur', 'killings', 'calls', 'for', 'the', 'deployment', 'of', 'substantial', 'african', 'forces', 'to', 'sudan', 'to', 'end', 'the', 'slaughter', 'in', 'darfur', 'were', 'agreed', 'by', 'liberal', 'democrats', 'today']\n",
      "Removed Stopwords: ['forces', 'boost', 'urged', 'halt', 'darfur', 'killings', 'calls', 'deployment', 'substantial', 'african', 'forces', 'sudan', 'end', 'slaughter', 'darfur', 'agreed', 'liberal', 'democrats', 'today']\n",
      "Stemmed Tokens: ['forc', 'boost', 'urg', 'halt', 'darfur', 'kill', 'call', 'deploy', 'substanti', 'african', 'forc', 'sudan', 'end', 'slaughter', 'darfur', 'agre', 'liber', 'democrat', 'today']\n",
      "Final Preprocessed Text: forc boost urg halt darfur kill call deploy substanti african forc sudan end slaughter darfur agre liber democrat today\n",
      "\n",
      "Original Text: 14 arrested for anti-government rallies in Jeddah and Riyadh JEDDAH/RIYADH: Security forces detained about 14 people on Thursday in Saudi Arabias main cities of Jeddah and Riyadh, deploying in force to confront demonstrations called by a dissident Islamist group against the strictly conservative regime.\n",
      "Lowercased Text: 14 arrested for anti-government rallies in jeddah and riyadh jeddah/riyadh: security forces detained about 14 people on thursday in saudi arabias main cities of jeddah and riyadh, deploying in force to confront demonstrations called by a dissident islamist group against the strictly conservative regime.\n",
      "Removed URLs: 14 arrested for anti-government rallies in jeddah and riyadh jeddah/riyadh: security forces detained about 14 people on thursday in saudi arabias main cities of jeddah and riyadh, deploying in force to confront demonstrations called by a dissident islamist group against the strictly conservative regime.\n",
      "Removed HTML Tags: 14 arrested for anti-government rallies in jeddah and riyadh jeddah/riyadh: security forces detained about 14 people on thursday in saudi arabias main cities of jeddah and riyadh, deploying in force to confront demonstrations called by a dissident islamist group against the strictly conservative regime.\n",
      "Removed Special Characters:  arrested for antigovernment rallies in jeddah and riyadh jeddahriyadh security forces detained about  people on thursday in saudi arabias main cities of jeddah and riyadh deploying in force to confront demonstrations called by a dissident islamist group against the strictly conservative regime\n",
      "Tokens: ['arrested', 'for', 'antigovernment', 'rallies', 'in', 'jeddah', 'and', 'riyadh', 'jeddahriyadh', 'security', 'forces', 'detained', 'about', 'people', 'on', 'thursday', 'in', 'saudi', 'arabias', 'main', 'cities', 'of', 'jeddah', 'and', 'riyadh', 'deploying', 'in', 'force', 'to', 'confront', 'demonstrations', 'called', 'by', 'a', 'dissident', 'islamist', 'group', 'against', 'the', 'strictly', 'conservative', 'regime']\n",
      "Removed Stopwords: ['arrested', 'antigovernment', 'rallies', 'jeddah', 'riyadh', 'jeddahriyadh', 'security', 'forces', 'detained', 'people', 'thursday', 'saudi', 'arabias', 'main', 'cities', 'jeddah', 'riyadh', 'deploying', 'force', 'confront', 'demonstrations', 'called', 'dissident', 'islamist', 'group', 'strictly', 'conservative', 'regime']\n",
      "Stemmed Tokens: ['arrest', 'antigovern', 'ralli', 'jeddah', 'riyadh', 'jeddahriyadh', 'secur', 'forc', 'detain', 'peopl', 'thursday', 'saudi', 'arabia', 'main', 'citi', 'jeddah', 'riyadh', 'deploy', 'forc', 'confront', 'demonstr', 'call', 'dissid', 'islamist', 'group', 'strictli', 'conserv', 'regim']\n",
      "Final Preprocessed Text: arrest antigovern ralli jeddah riyadh jeddahriyadh secur forc detain peopl thursday saudi arabia main citi jeddah riyadh deploy forc confront demonstr call dissid islamist group strictli conserv regim\n",
      "\n",
      "Original Text: Security tightened in Madhya Pradesh #39;s Chambal belt Security has been tightened and alert sounded in entire Chambal belt of Madhya Pradesh on Saturday following massacre of 13 villagers by the dreaded Gadaria dacoit gang, while authorities were discussing new strategies to check the gang #39;s activities.\n",
      "Lowercased Text: security tightened in madhya pradesh #39;s chambal belt security has been tightened and alert sounded in entire chambal belt of madhya pradesh on saturday following massacre of 13 villagers by the dreaded gadaria dacoit gang, while authorities were discussing new strategies to check the gang #39;s activities.\n",
      "Removed URLs: security tightened in madhya pradesh #39;s chambal belt security has been tightened and alert sounded in entire chambal belt of madhya pradesh on saturday following massacre of 13 villagers by the dreaded gadaria dacoit gang, while authorities were discussing new strategies to check the gang #39;s activities.\n",
      "Removed HTML Tags: security tightened in madhya pradesh #39;s chambal belt security has been tightened and alert sounded in entire chambal belt of madhya pradesh on saturday following massacre of 13 villagers by the dreaded gadaria dacoit gang, while authorities were discussing new strategies to check the gang #39;s activities.\n",
      "Removed Special Characters: security tightened in madhya pradesh s chambal belt security has been tightened and alert sounded in entire chambal belt of madhya pradesh on saturday following massacre of  villagers by the dreaded gadaria dacoit gang while authorities were discussing new strategies to check the gang s activities\n",
      "Tokens: ['security', 'tightened', 'in', 'madhya', 'pradesh', 's', 'chambal', 'belt', 'security', 'has', 'been', 'tightened', 'and', 'alert', 'sounded', 'in', 'entire', 'chambal', 'belt', 'of', 'madhya', 'pradesh', 'on', 'saturday', 'following', 'massacre', 'of', 'villagers', 'by', 'the', 'dreaded', 'gadaria', 'dacoit', 'gang', 'while', 'authorities', 'were', 'discussing', 'new', 'strategies', 'to', 'check', 'the', 'gang', 's', 'activities']\n",
      "Removed Stopwords: ['security', 'tightened', 'madhya', 'pradesh', 'chambal', 'belt', 'security', 'tightened', 'alert', 'sounded', 'entire', 'chambal', 'belt', 'madhya', 'pradesh', 'saturday', 'following', 'massacre', 'villagers', 'dreaded', 'gadaria', 'dacoit', 'gang', 'authorities', 'discussing', 'new', 'strategies', 'check', 'gang', 'activities']\n",
      "Stemmed Tokens: ['secur', 'tighten', 'madhya', 'pradesh', 'chambal', 'belt', 'secur', 'tighten', 'alert', 'sound', 'entir', 'chambal', 'belt', 'madhya', 'pradesh', 'saturday', 'follow', 'massacr', 'villag', 'dread', 'gadaria', 'dacoit', 'gang', 'author', 'discuss', 'new', 'strategi', 'check', 'gang', 'activ']\n",
      "Final Preprocessed Text: secur tighten madhya pradesh chambal belt secur tighten alert sound entir chambal belt madhya pradesh saturday follow massacr villag dread gadaria dacoit gang author discuss new strategi check gang activ\n",
      "\n",
      "Original Text: Acquittal of Iran nuclear programme qualified The United Nations (UN) has said on Monday that, as far as it knows, Iran had not diverted any nuclear materials to a weapons programme - a verdict diplomats said undermined the \n",
      "Lowercased Text: acquittal of iran nuclear programme qualified the united nations (un) has said on monday that, as far as it knows, iran had not diverted any nuclear materials to a weapons programme - a verdict diplomats said undermined the \n",
      "Removed URLs: acquittal of iran nuclear programme qualified the united nations (un) has said on monday that, as far as it knows, iran had not diverted any nuclear materials to a weapons programme - a verdict diplomats said undermined the \n",
      "Removed HTML Tags: acquittal of iran nuclear programme qualified the united nations (un) has said on monday that, as far as it knows, iran had not diverted any nuclear materials to a weapons programme - a verdict diplomats said undermined the \n",
      "Removed Special Characters: acquittal of iran nuclear programme qualified the united nations un has said on monday that as far as it knows iran had not diverted any nuclear materials to a weapons programme  a verdict diplomats said undermined the \n",
      "Tokens: ['acquittal', 'of', 'iran', 'nuclear', 'programme', 'qualified', 'the', 'united', 'nations', 'un', 'has', 'said', 'on', 'monday', 'that', 'as', 'far', 'as', 'it', 'knows', 'iran', 'had', 'not', 'diverted', 'any', 'nuclear', 'materials', 'to', 'a', 'weapons', 'programme', 'a', 'verdict', 'diplomats', 'said', 'undermined', 'the']\n",
      "Removed Stopwords: ['acquittal', 'iran', 'nuclear', 'programme', 'qualified', 'united', 'nations', 'un', 'said', 'monday', 'far', 'knows', 'iran', 'diverted', 'nuclear', 'materials', 'weapons', 'programme', 'verdict', 'diplomats', 'said', 'undermined']\n",
      "Stemmed Tokens: ['acquitt', 'iran', 'nuclear', 'programm', 'qualifi', 'unit', 'nation', 'un', 'said', 'monday', 'far', 'know', 'iran', 'divert', 'nuclear', 'materi', 'weapon', 'programm', 'verdict', 'diplomat', 'said', 'undermin']\n",
      "Final Preprocessed Text: acquitt iran nuclear programm qualifi unit nation un said monday far know iran divert nuclear materi weapon programm verdict diplomat said undermin\n",
      "\n",
      "Original Text: ASEAN eyes European model Vientiane (AsiaNews/Agencies) - This morning the Conference of the Association of South-East Asian Nations (ASEAN) opened in Vientiane, Laos.\n",
      "Lowercased Text: asean eyes european model vientiane (asianews/agencies) - this morning the conference of the association of south-east asian nations (asean) opened in vientiane, laos.\n",
      "Removed URLs: asean eyes european model vientiane (asianews/agencies) - this morning the conference of the association of south-east asian nations (asean) opened in vientiane, laos.\n",
      "Removed HTML Tags: asean eyes european model vientiane (asianews/agencies) - this morning the conference of the association of south-east asian nations (asean) opened in vientiane, laos.\n",
      "Removed Special Characters: asean eyes european model vientiane asianewsagencies  this morning the conference of the association of southeast asian nations asean opened in vientiane laos\n",
      "Tokens: ['asean', 'eyes', 'european', 'model', 'vientiane', 'asianewsagencies', 'this', 'morning', 'the', 'conference', 'of', 'the', 'association', 'of', 'southeast', 'asian', 'nations', 'asean', 'opened', 'in', 'vientiane', 'laos']\n",
      "Removed Stopwords: ['asean', 'eyes', 'european', 'model', 'vientiane', 'asianewsagencies', 'morning', 'conference', 'association', 'southeast', 'asian', 'nations', 'asean', 'opened', 'vientiane', 'laos']\n",
      "Stemmed Tokens: ['asean', 'eye', 'european', 'model', 'vientian', 'asianewsag', 'morn', 'confer', 'associ', 'southeast', 'asian', 'nation', 'asean', 'open', 'vientian', 'lao']\n",
      "Final Preprocessed Text: asean eye european model vientian asianewsag morn confer associ southeast asian nation asean open vientian lao\n",
      "\n",
      "Original Text: Strong Quake, Aftershocks Hit Japan; at Least 6 Dead  TOKAMACHI, Japan (Reuters) - A powerful earthquake and  strong aftershocks rocked northern Japan, killing at least six  people, injuring more than 500 while knocking out power and  phone services and forcing thousands to evacuate, media said.\n",
      "Lowercased Text: strong quake, aftershocks hit japan; at least 6 dead  tokamachi, japan (reuters) - a powerful earthquake and  strong aftershocks rocked northern japan, killing at least six  people, injuring more than 500 while knocking out power and  phone services and forcing thousands to evacuate, media said.\n",
      "Removed URLs: strong quake, aftershocks hit japan; at least 6 dead  tokamachi, japan (reuters) - a powerful earthquake and  strong aftershocks rocked northern japan, killing at least six  people, injuring more than 500 while knocking out power and  phone services and forcing thousands to evacuate, media said.\n",
      "Removed HTML Tags: strong quake, aftershocks hit japan; at least 6 dead  tokamachi, japan (reuters) - a powerful earthquake and  strong aftershocks rocked northern japan, killing at least six  people, injuring more than 500 while knocking out power and  phone services and forcing thousands to evacuate, media said.\n",
      "Removed Special Characters: strong quake aftershocks hit japan at least  dead  tokamachi japan reuters  a powerful earthquake and  strong aftershocks rocked northern japan killing at least six  people injuring more than  while knocking out power and  phone services and forcing thousands to evacuate media said\n",
      "Tokens: ['strong', 'quake', 'aftershocks', 'hit', 'japan', 'at', 'least', 'dead', 'tokamachi', 'japan', 'reuters', 'a', 'powerful', 'earthquake', 'and', 'strong', 'aftershocks', 'rocked', 'northern', 'japan', 'killing', 'at', 'least', 'six', 'people', 'injuring', 'more', 'than', 'while', 'knocking', 'out', 'power', 'and', 'phone', 'services', 'and', 'forcing', 'thousands', 'to', 'evacuate', 'media', 'said']\n",
      "Removed Stopwords: ['strong', 'quake', 'aftershocks', 'hit', 'japan', 'least', 'dead', 'tokamachi', 'japan', 'reuters', 'powerful', 'earthquake', 'strong', 'aftershocks', 'rocked', 'northern', 'japan', 'killing', 'least', 'six', 'people', 'injuring', 'knocking', 'power', 'phone', 'services', 'forcing', 'thousands', 'evacuate', 'media', 'said']\n",
      "Stemmed Tokens: ['strong', 'quak', 'aftershock', 'hit', 'japan', 'least', 'dead', 'tokamachi', 'japan', 'reuter', 'power', 'earthquak', 'strong', 'aftershock', 'rock', 'northern', 'japan', 'kill', 'least', 'six', 'peopl', 'injur', 'knock', 'power', 'phone', 'servic', 'forc', 'thousand', 'evacu', 'media', 'said']\n",
      "Final Preprocessed Text: strong quak aftershock hit japan least dead tokamachi japan reuter power earthquak strong aftershock rock northern japan kill least six peopl injur knock power phone servic forc thousand evacu media said\n",
      "\n",
      "Original Text: Conference Urges Iraq To Involve Opposition Representatives of two dozen nations and international organizations attending a conference on the future of Iraq pressed the country's interim government Tuesday to work harder to encourage opposition forces to participate in elections scheduled for January.\n",
      "Lowercased Text: conference urges iraq to involve opposition representatives of two dozen nations and international organizations attending a conference on the future of iraq pressed the country's interim government tuesday to work harder to encourage opposition forces to participate in elections scheduled for january.\n",
      "Removed URLs: conference urges iraq to involve opposition representatives of two dozen nations and international organizations attending a conference on the future of iraq pressed the country's interim government tuesday to work harder to encourage opposition forces to participate in elections scheduled for january.\n",
      "Removed HTML Tags: conference urges iraq to involve opposition representatives of two dozen nations and international organizations attending a conference on the future of iraq pressed the country's interim government tuesday to work harder to encourage opposition forces to participate in elections scheduled for january.\n",
      "Removed Special Characters: conference urges iraq to involve opposition representatives of two dozen nations and international organizations attending a conference on the future of iraq pressed the countrys interim government tuesday to work harder to encourage opposition forces to participate in elections scheduled for january\n",
      "Tokens: ['conference', 'urges', 'iraq', 'to', 'involve', 'opposition', 'representatives', 'of', 'two', 'dozen', 'nations', 'and', 'international', 'organizations', 'attending', 'a', 'conference', 'on', 'the', 'future', 'of', 'iraq', 'pressed', 'the', 'countrys', 'interim', 'government', 'tuesday', 'to', 'work', 'harder', 'to', 'encourage', 'opposition', 'forces', 'to', 'participate', 'in', 'elections', 'scheduled', 'for', 'january']\n",
      "Removed Stopwords: ['conference', 'urges', 'iraq', 'involve', 'opposition', 'representatives', 'two', 'dozen', 'nations', 'international', 'organizations', 'attending', 'conference', 'future', 'iraq', 'pressed', 'countrys', 'interim', 'government', 'tuesday', 'work', 'harder', 'encourage', 'opposition', 'forces', 'participate', 'elections', 'scheduled', 'january']\n",
      "Stemmed Tokens: ['confer', 'urg', 'iraq', 'involv', 'opposit', 'repres', 'two', 'dozen', 'nation', 'intern', 'organ', 'attend', 'confer', 'futur', 'iraq', 'press', 'countri', 'interim', 'govern', 'tuesday', 'work', 'harder', 'encourag', 'opposit', 'forc', 'particip', 'elect', 'schedul', 'januari']\n",
      "Final Preprocessed Text: confer urg iraq involv opposit repres two dozen nation intern organ attend confer futur iraq press countri interim govern tuesday work harder encourag opposit forc particip elect schedul januari\n",
      "\n",
      "Original Text: ETA lets off small bombs in seven Spanish cities On the anniversary of the Spanish Constitution yesterday ETA let off seven small explosive devices in as many Spanish cities. The blasts took place almost simultaneously at around 13.30 hours in Santillana \n",
      "Lowercased Text: eta lets off small bombs in seven spanish cities on the anniversary of the spanish constitution yesterday eta let off seven small explosive devices in as many spanish cities. the blasts took place almost simultaneously at around 13.30 hours in santillana \n",
      "Removed URLs: eta lets off small bombs in seven spanish cities on the anniversary of the spanish constitution yesterday eta let off seven small explosive devices in as many spanish cities. the blasts took place almost simultaneously at around 13.30 hours in santillana \n",
      "Removed HTML Tags: eta lets off small bombs in seven spanish cities on the anniversary of the spanish constitution yesterday eta let off seven small explosive devices in as many spanish cities. the blasts took place almost simultaneously at around 13.30 hours in santillana \n",
      "Removed Special Characters: eta lets off small bombs in seven spanish cities on the anniversary of the spanish constitution yesterday eta let off seven small explosive devices in as many spanish cities the blasts took place almost simultaneously at around  hours in santillana \n",
      "Tokens: ['eta', 'lets', 'off', 'small', 'bombs', 'in', 'seven', 'spanish', 'cities', 'on', 'the', 'anniversary', 'of', 'the', 'spanish', 'constitution', 'yesterday', 'eta', 'let', 'off', 'seven', 'small', 'explosive', 'devices', 'in', 'as', 'many', 'spanish', 'cities', 'the', 'blasts', 'took', 'place', 'almost', 'simultaneously', 'at', 'around', 'hours', 'in', 'santillana']\n",
      "Removed Stopwords: ['eta', 'lets', 'small', 'bombs', 'seven', 'spanish', 'cities', 'anniversary', 'spanish', 'constitution', 'yesterday', 'eta', 'let', 'seven', 'small', 'explosive', 'devices', 'many', 'spanish', 'cities', 'blasts', 'took', 'place', 'almost', 'simultaneously', 'around', 'hours', 'santillana']\n",
      "Stemmed Tokens: ['eta', 'let', 'small', 'bomb', 'seven', 'spanish', 'citi', 'anniversari', 'spanish', 'constitut', 'yesterday', 'eta', 'let', 'seven', 'small', 'explos', 'devic', 'mani', 'spanish', 'citi', 'blast', 'took', 'place', 'almost', 'simultan', 'around', 'hour', 'santillana']\n",
      "Final Preprocessed Text: eta let small bomb seven spanish citi anniversari spanish constitut yesterday eta let seven small explos devic mani spanish citi blast took place almost simultan around hour santillana\n",
      "\n",
      "Original Text: Pardon request draws Chechens #39; ire MOSCOW - Amid rising ethnic tensions in the North Caucasus, thousands on Tuesday took to the streets of Grozny, the Chechen capital, to protest the proposed pardon of a Russian army colonel who murdered a young Chechen woman.\n",
      "Lowercased Text: pardon request draws chechens #39; ire moscow - amid rising ethnic tensions in the north caucasus, thousands on tuesday took to the streets of grozny, the chechen capital, to protest the proposed pardon of a russian army colonel who murdered a young chechen woman.\n",
      "Removed URLs: pardon request draws chechens #39; ire moscow - amid rising ethnic tensions in the north caucasus, thousands on tuesday took to the streets of grozny, the chechen capital, to protest the proposed pardon of a russian army colonel who murdered a young chechen woman.\n",
      "Removed HTML Tags: pardon request draws chechens #39; ire moscow - amid rising ethnic tensions in the north caucasus, thousands on tuesday took to the streets of grozny, the chechen capital, to protest the proposed pardon of a russian army colonel who murdered a young chechen woman.\n",
      "Removed Special Characters: pardon request draws chechens  ire moscow  amid rising ethnic tensions in the north caucasus thousands on tuesday took to the streets of grozny the chechen capital to protest the proposed pardon of a russian army colonel who murdered a young chechen woman\n",
      "Tokens: ['pardon', 'request', 'draws', 'chechens', 'ire', 'moscow', 'amid', 'rising', 'ethnic', 'tensions', 'in', 'the', 'north', 'caucasus', 'thousands', 'on', 'tuesday', 'took', 'to', 'the', 'streets', 'of', 'grozny', 'the', 'chechen', 'capital', 'to', 'protest', 'the', 'proposed', 'pardon', 'of', 'a', 'russian', 'army', 'colonel', 'who', 'murdered', 'a', 'young', 'chechen', 'woman']\n",
      "Removed Stopwords: ['pardon', 'request', 'draws', 'chechens', 'ire', 'moscow', 'amid', 'rising', 'ethnic', 'tensions', 'north', 'caucasus', 'thousands', 'tuesday', 'took', 'streets', 'grozny', 'chechen', 'capital', 'protest', 'proposed', 'pardon', 'russian', 'army', 'colonel', 'murdered', 'young', 'chechen', 'woman']\n",
      "Stemmed Tokens: ['pardon', 'request', 'draw', 'chechen', 'ire', 'moscow', 'amid', 'rise', 'ethnic', 'tension', 'north', 'caucasu', 'thousand', 'tuesday', 'took', 'street', 'grozni', 'chechen', 'capit', 'protest', 'propos', 'pardon', 'russian', 'armi', 'colonel', 'murder', 'young', 'chechen', 'woman']\n",
      "Final Preprocessed Text: pardon request draw chechen ire moscow amid rise ethnic tension north caucasu thousand tuesday took street grozni chechen capit protest propos pardon russian armi colonel murder young chechen woman\n",
      "\n",
      "Original Text: Bill Overhauling Intelligence Faces Uncertain Fate in Senate The Senate opened a floor debate today and moved toward a final vote on a bill endorsed by 9/11 commission leaders.\n",
      "Lowercased Text: bill overhauling intelligence faces uncertain fate in senate the senate opened a floor debate today and moved toward a final vote on a bill endorsed by 9/11 commission leaders.\n",
      "Removed URLs: bill overhauling intelligence faces uncertain fate in senate the senate opened a floor debate today and moved toward a final vote on a bill endorsed by 9/11 commission leaders.\n",
      "Removed HTML Tags: bill overhauling intelligence faces uncertain fate in senate the senate opened a floor debate today and moved toward a final vote on a bill endorsed by 9/11 commission leaders.\n",
      "Removed Special Characters: bill overhauling intelligence faces uncertain fate in senate the senate opened a floor debate today and moved toward a final vote on a bill endorsed by  commission leaders\n",
      "Tokens: ['bill', 'overhauling', 'intelligence', 'faces', 'uncertain', 'fate', 'in', 'senate', 'the', 'senate', 'opened', 'a', 'floor', 'debate', 'today', 'and', 'moved', 'toward', 'a', 'final', 'vote', 'on', 'a', 'bill', 'endorsed', 'by', 'commission', 'leaders']\n",
      "Removed Stopwords: ['bill', 'overhauling', 'intelligence', 'faces', 'uncertain', 'fate', 'senate', 'senate', 'opened', 'floor', 'debate', 'today', 'moved', 'toward', 'final', 'vote', 'bill', 'endorsed', 'commission', 'leaders']\n",
      "Stemmed Tokens: ['bill', 'overhaul', 'intellig', 'face', 'uncertain', 'fate', 'senat', 'senat', 'open', 'floor', 'debat', 'today', 'move', 'toward', 'final', 'vote', 'bill', 'endors', 'commiss', 'leader']\n",
      "Final Preprocessed Text: bill overhaul intellig face uncertain fate senat senat open floor debat today move toward final vote bill endors commiss leader\n",
      "\n",
      "Original Text: New Vote of Confidence in European Parliament Tomorrow The European Parliament (EP) will hold a vote of confidence in the new members of the European Union (EU) Commission led by Jose Manuel Barroso tomorrow.\n",
      "Lowercased Text: new vote of confidence in european parliament tomorrow the european parliament (ep) will hold a vote of confidence in the new members of the european union (eu) commission led by jose manuel barroso tomorrow.\n",
      "Removed URLs: new vote of confidence in european parliament tomorrow the european parliament (ep) will hold a vote of confidence in the new members of the european union (eu) commission led by jose manuel barroso tomorrow.\n",
      "Removed HTML Tags: new vote of confidence in european parliament tomorrow the european parliament (ep) will hold a vote of confidence in the new members of the european union (eu) commission led by jose manuel barroso tomorrow.\n",
      "Removed Special Characters: new vote of confidence in european parliament tomorrow the european parliament ep will hold a vote of confidence in the new members of the european union eu commission led by jose manuel barroso tomorrow\n",
      "Tokens: ['new', 'vote', 'of', 'confidence', 'in', 'european', 'parliament', 'tomorrow', 'the', 'european', 'parliament', 'ep', 'will', 'hold', 'a', 'vote', 'of', 'confidence', 'in', 'the', 'new', 'members', 'of', 'the', 'european', 'union', 'eu', 'commission', 'led', 'by', 'jose', 'manuel', 'barroso', 'tomorrow']\n",
      "Removed Stopwords: ['new', 'vote', 'confidence', 'european', 'parliament', 'tomorrow', 'european', 'parliament', 'ep', 'hold', 'vote', 'confidence', 'new', 'members', 'european', 'union', 'eu', 'commission', 'led', 'jose', 'manuel', 'barroso', 'tomorrow']\n",
      "Stemmed Tokens: ['new', 'vote', 'confid', 'european', 'parliament', 'tomorrow', 'european', 'parliament', 'ep', 'hold', 'vote', 'confid', 'new', 'member', 'european', 'union', 'eu', 'commiss', 'led', 'jose', 'manuel', 'barroso', 'tomorrow']\n",
      "Final Preprocessed Text: new vote confid european parliament tomorrow european parliament ep hold vote confid new member european union eu commiss led jose manuel barroso tomorrow\n",
      "\n",
      "Original Text: Allawi sounds note of gravity on war BAGHDAD In his first speech before the interim national assembly here, Prime Minister Ayad Allawi gave a sobering account Tuesday of the threat posed by the insurgency, saying that the country #39;s instability was a  quot;source of worry for many people quot; and that \n",
      "Lowercased Text: allawi sounds note of gravity on war baghdad in his first speech before the interim national assembly here, prime minister ayad allawi gave a sobering account tuesday of the threat posed by the insurgency, saying that the country #39;s instability was a  quot;source of worry for many people quot; and that \n",
      "Removed URLs: allawi sounds note of gravity on war baghdad in his first speech before the interim national assembly here, prime minister ayad allawi gave a sobering account tuesday of the threat posed by the insurgency, saying that the country #39;s instability was a  quot;source of worry for many people quot; and that \n",
      "Removed HTML Tags: allawi sounds note of gravity on war baghdad in his first speech before the interim national assembly here, prime minister ayad allawi gave a sobering account tuesday of the threat posed by the insurgency, saying that the country #39;s instability was a  quot;source of worry for many people quot; and that \n",
      "Removed Special Characters: allawi sounds note of gravity on war baghdad in his first speech before the interim national assembly here prime minister ayad allawi gave a sobering account tuesday of the threat posed by the insurgency saying that the country s instability was a  quotsource of worry for many people quot and that \n",
      "Tokens: ['allawi', 'sounds', 'note', 'of', 'gravity', 'on', 'war', 'baghdad', 'in', 'his', 'first', 'speech', 'before', 'the', 'interim', 'national', 'assembly', 'here', 'prime', 'minister', 'ayad', 'allawi', 'gave', 'a', 'sobering', 'account', 'tuesday', 'of', 'the', 'threat', 'posed', 'by', 'the', 'insurgency', 'saying', 'that', 'the', 'country', 's', 'instability', 'was', 'a', 'quotsource', 'of', 'worry', 'for', 'many', 'people', 'quot', 'and', 'that']\n",
      "Removed Stopwords: ['allawi', 'sounds', 'note', 'gravity', 'war', 'baghdad', 'first', 'speech', 'interim', 'national', 'assembly', 'prime', 'minister', 'ayad', 'allawi', 'gave', 'sobering', 'account', 'tuesday', 'threat', 'posed', 'insurgency', 'saying', 'country', 'instability', 'quotsource', 'worry', 'many', 'people', 'quot']\n",
      "Stemmed Tokens: ['allawi', 'sound', 'note', 'graviti', 'war', 'baghdad', 'first', 'speech', 'interim', 'nation', 'assembl', 'prime', 'minist', 'ayad', 'allawi', 'gave', 'sober', 'account', 'tuesday', 'threat', 'pose', 'insurg', 'say', 'countri', 'instabl', 'quotsourc', 'worri', 'mani', 'peopl', 'quot']\n",
      "Final Preprocessed Text: allawi sound note graviti war baghdad first speech interim nation assembl prime minist ayad allawi gave sober account tuesday threat pose insurg say countri instabl quotsourc worri mani peopl quot\n",
      "\n",
      "Original Text: Sharon #39;s bold move in Gaza Tuesday #39;s vote in the Israeli Knesset in favor of Prime Minister Ariel Sharon #39;s plan for unilateral withdrawal of settlers and soldiers from Gaza was a historic moment in the history of Israel.\n",
      "Lowercased Text: sharon #39;s bold move in gaza tuesday #39;s vote in the israeli knesset in favor of prime minister ariel sharon #39;s plan for unilateral withdrawal of settlers and soldiers from gaza was a historic moment in the history of israel.\n",
      "Removed URLs: sharon #39;s bold move in gaza tuesday #39;s vote in the israeli knesset in favor of prime minister ariel sharon #39;s plan for unilateral withdrawal of settlers and soldiers from gaza was a historic moment in the history of israel.\n",
      "Removed HTML Tags: sharon #39;s bold move in gaza tuesday #39;s vote in the israeli knesset in favor of prime minister ariel sharon #39;s plan for unilateral withdrawal of settlers and soldiers from gaza was a historic moment in the history of israel.\n",
      "Removed Special Characters: sharon s bold move in gaza tuesday s vote in the israeli knesset in favor of prime minister ariel sharon s plan for unilateral withdrawal of settlers and soldiers from gaza was a historic moment in the history of israel\n",
      "Tokens: ['sharon', 's', 'bold', 'move', 'in', 'gaza', 'tuesday', 's', 'vote', 'in', 'the', 'israeli', 'knesset', 'in', 'favor', 'of', 'prime', 'minister', 'ariel', 'sharon', 's', 'plan', 'for', 'unilateral', 'withdrawal', 'of', 'settlers', 'and', 'soldiers', 'from', 'gaza', 'was', 'a', 'historic', 'moment', 'in', 'the', 'history', 'of', 'israel']\n",
      "Removed Stopwords: ['sharon', 'bold', 'move', 'gaza', 'tuesday', 'vote', 'israeli', 'knesset', 'favor', 'prime', 'minister', 'ariel', 'sharon', 'plan', 'unilateral', 'withdrawal', 'settlers', 'soldiers', 'gaza', 'historic', 'moment', 'history', 'israel']\n",
      "Stemmed Tokens: ['sharon', 'bold', 'move', 'gaza', 'tuesday', 'vote', 'isra', 'knesset', 'favor', 'prime', 'minist', 'ariel', 'sharon', 'plan', 'unilater', 'withdraw', 'settler', 'soldier', 'gaza', 'histor', 'moment', 'histori', 'israel']\n",
      "Final Preprocessed Text: sharon bold move gaza tuesday vote isra knesset favor prime minist ariel sharon plan unilater withdraw settler soldier gaza histor moment histori israel\n",
      "\n",
      "Original Text: 'Final Call' for Rebel Iraqi Cleric Shiite Muslim cleric Moqtada Sadr rejected one of the government's two key demands, increasing the prospect of an intensified military attack against his militia.\n",
      "Lowercased Text: 'final call' for rebel iraqi cleric shiite muslim cleric moqtada sadr rejected one of the government's two key demands, increasing the prospect of an intensified military attack against his militia.\n",
      "Removed URLs: 'final call' for rebel iraqi cleric shiite muslim cleric moqtada sadr rejected one of the government's two key demands, increasing the prospect of an intensified military attack against his militia.\n",
      "Removed HTML Tags: 'final call' for rebel iraqi cleric shiite muslim cleric moqtada sadr rejected one of the government's two key demands, increasing the prospect of an intensified military attack against his militia.\n",
      "Removed Special Characters: final call for rebel iraqi cleric shiite muslim cleric moqtada sadr rejected one of the governments two key demands increasing the prospect of an intensified military attack against his militia\n",
      "Tokens: ['final', 'call', 'for', 'rebel', 'iraqi', 'cleric', 'shiite', 'muslim', 'cleric', 'moqtada', 'sadr', 'rejected', 'one', 'of', 'the', 'governments', 'two', 'key', 'demands', 'increasing', 'the', 'prospect', 'of', 'an', 'intensified', 'military', 'attack', 'against', 'his', 'militia']\n",
      "Removed Stopwords: ['final', 'call', 'rebel', 'iraqi', 'cleric', 'shiite', 'muslim', 'cleric', 'moqtada', 'sadr', 'rejected', 'one', 'governments', 'two', 'key', 'demands', 'increasing', 'prospect', 'intensified', 'military', 'attack', 'militia']\n",
      "Stemmed Tokens: ['final', 'call', 'rebel', 'iraqi', 'cleric', 'shiit', 'muslim', 'cleric', 'moqtada', 'sadr', 'reject', 'one', 'govern', 'two', 'key', 'demand', 'increas', 'prospect', 'intensifi', 'militari', 'attack', 'militia']\n",
      "Final Preprocessed Text: final call rebel iraqi cleric shiit muslim cleric moqtada sadr reject one govern two key demand increas prospect intensifi militari attack militia\n",
      "\n",
      "Original Text: Iraqi group threatens to kill missing journalist BAGHDAD - A militant group has released a video saying it kidnapped a missing journalist in Iraq and would kill him unless US forces left Najaf within 48 hours. \n",
      "Lowercased Text: iraqi group threatens to kill missing journalist baghdad - a militant group has released a video saying it kidnapped a missing journalist in iraq and would kill him unless us forces left najaf within 48 hours. \n",
      "Removed URLs: iraqi group threatens to kill missing journalist baghdad - a militant group has released a video saying it kidnapped a missing journalist in iraq and would kill him unless us forces left najaf within 48 hours. \n",
      "Removed HTML Tags: iraqi group threatens to kill missing journalist baghdad - a militant group has released a video saying it kidnapped a missing journalist in iraq and would kill him unless us forces left najaf within 48 hours. \n",
      "Removed Special Characters: iraqi group threatens to kill missing journalist baghdad  a militant group has released a video saying it kidnapped a missing journalist in iraq and would kill him unless us forces left najaf within  hours \n",
      "Tokens: ['iraqi', 'group', 'threatens', 'to', 'kill', 'missing', 'journalist', 'baghdad', 'a', 'militant', 'group', 'has', 'released', 'a', 'video', 'saying', 'it', 'kidnapped', 'a', 'missing', 'journalist', 'in', 'iraq', 'and', 'would', 'kill', 'him', 'unless', 'us', 'forces', 'left', 'najaf', 'within', 'hours']\n",
      "Removed Stopwords: ['iraqi', 'group', 'threatens', 'kill', 'missing', 'journalist', 'baghdad', 'militant', 'group', 'released', 'video', 'saying', 'kidnapped', 'missing', 'journalist', 'iraq', 'would', 'kill', 'unless', 'us', 'forces', 'left', 'najaf', 'within', 'hours']\n",
      "Stemmed Tokens: ['iraqi', 'group', 'threaten', 'kill', 'miss', 'journalist', 'baghdad', 'milit', 'group', 'releas', 'video', 'say', 'kidnap', 'miss', 'journalist', 'iraq', 'would', 'kill', 'unless', 'us', 'forc', 'left', 'najaf', 'within', 'hour']\n",
      "Final Preprocessed Text: iraqi group threaten kill miss journalist baghdad milit group releas video say kidnap miss journalist iraq would kill unless us forc left najaf within hour\n",
      "\n",
      "Original Text: US embassy in Haiti closed to mark day of reflection The US embassy in Haiti was closed on Friday to mark a national call for an end to violence inthe strife-torn country, State Department spokesman Richard Boucher said at a news briefing.\n",
      "Lowercased Text: us embassy in haiti closed to mark day of reflection the us embassy in haiti was closed on friday to mark a national call for an end to violence inthe strife-torn country, state department spokesman richard boucher said at a news briefing.\n",
      "Removed URLs: us embassy in haiti closed to mark day of reflection the us embassy in haiti was closed on friday to mark a national call for an end to violence inthe strife-torn country, state department spokesman richard boucher said at a news briefing.\n",
      "Removed HTML Tags: us embassy in haiti closed to mark day of reflection the us embassy in haiti was closed on friday to mark a national call for an end to violence inthe strife-torn country, state department spokesman richard boucher said at a news briefing.\n",
      "Removed Special Characters: us embassy in haiti closed to mark day of reflection the us embassy in haiti was closed on friday to mark a national call for an end to violence inthe strifetorn country state department spokesman richard boucher said at a news briefing\n",
      "Tokens: ['us', 'embassy', 'in', 'haiti', 'closed', 'to', 'mark', 'day', 'of', 'reflection', 'the', 'us', 'embassy', 'in', 'haiti', 'was', 'closed', 'on', 'friday', 'to', 'mark', 'a', 'national', 'call', 'for', 'an', 'end', 'to', 'violence', 'inthe', 'strifetorn', 'country', 'state', 'department', 'spokesman', 'richard', 'boucher', 'said', 'at', 'a', 'news', 'briefing']\n",
      "Removed Stopwords: ['us', 'embassy', 'haiti', 'closed', 'mark', 'day', 'reflection', 'us', 'embassy', 'haiti', 'closed', 'friday', 'mark', 'national', 'call', 'end', 'violence', 'inthe', 'strifetorn', 'country', 'state', 'department', 'spokesman', 'richard', 'boucher', 'said', 'news', 'briefing']\n",
      "Stemmed Tokens: ['us', 'embassi', 'haiti', 'close', 'mark', 'day', 'reflect', 'us', 'embassi', 'haiti', 'close', 'friday', 'mark', 'nation', 'call', 'end', 'violenc', 'inth', 'strifetorn', 'countri', 'state', 'depart', 'spokesman', 'richard', 'boucher', 'said', 'news', 'brief']\n",
      "Final Preprocessed Text: us embassi haiti close mark day reflect us embassi haiti close friday mark nation call end violenc inth strifetorn countri state depart spokesman richard boucher said news brief\n",
      "\n",
      "Original Text: Queen #39;s visit stirs Anglo-German past The queen, hoping to further reconciliation between Britain and Germany, has urged the two former World War Two foes to learn from history but not be obsessed by the past and to reject national stereotypes.\n",
      "Lowercased Text: queen #39;s visit stirs anglo-german past the queen, hoping to further reconciliation between britain and germany, has urged the two former world war two foes to learn from history but not be obsessed by the past and to reject national stereotypes.\n",
      "Removed URLs: queen #39;s visit stirs anglo-german past the queen, hoping to further reconciliation between britain and germany, has urged the two former world war two foes to learn from history but not be obsessed by the past and to reject national stereotypes.\n",
      "Removed HTML Tags: queen #39;s visit stirs anglo-german past the queen, hoping to further reconciliation between britain and germany, has urged the two former world war two foes to learn from history but not be obsessed by the past and to reject national stereotypes.\n",
      "Removed Special Characters: queen s visit stirs anglogerman past the queen hoping to further reconciliation between britain and germany has urged the two former world war two foes to learn from history but not be obsessed by the past and to reject national stereotypes\n",
      "Tokens: ['queen', 's', 'visit', 'stirs', 'anglogerman', 'past', 'the', 'queen', 'hoping', 'to', 'further', 'reconciliation', 'between', 'britain', 'and', 'germany', 'has', 'urged', 'the', 'two', 'former', 'world', 'war', 'two', 'foes', 'to', 'learn', 'from', 'history', 'but', 'not', 'be', 'obsessed', 'by', 'the', 'past', 'and', 'to', 'reject', 'national', 'stereotypes']\n",
      "Removed Stopwords: ['queen', 'visit', 'stirs', 'anglogerman', 'past', 'queen', 'hoping', 'reconciliation', 'britain', 'germany', 'urged', 'two', 'former', 'world', 'war', 'two', 'foes', 'learn', 'history', 'obsessed', 'past', 'reject', 'national', 'stereotypes']\n",
      "Stemmed Tokens: ['queen', 'visit', 'stir', 'anglogerman', 'past', 'queen', 'hope', 'reconcili', 'britain', 'germani', 'urg', 'two', 'former', 'world', 'war', 'two', 'foe', 'learn', 'histori', 'obsess', 'past', 'reject', 'nation', 'stereotyp']\n",
      "Final Preprocessed Text: queen visit stir anglogerman past queen hope reconcili britain germani urg two former world war two foe learn histori obsess past reject nation stereotyp\n",
      "\n",
      "Original Text: Suicide Bomber Kills 1, Wounds 3 in Jerusalem A female Palestinian suicide bomber blew herself up at a bus stop in Jerusalem on Wednesday, killing one person and seriously wounding at least three others, Israeli authorities said.\n",
      "Lowercased Text: suicide bomber kills 1, wounds 3 in jerusalem a female palestinian suicide bomber blew herself up at a bus stop in jerusalem on wednesday, killing one person and seriously wounding at least three others, israeli authorities said.\n",
      "Removed URLs: suicide bomber kills 1, wounds 3 in jerusalem a female palestinian suicide bomber blew herself up at a bus stop in jerusalem on wednesday, killing one person and seriously wounding at least three others, israeli authorities said.\n",
      "Removed HTML Tags: suicide bomber kills 1, wounds 3 in jerusalem a female palestinian suicide bomber blew herself up at a bus stop in jerusalem on wednesday, killing one person and seriously wounding at least three others, israeli authorities said.\n",
      "Removed Special Characters: suicide bomber kills  wounds  in jerusalem a female palestinian suicide bomber blew herself up at a bus stop in jerusalem on wednesday killing one person and seriously wounding at least three others israeli authorities said\n",
      "Tokens: ['suicide', 'bomber', 'kills', 'wounds', 'in', 'jerusalem', 'a', 'female', 'palestinian', 'suicide', 'bomber', 'blew', 'herself', 'up', 'at', 'a', 'bus', 'stop', 'in', 'jerusalem', 'on', 'wednesday', 'killing', 'one', 'person', 'and', 'seriously', 'wounding', 'at', 'least', 'three', 'others', 'israeli', 'authorities', 'said']\n",
      "Removed Stopwords: ['suicide', 'bomber', 'kills', 'wounds', 'jerusalem', 'female', 'palestinian', 'suicide', 'bomber', 'blew', 'bus', 'stop', 'jerusalem', 'wednesday', 'killing', 'one', 'person', 'seriously', 'wounding', 'least', 'three', 'others', 'israeli', 'authorities', 'said']\n",
      "Stemmed Tokens: ['suicid', 'bomber', 'kill', 'wound', 'jerusalem', 'femal', 'palestinian', 'suicid', 'bomber', 'blew', 'bu', 'stop', 'jerusalem', 'wednesday', 'kill', 'one', 'person', 'serious', 'wound', 'least', 'three', 'other', 'isra', 'author', 'said']\n",
      "Final Preprocessed Text: suicid bomber kill wound jerusalem femal palestinian suicid bomber blew bu stop jerusalem wednesday kill one person serious wound least three other isra author said\n",
      "\n",
      "Original Text: Woman, 79, Accused of Cocaine Smuggling (AP) AP - A 79-year-old woman has been caught attempting to smuggle heroin out of Colombia on a flight to New York, police said Friday.\n",
      "Lowercased Text: woman, 79, accused of cocaine smuggling (ap) ap - a 79-year-old woman has been caught attempting to smuggle heroin out of colombia on a flight to new york, police said friday.\n",
      "Removed URLs: woman, 79, accused of cocaine smuggling (ap) ap - a 79-year-old woman has been caught attempting to smuggle heroin out of colombia on a flight to new york, police said friday.\n",
      "Removed HTML Tags: woman, 79, accused of cocaine smuggling (ap) ap - a 79-year-old woman has been caught attempting to smuggle heroin out of colombia on a flight to new york, police said friday.\n",
      "Removed Special Characters: woman  accused of cocaine smuggling ap ap  a yearold woman has been caught attempting to smuggle heroin out of colombia on a flight to new york police said friday\n",
      "Tokens: ['woman', 'accused', 'of', 'cocaine', 'smuggling', 'ap', 'ap', 'a', 'yearold', 'woman', 'has', 'been', 'caught', 'attempting', 'to', 'smuggle', 'heroin', 'out', 'of', 'colombia', 'on', 'a', 'flight', 'to', 'new', 'york', 'police', 'said', 'friday']\n",
      "Removed Stopwords: ['woman', 'accused', 'cocaine', 'smuggling', 'ap', 'ap', 'yearold', 'woman', 'caught', 'attempting', 'smuggle', 'heroin', 'colombia', 'flight', 'new', 'york', 'police', 'said', 'friday']\n",
      "Stemmed Tokens: ['woman', 'accus', 'cocain', 'smuggl', 'ap', 'ap', 'yearold', 'woman', 'caught', 'attempt', 'smuggl', 'heroin', 'colombia', 'flight', 'new', 'york', 'polic', 'said', 'friday']\n",
      "Final Preprocessed Text: woman accus cocain smuggl ap ap yearold woman caught attempt smuggl heroin colombia flight new york polic said friday\n",
      "\n",
      "Original Text: CBS Says It Can't Vouch for Bush Documents CBS admitted today that it cannot vouch for the authenticity of documents used to support a story that questioned President Bush's National Guard service.\n",
      "Lowercased Text: cbs says it can't vouch for bush documents cbs admitted today that it cannot vouch for the authenticity of documents used to support a story that questioned president bush's national guard service.\n",
      "Removed URLs: cbs says it can't vouch for bush documents cbs admitted today that it cannot vouch for the authenticity of documents used to support a story that questioned president bush's national guard service.\n",
      "Removed HTML Tags: cbs says it can't vouch for bush documents cbs admitted today that it cannot vouch for the authenticity of documents used to support a story that questioned president bush's national guard service.\n",
      "Removed Special Characters: cbs says it cant vouch for bush documents cbs admitted today that it cannot vouch for the authenticity of documents used to support a story that questioned president bushs national guard service\n",
      "Tokens: ['cbs', 'says', 'it', 'cant', 'vouch', 'for', 'bush', 'documents', 'cbs', 'admitted', 'today', 'that', 'it', 'can', 'not', 'vouch', 'for', 'the', 'authenticity', 'of', 'documents', 'used', 'to', 'support', 'a', 'story', 'that', 'questioned', 'president', 'bushs', 'national', 'guard', 'service']\n",
      "Removed Stopwords: ['cbs', 'says', 'cant', 'vouch', 'bush', 'documents', 'cbs', 'admitted', 'today', 'vouch', 'authenticity', 'documents', 'used', 'support', 'story', 'questioned', 'president', 'bushs', 'national', 'guard', 'service']\n",
      "Stemmed Tokens: ['cb', 'say', 'cant', 'vouch', 'bush', 'document', 'cb', 'admit', 'today', 'vouch', 'authent', 'document', 'use', 'support', 'stori', 'question', 'presid', 'bush', 'nation', 'guard', 'servic']\n",
      "Final Preprocessed Text: cb say cant vouch bush document cb admit today vouch authent document use support stori question presid bush nation guard servic\n",
      "\n",
      "Original Text: First black judge joining British High Court Britain appointed its first black High Court judge yesterday and she predicted she would be ''the first of many. quot; The Department for Constitutional Affairs confirmed the appointment of Linda Dobbs, 53, the first black lawyer promoted beyond the ranks of circuit judges, who hear lesser cases. Joining the High Court will give her access to some of the country's most ...\n",
      "Lowercased Text: first black judge joining british high court britain appointed its first black high court judge yesterday and she predicted she would be ''the first of many. quot; the department for constitutional affairs confirmed the appointment of linda dobbs, 53, the first black lawyer promoted beyond the ranks of circuit judges, who hear lesser cases. joining the high court will give her access to some of the country's most ...\n",
      "Removed URLs: first black judge joining british high court britain appointed its first black high court judge yesterday and she predicted she would be ''the first of many. quot; the department for constitutional affairs confirmed the appointment of linda dobbs, 53, the first black lawyer promoted beyond the ranks of circuit judges, who hear lesser cases. joining the high court will give her access to some of the country's most ...\n",
      "Removed HTML Tags: first black judge joining british high court britain appointed its first black high court judge yesterday and she predicted she would be ''the first of many. quot; the department for constitutional affairs confirmed the appointment of linda dobbs, 53, the first black lawyer promoted beyond the ranks of circuit judges, who hear lesser cases. joining the high court will give her access to some of the country's most ...\n",
      "Removed Special Characters: first black judge joining british high court britain appointed its first black high court judge yesterday and she predicted she would be the first of many quot the department for constitutional affairs confirmed the appointment of linda dobbs  the first black lawyer promoted beyond the ranks of circuit judges who hear lesser cases joining the high court will give her access to some of the countrys most \n",
      "Tokens: ['first', 'black', 'judge', 'joining', 'british', 'high', 'court', 'britain', 'appointed', 'its', 'first', 'black', 'high', 'court', 'judge', 'yesterday', 'and', 'she', 'predicted', 'she', 'would', 'be', 'the', 'first', 'of', 'many', 'quot', 'the', 'department', 'for', 'constitutional', 'affairs', 'confirmed', 'the', 'appointment', 'of', 'linda', 'dobbs', 'the', 'first', 'black', 'lawyer', 'promoted', 'beyond', 'the', 'ranks', 'of', 'circuit', 'judges', 'who', 'hear', 'lesser', 'cases', 'joining', 'the', 'high', 'court', 'will', 'give', 'her', 'access', 'to', 'some', 'of', 'the', 'countrys', 'most']\n",
      "Removed Stopwords: ['first', 'black', 'judge', 'joining', 'british', 'high', 'court', 'britain', 'appointed', 'first', 'black', 'high', 'court', 'judge', 'yesterday', 'predicted', 'would', 'first', 'many', 'quot', 'department', 'constitutional', 'affairs', 'confirmed', 'appointment', 'linda', 'dobbs', 'first', 'black', 'lawyer', 'promoted', 'beyond', 'ranks', 'circuit', 'judges', 'hear', 'lesser', 'cases', 'joining', 'high', 'court', 'give', 'access', 'countrys']\n",
      "Stemmed Tokens: ['first', 'black', 'judg', 'join', 'british', 'high', 'court', 'britain', 'appoint', 'first', 'black', 'high', 'court', 'judg', 'yesterday', 'predict', 'would', 'first', 'mani', 'quot', 'depart', 'constitut', 'affair', 'confirm', 'appoint', 'linda', 'dobb', 'first', 'black', 'lawyer', 'promot', 'beyond', 'rank', 'circuit', 'judg', 'hear', 'lesser', 'case', 'join', 'high', 'court', 'give', 'access', 'countri']\n",
      "Final Preprocessed Text: first black judg join british high court britain appoint first black high court judg yesterday predict would first mani quot depart constitut affair confirm appoint linda dobb first black lawyer promot beyond rank circuit judg hear lesser case join high court give access countri\n",
      "\n",
      "Original Text: S.Africa Says Thatcher Must Answer Equatorial Guinea (Reuters) Reuters - Mark Thatcher must\\submit to questioning in a South African court this week over\\charges he was involved in a foiled coup plot in oil-rich\\Equatorial Guinea, the Cape High Court ruled Wednesday.\n",
      "Lowercased Text: s.africa says thatcher must answer equatorial guinea (reuters) reuters - mark thatcher must\\submit to questioning in a south african court this week over\\charges he was involved in a foiled coup plot in oil-rich\\equatorial guinea, the cape high court ruled wednesday.\n",
      "Removed URLs: s.africa says thatcher must answer equatorial guinea (reuters) reuters - mark thatcher must\\submit to questioning in a south african court this week over\\charges he was involved in a foiled coup plot in oil-rich\\equatorial guinea, the cape high court ruled wednesday.\n",
      "Removed HTML Tags: s.africa says thatcher must answer equatorial guinea (reuters) reuters - mark thatcher must\\submit to questioning in a south african court this week over\\charges he was involved in a foiled coup plot in oil-rich\\equatorial guinea, the cape high court ruled wednesday.\n",
      "Removed Special Characters: safrica says thatcher must answer equatorial guinea reuters reuters  mark thatcher mustsubmit to questioning in a south african court this week overcharges he was involved in a foiled coup plot in oilrichequatorial guinea the cape high court ruled wednesday\n",
      "Tokens: ['safrica', 'says', 'thatcher', 'must', 'answer', 'equatorial', 'guinea', 'reuters', 'reuters', 'mark', 'thatcher', 'mustsubmit', 'to', 'questioning', 'in', 'a', 'south', 'african', 'court', 'this', 'week', 'overcharges', 'he', 'was', 'involved', 'in', 'a', 'foiled', 'coup', 'plot', 'in', 'oilrichequatorial', 'guinea', 'the', 'cape', 'high', 'court', 'ruled', 'wednesday']\n",
      "Removed Stopwords: ['safrica', 'says', 'thatcher', 'must', 'answer', 'equatorial', 'guinea', 'reuters', 'reuters', 'mark', 'thatcher', 'mustsubmit', 'questioning', 'south', 'african', 'court', 'week', 'overcharges', 'involved', 'foiled', 'coup', 'plot', 'oilrichequatorial', 'guinea', 'cape', 'high', 'court', 'ruled', 'wednesday']\n",
      "Stemmed Tokens: ['safrica', 'say', 'thatcher', 'must', 'answer', 'equatori', 'guinea', 'reuter', 'reuter', 'mark', 'thatcher', 'mustsubmit', 'question', 'south', 'african', 'court', 'week', 'overcharg', 'involv', 'foil', 'coup', 'plot', 'oilrichequatori', 'guinea', 'cape', 'high', 'court', 'rule', 'wednesday']\n",
      "Final Preprocessed Text: safrica say thatcher must answer equatori guinea reuter reuter mark thatcher mustsubmit question south african court week overcharg involv foil coup plot oilrichequatori guinea cape high court rule wednesday\n",
      "\n",
      "Original Text: EU agrees to membership talks with Turkey HAMISH ROBERTSON: In an historic decision, the leaders of the European Union have agreed to open membership talks with Turkey, after the Turkish Prime Minister pledged to recognise the Greek-Cypriot Government next year.\n",
      "Lowercased Text: eu agrees to membership talks with turkey hamish robertson: in an historic decision, the leaders of the european union have agreed to open membership talks with turkey, after the turkish prime minister pledged to recognise the greek-cypriot government next year.\n",
      "Removed URLs: eu agrees to membership talks with turkey hamish robertson: in an historic decision, the leaders of the european union have agreed to open membership talks with turkey, after the turkish prime minister pledged to recognise the greek-cypriot government next year.\n",
      "Removed HTML Tags: eu agrees to membership talks with turkey hamish robertson: in an historic decision, the leaders of the european union have agreed to open membership talks with turkey, after the turkish prime minister pledged to recognise the greek-cypriot government next year.\n",
      "Removed Special Characters: eu agrees to membership talks with turkey hamish robertson in an historic decision the leaders of the european union have agreed to open membership talks with turkey after the turkish prime minister pledged to recognise the greekcypriot government next year\n",
      "Tokens: ['eu', 'agrees', 'to', 'membership', 'talks', 'with', 'turkey', 'hamish', 'robertson', 'in', 'an', 'historic', 'decision', 'the', 'leaders', 'of', 'the', 'european', 'union', 'have', 'agreed', 'to', 'open', 'membership', 'talks', 'with', 'turkey', 'after', 'the', 'turkish', 'prime', 'minister', 'pledged', 'to', 'recognise', 'the', 'greekcypriot', 'government', 'next', 'year']\n",
      "Removed Stopwords: ['eu', 'agrees', 'membership', 'talks', 'turkey', 'hamish', 'robertson', 'historic', 'decision', 'leaders', 'european', 'union', 'agreed', 'open', 'membership', 'talks', 'turkey', 'turkish', 'prime', 'minister', 'pledged', 'recognise', 'greekcypriot', 'government', 'next', 'year']\n",
      "Stemmed Tokens: ['eu', 'agre', 'membership', 'talk', 'turkey', 'hamish', 'robertson', 'histor', 'decis', 'leader', 'european', 'union', 'agre', 'open', 'membership', 'talk', 'turkey', 'turkish', 'prime', 'minist', 'pledg', 'recognis', 'greekcypriot', 'govern', 'next', 'year']\n",
      "Final Preprocessed Text: eu agre membership talk turkey hamish robertson histor decis leader european union agre open membership talk turkey turkish prime minist pledg recognis greekcypriot govern next year\n",
      "\n",
      "Original Text: Al-Baradai in S Korea The head of the UN nuclear watchdog has said he is aware nuclear experiments South Korea has conducted were small, but noted his agency needs to make sure they will not be repeated.\n",
      "Lowercased Text: al-baradai in s korea the head of the un nuclear watchdog has said he is aware nuclear experiments south korea has conducted were small, but noted his agency needs to make sure they will not be repeated.\n",
      "Removed URLs: al-baradai in s korea the head of the un nuclear watchdog has said he is aware nuclear experiments south korea has conducted were small, but noted his agency needs to make sure they will not be repeated.\n",
      "Removed HTML Tags: al-baradai in s korea the head of the un nuclear watchdog has said he is aware nuclear experiments south korea has conducted were small, but noted his agency needs to make sure they will not be repeated.\n",
      "Removed Special Characters: albaradai in s korea the head of the un nuclear watchdog has said he is aware nuclear experiments south korea has conducted were small but noted his agency needs to make sure they will not be repeated\n",
      "Tokens: ['albaradai', 'in', 's', 'korea', 'the', 'head', 'of', 'the', 'un', 'nuclear', 'watchdog', 'has', 'said', 'he', 'is', 'aware', 'nuclear', 'experiments', 'south', 'korea', 'has', 'conducted', 'were', 'small', 'but', 'noted', 'his', 'agency', 'needs', 'to', 'make', 'sure', 'they', 'will', 'not', 'be', 'repeated']\n",
      "Removed Stopwords: ['albaradai', 'korea', 'head', 'un', 'nuclear', 'watchdog', 'said', 'aware', 'nuclear', 'experiments', 'south', 'korea', 'conducted', 'small', 'noted', 'agency', 'needs', 'make', 'sure', 'repeated']\n",
      "Stemmed Tokens: ['albaradai', 'korea', 'head', 'un', 'nuclear', 'watchdog', 'said', 'awar', 'nuclear', 'experi', 'south', 'korea', 'conduct', 'small', 'note', 'agenc', 'need', 'make', 'sure', 'repeat']\n",
      "Final Preprocessed Text: albaradai korea head un nuclear watchdog said awar nuclear experi south korea conduct small note agenc need make sure repeat\n",
      "\n",
      "Original Text: Ukraine #39;s colors could help tip balance in Romania #39;s tight vote A coincidence that could tip the scales in Romania #39;s tightly fought presidential and parliamentary elections on Sunday is literally the colors used by the two main political parties in their campaign.\n",
      "Lowercased Text: ukraine #39;s colors could help tip balance in romania #39;s tight vote a coincidence that could tip the scales in romania #39;s tightly fought presidential and parliamentary elections on sunday is literally the colors used by the two main political parties in their campaign.\n",
      "Removed URLs: ukraine #39;s colors could help tip balance in romania #39;s tight vote a coincidence that could tip the scales in romania #39;s tightly fought presidential and parliamentary elections on sunday is literally the colors used by the two main political parties in their campaign.\n",
      "Removed HTML Tags: ukraine #39;s colors could help tip balance in romania #39;s tight vote a coincidence that could tip the scales in romania #39;s tightly fought presidential and parliamentary elections on sunday is literally the colors used by the two main political parties in their campaign.\n",
      "Removed Special Characters: ukraine s colors could help tip balance in romania s tight vote a coincidence that could tip the scales in romania s tightly fought presidential and parliamentary elections on sunday is literally the colors used by the two main political parties in their campaign\n",
      "Tokens: ['ukraine', 's', 'colors', 'could', 'help', 'tip', 'balance', 'in', 'romania', 's', 'tight', 'vote', 'a', 'coincidence', 'that', 'could', 'tip', 'the', 'scales', 'in', 'romania', 's', 'tightly', 'fought', 'presidential', 'and', 'parliamentary', 'elections', 'on', 'sunday', 'is', 'literally', 'the', 'colors', 'used', 'by', 'the', 'two', 'main', 'political', 'parties', 'in', 'their', 'campaign']\n",
      "Removed Stopwords: ['ukraine', 'colors', 'could', 'help', 'tip', 'balance', 'romania', 'tight', 'vote', 'coincidence', 'could', 'tip', 'scales', 'romania', 'tightly', 'fought', 'presidential', 'parliamentary', 'elections', 'sunday', 'literally', 'colors', 'used', 'two', 'main', 'political', 'parties', 'campaign']\n",
      "Stemmed Tokens: ['ukrain', 'color', 'could', 'help', 'tip', 'balanc', 'romania', 'tight', 'vote', 'coincid', 'could', 'tip', 'scale', 'romania', 'tightli', 'fought', 'presidenti', 'parliamentari', 'elect', 'sunday', 'liter', 'color', 'use', 'two', 'main', 'polit', 'parti', 'campaign']\n",
      "Final Preprocessed Text: ukrain color could help tip balanc romania tight vote coincid could tip scale romania tightli fought presidenti parliamentari elect sunday liter color use two main polit parti campaign\n",
      "\n",
      "Original Text: Shrugging Off Mutiny, Sharon Rejects Gaza Referendum  JERUSALEM (Reuters) - Israeli leader Ariel Sharon rejected  calls from within his mutinous cabinet Wednesday for a  referendum on leaving Gaza after winning parliament's support  to uproot settlements from land claimed by Palestinians.\n",
      "Lowercased Text: shrugging off mutiny, sharon rejects gaza referendum  jerusalem (reuters) - israeli leader ariel sharon rejected  calls from within his mutinous cabinet wednesday for a  referendum on leaving gaza after winning parliament's support  to uproot settlements from land claimed by palestinians.\n",
      "Removed URLs: shrugging off mutiny, sharon rejects gaza referendum  jerusalem (reuters) - israeli leader ariel sharon rejected  calls from within his mutinous cabinet wednesday for a  referendum on leaving gaza after winning parliament's support  to uproot settlements from land claimed by palestinians.\n",
      "Removed HTML Tags: shrugging off mutiny, sharon rejects gaza referendum  jerusalem (reuters) - israeli leader ariel sharon rejected  calls from within his mutinous cabinet wednesday for a  referendum on leaving gaza after winning parliament's support  to uproot settlements from land claimed by palestinians.\n",
      "Removed Special Characters: shrugging off mutiny sharon rejects gaza referendum  jerusalem reuters  israeli leader ariel sharon rejected  calls from within his mutinous cabinet wednesday for a  referendum on leaving gaza after winning parliaments support  to uproot settlements from land claimed by palestinians\n",
      "Tokens: ['shrugging', 'off', 'mutiny', 'sharon', 'rejects', 'gaza', 'referendum', 'jerusalem', 'reuters', 'israeli', 'leader', 'ariel', 'sharon', 'rejected', 'calls', 'from', 'within', 'his', 'mutinous', 'cabinet', 'wednesday', 'for', 'a', 'referendum', 'on', 'leaving', 'gaza', 'after', 'winning', 'parliaments', 'support', 'to', 'uproot', 'settlements', 'from', 'land', 'claimed', 'by', 'palestinians']\n",
      "Removed Stopwords: ['shrugging', 'mutiny', 'sharon', 'rejects', 'gaza', 'referendum', 'jerusalem', 'reuters', 'israeli', 'leader', 'ariel', 'sharon', 'rejected', 'calls', 'within', 'mutinous', 'cabinet', 'wednesday', 'referendum', 'leaving', 'gaza', 'winning', 'parliaments', 'support', 'uproot', 'settlements', 'land', 'claimed', 'palestinians']\n",
      "Stemmed Tokens: ['shrug', 'mutini', 'sharon', 'reject', 'gaza', 'referendum', 'jerusalem', 'reuter', 'isra', 'leader', 'ariel', 'sharon', 'reject', 'call', 'within', 'mutin', 'cabinet', 'wednesday', 'referendum', 'leav', 'gaza', 'win', 'parliament', 'support', 'uproot', 'settlement', 'land', 'claim', 'palestinian']\n",
      "Final Preprocessed Text: shrug mutini sharon reject gaza referendum jerusalem reuter isra leader ariel sharon reject call within mutin cabinet wednesday referendum leav gaza win parliament support uproot settlement land claim palestinian\n",
      "\n",
      "Original Text: Venezuela Raises Taxes on Orinoco Deals &lt;p&gt;&lt;/p&gt;&lt;p&gt; By Pascal Fletcher&lt;/p&gt;&lt;p&gt; CARACAS, Venezuela (Reuters) - Venezuela on Sunday slappedhigher taxes on foreign oil companies operating in its hugeOrinoco heavy crude belt in what President Hugo Chavez called adrive to tighten sovereign control over petroleum resources.&lt;/p&gt;\n",
      "Lowercased Text: venezuela raises taxes on orinoco deals &lt;p&gt;&lt;/p&gt;&lt;p&gt; by pascal fletcher&lt;/p&gt;&lt;p&gt; caracas, venezuela (reuters) - venezuela on sunday slappedhigher taxes on foreign oil companies operating in its hugeorinoco heavy crude belt in what president hugo chavez called adrive to tighten sovereign control over petroleum resources.&lt;/p&gt;\n",
      "Removed URLs: venezuela raises taxes on orinoco deals &lt;p&gt;&lt;/p&gt;&lt;p&gt; by pascal fletcher&lt;/p&gt;&lt;p&gt; caracas, venezuela (reuters) - venezuela on sunday slappedhigher taxes on foreign oil companies operating in its hugeorinoco heavy crude belt in what president hugo chavez called adrive to tighten sovereign control over petroleum resources.&lt;/p&gt;\n",
      "Removed HTML Tags: venezuela raises taxes on orinoco deals &lt;p&gt;&lt;/p&gt;&lt;p&gt; by pascal fletcher&lt;/p&gt;&lt;p&gt; caracas, venezuela (reuters) - venezuela on sunday slappedhigher taxes on foreign oil companies operating in its hugeorinoco heavy crude belt in what president hugo chavez called adrive to tighten sovereign control over petroleum resources.&lt;/p&gt;\n",
      "Removed Special Characters: venezuela raises taxes on orinoco deals ltpgtltpgtltpgt by pascal fletcherltpgtltpgt caracas venezuela reuters  venezuela on sunday slappedhigher taxes on foreign oil companies operating in its hugeorinoco heavy crude belt in what president hugo chavez called adrive to tighten sovereign control over petroleum resourcesltpgt\n",
      "Tokens: ['venezuela', 'raises', 'taxes', 'on', 'orinoco', 'deals', 'ltpgtltpgtltpgt', 'by', 'pascal', 'fletcherltpgtltpgt', 'caracas', 'venezuela', 'reuters', 'venezuela', 'on', 'sunday', 'slappedhigher', 'taxes', 'on', 'foreign', 'oil', 'companies', 'operating', 'in', 'its', 'hugeorinoco', 'heavy', 'crude', 'belt', 'in', 'what', 'president', 'hugo', 'chavez', 'called', 'adrive', 'to', 'tighten', 'sovereign', 'control', 'over', 'petroleum', 'resourcesltpgt']\n",
      "Removed Stopwords: ['venezuela', 'raises', 'taxes', 'orinoco', 'deals', 'ltpgtltpgtltpgt', 'pascal', 'fletcherltpgtltpgt', 'caracas', 'venezuela', 'reuters', 'venezuela', 'sunday', 'slappedhigher', 'taxes', 'foreign', 'oil', 'companies', 'operating', 'hugeorinoco', 'heavy', 'crude', 'belt', 'president', 'hugo', 'chavez', 'called', 'adrive', 'tighten', 'sovereign', 'control', 'petroleum', 'resourcesltpgt']\n",
      "Stemmed Tokens: ['venezuela', 'rais', 'tax', 'orinoco', 'deal', 'ltpgtltpgtltpgt', 'pascal', 'fletcherltpgtltpgt', 'caraca', 'venezuela', 'reuter', 'venezuela', 'sunday', 'slappedhigh', 'tax', 'foreign', 'oil', 'compani', 'oper', 'hugeorinoco', 'heavi', 'crude', 'belt', 'presid', 'hugo', 'chavez', 'call', 'adriv', 'tighten', 'sovereign', 'control', 'petroleum', 'resourcesltpgt']\n",
      "Final Preprocessed Text: venezuela rais tax orinoco deal ltpgtltpgtltpgt pascal fletcherltpgtltpgt caraca venezuela reuter venezuela sunday slappedhigh tax foreign oil compani oper hugeorinoco heavi crude belt presid hugo chavez call adriv tighten sovereign control petroleum resourcesltpgt\n",
      "\n",
      "Original Text: Kerrys Unilateralism Of all the exchanges in the first presidential debate, at the University of Miami Thursday night, the one I found most perplexing was over the North Korean nuclear issue.\n",
      "Lowercased Text: kerrys unilateralism of all the exchanges in the first presidential debate, at the university of miami thursday night, the one i found most perplexing was over the north korean nuclear issue.\n",
      "Removed URLs: kerrys unilateralism of all the exchanges in the first presidential debate, at the university of miami thursday night, the one i found most perplexing was over the north korean nuclear issue.\n",
      "Removed HTML Tags: kerrys unilateralism of all the exchanges in the first presidential debate, at the university of miami thursday night, the one i found most perplexing was over the north korean nuclear issue.\n",
      "Removed Special Characters: kerrys unilateralism of all the exchanges in the first presidential debate at the university of miami thursday night the one i found most perplexing was over the north korean nuclear issue\n",
      "Tokens: ['kerrys', 'unilateralism', 'of', 'all', 'the', 'exchanges', 'in', 'the', 'first', 'presidential', 'debate', 'at', 'the', 'university', 'of', 'miami', 'thursday', 'night', 'the', 'one', 'i', 'found', 'most', 'perplexing', 'was', 'over', 'the', 'north', 'korean', 'nuclear', 'issue']\n",
      "Removed Stopwords: ['kerrys', 'unilateralism', 'exchanges', 'first', 'presidential', 'debate', 'university', 'miami', 'thursday', 'night', 'one', 'found', 'perplexing', 'north', 'korean', 'nuclear', 'issue']\n",
      "Stemmed Tokens: ['kerri', 'unilater', 'exchang', 'first', 'presidenti', 'debat', 'univers', 'miami', 'thursday', 'night', 'one', 'found', 'perplex', 'north', 'korean', 'nuclear', 'issu']\n",
      "Final Preprocessed Text: kerri unilater exchang first presidenti debat univers miami thursday night one found perplex north korean nuclear issu\n",
      "\n",
      "Original Text: Five killed, scores hurt as rebels bomb buses in India's northeast (AFP) AFP - Five people were killed and scores wounded in northeast India when militants blew up two buses, threw a grenade into a market and triggered twin blasts on a railway track, officials said.\n",
      "Lowercased Text: five killed, scores hurt as rebels bomb buses in india's northeast (afp) afp - five people were killed and scores wounded in northeast india when militants blew up two buses, threw a grenade into a market and triggered twin blasts on a railway track, officials said.\n",
      "Removed URLs: five killed, scores hurt as rebels bomb buses in india's northeast (afp) afp - five people were killed and scores wounded in northeast india when militants blew up two buses, threw a grenade into a market and triggered twin blasts on a railway track, officials said.\n",
      "Removed HTML Tags: five killed, scores hurt as rebels bomb buses in india's northeast (afp) afp - five people were killed and scores wounded in northeast india when militants blew up two buses, threw a grenade into a market and triggered twin blasts on a railway track, officials said.\n",
      "Removed Special Characters: five killed scores hurt as rebels bomb buses in indias northeast afp afp  five people were killed and scores wounded in northeast india when militants blew up two buses threw a grenade into a market and triggered twin blasts on a railway track officials said\n",
      "Tokens: ['five', 'killed', 'scores', 'hurt', 'as', 'rebels', 'bomb', 'buses', 'in', 'indias', 'northeast', 'afp', 'afp', 'five', 'people', 'were', 'killed', 'and', 'scores', 'wounded', 'in', 'northeast', 'india', 'when', 'militants', 'blew', 'up', 'two', 'buses', 'threw', 'a', 'grenade', 'into', 'a', 'market', 'and', 'triggered', 'twin', 'blasts', 'on', 'a', 'railway', 'track', 'officials', 'said']\n",
      "Removed Stopwords: ['five', 'killed', 'scores', 'hurt', 'rebels', 'bomb', 'buses', 'indias', 'northeast', 'afp', 'afp', 'five', 'people', 'killed', 'scores', 'wounded', 'northeast', 'india', 'militants', 'blew', 'two', 'buses', 'threw', 'grenade', 'market', 'triggered', 'twin', 'blasts', 'railway', 'track', 'officials', 'said']\n",
      "Stemmed Tokens: ['five', 'kill', 'score', 'hurt', 'rebel', 'bomb', 'buse', 'india', 'northeast', 'afp', 'afp', 'five', 'peopl', 'kill', 'score', 'wound', 'northeast', 'india', 'milit', 'blew', 'two', 'buse', 'threw', 'grenad', 'market', 'trigger', 'twin', 'blast', 'railway', 'track', 'offici', 'said']\n",
      "Final Preprocessed Text: five kill score hurt rebel bomb buse india northeast afp afp five peopl kill score wound northeast india milit blew two buse threw grenad market trigger twin blast railway track offici said\n",
      "\n",
      "Original Text: Bahamas put on hurricane warning The Bahamas and Florida are readying themselves for the latest savage hurricane to hit the region.\n",
      "Lowercased Text: bahamas put on hurricane warning the bahamas and florida are readying themselves for the latest savage hurricane to hit the region.\n",
      "Removed URLs: bahamas put on hurricane warning the bahamas and florida are readying themselves for the latest savage hurricane to hit the region.\n",
      "Removed HTML Tags: bahamas put on hurricane warning the bahamas and florida are readying themselves for the latest savage hurricane to hit the region.\n",
      "Removed Special Characters: bahamas put on hurricane warning the bahamas and florida are readying themselves for the latest savage hurricane to hit the region\n",
      "Tokens: ['bahamas', 'put', 'on', 'hurricane', 'warning', 'the', 'bahamas', 'and', 'florida', 'are', 'readying', 'themselves', 'for', 'the', 'latest', 'savage', 'hurricane', 'to', 'hit', 'the', 'region']\n",
      "Removed Stopwords: ['bahamas', 'put', 'hurricane', 'warning', 'bahamas', 'florida', 'readying', 'latest', 'savage', 'hurricane', 'hit', 'region']\n",
      "Stemmed Tokens: ['bahama', 'put', 'hurrican', 'warn', 'bahama', 'florida', 'readi', 'latest', 'savag', 'hurrican', 'hit', 'region']\n",
      "Final Preprocessed Text: bahama put hurrican warn bahama florida readi latest savag hurrican hit region\n",
      "\n",
      "Original Text: Indian politician sent to prison Top Hindu nationalist politician Uma Bharti is remanded in an Indian jail over charges of inciting religious violence 10 years ago.\n",
      "Lowercased Text: indian politician sent to prison top hindu nationalist politician uma bharti is remanded in an indian jail over charges of inciting religious violence 10 years ago.\n",
      "Removed URLs: indian politician sent to prison top hindu nationalist politician uma bharti is remanded in an indian jail over charges of inciting religious violence 10 years ago.\n",
      "Removed HTML Tags: indian politician sent to prison top hindu nationalist politician uma bharti is remanded in an indian jail over charges of inciting religious violence 10 years ago.\n",
      "Removed Special Characters: indian politician sent to prison top hindu nationalist politician uma bharti is remanded in an indian jail over charges of inciting religious violence  years ago\n",
      "Tokens: ['indian', 'politician', 'sent', 'to', 'prison', 'top', 'hindu', 'nationalist', 'politician', 'uma', 'bharti', 'is', 'remanded', 'in', 'an', 'indian', 'jail', 'over', 'charges', 'of', 'inciting', 'religious', 'violence', 'years', 'ago']\n",
      "Removed Stopwords: ['indian', 'politician', 'sent', 'prison', 'top', 'hindu', 'nationalist', 'politician', 'uma', 'bharti', 'remanded', 'indian', 'jail', 'charges', 'inciting', 'religious', 'violence', 'years', 'ago']\n",
      "Stemmed Tokens: ['indian', 'politician', 'sent', 'prison', 'top', 'hindu', 'nationalist', 'politician', 'uma', 'bharti', 'remand', 'indian', 'jail', 'charg', 'incit', 'religi', 'violenc', 'year', 'ago']\n",
      "Final Preprocessed Text: indian politician sent prison top hindu nationalist politician uma bharti remand indian jail charg incit religi violenc year ago\n",
      "\n",
      "Original Text: Indonesian former general heading for massive presidential &lt;b&gt;...&lt;/b&gt; In Indonesia, former general Susilo Bambang Yudhoyono is heading for a massive presidential election victory over incumbent Megawati Sukarnoputri.\n",
      "Lowercased Text: indonesian former general heading for massive presidential &lt;b&gt;...&lt;/b&gt; in indonesia, former general susilo bambang yudhoyono is heading for a massive presidential election victory over incumbent megawati sukarnoputri.\n",
      "Removed URLs: indonesian former general heading for massive presidential &lt;b&gt;...&lt;/b&gt; in indonesia, former general susilo bambang yudhoyono is heading for a massive presidential election victory over incumbent megawati sukarnoputri.\n",
      "Removed HTML Tags: indonesian former general heading for massive presidential &lt;b&gt;...&lt;/b&gt; in indonesia, former general susilo bambang yudhoyono is heading for a massive presidential election victory over incumbent megawati sukarnoputri.\n",
      "Removed Special Characters: indonesian former general heading for massive presidential ltbgtltbgt in indonesia former general susilo bambang yudhoyono is heading for a massive presidential election victory over incumbent megawati sukarnoputri\n",
      "Tokens: ['indonesian', 'former', 'general', 'heading', 'for', 'massive', 'presidential', 'ltbgtltbgt', 'in', 'indonesia', 'former', 'general', 'susilo', 'bambang', 'yudhoyono', 'is', 'heading', 'for', 'a', 'massive', 'presidential', 'election', 'victory', 'over', 'incumbent', 'megawati', 'sukarnoputri']\n",
      "Removed Stopwords: ['indonesian', 'former', 'general', 'heading', 'massive', 'presidential', 'ltbgtltbgt', 'indonesia', 'former', 'general', 'susilo', 'bambang', 'yudhoyono', 'heading', 'massive', 'presidential', 'election', 'victory', 'incumbent', 'megawati', 'sukarnoputri']\n",
      "Stemmed Tokens: ['indonesian', 'former', 'gener', 'head', 'massiv', 'presidenti', 'ltbgtltbgt', 'indonesia', 'former', 'gener', 'susilo', 'bambang', 'yudhoyono', 'head', 'massiv', 'presidenti', 'elect', 'victori', 'incumb', 'megawati', 'sukarnoputri']\n",
      "Final Preprocessed Text: indonesian former gener head massiv presidenti ltbgtltbgt indonesia former gener susilo bambang yudhoyono head massiv presidenti elect victori incumb megawati sukarnoputri\n",
      "\n",
      "Original Text: Iran Hangs Three Drug Smugglers in Public - Paper  TEHRAN (Reuters) - Iran has hanged three drug smugglers in  a public square in the southern province of Kerman, the  Jomhuri-ye Eslami newspaper reported on Saturday.\n",
      "Lowercased Text: iran hangs three drug smugglers in public - paper  tehran (reuters) - iran has hanged three drug smugglers in  a public square in the southern province of kerman, the  jomhuri-ye eslami newspaper reported on saturday.\n",
      "Removed URLs: iran hangs three drug smugglers in public - paper  tehran (reuters) - iran has hanged three drug smugglers in  a public square in the southern province of kerman, the  jomhuri-ye eslami newspaper reported on saturday.\n",
      "Removed HTML Tags: iran hangs three drug smugglers in public - paper  tehran (reuters) - iran has hanged three drug smugglers in  a public square in the southern province of kerman, the  jomhuri-ye eslami newspaper reported on saturday.\n",
      "Removed Special Characters: iran hangs three drug smugglers in public  paper  tehran reuters  iran has hanged three drug smugglers in  a public square in the southern province of kerman the  jomhuriye eslami newspaper reported on saturday\n",
      "Tokens: ['iran', 'hangs', 'three', 'drug', 'smugglers', 'in', 'public', 'paper', 'tehran', 'reuters', 'iran', 'has', 'hanged', 'three', 'drug', 'smugglers', 'in', 'a', 'public', 'square', 'in', 'the', 'southern', 'province', 'of', 'kerman', 'the', 'jomhuriye', 'eslami', 'newspaper', 'reported', 'on', 'saturday']\n",
      "Removed Stopwords: ['iran', 'hangs', 'three', 'drug', 'smugglers', 'public', 'paper', 'tehran', 'reuters', 'iran', 'hanged', 'three', 'drug', 'smugglers', 'public', 'square', 'southern', 'province', 'kerman', 'jomhuriye', 'eslami', 'newspaper', 'reported', 'saturday']\n",
      "Stemmed Tokens: ['iran', 'hang', 'three', 'drug', 'smuggler', 'public', 'paper', 'tehran', 'reuter', 'iran', 'hang', 'three', 'drug', 'smuggler', 'public', 'squar', 'southern', 'provinc', 'kerman', 'jomhuriy', 'eslami', 'newspap', 'report', 'saturday']\n",
      "Final Preprocessed Text: iran hang three drug smuggler public paper tehran reuter iran hang three drug smuggler public squar southern provinc kerman jomhuriy eslami newspap report saturday\n",
      "\n",
      "Original Text: EU ministers fail to resolve issue of transit camps FLORENCE: Interior ministers from France and Spain on Monday shot down a German proposal to set up transit camps in North Africa to process asylum seekers before they reach Europe.\n",
      "Lowercased Text: eu ministers fail to resolve issue of transit camps florence: interior ministers from france and spain on monday shot down a german proposal to set up transit camps in north africa to process asylum seekers before they reach europe.\n",
      "Removed URLs: eu ministers fail to resolve issue of transit camps florence: interior ministers from france and spain on monday shot down a german proposal to set up transit camps in north africa to process asylum seekers before they reach europe.\n",
      "Removed HTML Tags: eu ministers fail to resolve issue of transit camps florence: interior ministers from france and spain on monday shot down a german proposal to set up transit camps in north africa to process asylum seekers before they reach europe.\n",
      "Removed Special Characters: eu ministers fail to resolve issue of transit camps florence interior ministers from france and spain on monday shot down a german proposal to set up transit camps in north africa to process asylum seekers before they reach europe\n",
      "Tokens: ['eu', 'ministers', 'fail', 'to', 'resolve', 'issue', 'of', 'transit', 'camps', 'florence', 'interior', 'ministers', 'from', 'france', 'and', 'spain', 'on', 'monday', 'shot', 'down', 'a', 'german', 'proposal', 'to', 'set', 'up', 'transit', 'camps', 'in', 'north', 'africa', 'to', 'process', 'asylum', 'seekers', 'before', 'they', 'reach', 'europe']\n",
      "Removed Stopwords: ['eu', 'ministers', 'fail', 'resolve', 'issue', 'transit', 'camps', 'florence', 'interior', 'ministers', 'france', 'spain', 'monday', 'shot', 'german', 'proposal', 'set', 'transit', 'camps', 'north', 'africa', 'process', 'asylum', 'seekers', 'reach', 'europe']\n",
      "Stemmed Tokens: ['eu', 'minist', 'fail', 'resolv', 'issu', 'transit', 'camp', 'florenc', 'interior', 'minist', 'franc', 'spain', 'monday', 'shot', 'german', 'propos', 'set', 'transit', 'camp', 'north', 'africa', 'process', 'asylum', 'seeker', 'reach', 'europ']\n",
      "Final Preprocessed Text: eu minist fail resolv issu transit camp florenc interior minist franc spain monday shot german propos set transit camp north africa process asylum seeker reach europ\n",
      "\n",
      "Original Text: 3 killed in Fallujah attack United States forces attacked a house in Fallujah leaving three people dead early on Thursday. The target was a suspected safe house for Jordanian-born militant Abu Musab al-Zarqawi.\n",
      "Lowercased Text: 3 killed in fallujah attack united states forces attacked a house in fallujah leaving three people dead early on thursday. the target was a suspected safe house for jordanian-born militant abu musab al-zarqawi.\n",
      "Removed URLs: 3 killed in fallujah attack united states forces attacked a house in fallujah leaving three people dead early on thursday. the target was a suspected safe house for jordanian-born militant abu musab al-zarqawi.\n",
      "Removed HTML Tags: 3 killed in fallujah attack united states forces attacked a house in fallujah leaving three people dead early on thursday. the target was a suspected safe house for jordanian-born militant abu musab al-zarqawi.\n",
      "Removed Special Characters:  killed in fallujah attack united states forces attacked a house in fallujah leaving three people dead early on thursday the target was a suspected safe house for jordanianborn militant abu musab alzarqawi\n",
      "Tokens: ['killed', 'in', 'fallujah', 'attack', 'united', 'states', 'forces', 'attacked', 'a', 'house', 'in', 'fallujah', 'leaving', 'three', 'people', 'dead', 'early', 'on', 'thursday', 'the', 'target', 'was', 'a', 'suspected', 'safe', 'house', 'for', 'jordanianborn', 'militant', 'abu', 'musab', 'alzarqawi']\n",
      "Removed Stopwords: ['killed', 'fallujah', 'attack', 'united', 'states', 'forces', 'attacked', 'house', 'fallujah', 'leaving', 'three', 'people', 'dead', 'early', 'thursday', 'target', 'suspected', 'safe', 'house', 'jordanianborn', 'militant', 'abu', 'musab', 'alzarqawi']\n",
      "Stemmed Tokens: ['kill', 'fallujah', 'attack', 'unit', 'state', 'forc', 'attack', 'hous', 'fallujah', 'leav', 'three', 'peopl', 'dead', 'earli', 'thursday', 'target', 'suspect', 'safe', 'hous', 'jordanianborn', 'milit', 'abu', 'musab', 'alzarqawi']\n",
      "Final Preprocessed Text: kill fallujah attack unit state forc attack hous fallujah leav three peopl dead earli thursday target suspect safe hous jordanianborn milit abu musab alzarqawi\n",
      "\n",
      "Original Text: Residents clear tonnes of mud as floodwaters recede in northern &lt;b&gt;...&lt;/b&gt; GONAIVES, Haiti : Residents were clearing away tonnes of mud in the northern Haitian city of Gonaives, after floods killed close to 1,200 people on the Caribbean island and left most others dependent on emergency aid.\n",
      "Lowercased Text: residents clear tonnes of mud as floodwaters recede in northern &lt;b&gt;...&lt;/b&gt; gonaives, haiti : residents were clearing away tonnes of mud in the northern haitian city of gonaives, after floods killed close to 1,200 people on the caribbean island and left most others dependent on emergency aid.\n",
      "Removed URLs: residents clear tonnes of mud as floodwaters recede in northern &lt;b&gt;...&lt;/b&gt; gonaives, haiti : residents were clearing away tonnes of mud in the northern haitian city of gonaives, after floods killed close to 1,200 people on the caribbean island and left most others dependent on emergency aid.\n",
      "Removed HTML Tags: residents clear tonnes of mud as floodwaters recede in northern &lt;b&gt;...&lt;/b&gt; gonaives, haiti : residents were clearing away tonnes of mud in the northern haitian city of gonaives, after floods killed close to 1,200 people on the caribbean island and left most others dependent on emergency aid.\n",
      "Removed Special Characters: residents clear tonnes of mud as floodwaters recede in northern ltbgtltbgt gonaives haiti  residents were clearing away tonnes of mud in the northern haitian city of gonaives after floods killed close to  people on the caribbean island and left most others dependent on emergency aid\n",
      "Tokens: ['residents', 'clear', 'tonnes', 'of', 'mud', 'as', 'floodwaters', 'recede', 'in', 'northern', 'ltbgtltbgt', 'gonaives', 'haiti', 'residents', 'were', 'clearing', 'away', 'tonnes', 'of', 'mud', 'in', 'the', 'northern', 'haitian', 'city', 'of', 'gonaives', 'after', 'floods', 'killed', 'close', 'to', 'people', 'on', 'the', 'caribbean', 'island', 'and', 'left', 'most', 'others', 'dependent', 'on', 'emergency', 'aid']\n",
      "Removed Stopwords: ['residents', 'clear', 'tonnes', 'mud', 'floodwaters', 'recede', 'northern', 'ltbgtltbgt', 'gonaives', 'haiti', 'residents', 'clearing', 'away', 'tonnes', 'mud', 'northern', 'haitian', 'city', 'gonaives', 'floods', 'killed', 'close', 'people', 'caribbean', 'island', 'left', 'others', 'dependent', 'emergency', 'aid']\n",
      "Stemmed Tokens: ['resid', 'clear', 'tonn', 'mud', 'floodwat', 'reced', 'northern', 'ltbgtltbgt', 'gonaiv', 'haiti', 'resid', 'clear', 'away', 'tonn', 'mud', 'northern', 'haitian', 'citi', 'gonaiv', 'flood', 'kill', 'close', 'peopl', 'caribbean', 'island', 'left', 'other', 'depend', 'emerg', 'aid']\n",
      "Final Preprocessed Text: resid clear tonn mud floodwat reced northern ltbgtltbgt gonaiv haiti resid clear away tonn mud northern haitian citi gonaiv flood kill close peopl caribbean island left other depend emerg aid\n",
      "\n",
      "Original Text: NATO seeks to boost image in Middle East Middle East. But the results have been patchy, with many in the Arab world regarding it as a. and social reforms in the Middle East and Africa.\n",
      "Lowercased Text: nato seeks to boost image in middle east middle east. but the results have been patchy, with many in the arab world regarding it as a. and social reforms in the middle east and africa.\n",
      "Removed URLs: nato seeks to boost image in middle east middle east. but the results have been patchy, with many in the arab world regarding it as a. and social reforms in the middle east and africa.\n",
      "Removed HTML Tags: nato seeks to boost image in middle east middle east. but the results have been patchy, with many in the arab world regarding it as a. and social reforms in the middle east and africa.\n",
      "Removed Special Characters: nato seeks to boost image in middle east middle east but the results have been patchy with many in the arab world regarding it as a and social reforms in the middle east and africa\n",
      "Tokens: ['nato', 'seeks', 'to', 'boost', 'image', 'in', 'middle', 'east', 'middle', 'east', 'but', 'the', 'results', 'have', 'been', 'patchy', 'with', 'many', 'in', 'the', 'arab', 'world', 'regarding', 'it', 'as', 'a', 'and', 'social', 'reforms', 'in', 'the', 'middle', 'east', 'and', 'africa']\n",
      "Removed Stopwords: ['nato', 'seeks', 'boost', 'image', 'middle', 'east', 'middle', 'east', 'results', 'patchy', 'many', 'arab', 'world', 'regarding', 'social', 'reforms', 'middle', 'east', 'africa']\n",
      "Stemmed Tokens: ['nato', 'seek', 'boost', 'imag', 'middl', 'east', 'middl', 'east', 'result', 'patchi', 'mani', 'arab', 'world', 'regard', 'social', 'reform', 'middl', 'east', 'africa']\n",
      "Final Preprocessed Text: nato seek boost imag middl east middl east result patchi mani arab world regard social reform middl east africa\n",
      "\n",
      "Original Text: Black Watch to take on Iraq rebels The Black Watch is being deployed as part of a US Marine expeditionary unit to take  quot;decisive action quot; against insurgents in Iraq, Chief of the Defence Staff General Sir Michael Walker has revealed.\n",
      "Lowercased Text: black watch to take on iraq rebels the black watch is being deployed as part of a us marine expeditionary unit to take  quot;decisive action quot; against insurgents in iraq, chief of the defence staff general sir michael walker has revealed.\n",
      "Removed URLs: black watch to take on iraq rebels the black watch is being deployed as part of a us marine expeditionary unit to take  quot;decisive action quot; against insurgents in iraq, chief of the defence staff general sir michael walker has revealed.\n",
      "Removed HTML Tags: black watch to take on iraq rebels the black watch is being deployed as part of a us marine expeditionary unit to take  quot;decisive action quot; against insurgents in iraq, chief of the defence staff general sir michael walker has revealed.\n",
      "Removed Special Characters: black watch to take on iraq rebels the black watch is being deployed as part of a us marine expeditionary unit to take  quotdecisive action quot against insurgents in iraq chief of the defence staff general sir michael walker has revealed\n",
      "Tokens: ['black', 'watch', 'to', 'take', 'on', 'iraq', 'rebels', 'the', 'black', 'watch', 'is', 'being', 'deployed', 'as', 'part', 'of', 'a', 'us', 'marine', 'expeditionary', 'unit', 'to', 'take', 'quotdecisive', 'action', 'quot', 'against', 'insurgents', 'in', 'iraq', 'chief', 'of', 'the', 'defence', 'staff', 'general', 'sir', 'michael', 'walker', 'has', 'revealed']\n",
      "Removed Stopwords: ['black', 'watch', 'take', 'iraq', 'rebels', 'black', 'watch', 'deployed', 'part', 'us', 'marine', 'expeditionary', 'unit', 'take', 'quotdecisive', 'action', 'quot', 'insurgents', 'iraq', 'chief', 'defence', 'staff', 'general', 'sir', 'michael', 'walker', 'revealed']\n",
      "Stemmed Tokens: ['black', 'watch', 'take', 'iraq', 'rebel', 'black', 'watch', 'deploy', 'part', 'us', 'marin', 'expeditionari', 'unit', 'take', 'quotdecis', 'action', 'quot', 'insurg', 'iraq', 'chief', 'defenc', 'staff', 'gener', 'sir', 'michael', 'walker', 'reveal']\n",
      "Final Preprocessed Text: black watch take iraq rebel black watch deploy part us marin expeditionari unit take quotdecis action quot insurg iraq chief defenc staff gener sir michael walker reveal\n",
      "\n",
      "Original Text: Putin plan for political overhaul easily passes its first vote MOSCOW Russia #39;s lower house of Parliament took its first step on Friday toward adopting President Vladimir Putin #39;s sweeping overhaul of the country #39;s political system, despite signs of popular dissent, particularly in regions distant from the capital.\n",
      "Lowercased Text: putin plan for political overhaul easily passes its first vote moscow russia #39;s lower house of parliament took its first step on friday toward adopting president vladimir putin #39;s sweeping overhaul of the country #39;s political system, despite signs of popular dissent, particularly in regions distant from the capital.\n",
      "Removed URLs: putin plan for political overhaul easily passes its first vote moscow russia #39;s lower house of parliament took its first step on friday toward adopting president vladimir putin #39;s sweeping overhaul of the country #39;s political system, despite signs of popular dissent, particularly in regions distant from the capital.\n",
      "Removed HTML Tags: putin plan for political overhaul easily passes its first vote moscow russia #39;s lower house of parliament took its first step on friday toward adopting president vladimir putin #39;s sweeping overhaul of the country #39;s political system, despite signs of popular dissent, particularly in regions distant from the capital.\n",
      "Removed Special Characters: putin plan for political overhaul easily passes its first vote moscow russia s lower house of parliament took its first step on friday toward adopting president vladimir putin s sweeping overhaul of the country s political system despite signs of popular dissent particularly in regions distant from the capital\n",
      "Tokens: ['putin', 'plan', 'for', 'political', 'overhaul', 'easily', 'passes', 'its', 'first', 'vote', 'moscow', 'russia', 's', 'lower', 'house', 'of', 'parliament', 'took', 'its', 'first', 'step', 'on', 'friday', 'toward', 'adopting', 'president', 'vladimir', 'putin', 's', 'sweeping', 'overhaul', 'of', 'the', 'country', 's', 'political', 'system', 'despite', 'signs', 'of', 'popular', 'dissent', 'particularly', 'in', 'regions', 'distant', 'from', 'the', 'capital']\n",
      "Removed Stopwords: ['putin', 'plan', 'political', 'overhaul', 'easily', 'passes', 'first', 'vote', 'moscow', 'russia', 'lower', 'house', 'parliament', 'took', 'first', 'step', 'friday', 'toward', 'adopting', 'president', 'vladimir', 'putin', 'sweeping', 'overhaul', 'country', 'political', 'system', 'despite', 'signs', 'popular', 'dissent', 'particularly', 'regions', 'distant', 'capital']\n",
      "Stemmed Tokens: ['putin', 'plan', 'polit', 'overhaul', 'easili', 'pass', 'first', 'vote', 'moscow', 'russia', 'lower', 'hous', 'parliament', 'took', 'first', 'step', 'friday', 'toward', 'adopt', 'presid', 'vladimir', 'putin', 'sweep', 'overhaul', 'countri', 'polit', 'system', 'despit', 'sign', 'popular', 'dissent', 'particularli', 'region', 'distant', 'capit']\n",
      "Final Preprocessed Text: putin plan polit overhaul easili pass first vote moscow russia lower hous parliament took first step friday toward adopt presid vladimir putin sweep overhaul countri polit system despit sign popular dissent particularli region distant capit\n",
      "\n",
      "Original Text: Chavez Pushes Anti-Terrorism Plan After Bomb Attack  CARACAS, Venezuela (Reuters) - Venezuela's President Hugo  Chavez pressed for a new anti-terrorism proposal on Saturday  after a car bomb killed a top state prosecutor investigating  opponents accused of backing a 2002 coup against him.\n",
      "Lowercased Text: chavez pushes anti-terrorism plan after bomb attack  caracas, venezuela (reuters) - venezuela's president hugo  chavez pressed for a new anti-terrorism proposal on saturday  after a car bomb killed a top state prosecutor investigating  opponents accused of backing a 2002 coup against him.\n",
      "Removed URLs: chavez pushes anti-terrorism plan after bomb attack  caracas, venezuela (reuters) - venezuela's president hugo  chavez pressed for a new anti-terrorism proposal on saturday  after a car bomb killed a top state prosecutor investigating  opponents accused of backing a 2002 coup against him.\n",
      "Removed HTML Tags: chavez pushes anti-terrorism plan after bomb attack  caracas, venezuela (reuters) - venezuela's president hugo  chavez pressed for a new anti-terrorism proposal on saturday  after a car bomb killed a top state prosecutor investigating  opponents accused of backing a 2002 coup against him.\n",
      "Removed Special Characters: chavez pushes antiterrorism plan after bomb attack  caracas venezuela reuters  venezuelas president hugo  chavez pressed for a new antiterrorism proposal on saturday  after a car bomb killed a top state prosecutor investigating  opponents accused of backing a  coup against him\n",
      "Tokens: ['chavez', 'pushes', 'antiterrorism', 'plan', 'after', 'bomb', 'attack', 'caracas', 'venezuela', 'reuters', 'venezuelas', 'president', 'hugo', 'chavez', 'pressed', 'for', 'a', 'new', 'antiterrorism', 'proposal', 'on', 'saturday', 'after', 'a', 'car', 'bomb', 'killed', 'a', 'top', 'state', 'prosecutor', 'investigating', 'opponents', 'accused', 'of', 'backing', 'a', 'coup', 'against', 'him']\n",
      "Removed Stopwords: ['chavez', 'pushes', 'antiterrorism', 'plan', 'bomb', 'attack', 'caracas', 'venezuela', 'reuters', 'venezuelas', 'president', 'hugo', 'chavez', 'pressed', 'new', 'antiterrorism', 'proposal', 'saturday', 'car', 'bomb', 'killed', 'top', 'state', 'prosecutor', 'investigating', 'opponents', 'accused', 'backing', 'coup']\n",
      "Stemmed Tokens: ['chavez', 'push', 'antiterror', 'plan', 'bomb', 'attack', 'caraca', 'venezuela', 'reuter', 'venezuela', 'presid', 'hugo', 'chavez', 'press', 'new', 'antiterror', 'propos', 'saturday', 'car', 'bomb', 'kill', 'top', 'state', 'prosecutor', 'investig', 'oppon', 'accus', 'back', 'coup']\n",
      "Final Preprocessed Text: chavez push antiterror plan bomb attack caraca venezuela reuter venezuela presid hugo chavez press new antiterror propos saturday car bomb kill top state prosecutor investig oppon accus back coup\n",
      "\n",
      "Original Text: Philippine towns mop up it hit Taiwan on Saturday. Hundreds of people fled their homes and two people were reported missing after torrential. Nanmadol killed at least 35 people in the Philippines and \n",
      "Lowercased Text: philippine towns mop up it hit taiwan on saturday. hundreds of people fled their homes and two people were reported missing after torrential. nanmadol killed at least 35 people in the philippines and \n",
      "Removed URLs: philippine towns mop up it hit taiwan on saturday. hundreds of people fled their homes and two people were reported missing after torrential. nanmadol killed at least 35 people in the philippines and \n",
      "Removed HTML Tags: philippine towns mop up it hit taiwan on saturday. hundreds of people fled their homes and two people were reported missing after torrential. nanmadol killed at least 35 people in the philippines and \n",
      "Removed Special Characters: philippine towns mop up it hit taiwan on saturday hundreds of people fled their homes and two people were reported missing after torrential nanmadol killed at least  people in the philippines and \n",
      "Tokens: ['philippine', 'towns', 'mop', 'up', 'it', 'hit', 'taiwan', 'on', 'saturday', 'hundreds', 'of', 'people', 'fled', 'their', 'homes', 'and', 'two', 'people', 'were', 'reported', 'missing', 'after', 'torrential', 'nanmadol', 'killed', 'at', 'least', 'people', 'in', 'the', 'philippines', 'and']\n",
      "Removed Stopwords: ['philippine', 'towns', 'mop', 'hit', 'taiwan', 'saturday', 'hundreds', 'people', 'fled', 'homes', 'two', 'people', 'reported', 'missing', 'torrential', 'nanmadol', 'killed', 'least', 'people', 'philippines']\n",
      "Stemmed Tokens: ['philippin', 'town', 'mop', 'hit', 'taiwan', 'saturday', 'hundr', 'peopl', 'fled', 'home', 'two', 'peopl', 'report', 'miss', 'torrenti', 'nanmadol', 'kill', 'least', 'peopl', 'philippin']\n",
      "Final Preprocessed Text: philippin town mop hit taiwan saturday hundr peopl fled home two peopl report miss torrenti nanmadol kill least peopl philippin\n",
      "\n",
      "Original Text: UN cuts Cyprus peacekeepers The UN Security Council agrees to reduce by a third its peacekeepers on the divided island of Cyprus.\n",
      "Lowercased Text: un cuts cyprus peacekeepers the un security council agrees to reduce by a third its peacekeepers on the divided island of cyprus.\n",
      "Removed URLs: un cuts cyprus peacekeepers the un security council agrees to reduce by a third its peacekeepers on the divided island of cyprus.\n",
      "Removed HTML Tags: un cuts cyprus peacekeepers the un security council agrees to reduce by a third its peacekeepers on the divided island of cyprus.\n",
      "Removed Special Characters: un cuts cyprus peacekeepers the un security council agrees to reduce by a third its peacekeepers on the divided island of cyprus\n",
      "Tokens: ['un', 'cuts', 'cyprus', 'peacekeepers', 'the', 'un', 'security', 'council', 'agrees', 'to', 'reduce', 'by', 'a', 'third', 'its', 'peacekeepers', 'on', 'the', 'divided', 'island', 'of', 'cyprus']\n",
      "Removed Stopwords: ['un', 'cuts', 'cyprus', 'peacekeepers', 'un', 'security', 'council', 'agrees', 'reduce', 'third', 'peacekeepers', 'divided', 'island', 'cyprus']\n",
      "Stemmed Tokens: ['un', 'cut', 'cypru', 'peacekeep', 'un', 'secur', 'council', 'agre', 'reduc', 'third', 'peacekeep', 'divid', 'island', 'cypru']\n",
      "Final Preprocessed Text: un cut cypru peacekeep un secur council agre reduc third peacekeep divid island cypru\n",
      "\n",
      "Original Text: 21 killed, 96 hurt in Iraq car bombings BAGHDAD - Insurgents detonated two car bombs at the gates of the main US-Iraqi headquarters here and near major hotels yesterday, killing at least 21 people and wounding 96.\n",
      "Lowercased Text: 21 killed, 96 hurt in iraq car bombings baghdad - insurgents detonated two car bombs at the gates of the main us-iraqi headquarters here and near major hotels yesterday, killing at least 21 people and wounding 96.\n",
      "Removed URLs: 21 killed, 96 hurt in iraq car bombings baghdad - insurgents detonated two car bombs at the gates of the main us-iraqi headquarters here and near major hotels yesterday, killing at least 21 people and wounding 96.\n",
      "Removed HTML Tags: 21 killed, 96 hurt in iraq car bombings baghdad - insurgents detonated two car bombs at the gates of the main us-iraqi headquarters here and near major hotels yesterday, killing at least 21 people and wounding 96.\n",
      "Removed Special Characters:  killed  hurt in iraq car bombings baghdad  insurgents detonated two car bombs at the gates of the main usiraqi headquarters here and near major hotels yesterday killing at least  people and wounding \n",
      "Tokens: ['killed', 'hurt', 'in', 'iraq', 'car', 'bombings', 'baghdad', 'insurgents', 'detonated', 'two', 'car', 'bombs', 'at', 'the', 'gates', 'of', 'the', 'main', 'usiraqi', 'headquarters', 'here', 'and', 'near', 'major', 'hotels', 'yesterday', 'killing', 'at', 'least', 'people', 'and', 'wounding']\n",
      "Removed Stopwords: ['killed', 'hurt', 'iraq', 'car', 'bombings', 'baghdad', 'insurgents', 'detonated', 'two', 'car', 'bombs', 'gates', 'main', 'usiraqi', 'headquarters', 'near', 'major', 'hotels', 'yesterday', 'killing', 'least', 'people', 'wounding']\n",
      "Stemmed Tokens: ['kill', 'hurt', 'iraq', 'car', 'bomb', 'baghdad', 'insurg', 'deton', 'two', 'car', 'bomb', 'gate', 'main', 'usiraqi', 'headquart', 'near', 'major', 'hotel', 'yesterday', 'kill', 'least', 'peopl', 'wound']\n",
      "Final Preprocessed Text: kill hurt iraq car bomb baghdad insurg deton two car bomb gate main usiraqi headquart near major hotel yesterday kill least peopl wound\n",
      "\n",
      "Original Text: Burundi: President Ndayizeye Sacks His Deputy Burundian President Domitien Ndayizeye dismissed Vice-President Alphonse Marie Kadege on Wednesday for failing in his main mission of assisting the head of state.\n",
      "Lowercased Text: burundi: president ndayizeye sacks his deputy burundian president domitien ndayizeye dismissed vice-president alphonse marie kadege on wednesday for failing in his main mission of assisting the head of state.\n",
      "Removed URLs: burundi: president ndayizeye sacks his deputy burundian president domitien ndayizeye dismissed vice-president alphonse marie kadege on wednesday for failing in his main mission of assisting the head of state.\n",
      "Removed HTML Tags: burundi: president ndayizeye sacks his deputy burundian president domitien ndayizeye dismissed vice-president alphonse marie kadege on wednesday for failing in his main mission of assisting the head of state.\n",
      "Removed Special Characters: burundi president ndayizeye sacks his deputy burundian president domitien ndayizeye dismissed vicepresident alphonse marie kadege on wednesday for failing in his main mission of assisting the head of state\n",
      "Tokens: ['burundi', 'president', 'ndayizeye', 'sacks', 'his', 'deputy', 'burundian', 'president', 'domitien', 'ndayizeye', 'dismissed', 'vicepresident', 'alphonse', 'marie', 'kadege', 'on', 'wednesday', 'for', 'failing', 'in', 'his', 'main', 'mission', 'of', 'assisting', 'the', 'head', 'of', 'state']\n",
      "Removed Stopwords: ['burundi', 'president', 'ndayizeye', 'sacks', 'deputy', 'burundian', 'president', 'domitien', 'ndayizeye', 'dismissed', 'vicepresident', 'alphonse', 'marie', 'kadege', 'wednesday', 'failing', 'main', 'mission', 'assisting', 'head', 'state']\n",
      "Stemmed Tokens: ['burundi', 'presid', 'ndayizey', 'sack', 'deputi', 'burundian', 'presid', 'domitien', 'ndayizey', 'dismiss', 'vicepresid', 'alphons', 'mari', 'kadeg', 'wednesday', 'fail', 'main', 'mission', 'assist', 'head', 'state']\n",
      "Final Preprocessed Text: burundi presid ndayizey sack deputi burundian presid domitien ndayizey dismiss vicepresid alphons mari kadeg wednesday fail main mission assist head state\n",
      "\n",
      "Original Text: 7 Marines Killed in Iraq's Anbar Province (AP) AP - Seven U.S. Marines were killed in two separate incidents in Iraq's restive Anbar province, the military said Monday, a day after American warplanes pounded Fallujah with missiles as insurgents battled coalition forces in the city.\n",
      "Lowercased Text: 7 marines killed in iraq's anbar province (ap) ap - seven u.s. marines were killed in two separate incidents in iraq's restive anbar province, the military said monday, a day after american warplanes pounded fallujah with missiles as insurgents battled coalition forces in the city.\n",
      "Removed URLs: 7 marines killed in iraq's anbar province (ap) ap - seven u.s. marines were killed in two separate incidents in iraq's restive anbar province, the military said monday, a day after american warplanes pounded fallujah with missiles as insurgents battled coalition forces in the city.\n",
      "Removed HTML Tags: 7 marines killed in iraq's anbar province (ap) ap - seven u.s. marines were killed in two separate incidents in iraq's restive anbar province, the military said monday, a day after american warplanes pounded fallujah with missiles as insurgents battled coalition forces in the city.\n",
      "Removed Special Characters:  marines killed in iraqs anbar province ap ap  seven us marines were killed in two separate incidents in iraqs restive anbar province the military said monday a day after american warplanes pounded fallujah with missiles as insurgents battled coalition forces in the city\n",
      "Tokens: ['marines', 'killed', 'in', 'iraqs', 'anbar', 'province', 'ap', 'ap', 'seven', 'us', 'marines', 'were', 'killed', 'in', 'two', 'separate', 'incidents', 'in', 'iraqs', 'restive', 'anbar', 'province', 'the', 'military', 'said', 'monday', 'a', 'day', 'after', 'american', 'warplanes', 'pounded', 'fallujah', 'with', 'missiles', 'as', 'insurgents', 'battled', 'coalition', 'forces', 'in', 'the', 'city']\n",
      "Removed Stopwords: ['marines', 'killed', 'iraqs', 'anbar', 'province', 'ap', 'ap', 'seven', 'us', 'marines', 'killed', 'two', 'separate', 'incidents', 'iraqs', 'restive', 'anbar', 'province', 'military', 'said', 'monday', 'day', 'american', 'warplanes', 'pounded', 'fallujah', 'missiles', 'insurgents', 'battled', 'coalition', 'forces', 'city']\n",
      "Stemmed Tokens: ['marin', 'kill', 'iraq', 'anbar', 'provinc', 'ap', 'ap', 'seven', 'us', 'marin', 'kill', 'two', 'separ', 'incid', 'iraq', 'restiv', 'anbar', 'provinc', 'militari', 'said', 'monday', 'day', 'american', 'warplan', 'pound', 'fallujah', 'missil', 'insurg', 'battl', 'coalit', 'forc', 'citi']\n",
      "Final Preprocessed Text: marin kill iraq anbar provinc ap ap seven us marin kill two separ incid iraq restiv anbar provinc militari said monday day american warplan pound fallujah missil insurg battl coalit forc citi\n",
      "\n",
      "Original Text: The post-Arafat era began long ago JERUSALEM Almost at the very moment that the Jordanian helicopter took off, lifting Yasser Arafat away from his prolonged siege in Ramallah, the heavens opened with a downpour.\n",
      "Lowercased Text: the post-arafat era began long ago jerusalem almost at the very moment that the jordanian helicopter took off, lifting yasser arafat away from his prolonged siege in ramallah, the heavens opened with a downpour.\n",
      "Removed URLs: the post-arafat era began long ago jerusalem almost at the very moment that the jordanian helicopter took off, lifting yasser arafat away from his prolonged siege in ramallah, the heavens opened with a downpour.\n",
      "Removed HTML Tags: the post-arafat era began long ago jerusalem almost at the very moment that the jordanian helicopter took off, lifting yasser arafat away from his prolonged siege in ramallah, the heavens opened with a downpour.\n",
      "Removed Special Characters: the postarafat era began long ago jerusalem almost at the very moment that the jordanian helicopter took off lifting yasser arafat away from his prolonged siege in ramallah the heavens opened with a downpour\n",
      "Tokens: ['the', 'postarafat', 'era', 'began', 'long', 'ago', 'jerusalem', 'almost', 'at', 'the', 'very', 'moment', 'that', 'the', 'jordanian', 'helicopter', 'took', 'off', 'lifting', 'yasser', 'arafat', 'away', 'from', 'his', 'prolonged', 'siege', 'in', 'ramallah', 'the', 'heavens', 'opened', 'with', 'a', 'downpour']\n",
      "Removed Stopwords: ['postarafat', 'era', 'began', 'long', 'ago', 'jerusalem', 'almost', 'moment', 'jordanian', 'helicopter', 'took', 'lifting', 'yasser', 'arafat', 'away', 'prolonged', 'siege', 'ramallah', 'heavens', 'opened', 'downpour']\n",
      "Stemmed Tokens: ['postarafat', 'era', 'began', 'long', 'ago', 'jerusalem', 'almost', 'moment', 'jordanian', 'helicopt', 'took', 'lift', 'yasser', 'arafat', 'away', 'prolong', 'sieg', 'ramallah', 'heaven', 'open', 'downpour']\n",
      "Final Preprocessed Text: postarafat era began long ago jerusalem almost moment jordanian helicopt took lift yasser arafat away prolong sieg ramallah heaven open downpour\n",
      "\n",
      "Original Text: Palestinian  #39;collaborator #39; killed: Hamas A Palestinian accused of collaborating with Israel over the assassination of Hamas #39; spiritual leader Sheikh Ahmed Yassin in March was killed today, the armed wing of the militant Islamist group said.\n",
      "Lowercased Text: palestinian  #39;collaborator #39; killed: hamas a palestinian accused of collaborating with israel over the assassination of hamas #39; spiritual leader sheikh ahmed yassin in march was killed today, the armed wing of the militant islamist group said.\n",
      "Removed URLs: palestinian  #39;collaborator #39; killed: hamas a palestinian accused of collaborating with israel over the assassination of hamas #39; spiritual leader sheikh ahmed yassin in march was killed today, the armed wing of the militant islamist group said.\n",
      "Removed HTML Tags: palestinian  #39;collaborator #39; killed: hamas a palestinian accused of collaborating with israel over the assassination of hamas #39; spiritual leader sheikh ahmed yassin in march was killed today, the armed wing of the militant islamist group said.\n",
      "Removed Special Characters: palestinian  collaborator  killed hamas a palestinian accused of collaborating with israel over the assassination of hamas  spiritual leader sheikh ahmed yassin in march was killed today the armed wing of the militant islamist group said\n",
      "Tokens: ['palestinian', 'collaborator', 'killed', 'hamas', 'a', 'palestinian', 'accused', 'of', 'collaborating', 'with', 'israel', 'over', 'the', 'assassination', 'of', 'hamas', 'spiritual', 'leader', 'sheikh', 'ahmed', 'yassin', 'in', 'march', 'was', 'killed', 'today', 'the', 'armed', 'wing', 'of', 'the', 'militant', 'islamist', 'group', 'said']\n",
      "Removed Stopwords: ['palestinian', 'collaborator', 'killed', 'hamas', 'palestinian', 'accused', 'collaborating', 'israel', 'assassination', 'hamas', 'spiritual', 'leader', 'sheikh', 'ahmed', 'yassin', 'march', 'killed', 'today', 'armed', 'wing', 'militant', 'islamist', 'group', 'said']\n",
      "Stemmed Tokens: ['palestinian', 'collabor', 'kill', 'hama', 'palestinian', 'accus', 'collabor', 'israel', 'assassin', 'hama', 'spiritu', 'leader', 'sheikh', 'ahm', 'yassin', 'march', 'kill', 'today', 'arm', 'wing', 'milit', 'islamist', 'group', 'said']\n",
      "Final Preprocessed Text: palestinian collabor kill hama palestinian accus collabor israel assassin hama spiritu leader sheikh ahm yassin march kill today arm wing milit islamist group said\n",
      "\n",
      "Original Text: Insurgents Kill 4 National Guards in Baghdad, Aid Worker Kidnapped Insurgents fired mortars at an Iraqi National Guard headquarters north of Baghdad. The Defense Ministry says four people were killed and dozens of others were injured.\n",
      "Lowercased Text: insurgents kill 4 national guards in baghdad, aid worker kidnapped insurgents fired mortars at an iraqi national guard headquarters north of baghdad. the defense ministry says four people were killed and dozens of others were injured.\n",
      "Removed URLs: insurgents kill 4 national guards in baghdad, aid worker kidnapped insurgents fired mortars at an iraqi national guard headquarters north of baghdad. the defense ministry says four people were killed and dozens of others were injured.\n",
      "Removed HTML Tags: insurgents kill 4 national guards in baghdad, aid worker kidnapped insurgents fired mortars at an iraqi national guard headquarters north of baghdad. the defense ministry says four people were killed and dozens of others were injured.\n",
      "Removed Special Characters: insurgents kill  national guards in baghdad aid worker kidnapped insurgents fired mortars at an iraqi national guard headquarters north of baghdad the defense ministry says four people were killed and dozens of others were injured\n",
      "Tokens: ['insurgents', 'kill', 'national', 'guards', 'in', 'baghdad', 'aid', 'worker', 'kidnapped', 'insurgents', 'fired', 'mortars', 'at', 'an', 'iraqi', 'national', 'guard', 'headquarters', 'north', 'of', 'baghdad', 'the', 'defense', 'ministry', 'says', 'four', 'people', 'were', 'killed', 'and', 'dozens', 'of', 'others', 'were', 'injured']\n",
      "Removed Stopwords: ['insurgents', 'kill', 'national', 'guards', 'baghdad', 'aid', 'worker', 'kidnapped', 'insurgents', 'fired', 'mortars', 'iraqi', 'national', 'guard', 'headquarters', 'north', 'baghdad', 'defense', 'ministry', 'says', 'four', 'people', 'killed', 'dozens', 'others', 'injured']\n",
      "Stemmed Tokens: ['insurg', 'kill', 'nation', 'guard', 'baghdad', 'aid', 'worker', 'kidnap', 'insurg', 'fire', 'mortar', 'iraqi', 'nation', 'guard', 'headquart', 'north', 'baghdad', 'defens', 'ministri', 'say', 'four', 'peopl', 'kill', 'dozen', 'other', 'injur']\n",
      "Final Preprocessed Text: insurg kill nation guard baghdad aid worker kidnap insurg fire mortar iraqi nation guard headquart north baghdad defens ministri say four peopl kill dozen other injur\n",
      "\n",
      "Original Text: Afghanistan releases Taliban prisoners Hundreds of Pakistanis who have fought alongside the Taliban against US-led forces have been released from an Afghan jail. The 368 prisoners, the last of more than 2500 Pakistanis captured during the overthrow \n",
      "Lowercased Text: afghanistan releases taliban prisoners hundreds of pakistanis who have fought alongside the taliban against us-led forces have been released from an afghan jail. the 368 prisoners, the last of more than 2500 pakistanis captured during the overthrow \n",
      "Removed URLs: afghanistan releases taliban prisoners hundreds of pakistanis who have fought alongside the taliban against us-led forces have been released from an afghan jail. the 368 prisoners, the last of more than 2500 pakistanis captured during the overthrow \n",
      "Removed HTML Tags: afghanistan releases taliban prisoners hundreds of pakistanis who have fought alongside the taliban against us-led forces have been released from an afghan jail. the 368 prisoners, the last of more than 2500 pakistanis captured during the overthrow \n",
      "Removed Special Characters: afghanistan releases taliban prisoners hundreds of pakistanis who have fought alongside the taliban against usled forces have been released from an afghan jail the  prisoners the last of more than  pakistanis captured during the overthrow \n",
      "Tokens: ['afghanistan', 'releases', 'taliban', 'prisoners', 'hundreds', 'of', 'pakistanis', 'who', 'have', 'fought', 'alongside', 'the', 'taliban', 'against', 'usled', 'forces', 'have', 'been', 'released', 'from', 'an', 'afghan', 'jail', 'the', 'prisoners', 'the', 'last', 'of', 'more', 'than', 'pakistanis', 'captured', 'during', 'the', 'overthrow']\n",
      "Removed Stopwords: ['afghanistan', 'releases', 'taliban', 'prisoners', 'hundreds', 'pakistanis', 'fought', 'alongside', 'taliban', 'usled', 'forces', 'released', 'afghan', 'jail', 'prisoners', 'last', 'pakistanis', 'captured', 'overthrow']\n",
      "Stemmed Tokens: ['afghanistan', 'releas', 'taliban', 'prison', 'hundr', 'pakistani', 'fought', 'alongsid', 'taliban', 'usl', 'forc', 'releas', 'afghan', 'jail', 'prison', 'last', 'pakistani', 'captur', 'overthrow']\n",
      "Final Preprocessed Text: afghanistan releas taliban prison hundr pakistani fought alongsid taliban usl forc releas afghan jail prison last pakistani captur overthrow\n",
      "\n",
      "Original Text: Video Shows G.I.'s at Weapon Cache A videotape shows a huge supply of explosives still at Al Qaqaa munitions complex nine days after the fall of Baghdad.\n",
      "Lowercased Text: video shows g.i.'s at weapon cache a videotape shows a huge supply of explosives still at al qaqaa munitions complex nine days after the fall of baghdad.\n",
      "Removed URLs: video shows g.i.'s at weapon cache a videotape shows a huge supply of explosives still at al qaqaa munitions complex nine days after the fall of baghdad.\n",
      "Removed HTML Tags: video shows g.i.'s at weapon cache a videotape shows a huge supply of explosives still at al qaqaa munitions complex nine days after the fall of baghdad.\n",
      "Removed Special Characters: video shows gis at weapon cache a videotape shows a huge supply of explosives still at al qaqaa munitions complex nine days after the fall of baghdad\n",
      "Tokens: ['video', 'shows', 'gis', 'at', 'weapon', 'cache', 'a', 'videotape', 'shows', 'a', 'huge', 'supply', 'of', 'explosives', 'still', 'at', 'al', 'qaqaa', 'munitions', 'complex', 'nine', 'days', 'after', 'the', 'fall', 'of', 'baghdad']\n",
      "Removed Stopwords: ['video', 'shows', 'gis', 'weapon', 'cache', 'videotape', 'shows', 'huge', 'supply', 'explosives', 'still', 'al', 'qaqaa', 'munitions', 'complex', 'nine', 'days', 'fall', 'baghdad']\n",
      "Stemmed Tokens: ['video', 'show', 'gi', 'weapon', 'cach', 'videotap', 'show', 'huge', 'suppli', 'explos', 'still', 'al', 'qaqaa', 'munit', 'complex', 'nine', 'day', 'fall', 'baghdad']\n",
      "Final Preprocessed Text: video show gi weapon cach videotap show huge suppli explos still al qaqaa munit complex nine day fall baghdad\n",
      "\n",
      "Original Text: INSURGENTS MASSACRE 49 ARMY RECRUITS The group linked to insurgent leader Abu Musab al-Zarqawi has claimed responsibility for the massacre of 49 unarmed army recruits in one of the bloodiest attacks on Iraq #39;s fledgling security forces.\n",
      "Lowercased Text: insurgents massacre 49 army recruits the group linked to insurgent leader abu musab al-zarqawi has claimed responsibility for the massacre of 49 unarmed army recruits in one of the bloodiest attacks on iraq #39;s fledgling security forces.\n",
      "Removed URLs: insurgents massacre 49 army recruits the group linked to insurgent leader abu musab al-zarqawi has claimed responsibility for the massacre of 49 unarmed army recruits in one of the bloodiest attacks on iraq #39;s fledgling security forces.\n",
      "Removed HTML Tags: insurgents massacre 49 army recruits the group linked to insurgent leader abu musab al-zarqawi has claimed responsibility for the massacre of 49 unarmed army recruits in one of the bloodiest attacks on iraq #39;s fledgling security forces.\n",
      "Removed Special Characters: insurgents massacre  army recruits the group linked to insurgent leader abu musab alzarqawi has claimed responsibility for the massacre of  unarmed army recruits in one of the bloodiest attacks on iraq s fledgling security forces\n",
      "Tokens: ['insurgents', 'massacre', 'army', 'recruits', 'the', 'group', 'linked', 'to', 'insurgent', 'leader', 'abu', 'musab', 'alzarqawi', 'has', 'claimed', 'responsibility', 'for', 'the', 'massacre', 'of', 'unarmed', 'army', 'recruits', 'in', 'one', 'of', 'the', 'bloodiest', 'attacks', 'on', 'iraq', 's', 'fledgling', 'security', 'forces']\n",
      "Removed Stopwords: ['insurgents', 'massacre', 'army', 'recruits', 'group', 'linked', 'insurgent', 'leader', 'abu', 'musab', 'alzarqawi', 'claimed', 'responsibility', 'massacre', 'unarmed', 'army', 'recruits', 'one', 'bloodiest', 'attacks', 'iraq', 'fledgling', 'security', 'forces']\n",
      "Stemmed Tokens: ['insurg', 'massacr', 'armi', 'recruit', 'group', 'link', 'insurg', 'leader', 'abu', 'musab', 'alzarqawi', 'claim', 'respons', 'massacr', 'unarm', 'armi', 'recruit', 'one', 'bloodiest', 'attack', 'iraq', 'fledgl', 'secur', 'forc']\n",
      "Final Preprocessed Text: insurg massacr armi recruit group link insurg leader abu musab alzarqawi claim respons massacr unarm armi recruit one bloodiest attack iraq fledgl secur forc\n",
      "\n",
      "Original Text: Pinochet Loses Immunity in Chile   Chile's Supreme Court yesterday stripped former dictator Augusto Pinochet of immunity from prosecution, paving the way for possible trials of the 88-year-old general on charges of human rights abuses during his 17-year rule.\n",
      "Lowercased Text: pinochet loses immunity in chile   chile's supreme court yesterday stripped former dictator augusto pinochet of immunity from prosecution, paving the way for possible trials of the 88-year-old general on charges of human rights abuses during his 17-year rule.\n",
      "Removed URLs: pinochet loses immunity in chile   chile's supreme court yesterday stripped former dictator augusto pinochet of immunity from prosecution, paving the way for possible trials of the 88-year-old general on charges of human rights abuses during his 17-year rule.\n",
      "Removed HTML Tags: pinochet loses immunity in chile   chile's supreme court yesterday stripped former dictator augusto pinochet of immunity from prosecution, paving the way for possible trials of the 88-year-old general on charges of human rights abuses during his 17-year rule.\n",
      "Removed Special Characters: pinochet loses immunity in chile   chiles supreme court yesterday stripped former dictator augusto pinochet of immunity from prosecution paving the way for possible trials of the yearold general on charges of human rights abuses during his year rule\n",
      "Tokens: ['pinochet', 'loses', 'immunity', 'in', 'chile', 'chiles', 'supreme', 'court', 'yesterday', 'stripped', 'former', 'dictator', 'augusto', 'pinochet', 'of', 'immunity', 'from', 'prosecution', 'paving', 'the', 'way', 'for', 'possible', 'trials', 'of', 'the', 'yearold', 'general', 'on', 'charges', 'of', 'human', 'rights', 'abuses', 'during', 'his', 'year', 'rule']\n",
      "Removed Stopwords: ['pinochet', 'loses', 'immunity', 'chile', 'chiles', 'supreme', 'court', 'yesterday', 'stripped', 'former', 'dictator', 'augusto', 'pinochet', 'immunity', 'prosecution', 'paving', 'way', 'possible', 'trials', 'yearold', 'general', 'charges', 'human', 'rights', 'abuses', 'year', 'rule']\n",
      "Stemmed Tokens: ['pinochet', 'lose', 'immun', 'chile', 'chile', 'suprem', 'court', 'yesterday', 'strip', 'former', 'dictat', 'augusto', 'pinochet', 'immun', 'prosecut', 'pave', 'way', 'possibl', 'trial', 'yearold', 'gener', 'charg', 'human', 'right', 'abus', 'year', 'rule']\n",
      "Final Preprocessed Text: pinochet lose immun chile chile suprem court yesterday strip former dictat augusto pinochet immun prosecut pave way possibl trial yearold gener charg human right abus year rule\n",
      "\n",
      "Original Text: Russia Blames Terrorism for Downed Jet MOSCOW - One of two Russian airliners that crashed nearly simultaneously was brought down by a terrorist act, officials said Friday, after finding traces of explosives in the plane's wreckage. A Web site connected to Islamic militants claimed the action was connected to Russia's fight against Chechen separatists...\n",
      "Lowercased Text: russia blames terrorism for downed jet moscow - one of two russian airliners that crashed nearly simultaneously was brought down by a terrorist act, officials said friday, after finding traces of explosives in the plane's wreckage. a web site connected to islamic militants claimed the action was connected to russia's fight against chechen separatists...\n",
      "Removed URLs: russia blames terrorism for downed jet moscow - one of two russian airliners that crashed nearly simultaneously was brought down by a terrorist act, officials said friday, after finding traces of explosives in the plane's wreckage. a web site connected to islamic militants claimed the action was connected to russia's fight against chechen separatists...\n",
      "Removed HTML Tags: russia blames terrorism for downed jet moscow - one of two russian airliners that crashed nearly simultaneously was brought down by a terrorist act, officials said friday, after finding traces of explosives in the plane's wreckage. a web site connected to islamic militants claimed the action was connected to russia's fight against chechen separatists...\n",
      "Removed Special Characters: russia blames terrorism for downed jet moscow  one of two russian airliners that crashed nearly simultaneously was brought down by a terrorist act officials said friday after finding traces of explosives in the planes wreckage a web site connected to islamic militants claimed the action was connected to russias fight against chechen separatists\n",
      "Tokens: ['russia', 'blames', 'terrorism', 'for', 'downed', 'jet', 'moscow', 'one', 'of', 'two', 'russian', 'airliners', 'that', 'crashed', 'nearly', 'simultaneously', 'was', 'brought', 'down', 'by', 'a', 'terrorist', 'act', 'officials', 'said', 'friday', 'after', 'finding', 'traces', 'of', 'explosives', 'in', 'the', 'planes', 'wreckage', 'a', 'web', 'site', 'connected', 'to', 'islamic', 'militants', 'claimed', 'the', 'action', 'was', 'connected', 'to', 'russias', 'fight', 'against', 'chechen', 'separatists']\n",
      "Removed Stopwords: ['russia', 'blames', 'terrorism', 'downed', 'jet', 'moscow', 'one', 'two', 'russian', 'airliners', 'crashed', 'nearly', 'simultaneously', 'brought', 'terrorist', 'act', 'officials', 'said', 'friday', 'finding', 'traces', 'explosives', 'planes', 'wreckage', 'web', 'site', 'connected', 'islamic', 'militants', 'claimed', 'action', 'connected', 'russias', 'fight', 'chechen', 'separatists']\n",
      "Stemmed Tokens: ['russia', 'blame', 'terror', 'down', 'jet', 'moscow', 'one', 'two', 'russian', 'airlin', 'crash', 'nearli', 'simultan', 'brought', 'terrorist', 'act', 'offici', 'said', 'friday', 'find', 'trace', 'explos', 'plane', 'wreckag', 'web', 'site', 'connect', 'islam', 'milit', 'claim', 'action', 'connect', 'russia', 'fight', 'chechen', 'separatist']\n",
      "Final Preprocessed Text: russia blame terror down jet moscow one two russian airlin crash nearli simultan brought terrorist act offici said friday find trace explos plane wreckag web site connect islam milit claim action connect russia fight chechen separatist\n",
      "\n",
      "Original Text: Verdict plunges ruling camp into turmoil Aside from being  quot;shocked, quot; members of the ruling party were at a loss for words following the Constitutional Court ruling that the party #39;s capital relocation plan was  quot;unconstitutional.\n",
      "Lowercased Text: verdict plunges ruling camp into turmoil aside from being  quot;shocked, quot; members of the ruling party were at a loss for words following the constitutional court ruling that the party #39;s capital relocation plan was  quot;unconstitutional.\n",
      "Removed URLs: verdict plunges ruling camp into turmoil aside from being  quot;shocked, quot; members of the ruling party were at a loss for words following the constitutional court ruling that the party #39;s capital relocation plan was  quot;unconstitutional.\n",
      "Removed HTML Tags: verdict plunges ruling camp into turmoil aside from being  quot;shocked, quot; members of the ruling party were at a loss for words following the constitutional court ruling that the party #39;s capital relocation plan was  quot;unconstitutional.\n",
      "Removed Special Characters: verdict plunges ruling camp into turmoil aside from being  quotshocked quot members of the ruling party were at a loss for words following the constitutional court ruling that the party s capital relocation plan was  quotunconstitutional\n",
      "Tokens: ['verdict', 'plunges', 'ruling', 'camp', 'into', 'turmoil', 'aside', 'from', 'being', 'quotshocked', 'quot', 'members', 'of', 'the', 'ruling', 'party', 'were', 'at', 'a', 'loss', 'for', 'words', 'following', 'the', 'constitutional', 'court', 'ruling', 'that', 'the', 'party', 's', 'capital', 'relocation', 'plan', 'was', 'quotunconstitutional']\n",
      "Removed Stopwords: ['verdict', 'plunges', 'ruling', 'camp', 'turmoil', 'aside', 'quotshocked', 'quot', 'members', 'ruling', 'party', 'loss', 'words', 'following', 'constitutional', 'court', 'ruling', 'party', 'capital', 'relocation', 'plan', 'quotunconstitutional']\n",
      "Stemmed Tokens: ['verdict', 'plung', 'rule', 'camp', 'turmoil', 'asid', 'quotshock', 'quot', 'member', 'rule', 'parti', 'loss', 'word', 'follow', 'constitut', 'court', 'rule', 'parti', 'capit', 'reloc', 'plan', 'quotunconstitut']\n",
      "Final Preprocessed Text: verdict plung rule camp turmoil asid quotshock quot member rule parti loss word follow constitut court rule parti capit reloc plan quotunconstitut\n",
      "\n",
      "Original Text: Milosevic War Crimes Trial Resumes The defense of Slobodan Milosevic resumed Tuesday, even as an appeals panel of the U.N. war crimes tribunal considered the former Yugoslav president's request to fire his court-appointed lawyer and let him represent himself again.\n",
      "Lowercased Text: milosevic war crimes trial resumes the defense of slobodan milosevic resumed tuesday, even as an appeals panel of the u.n. war crimes tribunal considered the former yugoslav president's request to fire his court-appointed lawyer and let him represent himself again.\n",
      "Removed URLs: milosevic war crimes trial resumes the defense of slobodan milosevic resumed tuesday, even as an appeals panel of the u.n. war crimes tribunal considered the former yugoslav president's request to fire his court-appointed lawyer and let him represent himself again.\n",
      "Removed HTML Tags: milosevic war crimes trial resumes the defense of slobodan milosevic resumed tuesday, even as an appeals panel of the u.n. war crimes tribunal considered the former yugoslav president's request to fire his court-appointed lawyer and let him represent himself again.\n",
      "Removed Special Characters: milosevic war crimes trial resumes the defense of slobodan milosevic resumed tuesday even as an appeals panel of the un war crimes tribunal considered the former yugoslav presidents request to fire his courtappointed lawyer and let him represent himself again\n",
      "Tokens: ['milosevic', 'war', 'crimes', 'trial', 'resumes', 'the', 'defense', 'of', 'slobodan', 'milosevic', 'resumed', 'tuesday', 'even', 'as', 'an', 'appeals', 'panel', 'of', 'the', 'un', 'war', 'crimes', 'tribunal', 'considered', 'the', 'former', 'yugoslav', 'presidents', 'request', 'to', 'fire', 'his', 'courtappointed', 'lawyer', 'and', 'let', 'him', 'represent', 'himself', 'again']\n",
      "Removed Stopwords: ['milosevic', 'war', 'crimes', 'trial', 'resumes', 'defense', 'slobodan', 'milosevic', 'resumed', 'tuesday', 'even', 'appeals', 'panel', 'un', 'war', 'crimes', 'tribunal', 'considered', 'former', 'yugoslav', 'presidents', 'request', 'fire', 'courtappointed', 'lawyer', 'let', 'represent']\n",
      "Stemmed Tokens: ['milosev', 'war', 'crime', 'trial', 'resum', 'defens', 'slobodan', 'milosev', 'resum', 'tuesday', 'even', 'appeal', 'panel', 'un', 'war', 'crime', 'tribun', 'consid', 'former', 'yugoslav', 'presid', 'request', 'fire', 'courtappoint', 'lawyer', 'let', 'repres']\n",
      "Final Preprocessed Text: milosev war crime trial resum defens slobodan milosev resum tuesday even appeal panel un war crime tribun consid former yugoslav presid request fire courtappoint lawyer let repres\n",
      "\n",
      "Original Text: Defense Leaders Faulted by Panel in Prison Abuse Leadership failures at the highest levels contributed to an environment in which detainees were abused, a panel concluded.\n",
      "Lowercased Text: defense leaders faulted by panel in prison abuse leadership failures at the highest levels contributed to an environment in which detainees were abused, a panel concluded.\n",
      "Removed URLs: defense leaders faulted by panel in prison abuse leadership failures at the highest levels contributed to an environment in which detainees were abused, a panel concluded.\n",
      "Removed HTML Tags: defense leaders faulted by panel in prison abuse leadership failures at the highest levels contributed to an environment in which detainees were abused, a panel concluded.\n",
      "Removed Special Characters: defense leaders faulted by panel in prison abuse leadership failures at the highest levels contributed to an environment in which detainees were abused a panel concluded\n",
      "Tokens: ['defense', 'leaders', 'faulted', 'by', 'panel', 'in', 'prison', 'abuse', 'leadership', 'failures', 'at', 'the', 'highest', 'levels', 'contributed', 'to', 'an', 'environment', 'in', 'which', 'detainees', 'were', 'abused', 'a', 'panel', 'concluded']\n",
      "Removed Stopwords: ['defense', 'leaders', 'faulted', 'panel', 'prison', 'abuse', 'leadership', 'failures', 'highest', 'levels', 'contributed', 'environment', 'detainees', 'abused', 'panel', 'concluded']\n",
      "Stemmed Tokens: ['defens', 'leader', 'fault', 'panel', 'prison', 'abus', 'leadership', 'failur', 'highest', 'level', 'contribut', 'environ', 'detaine', 'abus', 'panel', 'conclud']\n",
      "Final Preprocessed Text: defens leader fault panel prison abus leadership failur highest level contribut environ detaine abus panel conclud\n",
      "\n",
      "Original Text: Production Up at 3 Japanese Automakers (AP) AP - Production in Japan rose at three of the nation's top five automakers in September from a year ago, but was down at scandal-hit Mitsubishi Motors Corp. as well as at Nissan Motor Co., according to figures released Tuesday.\n",
      "Lowercased Text: production up at 3 japanese automakers (ap) ap - production in japan rose at three of the nation's top five automakers in september from a year ago, but was down at scandal-hit mitsubishi motors corp. as well as at nissan motor co., according to figures released tuesday.\n",
      "Removed URLs: production up at 3 japanese automakers (ap) ap - production in japan rose at three of the nation's top five automakers in september from a year ago, but was down at scandal-hit mitsubishi motors corp. as well as at nissan motor co., according to figures released tuesday.\n",
      "Removed HTML Tags: production up at 3 japanese automakers (ap) ap - production in japan rose at three of the nation's top five automakers in september from a year ago, but was down at scandal-hit mitsubishi motors corp. as well as at nissan motor co., according to figures released tuesday.\n",
      "Removed Special Characters: production up at  japanese automakers ap ap  production in japan rose at three of the nations top five automakers in september from a year ago but was down at scandalhit mitsubishi motors corp as well as at nissan motor co according to figures released tuesday\n",
      "Tokens: ['production', 'up', 'at', 'japanese', 'automakers', 'ap', 'ap', 'production', 'in', 'japan', 'rose', 'at', 'three', 'of', 'the', 'nations', 'top', 'five', 'automakers', 'in', 'september', 'from', 'a', 'year', 'ago', 'but', 'was', 'down', 'at', 'scandalhit', 'mitsubishi', 'motors', 'corp', 'as', 'well', 'as', 'at', 'nissan', 'motor', 'co', 'according', 'to', 'figures', 'released', 'tuesday']\n",
      "Removed Stopwords: ['production', 'japanese', 'automakers', 'ap', 'ap', 'production', 'japan', 'rose', 'three', 'nations', 'top', 'five', 'automakers', 'september', 'year', 'ago', 'scandalhit', 'mitsubishi', 'motors', 'corp', 'well', 'nissan', 'motor', 'co', 'according', 'figures', 'released', 'tuesday']\n",
      "Stemmed Tokens: ['product', 'japanes', 'automak', 'ap', 'ap', 'product', 'japan', 'rose', 'three', 'nation', 'top', 'five', 'automak', 'septemb', 'year', 'ago', 'scandalhit', 'mitsubishi', 'motor', 'corp', 'well', 'nissan', 'motor', 'co', 'accord', 'figur', 'releas', 'tuesday']\n",
      "Final Preprocessed Text: product japanes automak ap ap product japan rose three nation top five automak septemb year ago scandalhit mitsubishi motor corp well nissan motor co accord figur releas tuesday\n",
      "\n",
      "Original Text: Iran Dismisses New Nuke Site Charge as 'A New Lie'  VIENNA (Reuters) - A senior Iranian official said on  Thursday that the latest allegation that Tehran is hiding a  nuclear site from U.N. inspectors was a lie and denied that the  U.N. nuclear watchdog had even asked to visit it.\n",
      "Lowercased Text: iran dismisses new nuke site charge as 'a new lie'  vienna (reuters) - a senior iranian official said on  thursday that the latest allegation that tehran is hiding a  nuclear site from u.n. inspectors was a lie and denied that the  u.n. nuclear watchdog had even asked to visit it.\n",
      "Removed URLs: iran dismisses new nuke site charge as 'a new lie'  vienna (reuters) - a senior iranian official said on  thursday that the latest allegation that tehran is hiding a  nuclear site from u.n. inspectors was a lie and denied that the  u.n. nuclear watchdog had even asked to visit it.\n",
      "Removed HTML Tags: iran dismisses new nuke site charge as 'a new lie'  vienna (reuters) - a senior iranian official said on  thursday that the latest allegation that tehran is hiding a  nuclear site from u.n. inspectors was a lie and denied that the  u.n. nuclear watchdog had even asked to visit it.\n",
      "Removed Special Characters: iran dismisses new nuke site charge as a new lie  vienna reuters  a senior iranian official said on  thursday that the latest allegation that tehran is hiding a  nuclear site from un inspectors was a lie and denied that the  un nuclear watchdog had even asked to visit it\n",
      "Tokens: ['iran', 'dismisses', 'new', 'nuke', 'site', 'charge', 'as', 'a', 'new', 'lie', 'vienna', 'reuters', 'a', 'senior', 'iranian', 'official', 'said', 'on', 'thursday', 'that', 'the', 'latest', 'allegation', 'that', 'tehran', 'is', 'hiding', 'a', 'nuclear', 'site', 'from', 'un', 'inspectors', 'was', 'a', 'lie', 'and', 'denied', 'that', 'the', 'un', 'nuclear', 'watchdog', 'had', 'even', 'asked', 'to', 'visit', 'it']\n",
      "Removed Stopwords: ['iran', 'dismisses', 'new', 'nuke', 'site', 'charge', 'new', 'lie', 'vienna', 'reuters', 'senior', 'iranian', 'official', 'said', 'thursday', 'latest', 'allegation', 'tehran', 'hiding', 'nuclear', 'site', 'un', 'inspectors', 'lie', 'denied', 'un', 'nuclear', 'watchdog', 'even', 'asked', 'visit']\n",
      "Stemmed Tokens: ['iran', 'dismiss', 'new', 'nuke', 'site', 'charg', 'new', 'lie', 'vienna', 'reuter', 'senior', 'iranian', 'offici', 'said', 'thursday', 'latest', 'alleg', 'tehran', 'hide', 'nuclear', 'site', 'un', 'inspector', 'lie', 'deni', 'un', 'nuclear', 'watchdog', 'even', 'ask', 'visit']\n",
      "Final Preprocessed Text: iran dismiss new nuke site charg new lie vienna reuter senior iranian offici said thursday latest alleg tehran hide nuclear site un inspector lie deni un nuclear watchdog even ask visit\n",
      "\n",
      "Original Text: FCC Proposes \\$1.2M Indecency Fine for Fox WASHINGTON - Federal regulators proposed a record indecency fine of nearly \\$1.2 million Tuesday against Fox Broadcasting Co. for an episode of its reality series \"Married by America.\"   The Federal Communications Commission cited the network for the April 7, 2003, program, which included scenes from Las Vegas bachelor and bachelorette parties featuring strippers and various sexual situations...\n",
      "Lowercased Text: fcc proposes \\$1.2m indecency fine for fox washington - federal regulators proposed a record indecency fine of nearly \\$1.2 million tuesday against fox broadcasting co. for an episode of its reality series \"married by america.\"   the federal communications commission cited the network for the april 7, 2003, program, which included scenes from las vegas bachelor and bachelorette parties featuring strippers and various sexual situations...\n",
      "Removed URLs: fcc proposes \\$1.2m indecency fine for fox washington - federal regulators proposed a record indecency fine of nearly \\$1.2 million tuesday against fox broadcasting co. for an episode of its reality series \"married by america.\"   the federal communications commission cited the network for the april 7, 2003, program, which included scenes from las vegas bachelor and bachelorette parties featuring strippers and various sexual situations...\n",
      "Removed HTML Tags: fcc proposes \\$1.2m indecency fine for fox washington - federal regulators proposed a record indecency fine of nearly \\$1.2 million tuesday against fox broadcasting co. for an episode of its reality series \"married by america.\"   the federal communications commission cited the network for the april 7, 2003, program, which included scenes from las vegas bachelor and bachelorette parties featuring strippers and various sexual situations...\n",
      "Removed Special Characters: fcc proposes m indecency fine for fox washington  federal regulators proposed a record indecency fine of nearly  million tuesday against fox broadcasting co for an episode of its reality series married by america   the federal communications commission cited the network for the april   program which included scenes from las vegas bachelor and bachelorette parties featuring strippers and various sexual situations\n",
      "Tokens: ['fcc', 'proposes', 'm', 'indecency', 'fine', 'for', 'fox', 'washington', 'federal', 'regulators', 'proposed', 'a', 'record', 'indecency', 'fine', 'of', 'nearly', 'million', 'tuesday', 'against', 'fox', 'broadcasting', 'co', 'for', 'an', 'episode', 'of', 'its', 'reality', 'series', 'married', 'by', 'america', 'the', 'federal', 'communications', 'commission', 'cited', 'the', 'network', 'for', 'the', 'april', 'program', 'which', 'included', 'scenes', 'from', 'las', 'vegas', 'bachelor', 'and', 'bachelorette', 'parties', 'featuring', 'strippers', 'and', 'various', 'sexual', 'situations']\n",
      "Removed Stopwords: ['fcc', 'proposes', 'indecency', 'fine', 'fox', 'washington', 'federal', 'regulators', 'proposed', 'record', 'indecency', 'fine', 'nearly', 'million', 'tuesday', 'fox', 'broadcasting', 'co', 'episode', 'reality', 'series', 'married', 'america', 'federal', 'communications', 'commission', 'cited', 'network', 'april', 'program', 'included', 'scenes', 'las', 'vegas', 'bachelor', 'bachelorette', 'parties', 'featuring', 'strippers', 'various', 'sexual', 'situations']\n",
      "Stemmed Tokens: ['fcc', 'propos', 'indec', 'fine', 'fox', 'washington', 'feder', 'regul', 'propos', 'record', 'indec', 'fine', 'nearli', 'million', 'tuesday', 'fox', 'broadcast', 'co', 'episod', 'realiti', 'seri', 'marri', 'america', 'feder', 'commun', 'commiss', 'cite', 'network', 'april', 'program', 'includ', 'scene', 'la', 'vega', 'bachelor', 'bachelorett', 'parti', 'featur', 'stripper', 'variou', 'sexual', 'situat']\n",
      "Final Preprocessed Text: fcc propos indec fine fox washington feder regul propos record indec fine nearli million tuesday fox broadcast co episod realiti seri marri america feder commun commiss cite network april program includ scene la vega bachelor bachelorett parti featur stripper variou sexual situat\n",
      "\n",
      "Original Text: Call for bandit death inquiry A leading human rights group in India questions why police had to kill the country's most notorious bandit, Veerappan.\n",
      "Lowercased Text: call for bandit death inquiry a leading human rights group in india questions why police had to kill the country's most notorious bandit, veerappan.\n",
      "Removed URLs: call for bandit death inquiry a leading human rights group in india questions why police had to kill the country's most notorious bandit, veerappan.\n",
      "Removed HTML Tags: call for bandit death inquiry a leading human rights group in india questions why police had to kill the country's most notorious bandit, veerappan.\n",
      "Removed Special Characters: call for bandit death inquiry a leading human rights group in india questions why police had to kill the countrys most notorious bandit veerappan\n",
      "Tokens: ['call', 'for', 'bandit', 'death', 'inquiry', 'a', 'leading', 'human', 'rights', 'group', 'in', 'india', 'questions', 'why', 'police', 'had', 'to', 'kill', 'the', 'countrys', 'most', 'notorious', 'bandit', 'veerappan']\n",
      "Removed Stopwords: ['call', 'bandit', 'death', 'inquiry', 'leading', 'human', 'rights', 'group', 'india', 'questions', 'police', 'kill', 'countrys', 'notorious', 'bandit', 'veerappan']\n",
      "Stemmed Tokens: ['call', 'bandit', 'death', 'inquiri', 'lead', 'human', 'right', 'group', 'india', 'question', 'polic', 'kill', 'countri', 'notori', 'bandit', 'veerappan']\n",
      "Final Preprocessed Text: call bandit death inquiri lead human right group india question polic kill countri notori bandit veerappan\n",
      "\n",
      "Original Text: Cambodia rush to solve succession Cambodia races to pass laws to decide the sucession after King Sihanouk's abdication announcement.\n",
      "Lowercased Text: cambodia rush to solve succession cambodia races to pass laws to decide the sucession after king sihanouk's abdication announcement.\n",
      "Removed URLs: cambodia rush to solve succession cambodia races to pass laws to decide the sucession after king sihanouk's abdication announcement.\n",
      "Removed HTML Tags: cambodia rush to solve succession cambodia races to pass laws to decide the sucession after king sihanouk's abdication announcement.\n",
      "Removed Special Characters: cambodia rush to solve succession cambodia races to pass laws to decide the sucession after king sihanouks abdication announcement\n",
      "Tokens: ['cambodia', 'rush', 'to', 'solve', 'succession', 'cambodia', 'races', 'to', 'pass', 'laws', 'to', 'decide', 'the', 'sucession', 'after', 'king', 'sihanouks', 'abdication', 'announcement']\n",
      "Removed Stopwords: ['cambodia', 'rush', 'solve', 'succession', 'cambodia', 'races', 'pass', 'laws', 'decide', 'sucession', 'king', 'sihanouks', 'abdication', 'announcement']\n",
      "Stemmed Tokens: ['cambodia', 'rush', 'solv', 'success', 'cambodia', 'race', 'pass', 'law', 'decid', 'sucess', 'king', 'sihanouk', 'abdic', 'announc']\n",
      "Final Preprocessed Text: cambodia rush solv success cambodia race pass law decid sucess king sihanouk abdic announc\n",
      "\n",
      "Original Text: Thorpedo Sinks Phelps' Shot at Record ATHENS, Greece - The kid couldn't catch the Thorpedo - and he won't be catching Mark Spitz, either. Michael Phelps' quest for seven gold medals ended after just three events, doomed by another bronze Monday night in the most anticipated race at the Olympic pool - the head-to-head showdown with Australia's Ian Thorpe in the 200-meter freestyle...\n",
      "Lowercased Text: thorpedo sinks phelps' shot at record athens, greece - the kid couldn't catch the thorpedo - and he won't be catching mark spitz, either. michael phelps' quest for seven gold medals ended after just three events, doomed by another bronze monday night in the most anticipated race at the olympic pool - the head-to-head showdown with australia's ian thorpe in the 200-meter freestyle...\n",
      "Removed URLs: thorpedo sinks phelps' shot at record athens, greece - the kid couldn't catch the thorpedo - and he won't be catching mark spitz, either. michael phelps' quest for seven gold medals ended after just three events, doomed by another bronze monday night in the most anticipated race at the olympic pool - the head-to-head showdown with australia's ian thorpe in the 200-meter freestyle...\n",
      "Removed HTML Tags: thorpedo sinks phelps' shot at record athens, greece - the kid couldn't catch the thorpedo - and he won't be catching mark spitz, either. michael phelps' quest for seven gold medals ended after just three events, doomed by another bronze monday night in the most anticipated race at the olympic pool - the head-to-head showdown with australia's ian thorpe in the 200-meter freestyle...\n",
      "Removed Special Characters: thorpedo sinks phelps shot at record athens greece  the kid couldnt catch the thorpedo  and he wont be catching mark spitz either michael phelps quest for seven gold medals ended after just three events doomed by another bronze monday night in the most anticipated race at the olympic pool  the headtohead showdown with australias ian thorpe in the meter freestyle\n",
      "Tokens: ['thorpedo', 'sinks', 'phelps', 'shot', 'at', 'record', 'athens', 'greece', 'the', 'kid', 'couldnt', 'catch', 'the', 'thorpedo', 'and', 'he', 'wont', 'be', 'catching', 'mark', 'spitz', 'either', 'michael', 'phelps', 'quest', 'for', 'seven', 'gold', 'medals', 'ended', 'after', 'just', 'three', 'events', 'doomed', 'by', 'another', 'bronze', 'monday', 'night', 'in', 'the', 'most', 'anticipated', 'race', 'at', 'the', 'olympic', 'pool', 'the', 'headtohead', 'showdown', 'with', 'australias', 'ian', 'thorpe', 'in', 'the', 'meter', 'freestyle']\n",
      "Removed Stopwords: ['thorpedo', 'sinks', 'phelps', 'shot', 'record', 'athens', 'greece', 'kid', 'couldnt', 'catch', 'thorpedo', 'wont', 'catching', 'mark', 'spitz', 'either', 'michael', 'phelps', 'quest', 'seven', 'gold', 'medals', 'ended', 'three', 'events', 'doomed', 'another', 'bronze', 'monday', 'night', 'anticipated', 'race', 'olympic', 'pool', 'headtohead', 'showdown', 'australias', 'ian', 'thorpe', 'meter', 'freestyle']\n",
      "Stemmed Tokens: ['thorpedo', 'sink', 'phelp', 'shot', 'record', 'athen', 'greec', 'kid', 'couldnt', 'catch', 'thorpedo', 'wont', 'catch', 'mark', 'spitz', 'either', 'michael', 'phelp', 'quest', 'seven', 'gold', 'medal', 'end', 'three', 'event', 'doom', 'anoth', 'bronz', 'monday', 'night', 'anticip', 'race', 'olymp', 'pool', 'headtohead', 'showdown', 'australia', 'ian', 'thorp', 'meter', 'freestyl']\n",
      "Final Preprocessed Text: thorpedo sink phelp shot record athen greec kid couldnt catch thorpedo wont catch mark spitz either michael phelp quest seven gold medal end three event doom anoth bronz monday night anticip race olymp pool headtohead showdown australia ian thorp meter freestyl\n",
      "\n",
      "Original Text: From Behind the Scenes, Rice on Stage Administration officials said President Bush might name Condoleezza Rice as secretary of state as early as Tuesday.\n",
      "Lowercased Text: from behind the scenes, rice on stage administration officials said president bush might name condoleezza rice as secretary of state as early as tuesday.\n",
      "Removed URLs: from behind the scenes, rice on stage administration officials said president bush might name condoleezza rice as secretary of state as early as tuesday.\n",
      "Removed HTML Tags: from behind the scenes, rice on stage administration officials said president bush might name condoleezza rice as secretary of state as early as tuesday.\n",
      "Removed Special Characters: from behind the scenes rice on stage administration officials said president bush might name condoleezza rice as secretary of state as early as tuesday\n",
      "Tokens: ['from', 'behind', 'the', 'scenes', 'rice', 'on', 'stage', 'administration', 'officials', 'said', 'president', 'bush', 'might', 'name', 'condoleezza', 'rice', 'as', 'secretary', 'of', 'state', 'as', 'early', 'as', 'tuesday']\n",
      "Removed Stopwords: ['behind', 'scenes', 'rice', 'stage', 'administration', 'officials', 'said', 'president', 'bush', 'might', 'name', 'condoleezza', 'rice', 'secretary', 'state', 'early', 'tuesday']\n",
      "Stemmed Tokens: ['behind', 'scene', 'rice', 'stage', 'administr', 'offici', 'said', 'presid', 'bush', 'might', 'name', 'condoleezza', 'rice', 'secretari', 'state', 'earli', 'tuesday']\n",
      "Final Preprocessed Text: behind scene rice stage administr offici said presid bush might name condoleezza rice secretari state earli tuesday\n",
      "\n",
      "Original Text: British foreign minister arrives in troubled Darfur (AFP) AFP - British Foreign Secretary Jack Straw arrived in Sudan's violence-plagued western region of Darfur to see the plight of refugees driven from their homes by state-sponsored militias.\n",
      "Lowercased Text: british foreign minister arrives in troubled darfur (afp) afp - british foreign secretary jack straw arrived in sudan's violence-plagued western region of darfur to see the plight of refugees driven from their homes by state-sponsored militias.\n",
      "Removed URLs: british foreign minister arrives in troubled darfur (afp) afp - british foreign secretary jack straw arrived in sudan's violence-plagued western region of darfur to see the plight of refugees driven from their homes by state-sponsored militias.\n",
      "Removed HTML Tags: british foreign minister arrives in troubled darfur (afp) afp - british foreign secretary jack straw arrived in sudan's violence-plagued western region of darfur to see the plight of refugees driven from their homes by state-sponsored militias.\n",
      "Removed Special Characters: british foreign minister arrives in troubled darfur afp afp  british foreign secretary jack straw arrived in sudans violenceplagued western region of darfur to see the plight of refugees driven from their homes by statesponsored militias\n",
      "Tokens: ['british', 'foreign', 'minister', 'arrives', 'in', 'troubled', 'darfur', 'afp', 'afp', 'british', 'foreign', 'secretary', 'jack', 'straw', 'arrived', 'in', 'sudans', 'violenceplagued', 'western', 'region', 'of', 'darfur', 'to', 'see', 'the', 'plight', 'of', 'refugees', 'driven', 'from', 'their', 'homes', 'by', 'statesponsored', 'militias']\n",
      "Removed Stopwords: ['british', 'foreign', 'minister', 'arrives', 'troubled', 'darfur', 'afp', 'afp', 'british', 'foreign', 'secretary', 'jack', 'straw', 'arrived', 'sudans', 'violenceplagued', 'western', 'region', 'darfur', 'see', 'plight', 'refugees', 'driven', 'homes', 'statesponsored', 'militias']\n",
      "Stemmed Tokens: ['british', 'foreign', 'minist', 'arriv', 'troubl', 'darfur', 'afp', 'afp', 'british', 'foreign', 'secretari', 'jack', 'straw', 'arriv', 'sudan', 'violenceplagu', 'western', 'region', 'darfur', 'see', 'plight', 'refuge', 'driven', 'home', 'statesponsor', 'militia']\n",
      "Final Preprocessed Text: british foreign minist arriv troubl darfur afp afp british foreign secretari jack straw arriv sudan violenceplagu western region darfur see plight refuge driven home statesponsor militia\n",
      "\n",
      "Original Text: Zhang Readies Another Martial-Arts Saga TORONTO - A few years back, Zhang Yimou was a bit miffed that fellow filmmaker Ang Lee was faster on the draw in elevating the martial-arts epic to serious cinema. But now that Lee's \"Crouching Tiger, Hidden Dragon\" has broken the genre into the mainstream among Western audiences, Zhang is happy to follow his lead...\n",
      "Lowercased Text: zhang readies another martial-arts saga toronto - a few years back, zhang yimou was a bit miffed that fellow filmmaker ang lee was faster on the draw in elevating the martial-arts epic to serious cinema. but now that lee's \"crouching tiger, hidden dragon\" has broken the genre into the mainstream among western audiences, zhang is happy to follow his lead...\n",
      "Removed URLs: zhang readies another martial-arts saga toronto - a few years back, zhang yimou was a bit miffed that fellow filmmaker ang lee was faster on the draw in elevating the martial-arts epic to serious cinema. but now that lee's \"crouching tiger, hidden dragon\" has broken the genre into the mainstream among western audiences, zhang is happy to follow his lead...\n",
      "Removed HTML Tags: zhang readies another martial-arts saga toronto - a few years back, zhang yimou was a bit miffed that fellow filmmaker ang lee was faster on the draw in elevating the martial-arts epic to serious cinema. but now that lee's \"crouching tiger, hidden dragon\" has broken the genre into the mainstream among western audiences, zhang is happy to follow his lead...\n",
      "Removed Special Characters: zhang readies another martialarts saga toronto  a few years back zhang yimou was a bit miffed that fellow filmmaker ang lee was faster on the draw in elevating the martialarts epic to serious cinema but now that lees crouching tiger hidden dragon has broken the genre into the mainstream among western audiences zhang is happy to follow his lead\n",
      "Tokens: ['zhang', 'readies', 'another', 'martialarts', 'saga', 'toronto', 'a', 'few', 'years', 'back', 'zhang', 'yimou', 'was', 'a', 'bit', 'miffed', 'that', 'fellow', 'filmmaker', 'ang', 'lee', 'was', 'faster', 'on', 'the', 'draw', 'in', 'elevating', 'the', 'martialarts', 'epic', 'to', 'serious', 'cinema', 'but', 'now', 'that', 'lees', 'crouching', 'tiger', 'hidden', 'dragon', 'has', 'broken', 'the', 'genre', 'into', 'the', 'mainstream', 'among', 'western', 'audiences', 'zhang', 'is', 'happy', 'to', 'follow', 'his', 'lead']\n",
      "Removed Stopwords: ['zhang', 'readies', 'another', 'martialarts', 'saga', 'toronto', 'years', 'back', 'zhang', 'yimou', 'bit', 'miffed', 'fellow', 'filmmaker', 'ang', 'lee', 'faster', 'draw', 'elevating', 'martialarts', 'epic', 'serious', 'cinema', 'lees', 'crouching', 'tiger', 'hidden', 'dragon', 'broken', 'genre', 'mainstream', 'among', 'western', 'audiences', 'zhang', 'happy', 'follow', 'lead']\n",
      "Stemmed Tokens: ['zhang', 'readi', 'anoth', 'martialart', 'saga', 'toronto', 'year', 'back', 'zhang', 'yimou', 'bit', 'mif', 'fellow', 'filmmak', 'ang', 'lee', 'faster', 'draw', 'elev', 'martialart', 'epic', 'seriou', 'cinema', 'lee', 'crouch', 'tiger', 'hidden', 'dragon', 'broken', 'genr', 'mainstream', 'among', 'western', 'audienc', 'zhang', 'happi', 'follow', 'lead']\n",
      "Final Preprocessed Text: zhang readi anoth martialart saga toronto year back zhang yimou bit mif fellow filmmak ang lee faster draw elev martialart epic seriou cinema lee crouch tiger hidden dragon broken genr mainstream among western audienc zhang happi follow lead\n",
      "\n",
      "Original Text: Karzai to Address Tribal Leaders Afghan President Hamid Karzai plans to address tribal leaders Thursday on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Lowercased Text: karzai to address tribal leaders afghan president hamid karzai plans to address tribal leaders thursday on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Removed URLs: karzai to address tribal leaders afghan president hamid karzai plans to address tribal leaders thursday on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Removed HTML Tags: karzai to address tribal leaders afghan president hamid karzai plans to address tribal leaders thursday on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Removed Special Characters: karzai to address tribal leaders afghan president hamid karzai plans to address tribal leaders thursday on the need to eliminate this warravaged country s booming drug trade an aide said\n",
      "Tokens: ['karzai', 'to', 'address', 'tribal', 'leaders', 'afghan', 'president', 'hamid', 'karzai', 'plans', 'to', 'address', 'tribal', 'leaders', 'thursday', 'on', 'the', 'need', 'to', 'eliminate', 'this', 'warravaged', 'country', 's', 'booming', 'drug', 'trade', 'an', 'aide', 'said']\n",
      "Removed Stopwords: ['karzai', 'address', 'tribal', 'leaders', 'afghan', 'president', 'hamid', 'karzai', 'plans', 'address', 'tribal', 'leaders', 'thursday', 'need', 'eliminate', 'warravaged', 'country', 'booming', 'drug', 'trade', 'aide', 'said']\n",
      "Stemmed Tokens: ['karzai', 'address', 'tribal', 'leader', 'afghan', 'presid', 'hamid', 'karzai', 'plan', 'address', 'tribal', 'leader', 'thursday', 'need', 'elimin', 'warravag', 'countri', 'boom', 'drug', 'trade', 'aid', 'said']\n",
      "Final Preprocessed Text: karzai address tribal leader afghan presid hamid karzai plan address tribal leader thursday need elimin warravag countri boom drug trade aid said\n",
      "\n",
      "Original Text: Concern grows over ailing Arafat Medics, aides and family rush to the West Bank as fears grow for Yasser Arafat's health.\n",
      "Lowercased Text: concern grows over ailing arafat medics, aides and family rush to the west bank as fears grow for yasser arafat's health.\n",
      "Removed URLs: concern grows over ailing arafat medics, aides and family rush to the west bank as fears grow for yasser arafat's health.\n",
      "Removed HTML Tags: concern grows over ailing arafat medics, aides and family rush to the west bank as fears grow for yasser arafat's health.\n",
      "Removed Special Characters: concern grows over ailing arafat medics aides and family rush to the west bank as fears grow for yasser arafats health\n",
      "Tokens: ['concern', 'grows', 'over', 'ailing', 'arafat', 'medics', 'aides', 'and', 'family', 'rush', 'to', 'the', 'west', 'bank', 'as', 'fears', 'grow', 'for', 'yasser', 'arafats', 'health']\n",
      "Removed Stopwords: ['concern', 'grows', 'ailing', 'arafat', 'medics', 'aides', 'family', 'rush', 'west', 'bank', 'fears', 'grow', 'yasser', 'arafats', 'health']\n",
      "Stemmed Tokens: ['concern', 'grow', 'ail', 'arafat', 'medic', 'aid', 'famili', 'rush', 'west', 'bank', 'fear', 'grow', 'yasser', 'arafat', 'health']\n",
      "Final Preprocessed Text: concern grow ail arafat medic aid famili rush west bank fear grow yasser arafat health\n",
      "\n",
      "Original Text: Nestle Considering Perrier Sale (AP) AP - Nestle SA said Wednesday it is considering selling French mineral water brand Perrier after a trade union blocked a plan to cut almost 800 jobs.\n",
      "Lowercased Text: nestle considering perrier sale (ap) ap - nestle sa said wednesday it is considering selling french mineral water brand perrier after a trade union blocked a plan to cut almost 800 jobs.\n",
      "Removed URLs: nestle considering perrier sale (ap) ap - nestle sa said wednesday it is considering selling french mineral water brand perrier after a trade union blocked a plan to cut almost 800 jobs.\n",
      "Removed HTML Tags: nestle considering perrier sale (ap) ap - nestle sa said wednesday it is considering selling french mineral water brand perrier after a trade union blocked a plan to cut almost 800 jobs.\n",
      "Removed Special Characters: nestle considering perrier sale ap ap  nestle sa said wednesday it is considering selling french mineral water brand perrier after a trade union blocked a plan to cut almost  jobs\n",
      "Tokens: ['nestle', 'considering', 'perrier', 'sale', 'ap', 'ap', 'nestle', 'sa', 'said', 'wednesday', 'it', 'is', 'considering', 'selling', 'french', 'mineral', 'water', 'brand', 'perrier', 'after', 'a', 'trade', 'union', 'blocked', 'a', 'plan', 'to', 'cut', 'almost', 'jobs']\n",
      "Removed Stopwords: ['nestle', 'considering', 'perrier', 'sale', 'ap', 'ap', 'nestle', 'sa', 'said', 'wednesday', 'considering', 'selling', 'french', 'mineral', 'water', 'brand', 'perrier', 'trade', 'union', 'blocked', 'plan', 'cut', 'almost', 'jobs']\n",
      "Stemmed Tokens: ['nestl', 'consid', 'perrier', 'sale', 'ap', 'ap', 'nestl', 'sa', 'said', 'wednesday', 'consid', 'sell', 'french', 'miner', 'water', 'brand', 'perrier', 'trade', 'union', 'block', 'plan', 'cut', 'almost', 'job']\n",
      "Final Preprocessed Text: nestl consid perrier sale ap ap nestl sa said wednesday consid sell french miner water brand perrier trade union block plan cut almost job\n",
      "\n",
      "Original Text: Congress OKs  #36;136B Corporate Tax-Cut Bill (AP) AP - The Senate shipped President Bush a wide-ranging  #36;136 billion corporate tax-cut bill and a disaster aid package on Monday, letting lawmakers head home for the finale of the presidential and congressional campaigns.\n",
      "Lowercased Text: congress oks  #36;136b corporate tax-cut bill (ap) ap - the senate shipped president bush a wide-ranging  #36;136 billion corporate tax-cut bill and a disaster aid package on monday, letting lawmakers head home for the finale of the presidential and congressional campaigns.\n",
      "Removed URLs: congress oks  #36;136b corporate tax-cut bill (ap) ap - the senate shipped president bush a wide-ranging  #36;136 billion corporate tax-cut bill and a disaster aid package on monday, letting lawmakers head home for the finale of the presidential and congressional campaigns.\n",
      "Removed HTML Tags: congress oks  #36;136b corporate tax-cut bill (ap) ap - the senate shipped president bush a wide-ranging  #36;136 billion corporate tax-cut bill and a disaster aid package on monday, letting lawmakers head home for the finale of the presidential and congressional campaigns.\n",
      "Removed Special Characters: congress oks  b corporate taxcut bill ap ap  the senate shipped president bush a wideranging   billion corporate taxcut bill and a disaster aid package on monday letting lawmakers head home for the finale of the presidential and congressional campaigns\n",
      "Tokens: ['congress', 'oks', 'b', 'corporate', 'taxcut', 'bill', 'ap', 'ap', 'the', 'senate', 'shipped', 'president', 'bush', 'a', 'wideranging', 'billion', 'corporate', 'taxcut', 'bill', 'and', 'a', 'disaster', 'aid', 'package', 'on', 'monday', 'letting', 'lawmakers', 'head', 'home', 'for', 'the', 'finale', 'of', 'the', 'presidential', 'and', 'congressional', 'campaigns']\n",
      "Removed Stopwords: ['congress', 'oks', 'b', 'corporate', 'taxcut', 'bill', 'ap', 'ap', 'senate', 'shipped', 'president', 'bush', 'wideranging', 'billion', 'corporate', 'taxcut', 'bill', 'disaster', 'aid', 'package', 'monday', 'letting', 'lawmakers', 'head', 'home', 'finale', 'presidential', 'congressional', 'campaigns']\n",
      "Stemmed Tokens: ['congress', 'ok', 'b', 'corpor', 'taxcut', 'bill', 'ap', 'ap', 'senat', 'ship', 'presid', 'bush', 'widerang', 'billion', 'corpor', 'taxcut', 'bill', 'disast', 'aid', 'packag', 'monday', 'let', 'lawmak', 'head', 'home', 'final', 'presidenti', 'congression', 'campaign']\n",
      "Final Preprocessed Text: congress ok b corpor taxcut bill ap ap senat ship presid bush widerang billion corpor taxcut bill disast aid packag monday let lawmak head home final presidenti congression campaign\n",
      "\n",
      "Original Text: Stocks Move Higher As Oil Prices Dip NEW YORK - Stocks moved modestly higher Friday as a dip in oil prices and a satisfactory report on durable goods orders cheered investors at the end of a losing week.    In midafternoon trading, the Dow Jones industrial average was up 39.75, or 0.4 percent, at 10,078.65...\n",
      "Lowercased Text: stocks move higher as oil prices dip new york - stocks moved modestly higher friday as a dip in oil prices and a satisfactory report on durable goods orders cheered investors at the end of a losing week.    in midafternoon trading, the dow jones industrial average was up 39.75, or 0.4 percent, at 10,078.65...\n",
      "Removed URLs: stocks move higher as oil prices dip new york - stocks moved modestly higher friday as a dip in oil prices and a satisfactory report on durable goods orders cheered investors at the end of a losing week.    in midafternoon trading, the dow jones industrial average was up 39.75, or 0.4 percent, at 10,078.65...\n",
      "Removed HTML Tags: stocks move higher as oil prices dip new york - stocks moved modestly higher friday as a dip in oil prices and a satisfactory report on durable goods orders cheered investors at the end of a losing week.    in midafternoon trading, the dow jones industrial average was up 39.75, or 0.4 percent, at 10,078.65...\n",
      "Removed Special Characters: stocks move higher as oil prices dip new york  stocks moved modestly higher friday as a dip in oil prices and a satisfactory report on durable goods orders cheered investors at the end of a losing week    in midafternoon trading the dow jones industrial average was up  or  percent at \n",
      "Tokens: ['stocks', 'move', 'higher', 'as', 'oil', 'prices', 'dip', 'new', 'york', 'stocks', 'moved', 'modestly', 'higher', 'friday', 'as', 'a', 'dip', 'in', 'oil', 'prices', 'and', 'a', 'satisfactory', 'report', 'on', 'durable', 'goods', 'orders', 'cheered', 'investors', 'at', 'the', 'end', 'of', 'a', 'losing', 'week', 'in', 'midafternoon', 'trading', 'the', 'dow', 'jones', 'industrial', 'average', 'was', 'up', 'or', 'percent', 'at']\n",
      "Removed Stopwords: ['stocks', 'move', 'higher', 'oil', 'prices', 'dip', 'new', 'york', 'stocks', 'moved', 'modestly', 'higher', 'friday', 'dip', 'oil', 'prices', 'satisfactory', 'report', 'durable', 'goods', 'orders', 'cheered', 'investors', 'end', 'losing', 'week', 'midafternoon', 'trading', 'dow', 'jones', 'industrial', 'average', 'percent']\n",
      "Stemmed Tokens: ['stock', 'move', 'higher', 'oil', 'price', 'dip', 'new', 'york', 'stock', 'move', 'modestli', 'higher', 'friday', 'dip', 'oil', 'price', 'satisfactori', 'report', 'durabl', 'good', 'order', 'cheer', 'investor', 'end', 'lose', 'week', 'midafternoon', 'trade', 'dow', 'jone', 'industri', 'averag', 'percent']\n",
      "Final Preprocessed Text: stock move higher oil price dip new york stock move modestli higher friday dip oil price satisfactori report durabl good order cheer investor end lose week midafternoon trade dow jone industri averag percent\n",
      "\n",
      "Original Text: Italy plays role of Europe's immigration gatekeeper Italy wants the rest of the Continent to stiffen border patrols and asylum guidelines.\n",
      "Lowercased Text: italy plays role of europe's immigration gatekeeper italy wants the rest of the continent to stiffen border patrols and asylum guidelines.\n",
      "Removed URLs: italy plays role of europe's immigration gatekeeper italy wants the rest of the continent to stiffen border patrols and asylum guidelines.\n",
      "Removed HTML Tags: italy plays role of europe's immigration gatekeeper italy wants the rest of the continent to stiffen border patrols and asylum guidelines.\n",
      "Removed Special Characters: italy plays role of europes immigration gatekeeper italy wants the rest of the continent to stiffen border patrols and asylum guidelines\n",
      "Tokens: ['italy', 'plays', 'role', 'of', 'europes', 'immigration', 'gatekeeper', 'italy', 'wants', 'the', 'rest', 'of', 'the', 'continent', 'to', 'stiffen', 'border', 'patrols', 'and', 'asylum', 'guidelines']\n",
      "Removed Stopwords: ['italy', 'plays', 'role', 'europes', 'immigration', 'gatekeeper', 'italy', 'wants', 'rest', 'continent', 'stiffen', 'border', 'patrols', 'asylum', 'guidelines']\n",
      "Stemmed Tokens: ['itali', 'play', 'role', 'europ', 'immigr', 'gatekeep', 'itali', 'want', 'rest', 'contin', 'stiffen', 'border', 'patrol', 'asylum', 'guidelin']\n",
      "Final Preprocessed Text: itali play role europ immigr gatekeep itali want rest contin stiffen border patrol asylum guidelin\n",
      "\n",
      "Original Text: Iraqi president appeals for aid FAZ Weekly. Iraqi President Ghazi Yawer made all of the important political stops in Berlin on Thursday, seeing the German president, the development minister and finally the chancellor.\n",
      "Lowercased Text: iraqi president appeals for aid faz weekly. iraqi president ghazi yawer made all of the important political stops in berlin on thursday, seeing the german president, the development minister and finally the chancellor.\n",
      "Removed URLs: iraqi president appeals for aid faz weekly. iraqi president ghazi yawer made all of the important political stops in berlin on thursday, seeing the german president, the development minister and finally the chancellor.\n",
      "Removed HTML Tags: iraqi president appeals for aid faz weekly. iraqi president ghazi yawer made all of the important political stops in berlin on thursday, seeing the german president, the development minister and finally the chancellor.\n",
      "Removed Special Characters: iraqi president appeals for aid faz weekly iraqi president ghazi yawer made all of the important political stops in berlin on thursday seeing the german president the development minister and finally the chancellor\n",
      "Tokens: ['iraqi', 'president', 'appeals', 'for', 'aid', 'faz', 'weekly', 'iraqi', 'president', 'ghazi', 'yawer', 'made', 'all', 'of', 'the', 'important', 'political', 'stops', 'in', 'berlin', 'on', 'thursday', 'seeing', 'the', 'german', 'president', 'the', 'development', 'minister', 'and', 'finally', 'the', 'chancellor']\n",
      "Removed Stopwords: ['iraqi', 'president', 'appeals', 'aid', 'faz', 'weekly', 'iraqi', 'president', 'ghazi', 'yawer', 'made', 'important', 'political', 'stops', 'berlin', 'thursday', 'seeing', 'german', 'president', 'development', 'minister', 'finally', 'chancellor']\n",
      "Stemmed Tokens: ['iraqi', 'presid', 'appeal', 'aid', 'faz', 'weekli', 'iraqi', 'presid', 'ghazi', 'yawer', 'made', 'import', 'polit', 'stop', 'berlin', 'thursday', 'see', 'german', 'presid', 'develop', 'minist', 'final', 'chancellor']\n",
      "Final Preprocessed Text: iraqi presid appeal aid faz weekli iraqi presid ghazi yawer made import polit stop berlin thursday see german presid develop minist final chancellor\n",
      "\n",
      "Original Text: UN asks Myanmar to engage opposition parties, release Suu Kyi United Nations, Aug 18 - The United Nations has told the ruling military Junta in Myanmar that its process for transition to democracy and national reconciliation will lack  quot;credibility quot; unless it engages the opposition political parties and releases ...\n",
      "Lowercased Text: un asks myanmar to engage opposition parties, release suu kyi united nations, aug 18 - the united nations has told the ruling military junta in myanmar that its process for transition to democracy and national reconciliation will lack  quot;credibility quot; unless it engages the opposition political parties and releases ...\n",
      "Removed URLs: un asks myanmar to engage opposition parties, release suu kyi united nations, aug 18 - the united nations has told the ruling military junta in myanmar that its process for transition to democracy and national reconciliation will lack  quot;credibility quot; unless it engages the opposition political parties and releases ...\n",
      "Removed HTML Tags: un asks myanmar to engage opposition parties, release suu kyi united nations, aug 18 - the united nations has told the ruling military junta in myanmar that its process for transition to democracy and national reconciliation will lack  quot;credibility quot; unless it engages the opposition political parties and releases ...\n",
      "Removed Special Characters: un asks myanmar to engage opposition parties release suu kyi united nations aug   the united nations has told the ruling military junta in myanmar that its process for transition to democracy and national reconciliation will lack  quotcredibility quot unless it engages the opposition political parties and releases \n",
      "Tokens: ['un', 'asks', 'myanmar', 'to', 'engage', 'opposition', 'parties', 'release', 'suu', 'kyi', 'united', 'nations', 'aug', 'the', 'united', 'nations', 'has', 'told', 'the', 'ruling', 'military', 'junta', 'in', 'myanmar', 'that', 'its', 'process', 'for', 'transition', 'to', 'democracy', 'and', 'national', 'reconciliation', 'will', 'lack', 'quotcredibility', 'quot', 'unless', 'it', 'engages', 'the', 'opposition', 'political', 'parties', 'and', 'releases']\n",
      "Removed Stopwords: ['un', 'asks', 'myanmar', 'engage', 'opposition', 'parties', 'release', 'suu', 'kyi', 'united', 'nations', 'aug', 'united', 'nations', 'told', 'ruling', 'military', 'junta', 'myanmar', 'process', 'transition', 'democracy', 'national', 'reconciliation', 'lack', 'quotcredibility', 'quot', 'unless', 'engages', 'opposition', 'political', 'parties', 'releases']\n",
      "Stemmed Tokens: ['un', 'ask', 'myanmar', 'engag', 'opposit', 'parti', 'releas', 'suu', 'kyi', 'unit', 'nation', 'aug', 'unit', 'nation', 'told', 'rule', 'militari', 'junta', 'myanmar', 'process', 'transit', 'democraci', 'nation', 'reconcili', 'lack', 'quotcred', 'quot', 'unless', 'engag', 'opposit', 'polit', 'parti', 'releas']\n",
      "Final Preprocessed Text: un ask myanmar engag opposit parti releas suu kyi unit nation aug unit nation told rule militari junta myanmar process transit democraci nation reconcili lack quotcred quot unless engag opposit polit parti releas\n",
      "\n",
      "Original Text: IAEA chief hopes Iran suspend enrichment process The International Atomic Energy Agency (IAEA) head, Mohammad ElBaradei, on Monday expressed his hope that suspension of uranium enrichment will be included in the preliminary Iran-EU agreement.\n",
      "Lowercased Text: iaea chief hopes iran suspend enrichment process the international atomic energy agency (iaea) head, mohammad elbaradei, on monday expressed his hope that suspension of uranium enrichment will be included in the preliminary iran-eu agreement.\n",
      "Removed URLs: iaea chief hopes iran suspend enrichment process the international atomic energy agency (iaea) head, mohammad elbaradei, on monday expressed his hope that suspension of uranium enrichment will be included in the preliminary iran-eu agreement.\n",
      "Removed HTML Tags: iaea chief hopes iran suspend enrichment process the international atomic energy agency (iaea) head, mohammad elbaradei, on monday expressed his hope that suspension of uranium enrichment will be included in the preliminary iran-eu agreement.\n",
      "Removed Special Characters: iaea chief hopes iran suspend enrichment process the international atomic energy agency iaea head mohammad elbaradei on monday expressed his hope that suspension of uranium enrichment will be included in the preliminary iraneu agreement\n",
      "Tokens: ['iaea', 'chief', 'hopes', 'iran', 'suspend', 'enrichment', 'process', 'the', 'international', 'atomic', 'energy', 'agency', 'iaea', 'head', 'mohammad', 'elbaradei', 'on', 'monday', 'expressed', 'his', 'hope', 'that', 'suspension', 'of', 'uranium', 'enrichment', 'will', 'be', 'included', 'in', 'the', 'preliminary', 'iraneu', 'agreement']\n",
      "Removed Stopwords: ['iaea', 'chief', 'hopes', 'iran', 'suspend', 'enrichment', 'process', 'international', 'atomic', 'energy', 'agency', 'iaea', 'head', 'mohammad', 'elbaradei', 'monday', 'expressed', 'hope', 'suspension', 'uranium', 'enrichment', 'included', 'preliminary', 'iraneu', 'agreement']\n",
      "Stemmed Tokens: ['iaea', 'chief', 'hope', 'iran', 'suspend', 'enrich', 'process', 'intern', 'atom', 'energi', 'agenc', 'iaea', 'head', 'mohammad', 'elbaradei', 'monday', 'express', 'hope', 'suspens', 'uranium', 'enrich', 'includ', 'preliminari', 'iraneu', 'agreement']\n",
      "Final Preprocessed Text: iaea chief hope iran suspend enrich process intern atom energi agenc iaea head mohammad elbaradei monday express hope suspens uranium enrich includ preliminari iraneu agreement\n",
      "\n",
      "Original Text: Fidel Castro Greets Venezuela's Chavez (AP) AP - Fidel Castro appears to be recovering well after shattering his left kneecap and breaking his right arm in a fall last month, Venezuelan President Hugo Chavez said after visiting the Cuban leader.\n",
      "Lowercased Text: fidel castro greets venezuela's chavez (ap) ap - fidel castro appears to be recovering well after shattering his left kneecap and breaking his right arm in a fall last month, venezuelan president hugo chavez said after visiting the cuban leader.\n",
      "Removed URLs: fidel castro greets venezuela's chavez (ap) ap - fidel castro appears to be recovering well after shattering his left kneecap and breaking his right arm in a fall last month, venezuelan president hugo chavez said after visiting the cuban leader.\n",
      "Removed HTML Tags: fidel castro greets venezuela's chavez (ap) ap - fidel castro appears to be recovering well after shattering his left kneecap and breaking his right arm in a fall last month, venezuelan president hugo chavez said after visiting the cuban leader.\n",
      "Removed Special Characters: fidel castro greets venezuelas chavez ap ap  fidel castro appears to be recovering well after shattering his left kneecap and breaking his right arm in a fall last month venezuelan president hugo chavez said after visiting the cuban leader\n",
      "Tokens: ['fidel', 'castro', 'greets', 'venezuelas', 'chavez', 'ap', 'ap', 'fidel', 'castro', 'appears', 'to', 'be', 'recovering', 'well', 'after', 'shattering', 'his', 'left', 'kneecap', 'and', 'breaking', 'his', 'right', 'arm', 'in', 'a', 'fall', 'last', 'month', 'venezuelan', 'president', 'hugo', 'chavez', 'said', 'after', 'visiting', 'the', 'cuban', 'leader']\n",
      "Removed Stopwords: ['fidel', 'castro', 'greets', 'venezuelas', 'chavez', 'ap', 'ap', 'fidel', 'castro', 'appears', 'recovering', 'well', 'shattering', 'left', 'kneecap', 'breaking', 'right', 'arm', 'fall', 'last', 'month', 'venezuelan', 'president', 'hugo', 'chavez', 'said', 'visiting', 'cuban', 'leader']\n",
      "Stemmed Tokens: ['fidel', 'castro', 'greet', 'venezuela', 'chavez', 'ap', 'ap', 'fidel', 'castro', 'appear', 'recov', 'well', 'shatter', 'left', 'kneecap', 'break', 'right', 'arm', 'fall', 'last', 'month', 'venezuelan', 'presid', 'hugo', 'chavez', 'said', 'visit', 'cuban', 'leader']\n",
      "Final Preprocessed Text: fidel castro greet venezuela chavez ap ap fidel castro appear recov well shatter left kneecap break right arm fall last month venezuelan presid hugo chavez said visit cuban leader\n",
      "\n",
      "Original Text: Egypt, Israel Ink Trade Deal with US Israel, Egypt, and the United States signed a trade agreement that a senior US official called the most significant trade pact between Egypt and Israel in the past 20 years.\n",
      "Lowercased Text: egypt, israel ink trade deal with us israel, egypt, and the united states signed a trade agreement that a senior us official called the most significant trade pact between egypt and israel in the past 20 years.\n",
      "Removed URLs: egypt, israel ink trade deal with us israel, egypt, and the united states signed a trade agreement that a senior us official called the most significant trade pact between egypt and israel in the past 20 years.\n",
      "Removed HTML Tags: egypt, israel ink trade deal with us israel, egypt, and the united states signed a trade agreement that a senior us official called the most significant trade pact between egypt and israel in the past 20 years.\n",
      "Removed Special Characters: egypt israel ink trade deal with us israel egypt and the united states signed a trade agreement that a senior us official called the most significant trade pact between egypt and israel in the past  years\n",
      "Tokens: ['egypt', 'israel', 'ink', 'trade', 'deal', 'with', 'us', 'israel', 'egypt', 'and', 'the', 'united', 'states', 'signed', 'a', 'trade', 'agreement', 'that', 'a', 'senior', 'us', 'official', 'called', 'the', 'most', 'significant', 'trade', 'pact', 'between', 'egypt', 'and', 'israel', 'in', 'the', 'past', 'years']\n",
      "Removed Stopwords: ['egypt', 'israel', 'ink', 'trade', 'deal', 'us', 'israel', 'egypt', 'united', 'states', 'signed', 'trade', 'agreement', 'senior', 'us', 'official', 'called', 'significant', 'trade', 'pact', 'egypt', 'israel', 'past', 'years']\n",
      "Stemmed Tokens: ['egypt', 'israel', 'ink', 'trade', 'deal', 'us', 'israel', 'egypt', 'unit', 'state', 'sign', 'trade', 'agreement', 'senior', 'us', 'offici', 'call', 'signific', 'trade', 'pact', 'egypt', 'israel', 'past', 'year']\n",
      "Final Preprocessed Text: egypt israel ink trade deal us israel egypt unit state sign trade agreement senior us offici call signific trade pact egypt israel past year\n",
      "\n",
      "Original Text: Sudan Rejects Revised U.N. Darfur Resolution  CAIRO (Reuters) - Sudan's foreign minister rejected  Wednesday a revised U.N. Security Council draft resolution  threatening to consider sanctions on Sudan and said it had  complicated talks on Darfur between rebels and Khartoum.\n",
      "Lowercased Text: sudan rejects revised u.n. darfur resolution  cairo (reuters) - sudan's foreign minister rejected  wednesday a revised u.n. security council draft resolution  threatening to consider sanctions on sudan and said it had  complicated talks on darfur between rebels and khartoum.\n",
      "Removed URLs: sudan rejects revised u.n. darfur resolution  cairo (reuters) - sudan's foreign minister rejected  wednesday a revised u.n. security council draft resolution  threatening to consider sanctions on sudan and said it had  complicated talks on darfur between rebels and khartoum.\n",
      "Removed HTML Tags: sudan rejects revised u.n. darfur resolution  cairo (reuters) - sudan's foreign minister rejected  wednesday a revised u.n. security council draft resolution  threatening to consider sanctions on sudan and said it had  complicated talks on darfur between rebels and khartoum.\n",
      "Removed Special Characters: sudan rejects revised un darfur resolution  cairo reuters  sudans foreign minister rejected  wednesday a revised un security council draft resolution  threatening to consider sanctions on sudan and said it had  complicated talks on darfur between rebels and khartoum\n",
      "Tokens: ['sudan', 'rejects', 'revised', 'un', 'darfur', 'resolution', 'cairo', 'reuters', 'sudans', 'foreign', 'minister', 'rejected', 'wednesday', 'a', 'revised', 'un', 'security', 'council', 'draft', 'resolution', 'threatening', 'to', 'consider', 'sanctions', 'on', 'sudan', 'and', 'said', 'it', 'had', 'complicated', 'talks', 'on', 'darfur', 'between', 'rebels', 'and', 'khartoum']\n",
      "Removed Stopwords: ['sudan', 'rejects', 'revised', 'un', 'darfur', 'resolution', 'cairo', 'reuters', 'sudans', 'foreign', 'minister', 'rejected', 'wednesday', 'revised', 'un', 'security', 'council', 'draft', 'resolution', 'threatening', 'consider', 'sanctions', 'sudan', 'said', 'complicated', 'talks', 'darfur', 'rebels', 'khartoum']\n",
      "Stemmed Tokens: ['sudan', 'reject', 'revis', 'un', 'darfur', 'resolut', 'cairo', 'reuter', 'sudan', 'foreign', 'minist', 'reject', 'wednesday', 'revis', 'un', 'secur', 'council', 'draft', 'resolut', 'threaten', 'consid', 'sanction', 'sudan', 'said', 'complic', 'talk', 'darfur', 'rebel', 'khartoum']\n",
      "Final Preprocessed Text: sudan reject revis un darfur resolut cairo reuter sudan foreign minist reject wednesday revis un secur council draft resolut threaten consid sanction sudan said complic talk darfur rebel khartoum\n",
      "\n",
      "Original Text: Bush May Mean Near-Term Gain, Later Pain for Blair British Prime Minister Tony Blair may be relieved at Iraq ally George W. Bush #39;s re-election but analysts and politicians say any near-term gain could soon give way to problems \n",
      "Lowercased Text: bush may mean near-term gain, later pain for blair british prime minister tony blair may be relieved at iraq ally george w. bush #39;s re-election but analysts and politicians say any near-term gain could soon give way to problems \n",
      "Removed URLs: bush may mean near-term gain, later pain for blair british prime minister tony blair may be relieved at iraq ally george w. bush #39;s re-election but analysts and politicians say any near-term gain could soon give way to problems \n",
      "Removed HTML Tags: bush may mean near-term gain, later pain for blair british prime minister tony blair may be relieved at iraq ally george w. bush #39;s re-election but analysts and politicians say any near-term gain could soon give way to problems \n",
      "Removed Special Characters: bush may mean nearterm gain later pain for blair british prime minister tony blair may be relieved at iraq ally george w bush s reelection but analysts and politicians say any nearterm gain could soon give way to problems \n",
      "Tokens: ['bush', 'may', 'mean', 'nearterm', 'gain', 'later', 'pain', 'for', 'blair', 'british', 'prime', 'minister', 'tony', 'blair', 'may', 'be', 'relieved', 'at', 'iraq', 'ally', 'george', 'w', 'bush', 's', 'reelection', 'but', 'analysts', 'and', 'politicians', 'say', 'any', 'nearterm', 'gain', 'could', 'soon', 'give', 'way', 'to', 'problems']\n",
      "Removed Stopwords: ['bush', 'may', 'mean', 'nearterm', 'gain', 'later', 'pain', 'blair', 'british', 'prime', 'minister', 'tony', 'blair', 'may', 'relieved', 'iraq', 'ally', 'george', 'w', 'bush', 'reelection', 'analysts', 'politicians', 'say', 'nearterm', 'gain', 'could', 'soon', 'give', 'way', 'problems']\n",
      "Stemmed Tokens: ['bush', 'may', 'mean', 'nearterm', 'gain', 'later', 'pain', 'blair', 'british', 'prime', 'minist', 'toni', 'blair', 'may', 'reliev', 'iraq', 'alli', 'georg', 'w', 'bush', 'reelect', 'analyst', 'politician', 'say', 'nearterm', 'gain', 'could', 'soon', 'give', 'way', 'problem']\n",
      "Final Preprocessed Text: bush may mean nearterm gain later pain blair british prime minist toni blair may reliev iraq alli georg w bush reelect analyst politician say nearterm gain could soon give way problem\n",
      "\n",
      "Original Text: Communism, capitalism forge throngs in Bucharest BUCHAREST, Romania -- No parking spaces. Crippling traffic jams. Sky-high rents. Is this London, Rome, or Athens? No, it's Bucharest, where communism and capitalism have conspired to make it Europe's most crowded capital.\n",
      "Lowercased Text: communism, capitalism forge throngs in bucharest bucharest, romania -- no parking spaces. crippling traffic jams. sky-high rents. is this london, rome, or athens? no, it's bucharest, where communism and capitalism have conspired to make it europe's most crowded capital.\n",
      "Removed URLs: communism, capitalism forge throngs in bucharest bucharest, romania -- no parking spaces. crippling traffic jams. sky-high rents. is this london, rome, or athens? no, it's bucharest, where communism and capitalism have conspired to make it europe's most crowded capital.\n",
      "Removed HTML Tags: communism, capitalism forge throngs in bucharest bucharest, romania -- no parking spaces. crippling traffic jams. sky-high rents. is this london, rome, or athens? no, it's bucharest, where communism and capitalism have conspired to make it europe's most crowded capital.\n",
      "Removed Special Characters: communism capitalism forge throngs in bucharest bucharest romania  no parking spaces crippling traffic jams skyhigh rents is this london rome or athens no its bucharest where communism and capitalism have conspired to make it europes most crowded capital\n",
      "Tokens: ['communism', 'capitalism', 'forge', 'throngs', 'in', 'bucharest', 'bucharest', 'romania', 'no', 'parking', 'spaces', 'crippling', 'traffic', 'jams', 'skyhigh', 'rents', 'is', 'this', 'london', 'rome', 'or', 'athens', 'no', 'its', 'bucharest', 'where', 'communism', 'and', 'capitalism', 'have', 'conspired', 'to', 'make', 'it', 'europes', 'most', 'crowded', 'capital']\n",
      "Removed Stopwords: ['communism', 'capitalism', 'forge', 'throngs', 'bucharest', 'bucharest', 'romania', 'parking', 'spaces', 'crippling', 'traffic', 'jams', 'skyhigh', 'rents', 'london', 'rome', 'athens', 'bucharest', 'communism', 'capitalism', 'conspired', 'make', 'europes', 'crowded', 'capital']\n",
      "Stemmed Tokens: ['commun', 'capit', 'forg', 'throng', 'bucharest', 'bucharest', 'romania', 'park', 'space', 'crippl', 'traffic', 'jam', 'skyhigh', 'rent', 'london', 'rome', 'athen', 'bucharest', 'commun', 'capit', 'conspir', 'make', 'europ', 'crowd', 'capit']\n",
      "Final Preprocessed Text: commun capit forg throng bucharest bucharest romania park space crippl traffic jam skyhigh rent london rome athen bucharest commun capit conspir make europ crowd capit\n",
      "\n",
      "Original Text: Sharon opens Gaza debate Israeli Prime Minister Ariel Sharon asked Parliament to approve a unilateral Israeli withdrawal from the Gaza Strip and parts of the West Bank in a turbulent session on Monday.\n",
      "Lowercased Text: sharon opens gaza debate israeli prime minister ariel sharon asked parliament to approve a unilateral israeli withdrawal from the gaza strip and parts of the west bank in a turbulent session on monday.\n",
      "Removed URLs: sharon opens gaza debate israeli prime minister ariel sharon asked parliament to approve a unilateral israeli withdrawal from the gaza strip and parts of the west bank in a turbulent session on monday.\n",
      "Removed HTML Tags: sharon opens gaza debate israeli prime minister ariel sharon asked parliament to approve a unilateral israeli withdrawal from the gaza strip and parts of the west bank in a turbulent session on monday.\n",
      "Removed Special Characters: sharon opens gaza debate israeli prime minister ariel sharon asked parliament to approve a unilateral israeli withdrawal from the gaza strip and parts of the west bank in a turbulent session on monday\n",
      "Tokens: ['sharon', 'opens', 'gaza', 'debate', 'israeli', 'prime', 'minister', 'ariel', 'sharon', 'asked', 'parliament', 'to', 'approve', 'a', 'unilateral', 'israeli', 'withdrawal', 'from', 'the', 'gaza', 'strip', 'and', 'parts', 'of', 'the', 'west', 'bank', 'in', 'a', 'turbulent', 'session', 'on', 'monday']\n",
      "Removed Stopwords: ['sharon', 'opens', 'gaza', 'debate', 'israeli', 'prime', 'minister', 'ariel', 'sharon', 'asked', 'parliament', 'approve', 'unilateral', 'israeli', 'withdrawal', 'gaza', 'strip', 'parts', 'west', 'bank', 'turbulent', 'session', 'monday']\n",
      "Stemmed Tokens: ['sharon', 'open', 'gaza', 'debat', 'isra', 'prime', 'minist', 'ariel', 'sharon', 'ask', 'parliament', 'approv', 'unilater', 'isra', 'withdraw', 'gaza', 'strip', 'part', 'west', 'bank', 'turbul', 'session', 'monday']\n",
      "Final Preprocessed Text: sharon open gaza debat isra prime minist ariel sharon ask parliament approv unilater isra withdraw gaza strip part west bank turbul session monday\n",
      "\n",
      "Original Text: Germany has no plans to change its Iraq policy: Schroeder (AFP) AFP - German Chancellor Gerhard Schroeder renewed his firm opposition to deploying troops to Iraq, a spokesman said, slapping down hints at a change in policy from his defense minister.\n",
      "Lowercased Text: germany has no plans to change its iraq policy: schroeder (afp) afp - german chancellor gerhard schroeder renewed his firm opposition to deploying troops to iraq, a spokesman said, slapping down hints at a change in policy from his defense minister.\n",
      "Removed URLs: germany has no plans to change its iraq policy: schroeder (afp) afp - german chancellor gerhard schroeder renewed his firm opposition to deploying troops to iraq, a spokesman said, slapping down hints at a change in policy from his defense minister.\n",
      "Removed HTML Tags: germany has no plans to change its iraq policy: schroeder (afp) afp - german chancellor gerhard schroeder renewed his firm opposition to deploying troops to iraq, a spokesman said, slapping down hints at a change in policy from his defense minister.\n",
      "Removed Special Characters: germany has no plans to change its iraq policy schroeder afp afp  german chancellor gerhard schroeder renewed his firm opposition to deploying troops to iraq a spokesman said slapping down hints at a change in policy from his defense minister\n",
      "Tokens: ['germany', 'has', 'no', 'plans', 'to', 'change', 'its', 'iraq', 'policy', 'schroeder', 'afp', 'afp', 'german', 'chancellor', 'gerhard', 'schroeder', 'renewed', 'his', 'firm', 'opposition', 'to', 'deploying', 'troops', 'to', 'iraq', 'a', 'spokesman', 'said', 'slapping', 'down', 'hints', 'at', 'a', 'change', 'in', 'policy', 'from', 'his', 'defense', 'minister']\n",
      "Removed Stopwords: ['germany', 'plans', 'change', 'iraq', 'policy', 'schroeder', 'afp', 'afp', 'german', 'chancellor', 'gerhard', 'schroeder', 'renewed', 'firm', 'opposition', 'deploying', 'troops', 'iraq', 'spokesman', 'said', 'slapping', 'hints', 'change', 'policy', 'defense', 'minister']\n",
      "Stemmed Tokens: ['germani', 'plan', 'chang', 'iraq', 'polici', 'schroeder', 'afp', 'afp', 'german', 'chancellor', 'gerhard', 'schroeder', 'renew', 'firm', 'opposit', 'deploy', 'troop', 'iraq', 'spokesman', 'said', 'slap', 'hint', 'chang', 'polici', 'defens', 'minist']\n",
      "Final Preprocessed Text: germani plan chang iraq polici schroeder afp afp german chancellor gerhard schroeder renew firm opposit deploy troop iraq spokesman said slap hint chang polici defens minist\n",
      "\n",
      "Original Text: BA plane diverted after hoax Dutch police have given the  quot;all-clear quot; to a British Airways flight from Berlin to London which was diverted to Amsterdam #39;s Schiphol airport with a Dutch fighter jet escort because of a bomb threat.\n",
      "Lowercased Text: ba plane diverted after hoax dutch police have given the  quot;all-clear quot; to a british airways flight from berlin to london which was diverted to amsterdam #39;s schiphol airport with a dutch fighter jet escort because of a bomb threat.\n",
      "Removed URLs: ba plane diverted after hoax dutch police have given the  quot;all-clear quot; to a british airways flight from berlin to london which was diverted to amsterdam #39;s schiphol airport with a dutch fighter jet escort because of a bomb threat.\n",
      "Removed HTML Tags: ba plane diverted after hoax dutch police have given the  quot;all-clear quot; to a british airways flight from berlin to london which was diverted to amsterdam #39;s schiphol airport with a dutch fighter jet escort because of a bomb threat.\n",
      "Removed Special Characters: ba plane diverted after hoax dutch police have given the  quotallclear quot to a british airways flight from berlin to london which was diverted to amsterdam s schiphol airport with a dutch fighter jet escort because of a bomb threat\n",
      "Tokens: ['ba', 'plane', 'diverted', 'after', 'hoax', 'dutch', 'police', 'have', 'given', 'the', 'quotallclear', 'quot', 'to', 'a', 'british', 'airways', 'flight', 'from', 'berlin', 'to', 'london', 'which', 'was', 'diverted', 'to', 'amsterdam', 's', 'schiphol', 'airport', 'with', 'a', 'dutch', 'fighter', 'jet', 'escort', 'because', 'of', 'a', 'bomb', 'threat']\n",
      "Removed Stopwords: ['ba', 'plane', 'diverted', 'hoax', 'dutch', 'police', 'given', 'quotallclear', 'quot', 'british', 'airways', 'flight', 'berlin', 'london', 'diverted', 'amsterdam', 'schiphol', 'airport', 'dutch', 'fighter', 'jet', 'escort', 'bomb', 'threat']\n",
      "Stemmed Tokens: ['ba', 'plane', 'divert', 'hoax', 'dutch', 'polic', 'given', 'quotallclear', 'quot', 'british', 'airway', 'flight', 'berlin', 'london', 'divert', 'amsterdam', 'schiphol', 'airport', 'dutch', 'fighter', 'jet', 'escort', 'bomb', 'threat']\n",
      "Final Preprocessed Text: ba plane divert hoax dutch polic given quotallclear quot british airway flight berlin london divert amsterdam schiphol airport dutch fighter jet escort bomb threat\n",
      "\n",
      "Original Text: Eight Terror Suspects Face British Charges LONDON - Two of the suspects allegedly had surveillance plans of the Prudential Building in Newark, N.J., mentioned in the Aug. 1 U.S...\n",
      "Lowercased Text: eight terror suspects face british charges london - two of the suspects allegedly had surveillance plans of the prudential building in newark, n.j., mentioned in the aug. 1 u.s...\n",
      "Removed URLs: eight terror suspects face british charges london - two of the suspects allegedly had surveillance plans of the prudential building in newark, n.j., mentioned in the aug. 1 u.s...\n",
      "Removed HTML Tags: eight terror suspects face british charges london - two of the suspects allegedly had surveillance plans of the prudential building in newark, n.j., mentioned in the aug. 1 u.s...\n",
      "Removed Special Characters: eight terror suspects face british charges london  two of the suspects allegedly had surveillance plans of the prudential building in newark nj mentioned in the aug  us\n",
      "Tokens: ['eight', 'terror', 'suspects', 'face', 'british', 'charges', 'london', 'two', 'of', 'the', 'suspects', 'allegedly', 'had', 'surveillance', 'plans', 'of', 'the', 'prudential', 'building', 'in', 'newark', 'nj', 'mentioned', 'in', 'the', 'aug', 'us']\n",
      "Removed Stopwords: ['eight', 'terror', 'suspects', 'face', 'british', 'charges', 'london', 'two', 'suspects', 'allegedly', 'surveillance', 'plans', 'prudential', 'building', 'newark', 'nj', 'mentioned', 'aug', 'us']\n",
      "Stemmed Tokens: ['eight', 'terror', 'suspect', 'face', 'british', 'charg', 'london', 'two', 'suspect', 'allegedli', 'surveil', 'plan', 'prudenti', 'build', 'newark', 'nj', 'mention', 'aug', 'us']\n",
      "Final Preprocessed Text: eight terror suspect face british charg london two suspect allegedli surveil plan prudenti build newark nj mention aug us\n",
      "\n",
      "Original Text: MOFA says cross-strait issue misinterpreted Minister of Foreign Affairs Mark Chen () yesterday blamed the uneven levels of democratization in Singapore and Taiwan for Prime Minister Lee Hsien Loong #39;s () refusal on Sunday to support Taiwan if it provoked cross-strait conflict over \n",
      "Lowercased Text: mofa says cross-strait issue misinterpreted minister of foreign affairs mark chen () yesterday blamed the uneven levels of democratization in singapore and taiwan for prime minister lee hsien loong #39;s () refusal on sunday to support taiwan if it provoked cross-strait conflict over \n",
      "Removed URLs: mofa says cross-strait issue misinterpreted minister of foreign affairs mark chen () yesterday blamed the uneven levels of democratization in singapore and taiwan for prime minister lee hsien loong #39;s () refusal on sunday to support taiwan if it provoked cross-strait conflict over \n",
      "Removed HTML Tags: mofa says cross-strait issue misinterpreted minister of foreign affairs mark chen () yesterday blamed the uneven levels of democratization in singapore and taiwan for prime minister lee hsien loong #39;s () refusal on sunday to support taiwan if it provoked cross-strait conflict over \n",
      "Removed Special Characters: mofa says crossstrait issue misinterpreted minister of foreign affairs mark chen  yesterday blamed the uneven levels of democratization in singapore and taiwan for prime minister lee hsien loong s  refusal on sunday to support taiwan if it provoked crossstrait conflict over \n",
      "Tokens: ['mofa', 'says', 'crossstrait', 'issue', 'misinterpreted', 'minister', 'of', 'foreign', 'affairs', 'mark', 'chen', 'yesterday', 'blamed', 'the', 'uneven', 'levels', 'of', 'democratization', 'in', 'singapore', 'and', 'taiwan', 'for', 'prime', 'minister', 'lee', 'hsien', 'loong', 's', 'refusal', 'on', 'sunday', 'to', 'support', 'taiwan', 'if', 'it', 'provoked', 'crossstrait', 'conflict', 'over']\n",
      "Removed Stopwords: ['mofa', 'says', 'crossstrait', 'issue', 'misinterpreted', 'minister', 'foreign', 'affairs', 'mark', 'chen', 'yesterday', 'blamed', 'uneven', 'levels', 'democratization', 'singapore', 'taiwan', 'prime', 'minister', 'lee', 'hsien', 'loong', 'refusal', 'sunday', 'support', 'taiwan', 'provoked', 'crossstrait', 'conflict']\n",
      "Stemmed Tokens: ['mofa', 'say', 'crossstrait', 'issu', 'misinterpret', 'minist', 'foreign', 'affair', 'mark', 'chen', 'yesterday', 'blame', 'uneven', 'level', 'democrat', 'singapor', 'taiwan', 'prime', 'minist', 'lee', 'hsien', 'loong', 'refus', 'sunday', 'support', 'taiwan', 'provok', 'crossstrait', 'conflict']\n",
      "Final Preprocessed Text: mofa say crossstrait issu misinterpret minist foreign affair mark chen yesterday blame uneven level democrat singapor taiwan prime minist lee hsien loong refus sunday support taiwan provok crossstrait conflict\n",
      "\n",
      "Original Text: Ivory Coast Rebel Chief Brands Gbagbo War Criminal (Reuters) Reuters - Ivory Coast's rebel chief said on\\Thursday he wanted President Laurent Gbagbo charged with war\\crimes as the West African country's leader called on thousands\\of foreigners who fled mob violence to return.\n",
      "Lowercased Text: ivory coast rebel chief brands gbagbo war criminal (reuters) reuters - ivory coast's rebel chief said on\\thursday he wanted president laurent gbagbo charged with war\\crimes as the west african country's leader called on thousands\\of foreigners who fled mob violence to return.\n",
      "Removed URLs: ivory coast rebel chief brands gbagbo war criminal (reuters) reuters - ivory coast's rebel chief said on\\thursday he wanted president laurent gbagbo charged with war\\crimes as the west african country's leader called on thousands\\of foreigners who fled mob violence to return.\n",
      "Removed HTML Tags: ivory coast rebel chief brands gbagbo war criminal (reuters) reuters - ivory coast's rebel chief said on\\thursday he wanted president laurent gbagbo charged with war\\crimes as the west african country's leader called on thousands\\of foreigners who fled mob violence to return.\n",
      "Removed Special Characters: ivory coast rebel chief brands gbagbo war criminal reuters reuters  ivory coasts rebel chief said onthursday he wanted president laurent gbagbo charged with warcrimes as the west african countrys leader called on thousandsof foreigners who fled mob violence to return\n",
      "Tokens: ['ivory', 'coast', 'rebel', 'chief', 'brands', 'gbagbo', 'war', 'criminal', 'reuters', 'reuters', 'ivory', 'coasts', 'rebel', 'chief', 'said', 'onthursday', 'he', 'wanted', 'president', 'laurent', 'gbagbo', 'charged', 'with', 'warcrimes', 'as', 'the', 'west', 'african', 'countrys', 'leader', 'called', 'on', 'thousandsof', 'foreigners', 'who', 'fled', 'mob', 'violence', 'to', 'return']\n",
      "Removed Stopwords: ['ivory', 'coast', 'rebel', 'chief', 'brands', 'gbagbo', 'war', 'criminal', 'reuters', 'reuters', 'ivory', 'coasts', 'rebel', 'chief', 'said', 'onthursday', 'wanted', 'president', 'laurent', 'gbagbo', 'charged', 'warcrimes', 'west', 'african', 'countrys', 'leader', 'called', 'thousandsof', 'foreigners', 'fled', 'mob', 'violence', 'return']\n",
      "Stemmed Tokens: ['ivori', 'coast', 'rebel', 'chief', 'brand', 'gbagbo', 'war', 'crimin', 'reuter', 'reuter', 'ivori', 'coast', 'rebel', 'chief', 'said', 'onthursday', 'want', 'presid', 'laurent', 'gbagbo', 'charg', 'warcrim', 'west', 'african', 'countri', 'leader', 'call', 'thousandsof', 'foreign', 'fled', 'mob', 'violenc', 'return']\n",
      "Final Preprocessed Text: ivori coast rebel chief brand gbagbo war crimin reuter reuter ivori coast rebel chief said onthursday want presid laurent gbagbo charg warcrim west african countri leader call thousandsof foreign fled mob violenc return\n",
      "\n",
      "Original Text: Ch #225;vez declares referendum victory, but is battle over? With record turnout, Venezuela's president survives a recall vote, but opponents claim fraud.\n",
      "Lowercased Text: ch #225;vez declares referendum victory, but is battle over? with record turnout, venezuela's president survives a recall vote, but opponents claim fraud.\n",
      "Removed URLs: ch #225;vez declares referendum victory, but is battle over? with record turnout, venezuela's president survives a recall vote, but opponents claim fraud.\n",
      "Removed HTML Tags: ch #225;vez declares referendum victory, but is battle over? with record turnout, venezuela's president survives a recall vote, but opponents claim fraud.\n",
      "Removed Special Characters: ch vez declares referendum victory but is battle over with record turnout venezuelas president survives a recall vote but opponents claim fraud\n",
      "Tokens: ['ch', 'vez', 'declares', 'referendum', 'victory', 'but', 'is', 'battle', 'over', 'with', 'record', 'turnout', 'venezuelas', 'president', 'survives', 'a', 'recall', 'vote', 'but', 'opponents', 'claim', 'fraud']\n",
      "Removed Stopwords: ['ch', 'vez', 'declares', 'referendum', 'victory', 'battle', 'record', 'turnout', 'venezuelas', 'president', 'survives', 'recall', 'vote', 'opponents', 'claim', 'fraud']\n",
      "Stemmed Tokens: ['ch', 'vez', 'declar', 'referendum', 'victori', 'battl', 'record', 'turnout', 'venezuela', 'presid', 'surviv', 'recal', 'vote', 'oppon', 'claim', 'fraud']\n",
      "Final Preprocessed Text: ch vez declar referendum victori battl record turnout venezuela presid surviv recal vote oppon claim fraud\n",
      "\n",
      "Original Text: Argentine Political Exile Wins Claim for Damages  BUENOS AIRES, Argentina (Reuters) - Argentina's Supreme  Court ruled for the first time on Thursday that someone who  fled the country fearing political persecution during the 1970s  \"dirty war\" should receive damages from the government.\n",
      "Lowercased Text: argentine political exile wins claim for damages  buenos aires, argentina (reuters) - argentina's supreme  court ruled for the first time on thursday that someone who  fled the country fearing political persecution during the 1970s  \"dirty war\" should receive damages from the government.\n",
      "Removed URLs: argentine political exile wins claim for damages  buenos aires, argentina (reuters) - argentina's supreme  court ruled for the first time on thursday that someone who  fled the country fearing political persecution during the 1970s  \"dirty war\" should receive damages from the government.\n",
      "Removed HTML Tags: argentine political exile wins claim for damages  buenos aires, argentina (reuters) - argentina's supreme  court ruled for the first time on thursday that someone who  fled the country fearing political persecution during the 1970s  \"dirty war\" should receive damages from the government.\n",
      "Removed Special Characters: argentine political exile wins claim for damages  buenos aires argentina reuters  argentinas supreme  court ruled for the first time on thursday that someone who  fled the country fearing political persecution during the s  dirty war should receive damages from the government\n",
      "Tokens: ['argentine', 'political', 'exile', 'wins', 'claim', 'for', 'damages', 'buenos', 'aires', 'argentina', 'reuters', 'argentinas', 'supreme', 'court', 'ruled', 'for', 'the', 'first', 'time', 'on', 'thursday', 'that', 'someone', 'who', 'fled', 'the', 'country', 'fearing', 'political', 'persecution', 'during', 'the', 's', 'dirty', 'war', 'should', 'receive', 'damages', 'from', 'the', 'government']\n",
      "Removed Stopwords: ['argentine', 'political', 'exile', 'wins', 'claim', 'damages', 'buenos', 'aires', 'argentina', 'reuters', 'argentinas', 'supreme', 'court', 'ruled', 'first', 'time', 'thursday', 'someone', 'fled', 'country', 'fearing', 'political', 'persecution', 'dirty', 'war', 'receive', 'damages', 'government']\n",
      "Stemmed Tokens: ['argentin', 'polit', 'exil', 'win', 'claim', 'damag', 'bueno', 'air', 'argentina', 'reuter', 'argentina', 'suprem', 'court', 'rule', 'first', 'time', 'thursday', 'someon', 'fled', 'countri', 'fear', 'polit', 'persecut', 'dirti', 'war', 'receiv', 'damag', 'govern']\n",
      "Final Preprocessed Text: argentin polit exil win claim damag bueno air argentina reuter argentina suprem court rule first time thursday someon fled countri fear polit persecut dirti war receiv damag govern\n",
      "\n",
      "Original Text: Powell Acknowledges Signs of NK #39;s Missile Test Following recent reports indicating that North Korea may be preparing to test fire a missile intelligence agencies worldwide are keeping tabs on the latest information.\n",
      "Lowercased Text: powell acknowledges signs of nk #39;s missile test following recent reports indicating that north korea may be preparing to test fire a missile intelligence agencies worldwide are keeping tabs on the latest information.\n",
      "Removed URLs: powell acknowledges signs of nk #39;s missile test following recent reports indicating that north korea may be preparing to test fire a missile intelligence agencies worldwide are keeping tabs on the latest information.\n",
      "Removed HTML Tags: powell acknowledges signs of nk #39;s missile test following recent reports indicating that north korea may be preparing to test fire a missile intelligence agencies worldwide are keeping tabs on the latest information.\n",
      "Removed Special Characters: powell acknowledges signs of nk s missile test following recent reports indicating that north korea may be preparing to test fire a missile intelligence agencies worldwide are keeping tabs on the latest information\n",
      "Tokens: ['powell', 'acknowledges', 'signs', 'of', 'nk', 's', 'missile', 'test', 'following', 'recent', 'reports', 'indicating', 'that', 'north', 'korea', 'may', 'be', 'preparing', 'to', 'test', 'fire', 'a', 'missile', 'intelligence', 'agencies', 'worldwide', 'are', 'keeping', 'tabs', 'on', 'the', 'latest', 'information']\n",
      "Removed Stopwords: ['powell', 'acknowledges', 'signs', 'nk', 'missile', 'test', 'following', 'recent', 'reports', 'indicating', 'north', 'korea', 'may', 'preparing', 'test', 'fire', 'missile', 'intelligence', 'agencies', 'worldwide', 'keeping', 'tabs', 'latest', 'information']\n",
      "Stemmed Tokens: ['powel', 'acknowledg', 'sign', 'nk', 'missil', 'test', 'follow', 'recent', 'report', 'indic', 'north', 'korea', 'may', 'prepar', 'test', 'fire', 'missil', 'intellig', 'agenc', 'worldwid', 'keep', 'tab', 'latest', 'inform']\n",
      "Final Preprocessed Text: powel acknowledg sign nk missil test follow recent report indic north korea may prepar test fire missil intellig agenc worldwid keep tab latest inform\n",
      "\n",
      "Original Text: Jordan Indicts Al-Zarqawi in Conspiracy AMMAN, Jordan - Jordan's military prosecutor indicted 13 alleged Muslim militants Sunday, including Abu-Musab al-Zarqawi - one of the most wanted insurgents in Iraq - for an al-Qaida linked plot to attack targets in Jordan with chemical and conventional weapons, officials said Sunday.    Al-Zarqawi and three others from the group remain at large and will be tried in absentia, officials said...\n",
      "Lowercased Text: jordan indicts al-zarqawi in conspiracy amman, jordan - jordan's military prosecutor indicted 13 alleged muslim militants sunday, including abu-musab al-zarqawi - one of the most wanted insurgents in iraq - for an al-qaida linked plot to attack targets in jordan with chemical and conventional weapons, officials said sunday.    al-zarqawi and three others from the group remain at large and will be tried in absentia, officials said...\n",
      "Removed URLs: jordan indicts al-zarqawi in conspiracy amman, jordan - jordan's military prosecutor indicted 13 alleged muslim militants sunday, including abu-musab al-zarqawi - one of the most wanted insurgents in iraq - for an al-qaida linked plot to attack targets in jordan with chemical and conventional weapons, officials said sunday.    al-zarqawi and three others from the group remain at large and will be tried in absentia, officials said...\n",
      "Removed HTML Tags: jordan indicts al-zarqawi in conspiracy amman, jordan - jordan's military prosecutor indicted 13 alleged muslim militants sunday, including abu-musab al-zarqawi - one of the most wanted insurgents in iraq - for an al-qaida linked plot to attack targets in jordan with chemical and conventional weapons, officials said sunday.    al-zarqawi and three others from the group remain at large and will be tried in absentia, officials said...\n",
      "Removed Special Characters: jordan indicts alzarqawi in conspiracy amman jordan  jordans military prosecutor indicted  alleged muslim militants sunday including abumusab alzarqawi  one of the most wanted insurgents in iraq  for an alqaida linked plot to attack targets in jordan with chemical and conventional weapons officials said sunday    alzarqawi and three others from the group remain at large and will be tried in absentia officials said\n",
      "Tokens: ['jordan', 'indicts', 'alzarqawi', 'in', 'conspiracy', 'amman', 'jordan', 'jordans', 'military', 'prosecutor', 'indicted', 'alleged', 'muslim', 'militants', 'sunday', 'including', 'abumusab', 'alzarqawi', 'one', 'of', 'the', 'most', 'wanted', 'insurgents', 'in', 'iraq', 'for', 'an', 'alqaida', 'linked', 'plot', 'to', 'attack', 'targets', 'in', 'jordan', 'with', 'chemical', 'and', 'conventional', 'weapons', 'officials', 'said', 'sunday', 'alzarqawi', 'and', 'three', 'others', 'from', 'the', 'group', 'remain', 'at', 'large', 'and', 'will', 'be', 'tried', 'in', 'absentia', 'officials', 'said']\n",
      "Removed Stopwords: ['jordan', 'indicts', 'alzarqawi', 'conspiracy', 'amman', 'jordan', 'jordans', 'military', 'prosecutor', 'indicted', 'alleged', 'muslim', 'militants', 'sunday', 'including', 'abumusab', 'alzarqawi', 'one', 'wanted', 'insurgents', 'iraq', 'alqaida', 'linked', 'plot', 'attack', 'targets', 'jordan', 'chemical', 'conventional', 'weapons', 'officials', 'said', 'sunday', 'alzarqawi', 'three', 'others', 'group', 'remain', 'large', 'tried', 'absentia', 'officials', 'said']\n",
      "Stemmed Tokens: ['jordan', 'indict', 'alzarqawi', 'conspiraci', 'amman', 'jordan', 'jordan', 'militari', 'prosecutor', 'indict', 'alleg', 'muslim', 'milit', 'sunday', 'includ', 'abumusab', 'alzarqawi', 'one', 'want', 'insurg', 'iraq', 'alqaida', 'link', 'plot', 'attack', 'target', 'jordan', 'chemic', 'convent', 'weapon', 'offici', 'said', 'sunday', 'alzarqawi', 'three', 'other', 'group', 'remain', 'larg', 'tri', 'absentia', 'offici', 'said']\n",
      "Final Preprocessed Text: jordan indict alzarqawi conspiraci amman jordan jordan militari prosecutor indict alleg muslim milit sunday includ abumusab alzarqawi one want insurg iraq alqaida link plot attack target jordan chemic convent weapon offici said sunday alzarqawi three other group remain larg tri absentia offici said\n",
      "\n",
      "Original Text: Nigerian Oil Delta Rebel Awaits 11th Hour Talks  ABUJA (Reuters) - A rebel fighting for autonomy in  Nigeria's oil-producing Niger Delta arrived in the capital for  talks with President Olusegun Obasanjo on Wednesday on terms to  end violence that helped to push crude prices to record highs.\n",
      "Lowercased Text: nigerian oil delta rebel awaits 11th hour talks  abuja (reuters) - a rebel fighting for autonomy in  nigeria's oil-producing niger delta arrived in the capital for  talks with president olusegun obasanjo on wednesday on terms to  end violence that helped to push crude prices to record highs.\n",
      "Removed URLs: nigerian oil delta rebel awaits 11th hour talks  abuja (reuters) - a rebel fighting for autonomy in  nigeria's oil-producing niger delta arrived in the capital for  talks with president olusegun obasanjo on wednesday on terms to  end violence that helped to push crude prices to record highs.\n",
      "Removed HTML Tags: nigerian oil delta rebel awaits 11th hour talks  abuja (reuters) - a rebel fighting for autonomy in  nigeria's oil-producing niger delta arrived in the capital for  talks with president olusegun obasanjo on wednesday on terms to  end violence that helped to push crude prices to record highs.\n",
      "Removed Special Characters: nigerian oil delta rebel awaits th hour talks  abuja reuters  a rebel fighting for autonomy in  nigerias oilproducing niger delta arrived in the capital for  talks with president olusegun obasanjo on wednesday on terms to  end violence that helped to push crude prices to record highs\n",
      "Tokens: ['nigerian', 'oil', 'delta', 'rebel', 'awaits', 'th', 'hour', 'talks', 'abuja', 'reuters', 'a', 'rebel', 'fighting', 'for', 'autonomy', 'in', 'nigerias', 'oilproducing', 'niger', 'delta', 'arrived', 'in', 'the', 'capital', 'for', 'talks', 'with', 'president', 'olusegun', 'obasanjo', 'on', 'wednesday', 'on', 'terms', 'to', 'end', 'violence', 'that', 'helped', 'to', 'push', 'crude', 'prices', 'to', 'record', 'highs']\n",
      "Removed Stopwords: ['nigerian', 'oil', 'delta', 'rebel', 'awaits', 'th', 'hour', 'talks', 'abuja', 'reuters', 'rebel', 'fighting', 'autonomy', 'nigerias', 'oilproducing', 'niger', 'delta', 'arrived', 'capital', 'talks', 'president', 'olusegun', 'obasanjo', 'wednesday', 'terms', 'end', 'violence', 'helped', 'push', 'crude', 'prices', 'record', 'highs']\n",
      "Stemmed Tokens: ['nigerian', 'oil', 'delta', 'rebel', 'await', 'th', 'hour', 'talk', 'abuja', 'reuter', 'rebel', 'fight', 'autonomi', 'nigeria', 'oilproduc', 'niger', 'delta', 'arriv', 'capit', 'talk', 'presid', 'olusegun', 'obasanjo', 'wednesday', 'term', 'end', 'violenc', 'help', 'push', 'crude', 'price', 'record', 'high']\n",
      "Final Preprocessed Text: nigerian oil delta rebel await th hour talk abuja reuter rebel fight autonomi nigeria oilproduc niger delta arriv capit talk presid olusegun obasanjo wednesday term end violenc help push crude price record high\n",
      "\n",
      "Original Text: Bosnia refugee returns reach one million - UN One million Bosnians, about 45 percent of those who fled during the 1992-5 war, have returned to their homes, the UN refugee agency said on Tuesday.\n",
      "Lowercased Text: bosnia refugee returns reach one million - un one million bosnians, about 45 percent of those who fled during the 1992-5 war, have returned to their homes, the un refugee agency said on tuesday.\n",
      "Removed URLs: bosnia refugee returns reach one million - un one million bosnians, about 45 percent of those who fled during the 1992-5 war, have returned to their homes, the un refugee agency said on tuesday.\n",
      "Removed HTML Tags: bosnia refugee returns reach one million - un one million bosnians, about 45 percent of those who fled during the 1992-5 war, have returned to their homes, the un refugee agency said on tuesday.\n",
      "Removed Special Characters: bosnia refugee returns reach one million  un one million bosnians about  percent of those who fled during the  war have returned to their homes the un refugee agency said on tuesday\n",
      "Tokens: ['bosnia', 'refugee', 'returns', 'reach', 'one', 'million', 'un', 'one', 'million', 'bosnians', 'about', 'percent', 'of', 'those', 'who', 'fled', 'during', 'the', 'war', 'have', 'returned', 'to', 'their', 'homes', 'the', 'un', 'refugee', 'agency', 'said', 'on', 'tuesday']\n",
      "Removed Stopwords: ['bosnia', 'refugee', 'returns', 'reach', 'one', 'million', 'un', 'one', 'million', 'bosnians', 'percent', 'fled', 'war', 'returned', 'homes', 'un', 'refugee', 'agency', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['bosnia', 'refuge', 'return', 'reach', 'one', 'million', 'un', 'one', 'million', 'bosnian', 'percent', 'fled', 'war', 'return', 'home', 'un', 'refuge', 'agenc', 'said', 'tuesday']\n",
      "Final Preprocessed Text: bosnia refuge return reach one million un one million bosnian percent fled war return home un refuge agenc said tuesday\n",
      "\n",
      "Original Text: Social Security a Priority for White House (AP) AP - THE PROBLEM: Social Security faces a  #36;3.7 trillion shortfall over 75 years.\n",
      "Lowercased Text: social security a priority for white house (ap) ap - the problem: social security faces a  #36;3.7 trillion shortfall over 75 years.\n",
      "Removed URLs: social security a priority for white house (ap) ap - the problem: social security faces a  #36;3.7 trillion shortfall over 75 years.\n",
      "Removed HTML Tags: social security a priority for white house (ap) ap - the problem: social security faces a  #36;3.7 trillion shortfall over 75 years.\n",
      "Removed Special Characters: social security a priority for white house ap ap  the problem social security faces a   trillion shortfall over  years\n",
      "Tokens: ['social', 'security', 'a', 'priority', 'for', 'white', 'house', 'ap', 'ap', 'the', 'problem', 'social', 'security', 'faces', 'a', 'trillion', 'shortfall', 'over', 'years']\n",
      "Removed Stopwords: ['social', 'security', 'priority', 'white', 'house', 'ap', 'ap', 'problem', 'social', 'security', 'faces', 'trillion', 'shortfall', 'years']\n",
      "Stemmed Tokens: ['social', 'secur', 'prioriti', 'white', 'hous', 'ap', 'ap', 'problem', 'social', 'secur', 'face', 'trillion', 'shortfal', 'year']\n",
      "Final Preprocessed Text: social secur prioriti white hous ap ap problem social secur face trillion shortfal year\n",
      "\n",
      "Original Text: Grief, Rage in Argentine Protest Over Fatal Fire  BUENOS AIRES, Argentina (Reuters) - Thousands of Argentines  mourning almost 200 young victims of a rock club fire took to  the streets of Buenos Aires on Monday in angry protest over the  government's safety standards, as the city mayor resisted  pressure to resign.\n",
      "Lowercased Text: grief, rage in argentine protest over fatal fire  buenos aires, argentina (reuters) - thousands of argentines  mourning almost 200 young victims of a rock club fire took to  the streets of buenos aires on monday in angry protest over the  government's safety standards, as the city mayor resisted  pressure to resign.\n",
      "Removed URLs: grief, rage in argentine protest over fatal fire  buenos aires, argentina (reuters) - thousands of argentines  mourning almost 200 young victims of a rock club fire took to  the streets of buenos aires on monday in angry protest over the  government's safety standards, as the city mayor resisted  pressure to resign.\n",
      "Removed HTML Tags: grief, rage in argentine protest over fatal fire  buenos aires, argentina (reuters) - thousands of argentines  mourning almost 200 young victims of a rock club fire took to  the streets of buenos aires on monday in angry protest over the  government's safety standards, as the city mayor resisted  pressure to resign.\n",
      "Removed Special Characters: grief rage in argentine protest over fatal fire  buenos aires argentina reuters  thousands of argentines  mourning almost  young victims of a rock club fire took to  the streets of buenos aires on monday in angry protest over the  governments safety standards as the city mayor resisted  pressure to resign\n",
      "Tokens: ['grief', 'rage', 'in', 'argentine', 'protest', 'over', 'fatal', 'fire', 'buenos', 'aires', 'argentina', 'reuters', 'thousands', 'of', 'argentines', 'mourning', 'almost', 'young', 'victims', 'of', 'a', 'rock', 'club', 'fire', 'took', 'to', 'the', 'streets', 'of', 'buenos', 'aires', 'on', 'monday', 'in', 'angry', 'protest', 'over', 'the', 'governments', 'safety', 'standards', 'as', 'the', 'city', 'mayor', 'resisted', 'pressure', 'to', 'resign']\n",
      "Removed Stopwords: ['grief', 'rage', 'argentine', 'protest', 'fatal', 'fire', 'buenos', 'aires', 'argentina', 'reuters', 'thousands', 'argentines', 'mourning', 'almost', 'young', 'victims', 'rock', 'club', 'fire', 'took', 'streets', 'buenos', 'aires', 'monday', 'angry', 'protest', 'governments', 'safety', 'standards', 'city', 'mayor', 'resisted', 'pressure', 'resign']\n",
      "Stemmed Tokens: ['grief', 'rage', 'argentin', 'protest', 'fatal', 'fire', 'bueno', 'air', 'argentina', 'reuter', 'thousand', 'argentin', 'mourn', 'almost', 'young', 'victim', 'rock', 'club', 'fire', 'took', 'street', 'bueno', 'air', 'monday', 'angri', 'protest', 'govern', 'safeti', 'standard', 'citi', 'mayor', 'resist', 'pressur', 'resign']\n",
      "Final Preprocessed Text: grief rage argentin protest fatal fire bueno air argentina reuter thousand argentin mourn almost young victim rock club fire took street bueno air monday angri protest govern safeti standard citi mayor resist pressur resign\n",
      "\n",
      "Original Text: Spice Isle in ruins BRIDGETOWN, Barbados - There are reports that at least 12 people were killed and 90 per cent of all homes in Grenada have been destroyed by Hurricane Ivan which has left  quot;incalculable destruction quot; in the Caribbean  #39;Isle of Spice #39;.\n",
      "Lowercased Text: spice isle in ruins bridgetown, barbados - there are reports that at least 12 people were killed and 90 per cent of all homes in grenada have been destroyed by hurricane ivan which has left  quot;incalculable destruction quot; in the caribbean  #39;isle of spice #39;.\n",
      "Removed URLs: spice isle in ruins bridgetown, barbados - there are reports that at least 12 people were killed and 90 per cent of all homes in grenada have been destroyed by hurricane ivan which has left  quot;incalculable destruction quot; in the caribbean  #39;isle of spice #39;.\n",
      "Removed HTML Tags: spice isle in ruins bridgetown, barbados - there are reports that at least 12 people were killed and 90 per cent of all homes in grenada have been destroyed by hurricane ivan which has left  quot;incalculable destruction quot; in the caribbean  #39;isle of spice #39;.\n",
      "Removed Special Characters: spice isle in ruins bridgetown barbados  there are reports that at least  people were killed and  per cent of all homes in grenada have been destroyed by hurricane ivan which has left  quotincalculable destruction quot in the caribbean  isle of spice \n",
      "Tokens: ['spice', 'isle', 'in', 'ruins', 'bridgetown', 'barbados', 'there', 'are', 'reports', 'that', 'at', 'least', 'people', 'were', 'killed', 'and', 'per', 'cent', 'of', 'all', 'homes', 'in', 'grenada', 'have', 'been', 'destroyed', 'by', 'hurricane', 'ivan', 'which', 'has', 'left', 'quotincalculable', 'destruction', 'quot', 'in', 'the', 'caribbean', 'isle', 'of', 'spice']\n",
      "Removed Stopwords: ['spice', 'isle', 'ruins', 'bridgetown', 'barbados', 'reports', 'least', 'people', 'killed', 'per', 'cent', 'homes', 'grenada', 'destroyed', 'hurricane', 'ivan', 'left', 'quotincalculable', 'destruction', 'quot', 'caribbean', 'isle', 'spice']\n",
      "Stemmed Tokens: ['spice', 'isl', 'ruin', 'bridgetown', 'barbado', 'report', 'least', 'peopl', 'kill', 'per', 'cent', 'home', 'grenada', 'destroy', 'hurrican', 'ivan', 'left', 'quotincalcul', 'destruct', 'quot', 'caribbean', 'isl', 'spice']\n",
      "Final Preprocessed Text: spice isl ruin bridgetown barbado report least peopl kill per cent home grenada destroy hurrican ivan left quotincalcul destruct quot caribbean isl spice\n",
      "\n",
      "Original Text: Canadians protest against Bush visit THOUSANDS of Canadians have taken to the streets in protest as US President George Bush began his first official visit to the country.\n",
      "Lowercased Text: canadians protest against bush visit thousands of canadians have taken to the streets in protest as us president george bush began his first official visit to the country.\n",
      "Removed URLs: canadians protest against bush visit thousands of canadians have taken to the streets in protest as us president george bush began his first official visit to the country.\n",
      "Removed HTML Tags: canadians protest against bush visit thousands of canadians have taken to the streets in protest as us president george bush began his first official visit to the country.\n",
      "Removed Special Characters: canadians protest against bush visit thousands of canadians have taken to the streets in protest as us president george bush began his first official visit to the country\n",
      "Tokens: ['canadians', 'protest', 'against', 'bush', 'visit', 'thousands', 'of', 'canadians', 'have', 'taken', 'to', 'the', 'streets', 'in', 'protest', 'as', 'us', 'president', 'george', 'bush', 'began', 'his', 'first', 'official', 'visit', 'to', 'the', 'country']\n",
      "Removed Stopwords: ['canadians', 'protest', 'bush', 'visit', 'thousands', 'canadians', 'taken', 'streets', 'protest', 'us', 'president', 'george', 'bush', 'began', 'first', 'official', 'visit', 'country']\n",
      "Stemmed Tokens: ['canadian', 'protest', 'bush', 'visit', 'thousand', 'canadian', 'taken', 'street', 'protest', 'us', 'presid', 'georg', 'bush', 'began', 'first', 'offici', 'visit', 'countri']\n",
      "Final Preprocessed Text: canadian protest bush visit thousand canadian taken street protest us presid georg bush began first offici visit countri\n",
      "\n",
      "Original Text: Judge Rules Rumsfeld Cannot be Forced to Testify on Abu Ghraib &lt;b&gt;...&lt;/b&gt; A US military judge has ruled that Defense Secretary Donald Rumsfeld cannot be forced to testify in the court-martial of an Army reservist charged with abusing inmates at Iraq #39;s Abu Ghraib prison.\n",
      "Lowercased Text: judge rules rumsfeld cannot be forced to testify on abu ghraib &lt;b&gt;...&lt;/b&gt; a us military judge has ruled that defense secretary donald rumsfeld cannot be forced to testify in the court-martial of an army reservist charged with abusing inmates at iraq #39;s abu ghraib prison.\n",
      "Removed URLs: judge rules rumsfeld cannot be forced to testify on abu ghraib &lt;b&gt;...&lt;/b&gt; a us military judge has ruled that defense secretary donald rumsfeld cannot be forced to testify in the court-martial of an army reservist charged with abusing inmates at iraq #39;s abu ghraib prison.\n",
      "Removed HTML Tags: judge rules rumsfeld cannot be forced to testify on abu ghraib &lt;b&gt;...&lt;/b&gt; a us military judge has ruled that defense secretary donald rumsfeld cannot be forced to testify in the court-martial of an army reservist charged with abusing inmates at iraq #39;s abu ghraib prison.\n",
      "Removed Special Characters: judge rules rumsfeld cannot be forced to testify on abu ghraib ltbgtltbgt a us military judge has ruled that defense secretary donald rumsfeld cannot be forced to testify in the courtmartial of an army reservist charged with abusing inmates at iraq s abu ghraib prison\n",
      "Tokens: ['judge', 'rules', 'rumsfeld', 'can', 'not', 'be', 'forced', 'to', 'testify', 'on', 'abu', 'ghraib', 'ltbgtltbgt', 'a', 'us', 'military', 'judge', 'has', 'ruled', 'that', 'defense', 'secretary', 'donald', 'rumsfeld', 'can', 'not', 'be', 'forced', 'to', 'testify', 'in', 'the', 'courtmartial', 'of', 'an', 'army', 'reservist', 'charged', 'with', 'abusing', 'inmates', 'at', 'iraq', 's', 'abu', 'ghraib', 'prison']\n",
      "Removed Stopwords: ['judge', 'rules', 'rumsfeld', 'forced', 'testify', 'abu', 'ghraib', 'ltbgtltbgt', 'us', 'military', 'judge', 'ruled', 'defense', 'secretary', 'donald', 'rumsfeld', 'forced', 'testify', 'courtmartial', 'army', 'reservist', 'charged', 'abusing', 'inmates', 'iraq', 'abu', 'ghraib', 'prison']\n",
      "Stemmed Tokens: ['judg', 'rule', 'rumsfeld', 'forc', 'testifi', 'abu', 'ghraib', 'ltbgtltbgt', 'us', 'militari', 'judg', 'rule', 'defens', 'secretari', 'donald', 'rumsfeld', 'forc', 'testifi', 'courtmarti', 'armi', 'reservist', 'charg', 'abus', 'inmat', 'iraq', 'abu', 'ghraib', 'prison']\n",
      "Final Preprocessed Text: judg rule rumsfeld forc testifi abu ghraib ltbgtltbgt us militari judg rule defens secretari donald rumsfeld forc testifi courtmarti armi reservist charg abus inmat iraq abu ghraib prison\n",
      "\n",
      "Original Text: Germany Rejects Speculation That Iraq Policy May Change German officials today reaffirmed their policy of not contributing troops to the American-led coalition in Iraq and rejected speculation, prompted by a remark by the \n",
      "Lowercased Text: germany rejects speculation that iraq policy may change german officials today reaffirmed their policy of not contributing troops to the american-led coalition in iraq and rejected speculation, prompted by a remark by the \n",
      "Removed URLs: germany rejects speculation that iraq policy may change german officials today reaffirmed their policy of not contributing troops to the american-led coalition in iraq and rejected speculation, prompted by a remark by the \n",
      "Removed HTML Tags: germany rejects speculation that iraq policy may change german officials today reaffirmed their policy of not contributing troops to the american-led coalition in iraq and rejected speculation, prompted by a remark by the \n",
      "Removed Special Characters: germany rejects speculation that iraq policy may change german officials today reaffirmed their policy of not contributing troops to the americanled coalition in iraq and rejected speculation prompted by a remark by the \n",
      "Tokens: ['germany', 'rejects', 'speculation', 'that', 'iraq', 'policy', 'may', 'change', 'german', 'officials', 'today', 'reaffirmed', 'their', 'policy', 'of', 'not', 'contributing', 'troops', 'to', 'the', 'americanled', 'coalition', 'in', 'iraq', 'and', 'rejected', 'speculation', 'prompted', 'by', 'a', 'remark', 'by', 'the']\n",
      "Removed Stopwords: ['germany', 'rejects', 'speculation', 'iraq', 'policy', 'may', 'change', 'german', 'officials', 'today', 'reaffirmed', 'policy', 'contributing', 'troops', 'americanled', 'coalition', 'iraq', 'rejected', 'speculation', 'prompted', 'remark']\n",
      "Stemmed Tokens: ['germani', 'reject', 'specul', 'iraq', 'polici', 'may', 'chang', 'german', 'offici', 'today', 'reaffirm', 'polici', 'contribut', 'troop', 'americanl', 'coalit', 'iraq', 'reject', 'specul', 'prompt', 'remark']\n",
      "Final Preprocessed Text: germani reject specul iraq polici may chang german offici today reaffirm polici contribut troop americanl coalit iraq reject specul prompt remark\n",
      "\n",
      "Original Text: Holiday Pals Berlusconi, Blair Cement Ties With a bandanna on his head and a grin on his cheeks, Italy #39;s flamboyant Premier Silvio Berlusconi has been playing vacation host to Britain #39;s Tony Blair in Sardinia, an unlikely holiday coupling that highlights an Italian-British alliance ...\n",
      "Lowercased Text: holiday pals berlusconi, blair cement ties with a bandanna on his head and a grin on his cheeks, italy #39;s flamboyant premier silvio berlusconi has been playing vacation host to britain #39;s tony blair in sardinia, an unlikely holiday coupling that highlights an italian-british alliance ...\n",
      "Removed URLs: holiday pals berlusconi, blair cement ties with a bandanna on his head and a grin on his cheeks, italy #39;s flamboyant premier silvio berlusconi has been playing vacation host to britain #39;s tony blair in sardinia, an unlikely holiday coupling that highlights an italian-british alliance ...\n",
      "Removed HTML Tags: holiday pals berlusconi, blair cement ties with a bandanna on his head and a grin on his cheeks, italy #39;s flamboyant premier silvio berlusconi has been playing vacation host to britain #39;s tony blair in sardinia, an unlikely holiday coupling that highlights an italian-british alliance ...\n",
      "Removed Special Characters: holiday pals berlusconi blair cement ties with a bandanna on his head and a grin on his cheeks italy s flamboyant premier silvio berlusconi has been playing vacation host to britain s tony blair in sardinia an unlikely holiday coupling that highlights an italianbritish alliance \n",
      "Tokens: ['holiday', 'pals', 'berlusconi', 'blair', 'cement', 'ties', 'with', 'a', 'bandanna', 'on', 'his', 'head', 'and', 'a', 'grin', 'on', 'his', 'cheeks', 'italy', 's', 'flamboyant', 'premier', 'silvio', 'berlusconi', 'has', 'been', 'playing', 'vacation', 'host', 'to', 'britain', 's', 'tony', 'blair', 'in', 'sardinia', 'an', 'unlikely', 'holiday', 'coupling', 'that', 'highlights', 'an', 'italianbritish', 'alliance']\n",
      "Removed Stopwords: ['holiday', 'pals', 'berlusconi', 'blair', 'cement', 'ties', 'bandanna', 'head', 'grin', 'cheeks', 'italy', 'flamboyant', 'premier', 'silvio', 'berlusconi', 'playing', 'vacation', 'host', 'britain', 'tony', 'blair', 'sardinia', 'unlikely', 'holiday', 'coupling', 'highlights', 'italianbritish', 'alliance']\n",
      "Stemmed Tokens: ['holiday', 'pal', 'berlusconi', 'blair', 'cement', 'tie', 'bandanna', 'head', 'grin', 'cheek', 'itali', 'flamboy', 'premier', 'silvio', 'berlusconi', 'play', 'vacat', 'host', 'britain', 'toni', 'blair', 'sardinia', 'unlik', 'holiday', 'coupl', 'highlight', 'italianbritish', 'allianc']\n",
      "Final Preprocessed Text: holiday pal berlusconi blair cement tie bandanna head grin cheek itali flamboy premier silvio berlusconi play vacat host britain toni blair sardinia unlik holiday coupl highlight italianbritish allianc\n",
      "\n",
      "Original Text: Turkey passes penal code aimed at clearing way for EU TURKEYS parliament met in emergency session yesterday to approve an urgent package of reforms expected to boost the countrys chances of starting membership talks with the European Union.\n",
      "Lowercased Text: turkey passes penal code aimed at clearing way for eu turkeys parliament met in emergency session yesterday to approve an urgent package of reforms expected to boost the countrys chances of starting membership talks with the european union.\n",
      "Removed URLs: turkey passes penal code aimed at clearing way for eu turkeys parliament met in emergency session yesterday to approve an urgent package of reforms expected to boost the countrys chances of starting membership talks with the european union.\n",
      "Removed HTML Tags: turkey passes penal code aimed at clearing way for eu turkeys parliament met in emergency session yesterday to approve an urgent package of reforms expected to boost the countrys chances of starting membership talks with the european union.\n",
      "Removed Special Characters: turkey passes penal code aimed at clearing way for eu turkeys parliament met in emergency session yesterday to approve an urgent package of reforms expected to boost the countrys chances of starting membership talks with the european union\n",
      "Tokens: ['turkey', 'passes', 'penal', 'code', 'aimed', 'at', 'clearing', 'way', 'for', 'eu', 'turkeys', 'parliament', 'met', 'in', 'emergency', 'session', 'yesterday', 'to', 'approve', 'an', 'urgent', 'package', 'of', 'reforms', 'expected', 'to', 'boost', 'the', 'countrys', 'chances', 'of', 'starting', 'membership', 'talks', 'with', 'the', 'european', 'union']\n",
      "Removed Stopwords: ['turkey', 'passes', 'penal', 'code', 'aimed', 'clearing', 'way', 'eu', 'turkeys', 'parliament', 'met', 'emergency', 'session', 'yesterday', 'approve', 'urgent', 'package', 'reforms', 'expected', 'boost', 'countrys', 'chances', 'starting', 'membership', 'talks', 'european', 'union']\n",
      "Stemmed Tokens: ['turkey', 'pass', 'penal', 'code', 'aim', 'clear', 'way', 'eu', 'turkey', 'parliament', 'met', 'emerg', 'session', 'yesterday', 'approv', 'urgent', 'packag', 'reform', 'expect', 'boost', 'countri', 'chanc', 'start', 'membership', 'talk', 'european', 'union']\n",
      "Final Preprocessed Text: turkey pass penal code aim clear way eu turkey parliament met emerg session yesterday approv urgent packag reform expect boost countri chanc start membership talk european union\n",
      "\n",
      "Original Text: Iraqi cleric urges march to Najaf Iraq #39;s most respected Shia cleric, Grand Ayatollah Ali al-Sistani, made a dramatic return to the country Wednesday and urged all Iraqi Muslims to join him on a march to the \n",
      "Lowercased Text: iraqi cleric urges march to najaf iraq #39;s most respected shia cleric, grand ayatollah ali al-sistani, made a dramatic return to the country wednesday and urged all iraqi muslims to join him on a march to the \n",
      "Removed URLs: iraqi cleric urges march to najaf iraq #39;s most respected shia cleric, grand ayatollah ali al-sistani, made a dramatic return to the country wednesday and urged all iraqi muslims to join him on a march to the \n",
      "Removed HTML Tags: iraqi cleric urges march to najaf iraq #39;s most respected shia cleric, grand ayatollah ali al-sistani, made a dramatic return to the country wednesday and urged all iraqi muslims to join him on a march to the \n",
      "Removed Special Characters: iraqi cleric urges march to najaf iraq s most respected shia cleric grand ayatollah ali alsistani made a dramatic return to the country wednesday and urged all iraqi muslims to join him on a march to the \n",
      "Tokens: ['iraqi', 'cleric', 'urges', 'march', 'to', 'najaf', 'iraq', 's', 'most', 'respected', 'shia', 'cleric', 'grand', 'ayatollah', 'ali', 'alsistani', 'made', 'a', 'dramatic', 'return', 'to', 'the', 'country', 'wednesday', 'and', 'urged', 'all', 'iraqi', 'muslims', 'to', 'join', 'him', 'on', 'a', 'march', 'to', 'the']\n",
      "Removed Stopwords: ['iraqi', 'cleric', 'urges', 'march', 'najaf', 'iraq', 'respected', 'shia', 'cleric', 'grand', 'ayatollah', 'ali', 'alsistani', 'made', 'dramatic', 'return', 'country', 'wednesday', 'urged', 'iraqi', 'muslims', 'join', 'march']\n",
      "Stemmed Tokens: ['iraqi', 'cleric', 'urg', 'march', 'najaf', 'iraq', 'respect', 'shia', 'cleric', 'grand', 'ayatollah', 'ali', 'alsistani', 'made', 'dramat', 'return', 'countri', 'wednesday', 'urg', 'iraqi', 'muslim', 'join', 'march']\n",
      "Final Preprocessed Text: iraqi cleric urg march najaf iraq respect shia cleric grand ayatollah ali alsistani made dramat return countri wednesday urg iraqi muslim join march\n",
      "\n",
      "Original Text: Nigerian Senate Orders Shell Unit to Pay (AP) AP - Nigeria's Senate has ordered a subsidiary of petroleum giant Royal/Dutch Shell to pay a Nigerian ethnic group  #36;1.5 billion for oil spills in their homelands, but the legislative body can't enforce the resolution, an official said Wednesday.\n",
      "Lowercased Text: nigerian senate orders shell unit to pay (ap) ap - nigeria's senate has ordered a subsidiary of petroleum giant royal/dutch shell to pay a nigerian ethnic group  #36;1.5 billion for oil spills in their homelands, but the legislative body can't enforce the resolution, an official said wednesday.\n",
      "Removed URLs: nigerian senate orders shell unit to pay (ap) ap - nigeria's senate has ordered a subsidiary of petroleum giant royal/dutch shell to pay a nigerian ethnic group  #36;1.5 billion for oil spills in their homelands, but the legislative body can't enforce the resolution, an official said wednesday.\n",
      "Removed HTML Tags: nigerian senate orders shell unit to pay (ap) ap - nigeria's senate has ordered a subsidiary of petroleum giant royal/dutch shell to pay a nigerian ethnic group  #36;1.5 billion for oil spills in their homelands, but the legislative body can't enforce the resolution, an official said wednesday.\n",
      "Removed Special Characters: nigerian senate orders shell unit to pay ap ap  nigerias senate has ordered a subsidiary of petroleum giant royaldutch shell to pay a nigerian ethnic group   billion for oil spills in their homelands but the legislative body cant enforce the resolution an official said wednesday\n",
      "Tokens: ['nigerian', 'senate', 'orders', 'shell', 'unit', 'to', 'pay', 'ap', 'ap', 'nigerias', 'senate', 'has', 'ordered', 'a', 'subsidiary', 'of', 'petroleum', 'giant', 'royaldutch', 'shell', 'to', 'pay', 'a', 'nigerian', 'ethnic', 'group', 'billion', 'for', 'oil', 'spills', 'in', 'their', 'homelands', 'but', 'the', 'legislative', 'body', 'cant', 'enforce', 'the', 'resolution', 'an', 'official', 'said', 'wednesday']\n",
      "Removed Stopwords: ['nigerian', 'senate', 'orders', 'shell', 'unit', 'pay', 'ap', 'ap', 'nigerias', 'senate', 'ordered', 'subsidiary', 'petroleum', 'giant', 'royaldutch', 'shell', 'pay', 'nigerian', 'ethnic', 'group', 'billion', 'oil', 'spills', 'homelands', 'legislative', 'body', 'cant', 'enforce', 'resolution', 'official', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['nigerian', 'senat', 'order', 'shell', 'unit', 'pay', 'ap', 'ap', 'nigeria', 'senat', 'order', 'subsidiari', 'petroleum', 'giant', 'royaldutch', 'shell', 'pay', 'nigerian', 'ethnic', 'group', 'billion', 'oil', 'spill', 'homeland', 'legisl', 'bodi', 'cant', 'enforc', 'resolut', 'offici', 'said', 'wednesday']\n",
      "Final Preprocessed Text: nigerian senat order shell unit pay ap ap nigeria senat order subsidiari petroleum giant royaldutch shell pay nigerian ethnic group billion oil spill homeland legisl bodi cant enforc resolut offici said wednesday\n",
      "\n",
      "Original Text: U.S. Official: Lebanese Govt. 'Made in Damascus' (Reuters) Reuters - Lebanon's new government was \"made in\\Damascus\" in defiance of a U.N. resolution calling for an end\\to Syria's interference in Lebanese affairs, a senior U.S.\\official was quoted on Wednesday as saying.\n",
      "Lowercased Text: u.s. official: lebanese govt. 'made in damascus' (reuters) reuters - lebanon's new government was \"made in\\damascus\" in defiance of a u.n. resolution calling for an end\\to syria's interference in lebanese affairs, a senior u.s.\\official was quoted on wednesday as saying.\n",
      "Removed URLs: u.s. official: lebanese govt. 'made in damascus' (reuters) reuters - lebanon's new government was \"made in\\damascus\" in defiance of a u.n. resolution calling for an end\\to syria's interference in lebanese affairs, a senior u.s.\\official was quoted on wednesday as saying.\n",
      "Removed HTML Tags: u.s. official: lebanese govt. 'made in damascus' (reuters) reuters - lebanon's new government was \"made in\\damascus\" in defiance of a u.n. resolution calling for an end\\to syria's interference in lebanese affairs, a senior u.s.\\official was quoted on wednesday as saying.\n",
      "Removed Special Characters: us official lebanese govt made in damascus reuters reuters  lebanons new government was made indamascus in defiance of a un resolution calling for an endto syrias interference in lebanese affairs a senior usofficial was quoted on wednesday as saying\n",
      "Tokens: ['us', 'official', 'lebanese', 'govt', 'made', 'in', 'damascus', 'reuters', 'reuters', 'lebanons', 'new', 'government', 'was', 'made', 'indamascus', 'in', 'defiance', 'of', 'a', 'un', 'resolution', 'calling', 'for', 'an', 'endto', 'syrias', 'interference', 'in', 'lebanese', 'affairs', 'a', 'senior', 'usofficial', 'was', 'quoted', 'on', 'wednesday', 'as', 'saying']\n",
      "Removed Stopwords: ['us', 'official', 'lebanese', 'govt', 'made', 'damascus', 'reuters', 'reuters', 'lebanons', 'new', 'government', 'made', 'indamascus', 'defiance', 'un', 'resolution', 'calling', 'endto', 'syrias', 'interference', 'lebanese', 'affairs', 'senior', 'usofficial', 'quoted', 'wednesday', 'saying']\n",
      "Stemmed Tokens: ['us', 'offici', 'lebanes', 'govt', 'made', 'damascu', 'reuter', 'reuter', 'lebanon', 'new', 'govern', 'made', 'indamascu', 'defianc', 'un', 'resolut', 'call', 'endto', 'syria', 'interfer', 'lebanes', 'affair', 'senior', 'usoffici', 'quot', 'wednesday', 'say']\n",
      "Final Preprocessed Text: us offici lebanes govt made damascu reuter reuter lebanon new govern made indamascu defianc un resolut call endto syria interfer lebanes affair senior usoffici quot wednesday say\n",
      "\n",
      "Original Text: Swiss Blocks Accounts in Oil Co. Probe (AP) AP - Swiss justice authorities have blocked bank accounts containing  #36;100 million in an investigation of an alleged bribery scandal tied to a subsidiary of Halliburton Co., the oil services company formerly headed by U.S. Vice President Dick Cheney.\n",
      "Lowercased Text: swiss blocks accounts in oil co. probe (ap) ap - swiss justice authorities have blocked bank accounts containing  #36;100 million in an investigation of an alleged bribery scandal tied to a subsidiary of halliburton co., the oil services company formerly headed by u.s. vice president dick cheney.\n",
      "Removed URLs: swiss blocks accounts in oil co. probe (ap) ap - swiss justice authorities have blocked bank accounts containing  #36;100 million in an investigation of an alleged bribery scandal tied to a subsidiary of halliburton co., the oil services company formerly headed by u.s. vice president dick cheney.\n",
      "Removed HTML Tags: swiss blocks accounts in oil co. probe (ap) ap - swiss justice authorities have blocked bank accounts containing  #36;100 million in an investigation of an alleged bribery scandal tied to a subsidiary of halliburton co., the oil services company formerly headed by u.s. vice president dick cheney.\n",
      "Removed Special Characters: swiss blocks accounts in oil co probe ap ap  swiss justice authorities have blocked bank accounts containing   million in an investigation of an alleged bribery scandal tied to a subsidiary of halliburton co the oil services company formerly headed by us vice president dick cheney\n",
      "Tokens: ['swiss', 'blocks', 'accounts', 'in', 'oil', 'co', 'probe', 'ap', 'ap', 'swiss', 'justice', 'authorities', 'have', 'blocked', 'bank', 'accounts', 'containing', 'million', 'in', 'an', 'investigation', 'of', 'an', 'alleged', 'bribery', 'scandal', 'tied', 'to', 'a', 'subsidiary', 'of', 'halliburton', 'co', 'the', 'oil', 'services', 'company', 'formerly', 'headed', 'by', 'us', 'vice', 'president', 'dick', 'cheney']\n",
      "Removed Stopwords: ['swiss', 'blocks', 'accounts', 'oil', 'co', 'probe', 'ap', 'ap', 'swiss', 'justice', 'authorities', 'blocked', 'bank', 'accounts', 'containing', 'million', 'investigation', 'alleged', 'bribery', 'scandal', 'tied', 'subsidiary', 'halliburton', 'co', 'oil', 'services', 'company', 'formerly', 'headed', 'us', 'vice', 'president', 'dick', 'cheney']\n",
      "Stemmed Tokens: ['swiss', 'block', 'account', 'oil', 'co', 'probe', 'ap', 'ap', 'swiss', 'justic', 'author', 'block', 'bank', 'account', 'contain', 'million', 'investig', 'alleg', 'briberi', 'scandal', 'tie', 'subsidiari', 'halliburton', 'co', 'oil', 'servic', 'compani', 'formerli', 'head', 'us', 'vice', 'presid', 'dick', 'cheney']\n",
      "Final Preprocessed Text: swiss block account oil co probe ap ap swiss justic author block bank account contain million investig alleg briberi scandal tie subsidiari halliburton co oil servic compani formerli head us vice presid dick cheney\n",
      "\n",
      "Original Text: Survey: Format Influenced Voter Priorities (AP) AP - This presidential election has been described by many as one in which morality mattered most to voters. But that perception may be driven at least partially by how pollsters asked voters about their priority issues.\n",
      "Lowercased Text: survey: format influenced voter priorities (ap) ap - this presidential election has been described by many as one in which morality mattered most to voters. but that perception may be driven at least partially by how pollsters asked voters about their priority issues.\n",
      "Removed URLs: survey: format influenced voter priorities (ap) ap - this presidential election has been described by many as one in which morality mattered most to voters. but that perception may be driven at least partially by how pollsters asked voters about their priority issues.\n",
      "Removed HTML Tags: survey: format influenced voter priorities (ap) ap - this presidential election has been described by many as one in which morality mattered most to voters. but that perception may be driven at least partially by how pollsters asked voters about their priority issues.\n",
      "Removed Special Characters: survey format influenced voter priorities ap ap  this presidential election has been described by many as one in which morality mattered most to voters but that perception may be driven at least partially by how pollsters asked voters about their priority issues\n",
      "Tokens: ['survey', 'format', 'influenced', 'voter', 'priorities', 'ap', 'ap', 'this', 'presidential', 'election', 'has', 'been', 'described', 'by', 'many', 'as', 'one', 'in', 'which', 'morality', 'mattered', 'most', 'to', 'voters', 'but', 'that', 'perception', 'may', 'be', 'driven', 'at', 'least', 'partially', 'by', 'how', 'pollsters', 'asked', 'voters', 'about', 'their', 'priority', 'issues']\n",
      "Removed Stopwords: ['survey', 'format', 'influenced', 'voter', 'priorities', 'ap', 'ap', 'presidential', 'election', 'described', 'many', 'one', 'morality', 'mattered', 'voters', 'perception', 'may', 'driven', 'least', 'partially', 'pollsters', 'asked', 'voters', 'priority', 'issues']\n",
      "Stemmed Tokens: ['survey', 'format', 'influenc', 'voter', 'prioriti', 'ap', 'ap', 'presidenti', 'elect', 'describ', 'mani', 'one', 'moral', 'matter', 'voter', 'percept', 'may', 'driven', 'least', 'partial', 'pollster', 'ask', 'voter', 'prioriti', 'issu']\n",
      "Final Preprocessed Text: survey format influenc voter prioriti ap ap presidenti elect describ mani one moral matter voter percept may driven least partial pollster ask voter prioriti issu\n",
      "\n",
      "Original Text: Palestinian killed on intifada anniversary JENIN, West Bank : A Palestinian was killed by Israeli fire as the Palestinian uprising entered its fifth year. Saleh Bilalu, a 47-year-old mentally ill man, was killed in Jenin after he violated an Israeli \n",
      "Lowercased Text: palestinian killed on intifada anniversary jenin, west bank : a palestinian was killed by israeli fire as the palestinian uprising entered its fifth year. saleh bilalu, a 47-year-old mentally ill man, was killed in jenin after he violated an israeli \n",
      "Removed URLs: palestinian killed on intifada anniversary jenin, west bank : a palestinian was killed by israeli fire as the palestinian uprising entered its fifth year. saleh bilalu, a 47-year-old mentally ill man, was killed in jenin after he violated an israeli \n",
      "Removed HTML Tags: palestinian killed on intifada anniversary jenin, west bank : a palestinian was killed by israeli fire as the palestinian uprising entered its fifth year. saleh bilalu, a 47-year-old mentally ill man, was killed in jenin after he violated an israeli \n",
      "Removed Special Characters: palestinian killed on intifada anniversary jenin west bank  a palestinian was killed by israeli fire as the palestinian uprising entered its fifth year saleh bilalu a yearold mentally ill man was killed in jenin after he violated an israeli \n",
      "Tokens: ['palestinian', 'killed', 'on', 'intifada', 'anniversary', 'jenin', 'west', 'bank', 'a', 'palestinian', 'was', 'killed', 'by', 'israeli', 'fire', 'as', 'the', 'palestinian', 'uprising', 'entered', 'its', 'fifth', 'year', 'saleh', 'bilalu', 'a', 'yearold', 'mentally', 'ill', 'man', 'was', 'killed', 'in', 'jenin', 'after', 'he', 'violated', 'an', 'israeli']\n",
      "Removed Stopwords: ['palestinian', 'killed', 'intifada', 'anniversary', 'jenin', 'west', 'bank', 'palestinian', 'killed', 'israeli', 'fire', 'palestinian', 'uprising', 'entered', 'fifth', 'year', 'saleh', 'bilalu', 'yearold', 'mentally', 'ill', 'man', 'killed', 'jenin', 'violated', 'israeli']\n",
      "Stemmed Tokens: ['palestinian', 'kill', 'intifada', 'anniversari', 'jenin', 'west', 'bank', 'palestinian', 'kill', 'isra', 'fire', 'palestinian', 'upris', 'enter', 'fifth', 'year', 'saleh', 'bilalu', 'yearold', 'mental', 'ill', 'man', 'kill', 'jenin', 'violat', 'isra']\n",
      "Final Preprocessed Text: palestinian kill intifada anniversari jenin west bank palestinian kill isra fire palestinian upris enter fifth year saleh bilalu yearold mental ill man kill jenin violat isra\n",
      "\n",
      "Original Text: Who's Behind the Gold Medalist's Mask? Gosh, an American! Mariel Zagunis crushed Tan Xue of China, 15-9, in the final of the women's saber Tuesday, earning the first American gold in a recognized fencing event.\n",
      "Lowercased Text: who's behind the gold medalist's mask? gosh, an american! mariel zagunis crushed tan xue of china, 15-9, in the final of the women's saber tuesday, earning the first american gold in a recognized fencing event.\n",
      "Removed URLs: who's behind the gold medalist's mask? gosh, an american! mariel zagunis crushed tan xue of china, 15-9, in the final of the women's saber tuesday, earning the first american gold in a recognized fencing event.\n",
      "Removed HTML Tags: who's behind the gold medalist's mask? gosh, an american! mariel zagunis crushed tan xue of china, 15-9, in the final of the women's saber tuesday, earning the first american gold in a recognized fencing event.\n",
      "Removed Special Characters: whos behind the gold medalists mask gosh an american mariel zagunis crushed tan xue of china  in the final of the womens saber tuesday earning the first american gold in a recognized fencing event\n",
      "Tokens: ['whos', 'behind', 'the', 'gold', 'medalists', 'mask', 'gosh', 'an', 'american', 'mariel', 'zagunis', 'crushed', 'tan', 'xue', 'of', 'china', 'in', 'the', 'final', 'of', 'the', 'womens', 'saber', 'tuesday', 'earning', 'the', 'first', 'american', 'gold', 'in', 'a', 'recognized', 'fencing', 'event']\n",
      "Removed Stopwords: ['whos', 'behind', 'gold', 'medalists', 'mask', 'gosh', 'american', 'mariel', 'zagunis', 'crushed', 'tan', 'xue', 'china', 'final', 'womens', 'saber', 'tuesday', 'earning', 'first', 'american', 'gold', 'recognized', 'fencing', 'event']\n",
      "Stemmed Tokens: ['who', 'behind', 'gold', 'medalist', 'mask', 'gosh', 'american', 'mariel', 'zaguni', 'crush', 'tan', 'xue', 'china', 'final', 'women', 'saber', 'tuesday', 'earn', 'first', 'american', 'gold', 'recogn', 'fenc', 'event']\n",
      "Final Preprocessed Text: who behind gold medalist mask gosh american mariel zaguni crush tan xue china final women saber tuesday earn first american gold recogn fenc event\n",
      "\n",
      "Original Text: Arafat #39;s succession turns into power struggle ISN SECURITY WATCH (15/11/04) - The new head of the Palestinian Liberation Organization (PLO), Mahmoud Abbas, escaped unharmed Sunday when militants burst into a mourning tent for the late Yasser Arafat firing assault rifles, killing two security guards \n",
      "Lowercased Text: arafat #39;s succession turns into power struggle isn security watch (15/11/04) - the new head of the palestinian liberation organization (plo), mahmoud abbas, escaped unharmed sunday when militants burst into a mourning tent for the late yasser arafat firing assault rifles, killing two security guards \n",
      "Removed URLs: arafat #39;s succession turns into power struggle isn security watch (15/11/04) - the new head of the palestinian liberation organization (plo), mahmoud abbas, escaped unharmed sunday when militants burst into a mourning tent for the late yasser arafat firing assault rifles, killing two security guards \n",
      "Removed HTML Tags: arafat #39;s succession turns into power struggle isn security watch (15/11/04) - the new head of the palestinian liberation organization (plo), mahmoud abbas, escaped unharmed sunday when militants burst into a mourning tent for the late yasser arafat firing assault rifles, killing two security guards \n",
      "Removed Special Characters: arafat s succession turns into power struggle isn security watch   the new head of the palestinian liberation organization plo mahmoud abbas escaped unharmed sunday when militants burst into a mourning tent for the late yasser arafat firing assault rifles killing two security guards \n",
      "Tokens: ['arafat', 's', 'succession', 'turns', 'into', 'power', 'struggle', 'isn', 'security', 'watch', 'the', 'new', 'head', 'of', 'the', 'palestinian', 'liberation', 'organization', 'plo', 'mahmoud', 'abbas', 'escaped', 'unharmed', 'sunday', 'when', 'militants', 'burst', 'into', 'a', 'mourning', 'tent', 'for', 'the', 'late', 'yasser', 'arafat', 'firing', 'assault', 'rifles', 'killing', 'two', 'security', 'guards']\n",
      "Removed Stopwords: ['arafat', 'succession', 'turns', 'power', 'struggle', 'security', 'watch', 'new', 'head', 'palestinian', 'liberation', 'organization', 'plo', 'mahmoud', 'abbas', 'escaped', 'unharmed', 'sunday', 'militants', 'burst', 'mourning', 'tent', 'late', 'yasser', 'arafat', 'firing', 'assault', 'rifles', 'killing', 'two', 'security', 'guards']\n",
      "Stemmed Tokens: ['arafat', 'success', 'turn', 'power', 'struggl', 'secur', 'watch', 'new', 'head', 'palestinian', 'liber', 'organ', 'plo', 'mahmoud', 'abba', 'escap', 'unharm', 'sunday', 'milit', 'burst', 'mourn', 'tent', 'late', 'yasser', 'arafat', 'fire', 'assault', 'rifl', 'kill', 'two', 'secur', 'guard']\n",
      "Final Preprocessed Text: arafat success turn power struggl secur watch new head palestinian liber organ plo mahmoud abba escap unharm sunday milit burst mourn tent late yasser arafat fire assault rifl kill two secur guard\n",
      "\n",
      "Original Text: Israeli parliament set for historic vote on Gaza pullout JERUSALEM : The Israeli parliament is set for an historic vote on Prime Minister Ariel Sharon #39;s hotly contested plan to withdraw from the Gaza Strip after 37 years of occupation.\n",
      "Lowercased Text: israeli parliament set for historic vote on gaza pullout jerusalem : the israeli parliament is set for an historic vote on prime minister ariel sharon #39;s hotly contested plan to withdraw from the gaza strip after 37 years of occupation.\n",
      "Removed URLs: israeli parliament set for historic vote on gaza pullout jerusalem : the israeli parliament is set for an historic vote on prime minister ariel sharon #39;s hotly contested plan to withdraw from the gaza strip after 37 years of occupation.\n",
      "Removed HTML Tags: israeli parliament set for historic vote on gaza pullout jerusalem : the israeli parliament is set for an historic vote on prime minister ariel sharon #39;s hotly contested plan to withdraw from the gaza strip after 37 years of occupation.\n",
      "Removed Special Characters: israeli parliament set for historic vote on gaza pullout jerusalem  the israeli parliament is set for an historic vote on prime minister ariel sharon s hotly contested plan to withdraw from the gaza strip after  years of occupation\n",
      "Tokens: ['israeli', 'parliament', 'set', 'for', 'historic', 'vote', 'on', 'gaza', 'pullout', 'jerusalem', 'the', 'israeli', 'parliament', 'is', 'set', 'for', 'an', 'historic', 'vote', 'on', 'prime', 'minister', 'ariel', 'sharon', 's', 'hotly', 'contested', 'plan', 'to', 'withdraw', 'from', 'the', 'gaza', 'strip', 'after', 'years', 'of', 'occupation']\n",
      "Removed Stopwords: ['israeli', 'parliament', 'set', 'historic', 'vote', 'gaza', 'pullout', 'jerusalem', 'israeli', 'parliament', 'set', 'historic', 'vote', 'prime', 'minister', 'ariel', 'sharon', 'hotly', 'contested', 'plan', 'withdraw', 'gaza', 'strip', 'years', 'occupation']\n",
      "Stemmed Tokens: ['isra', 'parliament', 'set', 'histor', 'vote', 'gaza', 'pullout', 'jerusalem', 'isra', 'parliament', 'set', 'histor', 'vote', 'prime', 'minist', 'ariel', 'sharon', 'hotli', 'contest', 'plan', 'withdraw', 'gaza', 'strip', 'year', 'occup']\n",
      "Final Preprocessed Text: isra parliament set histor vote gaza pullout jerusalem isra parliament set histor vote prime minist ariel sharon hotli contest plan withdraw gaza strip year occup\n",
      "\n",
      "Original Text: Taiwan accuses US of betrayal Taiwan accused the United States of a breach of trust after US Secretary of State Colin Powell in Beijing voiced support for cross-straits reunification.\n",
      "Lowercased Text: taiwan accuses us of betrayal taiwan accused the united states of a breach of trust after us secretary of state colin powell in beijing voiced support for cross-straits reunification.\n",
      "Removed URLs: taiwan accuses us of betrayal taiwan accused the united states of a breach of trust after us secretary of state colin powell in beijing voiced support for cross-straits reunification.\n",
      "Removed HTML Tags: taiwan accuses us of betrayal taiwan accused the united states of a breach of trust after us secretary of state colin powell in beijing voiced support for cross-straits reunification.\n",
      "Removed Special Characters: taiwan accuses us of betrayal taiwan accused the united states of a breach of trust after us secretary of state colin powell in beijing voiced support for crossstraits reunification\n",
      "Tokens: ['taiwan', 'accuses', 'us', 'of', 'betrayal', 'taiwan', 'accused', 'the', 'united', 'states', 'of', 'a', 'breach', 'of', 'trust', 'after', 'us', 'secretary', 'of', 'state', 'colin', 'powell', 'in', 'beijing', 'voiced', 'support', 'for', 'crossstraits', 'reunification']\n",
      "Removed Stopwords: ['taiwan', 'accuses', 'us', 'betrayal', 'taiwan', 'accused', 'united', 'states', 'breach', 'trust', 'us', 'secretary', 'state', 'colin', 'powell', 'beijing', 'voiced', 'support', 'crossstraits', 'reunification']\n",
      "Stemmed Tokens: ['taiwan', 'accus', 'us', 'betray', 'taiwan', 'accus', 'unit', 'state', 'breach', 'trust', 'us', 'secretari', 'state', 'colin', 'powel', 'beij', 'voic', 'support', 'crossstrait', 'reunif']\n",
      "Final Preprocessed Text: taiwan accus us betray taiwan accus unit state breach trust us secretari state colin powel beij voic support crossstrait reunif\n",
      "\n",
      "Original Text: No apology from Prince Harry PRINCE Harry will not apologise to a paparazzi photographer with whom he scuffled outside a London nightclub, a royal spokesman said today.\n",
      "Lowercased Text: no apology from prince harry prince harry will not apologise to a paparazzi photographer with whom he scuffled outside a london nightclub, a royal spokesman said today.\n",
      "Removed URLs: no apology from prince harry prince harry will not apologise to a paparazzi photographer with whom he scuffled outside a london nightclub, a royal spokesman said today.\n",
      "Removed HTML Tags: no apology from prince harry prince harry will not apologise to a paparazzi photographer with whom he scuffled outside a london nightclub, a royal spokesman said today.\n",
      "Removed Special Characters: no apology from prince harry prince harry will not apologise to a paparazzi photographer with whom he scuffled outside a london nightclub a royal spokesman said today\n",
      "Tokens: ['no', 'apology', 'from', 'prince', 'harry', 'prince', 'harry', 'will', 'not', 'apologise', 'to', 'a', 'paparazzi', 'photographer', 'with', 'whom', 'he', 'scuffled', 'outside', 'a', 'london', 'nightclub', 'a', 'royal', 'spokesman', 'said', 'today']\n",
      "Removed Stopwords: ['apology', 'prince', 'harry', 'prince', 'harry', 'apologise', 'paparazzi', 'photographer', 'scuffled', 'outside', 'london', 'nightclub', 'royal', 'spokesman', 'said', 'today']\n",
      "Stemmed Tokens: ['apolog', 'princ', 'harri', 'princ', 'harri', 'apologis', 'paparazzi', 'photograph', 'scuffl', 'outsid', 'london', 'nightclub', 'royal', 'spokesman', 'said', 'today']\n",
      "Final Preprocessed Text: apolog princ harri princ harri apologis paparazzi photograph scuffl outsid london nightclub royal spokesman said today\n",
      "\n",
      "Original Text: Koizumi Surveys Japan #39;s Earthquake Damage Prime Minister Junichiro Koizumi surveyed the earthquake damage in northern Japan on Tuesday, meeting people camped out in a high-school gymnasium after the nation #39;s \n",
      "Lowercased Text: koizumi surveys japan #39;s earthquake damage prime minister junichiro koizumi surveyed the earthquake damage in northern japan on tuesday, meeting people camped out in a high-school gymnasium after the nation #39;s \n",
      "Removed URLs: koizumi surveys japan #39;s earthquake damage prime minister junichiro koizumi surveyed the earthquake damage in northern japan on tuesday, meeting people camped out in a high-school gymnasium after the nation #39;s \n",
      "Removed HTML Tags: koizumi surveys japan #39;s earthquake damage prime minister junichiro koizumi surveyed the earthquake damage in northern japan on tuesday, meeting people camped out in a high-school gymnasium after the nation #39;s \n",
      "Removed Special Characters: koizumi surveys japan s earthquake damage prime minister junichiro koizumi surveyed the earthquake damage in northern japan on tuesday meeting people camped out in a highschool gymnasium after the nation s \n",
      "Tokens: ['koizumi', 'surveys', 'japan', 's', 'earthquake', 'damage', 'prime', 'minister', 'junichiro', 'koizumi', 'surveyed', 'the', 'earthquake', 'damage', 'in', 'northern', 'japan', 'on', 'tuesday', 'meeting', 'people', 'camped', 'out', 'in', 'a', 'highschool', 'gymnasium', 'after', 'the', 'nation', 's']\n",
      "Removed Stopwords: ['koizumi', 'surveys', 'japan', 'earthquake', 'damage', 'prime', 'minister', 'junichiro', 'koizumi', 'surveyed', 'earthquake', 'damage', 'northern', 'japan', 'tuesday', 'meeting', 'people', 'camped', 'highschool', 'gymnasium', 'nation']\n",
      "Stemmed Tokens: ['koizumi', 'survey', 'japan', 'earthquak', 'damag', 'prime', 'minist', 'junichiro', 'koizumi', 'survey', 'earthquak', 'damag', 'northern', 'japan', 'tuesday', 'meet', 'peopl', 'camp', 'highschool', 'gymnasium', 'nation']\n",
      "Final Preprocessed Text: koizumi survey japan earthquak damag prime minist junichiro koizumi survey earthquak damag northern japan tuesday meet peopl camp highschool gymnasium nation\n",
      "\n",
      "Original Text: EU Leaders to Sign Constitution Today Italian carabinieri patrol Rome #39;s Capitoline Hill square, designed by Michelangelo , Thursday, Oct. 28, 2004, the night before the signing of the first ever EU Constitution.\n",
      "Lowercased Text: eu leaders to sign constitution today italian carabinieri patrol rome #39;s capitoline hill square, designed by michelangelo , thursday, oct. 28, 2004, the night before the signing of the first ever eu constitution.\n",
      "Removed URLs: eu leaders to sign constitution today italian carabinieri patrol rome #39;s capitoline hill square, designed by michelangelo , thursday, oct. 28, 2004, the night before the signing of the first ever eu constitution.\n",
      "Removed HTML Tags: eu leaders to sign constitution today italian carabinieri patrol rome #39;s capitoline hill square, designed by michelangelo , thursday, oct. 28, 2004, the night before the signing of the first ever eu constitution.\n",
      "Removed Special Characters: eu leaders to sign constitution today italian carabinieri patrol rome s capitoline hill square designed by michelangelo  thursday oct   the night before the signing of the first ever eu constitution\n",
      "Tokens: ['eu', 'leaders', 'to', 'sign', 'constitution', 'today', 'italian', 'carabinieri', 'patrol', 'rome', 's', 'capitoline', 'hill', 'square', 'designed', 'by', 'michelangelo', 'thursday', 'oct', 'the', 'night', 'before', 'the', 'signing', 'of', 'the', 'first', 'ever', 'eu', 'constitution']\n",
      "Removed Stopwords: ['eu', 'leaders', 'sign', 'constitution', 'today', 'italian', 'carabinieri', 'patrol', 'rome', 'capitoline', 'hill', 'square', 'designed', 'michelangelo', 'thursday', 'oct', 'night', 'signing', 'first', 'ever', 'eu', 'constitution']\n",
      "Stemmed Tokens: ['eu', 'leader', 'sign', 'constitut', 'today', 'italian', 'carabinieri', 'patrol', 'rome', 'capitolin', 'hill', 'squar', 'design', 'michelangelo', 'thursday', 'oct', 'night', 'sign', 'first', 'ever', 'eu', 'constitut']\n",
      "Final Preprocessed Text: eu leader sign constitut today italian carabinieri patrol rome capitolin hill squar design michelangelo thursday oct night sign first ever eu constitut\n",
      "\n",
      "Original Text: World Muslims Begin Peace Prayers in Bangladesh (Reuters) Reuters - Hundreds of thousands of Muslims from\\around the world on Friday began a three-day annual Islamic\\prayer meeting outside the Bangladesh capital, Dhaka, with\\politics banned and sermons set to call for world peace.\n",
      "Lowercased Text: world muslims begin peace prayers in bangladesh (reuters) reuters - hundreds of thousands of muslims from\\around the world on friday began a three-day annual islamic\\prayer meeting outside the bangladesh capital, dhaka, with\\politics banned and sermons set to call for world peace.\n",
      "Removed URLs: world muslims begin peace prayers in bangladesh (reuters) reuters - hundreds of thousands of muslims from\\around the world on friday began a three-day annual islamic\\prayer meeting outside the bangladesh capital, dhaka, with\\politics banned and sermons set to call for world peace.\n",
      "Removed HTML Tags: world muslims begin peace prayers in bangladesh (reuters) reuters - hundreds of thousands of muslims from\\around the world on friday began a three-day annual islamic\\prayer meeting outside the bangladesh capital, dhaka, with\\politics banned and sermons set to call for world peace.\n",
      "Removed Special Characters: world muslims begin peace prayers in bangladesh reuters reuters  hundreds of thousands of muslims fromaround the world on friday began a threeday annual islamicprayer meeting outside the bangladesh capital dhaka withpolitics banned and sermons set to call for world peace\n",
      "Tokens: ['world', 'muslims', 'begin', 'peace', 'prayers', 'in', 'bangladesh', 'reuters', 'reuters', 'hundreds', 'of', 'thousands', 'of', 'muslims', 'fromaround', 'the', 'world', 'on', 'friday', 'began', 'a', 'threeday', 'annual', 'islamicprayer', 'meeting', 'outside', 'the', 'bangladesh', 'capital', 'dhaka', 'withpolitics', 'banned', 'and', 'sermons', 'set', 'to', 'call', 'for', 'world', 'peace']\n",
      "Removed Stopwords: ['world', 'muslims', 'begin', 'peace', 'prayers', 'bangladesh', 'reuters', 'reuters', 'hundreds', 'thousands', 'muslims', 'fromaround', 'world', 'friday', 'began', 'threeday', 'annual', 'islamicprayer', 'meeting', 'outside', 'bangladesh', 'capital', 'dhaka', 'withpolitics', 'banned', 'sermons', 'set', 'call', 'world', 'peace']\n",
      "Stemmed Tokens: ['world', 'muslim', 'begin', 'peac', 'prayer', 'bangladesh', 'reuter', 'reuter', 'hundr', 'thousand', 'muslim', 'fromaround', 'world', 'friday', 'began', 'threeday', 'annual', 'islamicpray', 'meet', 'outsid', 'bangladesh', 'capit', 'dhaka', 'withpolit', 'ban', 'sermon', 'set', 'call', 'world', 'peac']\n",
      "Final Preprocessed Text: world muslim begin peac prayer bangladesh reuter reuter hundr thousand muslim fromaround world friday began threeday annual islamicpray meet outsid bangladesh capit dhaka withpolit ban sermon set call world peac\n",
      "\n",
      "Original Text: Ivory Coast, France trade jabs ABIDJAN - Ivory Coast and France traded jabs Monday over responsibility for last week #39;s unrest, as the UN Security Council appeared set to impose an arms embargo on the divided west African state.\n",
      "Lowercased Text: ivory coast, france trade jabs abidjan - ivory coast and france traded jabs monday over responsibility for last week #39;s unrest, as the un security council appeared set to impose an arms embargo on the divided west african state.\n",
      "Removed URLs: ivory coast, france trade jabs abidjan - ivory coast and france traded jabs monday over responsibility for last week #39;s unrest, as the un security council appeared set to impose an arms embargo on the divided west african state.\n",
      "Removed HTML Tags: ivory coast, france trade jabs abidjan - ivory coast and france traded jabs monday over responsibility for last week #39;s unrest, as the un security council appeared set to impose an arms embargo on the divided west african state.\n",
      "Removed Special Characters: ivory coast france trade jabs abidjan  ivory coast and france traded jabs monday over responsibility for last week s unrest as the un security council appeared set to impose an arms embargo on the divided west african state\n",
      "Tokens: ['ivory', 'coast', 'france', 'trade', 'jabs', 'abidjan', 'ivory', 'coast', 'and', 'france', 'traded', 'jabs', 'monday', 'over', 'responsibility', 'for', 'last', 'week', 's', 'unrest', 'as', 'the', 'un', 'security', 'council', 'appeared', 'set', 'to', 'impose', 'an', 'arms', 'embargo', 'on', 'the', 'divided', 'west', 'african', 'state']\n",
      "Removed Stopwords: ['ivory', 'coast', 'france', 'trade', 'jabs', 'abidjan', 'ivory', 'coast', 'france', 'traded', 'jabs', 'monday', 'responsibility', 'last', 'week', 'unrest', 'un', 'security', 'council', 'appeared', 'set', 'impose', 'arms', 'embargo', 'divided', 'west', 'african', 'state']\n",
      "Stemmed Tokens: ['ivori', 'coast', 'franc', 'trade', 'jab', 'abidjan', 'ivori', 'coast', 'franc', 'trade', 'jab', 'monday', 'respons', 'last', 'week', 'unrest', 'un', 'secur', 'council', 'appear', 'set', 'impos', 'arm', 'embargo', 'divid', 'west', 'african', 'state']\n",
      "Final Preprocessed Text: ivori coast franc trade jab abidjan ivori coast franc trade jab monday respons last week unrest un secur council appear set impos arm embargo divid west african state\n",
      "\n",
      "Original Text: Rice Defends Characterization of Saddam WASHINGTON - National security adviser Condoleezza Rice on Sunday defended her characterization of Saddam Hussein's nuclear capabilities in the months before the Iraq invasion, even as a published report said government experts had cast doubt at the time.    In the run-up to the March 2003 war, Rice said in a television interview in 2002 that the Iraqi president was trying to obtain high-strength aluminum tubes to rebuild his nuclear weapons program...\n",
      "Lowercased Text: rice defends characterization of saddam washington - national security adviser condoleezza rice on sunday defended her characterization of saddam hussein's nuclear capabilities in the months before the iraq invasion, even as a published report said government experts had cast doubt at the time.    in the run-up to the march 2003 war, rice said in a television interview in 2002 that the iraqi president was trying to obtain high-strength aluminum tubes to rebuild his nuclear weapons program...\n",
      "Removed URLs: rice defends characterization of saddam washington - national security adviser condoleezza rice on sunday defended her characterization of saddam hussein's nuclear capabilities in the months before the iraq invasion, even as a published report said government experts had cast doubt at the time.    in the run-up to the march 2003 war, rice said in a television interview in 2002 that the iraqi president was trying to obtain high-strength aluminum tubes to rebuild his nuclear weapons program...\n",
      "Removed HTML Tags: rice defends characterization of saddam washington - national security adviser condoleezza rice on sunday defended her characterization of saddam hussein's nuclear capabilities in the months before the iraq invasion, even as a published report said government experts had cast doubt at the time.    in the run-up to the march 2003 war, rice said in a television interview in 2002 that the iraqi president was trying to obtain high-strength aluminum tubes to rebuild his nuclear weapons program...\n",
      "Removed Special Characters: rice defends characterization of saddam washington  national security adviser condoleezza rice on sunday defended her characterization of saddam husseins nuclear capabilities in the months before the iraq invasion even as a published report said government experts had cast doubt at the time    in the runup to the march  war rice said in a television interview in  that the iraqi president was trying to obtain highstrength aluminum tubes to rebuild his nuclear weapons program\n",
      "Tokens: ['rice', 'defends', 'characterization', 'of', 'saddam', 'washington', 'national', 'security', 'adviser', 'condoleezza', 'rice', 'on', 'sunday', 'defended', 'her', 'characterization', 'of', 'saddam', 'husseins', 'nuclear', 'capabilities', 'in', 'the', 'months', 'before', 'the', 'iraq', 'invasion', 'even', 'as', 'a', 'published', 'report', 'said', 'government', 'experts', 'had', 'cast', 'doubt', 'at', 'the', 'time', 'in', 'the', 'runup', 'to', 'the', 'march', 'war', 'rice', 'said', 'in', 'a', 'television', 'interview', 'in', 'that', 'the', 'iraqi', 'president', 'was', 'trying', 'to', 'obtain', 'highstrength', 'aluminum', 'tubes', 'to', 'rebuild', 'his', 'nuclear', 'weapons', 'program']\n",
      "Removed Stopwords: ['rice', 'defends', 'characterization', 'saddam', 'washington', 'national', 'security', 'adviser', 'condoleezza', 'rice', 'sunday', 'defended', 'characterization', 'saddam', 'husseins', 'nuclear', 'capabilities', 'months', 'iraq', 'invasion', 'even', 'published', 'report', 'said', 'government', 'experts', 'cast', 'doubt', 'time', 'runup', 'march', 'war', 'rice', 'said', 'television', 'interview', 'iraqi', 'president', 'trying', 'obtain', 'highstrength', 'aluminum', 'tubes', 'rebuild', 'nuclear', 'weapons', 'program']\n",
      "Stemmed Tokens: ['rice', 'defend', 'character', 'saddam', 'washington', 'nation', 'secur', 'advis', 'condoleezza', 'rice', 'sunday', 'defend', 'character', 'saddam', 'hussein', 'nuclear', 'capabl', 'month', 'iraq', 'invas', 'even', 'publish', 'report', 'said', 'govern', 'expert', 'cast', 'doubt', 'time', 'runup', 'march', 'war', 'rice', 'said', 'televis', 'interview', 'iraqi', 'presid', 'tri', 'obtain', 'highstrength', 'aluminum', 'tube', 'rebuild', 'nuclear', 'weapon', 'program']\n",
      "Final Preprocessed Text: rice defend character saddam washington nation secur advis condoleezza rice sunday defend character saddam hussein nuclear capabl month iraq invas even publish report said govern expert cast doubt time runup march war rice said televis interview iraqi presid tri obtain highstrength aluminum tube rebuild nuclear weapon program\n",
      "\n",
      "Original Text: Pakistani Man Arrested for Acid Attack (AP) AP - Police arrested a man for allegedly throwing acid in a Pakistani courtroom on Monday, injuring his brother-in-law and four other people with burns, an official said.\n",
      "Lowercased Text: pakistani man arrested for acid attack (ap) ap - police arrested a man for allegedly throwing acid in a pakistani courtroom on monday, injuring his brother-in-law and four other people with burns, an official said.\n",
      "Removed URLs: pakistani man arrested for acid attack (ap) ap - police arrested a man for allegedly throwing acid in a pakistani courtroom on monday, injuring his brother-in-law and four other people with burns, an official said.\n",
      "Removed HTML Tags: pakistani man arrested for acid attack (ap) ap - police arrested a man for allegedly throwing acid in a pakistani courtroom on monday, injuring his brother-in-law and four other people with burns, an official said.\n",
      "Removed Special Characters: pakistani man arrested for acid attack ap ap  police arrested a man for allegedly throwing acid in a pakistani courtroom on monday injuring his brotherinlaw and four other people with burns an official said\n",
      "Tokens: ['pakistani', 'man', 'arrested', 'for', 'acid', 'attack', 'ap', 'ap', 'police', 'arrested', 'a', 'man', 'for', 'allegedly', 'throwing', 'acid', 'in', 'a', 'pakistani', 'courtroom', 'on', 'monday', 'injuring', 'his', 'brotherinlaw', 'and', 'four', 'other', 'people', 'with', 'burns', 'an', 'official', 'said']\n",
      "Removed Stopwords: ['pakistani', 'man', 'arrested', 'acid', 'attack', 'ap', 'ap', 'police', 'arrested', 'man', 'allegedly', 'throwing', 'acid', 'pakistani', 'courtroom', 'monday', 'injuring', 'brotherinlaw', 'four', 'people', 'burns', 'official', 'said']\n",
      "Stemmed Tokens: ['pakistani', 'man', 'arrest', 'acid', 'attack', 'ap', 'ap', 'polic', 'arrest', 'man', 'allegedli', 'throw', 'acid', 'pakistani', 'courtroom', 'monday', 'injur', 'brotherinlaw', 'four', 'peopl', 'burn', 'offici', 'said']\n",
      "Final Preprocessed Text: pakistani man arrest acid attack ap ap polic arrest man allegedli throw acid pakistani courtroom monday injur brotherinlaw four peopl burn offici said\n",
      "\n",
      "Original Text: 9/11 Commission Formally Disbands WASHINGTON - The Sept. 11 commission closes down Saturday, but its members plan to continue testifying before Congress and traveling the country to try to get the government to improve homeland security...\n",
      "Lowercased Text: 9/11 commission formally disbands washington - the sept. 11 commission closes down saturday, but its members plan to continue testifying before congress and traveling the country to try to get the government to improve homeland security...\n",
      "Removed URLs: 9/11 commission formally disbands washington - the sept. 11 commission closes down saturday, but its members plan to continue testifying before congress and traveling the country to try to get the government to improve homeland security...\n",
      "Removed HTML Tags: 9/11 commission formally disbands washington - the sept. 11 commission closes down saturday, but its members plan to continue testifying before congress and traveling the country to try to get the government to improve homeland security...\n",
      "Removed Special Characters:  commission formally disbands washington  the sept  commission closes down saturday but its members plan to continue testifying before congress and traveling the country to try to get the government to improve homeland security\n",
      "Tokens: ['commission', 'formally', 'disbands', 'washington', 'the', 'sept', 'commission', 'closes', 'down', 'saturday', 'but', 'its', 'members', 'plan', 'to', 'continue', 'testifying', 'before', 'congress', 'and', 'traveling', 'the', 'country', 'to', 'try', 'to', 'get', 'the', 'government', 'to', 'improve', 'homeland', 'security']\n",
      "Removed Stopwords: ['commission', 'formally', 'disbands', 'washington', 'sept', 'commission', 'closes', 'saturday', 'members', 'plan', 'continue', 'testifying', 'congress', 'traveling', 'country', 'try', 'get', 'government', 'improve', 'homeland', 'security']\n",
      "Stemmed Tokens: ['commiss', 'formal', 'disband', 'washington', 'sept', 'commiss', 'close', 'saturday', 'member', 'plan', 'continu', 'testifi', 'congress', 'travel', 'countri', 'tri', 'get', 'govern', 'improv', 'homeland', 'secur']\n",
      "Final Preprocessed Text: commiss formal disband washington sept commiss close saturday member plan continu testifi congress travel countri tri get govern improv homeland secur\n",
      "\n",
      "Original Text: Killing of Filmmaker Yields Indictments in Netherlands Description: Dutch authorities have indicted seven people in murder of a provocative filmmaker. Theo Van Gogh made films critical of Islamic violence against women and insulted Christians, Jews and others.\n",
      "Lowercased Text: killing of filmmaker yields indictments in netherlands description: dutch authorities have indicted seven people in murder of a provocative filmmaker. theo van gogh made films critical of islamic violence against women and insulted christians, jews and others.\n",
      "Removed URLs: killing of filmmaker yields indictments in netherlands description: dutch authorities have indicted seven people in murder of a provocative filmmaker. theo van gogh made films critical of islamic violence against women and insulted christians, jews and others.\n",
      "Removed HTML Tags: killing of filmmaker yields indictments in netherlands description: dutch authorities have indicted seven people in murder of a provocative filmmaker. theo van gogh made films critical of islamic violence against women and insulted christians, jews and others.\n",
      "Removed Special Characters: killing of filmmaker yields indictments in netherlands description dutch authorities have indicted seven people in murder of a provocative filmmaker theo van gogh made films critical of islamic violence against women and insulted christians jews and others\n",
      "Tokens: ['killing', 'of', 'filmmaker', 'yields', 'indictments', 'in', 'netherlands', 'description', 'dutch', 'authorities', 'have', 'indicted', 'seven', 'people', 'in', 'murder', 'of', 'a', 'provocative', 'filmmaker', 'theo', 'van', 'gogh', 'made', 'films', 'critical', 'of', 'islamic', 'violence', 'against', 'women', 'and', 'insulted', 'christians', 'jews', 'and', 'others']\n",
      "Removed Stopwords: ['killing', 'filmmaker', 'yields', 'indictments', 'netherlands', 'description', 'dutch', 'authorities', 'indicted', 'seven', 'people', 'murder', 'provocative', 'filmmaker', 'theo', 'van', 'gogh', 'made', 'films', 'critical', 'islamic', 'violence', 'women', 'insulted', 'christians', 'jews', 'others']\n",
      "Stemmed Tokens: ['kill', 'filmmak', 'yield', 'indict', 'netherland', 'descript', 'dutch', 'author', 'indict', 'seven', 'peopl', 'murder', 'provoc', 'filmmak', 'theo', 'van', 'gogh', 'made', 'film', 'critic', 'islam', 'violenc', 'women', 'insult', 'christian', 'jew', 'other']\n",
      "Final Preprocessed Text: kill filmmak yield indict netherland descript dutch author indict seven peopl murder provoc filmmak theo van gogh made film critic islam violenc women insult christian jew other\n",
      "\n",
      "Original Text: Moves to rid schools of weapons Head teachers in England could gain powers to tackle pupils carrying weapons, under government plans.\n",
      "Lowercased Text: moves to rid schools of weapons head teachers in england could gain powers to tackle pupils carrying weapons, under government plans.\n",
      "Removed URLs: moves to rid schools of weapons head teachers in england could gain powers to tackle pupils carrying weapons, under government plans.\n",
      "Removed HTML Tags: moves to rid schools of weapons head teachers in england could gain powers to tackle pupils carrying weapons, under government plans.\n",
      "Removed Special Characters: moves to rid schools of weapons head teachers in england could gain powers to tackle pupils carrying weapons under government plans\n",
      "Tokens: ['moves', 'to', 'rid', 'schools', 'of', 'weapons', 'head', 'teachers', 'in', 'england', 'could', 'gain', 'powers', 'to', 'tackle', 'pupils', 'carrying', 'weapons', 'under', 'government', 'plans']\n",
      "Removed Stopwords: ['moves', 'rid', 'schools', 'weapons', 'head', 'teachers', 'england', 'could', 'gain', 'powers', 'tackle', 'pupils', 'carrying', 'weapons', 'government', 'plans']\n",
      "Stemmed Tokens: ['move', 'rid', 'school', 'weapon', 'head', 'teacher', 'england', 'could', 'gain', 'power', 'tackl', 'pupil', 'carri', 'weapon', 'govern', 'plan']\n",
      "Final Preprocessed Text: move rid school weapon head teacher england could gain power tackl pupil carri weapon govern plan\n",
      "\n",
      "Original Text: Iraq #39;s top Shiite cleric returns home as fighting rages in Najaf Hoping to end weeks of fighting in Najaf, Iraq #39;s top Shiite cleric unexpectedly returned home from Britain on Wednesday armed with a new peace initiative and a call for Iraqis across the country to march on the holy city to demand an \n",
      "Lowercased Text: iraq #39;s top shiite cleric returns home as fighting rages in najaf hoping to end weeks of fighting in najaf, iraq #39;s top shiite cleric unexpectedly returned home from britain on wednesday armed with a new peace initiative and a call for iraqis across the country to march on the holy city to demand an \n",
      "Removed URLs: iraq #39;s top shiite cleric returns home as fighting rages in najaf hoping to end weeks of fighting in najaf, iraq #39;s top shiite cleric unexpectedly returned home from britain on wednesday armed with a new peace initiative and a call for iraqis across the country to march on the holy city to demand an \n",
      "Removed HTML Tags: iraq #39;s top shiite cleric returns home as fighting rages in najaf hoping to end weeks of fighting in najaf, iraq #39;s top shiite cleric unexpectedly returned home from britain on wednesday armed with a new peace initiative and a call for iraqis across the country to march on the holy city to demand an \n",
      "Removed Special Characters: iraq s top shiite cleric returns home as fighting rages in najaf hoping to end weeks of fighting in najaf iraq s top shiite cleric unexpectedly returned home from britain on wednesday armed with a new peace initiative and a call for iraqis across the country to march on the holy city to demand an \n",
      "Tokens: ['iraq', 's', 'top', 'shiite', 'cleric', 'returns', 'home', 'as', 'fighting', 'rages', 'in', 'najaf', 'hoping', 'to', 'end', 'weeks', 'of', 'fighting', 'in', 'najaf', 'iraq', 's', 'top', 'shiite', 'cleric', 'unexpectedly', 'returned', 'home', 'from', 'britain', 'on', 'wednesday', 'armed', 'with', 'a', 'new', 'peace', 'initiative', 'and', 'a', 'call', 'for', 'iraqis', 'across', 'the', 'country', 'to', 'march', 'on', 'the', 'holy', 'city', 'to', 'demand', 'an']\n",
      "Removed Stopwords: ['iraq', 'top', 'shiite', 'cleric', 'returns', 'home', 'fighting', 'rages', 'najaf', 'hoping', 'end', 'weeks', 'fighting', 'najaf', 'iraq', 'top', 'shiite', 'cleric', 'unexpectedly', 'returned', 'home', 'britain', 'wednesday', 'armed', 'new', 'peace', 'initiative', 'call', 'iraqis', 'across', 'country', 'march', 'holy', 'city', 'demand']\n",
      "Stemmed Tokens: ['iraq', 'top', 'shiit', 'cleric', 'return', 'home', 'fight', 'rage', 'najaf', 'hope', 'end', 'week', 'fight', 'najaf', 'iraq', 'top', 'shiit', 'cleric', 'unexpectedli', 'return', 'home', 'britain', 'wednesday', 'arm', 'new', 'peac', 'initi', 'call', 'iraqi', 'across', 'countri', 'march', 'holi', 'citi', 'demand']\n",
      "Final Preprocessed Text: iraq top shiit cleric return home fight rage najaf hope end week fight najaf iraq top shiit cleric unexpectedli return home britain wednesday arm new peac initi call iraqi across countri march holi citi demand\n",
      "\n",
      "Original Text: Suicide bomb blasts Green Zone A SUICIDE car bomb has ripped through a line of vehicles at a checkpoint outside the Green Zone today, killing 13 people as Iraq marked the first anniversary of Saddam Hussein #39;s capture.\n",
      "Lowercased Text: suicide bomb blasts green zone a suicide car bomb has ripped through a line of vehicles at a checkpoint outside the green zone today, killing 13 people as iraq marked the first anniversary of saddam hussein #39;s capture.\n",
      "Removed URLs: suicide bomb blasts green zone a suicide car bomb has ripped through a line of vehicles at a checkpoint outside the green zone today, killing 13 people as iraq marked the first anniversary of saddam hussein #39;s capture.\n",
      "Removed HTML Tags: suicide bomb blasts green zone a suicide car bomb has ripped through a line of vehicles at a checkpoint outside the green zone today, killing 13 people as iraq marked the first anniversary of saddam hussein #39;s capture.\n",
      "Removed Special Characters: suicide bomb blasts green zone a suicide car bomb has ripped through a line of vehicles at a checkpoint outside the green zone today killing  people as iraq marked the first anniversary of saddam hussein s capture\n",
      "Tokens: ['suicide', 'bomb', 'blasts', 'green', 'zone', 'a', 'suicide', 'car', 'bomb', 'has', 'ripped', 'through', 'a', 'line', 'of', 'vehicles', 'at', 'a', 'checkpoint', 'outside', 'the', 'green', 'zone', 'today', 'killing', 'people', 'as', 'iraq', 'marked', 'the', 'first', 'anniversary', 'of', 'saddam', 'hussein', 's', 'capture']\n",
      "Removed Stopwords: ['suicide', 'bomb', 'blasts', 'green', 'zone', 'suicide', 'car', 'bomb', 'ripped', 'line', 'vehicles', 'checkpoint', 'outside', 'green', 'zone', 'today', 'killing', 'people', 'iraq', 'marked', 'first', 'anniversary', 'saddam', 'hussein', 'capture']\n",
      "Stemmed Tokens: ['suicid', 'bomb', 'blast', 'green', 'zone', 'suicid', 'car', 'bomb', 'rip', 'line', 'vehicl', 'checkpoint', 'outsid', 'green', 'zone', 'today', 'kill', 'peopl', 'iraq', 'mark', 'first', 'anniversari', 'saddam', 'hussein', 'captur']\n",
      "Final Preprocessed Text: suicid bomb blast green zone suicid car bomb rip line vehicl checkpoint outsid green zone today kill peopl iraq mark first anniversari saddam hussein captur\n",
      "\n",
      "Original Text: Parliament Speaker to Succeed Arafat (AP) AP - The Palestinian parliament speaker will become temporary president of the Palestinian Authority in the event of Yasser Arafat's death, PLO leaders decided Wednesday.\n",
      "Lowercased Text: parliament speaker to succeed arafat (ap) ap - the palestinian parliament speaker will become temporary president of the palestinian authority in the event of yasser arafat's death, plo leaders decided wednesday.\n",
      "Removed URLs: parliament speaker to succeed arafat (ap) ap - the palestinian parliament speaker will become temporary president of the palestinian authority in the event of yasser arafat's death, plo leaders decided wednesday.\n",
      "Removed HTML Tags: parliament speaker to succeed arafat (ap) ap - the palestinian parliament speaker will become temporary president of the palestinian authority in the event of yasser arafat's death, plo leaders decided wednesday.\n",
      "Removed Special Characters: parliament speaker to succeed arafat ap ap  the palestinian parliament speaker will become temporary president of the palestinian authority in the event of yasser arafats death plo leaders decided wednesday\n",
      "Tokens: ['parliament', 'speaker', 'to', 'succeed', 'arafat', 'ap', 'ap', 'the', 'palestinian', 'parliament', 'speaker', 'will', 'become', 'temporary', 'president', 'of', 'the', 'palestinian', 'authority', 'in', 'the', 'event', 'of', 'yasser', 'arafats', 'death', 'plo', 'leaders', 'decided', 'wednesday']\n",
      "Removed Stopwords: ['parliament', 'speaker', 'succeed', 'arafat', 'ap', 'ap', 'palestinian', 'parliament', 'speaker', 'become', 'temporary', 'president', 'palestinian', 'authority', 'event', 'yasser', 'arafats', 'death', 'plo', 'leaders', 'decided', 'wednesday']\n",
      "Stemmed Tokens: ['parliament', 'speaker', 'succeed', 'arafat', 'ap', 'ap', 'palestinian', 'parliament', 'speaker', 'becom', 'temporari', 'presid', 'palestinian', 'author', 'event', 'yasser', 'arafat', 'death', 'plo', 'leader', 'decid', 'wednesday']\n",
      "Final Preprocessed Text: parliament speaker succeed arafat ap ap palestinian parliament speaker becom temporari presid palestinian author event yasser arafat death plo leader decid wednesday\n",
      "\n",
      "Original Text: China wants Canada to hand over North Koreans who stormed embassy (Canadian Press) Canadian Press - BEIJING (CP) - China urged the Canadian Embassy on Thursday to hand over 44 possible North Korean asylum-seekers, while officials said nine North Koreans who entered a U.S. school in Shanghai had been handed over to Chinese police.\n",
      "Lowercased Text: china wants canada to hand over north koreans who stormed embassy (canadian press) canadian press - beijing (cp) - china urged the canadian embassy on thursday to hand over 44 possible north korean asylum-seekers, while officials said nine north koreans who entered a u.s. school in shanghai had been handed over to chinese police.\n",
      "Removed URLs: china wants canada to hand over north koreans who stormed embassy (canadian press) canadian press - beijing (cp) - china urged the canadian embassy on thursday to hand over 44 possible north korean asylum-seekers, while officials said nine north koreans who entered a u.s. school in shanghai had been handed over to chinese police.\n",
      "Removed HTML Tags: china wants canada to hand over north koreans who stormed embassy (canadian press) canadian press - beijing (cp) - china urged the canadian embassy on thursday to hand over 44 possible north korean asylum-seekers, while officials said nine north koreans who entered a u.s. school in shanghai had been handed over to chinese police.\n",
      "Removed Special Characters: china wants canada to hand over north koreans who stormed embassy canadian press canadian press  beijing cp  china urged the canadian embassy on thursday to hand over  possible north korean asylumseekers while officials said nine north koreans who entered a us school in shanghai had been handed over to chinese police\n",
      "Tokens: ['china', 'wants', 'canada', 'to', 'hand', 'over', 'north', 'koreans', 'who', 'stormed', 'embassy', 'canadian', 'press', 'canadian', 'press', 'beijing', 'cp', 'china', 'urged', 'the', 'canadian', 'embassy', 'on', 'thursday', 'to', 'hand', 'over', 'possible', 'north', 'korean', 'asylumseekers', 'while', 'officials', 'said', 'nine', 'north', 'koreans', 'who', 'entered', 'a', 'us', 'school', 'in', 'shanghai', 'had', 'been', 'handed', 'over', 'to', 'chinese', 'police']\n",
      "Removed Stopwords: ['china', 'wants', 'canada', 'hand', 'north', 'koreans', 'stormed', 'embassy', 'canadian', 'press', 'canadian', 'press', 'beijing', 'cp', 'china', 'urged', 'canadian', 'embassy', 'thursday', 'hand', 'possible', 'north', 'korean', 'asylumseekers', 'officials', 'said', 'nine', 'north', 'koreans', 'entered', 'us', 'school', 'shanghai', 'handed', 'chinese', 'police']\n",
      "Stemmed Tokens: ['china', 'want', 'canada', 'hand', 'north', 'korean', 'storm', 'embassi', 'canadian', 'press', 'canadian', 'press', 'beij', 'cp', 'china', 'urg', 'canadian', 'embassi', 'thursday', 'hand', 'possibl', 'north', 'korean', 'asylumseek', 'offici', 'said', 'nine', 'north', 'korean', 'enter', 'us', 'school', 'shanghai', 'hand', 'chines', 'polic']\n",
      "Final Preprocessed Text: china want canada hand north korean storm embassi canadian press canadian press beij cp china urg canadian embassi thursday hand possibl north korean asylumseek offici said nine north korean enter us school shanghai hand chines polic\n",
      "\n",
      "Original Text: Pakistani Troops Leaving Tribal Region (AP) AP - The Pakistan army said Saturday it will withdraw hundreds of troops from a tense tribal region near Afghanistan where Osama bin Laden and his top deputy were believed to be hiding.\n",
      "Lowercased Text: pakistani troops leaving tribal region (ap) ap - the pakistan army said saturday it will withdraw hundreds of troops from a tense tribal region near afghanistan where osama bin laden and his top deputy were believed to be hiding.\n",
      "Removed URLs: pakistani troops leaving tribal region (ap) ap - the pakistan army said saturday it will withdraw hundreds of troops from a tense tribal region near afghanistan where osama bin laden and his top deputy were believed to be hiding.\n",
      "Removed HTML Tags: pakistani troops leaving tribal region (ap) ap - the pakistan army said saturday it will withdraw hundreds of troops from a tense tribal region near afghanistan where osama bin laden and his top deputy were believed to be hiding.\n",
      "Removed Special Characters: pakistani troops leaving tribal region ap ap  the pakistan army said saturday it will withdraw hundreds of troops from a tense tribal region near afghanistan where osama bin laden and his top deputy were believed to be hiding\n",
      "Tokens: ['pakistani', 'troops', 'leaving', 'tribal', 'region', 'ap', 'ap', 'the', 'pakistan', 'army', 'said', 'saturday', 'it', 'will', 'withdraw', 'hundreds', 'of', 'troops', 'from', 'a', 'tense', 'tribal', 'region', 'near', 'afghanistan', 'where', 'osama', 'bin', 'laden', 'and', 'his', 'top', 'deputy', 'were', 'believed', 'to', 'be', 'hiding']\n",
      "Removed Stopwords: ['pakistani', 'troops', 'leaving', 'tribal', 'region', 'ap', 'ap', 'pakistan', 'army', 'said', 'saturday', 'withdraw', 'hundreds', 'troops', 'tense', 'tribal', 'region', 'near', 'afghanistan', 'osama', 'bin', 'laden', 'top', 'deputy', 'believed', 'hiding']\n",
      "Stemmed Tokens: ['pakistani', 'troop', 'leav', 'tribal', 'region', 'ap', 'ap', 'pakistan', 'armi', 'said', 'saturday', 'withdraw', 'hundr', 'troop', 'tens', 'tribal', 'region', 'near', 'afghanistan', 'osama', 'bin', 'laden', 'top', 'deputi', 'believ', 'hide']\n",
      "Final Preprocessed Text: pakistani troop leav tribal region ap ap pakistan armi said saturday withdraw hundr troop tens tribal region near afghanistan osama bin laden top deputi believ hide\n",
      "\n",
      "Original Text: Aid Group Threatens Afghanistan Pullout An aid group in Afghanistan said it was considering pulling out of part of the country after Taliban militants attacked its compound in a southern town yesterday, killing three people and engaging authorities in a gun battle.\n",
      "Lowercased Text: aid group threatens afghanistan pullout an aid group in afghanistan said it was considering pulling out of part of the country after taliban militants attacked its compound in a southern town yesterday, killing three people and engaging authorities in a gun battle.\n",
      "Removed URLs: aid group threatens afghanistan pullout an aid group in afghanistan said it was considering pulling out of part of the country after taliban militants attacked its compound in a southern town yesterday, killing three people and engaging authorities in a gun battle.\n",
      "Removed HTML Tags: aid group threatens afghanistan pullout an aid group in afghanistan said it was considering pulling out of part of the country after taliban militants attacked its compound in a southern town yesterday, killing three people and engaging authorities in a gun battle.\n",
      "Removed Special Characters: aid group threatens afghanistan pullout an aid group in afghanistan said it was considering pulling out of part of the country after taliban militants attacked its compound in a southern town yesterday killing three people and engaging authorities in a gun battle\n",
      "Tokens: ['aid', 'group', 'threatens', 'afghanistan', 'pullout', 'an', 'aid', 'group', 'in', 'afghanistan', 'said', 'it', 'was', 'considering', 'pulling', 'out', 'of', 'part', 'of', 'the', 'country', 'after', 'taliban', 'militants', 'attacked', 'its', 'compound', 'in', 'a', 'southern', 'town', 'yesterday', 'killing', 'three', 'people', 'and', 'engaging', 'authorities', 'in', 'a', 'gun', 'battle']\n",
      "Removed Stopwords: ['aid', 'group', 'threatens', 'afghanistan', 'pullout', 'aid', 'group', 'afghanistan', 'said', 'considering', 'pulling', 'part', 'country', 'taliban', 'militants', 'attacked', 'compound', 'southern', 'town', 'yesterday', 'killing', 'three', 'people', 'engaging', 'authorities', 'gun', 'battle']\n",
      "Stemmed Tokens: ['aid', 'group', 'threaten', 'afghanistan', 'pullout', 'aid', 'group', 'afghanistan', 'said', 'consid', 'pull', 'part', 'countri', 'taliban', 'milit', 'attack', 'compound', 'southern', 'town', 'yesterday', 'kill', 'three', 'peopl', 'engag', 'author', 'gun', 'battl']\n",
      "Final Preprocessed Text: aid group threaten afghanistan pullout aid group afghanistan said consid pull part countri taliban milit attack compound southern town yesterday kill three peopl engag author gun battl\n",
      "\n",
      "Original Text: Woman believed to be 1st to walk around Australia strides back to hometown (Canadian Press) Canadian Press - MELBOURNE, Australia (AP) - A 36-year-old businesswoman was believed to be the first woman to walk around Australia on Friday after striding into her hometown of Melbourne to complete her 16,700-kilometre trek in 365 days.\n",
      "Lowercased Text: woman believed to be 1st to walk around australia strides back to hometown (canadian press) canadian press - melbourne, australia (ap) - a 36-year-old businesswoman was believed to be the first woman to walk around australia on friday after striding into her hometown of melbourne to complete her 16,700-kilometre trek in 365 days.\n",
      "Removed URLs: woman believed to be 1st to walk around australia strides back to hometown (canadian press) canadian press - melbourne, australia (ap) - a 36-year-old businesswoman was believed to be the first woman to walk around australia on friday after striding into her hometown of melbourne to complete her 16,700-kilometre trek in 365 days.\n",
      "Removed HTML Tags: woman believed to be 1st to walk around australia strides back to hometown (canadian press) canadian press - melbourne, australia (ap) - a 36-year-old businesswoman was believed to be the first woman to walk around australia on friday after striding into her hometown of melbourne to complete her 16,700-kilometre trek in 365 days.\n",
      "Removed Special Characters: woman believed to be st to walk around australia strides back to hometown canadian press canadian press  melbourne australia ap  a yearold businesswoman was believed to be the first woman to walk around australia on friday after striding into her hometown of melbourne to complete her kilometre trek in  days\n",
      "Tokens: ['woman', 'believed', 'to', 'be', 'st', 'to', 'walk', 'around', 'australia', 'strides', 'back', 'to', 'hometown', 'canadian', 'press', 'canadian', 'press', 'melbourne', 'australia', 'ap', 'a', 'yearold', 'businesswoman', 'was', 'believed', 'to', 'be', 'the', 'first', 'woman', 'to', 'walk', 'around', 'australia', 'on', 'friday', 'after', 'striding', 'into', 'her', 'hometown', 'of', 'melbourne', 'to', 'complete', 'her', 'kilometre', 'trek', 'in', 'days']\n",
      "Removed Stopwords: ['woman', 'believed', 'st', 'walk', 'around', 'australia', 'strides', 'back', 'hometown', 'canadian', 'press', 'canadian', 'press', 'melbourne', 'australia', 'ap', 'yearold', 'businesswoman', 'believed', 'first', 'woman', 'walk', 'around', 'australia', 'friday', 'striding', 'hometown', 'melbourne', 'complete', 'kilometre', 'trek', 'days']\n",
      "Stemmed Tokens: ['woman', 'believ', 'st', 'walk', 'around', 'australia', 'stride', 'back', 'hometown', 'canadian', 'press', 'canadian', 'press', 'melbourn', 'australia', 'ap', 'yearold', 'businesswoman', 'believ', 'first', 'woman', 'walk', 'around', 'australia', 'friday', 'stride', 'hometown', 'melbourn', 'complet', 'kilometr', 'trek', 'day']\n",
      "Final Preprocessed Text: woman believ st walk around australia stride back hometown canadian press canadian press melbourn australia ap yearold businesswoman believ first woman walk around australia friday stride hometown melbourn complet kilometr trek day\n",
      "\n",
      "Original Text: Group claims execution of Italian hostages in Iraq: website (AFP) AFP - A group calling itself the  quot;Jihad Organization quot; said it had  quot;slaughtered quot; two Italian female hostages in Iraq, in a statement posted on an Islamist website.\n",
      "Lowercased Text: group claims execution of italian hostages in iraq: website (afp) afp - a group calling itself the  quot;jihad organization quot; said it had  quot;slaughtered quot; two italian female hostages in iraq, in a statement posted on an islamist website.\n",
      "Removed URLs: group claims execution of italian hostages in iraq: website (afp) afp - a group calling itself the  quot;jihad organization quot; said it had  quot;slaughtered quot; two italian female hostages in iraq, in a statement posted on an islamist website.\n",
      "Removed HTML Tags: group claims execution of italian hostages in iraq: website (afp) afp - a group calling itself the  quot;jihad organization quot; said it had  quot;slaughtered quot; two italian female hostages in iraq, in a statement posted on an islamist website.\n",
      "Removed Special Characters: group claims execution of italian hostages in iraq website afp afp  a group calling itself the  quotjihad organization quot said it had  quotslaughtered quot two italian female hostages in iraq in a statement posted on an islamist website\n",
      "Tokens: ['group', 'claims', 'execution', 'of', 'italian', 'hostages', 'in', 'iraq', 'website', 'afp', 'afp', 'a', 'group', 'calling', 'itself', 'the', 'quotjihad', 'organization', 'quot', 'said', 'it', 'had', 'quotslaughtered', 'quot', 'two', 'italian', 'female', 'hostages', 'in', 'iraq', 'in', 'a', 'statement', 'posted', 'on', 'an', 'islamist', 'website']\n",
      "Removed Stopwords: ['group', 'claims', 'execution', 'italian', 'hostages', 'iraq', 'website', 'afp', 'afp', 'group', 'calling', 'quotjihad', 'organization', 'quot', 'said', 'quotslaughtered', 'quot', 'two', 'italian', 'female', 'hostages', 'iraq', 'statement', 'posted', 'islamist', 'website']\n",
      "Stemmed Tokens: ['group', 'claim', 'execut', 'italian', 'hostag', 'iraq', 'websit', 'afp', 'afp', 'group', 'call', 'quotjihad', 'organ', 'quot', 'said', 'quotslaught', 'quot', 'two', 'italian', 'femal', 'hostag', 'iraq', 'statement', 'post', 'islamist', 'websit']\n",
      "Final Preprocessed Text: group claim execut italian hostag iraq websit afp afp group call quotjihad organ quot said quotslaught quot two italian femal hostag iraq statement post islamist websit\n",
      "\n",
      "Original Text: Dozens Slain During Bloody Day In Iraq RAMADI, Iraq -- Medical officials say fighting between US troops and Iraqi insurgents in the western city of Ramadi has killed at least eight civilians and wounded nearly 20 others.\n",
      "Lowercased Text: dozens slain during bloody day in iraq ramadi, iraq -- medical officials say fighting between us troops and iraqi insurgents in the western city of ramadi has killed at least eight civilians and wounded nearly 20 others.\n",
      "Removed URLs: dozens slain during bloody day in iraq ramadi, iraq -- medical officials say fighting between us troops and iraqi insurgents in the western city of ramadi has killed at least eight civilians and wounded nearly 20 others.\n",
      "Removed HTML Tags: dozens slain during bloody day in iraq ramadi, iraq -- medical officials say fighting between us troops and iraqi insurgents in the western city of ramadi has killed at least eight civilians and wounded nearly 20 others.\n",
      "Removed Special Characters: dozens slain during bloody day in iraq ramadi iraq  medical officials say fighting between us troops and iraqi insurgents in the western city of ramadi has killed at least eight civilians and wounded nearly  others\n",
      "Tokens: ['dozens', 'slain', 'during', 'bloody', 'day', 'in', 'iraq', 'ramadi', 'iraq', 'medical', 'officials', 'say', 'fighting', 'between', 'us', 'troops', 'and', 'iraqi', 'insurgents', 'in', 'the', 'western', 'city', 'of', 'ramadi', 'has', 'killed', 'at', 'least', 'eight', 'civilians', 'and', 'wounded', 'nearly', 'others']\n",
      "Removed Stopwords: ['dozens', 'slain', 'bloody', 'day', 'iraq', 'ramadi', 'iraq', 'medical', 'officials', 'say', 'fighting', 'us', 'troops', 'iraqi', 'insurgents', 'western', 'city', 'ramadi', 'killed', 'least', 'eight', 'civilians', 'wounded', 'nearly', 'others']\n",
      "Stemmed Tokens: ['dozen', 'slain', 'bloodi', 'day', 'iraq', 'ramadi', 'iraq', 'medic', 'offici', 'say', 'fight', 'us', 'troop', 'iraqi', 'insurg', 'western', 'citi', 'ramadi', 'kill', 'least', 'eight', 'civilian', 'wound', 'nearli', 'other']\n",
      "Final Preprocessed Text: dozen slain bloodi day iraq ramadi iraq medic offici say fight us troop iraqi insurg western citi ramadi kill least eight civilian wound nearli other\n",
      "\n",
      "Original Text: Big Explosion Rocks Afghan Capital (AP) AP - A big explosion rocked the center of the Afghan capital on Sunday, but there was no immediate word on the cause, the extent of damage or casualties.\n",
      "Lowercased Text: big explosion rocks afghan capital (ap) ap - a big explosion rocked the center of the afghan capital on sunday, but there was no immediate word on the cause, the extent of damage or casualties.\n",
      "Removed URLs: big explosion rocks afghan capital (ap) ap - a big explosion rocked the center of the afghan capital on sunday, but there was no immediate word on the cause, the extent of damage or casualties.\n",
      "Removed HTML Tags: big explosion rocks afghan capital (ap) ap - a big explosion rocked the center of the afghan capital on sunday, but there was no immediate word on the cause, the extent of damage or casualties.\n",
      "Removed Special Characters: big explosion rocks afghan capital ap ap  a big explosion rocked the center of the afghan capital on sunday but there was no immediate word on the cause the extent of damage or casualties\n",
      "Tokens: ['big', 'explosion', 'rocks', 'afghan', 'capital', 'ap', 'ap', 'a', 'big', 'explosion', 'rocked', 'the', 'center', 'of', 'the', 'afghan', 'capital', 'on', 'sunday', 'but', 'there', 'was', 'no', 'immediate', 'word', 'on', 'the', 'cause', 'the', 'extent', 'of', 'damage', 'or', 'casualties']\n",
      "Removed Stopwords: ['big', 'explosion', 'rocks', 'afghan', 'capital', 'ap', 'ap', 'big', 'explosion', 'rocked', 'center', 'afghan', 'capital', 'sunday', 'immediate', 'word', 'cause', 'extent', 'damage', 'casualties']\n",
      "Stemmed Tokens: ['big', 'explos', 'rock', 'afghan', 'capit', 'ap', 'ap', 'big', 'explos', 'rock', 'center', 'afghan', 'capit', 'sunday', 'immedi', 'word', 'caus', 'extent', 'damag', 'casualti']\n",
      "Final Preprocessed Text: big explos rock afghan capit ap ap big explos rock center afghan capit sunday immedi word caus extent damag casualti\n",
      "\n",
      "Original Text: One more feather in ISRO cap India #39;s exclusive satellite for educational services -- Edusat -- was successfully placed into the Geostationary Orbit (GSO) on Monday.\n",
      "Lowercased Text: one more feather in isro cap india #39;s exclusive satellite for educational services -- edusat -- was successfully placed into the geostationary orbit (gso) on monday.\n",
      "Removed URLs: one more feather in isro cap india #39;s exclusive satellite for educational services -- edusat -- was successfully placed into the geostationary orbit (gso) on monday.\n",
      "Removed HTML Tags: one more feather in isro cap india #39;s exclusive satellite for educational services -- edusat -- was successfully placed into the geostationary orbit (gso) on monday.\n",
      "Removed Special Characters: one more feather in isro cap india s exclusive satellite for educational services  edusat  was successfully placed into the geostationary orbit gso on monday\n",
      "Tokens: ['one', 'more', 'feather', 'in', 'isro', 'cap', 'india', 's', 'exclusive', 'satellite', 'for', 'educational', 'services', 'edusat', 'was', 'successfully', 'placed', 'into', 'the', 'geostationary', 'orbit', 'gso', 'on', 'monday']\n",
      "Removed Stopwords: ['one', 'feather', 'isro', 'cap', 'india', 'exclusive', 'satellite', 'educational', 'services', 'edusat', 'successfully', 'placed', 'geostationary', 'orbit', 'gso', 'monday']\n",
      "Stemmed Tokens: ['one', 'feather', 'isro', 'cap', 'india', 'exclus', 'satellit', 'educ', 'servic', 'edusat', 'success', 'place', 'geostationari', 'orbit', 'gso', 'monday']\n",
      "Final Preprocessed Text: one feather isro cap india exclus satellit educ servic edusat success place geostationari orbit gso monday\n",
      "\n",
      "Original Text: Australia probes Iraq bomb blast that produced its first &lt;b&gt;...&lt;/b&gt; SYDNEY : An investigation has been ordered into whether the media was tipped off before a car bombing that caused Australia #39;s first casualties in the Iraq conflict, Foreign Minister Alexander Downer said.\n",
      "Lowercased Text: australia probes iraq bomb blast that produced its first &lt;b&gt;...&lt;/b&gt; sydney : an investigation has been ordered into whether the media was tipped off before a car bombing that caused australia #39;s first casualties in the iraq conflict, foreign minister alexander downer said.\n",
      "Removed URLs: australia probes iraq bomb blast that produced its first &lt;b&gt;...&lt;/b&gt; sydney : an investigation has been ordered into whether the media was tipped off before a car bombing that caused australia #39;s first casualties in the iraq conflict, foreign minister alexander downer said.\n",
      "Removed HTML Tags: australia probes iraq bomb blast that produced its first &lt;b&gt;...&lt;/b&gt; sydney : an investigation has been ordered into whether the media was tipped off before a car bombing that caused australia #39;s first casualties in the iraq conflict, foreign minister alexander downer said.\n",
      "Removed Special Characters: australia probes iraq bomb blast that produced its first ltbgtltbgt sydney  an investigation has been ordered into whether the media was tipped off before a car bombing that caused australia s first casualties in the iraq conflict foreign minister alexander downer said\n",
      "Tokens: ['australia', 'probes', 'iraq', 'bomb', 'blast', 'that', 'produced', 'its', 'first', 'ltbgtltbgt', 'sydney', 'an', 'investigation', 'has', 'been', 'ordered', 'into', 'whether', 'the', 'media', 'was', 'tipped', 'off', 'before', 'a', 'car', 'bombing', 'that', 'caused', 'australia', 's', 'first', 'casualties', 'in', 'the', 'iraq', 'conflict', 'foreign', 'minister', 'alexander', 'downer', 'said']\n",
      "Removed Stopwords: ['australia', 'probes', 'iraq', 'bomb', 'blast', 'produced', 'first', 'ltbgtltbgt', 'sydney', 'investigation', 'ordered', 'whether', 'media', 'tipped', 'car', 'bombing', 'caused', 'australia', 'first', 'casualties', 'iraq', 'conflict', 'foreign', 'minister', 'alexander', 'downer', 'said']\n",
      "Stemmed Tokens: ['australia', 'probe', 'iraq', 'bomb', 'blast', 'produc', 'first', 'ltbgtltbgt', 'sydney', 'investig', 'order', 'whether', 'media', 'tip', 'car', 'bomb', 'caus', 'australia', 'first', 'casualti', 'iraq', 'conflict', 'foreign', 'minist', 'alexand', 'downer', 'said']\n",
      "Final Preprocessed Text: australia probe iraq bomb blast produc first ltbgtltbgt sydney investig order whether media tip car bomb caus australia first casualti iraq conflict foreign minist alexand downer said\n",
      "\n",
      "Original Text: Japan, US sign missile defense cooperation memo Japan and the United States signed an agreement Friday on the details of their joint development of a ballistic missile defense system.\n",
      "Lowercased Text: japan, us sign missile defense cooperation memo japan and the united states signed an agreement friday on the details of their joint development of a ballistic missile defense system.\n",
      "Removed URLs: japan, us sign missile defense cooperation memo japan and the united states signed an agreement friday on the details of their joint development of a ballistic missile defense system.\n",
      "Removed HTML Tags: japan, us sign missile defense cooperation memo japan and the united states signed an agreement friday on the details of their joint development of a ballistic missile defense system.\n",
      "Removed Special Characters: japan us sign missile defense cooperation memo japan and the united states signed an agreement friday on the details of their joint development of a ballistic missile defense system\n",
      "Tokens: ['japan', 'us', 'sign', 'missile', 'defense', 'cooperation', 'memo', 'japan', 'and', 'the', 'united', 'states', 'signed', 'an', 'agreement', 'friday', 'on', 'the', 'details', 'of', 'their', 'joint', 'development', 'of', 'a', 'ballistic', 'missile', 'defense', 'system']\n",
      "Removed Stopwords: ['japan', 'us', 'sign', 'missile', 'defense', 'cooperation', 'memo', 'japan', 'united', 'states', 'signed', 'agreement', 'friday', 'details', 'joint', 'development', 'ballistic', 'missile', 'defense', 'system']\n",
      "Stemmed Tokens: ['japan', 'us', 'sign', 'missil', 'defens', 'cooper', 'memo', 'japan', 'unit', 'state', 'sign', 'agreement', 'friday', 'detail', 'joint', 'develop', 'ballist', 'missil', 'defens', 'system']\n",
      "Final Preprocessed Text: japan us sign missil defens cooper memo japan unit state sign agreement friday detail joint develop ballist missil defens system\n",
      "\n",
      "Original Text: Gunbattle, Strike in Kashmir as Indian PM Visits  SRINAGAR, India (Reuters) - Indian troops killed two  heavily armed rebels in the heart of Kashmir's biggest city on  Wednesday, and said the gunmen planned to attack a meeting  nearby which Prime Minister Manmohan Singh addressed just hours  later.\n",
      "Lowercased Text: gunbattle, strike in kashmir as indian pm visits  srinagar, india (reuters) - indian troops killed two  heavily armed rebels in the heart of kashmir's biggest city on  wednesday, and said the gunmen planned to attack a meeting  nearby which prime minister manmohan singh addressed just hours  later.\n",
      "Removed URLs: gunbattle, strike in kashmir as indian pm visits  srinagar, india (reuters) - indian troops killed two  heavily armed rebels in the heart of kashmir's biggest city on  wednesday, and said the gunmen planned to attack a meeting  nearby which prime minister manmohan singh addressed just hours  later.\n",
      "Removed HTML Tags: gunbattle, strike in kashmir as indian pm visits  srinagar, india (reuters) - indian troops killed two  heavily armed rebels in the heart of kashmir's biggest city on  wednesday, and said the gunmen planned to attack a meeting  nearby which prime minister manmohan singh addressed just hours  later.\n",
      "Removed Special Characters: gunbattle strike in kashmir as indian pm visits  srinagar india reuters  indian troops killed two  heavily armed rebels in the heart of kashmirs biggest city on  wednesday and said the gunmen planned to attack a meeting  nearby which prime minister manmohan singh addressed just hours  later\n",
      "Tokens: ['gunbattle', 'strike', 'in', 'kashmir', 'as', 'indian', 'pm', 'visits', 'srinagar', 'india', 'reuters', 'indian', 'troops', 'killed', 'two', 'heavily', 'armed', 'rebels', 'in', 'the', 'heart', 'of', 'kashmirs', 'biggest', 'city', 'on', 'wednesday', 'and', 'said', 'the', 'gunmen', 'planned', 'to', 'attack', 'a', 'meeting', 'nearby', 'which', 'prime', 'minister', 'manmohan', 'singh', 'addressed', 'just', 'hours', 'later']\n",
      "Removed Stopwords: ['gunbattle', 'strike', 'kashmir', 'indian', 'pm', 'visits', 'srinagar', 'india', 'reuters', 'indian', 'troops', 'killed', 'two', 'heavily', 'armed', 'rebels', 'heart', 'kashmirs', 'biggest', 'city', 'wednesday', 'said', 'gunmen', 'planned', 'attack', 'meeting', 'nearby', 'prime', 'minister', 'manmohan', 'singh', 'addressed', 'hours', 'later']\n",
      "Stemmed Tokens: ['gunbattl', 'strike', 'kashmir', 'indian', 'pm', 'visit', 'srinagar', 'india', 'reuter', 'indian', 'troop', 'kill', 'two', 'heavili', 'arm', 'rebel', 'heart', 'kashmir', 'biggest', 'citi', 'wednesday', 'said', 'gunmen', 'plan', 'attack', 'meet', 'nearbi', 'prime', 'minist', 'manmohan', 'singh', 'address', 'hour', 'later']\n",
      "Final Preprocessed Text: gunbattl strike kashmir indian pm visit srinagar india reuter indian troop kill two heavili arm rebel heart kashmir biggest citi wednesday said gunmen plan attack meet nearbi prime minist manmohan singh address hour later\n",
      "\n",
      "Original Text: Iran not plotting Shiite  #39;crescent LONDON, Dec 11 (IranMania) - Iraqi Vice-President Ibrahim al-Jaafari refused to believe in remarks published Friday that Iran was attempting to influence Iraqi polls with the aim of creating a  quot;crescent quot; dominated by Shiites in the region.\n",
      "Lowercased Text: iran not plotting shiite  #39;crescent london, dec 11 (iranmania) - iraqi vice-president ibrahim al-jaafari refused to believe in remarks published friday that iran was attempting to influence iraqi polls with the aim of creating a  quot;crescent quot; dominated by shiites in the region.\n",
      "Removed URLs: iran not plotting shiite  #39;crescent london, dec 11 (iranmania) - iraqi vice-president ibrahim al-jaafari refused to believe in remarks published friday that iran was attempting to influence iraqi polls with the aim of creating a  quot;crescent quot; dominated by shiites in the region.\n",
      "Removed HTML Tags: iran not plotting shiite  #39;crescent london, dec 11 (iranmania) - iraqi vice-president ibrahim al-jaafari refused to believe in remarks published friday that iran was attempting to influence iraqi polls with the aim of creating a  quot;crescent quot; dominated by shiites in the region.\n",
      "Removed Special Characters: iran not plotting shiite  crescent london dec  iranmania  iraqi vicepresident ibrahim aljaafari refused to believe in remarks published friday that iran was attempting to influence iraqi polls with the aim of creating a  quotcrescent quot dominated by shiites in the region\n",
      "Tokens: ['iran', 'not', 'plotting', 'shiite', 'crescent', 'london', 'dec', 'iranmania', 'iraqi', 'vicepresident', 'ibrahim', 'aljaafari', 'refused', 'to', 'believe', 'in', 'remarks', 'published', 'friday', 'that', 'iran', 'was', 'attempting', 'to', 'influence', 'iraqi', 'polls', 'with', 'the', 'aim', 'of', 'creating', 'a', 'quotcrescent', 'quot', 'dominated', 'by', 'shiites', 'in', 'the', 'region']\n",
      "Removed Stopwords: ['iran', 'plotting', 'shiite', 'crescent', 'london', 'dec', 'iranmania', 'iraqi', 'vicepresident', 'ibrahim', 'aljaafari', 'refused', 'believe', 'remarks', 'published', 'friday', 'iran', 'attempting', 'influence', 'iraqi', 'polls', 'aim', 'creating', 'quotcrescent', 'quot', 'dominated', 'shiites', 'region']\n",
      "Stemmed Tokens: ['iran', 'plot', 'shiit', 'crescent', 'london', 'dec', 'iranmania', 'iraqi', 'vicepresid', 'ibrahim', 'aljaafari', 'refus', 'believ', 'remark', 'publish', 'friday', 'iran', 'attempt', 'influenc', 'iraqi', 'poll', 'aim', 'creat', 'quotcresc', 'quot', 'domin', 'shiit', 'region']\n",
      "Final Preprocessed Text: iran plot shiit crescent london dec iranmania iraqi vicepresid ibrahim aljaafari refus believ remark publish friday iran attempt influenc iraqi poll aim creat quotcresc quot domin shiit region\n",
      "\n",
      "Original Text: Pakistani Jets Attack Militant Hideouts Pakistani jets on Thursday pounded a suspected training facility for foreign militants in a tribal area near the border with Afghanistan, senior intelligence and military officials said.\n",
      "Lowercased Text: pakistani jets attack militant hideouts pakistani jets on thursday pounded a suspected training facility for foreign militants in a tribal area near the border with afghanistan, senior intelligence and military officials said.\n",
      "Removed URLs: pakistani jets attack militant hideouts pakistani jets on thursday pounded a suspected training facility for foreign militants in a tribal area near the border with afghanistan, senior intelligence and military officials said.\n",
      "Removed HTML Tags: pakistani jets attack militant hideouts pakistani jets on thursday pounded a suspected training facility for foreign militants in a tribal area near the border with afghanistan, senior intelligence and military officials said.\n",
      "Removed Special Characters: pakistani jets attack militant hideouts pakistani jets on thursday pounded a suspected training facility for foreign militants in a tribal area near the border with afghanistan senior intelligence and military officials said\n",
      "Tokens: ['pakistani', 'jets', 'attack', 'militant', 'hideouts', 'pakistani', 'jets', 'on', 'thursday', 'pounded', 'a', 'suspected', 'training', 'facility', 'for', 'foreign', 'militants', 'in', 'a', 'tribal', 'area', 'near', 'the', 'border', 'with', 'afghanistan', 'senior', 'intelligence', 'and', 'military', 'officials', 'said']\n",
      "Removed Stopwords: ['pakistani', 'jets', 'attack', 'militant', 'hideouts', 'pakistani', 'jets', 'thursday', 'pounded', 'suspected', 'training', 'facility', 'foreign', 'militants', 'tribal', 'area', 'near', 'border', 'afghanistan', 'senior', 'intelligence', 'military', 'officials', 'said']\n",
      "Stemmed Tokens: ['pakistani', 'jet', 'attack', 'milit', 'hideout', 'pakistani', 'jet', 'thursday', 'pound', 'suspect', 'train', 'facil', 'foreign', 'milit', 'tribal', 'area', 'near', 'border', 'afghanistan', 'senior', 'intellig', 'militari', 'offici', 'said']\n",
      "Final Preprocessed Text: pakistani jet attack milit hideout pakistani jet thursday pound suspect train facil foreign milit tribal area near border afghanistan senior intellig militari offici said\n",
      "\n",
      "Original Text: Sharon contacts Labor on govt coalition Israeli Prime Minister Ariel Sharon has approached the opposition Labor party with a tentative offer to join his coalition in hopes of avoiding early elections and saving his Gaza withdrawal plan.\n",
      "Lowercased Text: sharon contacts labor on govt coalition israeli prime minister ariel sharon has approached the opposition labor party with a tentative offer to join his coalition in hopes of avoiding early elections and saving his gaza withdrawal plan.\n",
      "Removed URLs: sharon contacts labor on govt coalition israeli prime minister ariel sharon has approached the opposition labor party with a tentative offer to join his coalition in hopes of avoiding early elections and saving his gaza withdrawal plan.\n",
      "Removed HTML Tags: sharon contacts labor on govt coalition israeli prime minister ariel sharon has approached the opposition labor party with a tentative offer to join his coalition in hopes of avoiding early elections and saving his gaza withdrawal plan.\n",
      "Removed Special Characters: sharon contacts labor on govt coalition israeli prime minister ariel sharon has approached the opposition labor party with a tentative offer to join his coalition in hopes of avoiding early elections and saving his gaza withdrawal plan\n",
      "Tokens: ['sharon', 'contacts', 'labor', 'on', 'govt', 'coalition', 'israeli', 'prime', 'minister', 'ariel', 'sharon', 'has', 'approached', 'the', 'opposition', 'labor', 'party', 'with', 'a', 'tentative', 'offer', 'to', 'join', 'his', 'coalition', 'in', 'hopes', 'of', 'avoiding', 'early', 'elections', 'and', 'saving', 'his', 'gaza', 'withdrawal', 'plan']\n",
      "Removed Stopwords: ['sharon', 'contacts', 'labor', 'govt', 'coalition', 'israeli', 'prime', 'minister', 'ariel', 'sharon', 'approached', 'opposition', 'labor', 'party', 'tentative', 'offer', 'join', 'coalition', 'hopes', 'avoiding', 'early', 'elections', 'saving', 'gaza', 'withdrawal', 'plan']\n",
      "Stemmed Tokens: ['sharon', 'contact', 'labor', 'govt', 'coalit', 'isra', 'prime', 'minist', 'ariel', 'sharon', 'approach', 'opposit', 'labor', 'parti', 'tent', 'offer', 'join', 'coalit', 'hope', 'avoid', 'earli', 'elect', 'save', 'gaza', 'withdraw', 'plan']\n",
      "Final Preprocessed Text: sharon contact labor govt coalit isra prime minist ariel sharon approach opposit labor parti tent offer join coalit hope avoid earli elect save gaza withdraw plan\n",
      "\n",
      "Original Text: Tennis: Roddick makes semis Andy Roddick beats Marat Safin in two tie-breaks to reach the Masters Cup semis.\n",
      "Lowercased Text: tennis: roddick makes semis andy roddick beats marat safin in two tie-breaks to reach the masters cup semis.\n",
      "Removed URLs: tennis: roddick makes semis andy roddick beats marat safin in two tie-breaks to reach the masters cup semis.\n",
      "Removed HTML Tags: tennis: roddick makes semis andy roddick beats marat safin in two tie-breaks to reach the masters cup semis.\n",
      "Removed Special Characters: tennis roddick makes semis andy roddick beats marat safin in two tiebreaks to reach the masters cup semis\n",
      "Tokens: ['tennis', 'roddick', 'makes', 'semis', 'andy', 'roddick', 'beats', 'marat', 'safin', 'in', 'two', 'tiebreaks', 'to', 'reach', 'the', 'masters', 'cup', 'semis']\n",
      "Removed Stopwords: ['tennis', 'roddick', 'makes', 'semis', 'andy', 'roddick', 'beats', 'marat', 'safin', 'two', 'tiebreaks', 'reach', 'masters', 'cup', 'semis']\n",
      "Stemmed Tokens: ['tenni', 'roddick', 'make', 'semi', 'andi', 'roddick', 'beat', 'marat', 'safin', 'two', 'tiebreak', 'reach', 'master', 'cup', 'semi']\n",
      "Final Preprocessed Text: tenni roddick make semi andi roddick beat marat safin two tiebreak reach master cup semi\n",
      "\n",
      "Original Text: Warsaw makes rare Hanukkah observance WARSAW -- Jewish community leaders and Warsaw officials lighted the candles of a large menorah in the center of the capital yesterday for Hanukkah, a rare public observance of a Jewish holiday in Poland. Israel's chief rabbi, Yona Metzger, chanted Hebrew prayers as he and Warsaw Deputy Mayor Andrzej Urbanski were lifted by an industrial crane to the top of ...\n",
      "Lowercased Text: warsaw makes rare hanukkah observance warsaw -- jewish community leaders and warsaw officials lighted the candles of a large menorah in the center of the capital yesterday for hanukkah, a rare public observance of a jewish holiday in poland. israel's chief rabbi, yona metzger, chanted hebrew prayers as he and warsaw deputy mayor andrzej urbanski were lifted by an industrial crane to the top of ...\n",
      "Removed URLs: warsaw makes rare hanukkah observance warsaw -- jewish community leaders and warsaw officials lighted the candles of a large menorah in the center of the capital yesterday for hanukkah, a rare public observance of a jewish holiday in poland. israel's chief rabbi, yona metzger, chanted hebrew prayers as he and warsaw deputy mayor andrzej urbanski were lifted by an industrial crane to the top of ...\n",
      "Removed HTML Tags: warsaw makes rare hanukkah observance warsaw -- jewish community leaders and warsaw officials lighted the candles of a large menorah in the center of the capital yesterday for hanukkah, a rare public observance of a jewish holiday in poland. israel's chief rabbi, yona metzger, chanted hebrew prayers as he and warsaw deputy mayor andrzej urbanski were lifted by an industrial crane to the top of ...\n",
      "Removed Special Characters: warsaw makes rare hanukkah observance warsaw  jewish community leaders and warsaw officials lighted the candles of a large menorah in the center of the capital yesterday for hanukkah a rare public observance of a jewish holiday in poland israels chief rabbi yona metzger chanted hebrew prayers as he and warsaw deputy mayor andrzej urbanski were lifted by an industrial crane to the top of \n",
      "Tokens: ['warsaw', 'makes', 'rare', 'hanukkah', 'observance', 'warsaw', 'jewish', 'community', 'leaders', 'and', 'warsaw', 'officials', 'lighted', 'the', 'candles', 'of', 'a', 'large', 'menorah', 'in', 'the', 'center', 'of', 'the', 'capital', 'yesterday', 'for', 'hanukkah', 'a', 'rare', 'public', 'observance', 'of', 'a', 'jewish', 'holiday', 'in', 'poland', 'israels', 'chief', 'rabbi', 'yona', 'metzger', 'chanted', 'hebrew', 'prayers', 'as', 'he', 'and', 'warsaw', 'deputy', 'mayor', 'andrzej', 'urbanski', 'were', 'lifted', 'by', 'an', 'industrial', 'crane', 'to', 'the', 'top', 'of']\n",
      "Removed Stopwords: ['warsaw', 'makes', 'rare', 'hanukkah', 'observance', 'warsaw', 'jewish', 'community', 'leaders', 'warsaw', 'officials', 'lighted', 'candles', 'large', 'menorah', 'center', 'capital', 'yesterday', 'hanukkah', 'rare', 'public', 'observance', 'jewish', 'holiday', 'poland', 'israels', 'chief', 'rabbi', 'yona', 'metzger', 'chanted', 'hebrew', 'prayers', 'warsaw', 'deputy', 'mayor', 'andrzej', 'urbanski', 'lifted', 'industrial', 'crane', 'top']\n",
      "Stemmed Tokens: ['warsaw', 'make', 'rare', 'hanukkah', 'observ', 'warsaw', 'jewish', 'commun', 'leader', 'warsaw', 'offici', 'light', 'candl', 'larg', 'menorah', 'center', 'capit', 'yesterday', 'hanukkah', 'rare', 'public', 'observ', 'jewish', 'holiday', 'poland', 'israel', 'chief', 'rabbi', 'yona', 'metzger', 'chant', 'hebrew', 'prayer', 'warsaw', 'deputi', 'mayor', 'andrzej', 'urbanski', 'lift', 'industri', 'crane', 'top']\n",
      "Final Preprocessed Text: warsaw make rare hanukkah observ warsaw jewish commun leader warsaw offici light candl larg menorah center capit yesterday hanukkah rare public observ jewish holiday poland israel chief rabbi yona metzger chant hebrew prayer warsaw deputi mayor andrzej urbanski lift industri crane top\n",
      "\n",
      "Original Text: Body of Egyptian Hostage Found in Iraq - Police  BAGHDAD (Reuters) - The body of an Egyptian who was  kidnapped in Iraq last month has been found in northern Iraq,  Iraqi police said on Sunday.\n",
      "Lowercased Text: body of egyptian hostage found in iraq - police  baghdad (reuters) - the body of an egyptian who was  kidnapped in iraq last month has been found in northern iraq,  iraqi police said on sunday.\n",
      "Removed URLs: body of egyptian hostage found in iraq - police  baghdad (reuters) - the body of an egyptian who was  kidnapped in iraq last month has been found in northern iraq,  iraqi police said on sunday.\n",
      "Removed HTML Tags: body of egyptian hostage found in iraq - police  baghdad (reuters) - the body of an egyptian who was  kidnapped in iraq last month has been found in northern iraq,  iraqi police said on sunday.\n",
      "Removed Special Characters: body of egyptian hostage found in iraq  police  baghdad reuters  the body of an egyptian who was  kidnapped in iraq last month has been found in northern iraq  iraqi police said on sunday\n",
      "Tokens: ['body', 'of', 'egyptian', 'hostage', 'found', 'in', 'iraq', 'police', 'baghdad', 'reuters', 'the', 'body', 'of', 'an', 'egyptian', 'who', 'was', 'kidnapped', 'in', 'iraq', 'last', 'month', 'has', 'been', 'found', 'in', 'northern', 'iraq', 'iraqi', 'police', 'said', 'on', 'sunday']\n",
      "Removed Stopwords: ['body', 'egyptian', 'hostage', 'found', 'iraq', 'police', 'baghdad', 'reuters', 'body', 'egyptian', 'kidnapped', 'iraq', 'last', 'month', 'found', 'northern', 'iraq', 'iraqi', 'police', 'said', 'sunday']\n",
      "Stemmed Tokens: ['bodi', 'egyptian', 'hostag', 'found', 'iraq', 'polic', 'baghdad', 'reuter', 'bodi', 'egyptian', 'kidnap', 'iraq', 'last', 'month', 'found', 'northern', 'iraq', 'iraqi', 'polic', 'said', 'sunday']\n",
      "Final Preprocessed Text: bodi egyptian hostag found iraq polic baghdad reuter bodi egyptian kidnap iraq last month found northern iraq iraqi polic said sunday\n",
      "\n",
      "Original Text: Parks Canada relieved union dropped plan for general strike (Canadian Press) Canadian Press - EDMONTON (CP) - Parks Canada managers are breathing a sigh of relief after threats by unionized employees to pull all workers off the job during the busy long weekend failed to materialize.\n",
      "Lowercased Text: parks canada relieved union dropped plan for general strike (canadian press) canadian press - edmonton (cp) - parks canada managers are breathing a sigh of relief after threats by unionized employees to pull all workers off the job during the busy long weekend failed to materialize.\n",
      "Removed URLs: parks canada relieved union dropped plan for general strike (canadian press) canadian press - edmonton (cp) - parks canada managers are breathing a sigh of relief after threats by unionized employees to pull all workers off the job during the busy long weekend failed to materialize.\n",
      "Removed HTML Tags: parks canada relieved union dropped plan for general strike (canadian press) canadian press - edmonton (cp) - parks canada managers are breathing a sigh of relief after threats by unionized employees to pull all workers off the job during the busy long weekend failed to materialize.\n",
      "Removed Special Characters: parks canada relieved union dropped plan for general strike canadian press canadian press  edmonton cp  parks canada managers are breathing a sigh of relief after threats by unionized employees to pull all workers off the job during the busy long weekend failed to materialize\n",
      "Tokens: ['parks', 'canada', 'relieved', 'union', 'dropped', 'plan', 'for', 'general', 'strike', 'canadian', 'press', 'canadian', 'press', 'edmonton', 'cp', 'parks', 'canada', 'managers', 'are', 'breathing', 'a', 'sigh', 'of', 'relief', 'after', 'threats', 'by', 'unionized', 'employees', 'to', 'pull', 'all', 'workers', 'off', 'the', 'job', 'during', 'the', 'busy', 'long', 'weekend', 'failed', 'to', 'materialize']\n",
      "Removed Stopwords: ['parks', 'canada', 'relieved', 'union', 'dropped', 'plan', 'general', 'strike', 'canadian', 'press', 'canadian', 'press', 'edmonton', 'cp', 'parks', 'canada', 'managers', 'breathing', 'sigh', 'relief', 'threats', 'unionized', 'employees', 'pull', 'workers', 'job', 'busy', 'long', 'weekend', 'failed', 'materialize']\n",
      "Stemmed Tokens: ['park', 'canada', 'reliev', 'union', 'drop', 'plan', 'gener', 'strike', 'canadian', 'press', 'canadian', 'press', 'edmonton', 'cp', 'park', 'canada', 'manag', 'breath', 'sigh', 'relief', 'threat', 'union', 'employe', 'pull', 'worker', 'job', 'busi', 'long', 'weekend', 'fail', 'materi']\n",
      "Final Preprocessed Text: park canada reliev union drop plan gener strike canadian press canadian press edmonton cp park canada manag breath sigh relief threat union employe pull worker job busi long weekend fail materi\n",
      "\n",
      "Original Text: Friction Grows Between Japan and China (AP) AP - Despite a thriving economic partnership, political ties between Japan and China are at their lowest ebb in years. The two countries are locked in disputes over World War II history, natural gas exploration and now a bold incursion by a Chinese nuclear submarine.\n",
      "Lowercased Text: friction grows between japan and china (ap) ap - despite a thriving economic partnership, political ties between japan and china are at their lowest ebb in years. the two countries are locked in disputes over world war ii history, natural gas exploration and now a bold incursion by a chinese nuclear submarine.\n",
      "Removed URLs: friction grows between japan and china (ap) ap - despite a thriving economic partnership, political ties between japan and china are at their lowest ebb in years. the two countries are locked in disputes over world war ii history, natural gas exploration and now a bold incursion by a chinese nuclear submarine.\n",
      "Removed HTML Tags: friction grows between japan and china (ap) ap - despite a thriving economic partnership, political ties between japan and china are at their lowest ebb in years. the two countries are locked in disputes over world war ii history, natural gas exploration and now a bold incursion by a chinese nuclear submarine.\n",
      "Removed Special Characters: friction grows between japan and china ap ap  despite a thriving economic partnership political ties between japan and china are at their lowest ebb in years the two countries are locked in disputes over world war ii history natural gas exploration and now a bold incursion by a chinese nuclear submarine\n",
      "Tokens: ['friction', 'grows', 'between', 'japan', 'and', 'china', 'ap', 'ap', 'despite', 'a', 'thriving', 'economic', 'partnership', 'political', 'ties', 'between', 'japan', 'and', 'china', 'are', 'at', 'their', 'lowest', 'ebb', 'in', 'years', 'the', 'two', 'countries', 'are', 'locked', 'in', 'disputes', 'over', 'world', 'war', 'ii', 'history', 'natural', 'gas', 'exploration', 'and', 'now', 'a', 'bold', 'incursion', 'by', 'a', 'chinese', 'nuclear', 'submarine']\n",
      "Removed Stopwords: ['friction', 'grows', 'japan', 'china', 'ap', 'ap', 'despite', 'thriving', 'economic', 'partnership', 'political', 'ties', 'japan', 'china', 'lowest', 'ebb', 'years', 'two', 'countries', 'locked', 'disputes', 'world', 'war', 'ii', 'history', 'natural', 'gas', 'exploration', 'bold', 'incursion', 'chinese', 'nuclear', 'submarine']\n",
      "Stemmed Tokens: ['friction', 'grow', 'japan', 'china', 'ap', 'ap', 'despit', 'thrive', 'econom', 'partnership', 'polit', 'tie', 'japan', 'china', 'lowest', 'ebb', 'year', 'two', 'countri', 'lock', 'disput', 'world', 'war', 'ii', 'histori', 'natur', 'ga', 'explor', 'bold', 'incurs', 'chines', 'nuclear', 'submarin']\n",
      "Final Preprocessed Text: friction grow japan china ap ap despit thrive econom partnership polit tie japan china lowest ebb year two countri lock disput world war ii histori natur ga explor bold incurs chines nuclear submarin\n",
      "\n",
      "Original Text: Cricket: England players' dismay England's players claim to have been used as \"political pawns\" over the Zimbabwe tour crisis.\n",
      "Lowercased Text: cricket: england players' dismay england's players claim to have been used as \"political pawns\" over the zimbabwe tour crisis.\n",
      "Removed URLs: cricket: england players' dismay england's players claim to have been used as \"political pawns\" over the zimbabwe tour crisis.\n",
      "Removed HTML Tags: cricket: england players' dismay england's players claim to have been used as \"political pawns\" over the zimbabwe tour crisis.\n",
      "Removed Special Characters: cricket england players dismay englands players claim to have been used as political pawns over the zimbabwe tour crisis\n",
      "Tokens: ['cricket', 'england', 'players', 'dismay', 'englands', 'players', 'claim', 'to', 'have', 'been', 'used', 'as', 'political', 'pawns', 'over', 'the', 'zimbabwe', 'tour', 'crisis']\n",
      "Removed Stopwords: ['cricket', 'england', 'players', 'dismay', 'englands', 'players', 'claim', 'used', 'political', 'pawns', 'zimbabwe', 'tour', 'crisis']\n",
      "Stemmed Tokens: ['cricket', 'england', 'player', 'dismay', 'england', 'player', 'claim', 'use', 'polit', 'pawn', 'zimbabw', 'tour', 'crisi']\n",
      "Final Preprocessed Text: cricket england player dismay england player claim use polit pawn zimbabw tour crisi\n",
      "\n",
      "Original Text: Friday deadline set for hostages in Afghanistan Militants threatening to kill three foreign hostages in Afghanistan said they would give officials until Friday to meet their demands that the United Nations withdraw from the country and the US release Guantanamo Bay prisoners \n",
      "Lowercased Text: friday deadline set for hostages in afghanistan militants threatening to kill three foreign hostages in afghanistan said they would give officials until friday to meet their demands that the united nations withdraw from the country and the us release guantanamo bay prisoners \n",
      "Removed URLs: friday deadline set for hostages in afghanistan militants threatening to kill three foreign hostages in afghanistan said they would give officials until friday to meet their demands that the united nations withdraw from the country and the us release guantanamo bay prisoners \n",
      "Removed HTML Tags: friday deadline set for hostages in afghanistan militants threatening to kill three foreign hostages in afghanistan said they would give officials until friday to meet their demands that the united nations withdraw from the country and the us release guantanamo bay prisoners \n",
      "Removed Special Characters: friday deadline set for hostages in afghanistan militants threatening to kill three foreign hostages in afghanistan said they would give officials until friday to meet their demands that the united nations withdraw from the country and the us release guantanamo bay prisoners \n",
      "Tokens: ['friday', 'deadline', 'set', 'for', 'hostages', 'in', 'afghanistan', 'militants', 'threatening', 'to', 'kill', 'three', 'foreign', 'hostages', 'in', 'afghanistan', 'said', 'they', 'would', 'give', 'officials', 'until', 'friday', 'to', 'meet', 'their', 'demands', 'that', 'the', 'united', 'nations', 'withdraw', 'from', 'the', 'country', 'and', 'the', 'us', 'release', 'guantanamo', 'bay', 'prisoners']\n",
      "Removed Stopwords: ['friday', 'deadline', 'set', 'hostages', 'afghanistan', 'militants', 'threatening', 'kill', 'three', 'foreign', 'hostages', 'afghanistan', 'said', 'would', 'give', 'officials', 'friday', 'meet', 'demands', 'united', 'nations', 'withdraw', 'country', 'us', 'release', 'guantanamo', 'bay', 'prisoners']\n",
      "Stemmed Tokens: ['friday', 'deadlin', 'set', 'hostag', 'afghanistan', 'milit', 'threaten', 'kill', 'three', 'foreign', 'hostag', 'afghanistan', 'said', 'would', 'give', 'offici', 'friday', 'meet', 'demand', 'unit', 'nation', 'withdraw', 'countri', 'us', 'releas', 'guantanamo', 'bay', 'prison']\n",
      "Final Preprocessed Text: friday deadlin set hostag afghanistan milit threaten kill three foreign hostag afghanistan said would give offici friday meet demand unit nation withdraw countri us releas guantanamo bay prison\n",
      "\n",
      "Original Text: Waging 'inner jihad' on an empty stomach In the final days of Ramadan, a Muslim reporter grapples with the double standard for female pilgrims.\n",
      "Lowercased Text: waging 'inner jihad' on an empty stomach in the final days of ramadan, a muslim reporter grapples with the double standard for female pilgrims.\n",
      "Removed URLs: waging 'inner jihad' on an empty stomach in the final days of ramadan, a muslim reporter grapples with the double standard for female pilgrims.\n",
      "Removed HTML Tags: waging 'inner jihad' on an empty stomach in the final days of ramadan, a muslim reporter grapples with the double standard for female pilgrims.\n",
      "Removed Special Characters: waging inner jihad on an empty stomach in the final days of ramadan a muslim reporter grapples with the double standard for female pilgrims\n",
      "Tokens: ['waging', 'inner', 'jihad', 'on', 'an', 'empty', 'stomach', 'in', 'the', 'final', 'days', 'of', 'ramadan', 'a', 'muslim', 'reporter', 'grapples', 'with', 'the', 'double', 'standard', 'for', 'female', 'pilgrims']\n",
      "Removed Stopwords: ['waging', 'inner', 'jihad', 'empty', 'stomach', 'final', 'days', 'ramadan', 'muslim', 'reporter', 'grapples', 'double', 'standard', 'female', 'pilgrims']\n",
      "Stemmed Tokens: ['wage', 'inner', 'jihad', 'empti', 'stomach', 'final', 'day', 'ramadan', 'muslim', 'report', 'grappl', 'doubl', 'standard', 'femal', 'pilgrim']\n",
      "Final Preprocessed Text: wage inner jihad empti stomach final day ramadan muslim report grappl doubl standard femal pilgrim\n",
      "\n",
      "Original Text: Florida voters may have plenty time to elect next US president (AFP) AFP - Florida elections supervisors want to give voters several days to elect candidates, a proposal offered after early voting in last month's presidential election apparently helped avoid a repeat of the 2000 election debacle.\n",
      "Lowercased Text: florida voters may have plenty time to elect next us president (afp) afp - florida elections supervisors want to give voters several days to elect candidates, a proposal offered after early voting in last month's presidential election apparently helped avoid a repeat of the 2000 election debacle.\n",
      "Removed URLs: florida voters may have plenty time to elect next us president (afp) afp - florida elections supervisors want to give voters several days to elect candidates, a proposal offered after early voting in last month's presidential election apparently helped avoid a repeat of the 2000 election debacle.\n",
      "Removed HTML Tags: florida voters may have plenty time to elect next us president (afp) afp - florida elections supervisors want to give voters several days to elect candidates, a proposal offered after early voting in last month's presidential election apparently helped avoid a repeat of the 2000 election debacle.\n",
      "Removed Special Characters: florida voters may have plenty time to elect next us president afp afp  florida elections supervisors want to give voters several days to elect candidates a proposal offered after early voting in last months presidential election apparently helped avoid a repeat of the  election debacle\n",
      "Tokens: ['florida', 'voters', 'may', 'have', 'plenty', 'time', 'to', 'elect', 'next', 'us', 'president', 'afp', 'afp', 'florida', 'elections', 'supervisors', 'want', 'to', 'give', 'voters', 'several', 'days', 'to', 'elect', 'candidates', 'a', 'proposal', 'offered', 'after', 'early', 'voting', 'in', 'last', 'months', 'presidential', 'election', 'apparently', 'helped', 'avoid', 'a', 'repeat', 'of', 'the', 'election', 'debacle']\n",
      "Removed Stopwords: ['florida', 'voters', 'may', 'plenty', 'time', 'elect', 'next', 'us', 'president', 'afp', 'afp', 'florida', 'elections', 'supervisors', 'want', 'give', 'voters', 'several', 'days', 'elect', 'candidates', 'proposal', 'offered', 'early', 'voting', 'last', 'months', 'presidential', 'election', 'apparently', 'helped', 'avoid', 'repeat', 'election', 'debacle']\n",
      "Stemmed Tokens: ['florida', 'voter', 'may', 'plenti', 'time', 'elect', 'next', 'us', 'presid', 'afp', 'afp', 'florida', 'elect', 'supervisor', 'want', 'give', 'voter', 'sever', 'day', 'elect', 'candid', 'propos', 'offer', 'earli', 'vote', 'last', 'month', 'presidenti', 'elect', 'appar', 'help', 'avoid', 'repeat', 'elect', 'debacl']\n",
      "Final Preprocessed Text: florida voter may plenti time elect next us presid afp afp florida elect supervisor want give voter sever day elect candid propos offer earli vote last month presidenti elect appar help avoid repeat elect debacl\n",
      "\n",
      "Original Text: Militants say 2d US hostage killed BAGHDAD -- An Iraqi extremist group linked to Al Qaeda said yesterday that it had killed a second American hostage, a day after a video recording showed the insurgents beheading another American captive. The group announced the slaying on an Islamist website in a statement laced with threats against the US presence in Iraq.\n",
      "Lowercased Text: militants say 2d us hostage killed baghdad -- an iraqi extremist group linked to al qaeda said yesterday that it had killed a second american hostage, a day after a video recording showed the insurgents beheading another american captive. the group announced the slaying on an islamist website in a statement laced with threats against the us presence in iraq.\n",
      "Removed URLs: militants say 2d us hostage killed baghdad -- an iraqi extremist group linked to al qaeda said yesterday that it had killed a second american hostage, a day after a video recording showed the insurgents beheading another american captive. the group announced the slaying on an islamist website in a statement laced with threats against the us presence in iraq.\n",
      "Removed HTML Tags: militants say 2d us hostage killed baghdad -- an iraqi extremist group linked to al qaeda said yesterday that it had killed a second american hostage, a day after a video recording showed the insurgents beheading another american captive. the group announced the slaying on an islamist website in a statement laced with threats against the us presence in iraq.\n",
      "Removed Special Characters: militants say d us hostage killed baghdad  an iraqi extremist group linked to al qaeda said yesterday that it had killed a second american hostage a day after a video recording showed the insurgents beheading another american captive the group announced the slaying on an islamist website in a statement laced with threats against the us presence in iraq\n",
      "Tokens: ['militants', 'say', 'd', 'us', 'hostage', 'killed', 'baghdad', 'an', 'iraqi', 'extremist', 'group', 'linked', 'to', 'al', 'qaeda', 'said', 'yesterday', 'that', 'it', 'had', 'killed', 'a', 'second', 'american', 'hostage', 'a', 'day', 'after', 'a', 'video', 'recording', 'showed', 'the', 'insurgents', 'beheading', 'another', 'american', 'captive', 'the', 'group', 'announced', 'the', 'slaying', 'on', 'an', 'islamist', 'website', 'in', 'a', 'statement', 'laced', 'with', 'threats', 'against', 'the', 'us', 'presence', 'in', 'iraq']\n",
      "Removed Stopwords: ['militants', 'say', 'us', 'hostage', 'killed', 'baghdad', 'iraqi', 'extremist', 'group', 'linked', 'al', 'qaeda', 'said', 'yesterday', 'killed', 'second', 'american', 'hostage', 'day', 'video', 'recording', 'showed', 'insurgents', 'beheading', 'another', 'american', 'captive', 'group', 'announced', 'slaying', 'islamist', 'website', 'statement', 'laced', 'threats', 'us', 'presence', 'iraq']\n",
      "Stemmed Tokens: ['milit', 'say', 'us', 'hostag', 'kill', 'baghdad', 'iraqi', 'extremist', 'group', 'link', 'al', 'qaeda', 'said', 'yesterday', 'kill', 'second', 'american', 'hostag', 'day', 'video', 'record', 'show', 'insurg', 'behead', 'anoth', 'american', 'captiv', 'group', 'announc', 'slay', 'islamist', 'websit', 'statement', 'lace', 'threat', 'us', 'presenc', 'iraq']\n",
      "Final Preprocessed Text: milit say us hostag kill baghdad iraqi extremist group link al qaeda said yesterday kill second american hostag day video record show insurg behead anoth american captiv group announc slay islamist websit statement lace threat us presenc iraq\n",
      "\n",
      "Original Text: Al-Zarqawi Lieutenant Arrested in Mosul (AP) AP - A lieutenant of Iraq's most feared terrorist leader Abu Musab al-Zarqawi was captured a few days ago in Mosul, the government's national security adviser said Thursday.\n",
      "Lowercased Text: al-zarqawi lieutenant arrested in mosul (ap) ap - a lieutenant of iraq's most feared terrorist leader abu musab al-zarqawi was captured a few days ago in mosul, the government's national security adviser said thursday.\n",
      "Removed URLs: al-zarqawi lieutenant arrested in mosul (ap) ap - a lieutenant of iraq's most feared terrorist leader abu musab al-zarqawi was captured a few days ago in mosul, the government's national security adviser said thursday.\n",
      "Removed HTML Tags: al-zarqawi lieutenant arrested in mosul (ap) ap - a lieutenant of iraq's most feared terrorist leader abu musab al-zarqawi was captured a few days ago in mosul, the government's national security adviser said thursday.\n",
      "Removed Special Characters: alzarqawi lieutenant arrested in mosul ap ap  a lieutenant of iraqs most feared terrorist leader abu musab alzarqawi was captured a few days ago in mosul the governments national security adviser said thursday\n",
      "Tokens: ['alzarqawi', 'lieutenant', 'arrested', 'in', 'mosul', 'ap', 'ap', 'a', 'lieutenant', 'of', 'iraqs', 'most', 'feared', 'terrorist', 'leader', 'abu', 'musab', 'alzarqawi', 'was', 'captured', 'a', 'few', 'days', 'ago', 'in', 'mosul', 'the', 'governments', 'national', 'security', 'adviser', 'said', 'thursday']\n",
      "Removed Stopwords: ['alzarqawi', 'lieutenant', 'arrested', 'mosul', 'ap', 'ap', 'lieutenant', 'iraqs', 'feared', 'terrorist', 'leader', 'abu', 'musab', 'alzarqawi', 'captured', 'days', 'ago', 'mosul', 'governments', 'national', 'security', 'adviser', 'said', 'thursday']\n",
      "Stemmed Tokens: ['alzarqawi', 'lieuten', 'arrest', 'mosul', 'ap', 'ap', 'lieuten', 'iraq', 'fear', 'terrorist', 'leader', 'abu', 'musab', 'alzarqawi', 'captur', 'day', 'ago', 'mosul', 'govern', 'nation', 'secur', 'advis', 'said', 'thursday']\n",
      "Final Preprocessed Text: alzarqawi lieuten arrest mosul ap ap lieuten iraq fear terrorist leader abu musab alzarqawi captur day ago mosul govern nation secur advis said thursday\n",
      "\n",
      "Original Text: Talks Continue After China Hostage Deadline Passes  CHAGMALAI, Pakistan (Reuters) - Islamic militants holding  two Chinese engineers hostage in Pakistan threatened to kill  one on Monday unless security forces ended a siege of their  hideout, a tactic the interior minister said had echoes of  Iraq.\n",
      "Lowercased Text: talks continue after china hostage deadline passes  chagmalai, pakistan (reuters) - islamic militants holding  two chinese engineers hostage in pakistan threatened to kill  one on monday unless security forces ended a siege of their  hideout, a tactic the interior minister said had echoes of  iraq.\n",
      "Removed URLs: talks continue after china hostage deadline passes  chagmalai, pakistan (reuters) - islamic militants holding  two chinese engineers hostage in pakistan threatened to kill  one on monday unless security forces ended a siege of their  hideout, a tactic the interior minister said had echoes of  iraq.\n",
      "Removed HTML Tags: talks continue after china hostage deadline passes  chagmalai, pakistan (reuters) - islamic militants holding  two chinese engineers hostage in pakistan threatened to kill  one on monday unless security forces ended a siege of their  hideout, a tactic the interior minister said had echoes of  iraq.\n",
      "Removed Special Characters: talks continue after china hostage deadline passes  chagmalai pakistan reuters  islamic militants holding  two chinese engineers hostage in pakistan threatened to kill  one on monday unless security forces ended a siege of their  hideout a tactic the interior minister said had echoes of  iraq\n",
      "Tokens: ['talks', 'continue', 'after', 'china', 'hostage', 'deadline', 'passes', 'chagmalai', 'pakistan', 'reuters', 'islamic', 'militants', 'holding', 'two', 'chinese', 'engineers', 'hostage', 'in', 'pakistan', 'threatened', 'to', 'kill', 'one', 'on', 'monday', 'unless', 'security', 'forces', 'ended', 'a', 'siege', 'of', 'their', 'hideout', 'a', 'tactic', 'the', 'interior', 'minister', 'said', 'had', 'echoes', 'of', 'iraq']\n",
      "Removed Stopwords: ['talks', 'continue', 'china', 'hostage', 'deadline', 'passes', 'chagmalai', 'pakistan', 'reuters', 'islamic', 'militants', 'holding', 'two', 'chinese', 'engineers', 'hostage', 'pakistan', 'threatened', 'kill', 'one', 'monday', 'unless', 'security', 'forces', 'ended', 'siege', 'hideout', 'tactic', 'interior', 'minister', 'said', 'echoes', 'iraq']\n",
      "Stemmed Tokens: ['talk', 'continu', 'china', 'hostag', 'deadlin', 'pass', 'chagmalai', 'pakistan', 'reuter', 'islam', 'milit', 'hold', 'two', 'chines', 'engin', 'hostag', 'pakistan', 'threaten', 'kill', 'one', 'monday', 'unless', 'secur', 'forc', 'end', 'sieg', 'hideout', 'tactic', 'interior', 'minist', 'said', 'echo', 'iraq']\n",
      "Final Preprocessed Text: talk continu china hostag deadlin pass chagmalai pakistan reuter islam milit hold two chines engin hostag pakistan threaten kill one monday unless secur forc end sieg hideout tactic interior minist said echo iraq\n",
      "\n",
      "Original Text:  quot;Road-map quot; peace plan for Gaza Strip The Israeli government does not intend to honour the US-backed road map to peace in the Middle East once it has completed a planned pullout from Gaza, an Israeli newspaper reported today.\n",
      "Lowercased Text:  quot;road-map quot; peace plan for gaza strip the israeli government does not intend to honour the us-backed road map to peace in the middle east once it has completed a planned pullout from gaza, an israeli newspaper reported today.\n",
      "Removed URLs:  quot;road-map quot; peace plan for gaza strip the israeli government does not intend to honour the us-backed road map to peace in the middle east once it has completed a planned pullout from gaza, an israeli newspaper reported today.\n",
      "Removed HTML Tags:  quot;road-map quot; peace plan for gaza strip the israeli government does not intend to honour the us-backed road map to peace in the middle east once it has completed a planned pullout from gaza, an israeli newspaper reported today.\n",
      "Removed Special Characters:  quotroadmap quot peace plan for gaza strip the israeli government does not intend to honour the usbacked road map to peace in the middle east once it has completed a planned pullout from gaza an israeli newspaper reported today\n",
      "Tokens: ['quotroadmap', 'quot', 'peace', 'plan', 'for', 'gaza', 'strip', 'the', 'israeli', 'government', 'does', 'not', 'intend', 'to', 'honour', 'the', 'usbacked', 'road', 'map', 'to', 'peace', 'in', 'the', 'middle', 'east', 'once', 'it', 'has', 'completed', 'a', 'planned', 'pullout', 'from', 'gaza', 'an', 'israeli', 'newspaper', 'reported', 'today']\n",
      "Removed Stopwords: ['quotroadmap', 'quot', 'peace', 'plan', 'gaza', 'strip', 'israeli', 'government', 'intend', 'honour', 'usbacked', 'road', 'map', 'peace', 'middle', 'east', 'completed', 'planned', 'pullout', 'gaza', 'israeli', 'newspaper', 'reported', 'today']\n",
      "Stemmed Tokens: ['quotroadmap', 'quot', 'peac', 'plan', 'gaza', 'strip', 'isra', 'govern', 'intend', 'honour', 'usback', 'road', 'map', 'peac', 'middl', 'east', 'complet', 'plan', 'pullout', 'gaza', 'isra', 'newspap', 'report', 'today']\n",
      "Final Preprocessed Text: quotroadmap quot peac plan gaza strip isra govern intend honour usback road map peac middl east complet plan pullout gaza isra newspap report today\n",
      "\n",
      "Original Text: Russia Defense Minister in China Cooperation Talks Russian Defense Minister Sergei Ivanov met Chinese military leaders in Beijing Monday to discuss cooperation between China, a fast-rising military power, and its main foreign arms and weapons-technology supplier.\n",
      "Lowercased Text: russia defense minister in china cooperation talks russian defense minister sergei ivanov met chinese military leaders in beijing monday to discuss cooperation between china, a fast-rising military power, and its main foreign arms and weapons-technology supplier.\n",
      "Removed URLs: russia defense minister in china cooperation talks russian defense minister sergei ivanov met chinese military leaders in beijing monday to discuss cooperation between china, a fast-rising military power, and its main foreign arms and weapons-technology supplier.\n",
      "Removed HTML Tags: russia defense minister in china cooperation talks russian defense minister sergei ivanov met chinese military leaders in beijing monday to discuss cooperation between china, a fast-rising military power, and its main foreign arms and weapons-technology supplier.\n",
      "Removed Special Characters: russia defense minister in china cooperation talks russian defense minister sergei ivanov met chinese military leaders in beijing monday to discuss cooperation between china a fastrising military power and its main foreign arms and weaponstechnology supplier\n",
      "Tokens: ['russia', 'defense', 'minister', 'in', 'china', 'cooperation', 'talks', 'russian', 'defense', 'minister', 'sergei', 'ivanov', 'met', 'chinese', 'military', 'leaders', 'in', 'beijing', 'monday', 'to', 'discuss', 'cooperation', 'between', 'china', 'a', 'fastrising', 'military', 'power', 'and', 'its', 'main', 'foreign', 'arms', 'and', 'weaponstechnology', 'supplier']\n",
      "Removed Stopwords: ['russia', 'defense', 'minister', 'china', 'cooperation', 'talks', 'russian', 'defense', 'minister', 'sergei', 'ivanov', 'met', 'chinese', 'military', 'leaders', 'beijing', 'monday', 'discuss', 'cooperation', 'china', 'fastrising', 'military', 'power', 'main', 'foreign', 'arms', 'weaponstechnology', 'supplier']\n",
      "Stemmed Tokens: ['russia', 'defens', 'minist', 'china', 'cooper', 'talk', 'russian', 'defens', 'minist', 'sergei', 'ivanov', 'met', 'chines', 'militari', 'leader', 'beij', 'monday', 'discuss', 'cooper', 'china', 'fastris', 'militari', 'power', 'main', 'foreign', 'arm', 'weaponstechnolog', 'supplier']\n",
      "Final Preprocessed Text: russia defens minist china cooper talk russian defens minist sergei ivanov met chines militari leader beij monday discuss cooper china fastris militari power main foreign arm weaponstechnolog supplier\n",
      "\n",
      "Original Text: Tsunami disaster overshadows India's ATP season-opener (AFP) AFP - Generating relief funds for tsunami victims and gearing up for the new season is the players' aim as they prepare for the ATP Chennai Open.\n",
      "Lowercased Text: tsunami disaster overshadows india's atp season-opener (afp) afp - generating relief funds for tsunami victims and gearing up for the new season is the players' aim as they prepare for the atp chennai open.\n",
      "Removed URLs: tsunami disaster overshadows india's atp season-opener (afp) afp - generating relief funds for tsunami victims and gearing up for the new season is the players' aim as they prepare for the atp chennai open.\n",
      "Removed HTML Tags: tsunami disaster overshadows india's atp season-opener (afp) afp - generating relief funds for tsunami victims and gearing up for the new season is the players' aim as they prepare for the atp chennai open.\n",
      "Removed Special Characters: tsunami disaster overshadows indias atp seasonopener afp afp  generating relief funds for tsunami victims and gearing up for the new season is the players aim as they prepare for the atp chennai open\n",
      "Tokens: ['tsunami', 'disaster', 'overshadows', 'indias', 'atp', 'seasonopener', 'afp', 'afp', 'generating', 'relief', 'funds', 'for', 'tsunami', 'victims', 'and', 'gearing', 'up', 'for', 'the', 'new', 'season', 'is', 'the', 'players', 'aim', 'as', 'they', 'prepare', 'for', 'the', 'atp', 'chennai', 'open']\n",
      "Removed Stopwords: ['tsunami', 'disaster', 'overshadows', 'indias', 'atp', 'seasonopener', 'afp', 'afp', 'generating', 'relief', 'funds', 'tsunami', 'victims', 'gearing', 'new', 'season', 'players', 'aim', 'prepare', 'atp', 'chennai', 'open']\n",
      "Stemmed Tokens: ['tsunami', 'disast', 'overshadow', 'india', 'atp', 'seasonopen', 'afp', 'afp', 'gener', 'relief', 'fund', 'tsunami', 'victim', 'gear', 'new', 'season', 'player', 'aim', 'prepar', 'atp', 'chennai', 'open']\n",
      "Final Preprocessed Text: tsunami disast overshadow india atp seasonopen afp afp gener relief fund tsunami victim gear new season player aim prepar atp chennai open\n",
      "\n",
      "Original Text: Just 3 of 18 candidates for president attend debate KABUL, Afghanistan -- It was not exactly riveting: three candidates and the representatives of 12 others sat at a horseshoe-shaped table yesterday droning out near-identical speeches outlining plans to fight corruption, exploit the nation's untapped copper and gold resources, and improve pay for civil servants.\n",
      "Lowercased Text: just 3 of 18 candidates for president attend debate kabul, afghanistan -- it was not exactly riveting: three candidates and the representatives of 12 others sat at a horseshoe-shaped table yesterday droning out near-identical speeches outlining plans to fight corruption, exploit the nation's untapped copper and gold resources, and improve pay for civil servants.\n",
      "Removed URLs: just 3 of 18 candidates for president attend debate kabul, afghanistan -- it was not exactly riveting: three candidates and the representatives of 12 others sat at a horseshoe-shaped table yesterday droning out near-identical speeches outlining plans to fight corruption, exploit the nation's untapped copper and gold resources, and improve pay for civil servants.\n",
      "Removed HTML Tags: just 3 of 18 candidates for president attend debate kabul, afghanistan -- it was not exactly riveting: three candidates and the representatives of 12 others sat at a horseshoe-shaped table yesterday droning out near-identical speeches outlining plans to fight corruption, exploit the nation's untapped copper and gold resources, and improve pay for civil servants.\n",
      "Removed Special Characters: just  of  candidates for president attend debate kabul afghanistan  it was not exactly riveting three candidates and the representatives of  others sat at a horseshoeshaped table yesterday droning out nearidentical speeches outlining plans to fight corruption exploit the nations untapped copper and gold resources and improve pay for civil servants\n",
      "Tokens: ['just', 'of', 'candidates', 'for', 'president', 'attend', 'debate', 'kabul', 'afghanistan', 'it', 'was', 'not', 'exactly', 'riveting', 'three', 'candidates', 'and', 'the', 'representatives', 'of', 'others', 'sat', 'at', 'a', 'horseshoeshaped', 'table', 'yesterday', 'droning', 'out', 'nearidentical', 'speeches', 'outlining', 'plans', 'to', 'fight', 'corruption', 'exploit', 'the', 'nations', 'untapped', 'copper', 'and', 'gold', 'resources', 'and', 'improve', 'pay', 'for', 'civil', 'servants']\n",
      "Removed Stopwords: ['candidates', 'president', 'attend', 'debate', 'kabul', 'afghanistan', 'exactly', 'riveting', 'three', 'candidates', 'representatives', 'others', 'sat', 'horseshoeshaped', 'table', 'yesterday', 'droning', 'nearidentical', 'speeches', 'outlining', 'plans', 'fight', 'corruption', 'exploit', 'nations', 'untapped', 'copper', 'gold', 'resources', 'improve', 'pay', 'civil', 'servants']\n",
      "Stemmed Tokens: ['candid', 'presid', 'attend', 'debat', 'kabul', 'afghanistan', 'exactli', 'rivet', 'three', 'candid', 'repres', 'other', 'sat', 'horseshoeshap', 'tabl', 'yesterday', 'drone', 'nearident', 'speech', 'outlin', 'plan', 'fight', 'corrupt', 'exploit', 'nation', 'untap', 'copper', 'gold', 'resourc', 'improv', 'pay', 'civil', 'servant']\n",
      "Final Preprocessed Text: candid presid attend debat kabul afghanistan exactli rivet three candid repres other sat horseshoeshap tabl yesterday drone nearident speech outlin plan fight corrupt exploit nation untap copper gold resourc improv pay civil servant\n",
      "\n",
      "Original Text: UN probing alleged abuse by staff in DRC The United Nations is investigating around 150 allegations of sexual abuse by UN civilian staff and soldiers in the Democratic Republic of Congo.\n",
      "Lowercased Text: un probing alleged abuse by staff in drc the united nations is investigating around 150 allegations of sexual abuse by un civilian staff and soldiers in the democratic republic of congo.\n",
      "Removed URLs: un probing alleged abuse by staff in drc the united nations is investigating around 150 allegations of sexual abuse by un civilian staff and soldiers in the democratic republic of congo.\n",
      "Removed HTML Tags: un probing alleged abuse by staff in drc the united nations is investigating around 150 allegations of sexual abuse by un civilian staff and soldiers in the democratic republic of congo.\n",
      "Removed Special Characters: un probing alleged abuse by staff in drc the united nations is investigating around  allegations of sexual abuse by un civilian staff and soldiers in the democratic republic of congo\n",
      "Tokens: ['un', 'probing', 'alleged', 'abuse', 'by', 'staff', 'in', 'drc', 'the', 'united', 'nations', 'is', 'investigating', 'around', 'allegations', 'of', 'sexual', 'abuse', 'by', 'un', 'civilian', 'staff', 'and', 'soldiers', 'in', 'the', 'democratic', 'republic', 'of', 'congo']\n",
      "Removed Stopwords: ['un', 'probing', 'alleged', 'abuse', 'staff', 'drc', 'united', 'nations', 'investigating', 'around', 'allegations', 'sexual', 'abuse', 'un', 'civilian', 'staff', 'soldiers', 'democratic', 'republic', 'congo']\n",
      "Stemmed Tokens: ['un', 'probe', 'alleg', 'abus', 'staff', 'drc', 'unit', 'nation', 'investig', 'around', 'alleg', 'sexual', 'abus', 'un', 'civilian', 'staff', 'soldier', 'democrat', 'republ', 'congo']\n",
      "Final Preprocessed Text: un probe alleg abus staff drc unit nation investig around alleg sexual abus un civilian staff soldier democrat republ congo\n",
      "\n",
      "Original Text: Baghdad Rocket Attack Kills Two U.S. Soldiers Two American soldiers were killed and five injured Monday in a rocket attack in Baghdad. The military said the incident occurred in the southern part of the city but provided no other details.\n",
      "Lowercased Text: baghdad rocket attack kills two u.s. soldiers two american soldiers were killed and five injured monday in a rocket attack in baghdad. the military said the incident occurred in the southern part of the city but provided no other details.\n",
      "Removed URLs: baghdad rocket attack kills two u.s. soldiers two american soldiers were killed and five injured monday in a rocket attack in baghdad. the military said the incident occurred in the southern part of the city but provided no other details.\n",
      "Removed HTML Tags: baghdad rocket attack kills two u.s. soldiers two american soldiers were killed and five injured monday in a rocket attack in baghdad. the military said the incident occurred in the southern part of the city but provided no other details.\n",
      "Removed Special Characters: baghdad rocket attack kills two us soldiers two american soldiers were killed and five injured monday in a rocket attack in baghdad the military said the incident occurred in the southern part of the city but provided no other details\n",
      "Tokens: ['baghdad', 'rocket', 'attack', 'kills', 'two', 'us', 'soldiers', 'two', 'american', 'soldiers', 'were', 'killed', 'and', 'five', 'injured', 'monday', 'in', 'a', 'rocket', 'attack', 'in', 'baghdad', 'the', 'military', 'said', 'the', 'incident', 'occurred', 'in', 'the', 'southern', 'part', 'of', 'the', 'city', 'but', 'provided', 'no', 'other', 'details']\n",
      "Removed Stopwords: ['baghdad', 'rocket', 'attack', 'kills', 'two', 'us', 'soldiers', 'two', 'american', 'soldiers', 'killed', 'five', 'injured', 'monday', 'rocket', 'attack', 'baghdad', 'military', 'said', 'incident', 'occurred', 'southern', 'part', 'city', 'provided', 'details']\n",
      "Stemmed Tokens: ['baghdad', 'rocket', 'attack', 'kill', 'two', 'us', 'soldier', 'two', 'american', 'soldier', 'kill', 'five', 'injur', 'monday', 'rocket', 'attack', 'baghdad', 'militari', 'said', 'incid', 'occur', 'southern', 'part', 'citi', 'provid', 'detail']\n",
      "Final Preprocessed Text: baghdad rocket attack kill two us soldier two american soldier kill five injur monday rocket attack baghdad militari said incid occur southern part citi provid detail\n",
      "\n",
      "Original Text: Security Council, On Central African Peace Mission, Visits DR of &lt;b&gt;...&lt;/b&gt; The United Nations Security Council, fresh from a rare session in Kenya to speed up efforts to resolve civil wars in Sudan, today visited the Democratic Republic of the Congo (DRC), another conflict-riven country where the world body is seeking to bring \n",
      "Lowercased Text: security council, on central african peace mission, visits dr of &lt;b&gt;...&lt;/b&gt; the united nations security council, fresh from a rare session in kenya to speed up efforts to resolve civil wars in sudan, today visited the democratic republic of the congo (drc), another conflict-riven country where the world body is seeking to bring \n",
      "Removed URLs: security council, on central african peace mission, visits dr of &lt;b&gt;...&lt;/b&gt; the united nations security council, fresh from a rare session in kenya to speed up efforts to resolve civil wars in sudan, today visited the democratic republic of the congo (drc), another conflict-riven country where the world body is seeking to bring \n",
      "Removed HTML Tags: security council, on central african peace mission, visits dr of &lt;b&gt;...&lt;/b&gt; the united nations security council, fresh from a rare session in kenya to speed up efforts to resolve civil wars in sudan, today visited the democratic republic of the congo (drc), another conflict-riven country where the world body is seeking to bring \n",
      "Removed Special Characters: security council on central african peace mission visits dr of ltbgtltbgt the united nations security council fresh from a rare session in kenya to speed up efforts to resolve civil wars in sudan today visited the democratic republic of the congo drc another conflictriven country where the world body is seeking to bring \n",
      "Tokens: ['security', 'council', 'on', 'central', 'african', 'peace', 'mission', 'visits', 'dr', 'of', 'ltbgtltbgt', 'the', 'united', 'nations', 'security', 'council', 'fresh', 'from', 'a', 'rare', 'session', 'in', 'kenya', 'to', 'speed', 'up', 'efforts', 'to', 'resolve', 'civil', 'wars', 'in', 'sudan', 'today', 'visited', 'the', 'democratic', 'republic', 'of', 'the', 'congo', 'drc', 'another', 'conflictriven', 'country', 'where', 'the', 'world', 'body', 'is', 'seeking', 'to', 'bring']\n",
      "Removed Stopwords: ['security', 'council', 'central', 'african', 'peace', 'mission', 'visits', 'dr', 'ltbgtltbgt', 'united', 'nations', 'security', 'council', 'fresh', 'rare', 'session', 'kenya', 'speed', 'efforts', 'resolve', 'civil', 'wars', 'sudan', 'today', 'visited', 'democratic', 'republic', 'congo', 'drc', 'another', 'conflictriven', 'country', 'world', 'body', 'seeking', 'bring']\n",
      "Stemmed Tokens: ['secur', 'council', 'central', 'african', 'peac', 'mission', 'visit', 'dr', 'ltbgtltbgt', 'unit', 'nation', 'secur', 'council', 'fresh', 'rare', 'session', 'kenya', 'speed', 'effort', 'resolv', 'civil', 'war', 'sudan', 'today', 'visit', 'democrat', 'republ', 'congo', 'drc', 'anoth', 'conflictriven', 'countri', 'world', 'bodi', 'seek', 'bring']\n",
      "Final Preprocessed Text: secur council central african peac mission visit dr ltbgtltbgt unit nation secur council fresh rare session kenya speed effort resolv civil war sudan today visit democrat republ congo drc anoth conflictriven countri world bodi seek bring\n",
      "\n",
      "Original Text: Blair: Labor will not buckle Tony Blair has said his Labor party will not cave in despite poor poll ratings, backbench revolts, and protests over hunting and the Iraq war.\n",
      "Lowercased Text: blair: labor will not buckle tony blair has said his labor party will not cave in despite poor poll ratings, backbench revolts, and protests over hunting and the iraq war.\n",
      "Removed URLs: blair: labor will not buckle tony blair has said his labor party will not cave in despite poor poll ratings, backbench revolts, and protests over hunting and the iraq war.\n",
      "Removed HTML Tags: blair: labor will not buckle tony blair has said his labor party will not cave in despite poor poll ratings, backbench revolts, and protests over hunting and the iraq war.\n",
      "Removed Special Characters: blair labor will not buckle tony blair has said his labor party will not cave in despite poor poll ratings backbench revolts and protests over hunting and the iraq war\n",
      "Tokens: ['blair', 'labor', 'will', 'not', 'buckle', 'tony', 'blair', 'has', 'said', 'his', 'labor', 'party', 'will', 'not', 'cave', 'in', 'despite', 'poor', 'poll', 'ratings', 'backbench', 'revolts', 'and', 'protests', 'over', 'hunting', 'and', 'the', 'iraq', 'war']\n",
      "Removed Stopwords: ['blair', 'labor', 'buckle', 'tony', 'blair', 'said', 'labor', 'party', 'cave', 'despite', 'poor', 'poll', 'ratings', 'backbench', 'revolts', 'protests', 'hunting', 'iraq', 'war']\n",
      "Stemmed Tokens: ['blair', 'labor', 'buckl', 'toni', 'blair', 'said', 'labor', 'parti', 'cave', 'despit', 'poor', 'poll', 'rate', 'backbench', 'revolt', 'protest', 'hunt', 'iraq', 'war']\n",
      "Final Preprocessed Text: blair labor buckl toni blair said labor parti cave despit poor poll rate backbench revolt protest hunt iraq war\n",
      "\n",
      "Original Text: Exam board clears Harry London, Oct. 16: Prince Harry was cleared yesterday of cheating in his art A-level by the examination board that set and marked his papers.\n",
      "Lowercased Text: exam board clears harry london, oct. 16: prince harry was cleared yesterday of cheating in his art a-level by the examination board that set and marked his papers.\n",
      "Removed URLs: exam board clears harry london, oct. 16: prince harry was cleared yesterday of cheating in his art a-level by the examination board that set and marked his papers.\n",
      "Removed HTML Tags: exam board clears harry london, oct. 16: prince harry was cleared yesterday of cheating in his art a-level by the examination board that set and marked his papers.\n",
      "Removed Special Characters: exam board clears harry london oct  prince harry was cleared yesterday of cheating in his art alevel by the examination board that set and marked his papers\n",
      "Tokens: ['exam', 'board', 'clears', 'harry', 'london', 'oct', 'prince', 'harry', 'was', 'cleared', 'yesterday', 'of', 'cheating', 'in', 'his', 'art', 'alevel', 'by', 'the', 'examination', 'board', 'that', 'set', 'and', 'marked', 'his', 'papers']\n",
      "Removed Stopwords: ['exam', 'board', 'clears', 'harry', 'london', 'oct', 'prince', 'harry', 'cleared', 'yesterday', 'cheating', 'art', 'alevel', 'examination', 'board', 'set', 'marked', 'papers']\n",
      "Stemmed Tokens: ['exam', 'board', 'clear', 'harri', 'london', 'oct', 'princ', 'harri', 'clear', 'yesterday', 'cheat', 'art', 'alevel', 'examin', 'board', 'set', 'mark', 'paper']\n",
      "Final Preprocessed Text: exam board clear harri london oct princ harri clear yesterday cheat art alevel examin board set mark paper\n",
      "\n",
      "Original Text: Alleged vigilantes show videos of US, UN contacts KABUL, Afghanistan -- Three Americans accused of torturing prisoners at a private jail played videos at their trial yesterday showing a top Afghan official pledging his full support to the alleged vigilantes, then sending his security force on a raid with them.\n",
      "Lowercased Text: alleged vigilantes show videos of us, un contacts kabul, afghanistan -- three americans accused of torturing prisoners at a private jail played videos at their trial yesterday showing a top afghan official pledging his full support to the alleged vigilantes, then sending his security force on a raid with them.\n",
      "Removed URLs: alleged vigilantes show videos of us, un contacts kabul, afghanistan -- three americans accused of torturing prisoners at a private jail played videos at their trial yesterday showing a top afghan official pledging his full support to the alleged vigilantes, then sending his security force on a raid with them.\n",
      "Removed HTML Tags: alleged vigilantes show videos of us, un contacts kabul, afghanistan -- three americans accused of torturing prisoners at a private jail played videos at their trial yesterday showing a top afghan official pledging his full support to the alleged vigilantes, then sending his security force on a raid with them.\n",
      "Removed Special Characters: alleged vigilantes show videos of us un contacts kabul afghanistan  three americans accused of torturing prisoners at a private jail played videos at their trial yesterday showing a top afghan official pledging his full support to the alleged vigilantes then sending his security force on a raid with them\n",
      "Tokens: ['alleged', 'vigilantes', 'show', 'videos', 'of', 'us', 'un', 'contacts', 'kabul', 'afghanistan', 'three', 'americans', 'accused', 'of', 'torturing', 'prisoners', 'at', 'a', 'private', 'jail', 'played', 'videos', 'at', 'their', 'trial', 'yesterday', 'showing', 'a', 'top', 'afghan', 'official', 'pledging', 'his', 'full', 'support', 'to', 'the', 'alleged', 'vigilantes', 'then', 'sending', 'his', 'security', 'force', 'on', 'a', 'raid', 'with', 'them']\n",
      "Removed Stopwords: ['alleged', 'vigilantes', 'show', 'videos', 'us', 'un', 'contacts', 'kabul', 'afghanistan', 'three', 'americans', 'accused', 'torturing', 'prisoners', 'private', 'jail', 'played', 'videos', 'trial', 'yesterday', 'showing', 'top', 'afghan', 'official', 'pledging', 'full', 'support', 'alleged', 'vigilantes', 'sending', 'security', 'force', 'raid']\n",
      "Stemmed Tokens: ['alleg', 'vigilant', 'show', 'video', 'us', 'un', 'contact', 'kabul', 'afghanistan', 'three', 'american', 'accus', 'tortur', 'prison', 'privat', 'jail', 'play', 'video', 'trial', 'yesterday', 'show', 'top', 'afghan', 'offici', 'pledg', 'full', 'support', 'alleg', 'vigilant', 'send', 'secur', 'forc', 'raid']\n",
      "Final Preprocessed Text: alleg vigilant show video us un contact kabul afghanistan three american accus tortur prison privat jail play video trial yesterday show top afghan offici pledg full support alleg vigilant send secur forc raid\n",
      "\n",
      "Original Text: Darfur peace talks hobble along amid bitter disputes over security (AFP) AFP - Delegates at peace talks to end a conflict in Sudan's western Darfur region traded bitter accusations of ceasefire violations as African Union mediators battled to keep the conference on track.\n",
      "Lowercased Text: darfur peace talks hobble along amid bitter disputes over security (afp) afp - delegates at peace talks to end a conflict in sudan's western darfur region traded bitter accusations of ceasefire violations as african union mediators battled to keep the conference on track.\n",
      "Removed URLs: darfur peace talks hobble along amid bitter disputes over security (afp) afp - delegates at peace talks to end a conflict in sudan's western darfur region traded bitter accusations of ceasefire violations as african union mediators battled to keep the conference on track.\n",
      "Removed HTML Tags: darfur peace talks hobble along amid bitter disputes over security (afp) afp - delegates at peace talks to end a conflict in sudan's western darfur region traded bitter accusations of ceasefire violations as african union mediators battled to keep the conference on track.\n",
      "Removed Special Characters: darfur peace talks hobble along amid bitter disputes over security afp afp  delegates at peace talks to end a conflict in sudans western darfur region traded bitter accusations of ceasefire violations as african union mediators battled to keep the conference on track\n",
      "Tokens: ['darfur', 'peace', 'talks', 'hobble', 'along', 'amid', 'bitter', 'disputes', 'over', 'security', 'afp', 'afp', 'delegates', 'at', 'peace', 'talks', 'to', 'end', 'a', 'conflict', 'in', 'sudans', 'western', 'darfur', 'region', 'traded', 'bitter', 'accusations', 'of', 'ceasefire', 'violations', 'as', 'african', 'union', 'mediators', 'battled', 'to', 'keep', 'the', 'conference', 'on', 'track']\n",
      "Removed Stopwords: ['darfur', 'peace', 'talks', 'hobble', 'along', 'amid', 'bitter', 'disputes', 'security', 'afp', 'afp', 'delegates', 'peace', 'talks', 'end', 'conflict', 'sudans', 'western', 'darfur', 'region', 'traded', 'bitter', 'accusations', 'ceasefire', 'violations', 'african', 'union', 'mediators', 'battled', 'keep', 'conference', 'track']\n",
      "Stemmed Tokens: ['darfur', 'peac', 'talk', 'hobbl', 'along', 'amid', 'bitter', 'disput', 'secur', 'afp', 'afp', 'deleg', 'peac', 'talk', 'end', 'conflict', 'sudan', 'western', 'darfur', 'region', 'trade', 'bitter', 'accus', 'ceasefir', 'violat', 'african', 'union', 'mediat', 'battl', 'keep', 'confer', 'track']\n",
      "Final Preprocessed Text: darfur peac talk hobbl along amid bitter disput secur afp afp deleg peac talk end conflict sudan western darfur region trade bitter accus ceasefir violat african union mediat battl keep confer track\n",
      "\n",
      "Original Text: Iraq Insurgents Kill Top Police, Hit U.S. Convoy (Reuters) Reuters - Gunmen killed three high-ranking\\Iraqi police officers in two separate attacks on Saturday,\\among a daily round of bombings and ambushes targeting U.S.\\forces and their Iraqi allies.\n",
      "Lowercased Text: iraq insurgents kill top police, hit u.s. convoy (reuters) reuters - gunmen killed three high-ranking\\iraqi police officers in two separate attacks on saturday,\\among a daily round of bombings and ambushes targeting u.s.\\forces and their iraqi allies.\n",
      "Removed URLs: iraq insurgents kill top police, hit u.s. convoy (reuters) reuters - gunmen killed three high-ranking\\iraqi police officers in two separate attacks on saturday,\\among a daily round of bombings and ambushes targeting u.s.\\forces and their iraqi allies.\n",
      "Removed HTML Tags: iraq insurgents kill top police, hit u.s. convoy (reuters) reuters - gunmen killed three high-ranking\\iraqi police officers in two separate attacks on saturday,\\among a daily round of bombings and ambushes targeting u.s.\\forces and their iraqi allies.\n",
      "Removed Special Characters: iraq insurgents kill top police hit us convoy reuters reuters  gunmen killed three highrankingiraqi police officers in two separate attacks on saturdayamong a daily round of bombings and ambushes targeting usforces and their iraqi allies\n",
      "Tokens: ['iraq', 'insurgents', 'kill', 'top', 'police', 'hit', 'us', 'convoy', 'reuters', 'reuters', 'gunmen', 'killed', 'three', 'highrankingiraqi', 'police', 'officers', 'in', 'two', 'separate', 'attacks', 'on', 'saturdayamong', 'a', 'daily', 'round', 'of', 'bombings', 'and', 'ambushes', 'targeting', 'usforces', 'and', 'their', 'iraqi', 'allies']\n",
      "Removed Stopwords: ['iraq', 'insurgents', 'kill', 'top', 'police', 'hit', 'us', 'convoy', 'reuters', 'reuters', 'gunmen', 'killed', 'three', 'highrankingiraqi', 'police', 'officers', 'two', 'separate', 'attacks', 'saturdayamong', 'daily', 'round', 'bombings', 'ambushes', 'targeting', 'usforces', 'iraqi', 'allies']\n",
      "Stemmed Tokens: ['iraq', 'insurg', 'kill', 'top', 'polic', 'hit', 'us', 'convoy', 'reuter', 'reuter', 'gunmen', 'kill', 'three', 'highrankingiraqi', 'polic', 'offic', 'two', 'separ', 'attack', 'saturdayamong', 'daili', 'round', 'bomb', 'ambush', 'target', 'usforc', 'iraqi', 'alli']\n",
      "Final Preprocessed Text: iraq insurg kill top polic hit us convoy reuter reuter gunmen kill three highrankingiraqi polic offic two separ attack saturdayamong daili round bomb ambush target usforc iraqi alli\n",
      "\n",
      "Original Text: Norway Fails to Break Deadlock to Revive Sri Lanka Peace Talks Norway, which brokered a cease-fire between the Sri Lanka government and the rebel Liberation Tigers of Tamil Eelam, failed to break the deadlock to revive peace talks key to the South Asian island #39;s economic growth.\n",
      "Lowercased Text: norway fails to break deadlock to revive sri lanka peace talks norway, which brokered a cease-fire between the sri lanka government and the rebel liberation tigers of tamil eelam, failed to break the deadlock to revive peace talks key to the south asian island #39;s economic growth.\n",
      "Removed URLs: norway fails to break deadlock to revive sri lanka peace talks norway, which brokered a cease-fire between the sri lanka government and the rebel liberation tigers of tamil eelam, failed to break the deadlock to revive peace talks key to the south asian island #39;s economic growth.\n",
      "Removed HTML Tags: norway fails to break deadlock to revive sri lanka peace talks norway, which brokered a cease-fire between the sri lanka government and the rebel liberation tigers of tamil eelam, failed to break the deadlock to revive peace talks key to the south asian island #39;s economic growth.\n",
      "Removed Special Characters: norway fails to break deadlock to revive sri lanka peace talks norway which brokered a ceasefire between the sri lanka government and the rebel liberation tigers of tamil eelam failed to break the deadlock to revive peace talks key to the south asian island s economic growth\n",
      "Tokens: ['norway', 'fails', 'to', 'break', 'deadlock', 'to', 'revive', 'sri', 'lanka', 'peace', 'talks', 'norway', 'which', 'brokered', 'a', 'ceasefire', 'between', 'the', 'sri', 'lanka', 'government', 'and', 'the', 'rebel', 'liberation', 'tigers', 'of', 'tamil', 'eelam', 'failed', 'to', 'break', 'the', 'deadlock', 'to', 'revive', 'peace', 'talks', 'key', 'to', 'the', 'south', 'asian', 'island', 's', 'economic', 'growth']\n",
      "Removed Stopwords: ['norway', 'fails', 'break', 'deadlock', 'revive', 'sri', 'lanka', 'peace', 'talks', 'norway', 'brokered', 'ceasefire', 'sri', 'lanka', 'government', 'rebel', 'liberation', 'tigers', 'tamil', 'eelam', 'failed', 'break', 'deadlock', 'revive', 'peace', 'talks', 'key', 'south', 'asian', 'island', 'economic', 'growth']\n",
      "Stemmed Tokens: ['norway', 'fail', 'break', 'deadlock', 'reviv', 'sri', 'lanka', 'peac', 'talk', 'norway', 'broker', 'ceasefir', 'sri', 'lanka', 'govern', 'rebel', 'liber', 'tiger', 'tamil', 'eelam', 'fail', 'break', 'deadlock', 'reviv', 'peac', 'talk', 'key', 'south', 'asian', 'island', 'econom', 'growth']\n",
      "Final Preprocessed Text: norway fail break deadlock reviv sri lanka peac talk norway broker ceasefir sri lanka govern rebel liber tiger tamil eelam fail break deadlock reviv peac talk key south asian island econom growth\n",
      "\n",
      "Original Text: Tibetans Say Dalai Lama May Not Return in This Life (Reuters) Reuters - It is 45 years since Tibet's\\god-king, the Dalai Lama, fled his homeland on horseback as\\Chinese shells rained down on his capital. Many Tibetans do not\\expect to see him again, or not in his current incarnation.\n",
      "Lowercased Text: tibetans say dalai lama may not return in this life (reuters) reuters - it is 45 years since tibet's\\god-king, the dalai lama, fled his homeland on horseback as\\chinese shells rained down on his capital. many tibetans do not\\expect to see him again, or not in his current incarnation.\n",
      "Removed URLs: tibetans say dalai lama may not return in this life (reuters) reuters - it is 45 years since tibet's\\god-king, the dalai lama, fled his homeland on horseback as\\chinese shells rained down on his capital. many tibetans do not\\expect to see him again, or not in his current incarnation.\n",
      "Removed HTML Tags: tibetans say dalai lama may not return in this life (reuters) reuters - it is 45 years since tibet's\\god-king, the dalai lama, fled his homeland on horseback as\\chinese shells rained down on his capital. many tibetans do not\\expect to see him again, or not in his current incarnation.\n",
      "Removed Special Characters: tibetans say dalai lama may not return in this life reuters reuters  it is  years since tibetsgodking the dalai lama fled his homeland on horseback aschinese shells rained down on his capital many tibetans do notexpect to see him again or not in his current incarnation\n",
      "Tokens: ['tibetans', 'say', 'dalai', 'lama', 'may', 'not', 'return', 'in', 'this', 'life', 'reuters', 'reuters', 'it', 'is', 'years', 'since', 'tibetsgodking', 'the', 'dalai', 'lama', 'fled', 'his', 'homeland', 'on', 'horseback', 'aschinese', 'shells', 'rained', 'down', 'on', 'his', 'capital', 'many', 'tibetans', 'do', 'notexpect', 'to', 'see', 'him', 'again', 'or', 'not', 'in', 'his', 'current', 'incarnation']\n",
      "Removed Stopwords: ['tibetans', 'say', 'dalai', 'lama', 'may', 'return', 'life', 'reuters', 'reuters', 'years', 'since', 'tibetsgodking', 'dalai', 'lama', 'fled', 'homeland', 'horseback', 'aschinese', 'shells', 'rained', 'capital', 'many', 'tibetans', 'notexpect', 'see', 'current', 'incarnation']\n",
      "Stemmed Tokens: ['tibetan', 'say', 'dalai', 'lama', 'may', 'return', 'life', 'reuter', 'reuter', 'year', 'sinc', 'tibetsgodk', 'dalai', 'lama', 'fled', 'homeland', 'horseback', 'aschines', 'shell', 'rain', 'capit', 'mani', 'tibetan', 'notexpect', 'see', 'current', 'incarn']\n",
      "Final Preprocessed Text: tibetan say dalai lama may return life reuter reuter year sinc tibetsgodk dalai lama fled homeland horseback aschines shell rain capit mani tibetan notexpect see current incarn\n",
      "\n",
      "Original Text: More PE Time May Fight Child Obesity Just an extra hour of exercise a week could significantly cut obesity among young overweight girls, according to a study that researchers say could lead to major changes in the way schools fight obesity.    The study - the largest look yet at obesity among young children - did not show the same results for boys, possibly because they generally get more exercise than girls...\n",
      "Lowercased Text: more pe time may fight child obesity just an extra hour of exercise a week could significantly cut obesity among young overweight girls, according to a study that researchers say could lead to major changes in the way schools fight obesity.    the study - the largest look yet at obesity among young children - did not show the same results for boys, possibly because they generally get more exercise than girls...\n",
      "Removed URLs: more pe time may fight child obesity just an extra hour of exercise a week could significantly cut obesity among young overweight girls, according to a study that researchers say could lead to major changes in the way schools fight obesity.    the study - the largest look yet at obesity among young children - did not show the same results for boys, possibly because they generally get more exercise than girls...\n",
      "Removed HTML Tags: more pe time may fight child obesity just an extra hour of exercise a week could significantly cut obesity among young overweight girls, according to a study that researchers say could lead to major changes in the way schools fight obesity.    the study - the largest look yet at obesity among young children - did not show the same results for boys, possibly because they generally get more exercise than girls...\n",
      "Removed Special Characters: more pe time may fight child obesity just an extra hour of exercise a week could significantly cut obesity among young overweight girls according to a study that researchers say could lead to major changes in the way schools fight obesity    the study  the largest look yet at obesity among young children  did not show the same results for boys possibly because they generally get more exercise than girls\n",
      "Tokens: ['more', 'pe', 'time', 'may', 'fight', 'child', 'obesity', 'just', 'an', 'extra', 'hour', 'of', 'exercise', 'a', 'week', 'could', 'significantly', 'cut', 'obesity', 'among', 'young', 'overweight', 'girls', 'according', 'to', 'a', 'study', 'that', 'researchers', 'say', 'could', 'lead', 'to', 'major', 'changes', 'in', 'the', 'way', 'schools', 'fight', 'obesity', 'the', 'study', 'the', 'largest', 'look', 'yet', 'at', 'obesity', 'among', 'young', 'children', 'did', 'not', 'show', 'the', 'same', 'results', 'for', 'boys', 'possibly', 'because', 'they', 'generally', 'get', 'more', 'exercise', 'than', 'girls']\n",
      "Removed Stopwords: ['pe', 'time', 'may', 'fight', 'child', 'obesity', 'extra', 'hour', 'exercise', 'week', 'could', 'significantly', 'cut', 'obesity', 'among', 'young', 'overweight', 'girls', 'according', 'study', 'researchers', 'say', 'could', 'lead', 'major', 'changes', 'way', 'schools', 'fight', 'obesity', 'study', 'largest', 'look', 'yet', 'obesity', 'among', 'young', 'children', 'show', 'results', 'boys', 'possibly', 'generally', 'get', 'exercise', 'girls']\n",
      "Stemmed Tokens: ['pe', 'time', 'may', 'fight', 'child', 'obes', 'extra', 'hour', 'exercis', 'week', 'could', 'significantli', 'cut', 'obes', 'among', 'young', 'overweight', 'girl', 'accord', 'studi', 'research', 'say', 'could', 'lead', 'major', 'chang', 'way', 'school', 'fight', 'obes', 'studi', 'largest', 'look', 'yet', 'obes', 'among', 'young', 'children', 'show', 'result', 'boy', 'possibl', 'gener', 'get', 'exercis', 'girl']\n",
      "Final Preprocessed Text: pe time may fight child obes extra hour exercis week could significantli cut obes among young overweight girl accord studi research say could lead major chang way school fight obes studi largest look yet obes among young children show result boy possibl gener get exercis girl\n",
      "\n",
      "Original Text: Nephew Suggests Arafat's Death Unnatural (AP) AP - Yasser Arafat's nephew said Saturday his uncle may have died an \"unnatural\" death, a statement certain to renew speculation among Palestinians and in the rest of the Arab world where many already believe the late leader was poisoned despite Israel's repeated and vehement denials.\n",
      "Lowercased Text: nephew suggests arafat's death unnatural (ap) ap - yasser arafat's nephew said saturday his uncle may have died an \"unnatural\" death, a statement certain to renew speculation among palestinians and in the rest of the arab world where many already believe the late leader was poisoned despite israel's repeated and vehement denials.\n",
      "Removed URLs: nephew suggests arafat's death unnatural (ap) ap - yasser arafat's nephew said saturday his uncle may have died an \"unnatural\" death, a statement certain to renew speculation among palestinians and in the rest of the arab world where many already believe the late leader was poisoned despite israel's repeated and vehement denials.\n",
      "Removed HTML Tags: nephew suggests arafat's death unnatural (ap) ap - yasser arafat's nephew said saturday his uncle may have died an \"unnatural\" death, a statement certain to renew speculation among palestinians and in the rest of the arab world where many already believe the late leader was poisoned despite israel's repeated and vehement denials.\n",
      "Removed Special Characters: nephew suggests arafats death unnatural ap ap  yasser arafats nephew said saturday his uncle may have died an unnatural death a statement certain to renew speculation among palestinians and in the rest of the arab world where many already believe the late leader was poisoned despite israels repeated and vehement denials\n",
      "Tokens: ['nephew', 'suggests', 'arafats', 'death', 'unnatural', 'ap', 'ap', 'yasser', 'arafats', 'nephew', 'said', 'saturday', 'his', 'uncle', 'may', 'have', 'died', 'an', 'unnatural', 'death', 'a', 'statement', 'certain', 'to', 'renew', 'speculation', 'among', 'palestinians', 'and', 'in', 'the', 'rest', 'of', 'the', 'arab', 'world', 'where', 'many', 'already', 'believe', 'the', 'late', 'leader', 'was', 'poisoned', 'despite', 'israels', 'repeated', 'and', 'vehement', 'denials']\n",
      "Removed Stopwords: ['nephew', 'suggests', 'arafats', 'death', 'unnatural', 'ap', 'ap', 'yasser', 'arafats', 'nephew', 'said', 'saturday', 'uncle', 'may', 'died', 'unnatural', 'death', 'statement', 'certain', 'renew', 'speculation', 'among', 'palestinians', 'rest', 'arab', 'world', 'many', 'already', 'believe', 'late', 'leader', 'poisoned', 'despite', 'israels', 'repeated', 'vehement', 'denials']\n",
      "Stemmed Tokens: ['nephew', 'suggest', 'arafat', 'death', 'unnatur', 'ap', 'ap', 'yasser', 'arafat', 'nephew', 'said', 'saturday', 'uncl', 'may', 'die', 'unnatur', 'death', 'statement', 'certain', 'renew', 'specul', 'among', 'palestinian', 'rest', 'arab', 'world', 'mani', 'alreadi', 'believ', 'late', 'leader', 'poison', 'despit', 'israel', 'repeat', 'vehement', 'denial']\n",
      "Final Preprocessed Text: nephew suggest arafat death unnatur ap ap yasser arafat nephew said saturday uncl may die unnatur death statement certain renew specul among palestinian rest arab world mani alreadi believ late leader poison despit israel repeat vehement denial\n",
      "\n",
      "Original Text: Guantanamo terror hearing halted A US federal court halts proceedings at Guantanamo Bay against a former driver for Osama Bin Laden.\n",
      "Lowercased Text: guantanamo terror hearing halted a us federal court halts proceedings at guantanamo bay against a former driver for osama bin laden.\n",
      "Removed URLs: guantanamo terror hearing halted a us federal court halts proceedings at guantanamo bay against a former driver for osama bin laden.\n",
      "Removed HTML Tags: guantanamo terror hearing halted a us federal court halts proceedings at guantanamo bay against a former driver for osama bin laden.\n",
      "Removed Special Characters: guantanamo terror hearing halted a us federal court halts proceedings at guantanamo bay against a former driver for osama bin laden\n",
      "Tokens: ['guantanamo', 'terror', 'hearing', 'halted', 'a', 'us', 'federal', 'court', 'halts', 'proceedings', 'at', 'guantanamo', 'bay', 'against', 'a', 'former', 'driver', 'for', 'osama', 'bin', 'laden']\n",
      "Removed Stopwords: ['guantanamo', 'terror', 'hearing', 'halted', 'us', 'federal', 'court', 'halts', 'proceedings', 'guantanamo', 'bay', 'former', 'driver', 'osama', 'bin', 'laden']\n",
      "Stemmed Tokens: ['guantanamo', 'terror', 'hear', 'halt', 'us', 'feder', 'court', 'halt', 'proceed', 'guantanamo', 'bay', 'former', 'driver', 'osama', 'bin', 'laden']\n",
      "Final Preprocessed Text: guantanamo terror hear halt us feder court halt proceed guantanamo bay former driver osama bin laden\n",
      "\n",
      "Original Text: Hostage murder to hurt Koizumi JAPAN #39;S troop deployment in Iraq beyond December is at risk as Prime Minister Junichiro Koizumi braces for a wave of public anger over the nightmare ending to the country #39;s second Baghdad hostage crisis.\n",
      "Lowercased Text: hostage murder to hurt koizumi japan #39;s troop deployment in iraq beyond december is at risk as prime minister junichiro koizumi braces for a wave of public anger over the nightmare ending to the country #39;s second baghdad hostage crisis.\n",
      "Removed URLs: hostage murder to hurt koizumi japan #39;s troop deployment in iraq beyond december is at risk as prime minister junichiro koizumi braces for a wave of public anger over the nightmare ending to the country #39;s second baghdad hostage crisis.\n",
      "Removed HTML Tags: hostage murder to hurt koizumi japan #39;s troop deployment in iraq beyond december is at risk as prime minister junichiro koizumi braces for a wave of public anger over the nightmare ending to the country #39;s second baghdad hostage crisis.\n",
      "Removed Special Characters: hostage murder to hurt koizumi japan s troop deployment in iraq beyond december is at risk as prime minister junichiro koizumi braces for a wave of public anger over the nightmare ending to the country s second baghdad hostage crisis\n",
      "Tokens: ['hostage', 'murder', 'to', 'hurt', 'koizumi', 'japan', 's', 'troop', 'deployment', 'in', 'iraq', 'beyond', 'december', 'is', 'at', 'risk', 'as', 'prime', 'minister', 'junichiro', 'koizumi', 'braces', 'for', 'a', 'wave', 'of', 'public', 'anger', 'over', 'the', 'nightmare', 'ending', 'to', 'the', 'country', 's', 'second', 'baghdad', 'hostage', 'crisis']\n",
      "Removed Stopwords: ['hostage', 'murder', 'hurt', 'koizumi', 'japan', 'troop', 'deployment', 'iraq', 'beyond', 'december', 'risk', 'prime', 'minister', 'junichiro', 'koizumi', 'braces', 'wave', 'public', 'anger', 'nightmare', 'ending', 'country', 'second', 'baghdad', 'hostage', 'crisis']\n",
      "Stemmed Tokens: ['hostag', 'murder', 'hurt', 'koizumi', 'japan', 'troop', 'deploy', 'iraq', 'beyond', 'decemb', 'risk', 'prime', 'minist', 'junichiro', 'koizumi', 'brace', 'wave', 'public', 'anger', 'nightmar', 'end', 'countri', 'second', 'baghdad', 'hostag', 'crisi']\n",
      "Final Preprocessed Text: hostag murder hurt koizumi japan troop deploy iraq beyond decemb risk prime minist junichiro koizumi brace wave public anger nightmar end countri second baghdad hostag crisi\n",
      "\n",
      "Original Text: Hamas Gunmen Kill Alleged Collaborator in Gaza  GAZA (Reuters) - Hamas gunmen on Saturday killed a young  Palestinian they accused of helping Israel assassinate Hamas  leader Sheikh Ahmed Yassin and other militants, calling it a  warning to others not to collaborate with Israel.\n",
      "Lowercased Text: hamas gunmen kill alleged collaborator in gaza  gaza (reuters) - hamas gunmen on saturday killed a young  palestinian they accused of helping israel assassinate hamas  leader sheikh ahmed yassin and other militants, calling it a  warning to others not to collaborate with israel.\n",
      "Removed URLs: hamas gunmen kill alleged collaborator in gaza  gaza (reuters) - hamas gunmen on saturday killed a young  palestinian they accused of helping israel assassinate hamas  leader sheikh ahmed yassin and other militants, calling it a  warning to others not to collaborate with israel.\n",
      "Removed HTML Tags: hamas gunmen kill alleged collaborator in gaza  gaza (reuters) - hamas gunmen on saturday killed a young  palestinian they accused of helping israel assassinate hamas  leader sheikh ahmed yassin and other militants, calling it a  warning to others not to collaborate with israel.\n",
      "Removed Special Characters: hamas gunmen kill alleged collaborator in gaza  gaza reuters  hamas gunmen on saturday killed a young  palestinian they accused of helping israel assassinate hamas  leader sheikh ahmed yassin and other militants calling it a  warning to others not to collaborate with israel\n",
      "Tokens: ['hamas', 'gunmen', 'kill', 'alleged', 'collaborator', 'in', 'gaza', 'gaza', 'reuters', 'hamas', 'gunmen', 'on', 'saturday', 'killed', 'a', 'young', 'palestinian', 'they', 'accused', 'of', 'helping', 'israel', 'assassinate', 'hamas', 'leader', 'sheikh', 'ahmed', 'yassin', 'and', 'other', 'militants', 'calling', 'it', 'a', 'warning', 'to', 'others', 'not', 'to', 'collaborate', 'with', 'israel']\n",
      "Removed Stopwords: ['hamas', 'gunmen', 'kill', 'alleged', 'collaborator', 'gaza', 'gaza', 'reuters', 'hamas', 'gunmen', 'saturday', 'killed', 'young', 'palestinian', 'accused', 'helping', 'israel', 'assassinate', 'hamas', 'leader', 'sheikh', 'ahmed', 'yassin', 'militants', 'calling', 'warning', 'others', 'collaborate', 'israel']\n",
      "Stemmed Tokens: ['hama', 'gunmen', 'kill', 'alleg', 'collabor', 'gaza', 'gaza', 'reuter', 'hama', 'gunmen', 'saturday', 'kill', 'young', 'palestinian', 'accus', 'help', 'israel', 'assassin', 'hama', 'leader', 'sheikh', 'ahm', 'yassin', 'milit', 'call', 'warn', 'other', 'collabor', 'israel']\n",
      "Final Preprocessed Text: hama gunmen kill alleg collabor gaza gaza reuter hama gunmen saturday kill young palestinian accus help israel assassin hama leader sheikh ahm yassin milit call warn other collabor israel\n",
      "\n",
      "Original Text: 2 children killed in Gaza explosion Two Palestinian children were killed Friday in the explosion of an apparent roadside bomb near Khan Younis in Gaza, reports said. But Palestinian sources said the children, an 8 \n",
      "Lowercased Text: 2 children killed in gaza explosion two palestinian children were killed friday in the explosion of an apparent roadside bomb near khan younis in gaza, reports said. but palestinian sources said the children, an 8 \n",
      "Removed URLs: 2 children killed in gaza explosion two palestinian children were killed friday in the explosion of an apparent roadside bomb near khan younis in gaza, reports said. but palestinian sources said the children, an 8 \n",
      "Removed HTML Tags: 2 children killed in gaza explosion two palestinian children were killed friday in the explosion of an apparent roadside bomb near khan younis in gaza, reports said. but palestinian sources said the children, an 8 \n",
      "Removed Special Characters:  children killed in gaza explosion two palestinian children were killed friday in the explosion of an apparent roadside bomb near khan younis in gaza reports said but palestinian sources said the children an  \n",
      "Tokens: ['children', 'killed', 'in', 'gaza', 'explosion', 'two', 'palestinian', 'children', 'were', 'killed', 'friday', 'in', 'the', 'explosion', 'of', 'an', 'apparent', 'roadside', 'bomb', 'near', 'khan', 'younis', 'in', 'gaza', 'reports', 'said', 'but', 'palestinian', 'sources', 'said', 'the', 'children', 'an']\n",
      "Removed Stopwords: ['children', 'killed', 'gaza', 'explosion', 'two', 'palestinian', 'children', 'killed', 'friday', 'explosion', 'apparent', 'roadside', 'bomb', 'near', 'khan', 'younis', 'gaza', 'reports', 'said', 'palestinian', 'sources', 'said', 'children']\n",
      "Stemmed Tokens: ['children', 'kill', 'gaza', 'explos', 'two', 'palestinian', 'children', 'kill', 'friday', 'explos', 'appar', 'roadsid', 'bomb', 'near', 'khan', 'youni', 'gaza', 'report', 'said', 'palestinian', 'sourc', 'said', 'children']\n",
      "Final Preprocessed Text: children kill gaza explos two palestinian children kill friday explos appar roadsid bomb near khan youni gaza report said palestinian sourc said children\n",
      "\n",
      "Original Text: Bremer Criticizes Lack of Troops in Iraq The U.S. official said Monday that the United States made two major mistakes: not deploying enough troops and then not containing the violence immediately after the ouster of Saddam Hussein.\n",
      "Lowercased Text: bremer criticizes lack of troops in iraq the u.s. official said monday that the united states made two major mistakes: not deploying enough troops and then not containing the violence immediately after the ouster of saddam hussein.\n",
      "Removed URLs: bremer criticizes lack of troops in iraq the u.s. official said monday that the united states made two major mistakes: not deploying enough troops and then not containing the violence immediately after the ouster of saddam hussein.\n",
      "Removed HTML Tags: bremer criticizes lack of troops in iraq the u.s. official said monday that the united states made two major mistakes: not deploying enough troops and then not containing the violence immediately after the ouster of saddam hussein.\n",
      "Removed Special Characters: bremer criticizes lack of troops in iraq the us official said monday that the united states made two major mistakes not deploying enough troops and then not containing the violence immediately after the ouster of saddam hussein\n",
      "Tokens: ['bremer', 'criticizes', 'lack', 'of', 'troops', 'in', 'iraq', 'the', 'us', 'official', 'said', 'monday', 'that', 'the', 'united', 'states', 'made', 'two', 'major', 'mistakes', 'not', 'deploying', 'enough', 'troops', 'and', 'then', 'not', 'containing', 'the', 'violence', 'immediately', 'after', 'the', 'ouster', 'of', 'saddam', 'hussein']\n",
      "Removed Stopwords: ['bremer', 'criticizes', 'lack', 'troops', 'iraq', 'us', 'official', 'said', 'monday', 'united', 'states', 'made', 'two', 'major', 'mistakes', 'deploying', 'enough', 'troops', 'containing', 'violence', 'immediately', 'ouster', 'saddam', 'hussein']\n",
      "Stemmed Tokens: ['bremer', 'critic', 'lack', 'troop', 'iraq', 'us', 'offici', 'said', 'monday', 'unit', 'state', 'made', 'two', 'major', 'mistak', 'deploy', 'enough', 'troop', 'contain', 'violenc', 'immedi', 'ouster', 'saddam', 'hussein']\n",
      "Final Preprocessed Text: bremer critic lack troop iraq us offici said monday unit state made two major mistak deploy enough troop contain violenc immedi ouster saddam hussein\n",
      "\n",
      "Original Text: Ivory Coast military planes attack ex-rebel Bouake ABIDJAN (AFP) - Two Ivory Coast military aircraft carried out a second raid on Bouake, the stronghold of the former rebel New Forces (FN) in the divided west African country, a French military source told AFP.\n",
      "Lowercased Text: ivory coast military planes attack ex-rebel bouake abidjan (afp) - two ivory coast military aircraft carried out a second raid on bouake, the stronghold of the former rebel new forces (fn) in the divided west african country, a french military source told afp.\n",
      "Removed URLs: ivory coast military planes attack ex-rebel bouake abidjan (afp) - two ivory coast military aircraft carried out a second raid on bouake, the stronghold of the former rebel new forces (fn) in the divided west african country, a french military source told afp.\n",
      "Removed HTML Tags: ivory coast military planes attack ex-rebel bouake abidjan (afp) - two ivory coast military aircraft carried out a second raid on bouake, the stronghold of the former rebel new forces (fn) in the divided west african country, a french military source told afp.\n",
      "Removed Special Characters: ivory coast military planes attack exrebel bouake abidjan afp  two ivory coast military aircraft carried out a second raid on bouake the stronghold of the former rebel new forces fn in the divided west african country a french military source told afp\n",
      "Tokens: ['ivory', 'coast', 'military', 'planes', 'attack', 'exrebel', 'bouake', 'abidjan', 'afp', 'two', 'ivory', 'coast', 'military', 'aircraft', 'carried', 'out', 'a', 'second', 'raid', 'on', 'bouake', 'the', 'stronghold', 'of', 'the', 'former', 'rebel', 'new', 'forces', 'fn', 'in', 'the', 'divided', 'west', 'african', 'country', 'a', 'french', 'military', 'source', 'told', 'afp']\n",
      "Removed Stopwords: ['ivory', 'coast', 'military', 'planes', 'attack', 'exrebel', 'bouake', 'abidjan', 'afp', 'two', 'ivory', 'coast', 'military', 'aircraft', 'carried', 'second', 'raid', 'bouake', 'stronghold', 'former', 'rebel', 'new', 'forces', 'fn', 'divided', 'west', 'african', 'country', 'french', 'military', 'source', 'told', 'afp']\n",
      "Stemmed Tokens: ['ivori', 'coast', 'militari', 'plane', 'attack', 'exrebel', 'bouak', 'abidjan', 'afp', 'two', 'ivori', 'coast', 'militari', 'aircraft', 'carri', 'second', 'raid', 'bouak', 'stronghold', 'former', 'rebel', 'new', 'forc', 'fn', 'divid', 'west', 'african', 'countri', 'french', 'militari', 'sourc', 'told', 'afp']\n",
      "Final Preprocessed Text: ivori coast militari plane attack exrebel bouak abidjan afp two ivori coast militari aircraft carri second raid bouak stronghold former rebel new forc fn divid west african countri french militari sourc told afp\n",
      "\n",
      "Original Text: Deliberations Begin in Air India Bomb Trial Nearly two decades after Air India Flight 182 exploded over the Atlantic Ocean killing 329 people, the fate of the two Sikh extremists charged with the bombing is finally in hands of a judge.\n",
      "Lowercased Text: deliberations begin in air india bomb trial nearly two decades after air india flight 182 exploded over the atlantic ocean killing 329 people, the fate of the two sikh extremists charged with the bombing is finally in hands of a judge.\n",
      "Removed URLs: deliberations begin in air india bomb trial nearly two decades after air india flight 182 exploded over the atlantic ocean killing 329 people, the fate of the two sikh extremists charged with the bombing is finally in hands of a judge.\n",
      "Removed HTML Tags: deliberations begin in air india bomb trial nearly two decades after air india flight 182 exploded over the atlantic ocean killing 329 people, the fate of the two sikh extremists charged with the bombing is finally in hands of a judge.\n",
      "Removed Special Characters: deliberations begin in air india bomb trial nearly two decades after air india flight  exploded over the atlantic ocean killing  people the fate of the two sikh extremists charged with the bombing is finally in hands of a judge\n",
      "Tokens: ['deliberations', 'begin', 'in', 'air', 'india', 'bomb', 'trial', 'nearly', 'two', 'decades', 'after', 'air', 'india', 'flight', 'exploded', 'over', 'the', 'atlantic', 'ocean', 'killing', 'people', 'the', 'fate', 'of', 'the', 'two', 'sikh', 'extremists', 'charged', 'with', 'the', 'bombing', 'is', 'finally', 'in', 'hands', 'of', 'a', 'judge']\n",
      "Removed Stopwords: ['deliberations', 'begin', 'air', 'india', 'bomb', 'trial', 'nearly', 'two', 'decades', 'air', 'india', 'flight', 'exploded', 'atlantic', 'ocean', 'killing', 'people', 'fate', 'two', 'sikh', 'extremists', 'charged', 'bombing', 'finally', 'hands', 'judge']\n",
      "Stemmed Tokens: ['deliber', 'begin', 'air', 'india', 'bomb', 'trial', 'nearli', 'two', 'decad', 'air', 'india', 'flight', 'explod', 'atlant', 'ocean', 'kill', 'peopl', 'fate', 'two', 'sikh', 'extremist', 'charg', 'bomb', 'final', 'hand', 'judg']\n",
      "Final Preprocessed Text: deliber begin air india bomb trial nearli two decad air india flight explod atlant ocean kill peopl fate two sikh extremist charg bomb final hand judg\n",
      "\n",
      "Original Text: Russian Government Approves Kyoto, Sends to Parliament (Reuters) Reuters - Russia's government approved the Kyoto\\Protocol on Thursday and sent the climate change pact to the\\State Duma, the lower house of parliament, for ratification.\n",
      "Lowercased Text: russian government approves kyoto, sends to parliament (reuters) reuters - russia's government approved the kyoto\\protocol on thursday and sent the climate change pact to the\\state duma, the lower house of parliament, for ratification.\n",
      "Removed URLs: russian government approves kyoto, sends to parliament (reuters) reuters - russia's government approved the kyoto\\protocol on thursday and sent the climate change pact to the\\state duma, the lower house of parliament, for ratification.\n",
      "Removed HTML Tags: russian government approves kyoto, sends to parliament (reuters) reuters - russia's government approved the kyoto\\protocol on thursday and sent the climate change pact to the\\state duma, the lower house of parliament, for ratification.\n",
      "Removed Special Characters: russian government approves kyoto sends to parliament reuters reuters  russias government approved the kyotoprotocol on thursday and sent the climate change pact to thestate duma the lower house of parliament for ratification\n",
      "Tokens: ['russian', 'government', 'approves', 'kyoto', 'sends', 'to', 'parliament', 'reuters', 'reuters', 'russias', 'government', 'approved', 'the', 'kyotoprotocol', 'on', 'thursday', 'and', 'sent', 'the', 'climate', 'change', 'pact', 'to', 'thestate', 'duma', 'the', 'lower', 'house', 'of', 'parliament', 'for', 'ratification']\n",
      "Removed Stopwords: ['russian', 'government', 'approves', 'kyoto', 'sends', 'parliament', 'reuters', 'reuters', 'russias', 'government', 'approved', 'kyotoprotocol', 'thursday', 'sent', 'climate', 'change', 'pact', 'thestate', 'duma', 'lower', 'house', 'parliament', 'ratification']\n",
      "Stemmed Tokens: ['russian', 'govern', 'approv', 'kyoto', 'send', 'parliament', 'reuter', 'reuter', 'russia', 'govern', 'approv', 'kyotoprotocol', 'thursday', 'sent', 'climat', 'chang', 'pact', 'thestat', 'duma', 'lower', 'hous', 'parliament', 'ratif']\n",
      "Final Preprocessed Text: russian govern approv kyoto send parliament reuter reuter russia govern approv kyotoprotocol thursday sent climat chang pact thestat duma lower hous parliament ratif\n",
      "\n",
      "Original Text: Iran Says It Won't Halt Nuclear Technology Drive (Reuters) Reuters - Iran Sunday rejected European demands it\\abandon sensitive nuclear activities but reiterated its\\readiness to provide assurances that its atomic ambitions are\\entirely peaceful.\n",
      "Lowercased Text: iran says it won't halt nuclear technology drive (reuters) reuters - iran sunday rejected european demands it\\abandon sensitive nuclear activities but reiterated its\\readiness to provide assurances that its atomic ambitions are\\entirely peaceful.\n",
      "Removed URLs: iran says it won't halt nuclear technology drive (reuters) reuters - iran sunday rejected european demands it\\abandon sensitive nuclear activities but reiterated its\\readiness to provide assurances that its atomic ambitions are\\entirely peaceful.\n",
      "Removed HTML Tags: iran says it won't halt nuclear technology drive (reuters) reuters - iran sunday rejected european demands it\\abandon sensitive nuclear activities but reiterated its\\readiness to provide assurances that its atomic ambitions are\\entirely peaceful.\n",
      "Removed Special Characters: iran says it wont halt nuclear technology drive reuters reuters  iran sunday rejected european demands itabandon sensitive nuclear activities but reiterated itsreadiness to provide assurances that its atomic ambitions areentirely peaceful\n",
      "Tokens: ['iran', 'says', 'it', 'wont', 'halt', 'nuclear', 'technology', 'drive', 'reuters', 'reuters', 'iran', 'sunday', 'rejected', 'european', 'demands', 'itabandon', 'sensitive', 'nuclear', 'activities', 'but', 'reiterated', 'itsreadiness', 'to', 'provide', 'assurances', 'that', 'its', 'atomic', 'ambitions', 'areentirely', 'peaceful']\n",
      "Removed Stopwords: ['iran', 'says', 'wont', 'halt', 'nuclear', 'technology', 'drive', 'reuters', 'reuters', 'iran', 'sunday', 'rejected', 'european', 'demands', 'itabandon', 'sensitive', 'nuclear', 'activities', 'reiterated', 'itsreadiness', 'provide', 'assurances', 'atomic', 'ambitions', 'areentirely', 'peaceful']\n",
      "Stemmed Tokens: ['iran', 'say', 'wont', 'halt', 'nuclear', 'technolog', 'drive', 'reuter', 'reuter', 'iran', 'sunday', 'reject', 'european', 'demand', 'itabandon', 'sensit', 'nuclear', 'activ', 'reiter', 'itsreadi', 'provid', 'assur', 'atom', 'ambit', 'areentir', 'peac']\n",
      "Final Preprocessed Text: iran say wont halt nuclear technolog drive reuter reuter iran sunday reject european demand itabandon sensit nuclear activ reiter itsreadi provid assur atom ambit areentir peac\n",
      "\n",
      "Original Text: Musharraf Ally Sworn in As Pakistan PM Pakistan #39;s economic czar Shaukat Aziz was sworn in as prime minister Saturday and said his government #39;s greatest challenge would be combatting terrorism and maintaining law and order.\n",
      "Lowercased Text: musharraf ally sworn in as pakistan pm pakistan #39;s economic czar shaukat aziz was sworn in as prime minister saturday and said his government #39;s greatest challenge would be combatting terrorism and maintaining law and order.\n",
      "Removed URLs: musharraf ally sworn in as pakistan pm pakistan #39;s economic czar shaukat aziz was sworn in as prime minister saturday and said his government #39;s greatest challenge would be combatting terrorism and maintaining law and order.\n",
      "Removed HTML Tags: musharraf ally sworn in as pakistan pm pakistan #39;s economic czar shaukat aziz was sworn in as prime minister saturday and said his government #39;s greatest challenge would be combatting terrorism and maintaining law and order.\n",
      "Removed Special Characters: musharraf ally sworn in as pakistan pm pakistan s economic czar shaukat aziz was sworn in as prime minister saturday and said his government s greatest challenge would be combatting terrorism and maintaining law and order\n",
      "Tokens: ['musharraf', 'ally', 'sworn', 'in', 'as', 'pakistan', 'pm', 'pakistan', 's', 'economic', 'czar', 'shaukat', 'aziz', 'was', 'sworn', 'in', 'as', 'prime', 'minister', 'saturday', 'and', 'said', 'his', 'government', 's', 'greatest', 'challenge', 'would', 'be', 'combatting', 'terrorism', 'and', 'maintaining', 'law', 'and', 'order']\n",
      "Removed Stopwords: ['musharraf', 'ally', 'sworn', 'pakistan', 'pm', 'pakistan', 'economic', 'czar', 'shaukat', 'aziz', 'sworn', 'prime', 'minister', 'saturday', 'said', 'government', 'greatest', 'challenge', 'would', 'combatting', 'terrorism', 'maintaining', 'law', 'order']\n",
      "Stemmed Tokens: ['musharraf', 'alli', 'sworn', 'pakistan', 'pm', 'pakistan', 'econom', 'czar', 'shaukat', 'aziz', 'sworn', 'prime', 'minist', 'saturday', 'said', 'govern', 'greatest', 'challeng', 'would', 'combat', 'terror', 'maintain', 'law', 'order']\n",
      "Final Preprocessed Text: musharraf alli sworn pakistan pm pakistan econom czar shaukat aziz sworn prime minist saturday said govern greatest challeng would combat terror maintain law order\n",
      "\n",
      "Original Text: Nigeria Strike Expected to End Thursday Nigerian labor leaders say they will end a four-day old general strike called to protest rising fuel prices in Africa #39;s largest oil-producing nation.\n",
      "Lowercased Text: nigeria strike expected to end thursday nigerian labor leaders say they will end a four-day old general strike called to protest rising fuel prices in africa #39;s largest oil-producing nation.\n",
      "Removed URLs: nigeria strike expected to end thursday nigerian labor leaders say they will end a four-day old general strike called to protest rising fuel prices in africa #39;s largest oil-producing nation.\n",
      "Removed HTML Tags: nigeria strike expected to end thursday nigerian labor leaders say they will end a four-day old general strike called to protest rising fuel prices in africa #39;s largest oil-producing nation.\n",
      "Removed Special Characters: nigeria strike expected to end thursday nigerian labor leaders say they will end a fourday old general strike called to protest rising fuel prices in africa s largest oilproducing nation\n",
      "Tokens: ['nigeria', 'strike', 'expected', 'to', 'end', 'thursday', 'nigerian', 'labor', 'leaders', 'say', 'they', 'will', 'end', 'a', 'fourday', 'old', 'general', 'strike', 'called', 'to', 'protest', 'rising', 'fuel', 'prices', 'in', 'africa', 's', 'largest', 'oilproducing', 'nation']\n",
      "Removed Stopwords: ['nigeria', 'strike', 'expected', 'end', 'thursday', 'nigerian', 'labor', 'leaders', 'say', 'end', 'fourday', 'old', 'general', 'strike', 'called', 'protest', 'rising', 'fuel', 'prices', 'africa', 'largest', 'oilproducing', 'nation']\n",
      "Stemmed Tokens: ['nigeria', 'strike', 'expect', 'end', 'thursday', 'nigerian', 'labor', 'leader', 'say', 'end', 'fourday', 'old', 'gener', 'strike', 'call', 'protest', 'rise', 'fuel', 'price', 'africa', 'largest', 'oilproduc', 'nation']\n",
      "Final Preprocessed Text: nigeria strike expect end thursday nigerian labor leader say end fourday old gener strike call protest rise fuel price africa largest oilproduc nation\n",
      "\n",
      "Original Text: EU urged to  #39;get back to work #39; after three-week limbo Incoming European Commission chief Jose Manuel Barroso on Wednesday urged the EU to  quot;get back to work quot;, ahead of a vote expected to end an unprecedented limbo and let him take office three weeks late.\n",
      "Lowercased Text: eu urged to  #39;get back to work #39; after three-week limbo incoming european commission chief jose manuel barroso on wednesday urged the eu to  quot;get back to work quot;, ahead of a vote expected to end an unprecedented limbo and let him take office three weeks late.\n",
      "Removed URLs: eu urged to  #39;get back to work #39; after three-week limbo incoming european commission chief jose manuel barroso on wednesday urged the eu to  quot;get back to work quot;, ahead of a vote expected to end an unprecedented limbo and let him take office three weeks late.\n",
      "Removed HTML Tags: eu urged to  #39;get back to work #39; after three-week limbo incoming european commission chief jose manuel barroso on wednesday urged the eu to  quot;get back to work quot;, ahead of a vote expected to end an unprecedented limbo and let him take office three weeks late.\n",
      "Removed Special Characters: eu urged to  get back to work  after threeweek limbo incoming european commission chief jose manuel barroso on wednesday urged the eu to  quotget back to work quot ahead of a vote expected to end an unprecedented limbo and let him take office three weeks late\n",
      "Tokens: ['eu', 'urged', 'to', 'get', 'back', 'to', 'work', 'after', 'threeweek', 'limbo', 'incoming', 'european', 'commission', 'chief', 'jose', 'manuel', 'barroso', 'on', 'wednesday', 'urged', 'the', 'eu', 'to', 'quotget', 'back', 'to', 'work', 'quot', 'ahead', 'of', 'a', 'vote', 'expected', 'to', 'end', 'an', 'unprecedented', 'limbo', 'and', 'let', 'him', 'take', 'office', 'three', 'weeks', 'late']\n",
      "Removed Stopwords: ['eu', 'urged', 'get', 'back', 'work', 'threeweek', 'limbo', 'incoming', 'european', 'commission', 'chief', 'jose', 'manuel', 'barroso', 'wednesday', 'urged', 'eu', 'quotget', 'back', 'work', 'quot', 'ahead', 'vote', 'expected', 'end', 'unprecedented', 'limbo', 'let', 'take', 'office', 'three', 'weeks', 'late']\n",
      "Stemmed Tokens: ['eu', 'urg', 'get', 'back', 'work', 'threeweek', 'limbo', 'incom', 'european', 'commiss', 'chief', 'jose', 'manuel', 'barroso', 'wednesday', 'urg', 'eu', 'quotget', 'back', 'work', 'quot', 'ahead', 'vote', 'expect', 'end', 'unpreced', 'limbo', 'let', 'take', 'offic', 'three', 'week', 'late']\n",
      "Final Preprocessed Text: eu urg get back work threeweek limbo incom european commiss chief jose manuel barroso wednesday urg eu quotget back work quot ahead vote expect end unpreced limbo let take offic three week late\n",
      "\n",
      "Original Text: Iraqi Forces Move Close to Najaf Shrine - Witness  NAJAF, Iraq (Reuters) - Iraqi security forces advanced to  within 400 meters (yards) of Najaf's Imam Ali shrine on  Tuesday, a Reuters witness said.\n",
      "Lowercased Text: iraqi forces move close to najaf shrine - witness  najaf, iraq (reuters) - iraqi security forces advanced to  within 400 meters (yards) of najaf's imam ali shrine on  tuesday, a reuters witness said.\n",
      "Removed URLs: iraqi forces move close to najaf shrine - witness  najaf, iraq (reuters) - iraqi security forces advanced to  within 400 meters (yards) of najaf's imam ali shrine on  tuesday, a reuters witness said.\n",
      "Removed HTML Tags: iraqi forces move close to najaf shrine - witness  najaf, iraq (reuters) - iraqi security forces advanced to  within 400 meters (yards) of najaf's imam ali shrine on  tuesday, a reuters witness said.\n",
      "Removed Special Characters: iraqi forces move close to najaf shrine  witness  najaf iraq reuters  iraqi security forces advanced to  within  meters yards of najafs imam ali shrine on  tuesday a reuters witness said\n",
      "Tokens: ['iraqi', 'forces', 'move', 'close', 'to', 'najaf', 'shrine', 'witness', 'najaf', 'iraq', 'reuters', 'iraqi', 'security', 'forces', 'advanced', 'to', 'within', 'meters', 'yards', 'of', 'najafs', 'imam', 'ali', 'shrine', 'on', 'tuesday', 'a', 'reuters', 'witness', 'said']\n",
      "Removed Stopwords: ['iraqi', 'forces', 'move', 'close', 'najaf', 'shrine', 'witness', 'najaf', 'iraq', 'reuters', 'iraqi', 'security', 'forces', 'advanced', 'within', 'meters', 'yards', 'najafs', 'imam', 'ali', 'shrine', 'tuesday', 'reuters', 'witness', 'said']\n",
      "Stemmed Tokens: ['iraqi', 'forc', 'move', 'close', 'najaf', 'shrine', 'wit', 'najaf', 'iraq', 'reuter', 'iraqi', 'secur', 'forc', 'advanc', 'within', 'meter', 'yard', 'najaf', 'imam', 'ali', 'shrine', 'tuesday', 'reuter', 'wit', 'said']\n",
      "Final Preprocessed Text: iraqi forc move close najaf shrine wit najaf iraq reuter iraqi secur forc advanc within meter yard najaf imam ali shrine tuesday reuter wit said\n",
      "\n",
      "Original Text: High Court Cases Show 2 Sides of Conservatism (Los Angeles Times) Los Angeles Times - WASHINGTON  #8212; The U.S. Supreme Court can ignore the usual liberal-versus-conservative divide in the next two weeks when it takes up California-centric cases on medical marijuana and the direct shipping of wine to consumers. Instead, the justices will be forced to decide between competing versions of conservatism.\n",
      "Lowercased Text: high court cases show 2 sides of conservatism (los angeles times) los angeles times - washington  #8212; the u.s. supreme court can ignore the usual liberal-versus-conservative divide in the next two weeks when it takes up california-centric cases on medical marijuana and the direct shipping of wine to consumers. instead, the justices will be forced to decide between competing versions of conservatism.\n",
      "Removed URLs: high court cases show 2 sides of conservatism (los angeles times) los angeles times - washington  #8212; the u.s. supreme court can ignore the usual liberal-versus-conservative divide in the next two weeks when it takes up california-centric cases on medical marijuana and the direct shipping of wine to consumers. instead, the justices will be forced to decide between competing versions of conservatism.\n",
      "Removed HTML Tags: high court cases show 2 sides of conservatism (los angeles times) los angeles times - washington  #8212; the u.s. supreme court can ignore the usual liberal-versus-conservative divide in the next two weeks when it takes up california-centric cases on medical marijuana and the direct shipping of wine to consumers. instead, the justices will be forced to decide between competing versions of conservatism.\n",
      "Removed Special Characters: high court cases show  sides of conservatism los angeles times los angeles times  washington   the us supreme court can ignore the usual liberalversusconservative divide in the next two weeks when it takes up californiacentric cases on medical marijuana and the direct shipping of wine to consumers instead the justices will be forced to decide between competing versions of conservatism\n",
      "Tokens: ['high', 'court', 'cases', 'show', 'sides', 'of', 'conservatism', 'los', 'angeles', 'times', 'los', 'angeles', 'times', 'washington', 'the', 'us', 'supreme', 'court', 'can', 'ignore', 'the', 'usual', 'liberalversusconservative', 'divide', 'in', 'the', 'next', 'two', 'weeks', 'when', 'it', 'takes', 'up', 'californiacentric', 'cases', 'on', 'medical', 'marijuana', 'and', 'the', 'direct', 'shipping', 'of', 'wine', 'to', 'consumers', 'instead', 'the', 'justices', 'will', 'be', 'forced', 'to', 'decide', 'between', 'competing', 'versions', 'of', 'conservatism']\n",
      "Removed Stopwords: ['high', 'court', 'cases', 'show', 'sides', 'conservatism', 'los', 'angeles', 'times', 'los', 'angeles', 'times', 'washington', 'us', 'supreme', 'court', 'ignore', 'usual', 'liberalversusconservative', 'divide', 'next', 'two', 'weeks', 'takes', 'californiacentric', 'cases', 'medical', 'marijuana', 'direct', 'shipping', 'wine', 'consumers', 'instead', 'justices', 'forced', 'decide', 'competing', 'versions', 'conservatism']\n",
      "Stemmed Tokens: ['high', 'court', 'case', 'show', 'side', 'conservat', 'lo', 'angel', 'time', 'lo', 'angel', 'time', 'washington', 'us', 'suprem', 'court', 'ignor', 'usual', 'liberalversusconserv', 'divid', 'next', 'two', 'week', 'take', 'californiacentr', 'case', 'medic', 'marijuana', 'direct', 'ship', 'wine', 'consum', 'instead', 'justic', 'forc', 'decid', 'compet', 'version', 'conservat']\n",
      "Final Preprocessed Text: high court case show side conservat lo angel time lo angel time washington us suprem court ignor usual liberalversusconserv divid next two week take californiacentr case medic marijuana direct ship wine consum instead justic forc decid compet version conservat\n",
      "\n",
      "Original Text: Musharraf elevates ISI chief to top post Consolidating his hold on the military, Pakistan President Pervez Musharraf on Saturday appointed chief of the country #39;s powerful spy agency ISI General Ahsanul Haq as chairman of the joint chiefs of military staff after promoting him to the rank of four \n",
      "Lowercased Text: musharraf elevates isi chief to top post consolidating his hold on the military, pakistan president pervez musharraf on saturday appointed chief of the country #39;s powerful spy agency isi general ahsanul haq as chairman of the joint chiefs of military staff after promoting him to the rank of four \n",
      "Removed URLs: musharraf elevates isi chief to top post consolidating his hold on the military, pakistan president pervez musharraf on saturday appointed chief of the country #39;s powerful spy agency isi general ahsanul haq as chairman of the joint chiefs of military staff after promoting him to the rank of four \n",
      "Removed HTML Tags: musharraf elevates isi chief to top post consolidating his hold on the military, pakistan president pervez musharraf on saturday appointed chief of the country #39;s powerful spy agency isi general ahsanul haq as chairman of the joint chiefs of military staff after promoting him to the rank of four \n",
      "Removed Special Characters: musharraf elevates isi chief to top post consolidating his hold on the military pakistan president pervez musharraf on saturday appointed chief of the country s powerful spy agency isi general ahsanul haq as chairman of the joint chiefs of military staff after promoting him to the rank of four \n",
      "Tokens: ['musharraf', 'elevates', 'isi', 'chief', 'to', 'top', 'post', 'consolidating', 'his', 'hold', 'on', 'the', 'military', 'pakistan', 'president', 'pervez', 'musharraf', 'on', 'saturday', 'appointed', 'chief', 'of', 'the', 'country', 's', 'powerful', 'spy', 'agency', 'isi', 'general', 'ahsanul', 'haq', 'as', 'chairman', 'of', 'the', 'joint', 'chiefs', 'of', 'military', 'staff', 'after', 'promoting', 'him', 'to', 'the', 'rank', 'of', 'four']\n",
      "Removed Stopwords: ['musharraf', 'elevates', 'isi', 'chief', 'top', 'post', 'consolidating', 'hold', 'military', 'pakistan', 'president', 'pervez', 'musharraf', 'saturday', 'appointed', 'chief', 'country', 'powerful', 'spy', 'agency', 'isi', 'general', 'ahsanul', 'haq', 'chairman', 'joint', 'chiefs', 'military', 'staff', 'promoting', 'rank', 'four']\n",
      "Stemmed Tokens: ['musharraf', 'elev', 'isi', 'chief', 'top', 'post', 'consolid', 'hold', 'militari', 'pakistan', 'presid', 'pervez', 'musharraf', 'saturday', 'appoint', 'chief', 'countri', 'power', 'spi', 'agenc', 'isi', 'gener', 'ahsanul', 'haq', 'chairman', 'joint', 'chief', 'militari', 'staff', 'promot', 'rank', 'four']\n",
      "Final Preprocessed Text: musharraf elev isi chief top post consolid hold militari pakistan presid pervez musharraf saturday appoint chief countri power spi agenc isi gener ahsanul haq chairman joint chief militari staff promot rank four\n",
      "\n",
      "Original Text: N. Korea's No. 2 Encourages Nuke Dialogue (AP) AP - North Korea's No. 2 leader said Monday that his country still wants to settle the dispute over its nuclear program through dialogue, as China tried to cajole the North back into stalled six-nation talks, calling for flexibility by all sides.\n",
      "Lowercased Text: n. korea's no. 2 encourages nuke dialogue (ap) ap - north korea's no. 2 leader said monday that his country still wants to settle the dispute over its nuclear program through dialogue, as china tried to cajole the north back into stalled six-nation talks, calling for flexibility by all sides.\n",
      "Removed URLs: n. korea's no. 2 encourages nuke dialogue (ap) ap - north korea's no. 2 leader said monday that his country still wants to settle the dispute over its nuclear program through dialogue, as china tried to cajole the north back into stalled six-nation talks, calling for flexibility by all sides.\n",
      "Removed HTML Tags: n. korea's no. 2 encourages nuke dialogue (ap) ap - north korea's no. 2 leader said monday that his country still wants to settle the dispute over its nuclear program through dialogue, as china tried to cajole the north back into stalled six-nation talks, calling for flexibility by all sides.\n",
      "Removed Special Characters: n koreas no  encourages nuke dialogue ap ap  north koreas no  leader said monday that his country still wants to settle the dispute over its nuclear program through dialogue as china tried to cajole the north back into stalled sixnation talks calling for flexibility by all sides\n",
      "Tokens: ['n', 'koreas', 'no', 'encourages', 'nuke', 'dialogue', 'ap', 'ap', 'north', 'koreas', 'no', 'leader', 'said', 'monday', 'that', 'his', 'country', 'still', 'wants', 'to', 'settle', 'the', 'dispute', 'over', 'its', 'nuclear', 'program', 'through', 'dialogue', 'as', 'china', 'tried', 'to', 'cajole', 'the', 'north', 'back', 'into', 'stalled', 'sixnation', 'talks', 'calling', 'for', 'flexibility', 'by', 'all', 'sides']\n",
      "Removed Stopwords: ['n', 'koreas', 'encourages', 'nuke', 'dialogue', 'ap', 'ap', 'north', 'koreas', 'leader', 'said', 'monday', 'country', 'still', 'wants', 'settle', 'dispute', 'nuclear', 'program', 'dialogue', 'china', 'tried', 'cajole', 'north', 'back', 'stalled', 'sixnation', 'talks', 'calling', 'flexibility', 'sides']\n",
      "Stemmed Tokens: ['n', 'korea', 'encourag', 'nuke', 'dialogu', 'ap', 'ap', 'north', 'korea', 'leader', 'said', 'monday', 'countri', 'still', 'want', 'settl', 'disput', 'nuclear', 'program', 'dialogu', 'china', 'tri', 'cajol', 'north', 'back', 'stall', 'sixnat', 'talk', 'call', 'flexibl', 'side']\n",
      "Final Preprocessed Text: n korea encourag nuke dialogu ap ap north korea leader said monday countri still want settl disput nuclear program dialogu china tri cajol north back stall sixnat talk call flexibl side\n",
      "\n",
      "Original Text: Hitchhiker gets 1m web listeners A million people have listened to internet repeats of Douglas Adams' Hitchhiker's Guide to the Galaxy, the BBC says.\n",
      "Lowercased Text: hitchhiker gets 1m web listeners a million people have listened to internet repeats of douglas adams' hitchhiker's guide to the galaxy, the bbc says.\n",
      "Removed URLs: hitchhiker gets 1m web listeners a million people have listened to internet repeats of douglas adams' hitchhiker's guide to the galaxy, the bbc says.\n",
      "Removed HTML Tags: hitchhiker gets 1m web listeners a million people have listened to internet repeats of douglas adams' hitchhiker's guide to the galaxy, the bbc says.\n",
      "Removed Special Characters: hitchhiker gets m web listeners a million people have listened to internet repeats of douglas adams hitchhikers guide to the galaxy the bbc says\n",
      "Tokens: ['hitchhiker', 'gets', 'm', 'web', 'listeners', 'a', 'million', 'people', 'have', 'listened', 'to', 'internet', 'repeats', 'of', 'douglas', 'adams', 'hitchhikers', 'guide', 'to', 'the', 'galaxy', 'the', 'bbc', 'says']\n",
      "Removed Stopwords: ['hitchhiker', 'gets', 'web', 'listeners', 'million', 'people', 'listened', 'internet', 'repeats', 'douglas', 'adams', 'hitchhikers', 'guide', 'galaxy', 'bbc', 'says']\n",
      "Stemmed Tokens: ['hitchhik', 'get', 'web', 'listen', 'million', 'peopl', 'listen', 'internet', 'repeat', 'dougla', 'adam', 'hitchhik', 'guid', 'galaxi', 'bbc', 'say']\n",
      "Final Preprocessed Text: hitchhik get web listen million peopl listen internet repeat dougla adam hitchhik guid galaxi bbc say\n",
      "\n",
      "Original Text: Rebound in Banks Helps Nikkei Stabilize (Reuters) Reuters - The Nikkei average was flat in\\mid-morning trade on Tuesday, with a rise in bank shares and\\insurers helping the Tokyo market stabilize after the\\benchmark's slide to a five-month closing low the previous day.\n",
      "Lowercased Text: rebound in banks helps nikkei stabilize (reuters) reuters - the nikkei average was flat in\\mid-morning trade on tuesday, with a rise in bank shares and\\insurers helping the tokyo market stabilize after the\\benchmark's slide to a five-month closing low the previous day.\n",
      "Removed URLs: rebound in banks helps nikkei stabilize (reuters) reuters - the nikkei average was flat in\\mid-morning trade on tuesday, with a rise in bank shares and\\insurers helping the tokyo market stabilize after the\\benchmark's slide to a five-month closing low the previous day.\n",
      "Removed HTML Tags: rebound in banks helps nikkei stabilize (reuters) reuters - the nikkei average was flat in\\mid-morning trade on tuesday, with a rise in bank shares and\\insurers helping the tokyo market stabilize after the\\benchmark's slide to a five-month closing low the previous day.\n",
      "Removed Special Characters: rebound in banks helps nikkei stabilize reuters reuters  the nikkei average was flat inmidmorning trade on tuesday with a rise in bank shares andinsurers helping the tokyo market stabilize after thebenchmarks slide to a fivemonth closing low the previous day\n",
      "Tokens: ['rebound', 'in', 'banks', 'helps', 'nikkei', 'stabilize', 'reuters', 'reuters', 'the', 'nikkei', 'average', 'was', 'flat', 'inmidmorning', 'trade', 'on', 'tuesday', 'with', 'a', 'rise', 'in', 'bank', 'shares', 'andinsurers', 'helping', 'the', 'tokyo', 'market', 'stabilize', 'after', 'thebenchmarks', 'slide', 'to', 'a', 'fivemonth', 'closing', 'low', 'the', 'previous', 'day']\n",
      "Removed Stopwords: ['rebound', 'banks', 'helps', 'nikkei', 'stabilize', 'reuters', 'reuters', 'nikkei', 'average', 'flat', 'inmidmorning', 'trade', 'tuesday', 'rise', 'bank', 'shares', 'andinsurers', 'helping', 'tokyo', 'market', 'stabilize', 'thebenchmarks', 'slide', 'fivemonth', 'closing', 'low', 'previous', 'day']\n",
      "Stemmed Tokens: ['rebound', 'bank', 'help', 'nikkei', 'stabil', 'reuter', 'reuter', 'nikkei', 'averag', 'flat', 'inmidmorn', 'trade', 'tuesday', 'rise', 'bank', 'share', 'andinsur', 'help', 'tokyo', 'market', 'stabil', 'thebenchmark', 'slide', 'fivemonth', 'close', 'low', 'previou', 'day']\n",
      "Final Preprocessed Text: rebound bank help nikkei stabil reuter reuter nikkei averag flat inmidmorn trade tuesday rise bank share andinsur help tokyo market stabil thebenchmark slide fivemonth close low previou day\n",
      "\n",
      "Original Text: Allawi says Iraq economy, security needs resolving Iraq #39;s stagnant economy and lack of employment opportunities are feeding instability in the violence-torn country, hindering prospects for prosperity, Prime Minister Iyad Allawi said on Monday.\n",
      "Lowercased Text: allawi says iraq economy, security needs resolving iraq #39;s stagnant economy and lack of employment opportunities are feeding instability in the violence-torn country, hindering prospects for prosperity, prime minister iyad allawi said on monday.\n",
      "Removed URLs: allawi says iraq economy, security needs resolving iraq #39;s stagnant economy and lack of employment opportunities are feeding instability in the violence-torn country, hindering prospects for prosperity, prime minister iyad allawi said on monday.\n",
      "Removed HTML Tags: allawi says iraq economy, security needs resolving iraq #39;s stagnant economy and lack of employment opportunities are feeding instability in the violence-torn country, hindering prospects for prosperity, prime minister iyad allawi said on monday.\n",
      "Removed Special Characters: allawi says iraq economy security needs resolving iraq s stagnant economy and lack of employment opportunities are feeding instability in the violencetorn country hindering prospects for prosperity prime minister iyad allawi said on monday\n",
      "Tokens: ['allawi', 'says', 'iraq', 'economy', 'security', 'needs', 'resolving', 'iraq', 's', 'stagnant', 'economy', 'and', 'lack', 'of', 'employment', 'opportunities', 'are', 'feeding', 'instability', 'in', 'the', 'violencetorn', 'country', 'hindering', 'prospects', 'for', 'prosperity', 'prime', 'minister', 'iyad', 'allawi', 'said', 'on', 'monday']\n",
      "Removed Stopwords: ['allawi', 'says', 'iraq', 'economy', 'security', 'needs', 'resolving', 'iraq', 'stagnant', 'economy', 'lack', 'employment', 'opportunities', 'feeding', 'instability', 'violencetorn', 'country', 'hindering', 'prospects', 'prosperity', 'prime', 'minister', 'iyad', 'allawi', 'said', 'monday']\n",
      "Stemmed Tokens: ['allawi', 'say', 'iraq', 'economi', 'secur', 'need', 'resolv', 'iraq', 'stagnant', 'economi', 'lack', 'employ', 'opportun', 'feed', 'instabl', 'violencetorn', 'countri', 'hinder', 'prospect', 'prosper', 'prime', 'minist', 'iyad', 'allawi', 'said', 'monday']\n",
      "Final Preprocessed Text: allawi say iraq economi secur need resolv iraq stagnant economi lack employ opportun feed instabl violencetorn countri hinder prospect prosper prime minist iyad allawi said monday\n",
      "\n",
      "Original Text: Indonesian human rights activist who died on flight was poisoned &lt;b&gt;...&lt;/b&gt; A leading Indonesian human rights campaigner who died mysteriously in September was poisoned, it emerged yesterday. Munir suddenly fell ill on a flight from Singapore \n",
      "Lowercased Text: indonesian human rights activist who died on flight was poisoned &lt;b&gt;...&lt;/b&gt; a leading indonesian human rights campaigner who died mysteriously in september was poisoned, it emerged yesterday. munir suddenly fell ill on a flight from singapore \n",
      "Removed URLs: indonesian human rights activist who died on flight was poisoned &lt;b&gt;...&lt;/b&gt; a leading indonesian human rights campaigner who died mysteriously in september was poisoned, it emerged yesterday. munir suddenly fell ill on a flight from singapore \n",
      "Removed HTML Tags: indonesian human rights activist who died on flight was poisoned &lt;b&gt;...&lt;/b&gt; a leading indonesian human rights campaigner who died mysteriously in september was poisoned, it emerged yesterday. munir suddenly fell ill on a flight from singapore \n",
      "Removed Special Characters: indonesian human rights activist who died on flight was poisoned ltbgtltbgt a leading indonesian human rights campaigner who died mysteriously in september was poisoned it emerged yesterday munir suddenly fell ill on a flight from singapore \n",
      "Tokens: ['indonesian', 'human', 'rights', 'activist', 'who', 'died', 'on', 'flight', 'was', 'poisoned', 'ltbgtltbgt', 'a', 'leading', 'indonesian', 'human', 'rights', 'campaigner', 'who', 'died', 'mysteriously', 'in', 'september', 'was', 'poisoned', 'it', 'emerged', 'yesterday', 'munir', 'suddenly', 'fell', 'ill', 'on', 'a', 'flight', 'from', 'singapore']\n",
      "Removed Stopwords: ['indonesian', 'human', 'rights', 'activist', 'died', 'flight', 'poisoned', 'ltbgtltbgt', 'leading', 'indonesian', 'human', 'rights', 'campaigner', 'died', 'mysteriously', 'september', 'poisoned', 'emerged', 'yesterday', 'munir', 'suddenly', 'fell', 'ill', 'flight', 'singapore']\n",
      "Stemmed Tokens: ['indonesian', 'human', 'right', 'activist', 'die', 'flight', 'poison', 'ltbgtltbgt', 'lead', 'indonesian', 'human', 'right', 'campaign', 'die', 'mysteri', 'septemb', 'poison', 'emerg', 'yesterday', 'munir', 'suddenli', 'fell', 'ill', 'flight', 'singapor']\n",
      "Final Preprocessed Text: indonesian human right activist die flight poison ltbgtltbgt lead indonesian human right campaign die mysteri septemb poison emerg yesterday munir suddenli fell ill flight singapor\n",
      "\n",
      "Original Text: Karzai ahead after first million votes counted in Afghan election &lt;b&gt;...&lt;/b&gt; The chief rival of interim President Hamid Karzai said he has evidence of organized fraud in Afghanistan #39;s election and accused the UN-Afghan electoral commission on Monday of ignoring his complaints.\n",
      "Lowercased Text: karzai ahead after first million votes counted in afghan election &lt;b&gt;...&lt;/b&gt; the chief rival of interim president hamid karzai said he has evidence of organized fraud in afghanistan #39;s election and accused the un-afghan electoral commission on monday of ignoring his complaints.\n",
      "Removed URLs: karzai ahead after first million votes counted in afghan election &lt;b&gt;...&lt;/b&gt; the chief rival of interim president hamid karzai said he has evidence of organized fraud in afghanistan #39;s election and accused the un-afghan electoral commission on monday of ignoring his complaints.\n",
      "Removed HTML Tags: karzai ahead after first million votes counted in afghan election &lt;b&gt;...&lt;/b&gt; the chief rival of interim president hamid karzai said he has evidence of organized fraud in afghanistan #39;s election and accused the un-afghan electoral commission on monday of ignoring his complaints.\n",
      "Removed Special Characters: karzai ahead after first million votes counted in afghan election ltbgtltbgt the chief rival of interim president hamid karzai said he has evidence of organized fraud in afghanistan s election and accused the unafghan electoral commission on monday of ignoring his complaints\n",
      "Tokens: ['karzai', 'ahead', 'after', 'first', 'million', 'votes', 'counted', 'in', 'afghan', 'election', 'ltbgtltbgt', 'the', 'chief', 'rival', 'of', 'interim', 'president', 'hamid', 'karzai', 'said', 'he', 'has', 'evidence', 'of', 'organized', 'fraud', 'in', 'afghanistan', 's', 'election', 'and', 'accused', 'the', 'unafghan', 'electoral', 'commission', 'on', 'monday', 'of', 'ignoring', 'his', 'complaints']\n",
      "Removed Stopwords: ['karzai', 'ahead', 'first', 'million', 'votes', 'counted', 'afghan', 'election', 'ltbgtltbgt', 'chief', 'rival', 'interim', 'president', 'hamid', 'karzai', 'said', 'evidence', 'organized', 'fraud', 'afghanistan', 'election', 'accused', 'unafghan', 'electoral', 'commission', 'monday', 'ignoring', 'complaints']\n",
      "Stemmed Tokens: ['karzai', 'ahead', 'first', 'million', 'vote', 'count', 'afghan', 'elect', 'ltbgtltbgt', 'chief', 'rival', 'interim', 'presid', 'hamid', 'karzai', 'said', 'evid', 'organ', 'fraud', 'afghanistan', 'elect', 'accus', 'unafghan', 'elector', 'commiss', 'monday', 'ignor', 'complaint']\n",
      "Final Preprocessed Text: karzai ahead first million vote count afghan elect ltbgtltbgt chief rival interim presid hamid karzai said evid organ fraud afghanistan elect accus unafghan elector commiss monday ignor complaint\n",
      "\n",
      "Original Text: Russia sends scientist to jail for spying A Russian court has sentenced a physicist Valentin Danilov to 14 years in a Siberian prison for passing space secrets to China. Danilov, 53, a professor at Krasnoyarsk \n",
      "Lowercased Text: russia sends scientist to jail for spying a russian court has sentenced a physicist valentin danilov to 14 years in a siberian prison for passing space secrets to china. danilov, 53, a professor at krasnoyarsk \n",
      "Removed URLs: russia sends scientist to jail for spying a russian court has sentenced a physicist valentin danilov to 14 years in a siberian prison for passing space secrets to china. danilov, 53, a professor at krasnoyarsk \n",
      "Removed HTML Tags: russia sends scientist to jail for spying a russian court has sentenced a physicist valentin danilov to 14 years in a siberian prison for passing space secrets to china. danilov, 53, a professor at krasnoyarsk \n",
      "Removed Special Characters: russia sends scientist to jail for spying a russian court has sentenced a physicist valentin danilov to  years in a siberian prison for passing space secrets to china danilov  a professor at krasnoyarsk \n",
      "Tokens: ['russia', 'sends', 'scientist', 'to', 'jail', 'for', 'spying', 'a', 'russian', 'court', 'has', 'sentenced', 'a', 'physicist', 'valentin', 'danilov', 'to', 'years', 'in', 'a', 'siberian', 'prison', 'for', 'passing', 'space', 'secrets', 'to', 'china', 'danilov', 'a', 'professor', 'at', 'krasnoyarsk']\n",
      "Removed Stopwords: ['russia', 'sends', 'scientist', 'jail', 'spying', 'russian', 'court', 'sentenced', 'physicist', 'valentin', 'danilov', 'years', 'siberian', 'prison', 'passing', 'space', 'secrets', 'china', 'danilov', 'professor', 'krasnoyarsk']\n",
      "Stemmed Tokens: ['russia', 'send', 'scientist', 'jail', 'spi', 'russian', 'court', 'sentenc', 'physicist', 'valentin', 'danilov', 'year', 'siberian', 'prison', 'pass', 'space', 'secret', 'china', 'danilov', 'professor', 'krasnoyarsk']\n",
      "Final Preprocessed Text: russia send scientist jail spi russian court sentenc physicist valentin danilov year siberian prison pass space secret china danilov professor krasnoyarsk\n",
      "\n",
      "Original Text: Pak says India paranoid on F-16 Islamabad: Pakistan on Monday accused India of being  quot;paranoid quot; over its efforts to secure F-16 fighter aircraft and other weaponry from the US but said this would not have any bearing on nuclear and conventional confidence building measure talks between \n",
      "Lowercased Text: pak says india paranoid on f-16 islamabad: pakistan on monday accused india of being  quot;paranoid quot; over its efforts to secure f-16 fighter aircraft and other weaponry from the us but said this would not have any bearing on nuclear and conventional confidence building measure talks between \n",
      "Removed URLs: pak says india paranoid on f-16 islamabad: pakistan on monday accused india of being  quot;paranoid quot; over its efforts to secure f-16 fighter aircraft and other weaponry from the us but said this would not have any bearing on nuclear and conventional confidence building measure talks between \n",
      "Removed HTML Tags: pak says india paranoid on f-16 islamabad: pakistan on monday accused india of being  quot;paranoid quot; over its efforts to secure f-16 fighter aircraft and other weaponry from the us but said this would not have any bearing on nuclear and conventional confidence building measure talks between \n",
      "Removed Special Characters: pak says india paranoid on f islamabad pakistan on monday accused india of being  quotparanoid quot over its efforts to secure f fighter aircraft and other weaponry from the us but said this would not have any bearing on nuclear and conventional confidence building measure talks between \n",
      "Tokens: ['pak', 'says', 'india', 'paranoid', 'on', 'f', 'islamabad', 'pakistan', 'on', 'monday', 'accused', 'india', 'of', 'being', 'quotparanoid', 'quot', 'over', 'its', 'efforts', 'to', 'secure', 'f', 'fighter', 'aircraft', 'and', 'other', 'weaponry', 'from', 'the', 'us', 'but', 'said', 'this', 'would', 'not', 'have', 'any', 'bearing', 'on', 'nuclear', 'and', 'conventional', 'confidence', 'building', 'measure', 'talks', 'between']\n",
      "Removed Stopwords: ['pak', 'says', 'india', 'paranoid', 'f', 'islamabad', 'pakistan', 'monday', 'accused', 'india', 'quotparanoid', 'quot', 'efforts', 'secure', 'f', 'fighter', 'aircraft', 'weaponry', 'us', 'said', 'would', 'bearing', 'nuclear', 'conventional', 'confidence', 'building', 'measure', 'talks']\n",
      "Stemmed Tokens: ['pak', 'say', 'india', 'paranoid', 'f', 'islamabad', 'pakistan', 'monday', 'accus', 'india', 'quotparanoid', 'quot', 'effort', 'secur', 'f', 'fighter', 'aircraft', 'weaponri', 'us', 'said', 'would', 'bear', 'nuclear', 'convent', 'confid', 'build', 'measur', 'talk']\n",
      "Final Preprocessed Text: pak say india paranoid f islamabad pakistan monday accus india quotparanoid quot effort secur f fighter aircraft weaponri us said would bear nuclear convent confid build measur talk\n",
      "\n",
      "Original Text: Putin to visit India #39;s Silicon Valley after skirmish over UN veto &lt;b&gt;...&lt;/b&gt; NEW DELHI, Dec 4 (AFP): Russia #39;s President Vladimir Putin was headed Saturday for India #39;s high-tech city of Bangalore after ruffling feathers by appearing to rebuff New Delhi #39;s hopes of a veto in any enlarged UN Security Council.\n",
      "Lowercased Text: putin to visit india #39;s silicon valley after skirmish over un veto &lt;b&gt;...&lt;/b&gt; new delhi, dec 4 (afp): russia #39;s president vladimir putin was headed saturday for india #39;s high-tech city of bangalore after ruffling feathers by appearing to rebuff new delhi #39;s hopes of a veto in any enlarged un security council.\n",
      "Removed URLs: putin to visit india #39;s silicon valley after skirmish over un veto &lt;b&gt;...&lt;/b&gt; new delhi, dec 4 (afp): russia #39;s president vladimir putin was headed saturday for india #39;s high-tech city of bangalore after ruffling feathers by appearing to rebuff new delhi #39;s hopes of a veto in any enlarged un security council.\n",
      "Removed HTML Tags: putin to visit india #39;s silicon valley after skirmish over un veto &lt;b&gt;...&lt;/b&gt; new delhi, dec 4 (afp): russia #39;s president vladimir putin was headed saturday for india #39;s high-tech city of bangalore after ruffling feathers by appearing to rebuff new delhi #39;s hopes of a veto in any enlarged un security council.\n",
      "Removed Special Characters: putin to visit india s silicon valley after skirmish over un veto ltbgtltbgt new delhi dec  afp russia s president vladimir putin was headed saturday for india s hightech city of bangalore after ruffling feathers by appearing to rebuff new delhi s hopes of a veto in any enlarged un security council\n",
      "Tokens: ['putin', 'to', 'visit', 'india', 's', 'silicon', 'valley', 'after', 'skirmish', 'over', 'un', 'veto', 'ltbgtltbgt', 'new', 'delhi', 'dec', 'afp', 'russia', 's', 'president', 'vladimir', 'putin', 'was', 'headed', 'saturday', 'for', 'india', 's', 'hightech', 'city', 'of', 'bangalore', 'after', 'ruffling', 'feathers', 'by', 'appearing', 'to', 'rebuff', 'new', 'delhi', 's', 'hopes', 'of', 'a', 'veto', 'in', 'any', 'enlarged', 'un', 'security', 'council']\n",
      "Removed Stopwords: ['putin', 'visit', 'india', 'silicon', 'valley', 'skirmish', 'un', 'veto', 'ltbgtltbgt', 'new', 'delhi', 'dec', 'afp', 'russia', 'president', 'vladimir', 'putin', 'headed', 'saturday', 'india', 'hightech', 'city', 'bangalore', 'ruffling', 'feathers', 'appearing', 'rebuff', 'new', 'delhi', 'hopes', 'veto', 'enlarged', 'un', 'security', 'council']\n",
      "Stemmed Tokens: ['putin', 'visit', 'india', 'silicon', 'valley', 'skirmish', 'un', 'veto', 'ltbgtltbgt', 'new', 'delhi', 'dec', 'afp', 'russia', 'presid', 'vladimir', 'putin', 'head', 'saturday', 'india', 'hightech', 'citi', 'bangalor', 'ruffl', 'feather', 'appear', 'rebuff', 'new', 'delhi', 'hope', 'veto', 'enlarg', 'un', 'secur', 'council']\n",
      "Final Preprocessed Text: putin visit india silicon valley skirmish un veto ltbgtltbgt new delhi dec afp russia presid vladimir putin head saturday india hightech citi bangalor ruffl feather appear rebuff new delhi hope veto enlarg un secur council\n",
      "\n",
      "Original Text: Colombia Won't Extradite Top Warlord (AP) AP - President Alvaro Uribe pledged Thursday not to extradite the country's top right-wing paramilitary leader to the United States to face drug trafficking charges provided he ceases all illegal activities and stays in peace talks.\n",
      "Lowercased Text: colombia won't extradite top warlord (ap) ap - president alvaro uribe pledged thursday not to extradite the country's top right-wing paramilitary leader to the united states to face drug trafficking charges provided he ceases all illegal activities and stays in peace talks.\n",
      "Removed URLs: colombia won't extradite top warlord (ap) ap - president alvaro uribe pledged thursday not to extradite the country's top right-wing paramilitary leader to the united states to face drug trafficking charges provided he ceases all illegal activities and stays in peace talks.\n",
      "Removed HTML Tags: colombia won't extradite top warlord (ap) ap - president alvaro uribe pledged thursday not to extradite the country's top right-wing paramilitary leader to the united states to face drug trafficking charges provided he ceases all illegal activities and stays in peace talks.\n",
      "Removed Special Characters: colombia wont extradite top warlord ap ap  president alvaro uribe pledged thursday not to extradite the countrys top rightwing paramilitary leader to the united states to face drug trafficking charges provided he ceases all illegal activities and stays in peace talks\n",
      "Tokens: ['colombia', 'wont', 'extradite', 'top', 'warlord', 'ap', 'ap', 'president', 'alvaro', 'uribe', 'pledged', 'thursday', 'not', 'to', 'extradite', 'the', 'countrys', 'top', 'rightwing', 'paramilitary', 'leader', 'to', 'the', 'united', 'states', 'to', 'face', 'drug', 'trafficking', 'charges', 'provided', 'he', 'ceases', 'all', 'illegal', 'activities', 'and', 'stays', 'in', 'peace', 'talks']\n",
      "Removed Stopwords: ['colombia', 'wont', 'extradite', 'top', 'warlord', 'ap', 'ap', 'president', 'alvaro', 'uribe', 'pledged', 'thursday', 'extradite', 'countrys', 'top', 'rightwing', 'paramilitary', 'leader', 'united', 'states', 'face', 'drug', 'trafficking', 'charges', 'provided', 'ceases', 'illegal', 'activities', 'stays', 'peace', 'talks']\n",
      "Stemmed Tokens: ['colombia', 'wont', 'extradit', 'top', 'warlord', 'ap', 'ap', 'presid', 'alvaro', 'urib', 'pledg', 'thursday', 'extradit', 'countri', 'top', 'rightw', 'paramilitari', 'leader', 'unit', 'state', 'face', 'drug', 'traffick', 'charg', 'provid', 'ceas', 'illeg', 'activ', 'stay', 'peac', 'talk']\n",
      "Final Preprocessed Text: colombia wont extradit top warlord ap ap presid alvaro urib pledg thursday extradit countri top rightw paramilitari leader unit state face drug traffick charg provid ceas illeg activ stay peac talk\n",
      "\n",
      "Original Text: Baghdad area deaths said to top 10,000 BAGHDAD -- At Sheik Omar Clinic, a big book records 10,363 violent deaths in Baghdad and nearby towns since the war began last year -- deaths caused by car bombs, clashes between Iraqis and coalition forces, mortar attacks, revenge killings, and robberies.\n",
      "Lowercased Text: baghdad area deaths said to top 10,000 baghdad -- at sheik omar clinic, a big book records 10,363 violent deaths in baghdad and nearby towns since the war began last year -- deaths caused by car bombs, clashes between iraqis and coalition forces, mortar attacks, revenge killings, and robberies.\n",
      "Removed URLs: baghdad area deaths said to top 10,000 baghdad -- at sheik omar clinic, a big book records 10,363 violent deaths in baghdad and nearby towns since the war began last year -- deaths caused by car bombs, clashes between iraqis and coalition forces, mortar attacks, revenge killings, and robberies.\n",
      "Removed HTML Tags: baghdad area deaths said to top 10,000 baghdad -- at sheik omar clinic, a big book records 10,363 violent deaths in baghdad and nearby towns since the war began last year -- deaths caused by car bombs, clashes between iraqis and coalition forces, mortar attacks, revenge killings, and robberies.\n",
      "Removed Special Characters: baghdad area deaths said to top  baghdad  at sheik omar clinic a big book records  violent deaths in baghdad and nearby towns since the war began last year  deaths caused by car bombs clashes between iraqis and coalition forces mortar attacks revenge killings and robberies\n",
      "Tokens: ['baghdad', 'area', 'deaths', 'said', 'to', 'top', 'baghdad', 'at', 'sheik', 'omar', 'clinic', 'a', 'big', 'book', 'records', 'violent', 'deaths', 'in', 'baghdad', 'and', 'nearby', 'towns', 'since', 'the', 'war', 'began', 'last', 'year', 'deaths', 'caused', 'by', 'car', 'bombs', 'clashes', 'between', 'iraqis', 'and', 'coalition', 'forces', 'mortar', 'attacks', 'revenge', 'killings', 'and', 'robberies']\n",
      "Removed Stopwords: ['baghdad', 'area', 'deaths', 'said', 'top', 'baghdad', 'sheik', 'omar', 'clinic', 'big', 'book', 'records', 'violent', 'deaths', 'baghdad', 'nearby', 'towns', 'since', 'war', 'began', 'last', 'year', 'deaths', 'caused', 'car', 'bombs', 'clashes', 'iraqis', 'coalition', 'forces', 'mortar', 'attacks', 'revenge', 'killings', 'robberies']\n",
      "Stemmed Tokens: ['baghdad', 'area', 'death', 'said', 'top', 'baghdad', 'sheik', 'omar', 'clinic', 'big', 'book', 'record', 'violent', 'death', 'baghdad', 'nearbi', 'town', 'sinc', 'war', 'began', 'last', 'year', 'death', 'caus', 'car', 'bomb', 'clash', 'iraqi', 'coalit', 'forc', 'mortar', 'attack', 'reveng', 'kill', 'robberi']\n",
      "Final Preprocessed Text: baghdad area death said top baghdad sheik omar clinic big book record violent death baghdad nearbi town sinc war began last year death caus car bomb clash iraqi coalit forc mortar attack reveng kill robberi\n",
      "\n",
      "Original Text: The fate of Ken Bigley and the struggle against the occupation of &lt;b&gt;...&lt;/b&gt; The fate of British hostage Kenneth Bigley has come to encapsulate the unbridgeable division between the political establishment and the democratic hopes and concerns of working people.\n",
      "Lowercased Text: the fate of ken bigley and the struggle against the occupation of &lt;b&gt;...&lt;/b&gt; the fate of british hostage kenneth bigley has come to encapsulate the unbridgeable division between the political establishment and the democratic hopes and concerns of working people.\n",
      "Removed URLs: the fate of ken bigley and the struggle against the occupation of &lt;b&gt;...&lt;/b&gt; the fate of british hostage kenneth bigley has come to encapsulate the unbridgeable division between the political establishment and the democratic hopes and concerns of working people.\n",
      "Removed HTML Tags: the fate of ken bigley and the struggle against the occupation of &lt;b&gt;...&lt;/b&gt; the fate of british hostage kenneth bigley has come to encapsulate the unbridgeable division between the political establishment and the democratic hopes and concerns of working people.\n",
      "Removed Special Characters: the fate of ken bigley and the struggle against the occupation of ltbgtltbgt the fate of british hostage kenneth bigley has come to encapsulate the unbridgeable division between the political establishment and the democratic hopes and concerns of working people\n",
      "Tokens: ['the', 'fate', 'of', 'ken', 'bigley', 'and', 'the', 'struggle', 'against', 'the', 'occupation', 'of', 'ltbgtltbgt', 'the', 'fate', 'of', 'british', 'hostage', 'kenneth', 'bigley', 'has', 'come', 'to', 'encapsulate', 'the', 'unbridgeable', 'division', 'between', 'the', 'political', 'establishment', 'and', 'the', 'democratic', 'hopes', 'and', 'concerns', 'of', 'working', 'people']\n",
      "Removed Stopwords: ['fate', 'ken', 'bigley', 'struggle', 'occupation', 'ltbgtltbgt', 'fate', 'british', 'hostage', 'kenneth', 'bigley', 'come', 'encapsulate', 'unbridgeable', 'division', 'political', 'establishment', 'democratic', 'hopes', 'concerns', 'working', 'people']\n",
      "Stemmed Tokens: ['fate', 'ken', 'bigley', 'struggl', 'occup', 'ltbgtltbgt', 'fate', 'british', 'hostag', 'kenneth', 'bigley', 'come', 'encapsul', 'unbridg', 'divis', 'polit', 'establish', 'democrat', 'hope', 'concern', 'work', 'peopl']\n",
      "Final Preprocessed Text: fate ken bigley struggl occup ltbgtltbgt fate british hostag kenneth bigley come encapsul unbridg divis polit establish democrat hope concern work peopl\n",
      "\n",
      "Original Text: South Korean group vows massive strike over labor reform bill (AFP) AFP - A powerful South Korea labor group said it would call hundreds of thousands of its members to strike next week against a government bill aimed at stopping union militancy and securing flexible job markets.\n",
      "Lowercased Text: south korean group vows massive strike over labor reform bill (afp) afp - a powerful south korea labor group said it would call hundreds of thousands of its members to strike next week against a government bill aimed at stopping union militancy and securing flexible job markets.\n",
      "Removed URLs: south korean group vows massive strike over labor reform bill (afp) afp - a powerful south korea labor group said it would call hundreds of thousands of its members to strike next week against a government bill aimed at stopping union militancy and securing flexible job markets.\n",
      "Removed HTML Tags: south korean group vows massive strike over labor reform bill (afp) afp - a powerful south korea labor group said it would call hundreds of thousands of its members to strike next week against a government bill aimed at stopping union militancy and securing flexible job markets.\n",
      "Removed Special Characters: south korean group vows massive strike over labor reform bill afp afp  a powerful south korea labor group said it would call hundreds of thousands of its members to strike next week against a government bill aimed at stopping union militancy and securing flexible job markets\n",
      "Tokens: ['south', 'korean', 'group', 'vows', 'massive', 'strike', 'over', 'labor', 'reform', 'bill', 'afp', 'afp', 'a', 'powerful', 'south', 'korea', 'labor', 'group', 'said', 'it', 'would', 'call', 'hundreds', 'of', 'thousands', 'of', 'its', 'members', 'to', 'strike', 'next', 'week', 'against', 'a', 'government', 'bill', 'aimed', 'at', 'stopping', 'union', 'militancy', 'and', 'securing', 'flexible', 'job', 'markets']\n",
      "Removed Stopwords: ['south', 'korean', 'group', 'vows', 'massive', 'strike', 'labor', 'reform', 'bill', 'afp', 'afp', 'powerful', 'south', 'korea', 'labor', 'group', 'said', 'would', 'call', 'hundreds', 'thousands', 'members', 'strike', 'next', 'week', 'government', 'bill', 'aimed', 'stopping', 'union', 'militancy', 'securing', 'flexible', 'job', 'markets']\n",
      "Stemmed Tokens: ['south', 'korean', 'group', 'vow', 'massiv', 'strike', 'labor', 'reform', 'bill', 'afp', 'afp', 'power', 'south', 'korea', 'labor', 'group', 'said', 'would', 'call', 'hundr', 'thousand', 'member', 'strike', 'next', 'week', 'govern', 'bill', 'aim', 'stop', 'union', 'milit', 'secur', 'flexibl', 'job', 'market']\n",
      "Final Preprocessed Text: south korean group vow massiv strike labor reform bill afp afp power south korea labor group said would call hundr thousand member strike next week govern bill aim stop union milit secur flexibl job market\n",
      "\n",
      "Original Text: Suspect Admits Jewish Graves Desecration (AP) AP - An unemployed man was arrested Monday in connection with the desecration of a Jewish cemetery earlier this month and an attack on a Muslim, judicial officials said.\n",
      "Lowercased Text: suspect admits jewish graves desecration (ap) ap - an unemployed man was arrested monday in connection with the desecration of a jewish cemetery earlier this month and an attack on a muslim, judicial officials said.\n",
      "Removed URLs: suspect admits jewish graves desecration (ap) ap - an unemployed man was arrested monday in connection with the desecration of a jewish cemetery earlier this month and an attack on a muslim, judicial officials said.\n",
      "Removed HTML Tags: suspect admits jewish graves desecration (ap) ap - an unemployed man was arrested monday in connection with the desecration of a jewish cemetery earlier this month and an attack on a muslim, judicial officials said.\n",
      "Removed Special Characters: suspect admits jewish graves desecration ap ap  an unemployed man was arrested monday in connection with the desecration of a jewish cemetery earlier this month and an attack on a muslim judicial officials said\n",
      "Tokens: ['suspect', 'admits', 'jewish', 'graves', 'desecration', 'ap', 'ap', 'an', 'unemployed', 'man', 'was', 'arrested', 'monday', 'in', 'connection', 'with', 'the', 'desecration', 'of', 'a', 'jewish', 'cemetery', 'earlier', 'this', 'month', 'and', 'an', 'attack', 'on', 'a', 'muslim', 'judicial', 'officials', 'said']\n",
      "Removed Stopwords: ['suspect', 'admits', 'jewish', 'graves', 'desecration', 'ap', 'ap', 'unemployed', 'man', 'arrested', 'monday', 'connection', 'desecration', 'jewish', 'cemetery', 'earlier', 'month', 'attack', 'muslim', 'judicial', 'officials', 'said']\n",
      "Stemmed Tokens: ['suspect', 'admit', 'jewish', 'grave', 'desecr', 'ap', 'ap', 'unemploy', 'man', 'arrest', 'monday', 'connect', 'desecr', 'jewish', 'cemeteri', 'earlier', 'month', 'attack', 'muslim', 'judici', 'offici', 'said']\n",
      "Final Preprocessed Text: suspect admit jewish grave desecr ap ap unemploy man arrest monday connect desecr jewish cemeteri earlier month attack muslim judici offici said\n",
      "\n",
      "Original Text: Baghdad Blast Kills 17 U.S. troops hunted rebels in the battered Iraqi city of Fallujah on Thursday, but rebels hit back with an armed rampage in Mosul and a powerful car bomb that killed 17 people in a crowded Baghdad street.\n",
      "Lowercased Text: baghdad blast kills 17 u.s. troops hunted rebels in the battered iraqi city of fallujah on thursday, but rebels hit back with an armed rampage in mosul and a powerful car bomb that killed 17 people in a crowded baghdad street.\n",
      "Removed URLs: baghdad blast kills 17 u.s. troops hunted rebels in the battered iraqi city of fallujah on thursday, but rebels hit back with an armed rampage in mosul and a powerful car bomb that killed 17 people in a crowded baghdad street.\n",
      "Removed HTML Tags: baghdad blast kills 17 u.s. troops hunted rebels in the battered iraqi city of fallujah on thursday, but rebels hit back with an armed rampage in mosul and a powerful car bomb that killed 17 people in a crowded baghdad street.\n",
      "Removed Special Characters: baghdad blast kills  us troops hunted rebels in the battered iraqi city of fallujah on thursday but rebels hit back with an armed rampage in mosul and a powerful car bomb that killed  people in a crowded baghdad street\n",
      "Tokens: ['baghdad', 'blast', 'kills', 'us', 'troops', 'hunted', 'rebels', 'in', 'the', 'battered', 'iraqi', 'city', 'of', 'fallujah', 'on', 'thursday', 'but', 'rebels', 'hit', 'back', 'with', 'an', 'armed', 'rampage', 'in', 'mosul', 'and', 'a', 'powerful', 'car', 'bomb', 'that', 'killed', 'people', 'in', 'a', 'crowded', 'baghdad', 'street']\n",
      "Removed Stopwords: ['baghdad', 'blast', 'kills', 'us', 'troops', 'hunted', 'rebels', 'battered', 'iraqi', 'city', 'fallujah', 'thursday', 'rebels', 'hit', 'back', 'armed', 'rampage', 'mosul', 'powerful', 'car', 'bomb', 'killed', 'people', 'crowded', 'baghdad', 'street']\n",
      "Stemmed Tokens: ['baghdad', 'blast', 'kill', 'us', 'troop', 'hunt', 'rebel', 'batter', 'iraqi', 'citi', 'fallujah', 'thursday', 'rebel', 'hit', 'back', 'arm', 'rampag', 'mosul', 'power', 'car', 'bomb', 'kill', 'peopl', 'crowd', 'baghdad', 'street']\n",
      "Final Preprocessed Text: baghdad blast kill us troop hunt rebel batter iraqi citi fallujah thursday rebel hit back arm rampag mosul power car bomb kill peopl crowd baghdad street\n",
      "\n",
      "Original Text: Iran  quot;will never end quot; nuclear programme Iran #39;s foreign minister says that Tehran will never fully dismantle its nuclear capabilities, also voicing the country #39;s concerns about the threat of a pre-emptive strike by Washington.\n",
      "Lowercased Text: iran  quot;will never end quot; nuclear programme iran #39;s foreign minister says that tehran will never fully dismantle its nuclear capabilities, also voicing the country #39;s concerns about the threat of a pre-emptive strike by washington.\n",
      "Removed URLs: iran  quot;will never end quot; nuclear programme iran #39;s foreign minister says that tehran will never fully dismantle its nuclear capabilities, also voicing the country #39;s concerns about the threat of a pre-emptive strike by washington.\n",
      "Removed HTML Tags: iran  quot;will never end quot; nuclear programme iran #39;s foreign minister says that tehran will never fully dismantle its nuclear capabilities, also voicing the country #39;s concerns about the threat of a pre-emptive strike by washington.\n",
      "Removed Special Characters: iran  quotwill never end quot nuclear programme iran s foreign minister says that tehran will never fully dismantle its nuclear capabilities also voicing the country s concerns about the threat of a preemptive strike by washington\n",
      "Tokens: ['iran', 'quotwill', 'never', 'end', 'quot', 'nuclear', 'programme', 'iran', 's', 'foreign', 'minister', 'says', 'that', 'tehran', 'will', 'never', 'fully', 'dismantle', 'its', 'nuclear', 'capabilities', 'also', 'voicing', 'the', 'country', 's', 'concerns', 'about', 'the', 'threat', 'of', 'a', 'preemptive', 'strike', 'by', 'washington']\n",
      "Removed Stopwords: ['iran', 'quotwill', 'never', 'end', 'quot', 'nuclear', 'programme', 'iran', 'foreign', 'minister', 'says', 'tehran', 'never', 'fully', 'dismantle', 'nuclear', 'capabilities', 'also', 'voicing', 'country', 'concerns', 'threat', 'preemptive', 'strike', 'washington']\n",
      "Stemmed Tokens: ['iran', 'quotwil', 'never', 'end', 'quot', 'nuclear', 'programm', 'iran', 'foreign', 'minist', 'say', 'tehran', 'never', 'fulli', 'dismantl', 'nuclear', 'capabl', 'also', 'voic', 'countri', 'concern', 'threat', 'preemptiv', 'strike', 'washington']\n",
      "Final Preprocessed Text: iran quotwil never end quot nuclear programm iran foreign minist say tehran never fulli dismantl nuclear capabl also voic countri concern threat preemptiv strike washington\n",
      "\n",
      "Original Text: Car Bomb Near Fallujah Kills 7 Marines BAGHDAD, Iraq - A massive car bomb exploded Monday on the outskirts of Fallujah, killing seven U.S. Marines and wounding several others, a U.S...\n",
      "Lowercased Text: car bomb near fallujah kills 7 marines baghdad, iraq - a massive car bomb exploded monday on the outskirts of fallujah, killing seven u.s. marines and wounding several others, a u.s...\n",
      "Removed URLs: car bomb near fallujah kills 7 marines baghdad, iraq - a massive car bomb exploded monday on the outskirts of fallujah, killing seven u.s. marines and wounding several others, a u.s...\n",
      "Removed HTML Tags: car bomb near fallujah kills 7 marines baghdad, iraq - a massive car bomb exploded monday on the outskirts of fallujah, killing seven u.s. marines and wounding several others, a u.s...\n",
      "Removed Special Characters: car bomb near fallujah kills  marines baghdad iraq  a massive car bomb exploded monday on the outskirts of fallujah killing seven us marines and wounding several others a us\n",
      "Tokens: ['car', 'bomb', 'near', 'fallujah', 'kills', 'marines', 'baghdad', 'iraq', 'a', 'massive', 'car', 'bomb', 'exploded', 'monday', 'on', 'the', 'outskirts', 'of', 'fallujah', 'killing', 'seven', 'us', 'marines', 'and', 'wounding', 'several', 'others', 'a', 'us']\n",
      "Removed Stopwords: ['car', 'bomb', 'near', 'fallujah', 'kills', 'marines', 'baghdad', 'iraq', 'massive', 'car', 'bomb', 'exploded', 'monday', 'outskirts', 'fallujah', 'killing', 'seven', 'us', 'marines', 'wounding', 'several', 'others', 'us']\n",
      "Stemmed Tokens: ['car', 'bomb', 'near', 'fallujah', 'kill', 'marin', 'baghdad', 'iraq', 'massiv', 'car', 'bomb', 'explod', 'monday', 'outskirt', 'fallujah', 'kill', 'seven', 'us', 'marin', 'wound', 'sever', 'other', 'us']\n",
      "Final Preprocessed Text: car bomb near fallujah kill marin baghdad iraq massiv car bomb explod monday outskirt fallujah kill seven us marin wound sever other us\n",
      "\n",
      "Original Text: US feeling the heat at climate conference BUENOS AIRES -- Two sets of Americans have come here to talk global warming: the United States, opposed to controls on carbon emissions, and a bloc of united states, from Maine to Delaware, that plan to impose them.\n",
      "Lowercased Text: us feeling the heat at climate conference buenos aires -- two sets of americans have come here to talk global warming: the united states, opposed to controls on carbon emissions, and a bloc of united states, from maine to delaware, that plan to impose them.\n",
      "Removed URLs: us feeling the heat at climate conference buenos aires -- two sets of americans have come here to talk global warming: the united states, opposed to controls on carbon emissions, and a bloc of united states, from maine to delaware, that plan to impose them.\n",
      "Removed HTML Tags: us feeling the heat at climate conference buenos aires -- two sets of americans have come here to talk global warming: the united states, opposed to controls on carbon emissions, and a bloc of united states, from maine to delaware, that plan to impose them.\n",
      "Removed Special Characters: us feeling the heat at climate conference buenos aires  two sets of americans have come here to talk global warming the united states opposed to controls on carbon emissions and a bloc of united states from maine to delaware that plan to impose them\n",
      "Tokens: ['us', 'feeling', 'the', 'heat', 'at', 'climate', 'conference', 'buenos', 'aires', 'two', 'sets', 'of', 'americans', 'have', 'come', 'here', 'to', 'talk', 'global', 'warming', 'the', 'united', 'states', 'opposed', 'to', 'controls', 'on', 'carbon', 'emissions', 'and', 'a', 'bloc', 'of', 'united', 'states', 'from', 'maine', 'to', 'delaware', 'that', 'plan', 'to', 'impose', 'them']\n",
      "Removed Stopwords: ['us', 'feeling', 'heat', 'climate', 'conference', 'buenos', 'aires', 'two', 'sets', 'americans', 'come', 'talk', 'global', 'warming', 'united', 'states', 'opposed', 'controls', 'carbon', 'emissions', 'bloc', 'united', 'states', 'maine', 'delaware', 'plan', 'impose']\n",
      "Stemmed Tokens: ['us', 'feel', 'heat', 'climat', 'confer', 'bueno', 'air', 'two', 'set', 'american', 'come', 'talk', 'global', 'warm', 'unit', 'state', 'oppos', 'control', 'carbon', 'emiss', 'bloc', 'unit', 'state', 'main', 'delawar', 'plan', 'impos']\n",
      "Final Preprocessed Text: us feel heat climat confer bueno air two set american come talk global warm unit state oppos control carbon emiss bloc unit state main delawar plan impos\n",
      "\n",
      "Original Text: Video Music Awards Sizzling but Shock Free MIAMI - Holding its festivities for the first time in the city of skin, Sunday's MTV Video Music Awards was sizzling, energetic and colorful - yet tame, by MTV standards.    There were no wardrobe malfunctions (sorry TiVo)...\n",
      "Lowercased Text: video music awards sizzling but shock free miami - holding its festivities for the first time in the city of skin, sunday's mtv video music awards was sizzling, energetic and colorful - yet tame, by mtv standards.    there were no wardrobe malfunctions (sorry tivo)...\n",
      "Removed URLs: video music awards sizzling but shock free miami - holding its festivities for the first time in the city of skin, sunday's mtv video music awards was sizzling, energetic and colorful - yet tame, by mtv standards.    there were no wardrobe malfunctions (sorry tivo)...\n",
      "Removed HTML Tags: video music awards sizzling but shock free miami - holding its festivities for the first time in the city of skin, sunday's mtv video music awards was sizzling, energetic and colorful - yet tame, by mtv standards.    there were no wardrobe malfunctions (sorry tivo)...\n",
      "Removed Special Characters: video music awards sizzling but shock free miami  holding its festivities for the first time in the city of skin sundays mtv video music awards was sizzling energetic and colorful  yet tame by mtv standards    there were no wardrobe malfunctions sorry tivo\n",
      "Tokens: ['video', 'music', 'awards', 'sizzling', 'but', 'shock', 'free', 'miami', 'holding', 'its', 'festivities', 'for', 'the', 'first', 'time', 'in', 'the', 'city', 'of', 'skin', 'sundays', 'mtv', 'video', 'music', 'awards', 'was', 'sizzling', 'energetic', 'and', 'colorful', 'yet', 'tame', 'by', 'mtv', 'standards', 'there', 'were', 'no', 'wardrobe', 'malfunctions', 'sorry', 'tivo']\n",
      "Removed Stopwords: ['video', 'music', 'awards', 'sizzling', 'shock', 'free', 'miami', 'holding', 'festivities', 'first', 'time', 'city', 'skin', 'sundays', 'mtv', 'video', 'music', 'awards', 'sizzling', 'energetic', 'colorful', 'yet', 'tame', 'mtv', 'standards', 'wardrobe', 'malfunctions', 'sorry', 'tivo']\n",
      "Stemmed Tokens: ['video', 'music', 'award', 'sizzl', 'shock', 'free', 'miami', 'hold', 'festiv', 'first', 'time', 'citi', 'skin', 'sunday', 'mtv', 'video', 'music', 'award', 'sizzl', 'energet', 'color', 'yet', 'tame', 'mtv', 'standard', 'wardrob', 'malfunct', 'sorri', 'tivo']\n",
      "Final Preprocessed Text: video music award sizzl shock free miami hold festiv first time citi skin sunday mtv video music award sizzl energet color yet tame mtv standard wardrob malfunct sorri tivo\n",
      "\n",
      "Original Text: Dozens More Killed In New Fighting In Iraq American and Iraqi forces once again fought with Insurgents in the cities of Falluja and Tall  #39;Afar, killing dozens of Iraqis in airstrikes and gunbattles.\n",
      "Lowercased Text: dozens more killed in new fighting in iraq american and iraqi forces once again fought with insurgents in the cities of falluja and tall  #39;afar, killing dozens of iraqis in airstrikes and gunbattles.\n",
      "Removed URLs: dozens more killed in new fighting in iraq american and iraqi forces once again fought with insurgents in the cities of falluja and tall  #39;afar, killing dozens of iraqis in airstrikes and gunbattles.\n",
      "Removed HTML Tags: dozens more killed in new fighting in iraq american and iraqi forces once again fought with insurgents in the cities of falluja and tall  #39;afar, killing dozens of iraqis in airstrikes and gunbattles.\n",
      "Removed Special Characters: dozens more killed in new fighting in iraq american and iraqi forces once again fought with insurgents in the cities of falluja and tall  afar killing dozens of iraqis in airstrikes and gunbattles\n",
      "Tokens: ['dozens', 'more', 'killed', 'in', 'new', 'fighting', 'in', 'iraq', 'american', 'and', 'iraqi', 'forces', 'once', 'again', 'fought', 'with', 'insurgents', 'in', 'the', 'cities', 'of', 'falluja', 'and', 'tall', 'afar', 'killing', 'dozens', 'of', 'iraqis', 'in', 'airstrikes', 'and', 'gunbattles']\n",
      "Removed Stopwords: ['dozens', 'killed', 'new', 'fighting', 'iraq', 'american', 'iraqi', 'forces', 'fought', 'insurgents', 'cities', 'falluja', 'tall', 'afar', 'killing', 'dozens', 'iraqis', 'airstrikes', 'gunbattles']\n",
      "Stemmed Tokens: ['dozen', 'kill', 'new', 'fight', 'iraq', 'american', 'iraqi', 'forc', 'fought', 'insurg', 'citi', 'falluja', 'tall', 'afar', 'kill', 'dozen', 'iraqi', 'airstrik', 'gunbattl']\n",
      "Final Preprocessed Text: dozen kill new fight iraq american iraqi forc fought insurg citi falluja tall afar kill dozen iraqi airstrik gunbattl\n",
      "\n",
      "Original Text: Dr. Phil Interviews President, First Lady (AP) AP - President Bush says it's \"awfully difficult\" for parents to urge their children not to drink and drive if they do it themselves.\n",
      "Lowercased Text: dr. phil interviews president, first lady (ap) ap - president bush says it's \"awfully difficult\" for parents to urge their children not to drink and drive if they do it themselves.\n",
      "Removed URLs: dr. phil interviews president, first lady (ap) ap - president bush says it's \"awfully difficult\" for parents to urge their children not to drink and drive if they do it themselves.\n",
      "Removed HTML Tags: dr. phil interviews president, first lady (ap) ap - president bush says it's \"awfully difficult\" for parents to urge their children not to drink and drive if they do it themselves.\n",
      "Removed Special Characters: dr phil interviews president first lady ap ap  president bush says its awfully difficult for parents to urge their children not to drink and drive if they do it themselves\n",
      "Tokens: ['dr', 'phil', 'interviews', 'president', 'first', 'lady', 'ap', 'ap', 'president', 'bush', 'says', 'its', 'awfully', 'difficult', 'for', 'parents', 'to', 'urge', 'their', 'children', 'not', 'to', 'drink', 'and', 'drive', 'if', 'they', 'do', 'it', 'themselves']\n",
      "Removed Stopwords: ['dr', 'phil', 'interviews', 'president', 'first', 'lady', 'ap', 'ap', 'president', 'bush', 'says', 'awfully', 'difficult', 'parents', 'urge', 'children', 'drink', 'drive']\n",
      "Stemmed Tokens: ['dr', 'phil', 'interview', 'presid', 'first', 'ladi', 'ap', 'ap', 'presid', 'bush', 'say', 'aw', 'difficult', 'parent', 'urg', 'children', 'drink', 'drive']\n",
      "Final Preprocessed Text: dr phil interview presid first ladi ap ap presid bush say aw difficult parent urg children drink drive\n",
      "\n",
      "Original Text: Shocked Japanese sent scrambling as earthquakes inflict heavy toll OJIYA, Japan, Oct 24 (AFP) - Overturned cars, crumbled homes and shattered roads greeted rescue workers Sunday after Japan #39;s deadliest earthquake in almost a decade stunned residents used to bearing through the nation #39;s frequent tremors.\n",
      "Lowercased Text: shocked japanese sent scrambling as earthquakes inflict heavy toll ojiya, japan, oct 24 (afp) - overturned cars, crumbled homes and shattered roads greeted rescue workers sunday after japan #39;s deadliest earthquake in almost a decade stunned residents used to bearing through the nation #39;s frequent tremors.\n",
      "Removed URLs: shocked japanese sent scrambling as earthquakes inflict heavy toll ojiya, japan, oct 24 (afp) - overturned cars, crumbled homes and shattered roads greeted rescue workers sunday after japan #39;s deadliest earthquake in almost a decade stunned residents used to bearing through the nation #39;s frequent tremors.\n",
      "Removed HTML Tags: shocked japanese sent scrambling as earthquakes inflict heavy toll ojiya, japan, oct 24 (afp) - overturned cars, crumbled homes and shattered roads greeted rescue workers sunday after japan #39;s deadliest earthquake in almost a decade stunned residents used to bearing through the nation #39;s frequent tremors.\n",
      "Removed Special Characters: shocked japanese sent scrambling as earthquakes inflict heavy toll ojiya japan oct  afp  overturned cars crumbled homes and shattered roads greeted rescue workers sunday after japan s deadliest earthquake in almost a decade stunned residents used to bearing through the nation s frequent tremors\n",
      "Tokens: ['shocked', 'japanese', 'sent', 'scrambling', 'as', 'earthquakes', 'inflict', 'heavy', 'toll', 'ojiya', 'japan', 'oct', 'afp', 'overturned', 'cars', 'crumbled', 'homes', 'and', 'shattered', 'roads', 'greeted', 'rescue', 'workers', 'sunday', 'after', 'japan', 's', 'deadliest', 'earthquake', 'in', 'almost', 'a', 'decade', 'stunned', 'residents', 'used', 'to', 'bearing', 'through', 'the', 'nation', 's', 'frequent', 'tremors']\n",
      "Removed Stopwords: ['shocked', 'japanese', 'sent', 'scrambling', 'earthquakes', 'inflict', 'heavy', 'toll', 'ojiya', 'japan', 'oct', 'afp', 'overturned', 'cars', 'crumbled', 'homes', 'shattered', 'roads', 'greeted', 'rescue', 'workers', 'sunday', 'japan', 'deadliest', 'earthquake', 'almost', 'decade', 'stunned', 'residents', 'used', 'bearing', 'nation', 'frequent', 'tremors']\n",
      "Stemmed Tokens: ['shock', 'japanes', 'sent', 'scrambl', 'earthquak', 'inflict', 'heavi', 'toll', 'ojiya', 'japan', 'oct', 'afp', 'overturn', 'car', 'crumbl', 'home', 'shatter', 'road', 'greet', 'rescu', 'worker', 'sunday', 'japan', 'deadliest', 'earthquak', 'almost', 'decad', 'stun', 'resid', 'use', 'bear', 'nation', 'frequent', 'tremor']\n",
      "Final Preprocessed Text: shock japanes sent scrambl earthquak inflict heavi toll ojiya japan oct afp overturn car crumbl home shatter road greet rescu worker sunday japan deadliest earthquak almost decad stun resid use bear nation frequent tremor\n",
      "\n",
      "Original Text: International charity CARE closes Iraq operations AMMAN, Oct 28 (AFP) - The international charity CARE has shut down its operations in Iraq following the abduction last week of its director there, Briton Margaret Hassan, spokesman Arnoud Hekkens said in Jordan Thursday.\n",
      "Lowercased Text: international charity care closes iraq operations amman, oct 28 (afp) - the international charity care has shut down its operations in iraq following the abduction last week of its director there, briton margaret hassan, spokesman arnoud hekkens said in jordan thursday.\n",
      "Removed URLs: international charity care closes iraq operations amman, oct 28 (afp) - the international charity care has shut down its operations in iraq following the abduction last week of its director there, briton margaret hassan, spokesman arnoud hekkens said in jordan thursday.\n",
      "Removed HTML Tags: international charity care closes iraq operations amman, oct 28 (afp) - the international charity care has shut down its operations in iraq following the abduction last week of its director there, briton margaret hassan, spokesman arnoud hekkens said in jordan thursday.\n",
      "Removed Special Characters: international charity care closes iraq operations amman oct  afp  the international charity care has shut down its operations in iraq following the abduction last week of its director there briton margaret hassan spokesman arnoud hekkens said in jordan thursday\n",
      "Tokens: ['international', 'charity', 'care', 'closes', 'iraq', 'operations', 'amman', 'oct', 'afp', 'the', 'international', 'charity', 'care', 'has', 'shut', 'down', 'its', 'operations', 'in', 'iraq', 'following', 'the', 'abduction', 'last', 'week', 'of', 'its', 'director', 'there', 'briton', 'margaret', 'hassan', 'spokesman', 'arnoud', 'hekkens', 'said', 'in', 'jordan', 'thursday']\n",
      "Removed Stopwords: ['international', 'charity', 'care', 'closes', 'iraq', 'operations', 'amman', 'oct', 'afp', 'international', 'charity', 'care', 'shut', 'operations', 'iraq', 'following', 'abduction', 'last', 'week', 'director', 'briton', 'margaret', 'hassan', 'spokesman', 'arnoud', 'hekkens', 'said', 'jordan', 'thursday']\n",
      "Stemmed Tokens: ['intern', 'chariti', 'care', 'close', 'iraq', 'oper', 'amman', 'oct', 'afp', 'intern', 'chariti', 'care', 'shut', 'oper', 'iraq', 'follow', 'abduct', 'last', 'week', 'director', 'briton', 'margaret', 'hassan', 'spokesman', 'arnoud', 'hekken', 'said', 'jordan', 'thursday']\n",
      "Final Preprocessed Text: intern chariti care close iraq oper amman oct afp intern chariti care shut oper iraq follow abduct last week director briton margaret hassan spokesman arnoud hekken said jordan thursday\n",
      "\n",
      "Original Text: At least 166 miners trapped, feared dead in China mine blast BEIJING (AFP) - A gas explosion ripped through a coal mine in north China #39;s Shaanxi province, trapping 166 miners in what threatens to be the worst disaster to hit the world #39;s biggest coal producer in recent years.\n",
      "Lowercased Text: at least 166 miners trapped, feared dead in china mine blast beijing (afp) - a gas explosion ripped through a coal mine in north china #39;s shaanxi province, trapping 166 miners in what threatens to be the worst disaster to hit the world #39;s biggest coal producer in recent years.\n",
      "Removed URLs: at least 166 miners trapped, feared dead in china mine blast beijing (afp) - a gas explosion ripped through a coal mine in north china #39;s shaanxi province, trapping 166 miners in what threatens to be the worst disaster to hit the world #39;s biggest coal producer in recent years.\n",
      "Removed HTML Tags: at least 166 miners trapped, feared dead in china mine blast beijing (afp) - a gas explosion ripped through a coal mine in north china #39;s shaanxi province, trapping 166 miners in what threatens to be the worst disaster to hit the world #39;s biggest coal producer in recent years.\n",
      "Removed Special Characters: at least  miners trapped feared dead in china mine blast beijing afp  a gas explosion ripped through a coal mine in north china s shaanxi province trapping  miners in what threatens to be the worst disaster to hit the world s biggest coal producer in recent years\n",
      "Tokens: ['at', 'least', 'miners', 'trapped', 'feared', 'dead', 'in', 'china', 'mine', 'blast', 'beijing', 'afp', 'a', 'gas', 'explosion', 'ripped', 'through', 'a', 'coal', 'mine', 'in', 'north', 'china', 's', 'shaanxi', 'province', 'trapping', 'miners', 'in', 'what', 'threatens', 'to', 'be', 'the', 'worst', 'disaster', 'to', 'hit', 'the', 'world', 's', 'biggest', 'coal', 'producer', 'in', 'recent', 'years']\n",
      "Removed Stopwords: ['least', 'miners', 'trapped', 'feared', 'dead', 'china', 'mine', 'blast', 'beijing', 'afp', 'gas', 'explosion', 'ripped', 'coal', 'mine', 'north', 'china', 'shaanxi', 'province', 'trapping', 'miners', 'threatens', 'worst', 'disaster', 'hit', 'world', 'biggest', 'coal', 'producer', 'recent', 'years']\n",
      "Stemmed Tokens: ['least', 'miner', 'trap', 'fear', 'dead', 'china', 'mine', 'blast', 'beij', 'afp', 'ga', 'explos', 'rip', 'coal', 'mine', 'north', 'china', 'shaanxi', 'provinc', 'trap', 'miner', 'threaten', 'worst', 'disast', 'hit', 'world', 'biggest', 'coal', 'produc', 'recent', 'year']\n",
      "Final Preprocessed Text: least miner trap fear dead china mine blast beij afp ga explos rip coal mine north china shaanxi provinc trap miner threaten worst disast hit world biggest coal produc recent year\n",
      "\n",
      "Original Text: Surfer  #39;torn to pieces #39; by shark Authorities in Sydney said today they would kill the shark that tore apart a young surfer near a popular beach as his friends desperately tried to save him by beating the animal with oars.\n",
      "Lowercased Text: surfer  #39;torn to pieces #39; by shark authorities in sydney said today they would kill the shark that tore apart a young surfer near a popular beach as his friends desperately tried to save him by beating the animal with oars.\n",
      "Removed URLs: surfer  #39;torn to pieces #39; by shark authorities in sydney said today they would kill the shark that tore apart a young surfer near a popular beach as his friends desperately tried to save him by beating the animal with oars.\n",
      "Removed HTML Tags: surfer  #39;torn to pieces #39; by shark authorities in sydney said today they would kill the shark that tore apart a young surfer near a popular beach as his friends desperately tried to save him by beating the animal with oars.\n",
      "Removed Special Characters: surfer  torn to pieces  by shark authorities in sydney said today they would kill the shark that tore apart a young surfer near a popular beach as his friends desperately tried to save him by beating the animal with oars\n",
      "Tokens: ['surfer', 'torn', 'to', 'pieces', 'by', 'shark', 'authorities', 'in', 'sydney', 'said', 'today', 'they', 'would', 'kill', 'the', 'shark', 'that', 'tore', 'apart', 'a', 'young', 'surfer', 'near', 'a', 'popular', 'beach', 'as', 'his', 'friends', 'desperately', 'tried', 'to', 'save', 'him', 'by', 'beating', 'the', 'animal', 'with', 'oars']\n",
      "Removed Stopwords: ['surfer', 'torn', 'pieces', 'shark', 'authorities', 'sydney', 'said', 'today', 'would', 'kill', 'shark', 'tore', 'apart', 'young', 'surfer', 'near', 'popular', 'beach', 'friends', 'desperately', 'tried', 'save', 'beating', 'animal', 'oars']\n",
      "Stemmed Tokens: ['surfer', 'torn', 'piec', 'shark', 'author', 'sydney', 'said', 'today', 'would', 'kill', 'shark', 'tore', 'apart', 'young', 'surfer', 'near', 'popular', 'beach', 'friend', 'desper', 'tri', 'save', 'beat', 'anim', 'oar']\n",
      "Final Preprocessed Text: surfer torn piec shark author sydney said today would kill shark tore apart young surfer near popular beach friend desper tri save beat anim oar\n",
      "\n",
      "Original Text: Palestinian Delegation to Visit Comatose Arafat  PARIS (Reuters) - Yasser Arafat slipped deeper into a coma  overnight and his health worsened, a doctor treating him said  on Tuesday before Palestinian officials arrived at a French  military hospital for a visit Arafat's wife adamantly opposed.\n",
      "Lowercased Text: palestinian delegation to visit comatose arafat  paris (reuters) - yasser arafat slipped deeper into a coma  overnight and his health worsened, a doctor treating him said  on tuesday before palestinian officials arrived at a french  military hospital for a visit arafat's wife adamantly opposed.\n",
      "Removed URLs: palestinian delegation to visit comatose arafat  paris (reuters) - yasser arafat slipped deeper into a coma  overnight and his health worsened, a doctor treating him said  on tuesday before palestinian officials arrived at a french  military hospital for a visit arafat's wife adamantly opposed.\n",
      "Removed HTML Tags: palestinian delegation to visit comatose arafat  paris (reuters) - yasser arafat slipped deeper into a coma  overnight and his health worsened, a doctor treating him said  on tuesday before palestinian officials arrived at a french  military hospital for a visit arafat's wife adamantly opposed.\n",
      "Removed Special Characters: palestinian delegation to visit comatose arafat  paris reuters  yasser arafat slipped deeper into a coma  overnight and his health worsened a doctor treating him said  on tuesday before palestinian officials arrived at a french  military hospital for a visit arafats wife adamantly opposed\n",
      "Tokens: ['palestinian', 'delegation', 'to', 'visit', 'comatose', 'arafat', 'paris', 'reuters', 'yasser', 'arafat', 'slipped', 'deeper', 'into', 'a', 'coma', 'overnight', 'and', 'his', 'health', 'worsened', 'a', 'doctor', 'treating', 'him', 'said', 'on', 'tuesday', 'before', 'palestinian', 'officials', 'arrived', 'at', 'a', 'french', 'military', 'hospital', 'for', 'a', 'visit', 'arafats', 'wife', 'adamantly', 'opposed']\n",
      "Removed Stopwords: ['palestinian', 'delegation', 'visit', 'comatose', 'arafat', 'paris', 'reuters', 'yasser', 'arafat', 'slipped', 'deeper', 'coma', 'overnight', 'health', 'worsened', 'doctor', 'treating', 'said', 'tuesday', 'palestinian', 'officials', 'arrived', 'french', 'military', 'hospital', 'visit', 'arafats', 'wife', 'adamantly', 'opposed']\n",
      "Stemmed Tokens: ['palestinian', 'deleg', 'visit', 'comatos', 'arafat', 'pari', 'reuter', 'yasser', 'arafat', 'slip', 'deeper', 'coma', 'overnight', 'health', 'worsen', 'doctor', 'treat', 'said', 'tuesday', 'palestinian', 'offici', 'arriv', 'french', 'militari', 'hospit', 'visit', 'arafat', 'wife', 'adamantli', 'oppos']\n",
      "Final Preprocessed Text: palestinian deleg visit comatos arafat pari reuter yasser arafat slip deeper coma overnight health worsen doctor treat said tuesday palestinian offici arriv french militari hospit visit arafat wife adamantli oppos\n",
      "\n",
      "Original Text: Bush Tries to Help Break N.Irish Peace Deadlock (Reuters) Reuters - President Bush tried to help break a\\deadlock in the Northern Ireland peace process on Friday,\\telephoning Protestant leader Ian Paisley as negotiations\\ground on in London and Belfast.\n",
      "Lowercased Text: bush tries to help break n.irish peace deadlock (reuters) reuters - president bush tried to help break a\\deadlock in the northern ireland peace process on friday,\\telephoning protestant leader ian paisley as negotiations\\ground on in london and belfast.\n",
      "Removed URLs: bush tries to help break n.irish peace deadlock (reuters) reuters - president bush tried to help break a\\deadlock in the northern ireland peace process on friday,\\telephoning protestant leader ian paisley as negotiations\\ground on in london and belfast.\n",
      "Removed HTML Tags: bush tries to help break n.irish peace deadlock (reuters) reuters - president bush tried to help break a\\deadlock in the northern ireland peace process on friday,\\telephoning protestant leader ian paisley as negotiations\\ground on in london and belfast.\n",
      "Removed Special Characters: bush tries to help break nirish peace deadlock reuters reuters  president bush tried to help break adeadlock in the northern ireland peace process on fridaytelephoning protestant leader ian paisley as negotiationsground on in london and belfast\n",
      "Tokens: ['bush', 'tries', 'to', 'help', 'break', 'nirish', 'peace', 'deadlock', 'reuters', 'reuters', 'president', 'bush', 'tried', 'to', 'help', 'break', 'adeadlock', 'in', 'the', 'northern', 'ireland', 'peace', 'process', 'on', 'fridaytelephoning', 'protestant', 'leader', 'ian', 'paisley', 'as', 'negotiationsground', 'on', 'in', 'london', 'and', 'belfast']\n",
      "Removed Stopwords: ['bush', 'tries', 'help', 'break', 'nirish', 'peace', 'deadlock', 'reuters', 'reuters', 'president', 'bush', 'tried', 'help', 'break', 'adeadlock', 'northern', 'ireland', 'peace', 'process', 'fridaytelephoning', 'protestant', 'leader', 'ian', 'paisley', 'negotiationsground', 'london', 'belfast']\n",
      "Stemmed Tokens: ['bush', 'tri', 'help', 'break', 'nirish', 'peac', 'deadlock', 'reuter', 'reuter', 'presid', 'bush', 'tri', 'help', 'break', 'adeadlock', 'northern', 'ireland', 'peac', 'process', 'fridaytelephon', 'protest', 'leader', 'ian', 'paisley', 'negotiationsground', 'london', 'belfast']\n",
      "Final Preprocessed Text: bush tri help break nirish peac deadlock reuter reuter presid bush tri help break adeadlock northern ireland peac process fridaytelephon protest leader ian paisley negotiationsground london belfast\n",
      "\n",
      "Original Text: Karzai Declared Winner of Afghan Election Incumbent Hamid Karzai is the official winner of last month #39;s historic Afghan presidential election, the body organizing the vote said on Wednesday.\n",
      "Lowercased Text: karzai declared winner of afghan election incumbent hamid karzai is the official winner of last month #39;s historic afghan presidential election, the body organizing the vote said on wednesday.\n",
      "Removed URLs: karzai declared winner of afghan election incumbent hamid karzai is the official winner of last month #39;s historic afghan presidential election, the body organizing the vote said on wednesday.\n",
      "Removed HTML Tags: karzai declared winner of afghan election incumbent hamid karzai is the official winner of last month #39;s historic afghan presidential election, the body organizing the vote said on wednesday.\n",
      "Removed Special Characters: karzai declared winner of afghan election incumbent hamid karzai is the official winner of last month s historic afghan presidential election the body organizing the vote said on wednesday\n",
      "Tokens: ['karzai', 'declared', 'winner', 'of', 'afghan', 'election', 'incumbent', 'hamid', 'karzai', 'is', 'the', 'official', 'winner', 'of', 'last', 'month', 's', 'historic', 'afghan', 'presidential', 'election', 'the', 'body', 'organizing', 'the', 'vote', 'said', 'on', 'wednesday']\n",
      "Removed Stopwords: ['karzai', 'declared', 'winner', 'afghan', 'election', 'incumbent', 'hamid', 'karzai', 'official', 'winner', 'last', 'month', 'historic', 'afghan', 'presidential', 'election', 'body', 'organizing', 'vote', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['karzai', 'declar', 'winner', 'afghan', 'elect', 'incumb', 'hamid', 'karzai', 'offici', 'winner', 'last', 'month', 'histor', 'afghan', 'presidenti', 'elect', 'bodi', 'organ', 'vote', 'said', 'wednesday']\n",
      "Final Preprocessed Text: karzai declar winner afghan elect incumb hamid karzai offici winner last month histor afghan presidenti elect bodi organ vote said wednesday\n",
      "\n",
      "Original Text: 24 Feared Killed As Typhoon Meari Batters Japan Tokyo, Sept. 30 (NNN): At least 24 people have been killed or are missing after a powerful tropical storm struck south-western Japan.\n",
      "Lowercased Text: 24 feared killed as typhoon meari batters japan tokyo, sept. 30 (nnn): at least 24 people have been killed or are missing after a powerful tropical storm struck south-western japan.\n",
      "Removed URLs: 24 feared killed as typhoon meari batters japan tokyo, sept. 30 (nnn): at least 24 people have been killed or are missing after a powerful tropical storm struck south-western japan.\n",
      "Removed HTML Tags: 24 feared killed as typhoon meari batters japan tokyo, sept. 30 (nnn): at least 24 people have been killed or are missing after a powerful tropical storm struck south-western japan.\n",
      "Removed Special Characters:  feared killed as typhoon meari batters japan tokyo sept  nnn at least  people have been killed or are missing after a powerful tropical storm struck southwestern japan\n",
      "Tokens: ['feared', 'killed', 'as', 'typhoon', 'meari', 'batters', 'japan', 'tokyo', 'sept', 'nnn', 'at', 'least', 'people', 'have', 'been', 'killed', 'or', 'are', 'missing', 'after', 'a', 'powerful', 'tropical', 'storm', 'struck', 'southwestern', 'japan']\n",
      "Removed Stopwords: ['feared', 'killed', 'typhoon', 'meari', 'batters', 'japan', 'tokyo', 'sept', 'nnn', 'least', 'people', 'killed', 'missing', 'powerful', 'tropical', 'storm', 'struck', 'southwestern', 'japan']\n",
      "Stemmed Tokens: ['fear', 'kill', 'typhoon', 'meari', 'batter', 'japan', 'tokyo', 'sept', 'nnn', 'least', 'peopl', 'kill', 'miss', 'power', 'tropic', 'storm', 'struck', 'southwestern', 'japan']\n",
      "Final Preprocessed Text: fear kill typhoon meari batter japan tokyo sept nnn least peopl kill miss power tropic storm struck southwestern japan\n",
      "\n",
      "Original Text: French negotiator claims hostage releases close PARIS, Sept 29 (AFP) - Paris on Wednesday remained tight-lipped about the fate of two French journalists abducted over a month ago in Iraq following the release of up to 10 hostages there, including two Italian female aid workers.\n",
      "Lowercased Text: french negotiator claims hostage releases close paris, sept 29 (afp) - paris on wednesday remained tight-lipped about the fate of two french journalists abducted over a month ago in iraq following the release of up to 10 hostages there, including two italian female aid workers.\n",
      "Removed URLs: french negotiator claims hostage releases close paris, sept 29 (afp) - paris on wednesday remained tight-lipped about the fate of two french journalists abducted over a month ago in iraq following the release of up to 10 hostages there, including two italian female aid workers.\n",
      "Removed HTML Tags: french negotiator claims hostage releases close paris, sept 29 (afp) - paris on wednesday remained tight-lipped about the fate of two french journalists abducted over a month ago in iraq following the release of up to 10 hostages there, including two italian female aid workers.\n",
      "Removed Special Characters: french negotiator claims hostage releases close paris sept  afp  paris on wednesday remained tightlipped about the fate of two french journalists abducted over a month ago in iraq following the release of up to  hostages there including two italian female aid workers\n",
      "Tokens: ['french', 'negotiator', 'claims', 'hostage', 'releases', 'close', 'paris', 'sept', 'afp', 'paris', 'on', 'wednesday', 'remained', 'tightlipped', 'about', 'the', 'fate', 'of', 'two', 'french', 'journalists', 'abducted', 'over', 'a', 'month', 'ago', 'in', 'iraq', 'following', 'the', 'release', 'of', 'up', 'to', 'hostages', 'there', 'including', 'two', 'italian', 'female', 'aid', 'workers']\n",
      "Removed Stopwords: ['french', 'negotiator', 'claims', 'hostage', 'releases', 'close', 'paris', 'sept', 'afp', 'paris', 'wednesday', 'remained', 'tightlipped', 'fate', 'two', 'french', 'journalists', 'abducted', 'month', 'ago', 'iraq', 'following', 'release', 'hostages', 'including', 'two', 'italian', 'female', 'aid', 'workers']\n",
      "Stemmed Tokens: ['french', 'negoti', 'claim', 'hostag', 'releas', 'close', 'pari', 'sept', 'afp', 'pari', 'wednesday', 'remain', 'tightlip', 'fate', 'two', 'french', 'journalist', 'abduct', 'month', 'ago', 'iraq', 'follow', 'releas', 'hostag', 'includ', 'two', 'italian', 'femal', 'aid', 'worker']\n",
      "Final Preprocessed Text: french negoti claim hostag releas close pari sept afp pari wednesday remain tightlip fate two french journalist abduct month ago iraq follow releas hostag includ two italian femal aid worker\n",
      "\n",
      "Original Text: Rwanda  #39;genocide #39; priest on trial The landmark trial of a Rwandan Roman Catholic priest accused of supervising the massacre of 2,000 of his Tutsi parishioners during the country #39;s 1994 genocide opened in his absence on Monday.\n",
      "Lowercased Text: rwanda  #39;genocide #39; priest on trial the landmark trial of a rwandan roman catholic priest accused of supervising the massacre of 2,000 of his tutsi parishioners during the country #39;s 1994 genocide opened in his absence on monday.\n",
      "Removed URLs: rwanda  #39;genocide #39; priest on trial the landmark trial of a rwandan roman catholic priest accused of supervising the massacre of 2,000 of his tutsi parishioners during the country #39;s 1994 genocide opened in his absence on monday.\n",
      "Removed HTML Tags: rwanda  #39;genocide #39; priest on trial the landmark trial of a rwandan roman catholic priest accused of supervising the massacre of 2,000 of his tutsi parishioners during the country #39;s 1994 genocide opened in his absence on monday.\n",
      "Removed Special Characters: rwanda  genocide  priest on trial the landmark trial of a rwandan roman catholic priest accused of supervising the massacre of  of his tutsi parishioners during the country s  genocide opened in his absence on monday\n",
      "Tokens: ['rwanda', 'genocide', 'priest', 'on', 'trial', 'the', 'landmark', 'trial', 'of', 'a', 'rwandan', 'roman', 'catholic', 'priest', 'accused', 'of', 'supervising', 'the', 'massacre', 'of', 'of', 'his', 'tutsi', 'parishioners', 'during', 'the', 'country', 's', 'genocide', 'opened', 'in', 'his', 'absence', 'on', 'monday']\n",
      "Removed Stopwords: ['rwanda', 'genocide', 'priest', 'trial', 'landmark', 'trial', 'rwandan', 'roman', 'catholic', 'priest', 'accused', 'supervising', 'massacre', 'tutsi', 'parishioners', 'country', 'genocide', 'opened', 'absence', 'monday']\n",
      "Stemmed Tokens: ['rwanda', 'genocid', 'priest', 'trial', 'landmark', 'trial', 'rwandan', 'roman', 'cathol', 'priest', 'accus', 'supervis', 'massacr', 'tutsi', 'parishion', 'countri', 'genocid', 'open', 'absenc', 'monday']\n",
      "Final Preprocessed Text: rwanda genocid priest trial landmark trial rwandan roman cathol priest accus supervis massacr tutsi parishion countri genocid open absenc monday\n",
      "\n",
      "Original Text: Ukraine Leader Rejects Election Reform Demands  KIEV, Ukraine (Reuters) - Ukraine's outgoing President  Leonid Kuchma Monday rejected reform of the country's election  laws on terms set by the opposition ahead of a re-run of the  ex-Soviet state's rigged vote later this month.\n",
      "Lowercased Text: ukraine leader rejects election reform demands  kiev, ukraine (reuters) - ukraine's outgoing president  leonid kuchma monday rejected reform of the country's election  laws on terms set by the opposition ahead of a re-run of the  ex-soviet state's rigged vote later this month.\n",
      "Removed URLs: ukraine leader rejects election reform demands  kiev, ukraine (reuters) - ukraine's outgoing president  leonid kuchma monday rejected reform of the country's election  laws on terms set by the opposition ahead of a re-run of the  ex-soviet state's rigged vote later this month.\n",
      "Removed HTML Tags: ukraine leader rejects election reform demands  kiev, ukraine (reuters) - ukraine's outgoing president  leonid kuchma monday rejected reform of the country's election  laws on terms set by the opposition ahead of a re-run of the  ex-soviet state's rigged vote later this month.\n",
      "Removed Special Characters: ukraine leader rejects election reform demands  kiev ukraine reuters  ukraines outgoing president  leonid kuchma monday rejected reform of the countrys election  laws on terms set by the opposition ahead of a rerun of the  exsoviet states rigged vote later this month\n",
      "Tokens: ['ukraine', 'leader', 'rejects', 'election', 'reform', 'demands', 'kiev', 'ukraine', 'reuters', 'ukraines', 'outgoing', 'president', 'leonid', 'kuchma', 'monday', 'rejected', 'reform', 'of', 'the', 'countrys', 'election', 'laws', 'on', 'terms', 'set', 'by', 'the', 'opposition', 'ahead', 'of', 'a', 'rerun', 'of', 'the', 'exsoviet', 'states', 'rigged', 'vote', 'later', 'this', 'month']\n",
      "Removed Stopwords: ['ukraine', 'leader', 'rejects', 'election', 'reform', 'demands', 'kiev', 'ukraine', 'reuters', 'ukraines', 'outgoing', 'president', 'leonid', 'kuchma', 'monday', 'rejected', 'reform', 'countrys', 'election', 'laws', 'terms', 'set', 'opposition', 'ahead', 'rerun', 'exsoviet', 'states', 'rigged', 'vote', 'later', 'month']\n",
      "Stemmed Tokens: ['ukrain', 'leader', 'reject', 'elect', 'reform', 'demand', 'kiev', 'ukrain', 'reuter', 'ukrain', 'outgo', 'presid', 'leonid', 'kuchma', 'monday', 'reject', 'reform', 'countri', 'elect', 'law', 'term', 'set', 'opposit', 'ahead', 'rerun', 'exsoviet', 'state', 'rig', 'vote', 'later', 'month']\n",
      "Final Preprocessed Text: ukrain leader reject elect reform demand kiev ukrain reuter ukrain outgo presid leonid kuchma monday reject reform countri elect law term set opposit ahead rerun exsoviet state rig vote later month\n",
      "\n",
      "Original Text: Taiwan Opposition Claims Victory Taiwan's opposition parties, which favor\\closer ties with China, claimed victory in the parliament\\elections on Saturday, beating President Chen Shui-bian's\\pro-independence party after a tight race.\n",
      "Lowercased Text: taiwan opposition claims victory taiwan's opposition parties, which favor\\closer ties with china, claimed victory in the parliament\\elections on saturday, beating president chen shui-bian's\\pro-independence party after a tight race.\n",
      "Removed URLs: taiwan opposition claims victory taiwan's opposition parties, which favor\\closer ties with china, claimed victory in the parliament\\elections on saturday, beating president chen shui-bian's\\pro-independence party after a tight race.\n",
      "Removed HTML Tags: taiwan opposition claims victory taiwan's opposition parties, which favor\\closer ties with china, claimed victory in the parliament\\elections on saturday, beating president chen shui-bian's\\pro-independence party after a tight race.\n",
      "Removed Special Characters: taiwan opposition claims victory taiwans opposition parties which favorcloser ties with china claimed victory in the parliamentelections on saturday beating president chen shuibiansproindependence party after a tight race\n",
      "Tokens: ['taiwan', 'opposition', 'claims', 'victory', 'taiwans', 'opposition', 'parties', 'which', 'favorcloser', 'ties', 'with', 'china', 'claimed', 'victory', 'in', 'the', 'parliamentelections', 'on', 'saturday', 'beating', 'president', 'chen', 'shuibiansproindependence', 'party', 'after', 'a', 'tight', 'race']\n",
      "Removed Stopwords: ['taiwan', 'opposition', 'claims', 'victory', 'taiwans', 'opposition', 'parties', 'favorcloser', 'ties', 'china', 'claimed', 'victory', 'parliamentelections', 'saturday', 'beating', 'president', 'chen', 'shuibiansproindependence', 'party', 'tight', 'race']\n",
      "Stemmed Tokens: ['taiwan', 'opposit', 'claim', 'victori', 'taiwan', 'opposit', 'parti', 'favorclos', 'tie', 'china', 'claim', 'victori', 'parliamentelect', 'saturday', 'beat', 'presid', 'chen', 'shuibiansproindepend', 'parti', 'tight', 'race']\n",
      "Final Preprocessed Text: taiwan opposit claim victori taiwan opposit parti favorclos tie china claim victori parliamentelect saturday beat presid chen shuibiansproindepend parti tight race\n",
      "\n",
      "Original Text: Israelis Kill 5 Palestinians; Sharon Under Pressure (Reuters) Reuters - Israeli troops killed five Palestinian\\militants in gun battles Monday as Prime Minister Ariel Sharon\\sought to dampen rising pressure for a referendum on his plan\\to withdraw from occupied Gaza.\n",
      "Lowercased Text: israelis kill 5 palestinians; sharon under pressure (reuters) reuters - israeli troops killed five palestinian\\militants in gun battles monday as prime minister ariel sharon\\sought to dampen rising pressure for a referendum on his plan\\to withdraw from occupied gaza.\n",
      "Removed URLs: israelis kill 5 palestinians; sharon under pressure (reuters) reuters - israeli troops killed five palestinian\\militants in gun battles monday as prime minister ariel sharon\\sought to dampen rising pressure for a referendum on his plan\\to withdraw from occupied gaza.\n",
      "Removed HTML Tags: israelis kill 5 palestinians; sharon under pressure (reuters) reuters - israeli troops killed five palestinian\\militants in gun battles monday as prime minister ariel sharon\\sought to dampen rising pressure for a referendum on his plan\\to withdraw from occupied gaza.\n",
      "Removed Special Characters: israelis kill  palestinians sharon under pressure reuters reuters  israeli troops killed five palestinianmilitants in gun battles monday as prime minister ariel sharonsought to dampen rising pressure for a referendum on his planto withdraw from occupied gaza\n",
      "Tokens: ['israelis', 'kill', 'palestinians', 'sharon', 'under', 'pressure', 'reuters', 'reuters', 'israeli', 'troops', 'killed', 'five', 'palestinianmilitants', 'in', 'gun', 'battles', 'monday', 'as', 'prime', 'minister', 'ariel', 'sharonsought', 'to', 'dampen', 'rising', 'pressure', 'for', 'a', 'referendum', 'on', 'his', 'planto', 'withdraw', 'from', 'occupied', 'gaza']\n",
      "Removed Stopwords: ['israelis', 'kill', 'palestinians', 'sharon', 'pressure', 'reuters', 'reuters', 'israeli', 'troops', 'killed', 'five', 'palestinianmilitants', 'gun', 'battles', 'monday', 'prime', 'minister', 'ariel', 'sharonsought', 'dampen', 'rising', 'pressure', 'referendum', 'planto', 'withdraw', 'occupied', 'gaza']\n",
      "Stemmed Tokens: ['isra', 'kill', 'palestinian', 'sharon', 'pressur', 'reuter', 'reuter', 'isra', 'troop', 'kill', 'five', 'palestinianmilit', 'gun', 'battl', 'monday', 'prime', 'minist', 'ariel', 'sharonsought', 'dampen', 'rise', 'pressur', 'referendum', 'planto', 'withdraw', 'occupi', 'gaza']\n",
      "Final Preprocessed Text: isra kill palestinian sharon pressur reuter reuter isra troop kill five palestinianmilit gun battl monday prime minist ariel sharonsought dampen rise pressur referendum planto withdraw occupi gaza\n",
      "\n",
      "Original Text: Drug Smugglers Blamed in Afghan Attack KABUL, Afghanistan Oct. 7, 2004 - The Afghan government on Thursday blamed drug smugglers not Taliban or al-Qaida fighters for a bomb attack on interim leader Hamid Karzai #39;s vice presidential running mate \n",
      "Lowercased Text: drug smugglers blamed in afghan attack kabul, afghanistan oct. 7, 2004 - the afghan government on thursday blamed drug smugglers not taliban or al-qaida fighters for a bomb attack on interim leader hamid karzai #39;s vice presidential running mate \n",
      "Removed URLs: drug smugglers blamed in afghan attack kabul, afghanistan oct. 7, 2004 - the afghan government on thursday blamed drug smugglers not taliban or al-qaida fighters for a bomb attack on interim leader hamid karzai #39;s vice presidential running mate \n",
      "Removed HTML Tags: drug smugglers blamed in afghan attack kabul, afghanistan oct. 7, 2004 - the afghan government on thursday blamed drug smugglers not taliban or al-qaida fighters for a bomb attack on interim leader hamid karzai #39;s vice presidential running mate \n",
      "Removed Special Characters: drug smugglers blamed in afghan attack kabul afghanistan oct    the afghan government on thursday blamed drug smugglers not taliban or alqaida fighters for a bomb attack on interim leader hamid karzai s vice presidential running mate \n",
      "Tokens: ['drug', 'smugglers', 'blamed', 'in', 'afghan', 'attack', 'kabul', 'afghanistan', 'oct', 'the', 'afghan', 'government', 'on', 'thursday', 'blamed', 'drug', 'smugglers', 'not', 'taliban', 'or', 'alqaida', 'fighters', 'for', 'a', 'bomb', 'attack', 'on', 'interim', 'leader', 'hamid', 'karzai', 's', 'vice', 'presidential', 'running', 'mate']\n",
      "Removed Stopwords: ['drug', 'smugglers', 'blamed', 'afghan', 'attack', 'kabul', 'afghanistan', 'oct', 'afghan', 'government', 'thursday', 'blamed', 'drug', 'smugglers', 'taliban', 'alqaida', 'fighters', 'bomb', 'attack', 'interim', 'leader', 'hamid', 'karzai', 'vice', 'presidential', 'running', 'mate']\n",
      "Stemmed Tokens: ['drug', 'smuggler', 'blame', 'afghan', 'attack', 'kabul', 'afghanistan', 'oct', 'afghan', 'govern', 'thursday', 'blame', 'drug', 'smuggler', 'taliban', 'alqaida', 'fighter', 'bomb', 'attack', 'interim', 'leader', 'hamid', 'karzai', 'vice', 'presidenti', 'run', 'mate']\n",
      "Final Preprocessed Text: drug smuggler blame afghan attack kabul afghanistan oct afghan govern thursday blame drug smuggler taliban alqaida fighter bomb attack interim leader hamid karzai vice presidenti run mate\n",
      "\n",
      "Original Text: New Video Shows Kidnapped UN Workers in Afghanistan In a scene eerily similar to the ongoing hostage-takings in Baghdad, three kidnapped United Nations election workers appeared in a new videotape aired Sunday on the al-Jazeera Arabic television station.\n",
      "Lowercased Text: new video shows kidnapped un workers in afghanistan in a scene eerily similar to the ongoing hostage-takings in baghdad, three kidnapped united nations election workers appeared in a new videotape aired sunday on the al-jazeera arabic television station.\n",
      "Removed URLs: new video shows kidnapped un workers in afghanistan in a scene eerily similar to the ongoing hostage-takings in baghdad, three kidnapped united nations election workers appeared in a new videotape aired sunday on the al-jazeera arabic television station.\n",
      "Removed HTML Tags: new video shows kidnapped un workers in afghanistan in a scene eerily similar to the ongoing hostage-takings in baghdad, three kidnapped united nations election workers appeared in a new videotape aired sunday on the al-jazeera arabic television station.\n",
      "Removed Special Characters: new video shows kidnapped un workers in afghanistan in a scene eerily similar to the ongoing hostagetakings in baghdad three kidnapped united nations election workers appeared in a new videotape aired sunday on the aljazeera arabic television station\n",
      "Tokens: ['new', 'video', 'shows', 'kidnapped', 'un', 'workers', 'in', 'afghanistan', 'in', 'a', 'scene', 'eerily', 'similar', 'to', 'the', 'ongoing', 'hostagetakings', 'in', 'baghdad', 'three', 'kidnapped', 'united', 'nations', 'election', 'workers', 'appeared', 'in', 'a', 'new', 'videotape', 'aired', 'sunday', 'on', 'the', 'aljazeera', 'arabic', 'television', 'station']\n",
      "Removed Stopwords: ['new', 'video', 'shows', 'kidnapped', 'un', 'workers', 'afghanistan', 'scene', 'eerily', 'similar', 'ongoing', 'hostagetakings', 'baghdad', 'three', 'kidnapped', 'united', 'nations', 'election', 'workers', 'appeared', 'new', 'videotape', 'aired', 'sunday', 'aljazeera', 'arabic', 'television', 'station']\n",
      "Stemmed Tokens: ['new', 'video', 'show', 'kidnap', 'un', 'worker', 'afghanistan', 'scene', 'eerili', 'similar', 'ongo', 'hostagetak', 'baghdad', 'three', 'kidnap', 'unit', 'nation', 'elect', 'worker', 'appear', 'new', 'videotap', 'air', 'sunday', 'aljazeera', 'arab', 'televis', 'station']\n",
      "Final Preprocessed Text: new video show kidnap un worker afghanistan scene eerili similar ongo hostagetak baghdad three kidnap unit nation elect worker appear new videotap air sunday aljazeera arab televis station\n",
      "\n",
      "Original Text: Torture 'widespread' in Uganda Uganda's security forces routinely torture suspects, the Human Rights Commission says in its annual report.\n",
      "Lowercased Text: torture 'widespread' in uganda uganda's security forces routinely torture suspects, the human rights commission says in its annual report.\n",
      "Removed URLs: torture 'widespread' in uganda uganda's security forces routinely torture suspects, the human rights commission says in its annual report.\n",
      "Removed HTML Tags: torture 'widespread' in uganda uganda's security forces routinely torture suspects, the human rights commission says in its annual report.\n",
      "Removed Special Characters: torture widespread in uganda ugandas security forces routinely torture suspects the human rights commission says in its annual report\n",
      "Tokens: ['torture', 'widespread', 'in', 'uganda', 'ugandas', 'security', 'forces', 'routinely', 'torture', 'suspects', 'the', 'human', 'rights', 'commission', 'says', 'in', 'its', 'annual', 'report']\n",
      "Removed Stopwords: ['torture', 'widespread', 'uganda', 'ugandas', 'security', 'forces', 'routinely', 'torture', 'suspects', 'human', 'rights', 'commission', 'says', 'annual', 'report']\n",
      "Stemmed Tokens: ['tortur', 'widespread', 'uganda', 'uganda', 'secur', 'forc', 'routin', 'tortur', 'suspect', 'human', 'right', 'commiss', 'say', 'annual', 'report']\n",
      "Final Preprocessed Text: tortur widespread uganda uganda secur forc routin tortur suspect human right commiss say annual report\n",
      "\n",
      "Original Text: Haiti Ex-Soldiers Seize Aristide #39;s Old Compound Some 100 former soldiers who helped lead a revolt against ousted Haitian President Jean-Bertrand Aristide seized his abandoned residence on Wednesday and said they would make it their headquarters.\n",
      "Lowercased Text: haiti ex-soldiers seize aristide #39;s old compound some 100 former soldiers who helped lead a revolt against ousted haitian president jean-bertrand aristide seized his abandoned residence on wednesday and said they would make it their headquarters.\n",
      "Removed URLs: haiti ex-soldiers seize aristide #39;s old compound some 100 former soldiers who helped lead a revolt against ousted haitian president jean-bertrand aristide seized his abandoned residence on wednesday and said they would make it their headquarters.\n",
      "Removed HTML Tags: haiti ex-soldiers seize aristide #39;s old compound some 100 former soldiers who helped lead a revolt against ousted haitian president jean-bertrand aristide seized his abandoned residence on wednesday and said they would make it their headquarters.\n",
      "Removed Special Characters: haiti exsoldiers seize aristide s old compound some  former soldiers who helped lead a revolt against ousted haitian president jeanbertrand aristide seized his abandoned residence on wednesday and said they would make it their headquarters\n",
      "Tokens: ['haiti', 'exsoldiers', 'seize', 'aristide', 's', 'old', 'compound', 'some', 'former', 'soldiers', 'who', 'helped', 'lead', 'a', 'revolt', 'against', 'ousted', 'haitian', 'president', 'jeanbertrand', 'aristide', 'seized', 'his', 'abandoned', 'residence', 'on', 'wednesday', 'and', 'said', 'they', 'would', 'make', 'it', 'their', 'headquarters']\n",
      "Removed Stopwords: ['haiti', 'exsoldiers', 'seize', 'aristide', 'old', 'compound', 'former', 'soldiers', 'helped', 'lead', 'revolt', 'ousted', 'haitian', 'president', 'jeanbertrand', 'aristide', 'seized', 'abandoned', 'residence', 'wednesday', 'said', 'would', 'make', 'headquarters']\n",
      "Stemmed Tokens: ['haiti', 'exsoldi', 'seiz', 'aristid', 'old', 'compound', 'former', 'soldier', 'help', 'lead', 'revolt', 'oust', 'haitian', 'presid', 'jeanbertrand', 'aristid', 'seiz', 'abandon', 'resid', 'wednesday', 'said', 'would', 'make', 'headquart']\n",
      "Final Preprocessed Text: haiti exsoldi seiz aristid old compound former soldier help lead revolt oust haitian presid jeanbertrand aristid seiz abandon resid wednesday said would make headquart\n",
      "\n",
      "Original Text: Signs of progress amid turmoil in Iraq US military pressure against insurgents, coupled with Iraqi government efforts to negotiate, may be gaining traction.\n",
      "Lowercased Text: signs of progress amid turmoil in iraq us military pressure against insurgents, coupled with iraqi government efforts to negotiate, may be gaining traction.\n",
      "Removed URLs: signs of progress amid turmoil in iraq us military pressure against insurgents, coupled with iraqi government efforts to negotiate, may be gaining traction.\n",
      "Removed HTML Tags: signs of progress amid turmoil in iraq us military pressure against insurgents, coupled with iraqi government efforts to negotiate, may be gaining traction.\n",
      "Removed Special Characters: signs of progress amid turmoil in iraq us military pressure against insurgents coupled with iraqi government efforts to negotiate may be gaining traction\n",
      "Tokens: ['signs', 'of', 'progress', 'amid', 'turmoil', 'in', 'iraq', 'us', 'military', 'pressure', 'against', 'insurgents', 'coupled', 'with', 'iraqi', 'government', 'efforts', 'to', 'negotiate', 'may', 'be', 'gaining', 'traction']\n",
      "Removed Stopwords: ['signs', 'progress', 'amid', 'turmoil', 'iraq', 'us', 'military', 'pressure', 'insurgents', 'coupled', 'iraqi', 'government', 'efforts', 'negotiate', 'may', 'gaining', 'traction']\n",
      "Stemmed Tokens: ['sign', 'progress', 'amid', 'turmoil', 'iraq', 'us', 'militari', 'pressur', 'insurg', 'coupl', 'iraqi', 'govern', 'effort', 'negoti', 'may', 'gain', 'traction']\n",
      "Final Preprocessed Text: sign progress amid turmoil iraq us militari pressur insurg coupl iraqi govern effort negoti may gain traction\n",
      "\n",
      "Original Text: Death toll in China #39;s coal mine blast expected to rise BEIJING : A gas explosion in a coal mine in China has killed at least 56 miners and left nearly 100 others missing. The death toll is expected to rise further \n",
      "Lowercased Text: death toll in china #39;s coal mine blast expected to rise beijing : a gas explosion in a coal mine in china has killed at least 56 miners and left nearly 100 others missing. the death toll is expected to rise further \n",
      "Removed URLs: death toll in china #39;s coal mine blast expected to rise beijing : a gas explosion in a coal mine in china has killed at least 56 miners and left nearly 100 others missing. the death toll is expected to rise further \n",
      "Removed HTML Tags: death toll in china #39;s coal mine blast expected to rise beijing : a gas explosion in a coal mine in china has killed at least 56 miners and left nearly 100 others missing. the death toll is expected to rise further \n",
      "Removed Special Characters: death toll in china s coal mine blast expected to rise beijing  a gas explosion in a coal mine in china has killed at least  miners and left nearly  others missing the death toll is expected to rise further \n",
      "Tokens: ['death', 'toll', 'in', 'china', 's', 'coal', 'mine', 'blast', 'expected', 'to', 'rise', 'beijing', 'a', 'gas', 'explosion', 'in', 'a', 'coal', 'mine', 'in', 'china', 'has', 'killed', 'at', 'least', 'miners', 'and', 'left', 'nearly', 'others', 'missing', 'the', 'death', 'toll', 'is', 'expected', 'to', 'rise', 'further']\n",
      "Removed Stopwords: ['death', 'toll', 'china', 'coal', 'mine', 'blast', 'expected', 'rise', 'beijing', 'gas', 'explosion', 'coal', 'mine', 'china', 'killed', 'least', 'miners', 'left', 'nearly', 'others', 'missing', 'death', 'toll', 'expected', 'rise']\n",
      "Stemmed Tokens: ['death', 'toll', 'china', 'coal', 'mine', 'blast', 'expect', 'rise', 'beij', 'ga', 'explos', 'coal', 'mine', 'china', 'kill', 'least', 'miner', 'left', 'nearli', 'other', 'miss', 'death', 'toll', 'expect', 'rise']\n",
      "Final Preprocessed Text: death toll china coal mine blast expect rise beij ga explos coal mine china kill least miner left nearli other miss death toll expect rise\n",
      "\n",
      "Original Text: Attack Halts Oil Exports From South Iraq Oil exports from southern Iraq have come to a complete halt because of attacks on pipelines and are not likely to resume for at least a week, a senior Iraqi oil official said Monday.\n",
      "Lowercased Text: attack halts oil exports from south iraq oil exports from southern iraq have come to a complete halt because of attacks on pipelines and are not likely to resume for at least a week, a senior iraqi oil official said monday.\n",
      "Removed URLs: attack halts oil exports from south iraq oil exports from southern iraq have come to a complete halt because of attacks on pipelines and are not likely to resume for at least a week, a senior iraqi oil official said monday.\n",
      "Removed HTML Tags: attack halts oil exports from south iraq oil exports from southern iraq have come to a complete halt because of attacks on pipelines and are not likely to resume for at least a week, a senior iraqi oil official said monday.\n",
      "Removed Special Characters: attack halts oil exports from south iraq oil exports from southern iraq have come to a complete halt because of attacks on pipelines and are not likely to resume for at least a week a senior iraqi oil official said monday\n",
      "Tokens: ['attack', 'halts', 'oil', 'exports', 'from', 'south', 'iraq', 'oil', 'exports', 'from', 'southern', 'iraq', 'have', 'come', 'to', 'a', 'complete', 'halt', 'because', 'of', 'attacks', 'on', 'pipelines', 'and', 'are', 'not', 'likely', 'to', 'resume', 'for', 'at', 'least', 'a', 'week', 'a', 'senior', 'iraqi', 'oil', 'official', 'said', 'monday']\n",
      "Removed Stopwords: ['attack', 'halts', 'oil', 'exports', 'south', 'iraq', 'oil', 'exports', 'southern', 'iraq', 'come', 'complete', 'halt', 'attacks', 'pipelines', 'likely', 'resume', 'least', 'week', 'senior', 'iraqi', 'oil', 'official', 'said', 'monday']\n",
      "Stemmed Tokens: ['attack', 'halt', 'oil', 'export', 'south', 'iraq', 'oil', 'export', 'southern', 'iraq', 'come', 'complet', 'halt', 'attack', 'pipelin', 'like', 'resum', 'least', 'week', 'senior', 'iraqi', 'oil', 'offici', 'said', 'monday']\n",
      "Final Preprocessed Text: attack halt oil export south iraq oil export southern iraq come complet halt attack pipelin like resum least week senior iraqi oil offici said monday\n",
      "\n",
      "Original Text: Lynching of agents puts Mexico focus on vigilante justice #NAME?\n",
      "Lowercased Text: lynching of agents puts mexico focus on vigilante justice #name?\n",
      "Removed URLs: lynching of agents puts mexico focus on vigilante justice #name?\n",
      "Removed HTML Tags: lynching of agents puts mexico focus on vigilante justice #name?\n",
      "Removed Special Characters: lynching of agents puts mexico focus on vigilante justice name\n",
      "Tokens: ['lynching', 'of', 'agents', 'puts', 'mexico', 'focus', 'on', 'vigilante', 'justice', 'name']\n",
      "Removed Stopwords: ['lynching', 'agents', 'puts', 'mexico', 'focus', 'vigilante', 'justice', 'name']\n",
      "Stemmed Tokens: ['lynch', 'agent', 'put', 'mexico', 'focu', 'vigilant', 'justic', 'name']\n",
      "Final Preprocessed Text: lynch agent put mexico focu vigilant justic name\n",
      "\n",
      "Original Text: Putin ally  #39;is winner #39; of Chechen election A pro-Kremlin former policeman has become president of Chechnya, according to partial results last night of an election held after a week of rebel attacks made a mockery of Moscow #39;s claim to have pacified the republic.\n",
      "Lowercased Text: putin ally  #39;is winner #39; of chechen election a pro-kremlin former policeman has become president of chechnya, according to partial results last night of an election held after a week of rebel attacks made a mockery of moscow #39;s claim to have pacified the republic.\n",
      "Removed URLs: putin ally  #39;is winner #39; of chechen election a pro-kremlin former policeman has become president of chechnya, according to partial results last night of an election held after a week of rebel attacks made a mockery of moscow #39;s claim to have pacified the republic.\n",
      "Removed HTML Tags: putin ally  #39;is winner #39; of chechen election a pro-kremlin former policeman has become president of chechnya, according to partial results last night of an election held after a week of rebel attacks made a mockery of moscow #39;s claim to have pacified the republic.\n",
      "Removed Special Characters: putin ally  is winner  of chechen election a prokremlin former policeman has become president of chechnya according to partial results last night of an election held after a week of rebel attacks made a mockery of moscow s claim to have pacified the republic\n",
      "Tokens: ['putin', 'ally', 'is', 'winner', 'of', 'chechen', 'election', 'a', 'prokremlin', 'former', 'policeman', 'has', 'become', 'president', 'of', 'chechnya', 'according', 'to', 'partial', 'results', 'last', 'night', 'of', 'an', 'election', 'held', 'after', 'a', 'week', 'of', 'rebel', 'attacks', 'made', 'a', 'mockery', 'of', 'moscow', 's', 'claim', 'to', 'have', 'pacified', 'the', 'republic']\n",
      "Removed Stopwords: ['putin', 'ally', 'winner', 'chechen', 'election', 'prokremlin', 'former', 'policeman', 'become', 'president', 'chechnya', 'according', 'partial', 'results', 'last', 'night', 'election', 'held', 'week', 'rebel', 'attacks', 'made', 'mockery', 'moscow', 'claim', 'pacified', 'republic']\n",
      "Stemmed Tokens: ['putin', 'alli', 'winner', 'chechen', 'elect', 'prokremlin', 'former', 'policeman', 'becom', 'presid', 'chechnya', 'accord', 'partial', 'result', 'last', 'night', 'elect', 'held', 'week', 'rebel', 'attack', 'made', 'mockeri', 'moscow', 'claim', 'pacifi', 'republ']\n",
      "Final Preprocessed Text: putin alli winner chechen elect prokremlin former policeman becom presid chechnya accord partial result last night elect held week rebel attack made mockeri moscow claim pacifi republ\n",
      "\n",
      "Original Text: Israeli Settler Pay Approved, Sharon Faces Threats  JERUSALEM (Reuters) - Israel's security cabinet approved  cash advances on Tuesday to entice Gaza settlers to evacuate  their homes, while police investigated death threats against  Prime Minister Ariel Sharon sparked by his pullout plan.\n",
      "Lowercased Text: israeli settler pay approved, sharon faces threats  jerusalem (reuters) - israel's security cabinet approved  cash advances on tuesday to entice gaza settlers to evacuate  their homes, while police investigated death threats against  prime minister ariel sharon sparked by his pullout plan.\n",
      "Removed URLs: israeli settler pay approved, sharon faces threats  jerusalem (reuters) - israel's security cabinet approved  cash advances on tuesday to entice gaza settlers to evacuate  their homes, while police investigated death threats against  prime minister ariel sharon sparked by his pullout plan.\n",
      "Removed HTML Tags: israeli settler pay approved, sharon faces threats  jerusalem (reuters) - israel's security cabinet approved  cash advances on tuesday to entice gaza settlers to evacuate  their homes, while police investigated death threats against  prime minister ariel sharon sparked by his pullout plan.\n",
      "Removed Special Characters: israeli settler pay approved sharon faces threats  jerusalem reuters  israels security cabinet approved  cash advances on tuesday to entice gaza settlers to evacuate  their homes while police investigated death threats against  prime minister ariel sharon sparked by his pullout plan\n",
      "Tokens: ['israeli', 'settler', 'pay', 'approved', 'sharon', 'faces', 'threats', 'jerusalem', 'reuters', 'israels', 'security', 'cabinet', 'approved', 'cash', 'advances', 'on', 'tuesday', 'to', 'entice', 'gaza', 'settlers', 'to', 'evacuate', 'their', 'homes', 'while', 'police', 'investigated', 'death', 'threats', 'against', 'prime', 'minister', 'ariel', 'sharon', 'sparked', 'by', 'his', 'pullout', 'plan']\n",
      "Removed Stopwords: ['israeli', 'settler', 'pay', 'approved', 'sharon', 'faces', 'threats', 'jerusalem', 'reuters', 'israels', 'security', 'cabinet', 'approved', 'cash', 'advances', 'tuesday', 'entice', 'gaza', 'settlers', 'evacuate', 'homes', 'police', 'investigated', 'death', 'threats', 'prime', 'minister', 'ariel', 'sharon', 'sparked', 'pullout', 'plan']\n",
      "Stemmed Tokens: ['isra', 'settler', 'pay', 'approv', 'sharon', 'face', 'threat', 'jerusalem', 'reuter', 'israel', 'secur', 'cabinet', 'approv', 'cash', 'advanc', 'tuesday', 'entic', 'gaza', 'settler', 'evacu', 'home', 'polic', 'investig', 'death', 'threat', 'prime', 'minist', 'ariel', 'sharon', 'spark', 'pullout', 'plan']\n",
      "Final Preprocessed Text: isra settler pay approv sharon face threat jerusalem reuter israel secur cabinet approv cash advanc tuesday entic gaza settler evacu home polic investig death threat prime minist ariel sharon spark pullout plan\n",
      "\n",
      "Original Text: Ex-premier Bouchard still being treated for peritonitis in Montreal hospital (Canadian Press) Canadian Press - MONTREAL (CP) - Ex-premier Lucien Bouchard, recently hospitalized for peritonitis, hasn't been responding to antibiotic treatment but his life is not in danger, a hospital said Wednesday.\n",
      "Lowercased Text: ex-premier bouchard still being treated for peritonitis in montreal hospital (canadian press) canadian press - montreal (cp) - ex-premier lucien bouchard, recently hospitalized for peritonitis, hasn't been responding to antibiotic treatment but his life is not in danger, a hospital said wednesday.\n",
      "Removed URLs: ex-premier bouchard still being treated for peritonitis in montreal hospital (canadian press) canadian press - montreal (cp) - ex-premier lucien bouchard, recently hospitalized for peritonitis, hasn't been responding to antibiotic treatment but his life is not in danger, a hospital said wednesday.\n",
      "Removed HTML Tags: ex-premier bouchard still being treated for peritonitis in montreal hospital (canadian press) canadian press - montreal (cp) - ex-premier lucien bouchard, recently hospitalized for peritonitis, hasn't been responding to antibiotic treatment but his life is not in danger, a hospital said wednesday.\n",
      "Removed Special Characters: expremier bouchard still being treated for peritonitis in montreal hospital canadian press canadian press  montreal cp  expremier lucien bouchard recently hospitalized for peritonitis hasnt been responding to antibiotic treatment but his life is not in danger a hospital said wednesday\n",
      "Tokens: ['expremier', 'bouchard', 'still', 'being', 'treated', 'for', 'peritonitis', 'in', 'montreal', 'hospital', 'canadian', 'press', 'canadian', 'press', 'montreal', 'cp', 'expremier', 'lucien', 'bouchard', 'recently', 'hospitalized', 'for', 'peritonitis', 'hasnt', 'been', 'responding', 'to', 'antibiotic', 'treatment', 'but', 'his', 'life', 'is', 'not', 'in', 'danger', 'a', 'hospital', 'said', 'wednesday']\n",
      "Removed Stopwords: ['expremier', 'bouchard', 'still', 'treated', 'peritonitis', 'montreal', 'hospital', 'canadian', 'press', 'canadian', 'press', 'montreal', 'cp', 'expremier', 'lucien', 'bouchard', 'recently', 'hospitalized', 'peritonitis', 'hasnt', 'responding', 'antibiotic', 'treatment', 'life', 'danger', 'hospital', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['expremi', 'bouchard', 'still', 'treat', 'periton', 'montreal', 'hospit', 'canadian', 'press', 'canadian', 'press', 'montreal', 'cp', 'expremi', 'lucien', 'bouchard', 'recent', 'hospit', 'periton', 'hasnt', 'respond', 'antibiot', 'treatment', 'life', 'danger', 'hospit', 'said', 'wednesday']\n",
      "Final Preprocessed Text: expremi bouchard still treat periton montreal hospit canadian press canadian press montreal cp expremi lucien bouchard recent hospit periton hasnt respond antibiot treatment life danger hospit said wednesday\n",
      "\n",
      "Original Text: Ex-Rwandan Officer Pleads Innocent (AP) AP - A former senior Rwandan army officer pleaded innocent Monday before a U.N. tribunal to six counts of genocide and crimes against humanity for his alleged role in the 1994 Rwanda genocide.\n",
      "Lowercased Text: ex-rwandan officer pleads innocent (ap) ap - a former senior rwandan army officer pleaded innocent monday before a u.n. tribunal to six counts of genocide and crimes against humanity for his alleged role in the 1994 rwanda genocide.\n",
      "Removed URLs: ex-rwandan officer pleads innocent (ap) ap - a former senior rwandan army officer pleaded innocent monday before a u.n. tribunal to six counts of genocide and crimes against humanity for his alleged role in the 1994 rwanda genocide.\n",
      "Removed HTML Tags: ex-rwandan officer pleads innocent (ap) ap - a former senior rwandan army officer pleaded innocent monday before a u.n. tribunal to six counts of genocide and crimes against humanity for his alleged role in the 1994 rwanda genocide.\n",
      "Removed Special Characters: exrwandan officer pleads innocent ap ap  a former senior rwandan army officer pleaded innocent monday before a un tribunal to six counts of genocide and crimes against humanity for his alleged role in the  rwanda genocide\n",
      "Tokens: ['exrwandan', 'officer', 'pleads', 'innocent', 'ap', 'ap', 'a', 'former', 'senior', 'rwandan', 'army', 'officer', 'pleaded', 'innocent', 'monday', 'before', 'a', 'un', 'tribunal', 'to', 'six', 'counts', 'of', 'genocide', 'and', 'crimes', 'against', 'humanity', 'for', 'his', 'alleged', 'role', 'in', 'the', 'rwanda', 'genocide']\n",
      "Removed Stopwords: ['exrwandan', 'officer', 'pleads', 'innocent', 'ap', 'ap', 'former', 'senior', 'rwandan', 'army', 'officer', 'pleaded', 'innocent', 'monday', 'un', 'tribunal', 'six', 'counts', 'genocide', 'crimes', 'humanity', 'alleged', 'role', 'rwanda', 'genocide']\n",
      "Stemmed Tokens: ['exrwandan', 'offic', 'plead', 'innoc', 'ap', 'ap', 'former', 'senior', 'rwandan', 'armi', 'offic', 'plead', 'innoc', 'monday', 'un', 'tribun', 'six', 'count', 'genocid', 'crime', 'human', 'alleg', 'role', 'rwanda', 'genocid']\n",
      "Final Preprocessed Text: exrwandan offic plead innoc ap ap former senior rwandan armi offic plead innoc monday un tribun six count genocid crime human alleg role rwanda genocid\n",
      "\n",
      "Original Text: Another arrest in van Gogh murder AMSTERDAM: Police have detained another suspect in relation to the killing of Dutch film-maker Theo van Gogh. They have also arrested two other men who are accused of calling for the beheading of an anti-immigration politician.\n",
      "Lowercased Text: another arrest in van gogh murder amsterdam: police have detained another suspect in relation to the killing of dutch film-maker theo van gogh. they have also arrested two other men who are accused of calling for the beheading of an anti-immigration politician.\n",
      "Removed URLs: another arrest in van gogh murder amsterdam: police have detained another suspect in relation to the killing of dutch film-maker theo van gogh. they have also arrested two other men who are accused of calling for the beheading of an anti-immigration politician.\n",
      "Removed HTML Tags: another arrest in van gogh murder amsterdam: police have detained another suspect in relation to the killing of dutch film-maker theo van gogh. they have also arrested two other men who are accused of calling for the beheading of an anti-immigration politician.\n",
      "Removed Special Characters: another arrest in van gogh murder amsterdam police have detained another suspect in relation to the killing of dutch filmmaker theo van gogh they have also arrested two other men who are accused of calling for the beheading of an antiimmigration politician\n",
      "Tokens: ['another', 'arrest', 'in', 'van', 'gogh', 'murder', 'amsterdam', 'police', 'have', 'detained', 'another', 'suspect', 'in', 'relation', 'to', 'the', 'killing', 'of', 'dutch', 'filmmaker', 'theo', 'van', 'gogh', 'they', 'have', 'also', 'arrested', 'two', 'other', 'men', 'who', 'are', 'accused', 'of', 'calling', 'for', 'the', 'beheading', 'of', 'an', 'antiimmigration', 'politician']\n",
      "Removed Stopwords: ['another', 'arrest', 'van', 'gogh', 'murder', 'amsterdam', 'police', 'detained', 'another', 'suspect', 'relation', 'killing', 'dutch', 'filmmaker', 'theo', 'van', 'gogh', 'also', 'arrested', 'two', 'men', 'accused', 'calling', 'beheading', 'antiimmigration', 'politician']\n",
      "Stemmed Tokens: ['anoth', 'arrest', 'van', 'gogh', 'murder', 'amsterdam', 'polic', 'detain', 'anoth', 'suspect', 'relat', 'kill', 'dutch', 'filmmak', 'theo', 'van', 'gogh', 'also', 'arrest', 'two', 'men', 'accus', 'call', 'behead', 'antiimmigr', 'politician']\n",
      "Final Preprocessed Text: anoth arrest van gogh murder amsterdam polic detain anoth suspect relat kill dutch filmmak theo van gogh also arrest two men accus call behead antiimmigr politician\n",
      "\n",
      "Original Text: Bush warns Iran and Syria on Iraq US President George W Bush says Iran and Syria should not interfere in Iraq in advance of January's elections.\n",
      "Lowercased Text: bush warns iran and syria on iraq us president george w bush says iran and syria should not interfere in iraq in advance of january's elections.\n",
      "Removed URLs: bush warns iran and syria on iraq us president george w bush says iran and syria should not interfere in iraq in advance of january's elections.\n",
      "Removed HTML Tags: bush warns iran and syria on iraq us president george w bush says iran and syria should not interfere in iraq in advance of january's elections.\n",
      "Removed Special Characters: bush warns iran and syria on iraq us president george w bush says iran and syria should not interfere in iraq in advance of januarys elections\n",
      "Tokens: ['bush', 'warns', 'iran', 'and', 'syria', 'on', 'iraq', 'us', 'president', 'george', 'w', 'bush', 'says', 'iran', 'and', 'syria', 'should', 'not', 'interfere', 'in', 'iraq', 'in', 'advance', 'of', 'januarys', 'elections']\n",
      "Removed Stopwords: ['bush', 'warns', 'iran', 'syria', 'iraq', 'us', 'president', 'george', 'w', 'bush', 'says', 'iran', 'syria', 'interfere', 'iraq', 'advance', 'januarys', 'elections']\n",
      "Stemmed Tokens: ['bush', 'warn', 'iran', 'syria', 'iraq', 'us', 'presid', 'georg', 'w', 'bush', 'say', 'iran', 'syria', 'interfer', 'iraq', 'advanc', 'januari', 'elect']\n",
      "Final Preprocessed Text: bush warn iran syria iraq us presid georg w bush say iran syria interfer iraq advanc januari elect\n",
      "\n",
      "Original Text: Dutch court bars Kurd extradition A Dutch court blocks the extradition to Turkey of a Kurdish woman said to be a top militant leader.\n",
      "Lowercased Text: dutch court bars kurd extradition a dutch court blocks the extradition to turkey of a kurdish woman said to be a top militant leader.\n",
      "Removed URLs: dutch court bars kurd extradition a dutch court blocks the extradition to turkey of a kurdish woman said to be a top militant leader.\n",
      "Removed HTML Tags: dutch court bars kurd extradition a dutch court blocks the extradition to turkey of a kurdish woman said to be a top militant leader.\n",
      "Removed Special Characters: dutch court bars kurd extradition a dutch court blocks the extradition to turkey of a kurdish woman said to be a top militant leader\n",
      "Tokens: ['dutch', 'court', 'bars', 'kurd', 'extradition', 'a', 'dutch', 'court', 'blocks', 'the', 'extradition', 'to', 'turkey', 'of', 'a', 'kurdish', 'woman', 'said', 'to', 'be', 'a', 'top', 'militant', 'leader']\n",
      "Removed Stopwords: ['dutch', 'court', 'bars', 'kurd', 'extradition', 'dutch', 'court', 'blocks', 'extradition', 'turkey', 'kurdish', 'woman', 'said', 'top', 'militant', 'leader']\n",
      "Stemmed Tokens: ['dutch', 'court', 'bar', 'kurd', 'extradit', 'dutch', 'court', 'block', 'extradit', 'turkey', 'kurdish', 'woman', 'said', 'top', 'milit', 'leader']\n",
      "Final Preprocessed Text: dutch court bar kurd extradit dutch court block extradit turkey kurdish woman said top milit leader\n",
      "\n",
      "Original Text: Basayev associate killed in Vedeno operation GROZNY. Nov 9 (Interfax) - Guerrilla commander Rezvan Isayev, a close associate of Chechen separatist leader Shamil Basayev, is among the fighters killed in a recent large-scale operation in Chechnya #39;s Vedeno \n",
      "Lowercased Text: basayev associate killed in vedeno operation grozny. nov 9 (interfax) - guerrilla commander rezvan isayev, a close associate of chechen separatist leader shamil basayev, is among the fighters killed in a recent large-scale operation in chechnya #39;s vedeno \n",
      "Removed URLs: basayev associate killed in vedeno operation grozny. nov 9 (interfax) - guerrilla commander rezvan isayev, a close associate of chechen separatist leader shamil basayev, is among the fighters killed in a recent large-scale operation in chechnya #39;s vedeno \n",
      "Removed HTML Tags: basayev associate killed in vedeno operation grozny. nov 9 (interfax) - guerrilla commander rezvan isayev, a close associate of chechen separatist leader shamil basayev, is among the fighters killed in a recent large-scale operation in chechnya #39;s vedeno \n",
      "Removed Special Characters: basayev associate killed in vedeno operation grozny nov  interfax  guerrilla commander rezvan isayev a close associate of chechen separatist leader shamil basayev is among the fighters killed in a recent largescale operation in chechnya s vedeno \n",
      "Tokens: ['basayev', 'associate', 'killed', 'in', 'vedeno', 'operation', 'grozny', 'nov', 'interfax', 'guerrilla', 'commander', 'rezvan', 'isayev', 'a', 'close', 'associate', 'of', 'chechen', 'separatist', 'leader', 'shamil', 'basayev', 'is', 'among', 'the', 'fighters', 'killed', 'in', 'a', 'recent', 'largescale', 'operation', 'in', 'chechnya', 's', 'vedeno']\n",
      "Removed Stopwords: ['basayev', 'associate', 'killed', 'vedeno', 'operation', 'grozny', 'nov', 'interfax', 'guerrilla', 'commander', 'rezvan', 'isayev', 'close', 'associate', 'chechen', 'separatist', 'leader', 'shamil', 'basayev', 'among', 'fighters', 'killed', 'recent', 'largescale', 'operation', 'chechnya', 'vedeno']\n",
      "Stemmed Tokens: ['basayev', 'associ', 'kill', 'vedeno', 'oper', 'grozni', 'nov', 'interfax', 'guerrilla', 'command', 'rezvan', 'isayev', 'close', 'associ', 'chechen', 'separatist', 'leader', 'shamil', 'basayev', 'among', 'fighter', 'kill', 'recent', 'largescal', 'oper', 'chechnya', 'vedeno']\n",
      "Final Preprocessed Text: basayev associ kill vedeno oper grozni nov interfax guerrilla command rezvan isayev close associ chechen separatist leader shamil basayev among fighter kill recent largescal oper chechnya vedeno\n",
      "\n",
      "Original Text: Palestinians Cheer 'Superstar' Contestant (AP) AP - Worn down by four years of bloody conflict with Israel, Palestinians found a welcome diversion Sunday: watching Ammar Hassan, one of their own, compete for the title of best singer in the Arab world.\n",
      "Lowercased Text: palestinians cheer 'superstar' contestant (ap) ap - worn down by four years of bloody conflict with israel, palestinians found a welcome diversion sunday: watching ammar hassan, one of their own, compete for the title of best singer in the arab world.\n",
      "Removed URLs: palestinians cheer 'superstar' contestant (ap) ap - worn down by four years of bloody conflict with israel, palestinians found a welcome diversion sunday: watching ammar hassan, one of their own, compete for the title of best singer in the arab world.\n",
      "Removed HTML Tags: palestinians cheer 'superstar' contestant (ap) ap - worn down by four years of bloody conflict with israel, palestinians found a welcome diversion sunday: watching ammar hassan, one of their own, compete for the title of best singer in the arab world.\n",
      "Removed Special Characters: palestinians cheer superstar contestant ap ap  worn down by four years of bloody conflict with israel palestinians found a welcome diversion sunday watching ammar hassan one of their own compete for the title of best singer in the arab world\n",
      "Tokens: ['palestinians', 'cheer', 'superstar', 'contestant', 'ap', 'ap', 'worn', 'down', 'by', 'four', 'years', 'of', 'bloody', 'conflict', 'with', 'israel', 'palestinians', 'found', 'a', 'welcome', 'diversion', 'sunday', 'watching', 'ammar', 'hassan', 'one', 'of', 'their', 'own', 'compete', 'for', 'the', 'title', 'of', 'best', 'singer', 'in', 'the', 'arab', 'world']\n",
      "Removed Stopwords: ['palestinians', 'cheer', 'superstar', 'contestant', 'ap', 'ap', 'worn', 'four', 'years', 'bloody', 'conflict', 'israel', 'palestinians', 'found', 'welcome', 'diversion', 'sunday', 'watching', 'ammar', 'hassan', 'one', 'compete', 'title', 'best', 'singer', 'arab', 'world']\n",
      "Stemmed Tokens: ['palestinian', 'cheer', 'superstar', 'contest', 'ap', 'ap', 'worn', 'four', 'year', 'bloodi', 'conflict', 'israel', 'palestinian', 'found', 'welcom', 'divers', 'sunday', 'watch', 'ammar', 'hassan', 'one', 'compet', 'titl', 'best', 'singer', 'arab', 'world']\n",
      "Final Preprocessed Text: palestinian cheer superstar contest ap ap worn four year bloodi conflict israel palestinian found welcom divers sunday watch ammar hassan one compet titl best singer arab world\n",
      "\n",
      "Original Text: A.C.L.U.'s Search for Data on Donors Stirs Privacy Fears The A.C.L.U. is collecting information in a fund-raising effort that has ignited a debate over its commitment to privacy rights.\n",
      "Lowercased Text: a.c.l.u.'s search for data on donors stirs privacy fears the a.c.l.u. is collecting information in a fund-raising effort that has ignited a debate over its commitment to privacy rights.\n",
      "Removed URLs: a.c.l.u.'s search for data on donors stirs privacy fears the a.c.l.u. is collecting information in a fund-raising effort that has ignited a debate over its commitment to privacy rights.\n",
      "Removed HTML Tags: a.c.l.u.'s search for data on donors stirs privacy fears the a.c.l.u. is collecting information in a fund-raising effort that has ignited a debate over its commitment to privacy rights.\n",
      "Removed Special Characters: aclus search for data on donors stirs privacy fears the aclu is collecting information in a fundraising effort that has ignited a debate over its commitment to privacy rights\n",
      "Tokens: ['aclus', 'search', 'for', 'data', 'on', 'donors', 'stirs', 'privacy', 'fears', 'the', 'aclu', 'is', 'collecting', 'information', 'in', 'a', 'fundraising', 'effort', 'that', 'has', 'ignited', 'a', 'debate', 'over', 'its', 'commitment', 'to', 'privacy', 'rights']\n",
      "Removed Stopwords: ['aclus', 'search', 'data', 'donors', 'stirs', 'privacy', 'fears', 'aclu', 'collecting', 'information', 'fundraising', 'effort', 'ignited', 'debate', 'commitment', 'privacy', 'rights']\n",
      "Stemmed Tokens: ['aclu', 'search', 'data', 'donor', 'stir', 'privaci', 'fear', 'aclu', 'collect', 'inform', 'fundrais', 'effort', 'ignit', 'debat', 'commit', 'privaci', 'right']\n",
      "Final Preprocessed Text: aclu search data donor stir privaci fear aclu collect inform fundrais effort ignit debat commit privaci right\n",
      "\n",
      "Original Text: Stocks Slip on Oil, Dow Falls Below 10,000 NEW YORK - Oil prices reached a new high and sent stocks lower Monday, pushing the Dow Jones industrials back below 10,000. But with trading on Wall Street light and losses only moderate, investors seemed to be coming to terms with near-\\$50 per barrel crude...\n",
      "Lowercased Text: stocks slip on oil, dow falls below 10,000 new york - oil prices reached a new high and sent stocks lower monday, pushing the dow jones industrials back below 10,000. but with trading on wall street light and losses only moderate, investors seemed to be coming to terms with near-\\$50 per barrel crude...\n",
      "Removed URLs: stocks slip on oil, dow falls below 10,000 new york - oil prices reached a new high and sent stocks lower monday, pushing the dow jones industrials back below 10,000. but with trading on wall street light and losses only moderate, investors seemed to be coming to terms with near-\\$50 per barrel crude...\n",
      "Removed HTML Tags: stocks slip on oil, dow falls below 10,000 new york - oil prices reached a new high and sent stocks lower monday, pushing the dow jones industrials back below 10,000. but with trading on wall street light and losses only moderate, investors seemed to be coming to terms with near-\\$50 per barrel crude...\n",
      "Removed Special Characters: stocks slip on oil dow falls below  new york  oil prices reached a new high and sent stocks lower monday pushing the dow jones industrials back below  but with trading on wall street light and losses only moderate investors seemed to be coming to terms with near per barrel crude\n",
      "Tokens: ['stocks', 'slip', 'on', 'oil', 'dow', 'falls', 'below', 'new', 'york', 'oil', 'prices', 'reached', 'a', 'new', 'high', 'and', 'sent', 'stocks', 'lower', 'monday', 'pushing', 'the', 'dow', 'jones', 'industrials', 'back', 'below', 'but', 'with', 'trading', 'on', 'wall', 'street', 'light', 'and', 'losses', 'only', 'moderate', 'investors', 'seemed', 'to', 'be', 'coming', 'to', 'terms', 'with', 'near', 'per', 'barrel', 'crude']\n",
      "Removed Stopwords: ['stocks', 'slip', 'oil', 'dow', 'falls', 'new', 'york', 'oil', 'prices', 'reached', 'new', 'high', 'sent', 'stocks', 'lower', 'monday', 'pushing', 'dow', 'jones', 'industrials', 'back', 'trading', 'wall', 'street', 'light', 'losses', 'moderate', 'investors', 'seemed', 'coming', 'terms', 'near', 'per', 'barrel', 'crude']\n",
      "Stemmed Tokens: ['stock', 'slip', 'oil', 'dow', 'fall', 'new', 'york', 'oil', 'price', 'reach', 'new', 'high', 'sent', 'stock', 'lower', 'monday', 'push', 'dow', 'jone', 'industri', 'back', 'trade', 'wall', 'street', 'light', 'loss', 'moder', 'investor', 'seem', 'come', 'term', 'near', 'per', 'barrel', 'crude']\n",
      "Final Preprocessed Text: stock slip oil dow fall new york oil price reach new high sent stock lower monday push dow jone industri back trade wall street light loss moder investor seem come term near per barrel crude\n",
      "\n",
      "Original Text: Britain Hopes and Prays for Hostage in Iraq  LIVERPOOL, England (Reuters) - Anxious Britons awaited news  on Wednesday of hostage Kenneth Bigley after his captors in  Iraq said they beheaded the second of two Americans being held  with him.\n",
      "Lowercased Text: britain hopes and prays for hostage in iraq  liverpool, england (reuters) - anxious britons awaited news  on wednesday of hostage kenneth bigley after his captors in  iraq said they beheaded the second of two americans being held  with him.\n",
      "Removed URLs: britain hopes and prays for hostage in iraq  liverpool, england (reuters) - anxious britons awaited news  on wednesday of hostage kenneth bigley after his captors in  iraq said they beheaded the second of two americans being held  with him.\n",
      "Removed HTML Tags: britain hopes and prays for hostage in iraq  liverpool, england (reuters) - anxious britons awaited news  on wednesday of hostage kenneth bigley after his captors in  iraq said they beheaded the second of two americans being held  with him.\n",
      "Removed Special Characters: britain hopes and prays for hostage in iraq  liverpool england reuters  anxious britons awaited news  on wednesday of hostage kenneth bigley after his captors in  iraq said they beheaded the second of two americans being held  with him\n",
      "Tokens: ['britain', 'hopes', 'and', 'prays', 'for', 'hostage', 'in', 'iraq', 'liverpool', 'england', 'reuters', 'anxious', 'britons', 'awaited', 'news', 'on', 'wednesday', 'of', 'hostage', 'kenneth', 'bigley', 'after', 'his', 'captors', 'in', 'iraq', 'said', 'they', 'beheaded', 'the', 'second', 'of', 'two', 'americans', 'being', 'held', 'with', 'him']\n",
      "Removed Stopwords: ['britain', 'hopes', 'prays', 'hostage', 'iraq', 'liverpool', 'england', 'reuters', 'anxious', 'britons', 'awaited', 'news', 'wednesday', 'hostage', 'kenneth', 'bigley', 'captors', 'iraq', 'said', 'beheaded', 'second', 'two', 'americans', 'held']\n",
      "Stemmed Tokens: ['britain', 'hope', 'pray', 'hostag', 'iraq', 'liverpool', 'england', 'reuter', 'anxiou', 'briton', 'await', 'news', 'wednesday', 'hostag', 'kenneth', 'bigley', 'captor', 'iraq', 'said', 'behead', 'second', 'two', 'american', 'held']\n",
      "Final Preprocessed Text: britain hope pray hostag iraq liverpool england reuter anxiou briton await news wednesday hostag kenneth bigley captor iraq said behead second two american held\n",
      "\n",
      "Original Text: Twin Car Bombs Explode in Baghdad, Killing at Least 10 A car bomb exploded near an entrance to Baghdad's Green Zone, killing at least 10 people and wounding 76. Less than an hour later, a second car bomb blew up near the Baghdad Hotel.\n",
      "Lowercased Text: twin car bombs explode in baghdad, killing at least 10 a car bomb exploded near an entrance to baghdad's green zone, killing at least 10 people and wounding 76. less than an hour later, a second car bomb blew up near the baghdad hotel.\n",
      "Removed URLs: twin car bombs explode in baghdad, killing at least 10 a car bomb exploded near an entrance to baghdad's green zone, killing at least 10 people and wounding 76. less than an hour later, a second car bomb blew up near the baghdad hotel.\n",
      "Removed HTML Tags: twin car bombs explode in baghdad, killing at least 10 a car bomb exploded near an entrance to baghdad's green zone, killing at least 10 people and wounding 76. less than an hour later, a second car bomb blew up near the baghdad hotel.\n",
      "Removed Special Characters: twin car bombs explode in baghdad killing at least  a car bomb exploded near an entrance to baghdads green zone killing at least  people and wounding  less than an hour later a second car bomb blew up near the baghdad hotel\n",
      "Tokens: ['twin', 'car', 'bombs', 'explode', 'in', 'baghdad', 'killing', 'at', 'least', 'a', 'car', 'bomb', 'exploded', 'near', 'an', 'entrance', 'to', 'baghdads', 'green', 'zone', 'killing', 'at', 'least', 'people', 'and', 'wounding', 'less', 'than', 'an', 'hour', 'later', 'a', 'second', 'car', 'bomb', 'blew', 'up', 'near', 'the', 'baghdad', 'hotel']\n",
      "Removed Stopwords: ['twin', 'car', 'bombs', 'explode', 'baghdad', 'killing', 'least', 'car', 'bomb', 'exploded', 'near', 'entrance', 'baghdads', 'green', 'zone', 'killing', 'least', 'people', 'wounding', 'less', 'hour', 'later', 'second', 'car', 'bomb', 'blew', 'near', 'baghdad', 'hotel']\n",
      "Stemmed Tokens: ['twin', 'car', 'bomb', 'explod', 'baghdad', 'kill', 'least', 'car', 'bomb', 'explod', 'near', 'entranc', 'baghdad', 'green', 'zone', 'kill', 'least', 'peopl', 'wound', 'less', 'hour', 'later', 'second', 'car', 'bomb', 'blew', 'near', 'baghdad', 'hotel']\n",
      "Final Preprocessed Text: twin car bomb explod baghdad kill least car bomb explod near entranc baghdad green zone kill least peopl wound less hour later second car bomb blew near baghdad hotel\n",
      "\n",
      "Original Text: Britain's Lewis out of heptathlon (AFP) AFP - Britain's defending Olympic Games heptathlon champion Denise Lewis withdrew from the event after the fifth discipline.\n",
      "Lowercased Text: britain's lewis out of heptathlon (afp) afp - britain's defending olympic games heptathlon champion denise lewis withdrew from the event after the fifth discipline.\n",
      "Removed URLs: britain's lewis out of heptathlon (afp) afp - britain's defending olympic games heptathlon champion denise lewis withdrew from the event after the fifth discipline.\n",
      "Removed HTML Tags: britain's lewis out of heptathlon (afp) afp - britain's defending olympic games heptathlon champion denise lewis withdrew from the event after the fifth discipline.\n",
      "Removed Special Characters: britains lewis out of heptathlon afp afp  britains defending olympic games heptathlon champion denise lewis withdrew from the event after the fifth discipline\n",
      "Tokens: ['britains', 'lewis', 'out', 'of', 'heptathlon', 'afp', 'afp', 'britains', 'defending', 'olympic', 'games', 'heptathlon', 'champion', 'denise', 'lewis', 'withdrew', 'from', 'the', 'event', 'after', 'the', 'fifth', 'discipline']\n",
      "Removed Stopwords: ['britains', 'lewis', 'heptathlon', 'afp', 'afp', 'britains', 'defending', 'olympic', 'games', 'heptathlon', 'champion', 'denise', 'lewis', 'withdrew', 'event', 'fifth', 'discipline']\n",
      "Stemmed Tokens: ['britain', 'lewi', 'heptathlon', 'afp', 'afp', 'britain', 'defend', 'olymp', 'game', 'heptathlon', 'champion', 'denis', 'lewi', 'withdrew', 'event', 'fifth', 'disciplin']\n",
      "Final Preprocessed Text: britain lewi heptathlon afp afp britain defend olymp game heptathlon champion denis lewi withdrew event fifth disciplin\n",
      "\n",
      "Original Text: Latham on the mend Federal Labor leader Mark Latham is up and walking around this morning and his office says there is every indication he will leave hospital in the next 48 hours. \n",
      "Lowercased Text: latham on the mend federal labor leader mark latham is up and walking around this morning and his office says there is every indication he will leave hospital in the next 48 hours. \n",
      "Removed URLs: latham on the mend federal labor leader mark latham is up and walking around this morning and his office says there is every indication he will leave hospital in the next 48 hours. \n",
      "Removed HTML Tags: latham on the mend federal labor leader mark latham is up and walking around this morning and his office says there is every indication he will leave hospital in the next 48 hours. \n",
      "Removed Special Characters: latham on the mend federal labor leader mark latham is up and walking around this morning and his office says there is every indication he will leave hospital in the next  hours \n",
      "Tokens: ['latham', 'on', 'the', 'mend', 'federal', 'labor', 'leader', 'mark', 'latham', 'is', 'up', 'and', 'walking', 'around', 'this', 'morning', 'and', 'his', 'office', 'says', 'there', 'is', 'every', 'indication', 'he', 'will', 'leave', 'hospital', 'in', 'the', 'next', 'hours']\n",
      "Removed Stopwords: ['latham', 'mend', 'federal', 'labor', 'leader', 'mark', 'latham', 'walking', 'around', 'morning', 'office', 'says', 'every', 'indication', 'leave', 'hospital', 'next', 'hours']\n",
      "Stemmed Tokens: ['latham', 'mend', 'feder', 'labor', 'leader', 'mark', 'latham', 'walk', 'around', 'morn', 'offic', 'say', 'everi', 'indic', 'leav', 'hospit', 'next', 'hour']\n",
      "Final Preprocessed Text: latham mend feder labor leader mark latham walk around morn offic say everi indic leav hospit next hour\n",
      "\n",
      "Original Text: US  #39;defector #39; to turn himself in Charles Robert Jenkins, a one-time US Army sergeant accused of defecting to North Korea 39 years ago, has saidy he will soon surrender to military authorities to  quot;face the charges that have been filed against me.\n",
      "Lowercased Text: us  #39;defector #39; to turn himself in charles robert jenkins, a one-time us army sergeant accused of defecting to north korea 39 years ago, has saidy he will soon surrender to military authorities to  quot;face the charges that have been filed against me.\n",
      "Removed URLs: us  #39;defector #39; to turn himself in charles robert jenkins, a one-time us army sergeant accused of defecting to north korea 39 years ago, has saidy he will soon surrender to military authorities to  quot;face the charges that have been filed against me.\n",
      "Removed HTML Tags: us  #39;defector #39; to turn himself in charles robert jenkins, a one-time us army sergeant accused of defecting to north korea 39 years ago, has saidy he will soon surrender to military authorities to  quot;face the charges that have been filed against me.\n",
      "Removed Special Characters: us  defector  to turn himself in charles robert jenkins a onetime us army sergeant accused of defecting to north korea  years ago has saidy he will soon surrender to military authorities to  quotface the charges that have been filed against me\n",
      "Tokens: ['us', 'defector', 'to', 'turn', 'himself', 'in', 'charles', 'robert', 'jenkins', 'a', 'onetime', 'us', 'army', 'sergeant', 'accused', 'of', 'defecting', 'to', 'north', 'korea', 'years', 'ago', 'has', 'saidy', 'he', 'will', 'soon', 'surrender', 'to', 'military', 'authorities', 'to', 'quotface', 'the', 'charges', 'that', 'have', 'been', 'filed', 'against', 'me']\n",
      "Removed Stopwords: ['us', 'defector', 'turn', 'charles', 'robert', 'jenkins', 'onetime', 'us', 'army', 'sergeant', 'accused', 'defecting', 'north', 'korea', 'years', 'ago', 'saidy', 'soon', 'surrender', 'military', 'authorities', 'quotface', 'charges', 'filed']\n",
      "Stemmed Tokens: ['us', 'defector', 'turn', 'charl', 'robert', 'jenkin', 'onetim', 'us', 'armi', 'sergeant', 'accus', 'defect', 'north', 'korea', 'year', 'ago', 'saidi', 'soon', 'surrend', 'militari', 'author', 'quotfac', 'charg', 'file']\n",
      "Final Preprocessed Text: us defector turn charl robert jenkin onetim us armi sergeant accus defect north korea year ago saidi soon surrend militari author quotfac charg file\n",
      "\n",
      "Original Text: Campaigns Focus on Iraq in Ads (AP) AP - President Bush claims John Kerry \"doesn't even know where he stands\" on the war, while the Democrat accuses Bush of having \"no plan what to do\" in Iraq  #151; dueling television ads setting the stage for the candidates' Thursday night debate over foreign policy.\n",
      "Lowercased Text: campaigns focus on iraq in ads (ap) ap - president bush claims john kerry \"doesn't even know where he stands\" on the war, while the democrat accuses bush of having \"no plan what to do\" in iraq  #151; dueling television ads setting the stage for the candidates' thursday night debate over foreign policy.\n",
      "Removed URLs: campaigns focus on iraq in ads (ap) ap - president bush claims john kerry \"doesn't even know where he stands\" on the war, while the democrat accuses bush of having \"no plan what to do\" in iraq  #151; dueling television ads setting the stage for the candidates' thursday night debate over foreign policy.\n",
      "Removed HTML Tags: campaigns focus on iraq in ads (ap) ap - president bush claims john kerry \"doesn't even know where he stands\" on the war, while the democrat accuses bush of having \"no plan what to do\" in iraq  #151; dueling television ads setting the stage for the candidates' thursday night debate over foreign policy.\n",
      "Removed Special Characters: campaigns focus on iraq in ads ap ap  president bush claims john kerry doesnt even know where he stands on the war while the democrat accuses bush of having no plan what to do in iraq   dueling television ads setting the stage for the candidates thursday night debate over foreign policy\n",
      "Tokens: ['campaigns', 'focus', 'on', 'iraq', 'in', 'ads', 'ap', 'ap', 'president', 'bush', 'claims', 'john', 'kerry', 'doesnt', 'even', 'know', 'where', 'he', 'stands', 'on', 'the', 'war', 'while', 'the', 'democrat', 'accuses', 'bush', 'of', 'having', 'no', 'plan', 'what', 'to', 'do', 'in', 'iraq', 'dueling', 'television', 'ads', 'setting', 'the', 'stage', 'for', 'the', 'candidates', 'thursday', 'night', 'debate', 'over', 'foreign', 'policy']\n",
      "Removed Stopwords: ['campaigns', 'focus', 'iraq', 'ads', 'ap', 'ap', 'president', 'bush', 'claims', 'john', 'kerry', 'doesnt', 'even', 'know', 'stands', 'war', 'democrat', 'accuses', 'bush', 'plan', 'iraq', 'dueling', 'television', 'ads', 'setting', 'stage', 'candidates', 'thursday', 'night', 'debate', 'foreign', 'policy']\n",
      "Stemmed Tokens: ['campaign', 'focu', 'iraq', 'ad', 'ap', 'ap', 'presid', 'bush', 'claim', 'john', 'kerri', 'doesnt', 'even', 'know', 'stand', 'war', 'democrat', 'accus', 'bush', 'plan', 'iraq', 'duel', 'televis', 'ad', 'set', 'stage', 'candid', 'thursday', 'night', 'debat', 'foreign', 'polici']\n",
      "Final Preprocessed Text: campaign focu iraq ad ap ap presid bush claim john kerri doesnt even know stand war democrat accus bush plan iraq duel televis ad set stage candid thursday night debat foreign polici\n",
      "\n",
      "Original Text: Another Soldier From Md. Is Killed in Iraq  Erik W. Hayes told friends and family that he joined the U.S. Army to help save money for his future. And just last week, that future seemed more certain: He sent an e-mail from Iraq telling friends that he wanted to become an emergency medical technician when he returned to Maryland.\n",
      "Lowercased Text: another soldier from md. is killed in iraq  erik w. hayes told friends and family that he joined the u.s. army to help save money for his future. and just last week, that future seemed more certain: he sent an e-mail from iraq telling friends that he wanted to become an emergency medical technician when he returned to maryland.\n",
      "Removed URLs: another soldier from md. is killed in iraq  erik w. hayes told friends and family that he joined the u.s. army to help save money for his future. and just last week, that future seemed more certain: he sent an e-mail from iraq telling friends that he wanted to become an emergency medical technician when he returned to maryland.\n",
      "Removed HTML Tags: another soldier from md. is killed in iraq  erik w. hayes told friends and family that he joined the u.s. army to help save money for his future. and just last week, that future seemed more certain: he sent an e-mail from iraq telling friends that he wanted to become an emergency medical technician when he returned to maryland.\n",
      "Removed Special Characters: another soldier from md is killed in iraq  erik w hayes told friends and family that he joined the us army to help save money for his future and just last week that future seemed more certain he sent an email from iraq telling friends that he wanted to become an emergency medical technician when he returned to maryland\n",
      "Tokens: ['another', 'soldier', 'from', 'md', 'is', 'killed', 'in', 'iraq', 'erik', 'w', 'hayes', 'told', 'friends', 'and', 'family', 'that', 'he', 'joined', 'the', 'us', 'army', 'to', 'help', 'save', 'money', 'for', 'his', 'future', 'and', 'just', 'last', 'week', 'that', 'future', 'seemed', 'more', 'certain', 'he', 'sent', 'an', 'email', 'from', 'iraq', 'telling', 'friends', 'that', 'he', 'wanted', 'to', 'become', 'an', 'emergency', 'medical', 'technician', 'when', 'he', 'returned', 'to', 'maryland']\n",
      "Removed Stopwords: ['another', 'soldier', 'md', 'killed', 'iraq', 'erik', 'w', 'hayes', 'told', 'friends', 'family', 'joined', 'us', 'army', 'help', 'save', 'money', 'future', 'last', 'week', 'future', 'seemed', 'certain', 'sent', 'email', 'iraq', 'telling', 'friends', 'wanted', 'become', 'emergency', 'medical', 'technician', 'returned', 'maryland']\n",
      "Stemmed Tokens: ['anoth', 'soldier', 'md', 'kill', 'iraq', 'erik', 'w', 'hay', 'told', 'friend', 'famili', 'join', 'us', 'armi', 'help', 'save', 'money', 'futur', 'last', 'week', 'futur', 'seem', 'certain', 'sent', 'email', 'iraq', 'tell', 'friend', 'want', 'becom', 'emerg', 'medic', 'technician', 'return', 'maryland']\n",
      "Final Preprocessed Text: anoth soldier md kill iraq erik w hay told friend famili join us armi help save money futur last week futur seem certain sent email iraq tell friend want becom emerg medic technician return maryland\n",
      "\n",
      "Original Text: Russian Officials Say Army Colonel Withdraws Pardon Request Russian officials say an army colonel convicted of killing a young Chechen woman has withdrawn his request for a pardon. Yury Budanov is serving a 10-year sentence for strangling an 18-year-old woman in 2000.\n",
      "Lowercased Text: russian officials say army colonel withdraws pardon request russian officials say an army colonel convicted of killing a young chechen woman has withdrawn his request for a pardon. yury budanov is serving a 10-year sentence for strangling an 18-year-old woman in 2000.\n",
      "Removed URLs: russian officials say army colonel withdraws pardon request russian officials say an army colonel convicted of killing a young chechen woman has withdrawn his request for a pardon. yury budanov is serving a 10-year sentence for strangling an 18-year-old woman in 2000.\n",
      "Removed HTML Tags: russian officials say army colonel withdraws pardon request russian officials say an army colonel convicted of killing a young chechen woman has withdrawn his request for a pardon. yury budanov is serving a 10-year sentence for strangling an 18-year-old woman in 2000.\n",
      "Removed Special Characters: russian officials say army colonel withdraws pardon request russian officials say an army colonel convicted of killing a young chechen woman has withdrawn his request for a pardon yury budanov is serving a year sentence for strangling an yearold woman in \n",
      "Tokens: ['russian', 'officials', 'say', 'army', 'colonel', 'withdraws', 'pardon', 'request', 'russian', 'officials', 'say', 'an', 'army', 'colonel', 'convicted', 'of', 'killing', 'a', 'young', 'chechen', 'woman', 'has', 'withdrawn', 'his', 'request', 'for', 'a', 'pardon', 'yury', 'budanov', 'is', 'serving', 'a', 'year', 'sentence', 'for', 'strangling', 'an', 'yearold', 'woman', 'in']\n",
      "Removed Stopwords: ['russian', 'officials', 'say', 'army', 'colonel', 'withdraws', 'pardon', 'request', 'russian', 'officials', 'say', 'army', 'colonel', 'convicted', 'killing', 'young', 'chechen', 'woman', 'withdrawn', 'request', 'pardon', 'yury', 'budanov', 'serving', 'year', 'sentence', 'strangling', 'yearold', 'woman']\n",
      "Stemmed Tokens: ['russian', 'offici', 'say', 'armi', 'colonel', 'withdraw', 'pardon', 'request', 'russian', 'offici', 'say', 'armi', 'colonel', 'convict', 'kill', 'young', 'chechen', 'woman', 'withdrawn', 'request', 'pardon', 'yuri', 'budanov', 'serv', 'year', 'sentenc', 'strangl', 'yearold', 'woman']\n",
      "Final Preprocessed Text: russian offici say armi colonel withdraw pardon request russian offici say armi colonel convict kill young chechen woman withdrawn request pardon yuri budanov serv year sentenc strangl yearold woman\n",
      "\n",
      "Original Text: Defenseless Targets Close to 350 die, half of them children, after Chechen rebels take an entire school hostage. What the siege means for Russia\n",
      "Lowercased Text: defenseless targets close to 350 die, half of them children, after chechen rebels take an entire school hostage. what the siege means for russia\n",
      "Removed URLs: defenseless targets close to 350 die, half of them children, after chechen rebels take an entire school hostage. what the siege means for russia\n",
      "Removed HTML Tags: defenseless targets close to 350 die, half of them children, after chechen rebels take an entire school hostage. what the siege means for russia\n",
      "Removed Special Characters: defenseless targets close to  die half of them children after chechen rebels take an entire school hostage what the siege means for russia\n",
      "Tokens: ['defenseless', 'targets', 'close', 'to', 'die', 'half', 'of', 'them', 'children', 'after', 'chechen', 'rebels', 'take', 'an', 'entire', 'school', 'hostage', 'what', 'the', 'siege', 'means', 'for', 'russia']\n",
      "Removed Stopwords: ['defenseless', 'targets', 'close', 'die', 'half', 'children', 'chechen', 'rebels', 'take', 'entire', 'school', 'hostage', 'siege', 'means', 'russia']\n",
      "Stemmed Tokens: ['defenseless', 'target', 'close', 'die', 'half', 'children', 'chechen', 'rebel', 'take', 'entir', 'school', 'hostag', 'sieg', 'mean', 'russia']\n",
      "Final Preprocessed Text: defenseless target close die half children chechen rebel take entir school hostag sieg mean russia\n",
      "\n",
      "Original Text: Howard records fourth poll win SYDNEY: Australian Prime Minister John Howard, a key US ally and supporter of the Iraq war, resoundingly beat centre-left opposition Labour at a national election yesterday to win a fourth straight term in office.\n",
      "Lowercased Text: howard records fourth poll win sydney: australian prime minister john howard, a key us ally and supporter of the iraq war, resoundingly beat centre-left opposition labour at a national election yesterday to win a fourth straight term in office.\n",
      "Removed URLs: howard records fourth poll win sydney: australian prime minister john howard, a key us ally and supporter of the iraq war, resoundingly beat centre-left opposition labour at a national election yesterday to win a fourth straight term in office.\n",
      "Removed HTML Tags: howard records fourth poll win sydney: australian prime minister john howard, a key us ally and supporter of the iraq war, resoundingly beat centre-left opposition labour at a national election yesterday to win a fourth straight term in office.\n",
      "Removed Special Characters: howard records fourth poll win sydney australian prime minister john howard a key us ally and supporter of the iraq war resoundingly beat centreleft opposition labour at a national election yesterday to win a fourth straight term in office\n",
      "Tokens: ['howard', 'records', 'fourth', 'poll', 'win', 'sydney', 'australian', 'prime', 'minister', 'john', 'howard', 'a', 'key', 'us', 'ally', 'and', 'supporter', 'of', 'the', 'iraq', 'war', 'resoundingly', 'beat', 'centreleft', 'opposition', 'labour', 'at', 'a', 'national', 'election', 'yesterday', 'to', 'win', 'a', 'fourth', 'straight', 'term', 'in', 'office']\n",
      "Removed Stopwords: ['howard', 'records', 'fourth', 'poll', 'win', 'sydney', 'australian', 'prime', 'minister', 'john', 'howard', 'key', 'us', 'ally', 'supporter', 'iraq', 'war', 'resoundingly', 'beat', 'centreleft', 'opposition', 'labour', 'national', 'election', 'yesterday', 'win', 'fourth', 'straight', 'term', 'office']\n",
      "Stemmed Tokens: ['howard', 'record', 'fourth', 'poll', 'win', 'sydney', 'australian', 'prime', 'minist', 'john', 'howard', 'key', 'us', 'alli', 'support', 'iraq', 'war', 'resoundingli', 'beat', 'centreleft', 'opposit', 'labour', 'nation', 'elect', 'yesterday', 'win', 'fourth', 'straight', 'term', 'offic']\n",
      "Final Preprocessed Text: howard record fourth poll win sydney australian prime minist john howard key us alli support iraq war resoundingli beat centreleft opposit labour nation elect yesterday win fourth straight term offic\n",
      "\n",
      "Original Text: Judge rules Bush statements pose no threat of jury taint FORT HOOD, Texas -- A military judge ruled yesterday that statements by President Bush and military leaders about alleged Abu Ghraib abuses do not appear specific enough to taint the jury pool for next month's trial of a reputed ringleader in the case.\n",
      "Lowercased Text: judge rules bush statements pose no threat of jury taint fort hood, texas -- a military judge ruled yesterday that statements by president bush and military leaders about alleged abu ghraib abuses do not appear specific enough to taint the jury pool for next month's trial of a reputed ringleader in the case.\n",
      "Removed URLs: judge rules bush statements pose no threat of jury taint fort hood, texas -- a military judge ruled yesterday that statements by president bush and military leaders about alleged abu ghraib abuses do not appear specific enough to taint the jury pool for next month's trial of a reputed ringleader in the case.\n",
      "Removed HTML Tags: judge rules bush statements pose no threat of jury taint fort hood, texas -- a military judge ruled yesterday that statements by president bush and military leaders about alleged abu ghraib abuses do not appear specific enough to taint the jury pool for next month's trial of a reputed ringleader in the case.\n",
      "Removed Special Characters: judge rules bush statements pose no threat of jury taint fort hood texas  a military judge ruled yesterday that statements by president bush and military leaders about alleged abu ghraib abuses do not appear specific enough to taint the jury pool for next months trial of a reputed ringleader in the case\n",
      "Tokens: ['judge', 'rules', 'bush', 'statements', 'pose', 'no', 'threat', 'of', 'jury', 'taint', 'fort', 'hood', 'texas', 'a', 'military', 'judge', 'ruled', 'yesterday', 'that', 'statements', 'by', 'president', 'bush', 'and', 'military', 'leaders', 'about', 'alleged', 'abu', 'ghraib', 'abuses', 'do', 'not', 'appear', 'specific', 'enough', 'to', 'taint', 'the', 'jury', 'pool', 'for', 'next', 'months', 'trial', 'of', 'a', 'reputed', 'ringleader', 'in', 'the', 'case']\n",
      "Removed Stopwords: ['judge', 'rules', 'bush', 'statements', 'pose', 'threat', 'jury', 'taint', 'fort', 'hood', 'texas', 'military', 'judge', 'ruled', 'yesterday', 'statements', 'president', 'bush', 'military', 'leaders', 'alleged', 'abu', 'ghraib', 'abuses', 'appear', 'specific', 'enough', 'taint', 'jury', 'pool', 'next', 'months', 'trial', 'reputed', 'ringleader', 'case']\n",
      "Stemmed Tokens: ['judg', 'rule', 'bush', 'statement', 'pose', 'threat', 'juri', 'taint', 'fort', 'hood', 'texa', 'militari', 'judg', 'rule', 'yesterday', 'statement', 'presid', 'bush', 'militari', 'leader', 'alleg', 'abu', 'ghraib', 'abus', 'appear', 'specif', 'enough', 'taint', 'juri', 'pool', 'next', 'month', 'trial', 'reput', 'ringlead', 'case']\n",
      "Final Preprocessed Text: judg rule bush statement pose threat juri taint fort hood texa militari judg rule yesterday statement presid bush militari leader alleg abu ghraib abus appear specif enough taint juri pool next month trial reput ringlead case\n",
      "\n",
      "Original Text: Israel Kills 6 Palestinians in Gaza, W.Bank Raids  JABALYA, Gaza Strip (Reuters) - Israeli forces killed six  Palestinians including three teenagers on Wednesday as they  thrust deep into Gaza to quell rocket fire into Israel and  raided two West Bank cities in search of wanted militants.\n",
      "Lowercased Text: israel kills 6 palestinians in gaza, w.bank raids  jabalya, gaza strip (reuters) - israeli forces killed six  palestinians including three teenagers on wednesday as they  thrust deep into gaza to quell rocket fire into israel and  raided two west bank cities in search of wanted militants.\n",
      "Removed URLs: israel kills 6 palestinians in gaza, w.bank raids  jabalya, gaza strip (reuters) - israeli forces killed six  palestinians including three teenagers on wednesday as they  thrust deep into gaza to quell rocket fire into israel and  raided two west bank cities in search of wanted militants.\n",
      "Removed HTML Tags: israel kills 6 palestinians in gaza, w.bank raids  jabalya, gaza strip (reuters) - israeli forces killed six  palestinians including three teenagers on wednesday as they  thrust deep into gaza to quell rocket fire into israel and  raided two west bank cities in search of wanted militants.\n",
      "Removed Special Characters: israel kills  palestinians in gaza wbank raids  jabalya gaza strip reuters  israeli forces killed six  palestinians including three teenagers on wednesday as they  thrust deep into gaza to quell rocket fire into israel and  raided two west bank cities in search of wanted militants\n",
      "Tokens: ['israel', 'kills', 'palestinians', 'in', 'gaza', 'wbank', 'raids', 'jabalya', 'gaza', 'strip', 'reuters', 'israeli', 'forces', 'killed', 'six', 'palestinians', 'including', 'three', 'teenagers', 'on', 'wednesday', 'as', 'they', 'thrust', 'deep', 'into', 'gaza', 'to', 'quell', 'rocket', 'fire', 'into', 'israel', 'and', 'raided', 'two', 'west', 'bank', 'cities', 'in', 'search', 'of', 'wanted', 'militants']\n",
      "Removed Stopwords: ['israel', 'kills', 'palestinians', 'gaza', 'wbank', 'raids', 'jabalya', 'gaza', 'strip', 'reuters', 'israeli', 'forces', 'killed', 'six', 'palestinians', 'including', 'three', 'teenagers', 'wednesday', 'thrust', 'deep', 'gaza', 'quell', 'rocket', 'fire', 'israel', 'raided', 'two', 'west', 'bank', 'cities', 'search', 'wanted', 'militants']\n",
      "Stemmed Tokens: ['israel', 'kill', 'palestinian', 'gaza', 'wbank', 'raid', 'jabalya', 'gaza', 'strip', 'reuter', 'isra', 'forc', 'kill', 'six', 'palestinian', 'includ', 'three', 'teenag', 'wednesday', 'thrust', 'deep', 'gaza', 'quell', 'rocket', 'fire', 'israel', 'raid', 'two', 'west', 'bank', 'citi', 'search', 'want', 'milit']\n",
      "Final Preprocessed Text: israel kill palestinian gaza wbank raid jabalya gaza strip reuter isra forc kill six palestinian includ three teenag wednesday thrust deep gaza quell rocket fire israel raid two west bank citi search want milit\n",
      "\n",
      "Original Text: US forces launch major offensive on Samarra Doctors at Samarra #39;s hospital said 47 bodies were brought in, including 11 women, five children and seven elderly men. They. said ambulances could not reach many wounded as fighting, which lasted throughout the night, was still going on.\n",
      "Lowercased Text: us forces launch major offensive on samarra doctors at samarra #39;s hospital said 47 bodies were brought in, including 11 women, five children and seven elderly men. they. said ambulances could not reach many wounded as fighting, which lasted throughout the night, was still going on.\n",
      "Removed URLs: us forces launch major offensive on samarra doctors at samarra #39;s hospital said 47 bodies were brought in, including 11 women, five children and seven elderly men. they. said ambulances could not reach many wounded as fighting, which lasted throughout the night, was still going on.\n",
      "Removed HTML Tags: us forces launch major offensive on samarra doctors at samarra #39;s hospital said 47 bodies were brought in, including 11 women, five children and seven elderly men. they. said ambulances could not reach many wounded as fighting, which lasted throughout the night, was still going on.\n",
      "Removed Special Characters: us forces launch major offensive on samarra doctors at samarra s hospital said  bodies were brought in including  women five children and seven elderly men they said ambulances could not reach many wounded as fighting which lasted throughout the night was still going on\n",
      "Tokens: ['us', 'forces', 'launch', 'major', 'offensive', 'on', 'samarra', 'doctors', 'at', 'samarra', 's', 'hospital', 'said', 'bodies', 'were', 'brought', 'in', 'including', 'women', 'five', 'children', 'and', 'seven', 'elderly', 'men', 'they', 'said', 'ambulances', 'could', 'not', 'reach', 'many', 'wounded', 'as', 'fighting', 'which', 'lasted', 'throughout', 'the', 'night', 'was', 'still', 'going', 'on']\n",
      "Removed Stopwords: ['us', 'forces', 'launch', 'major', 'offensive', 'samarra', 'doctors', 'samarra', 'hospital', 'said', 'bodies', 'brought', 'including', 'women', 'five', 'children', 'seven', 'elderly', 'men', 'said', 'ambulances', 'could', 'reach', 'many', 'wounded', 'fighting', 'lasted', 'throughout', 'night', 'still', 'going']\n",
      "Stemmed Tokens: ['us', 'forc', 'launch', 'major', 'offens', 'samarra', 'doctor', 'samarra', 'hospit', 'said', 'bodi', 'brought', 'includ', 'women', 'five', 'children', 'seven', 'elderli', 'men', 'said', 'ambul', 'could', 'reach', 'mani', 'wound', 'fight', 'last', 'throughout', 'night', 'still', 'go']\n",
      "Final Preprocessed Text: us forc launch major offens samarra doctor samarra hospit said bodi brought includ women five children seven elderli men said ambul could reach mani wound fight last throughout night still go\n",
      "\n",
      "Original Text: North Korea Demands Change in US Policy North Korea said today it could resume six-nation talks on its nuclear weapons programmes if the US agrees to change its policy toward the communist state.\n",
      "Lowercased Text: north korea demands change in us policy north korea said today it could resume six-nation talks on its nuclear weapons programmes if the us agrees to change its policy toward the communist state.\n",
      "Removed URLs: north korea demands change in us policy north korea said today it could resume six-nation talks on its nuclear weapons programmes if the us agrees to change its policy toward the communist state.\n",
      "Removed HTML Tags: north korea demands change in us policy north korea said today it could resume six-nation talks on its nuclear weapons programmes if the us agrees to change its policy toward the communist state.\n",
      "Removed Special Characters: north korea demands change in us policy north korea said today it could resume sixnation talks on its nuclear weapons programmes if the us agrees to change its policy toward the communist state\n",
      "Tokens: ['north', 'korea', 'demands', 'change', 'in', 'us', 'policy', 'north', 'korea', 'said', 'today', 'it', 'could', 'resume', 'sixnation', 'talks', 'on', 'its', 'nuclear', 'weapons', 'programmes', 'if', 'the', 'us', 'agrees', 'to', 'change', 'its', 'policy', 'toward', 'the', 'communist', 'state']\n",
      "Removed Stopwords: ['north', 'korea', 'demands', 'change', 'us', 'policy', 'north', 'korea', 'said', 'today', 'could', 'resume', 'sixnation', 'talks', 'nuclear', 'weapons', 'programmes', 'us', 'agrees', 'change', 'policy', 'toward', 'communist', 'state']\n",
      "Stemmed Tokens: ['north', 'korea', 'demand', 'chang', 'us', 'polici', 'north', 'korea', 'said', 'today', 'could', 'resum', 'sixnat', 'talk', 'nuclear', 'weapon', 'programm', 'us', 'agre', 'chang', 'polici', 'toward', 'communist', 'state']\n",
      "Final Preprocessed Text: north korea demand chang us polici north korea said today could resum sixnat talk nuclear weapon programm us agre chang polici toward communist state\n",
      "\n",
      "Original Text: 9/11 Kin Vouch for Bush, Kerry in TV Ads (AP) AP - Relatives of people who lost loved ones in the Sept. 11 terrorist attacks vouch for President Bush or Democrat John Kerry in new TV ads that try to persuade voters that just one of the two would best lead the country in a time or terrorism.\n",
      "Lowercased Text: 9/11 kin vouch for bush, kerry in tv ads (ap) ap - relatives of people who lost loved ones in the sept. 11 terrorist attacks vouch for president bush or democrat john kerry in new tv ads that try to persuade voters that just one of the two would best lead the country in a time or terrorism.\n",
      "Removed URLs: 9/11 kin vouch for bush, kerry in tv ads (ap) ap - relatives of people who lost loved ones in the sept. 11 terrorist attacks vouch for president bush or democrat john kerry in new tv ads that try to persuade voters that just one of the two would best lead the country in a time or terrorism.\n",
      "Removed HTML Tags: 9/11 kin vouch for bush, kerry in tv ads (ap) ap - relatives of people who lost loved ones in the sept. 11 terrorist attacks vouch for president bush or democrat john kerry in new tv ads that try to persuade voters that just one of the two would best lead the country in a time or terrorism.\n",
      "Removed Special Characters:  kin vouch for bush kerry in tv ads ap ap  relatives of people who lost loved ones in the sept  terrorist attacks vouch for president bush or democrat john kerry in new tv ads that try to persuade voters that just one of the two would best lead the country in a time or terrorism\n",
      "Tokens: ['kin', 'vouch', 'for', 'bush', 'kerry', 'in', 'tv', 'ads', 'ap', 'ap', 'relatives', 'of', 'people', 'who', 'lost', 'loved', 'ones', 'in', 'the', 'sept', 'terrorist', 'attacks', 'vouch', 'for', 'president', 'bush', 'or', 'democrat', 'john', 'kerry', 'in', 'new', 'tv', 'ads', 'that', 'try', 'to', 'persuade', 'voters', 'that', 'just', 'one', 'of', 'the', 'two', 'would', 'best', 'lead', 'the', 'country', 'in', 'a', 'time', 'or', 'terrorism']\n",
      "Removed Stopwords: ['kin', 'vouch', 'bush', 'kerry', 'tv', 'ads', 'ap', 'ap', 'relatives', 'people', 'lost', 'loved', 'ones', 'sept', 'terrorist', 'attacks', 'vouch', 'president', 'bush', 'democrat', 'john', 'kerry', 'new', 'tv', 'ads', 'try', 'persuade', 'voters', 'one', 'two', 'would', 'best', 'lead', 'country', 'time', 'terrorism']\n",
      "Stemmed Tokens: ['kin', 'vouch', 'bush', 'kerri', 'tv', 'ad', 'ap', 'ap', 'rel', 'peopl', 'lost', 'love', 'one', 'sept', 'terrorist', 'attack', 'vouch', 'presid', 'bush', 'democrat', 'john', 'kerri', 'new', 'tv', 'ad', 'tri', 'persuad', 'voter', 'one', 'two', 'would', 'best', 'lead', 'countri', 'time', 'terror']\n",
      "Final Preprocessed Text: kin vouch bush kerri tv ad ap ap rel peopl lost love one sept terrorist attack vouch presid bush democrat john kerri new tv ad tri persuad voter one two would best lead countri time terror\n",
      "\n",
      "Original Text: Japan Confirms Japanese Hostage in Iraq Beheaded Japan #39;s government on Sunday said it is now certain that a 24-year-old Japanese backpacker taken hostage in Iraq has been killed.\n",
      "Lowercased Text: japan confirms japanese hostage in iraq beheaded japan #39;s government on sunday said it is now certain that a 24-year-old japanese backpacker taken hostage in iraq has been killed.\n",
      "Removed URLs: japan confirms japanese hostage in iraq beheaded japan #39;s government on sunday said it is now certain that a 24-year-old japanese backpacker taken hostage in iraq has been killed.\n",
      "Removed HTML Tags: japan confirms japanese hostage in iraq beheaded japan #39;s government on sunday said it is now certain that a 24-year-old japanese backpacker taken hostage in iraq has been killed.\n",
      "Removed Special Characters: japan confirms japanese hostage in iraq beheaded japan s government on sunday said it is now certain that a yearold japanese backpacker taken hostage in iraq has been killed\n",
      "Tokens: ['japan', 'confirms', 'japanese', 'hostage', 'in', 'iraq', 'beheaded', 'japan', 's', 'government', 'on', 'sunday', 'said', 'it', 'is', 'now', 'certain', 'that', 'a', 'yearold', 'japanese', 'backpacker', 'taken', 'hostage', 'in', 'iraq', 'has', 'been', 'killed']\n",
      "Removed Stopwords: ['japan', 'confirms', 'japanese', 'hostage', 'iraq', 'beheaded', 'japan', 'government', 'sunday', 'said', 'certain', 'yearold', 'japanese', 'backpacker', 'taken', 'hostage', 'iraq', 'killed']\n",
      "Stemmed Tokens: ['japan', 'confirm', 'japanes', 'hostag', 'iraq', 'behead', 'japan', 'govern', 'sunday', 'said', 'certain', 'yearold', 'japanes', 'backpack', 'taken', 'hostag', 'iraq', 'kill']\n",
      "Final Preprocessed Text: japan confirm japanes hostag iraq behead japan govern sunday said certain yearold japanes backpack taken hostag iraq kill\n",
      "\n",
      "Original Text: Bedouins held after Egypt blasts Egyptian security yesterday arrested dozens of Bedouin tribesmen amid continuing doubts over who was behind the devastating attacks on Israeli tourists that killed at least 34 people.\n",
      "Lowercased Text: bedouins held after egypt blasts egyptian security yesterday arrested dozens of bedouin tribesmen amid continuing doubts over who was behind the devastating attacks on israeli tourists that killed at least 34 people.\n",
      "Removed URLs: bedouins held after egypt blasts egyptian security yesterday arrested dozens of bedouin tribesmen amid continuing doubts over who was behind the devastating attacks on israeli tourists that killed at least 34 people.\n",
      "Removed HTML Tags: bedouins held after egypt blasts egyptian security yesterday arrested dozens of bedouin tribesmen amid continuing doubts over who was behind the devastating attacks on israeli tourists that killed at least 34 people.\n",
      "Removed Special Characters: bedouins held after egypt blasts egyptian security yesterday arrested dozens of bedouin tribesmen amid continuing doubts over who was behind the devastating attacks on israeli tourists that killed at least  people\n",
      "Tokens: ['bedouins', 'held', 'after', 'egypt', 'blasts', 'egyptian', 'security', 'yesterday', 'arrested', 'dozens', 'of', 'bedouin', 'tribesmen', 'amid', 'continuing', 'doubts', 'over', 'who', 'was', 'behind', 'the', 'devastating', 'attacks', 'on', 'israeli', 'tourists', 'that', 'killed', 'at', 'least', 'people']\n",
      "Removed Stopwords: ['bedouins', 'held', 'egypt', 'blasts', 'egyptian', 'security', 'yesterday', 'arrested', 'dozens', 'bedouin', 'tribesmen', 'amid', 'continuing', 'doubts', 'behind', 'devastating', 'attacks', 'israeli', 'tourists', 'killed', 'least', 'people']\n",
      "Stemmed Tokens: ['bedouin', 'held', 'egypt', 'blast', 'egyptian', 'secur', 'yesterday', 'arrest', 'dozen', 'bedouin', 'tribesmen', 'amid', 'continu', 'doubt', 'behind', 'devast', 'attack', 'isra', 'tourist', 'kill', 'least', 'peopl']\n",
      "Final Preprocessed Text: bedouin held egypt blast egyptian secur yesterday arrest dozen bedouin tribesmen amid continu doubt behind devast attack isra tourist kill least peopl\n",
      "\n",
      "Original Text: Italian PM acquitted of attempting to bribe judge HAMISH ROBERTSON: The Italian Prime Minister, Silvio Berlusconi, has been acquitted of attempting to bribe a judge after a marathon court case that #39;s divided the nation.\n",
      "Lowercased Text: italian pm acquitted of attempting to bribe judge hamish robertson: the italian prime minister, silvio berlusconi, has been acquitted of attempting to bribe a judge after a marathon court case that #39;s divided the nation.\n",
      "Removed URLs: italian pm acquitted of attempting to bribe judge hamish robertson: the italian prime minister, silvio berlusconi, has been acquitted of attempting to bribe a judge after a marathon court case that #39;s divided the nation.\n",
      "Removed HTML Tags: italian pm acquitted of attempting to bribe judge hamish robertson: the italian prime minister, silvio berlusconi, has been acquitted of attempting to bribe a judge after a marathon court case that #39;s divided the nation.\n",
      "Removed Special Characters: italian pm acquitted of attempting to bribe judge hamish robertson the italian prime minister silvio berlusconi has been acquitted of attempting to bribe a judge after a marathon court case that s divided the nation\n",
      "Tokens: ['italian', 'pm', 'acquitted', 'of', 'attempting', 'to', 'bribe', 'judge', 'hamish', 'robertson', 'the', 'italian', 'prime', 'minister', 'silvio', 'berlusconi', 'has', 'been', 'acquitted', 'of', 'attempting', 'to', 'bribe', 'a', 'judge', 'after', 'a', 'marathon', 'court', 'case', 'that', 's', 'divided', 'the', 'nation']\n",
      "Removed Stopwords: ['italian', 'pm', 'acquitted', 'attempting', 'bribe', 'judge', 'hamish', 'robertson', 'italian', 'prime', 'minister', 'silvio', 'berlusconi', 'acquitted', 'attempting', 'bribe', 'judge', 'marathon', 'court', 'case', 'divided', 'nation']\n",
      "Stemmed Tokens: ['italian', 'pm', 'acquit', 'attempt', 'bribe', 'judg', 'hamish', 'robertson', 'italian', 'prime', 'minist', 'silvio', 'berlusconi', 'acquit', 'attempt', 'bribe', 'judg', 'marathon', 'court', 'case', 'divid', 'nation']\n",
      "Final Preprocessed Text: italian pm acquit attempt bribe judg hamish robertson italian prime minist silvio berlusconi acquit attempt bribe judg marathon court case divid nation\n",
      "\n",
      "Original Text: U.N.: Rwanda Warns of Attacking Rebels (AP) AP - Rwanda has warned it will launch an attack \"very soon\" on Rwandan Hutu rebels sheltering in eastern Congo, the U.N. mission said Wednesday, relaying a threat that raised fears of renewal of one of Africa's most devastating conflicts.\n",
      "Lowercased Text: u.n.: rwanda warns of attacking rebels (ap) ap - rwanda has warned it will launch an attack \"very soon\" on rwandan hutu rebels sheltering in eastern congo, the u.n. mission said wednesday, relaying a threat that raised fears of renewal of one of africa's most devastating conflicts.\n",
      "Removed URLs: u.n.: rwanda warns of attacking rebels (ap) ap - rwanda has warned it will launch an attack \"very soon\" on rwandan hutu rebels sheltering in eastern congo, the u.n. mission said wednesday, relaying a threat that raised fears of renewal of one of africa's most devastating conflicts.\n",
      "Removed HTML Tags: u.n.: rwanda warns of attacking rebels (ap) ap - rwanda has warned it will launch an attack \"very soon\" on rwandan hutu rebels sheltering in eastern congo, the u.n. mission said wednesday, relaying a threat that raised fears of renewal of one of africa's most devastating conflicts.\n",
      "Removed Special Characters: un rwanda warns of attacking rebels ap ap  rwanda has warned it will launch an attack very soon on rwandan hutu rebels sheltering in eastern congo the un mission said wednesday relaying a threat that raised fears of renewal of one of africas most devastating conflicts\n",
      "Tokens: ['un', 'rwanda', 'warns', 'of', 'attacking', 'rebels', 'ap', 'ap', 'rwanda', 'has', 'warned', 'it', 'will', 'launch', 'an', 'attack', 'very', 'soon', 'on', 'rwandan', 'hutu', 'rebels', 'sheltering', 'in', 'eastern', 'congo', 'the', 'un', 'mission', 'said', 'wednesday', 'relaying', 'a', 'threat', 'that', 'raised', 'fears', 'of', 'renewal', 'of', 'one', 'of', 'africas', 'most', 'devastating', 'conflicts']\n",
      "Removed Stopwords: ['un', 'rwanda', 'warns', 'attacking', 'rebels', 'ap', 'ap', 'rwanda', 'warned', 'launch', 'attack', 'soon', 'rwandan', 'hutu', 'rebels', 'sheltering', 'eastern', 'congo', 'un', 'mission', 'said', 'wednesday', 'relaying', 'threat', 'raised', 'fears', 'renewal', 'one', 'africas', 'devastating', 'conflicts']\n",
      "Stemmed Tokens: ['un', 'rwanda', 'warn', 'attack', 'rebel', 'ap', 'ap', 'rwanda', 'warn', 'launch', 'attack', 'soon', 'rwandan', 'hutu', 'rebel', 'shelter', 'eastern', 'congo', 'un', 'mission', 'said', 'wednesday', 'relay', 'threat', 'rais', 'fear', 'renew', 'one', 'africa', 'devast', 'conflict']\n",
      "Final Preprocessed Text: un rwanda warn attack rebel ap ap rwanda warn launch attack soon rwandan hutu rebel shelter eastern congo un mission said wednesday relay threat rais fear renew one africa devast conflict\n",
      "\n",
      "Original Text: Twist to unarmed man death : The NBC journalist who filmed the fatal shooting of an apparently injured and unarmed Iraqi by a US Marine inside a Falluja mosque has written on his website that the wounded man made no sudden movements before he was shot.\n",
      "Lowercased Text: twist to unarmed man death : the nbc journalist who filmed the fatal shooting of an apparently injured and unarmed iraqi by a us marine inside a falluja mosque has written on his website that the wounded man made no sudden movements before he was shot.\n",
      "Removed URLs: twist to unarmed man death : the nbc journalist who filmed the fatal shooting of an apparently injured and unarmed iraqi by a us marine inside a falluja mosque has written on his website that the wounded man made no sudden movements before he was shot.\n",
      "Removed HTML Tags: twist to unarmed man death : the nbc journalist who filmed the fatal shooting of an apparently injured and unarmed iraqi by a us marine inside a falluja mosque has written on his website that the wounded man made no sudden movements before he was shot.\n",
      "Removed Special Characters: twist to unarmed man death  the nbc journalist who filmed the fatal shooting of an apparently injured and unarmed iraqi by a us marine inside a falluja mosque has written on his website that the wounded man made no sudden movements before he was shot\n",
      "Tokens: ['twist', 'to', 'unarmed', 'man', 'death', 'the', 'nbc', 'journalist', 'who', 'filmed', 'the', 'fatal', 'shooting', 'of', 'an', 'apparently', 'injured', 'and', 'unarmed', 'iraqi', 'by', 'a', 'us', 'marine', 'inside', 'a', 'falluja', 'mosque', 'has', 'written', 'on', 'his', 'website', 'that', 'the', 'wounded', 'man', 'made', 'no', 'sudden', 'movements', 'before', 'he', 'was', 'shot']\n",
      "Removed Stopwords: ['twist', 'unarmed', 'man', 'death', 'nbc', 'journalist', 'filmed', 'fatal', 'shooting', 'apparently', 'injured', 'unarmed', 'iraqi', 'us', 'marine', 'inside', 'falluja', 'mosque', 'written', 'website', 'wounded', 'man', 'made', 'sudden', 'movements', 'shot']\n",
      "Stemmed Tokens: ['twist', 'unarm', 'man', 'death', 'nbc', 'journalist', 'film', 'fatal', 'shoot', 'appar', 'injur', 'unarm', 'iraqi', 'us', 'marin', 'insid', 'falluja', 'mosqu', 'written', 'websit', 'wound', 'man', 'made', 'sudden', 'movement', 'shot']\n",
      "Final Preprocessed Text: twist unarm man death nbc journalist film fatal shoot appar injur unarm iraqi us marin insid falluja mosqu written websit wound man made sudden movement shot\n",
      "\n",
      "Original Text: 1,300 more British troops for Iraq Britain could send more troops to Iraq before next January #39;s elections, a senior military commander said today. Military chiefs are reported to have \n",
      "Lowercased Text: 1,300 more british troops for iraq britain could send more troops to iraq before next january #39;s elections, a senior military commander said today. military chiefs are reported to have \n",
      "Removed URLs: 1,300 more british troops for iraq britain could send more troops to iraq before next january #39;s elections, a senior military commander said today. military chiefs are reported to have \n",
      "Removed HTML Tags: 1,300 more british troops for iraq britain could send more troops to iraq before next january #39;s elections, a senior military commander said today. military chiefs are reported to have \n",
      "Removed Special Characters:  more british troops for iraq britain could send more troops to iraq before next january s elections a senior military commander said today military chiefs are reported to have \n",
      "Tokens: ['more', 'british', 'troops', 'for', 'iraq', 'britain', 'could', 'send', 'more', 'troops', 'to', 'iraq', 'before', 'next', 'january', 's', 'elections', 'a', 'senior', 'military', 'commander', 'said', 'today', 'military', 'chiefs', 'are', 'reported', 'to', 'have']\n",
      "Removed Stopwords: ['british', 'troops', 'iraq', 'britain', 'could', 'send', 'troops', 'iraq', 'next', 'january', 'elections', 'senior', 'military', 'commander', 'said', 'today', 'military', 'chiefs', 'reported']\n",
      "Stemmed Tokens: ['british', 'troop', 'iraq', 'britain', 'could', 'send', 'troop', 'iraq', 'next', 'januari', 'elect', 'senior', 'militari', 'command', 'said', 'today', 'militari', 'chief', 'report']\n",
      "Final Preprocessed Text: british troop iraq britain could send troop iraq next januari elect senior militari command said today militari chief report\n",
      "\n",
      "Original Text: Many suicide bombers out there, #39; Indonesian police warn JAKARTA, Indonesia Indonesian police have warned residents to expect more suicide attacks in the capital after a truck bombing Thursday killed nine people and wounded more than 170.\n",
      "Lowercased Text: many suicide bombers out there, #39; indonesian police warn jakarta, indonesia indonesian police have warned residents to expect more suicide attacks in the capital after a truck bombing thursday killed nine people and wounded more than 170.\n",
      "Removed URLs: many suicide bombers out there, #39; indonesian police warn jakarta, indonesia indonesian police have warned residents to expect more suicide attacks in the capital after a truck bombing thursday killed nine people and wounded more than 170.\n",
      "Removed HTML Tags: many suicide bombers out there, #39; indonesian police warn jakarta, indonesia indonesian police have warned residents to expect more suicide attacks in the capital after a truck bombing thursday killed nine people and wounded more than 170.\n",
      "Removed Special Characters: many suicide bombers out there  indonesian police warn jakarta indonesia indonesian police have warned residents to expect more suicide attacks in the capital after a truck bombing thursday killed nine people and wounded more than \n",
      "Tokens: ['many', 'suicide', 'bombers', 'out', 'there', 'indonesian', 'police', 'warn', 'jakarta', 'indonesia', 'indonesian', 'police', 'have', 'warned', 'residents', 'to', 'expect', 'more', 'suicide', 'attacks', 'in', 'the', 'capital', 'after', 'a', 'truck', 'bombing', 'thursday', 'killed', 'nine', 'people', 'and', 'wounded', 'more', 'than']\n",
      "Removed Stopwords: ['many', 'suicide', 'bombers', 'indonesian', 'police', 'warn', 'jakarta', 'indonesia', 'indonesian', 'police', 'warned', 'residents', 'expect', 'suicide', 'attacks', 'capital', 'truck', 'bombing', 'thursday', 'killed', 'nine', 'people', 'wounded']\n",
      "Stemmed Tokens: ['mani', 'suicid', 'bomber', 'indonesian', 'polic', 'warn', 'jakarta', 'indonesia', 'indonesian', 'polic', 'warn', 'resid', 'expect', 'suicid', 'attack', 'capit', 'truck', 'bomb', 'thursday', 'kill', 'nine', 'peopl', 'wound']\n",
      "Final Preprocessed Text: mani suicid bomber indonesian polic warn jakarta indonesia indonesian polic warn resid expect suicid attack capit truck bomb thursday kill nine peopl wound\n",
      "\n",
      "Original Text: How many planets are there, Indian president asks South African students (AFP) AFP - South African students at a high school in a township outside Durban were treated to a special science lesson delivered by Indian President Abdul Kalam.\n",
      "Lowercased Text: how many planets are there, indian president asks south african students (afp) afp - south african students at a high school in a township outside durban were treated to a special science lesson delivered by indian president abdul kalam.\n",
      "Removed URLs: how many planets are there, indian president asks south african students (afp) afp - south african students at a high school in a township outside durban were treated to a special science lesson delivered by indian president abdul kalam.\n",
      "Removed HTML Tags: how many planets are there, indian president asks south african students (afp) afp - south african students at a high school in a township outside durban were treated to a special science lesson delivered by indian president abdul kalam.\n",
      "Removed Special Characters: how many planets are there indian president asks south african students afp afp  south african students at a high school in a township outside durban were treated to a special science lesson delivered by indian president abdul kalam\n",
      "Tokens: ['how', 'many', 'planets', 'are', 'there', 'indian', 'president', 'asks', 'south', 'african', 'students', 'afp', 'afp', 'south', 'african', 'students', 'at', 'a', 'high', 'school', 'in', 'a', 'township', 'outside', 'durban', 'were', 'treated', 'to', 'a', 'special', 'science', 'lesson', 'delivered', 'by', 'indian', 'president', 'abdul', 'kalam']\n",
      "Removed Stopwords: ['many', 'planets', 'indian', 'president', 'asks', 'south', 'african', 'students', 'afp', 'afp', 'south', 'african', 'students', 'high', 'school', 'township', 'outside', 'durban', 'treated', 'special', 'science', 'lesson', 'delivered', 'indian', 'president', 'abdul', 'kalam']\n",
      "Stemmed Tokens: ['mani', 'planet', 'indian', 'presid', 'ask', 'south', 'african', 'student', 'afp', 'afp', 'south', 'african', 'student', 'high', 'school', 'township', 'outsid', 'durban', 'treat', 'special', 'scienc', 'lesson', 'deliv', 'indian', 'presid', 'abdul', 'kalam']\n",
      "Final Preprocessed Text: mani planet indian presid ask south african student afp afp south african student high school township outsid durban treat special scienc lesson deliv indian presid abdul kalam\n",
      "\n",
      "Original Text: Who Next? Ukraine's Opposition Leader Fears Murder  KIEV (Reuters) - Ukraine's main opposition leader and  presidential hopeful Viktor Yushchenko on Tuesday warned  politicians their lives could be in danger from a murderous  leadership bent on election victory.\n",
      "Lowercased Text: who next? ukraine's opposition leader fears murder  kiev (reuters) - ukraine's main opposition leader and  presidential hopeful viktor yushchenko on tuesday warned  politicians their lives could be in danger from a murderous  leadership bent on election victory.\n",
      "Removed URLs: who next? ukraine's opposition leader fears murder  kiev (reuters) - ukraine's main opposition leader and  presidential hopeful viktor yushchenko on tuesday warned  politicians their lives could be in danger from a murderous  leadership bent on election victory.\n",
      "Removed HTML Tags: who next? ukraine's opposition leader fears murder  kiev (reuters) - ukraine's main opposition leader and  presidential hopeful viktor yushchenko on tuesday warned  politicians their lives could be in danger from a murderous  leadership bent on election victory.\n",
      "Removed Special Characters: who next ukraines opposition leader fears murder  kiev reuters  ukraines main opposition leader and  presidential hopeful viktor yushchenko on tuesday warned  politicians their lives could be in danger from a murderous  leadership bent on election victory\n",
      "Tokens: ['who', 'next', 'ukraines', 'opposition', 'leader', 'fears', 'murder', 'kiev', 'reuters', 'ukraines', 'main', 'opposition', 'leader', 'and', 'presidential', 'hopeful', 'viktor', 'yushchenko', 'on', 'tuesday', 'warned', 'politicians', 'their', 'lives', 'could', 'be', 'in', 'danger', 'from', 'a', 'murderous', 'leadership', 'bent', 'on', 'election', 'victory']\n",
      "Removed Stopwords: ['next', 'ukraines', 'opposition', 'leader', 'fears', 'murder', 'kiev', 'reuters', 'ukraines', 'main', 'opposition', 'leader', 'presidential', 'hopeful', 'viktor', 'yushchenko', 'tuesday', 'warned', 'politicians', 'lives', 'could', 'danger', 'murderous', 'leadership', 'bent', 'election', 'victory']\n",
      "Stemmed Tokens: ['next', 'ukrain', 'opposit', 'leader', 'fear', 'murder', 'kiev', 'reuter', 'ukrain', 'main', 'opposit', 'leader', 'presidenti', 'hope', 'viktor', 'yushchenko', 'tuesday', 'warn', 'politician', 'live', 'could', 'danger', 'murder', 'leadership', 'bent', 'elect', 'victori']\n",
      "Final Preprocessed Text: next ukrain opposit leader fear murder kiev reuter ukrain main opposit leader presidenti hope viktor yushchenko tuesday warn politician live could danger murder leadership bent elect victori\n",
      "\n",
      "Original Text: Powell Criticizes Lebanese PM Choice (AP) AP - The strengthening of Syria's influence in Lebanon's government prompted Secretary of State Colin Powell to renew his criticism of Syria after a brief period of praise.\n",
      "Lowercased Text: powell criticizes lebanese pm choice (ap) ap - the strengthening of syria's influence in lebanon's government prompted secretary of state colin powell to renew his criticism of syria after a brief period of praise.\n",
      "Removed URLs: powell criticizes lebanese pm choice (ap) ap - the strengthening of syria's influence in lebanon's government prompted secretary of state colin powell to renew his criticism of syria after a brief period of praise.\n",
      "Removed HTML Tags: powell criticizes lebanese pm choice (ap) ap - the strengthening of syria's influence in lebanon's government prompted secretary of state colin powell to renew his criticism of syria after a brief period of praise.\n",
      "Removed Special Characters: powell criticizes lebanese pm choice ap ap  the strengthening of syrias influence in lebanons government prompted secretary of state colin powell to renew his criticism of syria after a brief period of praise\n",
      "Tokens: ['powell', 'criticizes', 'lebanese', 'pm', 'choice', 'ap', 'ap', 'the', 'strengthening', 'of', 'syrias', 'influence', 'in', 'lebanons', 'government', 'prompted', 'secretary', 'of', 'state', 'colin', 'powell', 'to', 'renew', 'his', 'criticism', 'of', 'syria', 'after', 'a', 'brief', 'period', 'of', 'praise']\n",
      "Removed Stopwords: ['powell', 'criticizes', 'lebanese', 'pm', 'choice', 'ap', 'ap', 'strengthening', 'syrias', 'influence', 'lebanons', 'government', 'prompted', 'secretary', 'state', 'colin', 'powell', 'renew', 'criticism', 'syria', 'brief', 'period', 'praise']\n",
      "Stemmed Tokens: ['powel', 'critic', 'lebanes', 'pm', 'choic', 'ap', 'ap', 'strengthen', 'syria', 'influenc', 'lebanon', 'govern', 'prompt', 'secretari', 'state', 'colin', 'powel', 'renew', 'critic', 'syria', 'brief', 'period', 'prais']\n",
      "Final Preprocessed Text: powel critic lebanes pm choic ap ap strengthen syria influenc lebanon govern prompt secretari state colin powel renew critic syria brief period prais\n",
      "\n",
      "Original Text: Saudi jails  #39;seditious #39; academic A court in Saudi Arabia has sentenced a university professor to five years in jail for sowing dissent and sedition. Hard-line Islamist academic Said bin Zair was arrested in April on charges of condoning suicide \n",
      "Lowercased Text: saudi jails  #39;seditious #39; academic a court in saudi arabia has sentenced a university professor to five years in jail for sowing dissent and sedition. hard-line islamist academic said bin zair was arrested in april on charges of condoning suicide \n",
      "Removed URLs: saudi jails  #39;seditious #39; academic a court in saudi arabia has sentenced a university professor to five years in jail for sowing dissent and sedition. hard-line islamist academic said bin zair was arrested in april on charges of condoning suicide \n",
      "Removed HTML Tags: saudi jails  #39;seditious #39; academic a court in saudi arabia has sentenced a university professor to five years in jail for sowing dissent and sedition. hard-line islamist academic said bin zair was arrested in april on charges of condoning suicide \n",
      "Removed Special Characters: saudi jails  seditious  academic a court in saudi arabia has sentenced a university professor to five years in jail for sowing dissent and sedition hardline islamist academic said bin zair was arrested in april on charges of condoning suicide \n",
      "Tokens: ['saudi', 'jails', 'seditious', 'academic', 'a', 'court', 'in', 'saudi', 'arabia', 'has', 'sentenced', 'a', 'university', 'professor', 'to', 'five', 'years', 'in', 'jail', 'for', 'sowing', 'dissent', 'and', 'sedition', 'hardline', 'islamist', 'academic', 'said', 'bin', 'zair', 'was', 'arrested', 'in', 'april', 'on', 'charges', 'of', 'condoning', 'suicide']\n",
      "Removed Stopwords: ['saudi', 'jails', 'seditious', 'academic', 'court', 'saudi', 'arabia', 'sentenced', 'university', 'professor', 'five', 'years', 'jail', 'sowing', 'dissent', 'sedition', 'hardline', 'islamist', 'academic', 'said', 'bin', 'zair', 'arrested', 'april', 'charges', 'condoning', 'suicide']\n",
      "Stemmed Tokens: ['saudi', 'jail', 'sediti', 'academ', 'court', 'saudi', 'arabia', 'sentenc', 'univers', 'professor', 'five', 'year', 'jail', 'sow', 'dissent', 'sedit', 'hardlin', 'islamist', 'academ', 'said', 'bin', 'zair', 'arrest', 'april', 'charg', 'condon', 'suicid']\n",
      "Final Preprocessed Text: saudi jail sediti academ court saudi arabia sentenc univers professor five year jail sow dissent sedit hardlin islamist academ said bin zair arrest april charg condon suicid\n",
      "\n",
      "Original Text: Gunmen seize bus in Athens suburb ATHENS, Greece - A Greek bus with 26 people aboard was hijacked Wednesday by two armed men who demanded to be taken to Athens airport and flown to Russia, police and government officials said.\n",
      "Lowercased Text: gunmen seize bus in athens suburb athens, greece - a greek bus with 26 people aboard was hijacked wednesday by two armed men who demanded to be taken to athens airport and flown to russia, police and government officials said.\n",
      "Removed URLs: gunmen seize bus in athens suburb athens, greece - a greek bus with 26 people aboard was hijacked wednesday by two armed men who demanded to be taken to athens airport and flown to russia, police and government officials said.\n",
      "Removed HTML Tags: gunmen seize bus in athens suburb athens, greece - a greek bus with 26 people aboard was hijacked wednesday by two armed men who demanded to be taken to athens airport and flown to russia, police and government officials said.\n",
      "Removed Special Characters: gunmen seize bus in athens suburb athens greece  a greek bus with  people aboard was hijacked wednesday by two armed men who demanded to be taken to athens airport and flown to russia police and government officials said\n",
      "Tokens: ['gunmen', 'seize', 'bus', 'in', 'athens', 'suburb', 'athens', 'greece', 'a', 'greek', 'bus', 'with', 'people', 'aboard', 'was', 'hijacked', 'wednesday', 'by', 'two', 'armed', 'men', 'who', 'demanded', 'to', 'be', 'taken', 'to', 'athens', 'airport', 'and', 'flown', 'to', 'russia', 'police', 'and', 'government', 'officials', 'said']\n",
      "Removed Stopwords: ['gunmen', 'seize', 'bus', 'athens', 'suburb', 'athens', 'greece', 'greek', 'bus', 'people', 'aboard', 'hijacked', 'wednesday', 'two', 'armed', 'men', 'demanded', 'taken', 'athens', 'airport', 'flown', 'russia', 'police', 'government', 'officials', 'said']\n",
      "Stemmed Tokens: ['gunmen', 'seiz', 'bu', 'athen', 'suburb', 'athen', 'greec', 'greek', 'bu', 'peopl', 'aboard', 'hijack', 'wednesday', 'two', 'arm', 'men', 'demand', 'taken', 'athen', 'airport', 'flown', 'russia', 'polic', 'govern', 'offici', 'said']\n",
      "Final Preprocessed Text: gunmen seiz bu athen suburb athen greec greek bu peopl aboard hijack wednesday two arm men demand taken athen airport flown russia polic govern offici said\n",
      "\n",
      "Original Text: Sixty Chinese miners trapped after fire Sixty Chinese miners are trapped underground after fire swept through a series of iron mines in northern Hebei Province, Xinhua news agency says.\n",
      "Lowercased Text: sixty chinese miners trapped after fire sixty chinese miners are trapped underground after fire swept through a series of iron mines in northern hebei province, xinhua news agency says.\n",
      "Removed URLs: sixty chinese miners trapped after fire sixty chinese miners are trapped underground after fire swept through a series of iron mines in northern hebei province, xinhua news agency says.\n",
      "Removed HTML Tags: sixty chinese miners trapped after fire sixty chinese miners are trapped underground after fire swept through a series of iron mines in northern hebei province, xinhua news agency says.\n",
      "Removed Special Characters: sixty chinese miners trapped after fire sixty chinese miners are trapped underground after fire swept through a series of iron mines in northern hebei province xinhua news agency says\n",
      "Tokens: ['sixty', 'chinese', 'miners', 'trapped', 'after', 'fire', 'sixty', 'chinese', 'miners', 'are', 'trapped', 'underground', 'after', 'fire', 'swept', 'through', 'a', 'series', 'of', 'iron', 'mines', 'in', 'northern', 'hebei', 'province', 'xinhua', 'news', 'agency', 'says']\n",
      "Removed Stopwords: ['sixty', 'chinese', 'miners', 'trapped', 'fire', 'sixty', 'chinese', 'miners', 'trapped', 'underground', 'fire', 'swept', 'series', 'iron', 'mines', 'northern', 'hebei', 'province', 'xinhua', 'news', 'agency', 'says']\n",
      "Stemmed Tokens: ['sixti', 'chines', 'miner', 'trap', 'fire', 'sixti', 'chines', 'miner', 'trap', 'underground', 'fire', 'swept', 'seri', 'iron', 'mine', 'northern', 'hebei', 'provinc', 'xinhua', 'news', 'agenc', 'say']\n",
      "Final Preprocessed Text: sixti chines miner trap fire sixti chines miner trap underground fire swept seri iron mine northern hebei provinc xinhua news agenc say\n",
      "\n",
      "Original Text: Hamas May Accept Statehood in West Bank (AP) AP - The militant group Hamas will accept a Palestinian state in the West Bank and Gaza Strip and a long-term truce with Israel, a leader said Friday, apparently softening Hamas' hardline stance and boosting hopes for renewed peace efforts after Yasser Arafat's death.\n",
      "Lowercased Text: hamas may accept statehood in west bank (ap) ap - the militant group hamas will accept a palestinian state in the west bank and gaza strip and a long-term truce with israel, a leader said friday, apparently softening hamas' hardline stance and boosting hopes for renewed peace efforts after yasser arafat's death.\n",
      "Removed URLs: hamas may accept statehood in west bank (ap) ap - the militant group hamas will accept a palestinian state in the west bank and gaza strip and a long-term truce with israel, a leader said friday, apparently softening hamas' hardline stance and boosting hopes for renewed peace efforts after yasser arafat's death.\n",
      "Removed HTML Tags: hamas may accept statehood in west bank (ap) ap - the militant group hamas will accept a palestinian state in the west bank and gaza strip and a long-term truce with israel, a leader said friday, apparently softening hamas' hardline stance and boosting hopes for renewed peace efforts after yasser arafat's death.\n",
      "Removed Special Characters: hamas may accept statehood in west bank ap ap  the militant group hamas will accept a palestinian state in the west bank and gaza strip and a longterm truce with israel a leader said friday apparently softening hamas hardline stance and boosting hopes for renewed peace efforts after yasser arafats death\n",
      "Tokens: ['hamas', 'may', 'accept', 'statehood', 'in', 'west', 'bank', 'ap', 'ap', 'the', 'militant', 'group', 'hamas', 'will', 'accept', 'a', 'palestinian', 'state', 'in', 'the', 'west', 'bank', 'and', 'gaza', 'strip', 'and', 'a', 'longterm', 'truce', 'with', 'israel', 'a', 'leader', 'said', 'friday', 'apparently', 'softening', 'hamas', 'hardline', 'stance', 'and', 'boosting', 'hopes', 'for', 'renewed', 'peace', 'efforts', 'after', 'yasser', 'arafats', 'death']\n",
      "Removed Stopwords: ['hamas', 'may', 'accept', 'statehood', 'west', 'bank', 'ap', 'ap', 'militant', 'group', 'hamas', 'accept', 'palestinian', 'state', 'west', 'bank', 'gaza', 'strip', 'longterm', 'truce', 'israel', 'leader', 'said', 'friday', 'apparently', 'softening', 'hamas', 'hardline', 'stance', 'boosting', 'hopes', 'renewed', 'peace', 'efforts', 'yasser', 'arafats', 'death']\n",
      "Stemmed Tokens: ['hama', 'may', 'accept', 'statehood', 'west', 'bank', 'ap', 'ap', 'milit', 'group', 'hama', 'accept', 'palestinian', 'state', 'west', 'bank', 'gaza', 'strip', 'longterm', 'truce', 'israel', 'leader', 'said', 'friday', 'appar', 'soften', 'hama', 'hardlin', 'stanc', 'boost', 'hope', 'renew', 'peac', 'effort', 'yasser', 'arafat', 'death']\n",
      "Final Preprocessed Text: hama may accept statehood west bank ap ap milit group hama accept palestinian state west bank gaza strip longterm truce israel leader said friday appar soften hama hardlin stanc boost hope renew peac effort yasser arafat death\n",
      "\n",
      "Original Text: Update 5: Euro Reaches New High Against US Dollar The US dollar fell to another new low against the euro Friday, pushing the European currency higher than \\$1.34 after US employment data came in weaker than expected.\n",
      "Lowercased Text: update 5: euro reaches new high against us dollar the us dollar fell to another new low against the euro friday, pushing the european currency higher than \\$1.34 after us employment data came in weaker than expected.\n",
      "Removed URLs: update 5: euro reaches new high against us dollar the us dollar fell to another new low against the euro friday, pushing the european currency higher than \\$1.34 after us employment data came in weaker than expected.\n",
      "Removed HTML Tags: update 5: euro reaches new high against us dollar the us dollar fell to another new low against the euro friday, pushing the european currency higher than \\$1.34 after us employment data came in weaker than expected.\n",
      "Removed Special Characters: update  euro reaches new high against us dollar the us dollar fell to another new low against the euro friday pushing the european currency higher than  after us employment data came in weaker than expected\n",
      "Tokens: ['update', 'euro', 'reaches', 'new', 'high', 'against', 'us', 'dollar', 'the', 'us', 'dollar', 'fell', 'to', 'another', 'new', 'low', 'against', 'the', 'euro', 'friday', 'pushing', 'the', 'european', 'currency', 'higher', 'than', 'after', 'us', 'employment', 'data', 'came', 'in', 'weaker', 'than', 'expected']\n",
      "Removed Stopwords: ['update', 'euro', 'reaches', 'new', 'high', 'us', 'dollar', 'us', 'dollar', 'fell', 'another', 'new', 'low', 'euro', 'friday', 'pushing', 'european', 'currency', 'higher', 'us', 'employment', 'data', 'came', 'weaker', 'expected']\n",
      "Stemmed Tokens: ['updat', 'euro', 'reach', 'new', 'high', 'us', 'dollar', 'us', 'dollar', 'fell', 'anoth', 'new', 'low', 'euro', 'friday', 'push', 'european', 'currenc', 'higher', 'us', 'employ', 'data', 'came', 'weaker', 'expect']\n",
      "Final Preprocessed Text: updat euro reach new high us dollar us dollar fell anoth new low euro friday push european currenc higher us employ data came weaker expect\n",
      "\n",
      "Original Text: Australia's plan for vast sea security zone angers neighbour New Zealand (Canadian Press) Canadian Press - WELLINGTON, N.Z. (AP) - Australia has angered its neighbour New Zealand, with a plan to impose an 1,850-kilometre security zone around the Australian coastline.\n",
      "Lowercased Text: australia's plan for vast sea security zone angers neighbour new zealand (canadian press) canadian press - wellington, n.z. (ap) - australia has angered its neighbour new zealand, with a plan to impose an 1,850-kilometre security zone around the australian coastline.\n",
      "Removed URLs: australia's plan for vast sea security zone angers neighbour new zealand (canadian press) canadian press - wellington, n.z. (ap) - australia has angered its neighbour new zealand, with a plan to impose an 1,850-kilometre security zone around the australian coastline.\n",
      "Removed HTML Tags: australia's plan for vast sea security zone angers neighbour new zealand (canadian press) canadian press - wellington, n.z. (ap) - australia has angered its neighbour new zealand, with a plan to impose an 1,850-kilometre security zone around the australian coastline.\n",
      "Removed Special Characters: australias plan for vast sea security zone angers neighbour new zealand canadian press canadian press  wellington nz ap  australia has angered its neighbour new zealand with a plan to impose an kilometre security zone around the australian coastline\n",
      "Tokens: ['australias', 'plan', 'for', 'vast', 'sea', 'security', 'zone', 'angers', 'neighbour', 'new', 'zealand', 'canadian', 'press', 'canadian', 'press', 'wellington', 'nz', 'ap', 'australia', 'has', 'angered', 'its', 'neighbour', 'new', 'zealand', 'with', 'a', 'plan', 'to', 'impose', 'an', 'kilometre', 'security', 'zone', 'around', 'the', 'australian', 'coastline']\n",
      "Removed Stopwords: ['australias', 'plan', 'vast', 'sea', 'security', 'zone', 'angers', 'neighbour', 'new', 'zealand', 'canadian', 'press', 'canadian', 'press', 'wellington', 'nz', 'ap', 'australia', 'angered', 'neighbour', 'new', 'zealand', 'plan', 'impose', 'kilometre', 'security', 'zone', 'around', 'australian', 'coastline']\n",
      "Stemmed Tokens: ['australia', 'plan', 'vast', 'sea', 'secur', 'zone', 'anger', 'neighbour', 'new', 'zealand', 'canadian', 'press', 'canadian', 'press', 'wellington', 'nz', 'ap', 'australia', 'anger', 'neighbour', 'new', 'zealand', 'plan', 'impos', 'kilometr', 'secur', 'zone', 'around', 'australian', 'coastlin']\n",
      "Final Preprocessed Text: australia plan vast sea secur zone anger neighbour new zealand canadian press canadian press wellington nz ap australia anger neighbour new zealand plan impos kilometr secur zone around australian coastlin\n",
      "\n",
      "Original Text: Fight Over Kerry's War Record Escalates WASHINGTON - John Kerry's Vietnam War service records run to multiple medal commendations and a notation of \"conspicuous gallantry\" in combat. President Bush's file tracks the stateside career of a National Guard test pilot...\n",
      "Lowercased Text: fight over kerry's war record escalates washington - john kerry's vietnam war service records run to multiple medal commendations and a notation of \"conspicuous gallantry\" in combat. president bush's file tracks the stateside career of a national guard test pilot...\n",
      "Removed URLs: fight over kerry's war record escalates washington - john kerry's vietnam war service records run to multiple medal commendations and a notation of \"conspicuous gallantry\" in combat. president bush's file tracks the stateside career of a national guard test pilot...\n",
      "Removed HTML Tags: fight over kerry's war record escalates washington - john kerry's vietnam war service records run to multiple medal commendations and a notation of \"conspicuous gallantry\" in combat. president bush's file tracks the stateside career of a national guard test pilot...\n",
      "Removed Special Characters: fight over kerrys war record escalates washington  john kerrys vietnam war service records run to multiple medal commendations and a notation of conspicuous gallantry in combat president bushs file tracks the stateside career of a national guard test pilot\n",
      "Tokens: ['fight', 'over', 'kerrys', 'war', 'record', 'escalates', 'washington', 'john', 'kerrys', 'vietnam', 'war', 'service', 'records', 'run', 'to', 'multiple', 'medal', 'commendations', 'and', 'a', 'notation', 'of', 'conspicuous', 'gallantry', 'in', 'combat', 'president', 'bushs', 'file', 'tracks', 'the', 'stateside', 'career', 'of', 'a', 'national', 'guard', 'test', 'pilot']\n",
      "Removed Stopwords: ['fight', 'kerrys', 'war', 'record', 'escalates', 'washington', 'john', 'kerrys', 'vietnam', 'war', 'service', 'records', 'run', 'multiple', 'medal', 'commendations', 'notation', 'conspicuous', 'gallantry', 'combat', 'president', 'bushs', 'file', 'tracks', 'stateside', 'career', 'national', 'guard', 'test', 'pilot']\n",
      "Stemmed Tokens: ['fight', 'kerri', 'war', 'record', 'escal', 'washington', 'john', 'kerri', 'vietnam', 'war', 'servic', 'record', 'run', 'multipl', 'medal', 'commend', 'notat', 'conspicu', 'gallantri', 'combat', 'presid', 'bush', 'file', 'track', 'statesid', 'career', 'nation', 'guard', 'test', 'pilot']\n",
      "Final Preprocessed Text: fight kerri war record escal washington john kerri vietnam war servic record run multipl medal commend notat conspicu gallantri combat presid bush file track statesid career nation guard test pilot\n",
      "\n",
      "Original Text: Nigeria police 'kill 27 Taleban' Security forces in Nigeria say they have killed 27 Muslim militants who staged attacks in the north east.\n",
      "Lowercased Text: nigeria police 'kill 27 taleban' security forces in nigeria say they have killed 27 muslim militants who staged attacks in the north east.\n",
      "Removed URLs: nigeria police 'kill 27 taleban' security forces in nigeria say they have killed 27 muslim militants who staged attacks in the north east.\n",
      "Removed HTML Tags: nigeria police 'kill 27 taleban' security forces in nigeria say they have killed 27 muslim militants who staged attacks in the north east.\n",
      "Removed Special Characters: nigeria police kill  taleban security forces in nigeria say they have killed  muslim militants who staged attacks in the north east\n",
      "Tokens: ['nigeria', 'police', 'kill', 'taleban', 'security', 'forces', 'in', 'nigeria', 'say', 'they', 'have', 'killed', 'muslim', 'militants', 'who', 'staged', 'attacks', 'in', 'the', 'north', 'east']\n",
      "Removed Stopwords: ['nigeria', 'police', 'kill', 'taleban', 'security', 'forces', 'nigeria', 'say', 'killed', 'muslim', 'militants', 'staged', 'attacks', 'north', 'east']\n",
      "Stemmed Tokens: ['nigeria', 'polic', 'kill', 'taleban', 'secur', 'forc', 'nigeria', 'say', 'kill', 'muslim', 'milit', 'stage', 'attack', 'north', 'east']\n",
      "Final Preprocessed Text: nigeria polic kill taleban secur forc nigeria say kill muslim milit stage attack north east\n",
      "\n",
      "Original Text: China, Singapore Say World Must Help Calm Taiwan Row  UNITED NATIONS (Reuters) - China and Singapore on Monday  urged the international community to help calm Beijing's  dispute with Taiwan over its push for independence.\n",
      "Lowercased Text: china, singapore say world must help calm taiwan row  united nations (reuters) - china and singapore on monday  urged the international community to help calm beijing's  dispute with taiwan over its push for independence.\n",
      "Removed URLs: china, singapore say world must help calm taiwan row  united nations (reuters) - china and singapore on monday  urged the international community to help calm beijing's  dispute with taiwan over its push for independence.\n",
      "Removed HTML Tags: china, singapore say world must help calm taiwan row  united nations (reuters) - china and singapore on monday  urged the international community to help calm beijing's  dispute with taiwan over its push for independence.\n",
      "Removed Special Characters: china singapore say world must help calm taiwan row  united nations reuters  china and singapore on monday  urged the international community to help calm beijings  dispute with taiwan over its push for independence\n",
      "Tokens: ['china', 'singapore', 'say', 'world', 'must', 'help', 'calm', 'taiwan', 'row', 'united', 'nations', 'reuters', 'china', 'and', 'singapore', 'on', 'monday', 'urged', 'the', 'international', 'community', 'to', 'help', 'calm', 'beijings', 'dispute', 'with', 'taiwan', 'over', 'its', 'push', 'for', 'independence']\n",
      "Removed Stopwords: ['china', 'singapore', 'say', 'world', 'must', 'help', 'calm', 'taiwan', 'row', 'united', 'nations', 'reuters', 'china', 'singapore', 'monday', 'urged', 'international', 'community', 'help', 'calm', 'beijings', 'dispute', 'taiwan', 'push', 'independence']\n",
      "Stemmed Tokens: ['china', 'singapor', 'say', 'world', 'must', 'help', 'calm', 'taiwan', 'row', 'unit', 'nation', 'reuter', 'china', 'singapor', 'monday', 'urg', 'intern', 'commun', 'help', 'calm', 'beij', 'disput', 'taiwan', 'push', 'independ']\n",
      "Final Preprocessed Text: china singapor say world must help calm taiwan row unit nation reuter china singapor monday urg intern commun help calm beij disput taiwan push independ\n",
      "\n",
      "Original Text: Shell Try to Block Nigeria Oil Strike Oil giant Royal Dutch/Shell Group opened a court action Monday to try to block a strike targeting oil exports in the world #39;s No.\n",
      "Lowercased Text: shell try to block nigeria oil strike oil giant royal dutch/shell group opened a court action monday to try to block a strike targeting oil exports in the world #39;s no.\n",
      "Removed URLs: shell try to block nigeria oil strike oil giant royal dutch/shell group opened a court action monday to try to block a strike targeting oil exports in the world #39;s no.\n",
      "Removed HTML Tags: shell try to block nigeria oil strike oil giant royal dutch/shell group opened a court action monday to try to block a strike targeting oil exports in the world #39;s no.\n",
      "Removed Special Characters: shell try to block nigeria oil strike oil giant royal dutchshell group opened a court action monday to try to block a strike targeting oil exports in the world s no\n",
      "Tokens: ['shell', 'try', 'to', 'block', 'nigeria', 'oil', 'strike', 'oil', 'giant', 'royal', 'dutchshell', 'group', 'opened', 'a', 'court', 'action', 'monday', 'to', 'try', 'to', 'block', 'a', 'strike', 'targeting', 'oil', 'exports', 'in', 'the', 'world', 's', 'no']\n",
      "Removed Stopwords: ['shell', 'try', 'block', 'nigeria', 'oil', 'strike', 'oil', 'giant', 'royal', 'dutchshell', 'group', 'opened', 'court', 'action', 'monday', 'try', 'block', 'strike', 'targeting', 'oil', 'exports', 'world']\n",
      "Stemmed Tokens: ['shell', 'tri', 'block', 'nigeria', 'oil', 'strike', 'oil', 'giant', 'royal', 'dutchshel', 'group', 'open', 'court', 'action', 'monday', 'tri', 'block', 'strike', 'target', 'oil', 'export', 'world']\n",
      "Final Preprocessed Text: shell tri block nigeria oil strike oil giant royal dutchshel group open court action monday tri block strike target oil export world\n",
      "\n",
      "Original Text: Terrorist fears hang over Australian election (AFP) AFP - A former US presidential adviser has warned Australia is at increased risk of a Spanish-style terrorist attack ahead of the October 9 election, citing the opposition's plan to withdraw troops from Iraq.\n",
      "Lowercased Text: terrorist fears hang over australian election (afp) afp - a former us presidential adviser has warned australia is at increased risk of a spanish-style terrorist attack ahead of the october 9 election, citing the opposition's plan to withdraw troops from iraq.\n",
      "Removed URLs: terrorist fears hang over australian election (afp) afp - a former us presidential adviser has warned australia is at increased risk of a spanish-style terrorist attack ahead of the october 9 election, citing the opposition's plan to withdraw troops from iraq.\n",
      "Removed HTML Tags: terrorist fears hang over australian election (afp) afp - a former us presidential adviser has warned australia is at increased risk of a spanish-style terrorist attack ahead of the october 9 election, citing the opposition's plan to withdraw troops from iraq.\n",
      "Removed Special Characters: terrorist fears hang over australian election afp afp  a former us presidential adviser has warned australia is at increased risk of a spanishstyle terrorist attack ahead of the october  election citing the oppositions plan to withdraw troops from iraq\n",
      "Tokens: ['terrorist', 'fears', 'hang', 'over', 'australian', 'election', 'afp', 'afp', 'a', 'former', 'us', 'presidential', 'adviser', 'has', 'warned', 'australia', 'is', 'at', 'increased', 'risk', 'of', 'a', 'spanishstyle', 'terrorist', 'attack', 'ahead', 'of', 'the', 'october', 'election', 'citing', 'the', 'oppositions', 'plan', 'to', 'withdraw', 'troops', 'from', 'iraq']\n",
      "Removed Stopwords: ['terrorist', 'fears', 'hang', 'australian', 'election', 'afp', 'afp', 'former', 'us', 'presidential', 'adviser', 'warned', 'australia', 'increased', 'risk', 'spanishstyle', 'terrorist', 'attack', 'ahead', 'october', 'election', 'citing', 'oppositions', 'plan', 'withdraw', 'troops', 'iraq']\n",
      "Stemmed Tokens: ['terrorist', 'fear', 'hang', 'australian', 'elect', 'afp', 'afp', 'former', 'us', 'presidenti', 'advis', 'warn', 'australia', 'increas', 'risk', 'spanishstyl', 'terrorist', 'attack', 'ahead', 'octob', 'elect', 'cite', 'opposit', 'plan', 'withdraw', 'troop', 'iraq']\n",
      "Final Preprocessed Text: terrorist fear hang australian elect afp afp former us presidenti advis warn australia increas risk spanishstyl terrorist attack ahead octob elect cite opposit plan withdraw troop iraq\n",
      "\n",
      "Original Text: Explosions Rock Baghdad Near U.S. Offices BAGHDAD, Iraq - A series of strong explosions shook central Baghdad near dawn Sunday, and columns of thick black smoke rose from the Green Zone where U.S. and Iraqi government offices are located...\n",
      "Lowercased Text: explosions rock baghdad near u.s. offices baghdad, iraq - a series of strong explosions shook central baghdad near dawn sunday, and columns of thick black smoke rose from the green zone where u.s. and iraqi government offices are located...\n",
      "Removed URLs: explosions rock baghdad near u.s. offices baghdad, iraq - a series of strong explosions shook central baghdad near dawn sunday, and columns of thick black smoke rose from the green zone where u.s. and iraqi government offices are located...\n",
      "Removed HTML Tags: explosions rock baghdad near u.s. offices baghdad, iraq - a series of strong explosions shook central baghdad near dawn sunday, and columns of thick black smoke rose from the green zone where u.s. and iraqi government offices are located...\n",
      "Removed Special Characters: explosions rock baghdad near us offices baghdad iraq  a series of strong explosions shook central baghdad near dawn sunday and columns of thick black smoke rose from the green zone where us and iraqi government offices are located\n",
      "Tokens: ['explosions', 'rock', 'baghdad', 'near', 'us', 'offices', 'baghdad', 'iraq', 'a', 'series', 'of', 'strong', 'explosions', 'shook', 'central', 'baghdad', 'near', 'dawn', 'sunday', 'and', 'columns', 'of', 'thick', 'black', 'smoke', 'rose', 'from', 'the', 'green', 'zone', 'where', 'us', 'and', 'iraqi', 'government', 'offices', 'are', 'located']\n",
      "Removed Stopwords: ['explosions', 'rock', 'baghdad', 'near', 'us', 'offices', 'baghdad', 'iraq', 'series', 'strong', 'explosions', 'shook', 'central', 'baghdad', 'near', 'dawn', 'sunday', 'columns', 'thick', 'black', 'smoke', 'rose', 'green', 'zone', 'us', 'iraqi', 'government', 'offices', 'located']\n",
      "Stemmed Tokens: ['explos', 'rock', 'baghdad', 'near', 'us', 'offic', 'baghdad', 'iraq', 'seri', 'strong', 'explos', 'shook', 'central', 'baghdad', 'near', 'dawn', 'sunday', 'column', 'thick', 'black', 'smoke', 'rose', 'green', 'zone', 'us', 'iraqi', 'govern', 'offic', 'locat']\n",
      "Final Preprocessed Text: explos rock baghdad near us offic baghdad iraq seri strong explos shook central baghdad near dawn sunday column thick black smoke rose green zone us iraqi govern offic locat\n",
      "\n",
      "Original Text: Aid Afghan democrats Afghan President Hamid Karzai dodged death three weeks ago when Taliban fighters fired a rocket at him in Gardez. Yesterday, his running mate in Saturday #39;s national election, Ahmad Zia Masood, barely survived a Taliban bomb in Faizabad.\n",
      "Lowercased Text: aid afghan democrats afghan president hamid karzai dodged death three weeks ago when taliban fighters fired a rocket at him in gardez. yesterday, his running mate in saturday #39;s national election, ahmad zia masood, barely survived a taliban bomb in faizabad.\n",
      "Removed URLs: aid afghan democrats afghan president hamid karzai dodged death three weeks ago when taliban fighters fired a rocket at him in gardez. yesterday, his running mate in saturday #39;s national election, ahmad zia masood, barely survived a taliban bomb in faizabad.\n",
      "Removed HTML Tags: aid afghan democrats afghan president hamid karzai dodged death three weeks ago when taliban fighters fired a rocket at him in gardez. yesterday, his running mate in saturday #39;s national election, ahmad zia masood, barely survived a taliban bomb in faizabad.\n",
      "Removed Special Characters: aid afghan democrats afghan president hamid karzai dodged death three weeks ago when taliban fighters fired a rocket at him in gardez yesterday his running mate in saturday s national election ahmad zia masood barely survived a taliban bomb in faizabad\n",
      "Tokens: ['aid', 'afghan', 'democrats', 'afghan', 'president', 'hamid', 'karzai', 'dodged', 'death', 'three', 'weeks', 'ago', 'when', 'taliban', 'fighters', 'fired', 'a', 'rocket', 'at', 'him', 'in', 'gardez', 'yesterday', 'his', 'running', 'mate', 'in', 'saturday', 's', 'national', 'election', 'ahmad', 'zia', 'masood', 'barely', 'survived', 'a', 'taliban', 'bomb', 'in', 'faizabad']\n",
      "Removed Stopwords: ['aid', 'afghan', 'democrats', 'afghan', 'president', 'hamid', 'karzai', 'dodged', 'death', 'three', 'weeks', 'ago', 'taliban', 'fighters', 'fired', 'rocket', 'gardez', 'yesterday', 'running', 'mate', 'saturday', 'national', 'election', 'ahmad', 'zia', 'masood', 'barely', 'survived', 'taliban', 'bomb', 'faizabad']\n",
      "Stemmed Tokens: ['aid', 'afghan', 'democrat', 'afghan', 'presid', 'hamid', 'karzai', 'dodg', 'death', 'three', 'week', 'ago', 'taliban', 'fighter', 'fire', 'rocket', 'gardez', 'yesterday', 'run', 'mate', 'saturday', 'nation', 'elect', 'ahmad', 'zia', 'masood', 'bare', 'surviv', 'taliban', 'bomb', 'faizabad']\n",
      "Final Preprocessed Text: aid afghan democrat afghan presid hamid karzai dodg death three week ago taliban fighter fire rocket gardez yesterday run mate saturday nation elect ahmad zia masood bare surviv taliban bomb faizabad\n",
      "\n",
      "Original Text: Two Chinese engineers feared kidnapped in Pakistani tribal region DERA ISMAIL KHAN, Pakistan - Two Chinese engineers went missing Saturday in a remote Pakistani tribal region near the border with Afghanistan and may have been kidnapped, police said.\n",
      "Lowercased Text: two chinese engineers feared kidnapped in pakistani tribal region dera ismail khan, pakistan - two chinese engineers went missing saturday in a remote pakistani tribal region near the border with afghanistan and may have been kidnapped, police said.\n",
      "Removed URLs: two chinese engineers feared kidnapped in pakistani tribal region dera ismail khan, pakistan - two chinese engineers went missing saturday in a remote pakistani tribal region near the border with afghanistan and may have been kidnapped, police said.\n",
      "Removed HTML Tags: two chinese engineers feared kidnapped in pakistani tribal region dera ismail khan, pakistan - two chinese engineers went missing saturday in a remote pakistani tribal region near the border with afghanistan and may have been kidnapped, police said.\n",
      "Removed Special Characters: two chinese engineers feared kidnapped in pakistani tribal region dera ismail khan pakistan  two chinese engineers went missing saturday in a remote pakistani tribal region near the border with afghanistan and may have been kidnapped police said\n",
      "Tokens: ['two', 'chinese', 'engineers', 'feared', 'kidnapped', 'in', 'pakistani', 'tribal', 'region', 'dera', 'ismail', 'khan', 'pakistan', 'two', 'chinese', 'engineers', 'went', 'missing', 'saturday', 'in', 'a', 'remote', 'pakistani', 'tribal', 'region', 'near', 'the', 'border', 'with', 'afghanistan', 'and', 'may', 'have', 'been', 'kidnapped', 'police', 'said']\n",
      "Removed Stopwords: ['two', 'chinese', 'engineers', 'feared', 'kidnapped', 'pakistani', 'tribal', 'region', 'dera', 'ismail', 'khan', 'pakistan', 'two', 'chinese', 'engineers', 'went', 'missing', 'saturday', 'remote', 'pakistani', 'tribal', 'region', 'near', 'border', 'afghanistan', 'may', 'kidnapped', 'police', 'said']\n",
      "Stemmed Tokens: ['two', 'chines', 'engin', 'fear', 'kidnap', 'pakistani', 'tribal', 'region', 'dera', 'ismail', 'khan', 'pakistan', 'two', 'chines', 'engin', 'went', 'miss', 'saturday', 'remot', 'pakistani', 'tribal', 'region', 'near', 'border', 'afghanistan', 'may', 'kidnap', 'polic', 'said']\n",
      "Final Preprocessed Text: two chines engin fear kidnap pakistani tribal region dera ismail khan pakistan two chines engin went miss saturday remot pakistani tribal region near border afghanistan may kidnap polic said\n",
      "\n",
      "Original Text: Girl, 5, saves baby sister from dingo in island hotel horror WHEN Belinda Corke heard her five-year-old daughter, Georgia, shout  quot;Dingo, dingo quot;, she thought the child had spotted one of the wild dogs near their hotel.\n",
      "Lowercased Text: girl, 5, saves baby sister from dingo in island hotel horror when belinda corke heard her five-year-old daughter, georgia, shout  quot;dingo, dingo quot;, she thought the child had spotted one of the wild dogs near their hotel.\n",
      "Removed URLs: girl, 5, saves baby sister from dingo in island hotel horror when belinda corke heard her five-year-old daughter, georgia, shout  quot;dingo, dingo quot;, she thought the child had spotted one of the wild dogs near their hotel.\n",
      "Removed HTML Tags: girl, 5, saves baby sister from dingo in island hotel horror when belinda corke heard her five-year-old daughter, georgia, shout  quot;dingo, dingo quot;, she thought the child had spotted one of the wild dogs near their hotel.\n",
      "Removed Special Characters: girl  saves baby sister from dingo in island hotel horror when belinda corke heard her fiveyearold daughter georgia shout  quotdingo dingo quot she thought the child had spotted one of the wild dogs near their hotel\n",
      "Tokens: ['girl', 'saves', 'baby', 'sister', 'from', 'dingo', 'in', 'island', 'hotel', 'horror', 'when', 'belinda', 'corke', 'heard', 'her', 'fiveyearold', 'daughter', 'georgia', 'shout', 'quotdingo', 'dingo', 'quot', 'she', 'thought', 'the', 'child', 'had', 'spotted', 'one', 'of', 'the', 'wild', 'dogs', 'near', 'their', 'hotel']\n",
      "Removed Stopwords: ['girl', 'saves', 'baby', 'sister', 'dingo', 'island', 'hotel', 'horror', 'belinda', 'corke', 'heard', 'fiveyearold', 'daughter', 'georgia', 'shout', 'quotdingo', 'dingo', 'quot', 'thought', 'child', 'spotted', 'one', 'wild', 'dogs', 'near', 'hotel']\n",
      "Stemmed Tokens: ['girl', 'save', 'babi', 'sister', 'dingo', 'island', 'hotel', 'horror', 'belinda', 'cork', 'heard', 'fiveyearold', 'daughter', 'georgia', 'shout', 'quotdingo', 'dingo', 'quot', 'thought', 'child', 'spot', 'one', 'wild', 'dog', 'near', 'hotel']\n",
      "Final Preprocessed Text: girl save babi sister dingo island hotel horror belinda cork heard fiveyearold daughter georgia shout quotdingo dingo quot thought child spot one wild dog near hotel\n",
      "\n",
      "Original Text: Army pulls back from Gaza leaving 100 Palestinians dead The Israeli army last night began withdrawing from Palestinian areas of the northern Gaza strip, winding down the largest assault on the territory in recent years and leaving more than 100 Palestinians dead and widespread destruction of homes.\n",
      "Lowercased Text: army pulls back from gaza leaving 100 palestinians dead the israeli army last night began withdrawing from palestinian areas of the northern gaza strip, winding down the largest assault on the territory in recent years and leaving more than 100 palestinians dead and widespread destruction of homes.\n",
      "Removed URLs: army pulls back from gaza leaving 100 palestinians dead the israeli army last night began withdrawing from palestinian areas of the northern gaza strip, winding down the largest assault on the territory in recent years and leaving more than 100 palestinians dead and widespread destruction of homes.\n",
      "Removed HTML Tags: army pulls back from gaza leaving 100 palestinians dead the israeli army last night began withdrawing from palestinian areas of the northern gaza strip, winding down the largest assault on the territory in recent years and leaving more than 100 palestinians dead and widespread destruction of homes.\n",
      "Removed Special Characters: army pulls back from gaza leaving  palestinians dead the israeli army last night began withdrawing from palestinian areas of the northern gaza strip winding down the largest assault on the territory in recent years and leaving more than  palestinians dead and widespread destruction of homes\n",
      "Tokens: ['army', 'pulls', 'back', 'from', 'gaza', 'leaving', 'palestinians', 'dead', 'the', 'israeli', 'army', 'last', 'night', 'began', 'withdrawing', 'from', 'palestinian', 'areas', 'of', 'the', 'northern', 'gaza', 'strip', 'winding', 'down', 'the', 'largest', 'assault', 'on', 'the', 'territory', 'in', 'recent', 'years', 'and', 'leaving', 'more', 'than', 'palestinians', 'dead', 'and', 'widespread', 'destruction', 'of', 'homes']\n",
      "Removed Stopwords: ['army', 'pulls', 'back', 'gaza', 'leaving', 'palestinians', 'dead', 'israeli', 'army', 'last', 'night', 'began', 'withdrawing', 'palestinian', 'areas', 'northern', 'gaza', 'strip', 'winding', 'largest', 'assault', 'territory', 'recent', 'years', 'leaving', 'palestinians', 'dead', 'widespread', 'destruction', 'homes']\n",
      "Stemmed Tokens: ['armi', 'pull', 'back', 'gaza', 'leav', 'palestinian', 'dead', 'isra', 'armi', 'last', 'night', 'began', 'withdraw', 'palestinian', 'area', 'northern', 'gaza', 'strip', 'wind', 'largest', 'assault', 'territori', 'recent', 'year', 'leav', 'palestinian', 'dead', 'widespread', 'destruct', 'home']\n",
      "Final Preprocessed Text: armi pull back gaza leav palestinian dead isra armi last night began withdraw palestinian area northern gaza strip wind largest assault territori recent year leav palestinian dead widespread destruct home\n",
      "\n",
      "Original Text: Colombian rebels hand over guns More than 1,400 Colombian paramilitaries hand over their weapons to the country's government.\n",
      "Lowercased Text: colombian rebels hand over guns more than 1,400 colombian paramilitaries hand over their weapons to the country's government.\n",
      "Removed URLs: colombian rebels hand over guns more than 1,400 colombian paramilitaries hand over their weapons to the country's government.\n",
      "Removed HTML Tags: colombian rebels hand over guns more than 1,400 colombian paramilitaries hand over their weapons to the country's government.\n",
      "Removed Special Characters: colombian rebels hand over guns more than  colombian paramilitaries hand over their weapons to the countrys government\n",
      "Tokens: ['colombian', 'rebels', 'hand', 'over', 'guns', 'more', 'than', 'colombian', 'paramilitaries', 'hand', 'over', 'their', 'weapons', 'to', 'the', 'countrys', 'government']\n",
      "Removed Stopwords: ['colombian', 'rebels', 'hand', 'guns', 'colombian', 'paramilitaries', 'hand', 'weapons', 'countrys', 'government']\n",
      "Stemmed Tokens: ['colombian', 'rebel', 'hand', 'gun', 'colombian', 'paramilitari', 'hand', 'weapon', 'countri', 'govern']\n",
      "Final Preprocessed Text: colombian rebel hand gun colombian paramilitari hand weapon countri govern\n",
      "\n",
      "Original Text: Australia #39;s Howard sees  quot;very close quot; vote Just four days before a closely fought election, Australian Prime Minister John Howard says he faces a tough battle despite an opinion poll showing his conservative government ahead of opposition Labour.\n",
      "Lowercased Text: australia #39;s howard sees  quot;very close quot; vote just four days before a closely fought election, australian prime minister john howard says he faces a tough battle despite an opinion poll showing his conservative government ahead of opposition labour.\n",
      "Removed URLs: australia #39;s howard sees  quot;very close quot; vote just four days before a closely fought election, australian prime minister john howard says he faces a tough battle despite an opinion poll showing his conservative government ahead of opposition labour.\n",
      "Removed HTML Tags: australia #39;s howard sees  quot;very close quot; vote just four days before a closely fought election, australian prime minister john howard says he faces a tough battle despite an opinion poll showing his conservative government ahead of opposition labour.\n",
      "Removed Special Characters: australia s howard sees  quotvery close quot vote just four days before a closely fought election australian prime minister john howard says he faces a tough battle despite an opinion poll showing his conservative government ahead of opposition labour\n",
      "Tokens: ['australia', 's', 'howard', 'sees', 'quotvery', 'close', 'quot', 'vote', 'just', 'four', 'days', 'before', 'a', 'closely', 'fought', 'election', 'australian', 'prime', 'minister', 'john', 'howard', 'says', 'he', 'faces', 'a', 'tough', 'battle', 'despite', 'an', 'opinion', 'poll', 'showing', 'his', 'conservative', 'government', 'ahead', 'of', 'opposition', 'labour']\n",
      "Removed Stopwords: ['australia', 'howard', 'sees', 'quotvery', 'close', 'quot', 'vote', 'four', 'days', 'closely', 'fought', 'election', 'australian', 'prime', 'minister', 'john', 'howard', 'says', 'faces', 'tough', 'battle', 'despite', 'opinion', 'poll', 'showing', 'conservative', 'government', 'ahead', 'opposition', 'labour']\n",
      "Stemmed Tokens: ['australia', 'howard', 'see', 'quotveri', 'close', 'quot', 'vote', 'four', 'day', 'close', 'fought', 'elect', 'australian', 'prime', 'minist', 'john', 'howard', 'say', 'face', 'tough', 'battl', 'despit', 'opinion', 'poll', 'show', 'conserv', 'govern', 'ahead', 'opposit', 'labour']\n",
      "Final Preprocessed Text: australia howard see quotveri close quot vote four day close fought elect australian prime minist john howard say face tough battl despit opinion poll show conserv govern ahead opposit labour\n",
      "\n",
      "Original Text: EU Commission to Bless Turkish Membership Bid (Reuters) Reuters - The European Commission was set to\\recommend on Wednesday that Turkey start accession talks with\\the European Union, finally unveiling its watershed decision\\after 40 years of on-again, off-again talks.\n",
      "Lowercased Text: eu commission to bless turkish membership bid (reuters) reuters - the european commission was set to\\recommend on wednesday that turkey start accession talks with\\the european union, finally unveiling its watershed decision\\after 40 years of on-again, off-again talks.\n",
      "Removed URLs: eu commission to bless turkish membership bid (reuters) reuters - the european commission was set to\\recommend on wednesday that turkey start accession talks with\\the european union, finally unveiling its watershed decision\\after 40 years of on-again, off-again talks.\n",
      "Removed HTML Tags: eu commission to bless turkish membership bid (reuters) reuters - the european commission was set to\\recommend on wednesday that turkey start accession talks with\\the european union, finally unveiling its watershed decision\\after 40 years of on-again, off-again talks.\n",
      "Removed Special Characters: eu commission to bless turkish membership bid reuters reuters  the european commission was set torecommend on wednesday that turkey start accession talks withthe european union finally unveiling its watershed decisionafter  years of onagain offagain talks\n",
      "Tokens: ['eu', 'commission', 'to', 'bless', 'turkish', 'membership', 'bid', 'reuters', 'reuters', 'the', 'european', 'commission', 'was', 'set', 'torecommend', 'on', 'wednesday', 'that', 'turkey', 'start', 'accession', 'talks', 'withthe', 'european', 'union', 'finally', 'unveiling', 'its', 'watershed', 'decisionafter', 'years', 'of', 'onagain', 'offagain', 'talks']\n",
      "Removed Stopwords: ['eu', 'commission', 'bless', 'turkish', 'membership', 'bid', 'reuters', 'reuters', 'european', 'commission', 'set', 'torecommend', 'wednesday', 'turkey', 'start', 'accession', 'talks', 'withthe', 'european', 'union', 'finally', 'unveiling', 'watershed', 'decisionafter', 'years', 'onagain', 'offagain', 'talks']\n",
      "Stemmed Tokens: ['eu', 'commiss', 'bless', 'turkish', 'membership', 'bid', 'reuter', 'reuter', 'european', 'commiss', 'set', 'torecommend', 'wednesday', 'turkey', 'start', 'access', 'talk', 'withth', 'european', 'union', 'final', 'unveil', 'watersh', 'decisionaft', 'year', 'onagain', 'offagain', 'talk']\n",
      "Final Preprocessed Text: eu commiss bless turkish membership bid reuter reuter european commiss set torecommend wednesday turkey start access talk withth european union final unveil watersh decisionaft year onagain offagain talk\n",
      "\n",
      "Original Text: Hijackers seize Athens bus Two armed hijackers are holding 26 people hostage on board a Greek bus after seizing it near the capital Athens. Police are surrounding the bus stopped between Marathon and the capital.\n",
      "Lowercased Text: hijackers seize athens bus two armed hijackers are holding 26 people hostage on board a greek bus after seizing it near the capital athens. police are surrounding the bus stopped between marathon and the capital.\n",
      "Removed URLs: hijackers seize athens bus two armed hijackers are holding 26 people hostage on board a greek bus after seizing it near the capital athens. police are surrounding the bus stopped between marathon and the capital.\n",
      "Removed HTML Tags: hijackers seize athens bus two armed hijackers are holding 26 people hostage on board a greek bus after seizing it near the capital athens. police are surrounding the bus stopped between marathon and the capital.\n",
      "Removed Special Characters: hijackers seize athens bus two armed hijackers are holding  people hostage on board a greek bus after seizing it near the capital athens police are surrounding the bus stopped between marathon and the capital\n",
      "Tokens: ['hijackers', 'seize', 'athens', 'bus', 'two', 'armed', 'hijackers', 'are', 'holding', 'people', 'hostage', 'on', 'board', 'a', 'greek', 'bus', 'after', 'seizing', 'it', 'near', 'the', 'capital', 'athens', 'police', 'are', 'surrounding', 'the', 'bus', 'stopped', 'between', 'marathon', 'and', 'the', 'capital']\n",
      "Removed Stopwords: ['hijackers', 'seize', 'athens', 'bus', 'two', 'armed', 'hijackers', 'holding', 'people', 'hostage', 'board', 'greek', 'bus', 'seizing', 'near', 'capital', 'athens', 'police', 'surrounding', 'bus', 'stopped', 'marathon', 'capital']\n",
      "Stemmed Tokens: ['hijack', 'seiz', 'athen', 'bu', 'two', 'arm', 'hijack', 'hold', 'peopl', 'hostag', 'board', 'greek', 'bu', 'seiz', 'near', 'capit', 'athen', 'polic', 'surround', 'bu', 'stop', 'marathon', 'capit']\n",
      "Final Preprocessed Text: hijack seiz athen bu two arm hijack hold peopl hostag board greek bu seiz near capit athen polic surround bu stop marathon capit\n",
      "\n",
      "Original Text: Man Sentenced to Life for N.Irish Finucane Murder  BELFAST (Reuters) - A former Protestant guerrilla was  sentenced to life imprisonment on Thursday for the murder of  Catholic lawyer Pat Finucane, one of the most controversial  killings in 30 years of sectarian conflict in Northern Ireland.\n",
      "Lowercased Text: man sentenced to life for n.irish finucane murder  belfast (reuters) - a former protestant guerrilla was  sentenced to life imprisonment on thursday for the murder of  catholic lawyer pat finucane, one of the most controversial  killings in 30 years of sectarian conflict in northern ireland.\n",
      "Removed URLs: man sentenced to life for n.irish finucane murder  belfast (reuters) - a former protestant guerrilla was  sentenced to life imprisonment on thursday for the murder of  catholic lawyer pat finucane, one of the most controversial  killings in 30 years of sectarian conflict in northern ireland.\n",
      "Removed HTML Tags: man sentenced to life for n.irish finucane murder  belfast (reuters) - a former protestant guerrilla was  sentenced to life imprisonment on thursday for the murder of  catholic lawyer pat finucane, one of the most controversial  killings in 30 years of sectarian conflict in northern ireland.\n",
      "Removed Special Characters: man sentenced to life for nirish finucane murder  belfast reuters  a former protestant guerrilla was  sentenced to life imprisonment on thursday for the murder of  catholic lawyer pat finucane one of the most controversial  killings in  years of sectarian conflict in northern ireland\n",
      "Tokens: ['man', 'sentenced', 'to', 'life', 'for', 'nirish', 'finucane', 'murder', 'belfast', 'reuters', 'a', 'former', 'protestant', 'guerrilla', 'was', 'sentenced', 'to', 'life', 'imprisonment', 'on', 'thursday', 'for', 'the', 'murder', 'of', 'catholic', 'lawyer', 'pat', 'finucane', 'one', 'of', 'the', 'most', 'controversial', 'killings', 'in', 'years', 'of', 'sectarian', 'conflict', 'in', 'northern', 'ireland']\n",
      "Removed Stopwords: ['man', 'sentenced', 'life', 'nirish', 'finucane', 'murder', 'belfast', 'reuters', 'former', 'protestant', 'guerrilla', 'sentenced', 'life', 'imprisonment', 'thursday', 'murder', 'catholic', 'lawyer', 'pat', 'finucane', 'one', 'controversial', 'killings', 'years', 'sectarian', 'conflict', 'northern', 'ireland']\n",
      "Stemmed Tokens: ['man', 'sentenc', 'life', 'nirish', 'finucan', 'murder', 'belfast', 'reuter', 'former', 'protest', 'guerrilla', 'sentenc', 'life', 'imprison', 'thursday', 'murder', 'cathol', 'lawyer', 'pat', 'finucan', 'one', 'controversi', 'kill', 'year', 'sectarian', 'conflict', 'northern', 'ireland']\n",
      "Final Preprocessed Text: man sentenc life nirish finucan murder belfast reuter former protest guerrilla sentenc life imprison thursday murder cathol lawyer pat finucan one controversi kill year sectarian conflict northern ireland\n",
      "\n",
      "Original Text: 140 still trapped in mine in China blast; 25 dead BEIJING - More than 140 miners remained trapped in the tunnels and shafts of a coal mine in central China after an explosion Sunday that killed 25 of their colleagues, the government said.\n",
      "Lowercased Text: 140 still trapped in mine in china blast; 25 dead beijing - more than 140 miners remained trapped in the tunnels and shafts of a coal mine in central china after an explosion sunday that killed 25 of their colleagues, the government said.\n",
      "Removed URLs: 140 still trapped in mine in china blast; 25 dead beijing - more than 140 miners remained trapped in the tunnels and shafts of a coal mine in central china after an explosion sunday that killed 25 of their colleagues, the government said.\n",
      "Removed HTML Tags: 140 still trapped in mine in china blast; 25 dead beijing - more than 140 miners remained trapped in the tunnels and shafts of a coal mine in central china after an explosion sunday that killed 25 of their colleagues, the government said.\n",
      "Removed Special Characters:  still trapped in mine in china blast  dead beijing  more than  miners remained trapped in the tunnels and shafts of a coal mine in central china after an explosion sunday that killed  of their colleagues the government said\n",
      "Tokens: ['still', 'trapped', 'in', 'mine', 'in', 'china', 'blast', 'dead', 'beijing', 'more', 'than', 'miners', 'remained', 'trapped', 'in', 'the', 'tunnels', 'and', 'shafts', 'of', 'a', 'coal', 'mine', 'in', 'central', 'china', 'after', 'an', 'explosion', 'sunday', 'that', 'killed', 'of', 'their', 'colleagues', 'the', 'government', 'said']\n",
      "Removed Stopwords: ['still', 'trapped', 'mine', 'china', 'blast', 'dead', 'beijing', 'miners', 'remained', 'trapped', 'tunnels', 'shafts', 'coal', 'mine', 'central', 'china', 'explosion', 'sunday', 'killed', 'colleagues', 'government', 'said']\n",
      "Stemmed Tokens: ['still', 'trap', 'mine', 'china', 'blast', 'dead', 'beij', 'miner', 'remain', 'trap', 'tunnel', 'shaft', 'coal', 'mine', 'central', 'china', 'explos', 'sunday', 'kill', 'colleagu', 'govern', 'said']\n",
      "Final Preprocessed Text: still trap mine china blast dead beij miner remain trap tunnel shaft coal mine central china explos sunday kill colleagu govern said\n",
      "\n",
      "Original Text: Suspect confesses to Shia attacks A Pakistani militant says he carried out a string of attacks which killed at least 100 Shia Muslims.\n",
      "Lowercased Text: suspect confesses to shia attacks a pakistani militant says he carried out a string of attacks which killed at least 100 shia muslims.\n",
      "Removed URLs: suspect confesses to shia attacks a pakistani militant says he carried out a string of attacks which killed at least 100 shia muslims.\n",
      "Removed HTML Tags: suspect confesses to shia attacks a pakistani militant says he carried out a string of attacks which killed at least 100 shia muslims.\n",
      "Removed Special Characters: suspect confesses to shia attacks a pakistani militant says he carried out a string of attacks which killed at least  shia muslims\n",
      "Tokens: ['suspect', 'confesses', 'to', 'shia', 'attacks', 'a', 'pakistani', 'militant', 'says', 'he', 'carried', 'out', 'a', 'string', 'of', 'attacks', 'which', 'killed', 'at', 'least', 'shia', 'muslims']\n",
      "Removed Stopwords: ['suspect', 'confesses', 'shia', 'attacks', 'pakistani', 'militant', 'says', 'carried', 'string', 'attacks', 'killed', 'least', 'shia', 'muslims']\n",
      "Stemmed Tokens: ['suspect', 'confess', 'shia', 'attack', 'pakistani', 'milit', 'say', 'carri', 'string', 'attack', 'kill', 'least', 'shia', 'muslim']\n",
      "Final Preprocessed Text: suspect confess shia attack pakistani milit say carri string attack kill least shia muslim\n",
      "\n",
      "Original Text: UN staff call for Afghan pullout The UN staff union calls for all personnel to be withdrawn from Afghanistan, saying it has become too dangerous.\n",
      "Lowercased Text: un staff call for afghan pullout the un staff union calls for all personnel to be withdrawn from afghanistan, saying it has become too dangerous.\n",
      "Removed URLs: un staff call for afghan pullout the un staff union calls for all personnel to be withdrawn from afghanistan, saying it has become too dangerous.\n",
      "Removed HTML Tags: un staff call for afghan pullout the un staff union calls for all personnel to be withdrawn from afghanistan, saying it has become too dangerous.\n",
      "Removed Special Characters: un staff call for afghan pullout the un staff union calls for all personnel to be withdrawn from afghanistan saying it has become too dangerous\n",
      "Tokens: ['un', 'staff', 'call', 'for', 'afghan', 'pullout', 'the', 'un', 'staff', 'union', 'calls', 'for', 'all', 'personnel', 'to', 'be', 'withdrawn', 'from', 'afghanistan', 'saying', 'it', 'has', 'become', 'too', 'dangerous']\n",
      "Removed Stopwords: ['un', 'staff', 'call', 'afghan', 'pullout', 'un', 'staff', 'union', 'calls', 'personnel', 'withdrawn', 'afghanistan', 'saying', 'become', 'dangerous']\n",
      "Stemmed Tokens: ['un', 'staff', 'call', 'afghan', 'pullout', 'un', 'staff', 'union', 'call', 'personnel', 'withdrawn', 'afghanistan', 'say', 'becom', 'danger']\n",
      "Final Preprocessed Text: un staff call afghan pullout un staff union call personnel withdrawn afghanistan say becom danger\n",
      "\n",
      "Original Text: Civil servants face strike ballot Almost 300,000 civil servants will be balloted for a one-day national strike\\against government plans to cut jobs.\n",
      "Lowercased Text: civil servants face strike ballot almost 300,000 civil servants will be balloted for a one-day national strike\\against government plans to cut jobs.\n",
      "Removed URLs: civil servants face strike ballot almost 300,000 civil servants will be balloted for a one-day national strike\\against government plans to cut jobs.\n",
      "Removed HTML Tags: civil servants face strike ballot almost 300,000 civil servants will be balloted for a one-day national strike\\against government plans to cut jobs.\n",
      "Removed Special Characters: civil servants face strike ballot almost  civil servants will be balloted for a oneday national strikeagainst government plans to cut jobs\n",
      "Tokens: ['civil', 'servants', 'face', 'strike', 'ballot', 'almost', 'civil', 'servants', 'will', 'be', 'balloted', 'for', 'a', 'oneday', 'national', 'strikeagainst', 'government', 'plans', 'to', 'cut', 'jobs']\n",
      "Removed Stopwords: ['civil', 'servants', 'face', 'strike', 'ballot', 'almost', 'civil', 'servants', 'balloted', 'oneday', 'national', 'strikeagainst', 'government', 'plans', 'cut', 'jobs']\n",
      "Stemmed Tokens: ['civil', 'servant', 'face', 'strike', 'ballot', 'almost', 'civil', 'servant', 'ballot', 'oneday', 'nation', 'strikeagainst', 'govern', 'plan', 'cut', 'job']\n",
      "Final Preprocessed Text: civil servant face strike ballot almost civil servant ballot oneday nation strikeagainst govern plan cut job\n",
      "\n",
      "Original Text: Hungary #39;s ruling Socialist Party dumps PM BUDAPEST, Aug. 19 (Xinhuanet) -- Hungary #39;s ruling Socialist Party said Thursday that it accepted Prime Minister Peter Medgyessy #39;s resignation and has named a candidate for the post. \n",
      "Lowercased Text: hungary #39;s ruling socialist party dumps pm budapest, aug. 19 (xinhuanet) -- hungary #39;s ruling socialist party said thursday that it accepted prime minister peter medgyessy #39;s resignation and has named a candidate for the post. \n",
      "Removed URLs: hungary #39;s ruling socialist party dumps pm budapest, aug. 19 (xinhuanet) -- hungary #39;s ruling socialist party said thursday that it accepted prime minister peter medgyessy #39;s resignation and has named a candidate for the post. \n",
      "Removed HTML Tags: hungary #39;s ruling socialist party dumps pm budapest, aug. 19 (xinhuanet) -- hungary #39;s ruling socialist party said thursday that it accepted prime minister peter medgyessy #39;s resignation and has named a candidate for the post. \n",
      "Removed Special Characters: hungary s ruling socialist party dumps pm budapest aug  xinhuanet  hungary s ruling socialist party said thursday that it accepted prime minister peter medgyessy s resignation and has named a candidate for the post \n",
      "Tokens: ['hungary', 's', 'ruling', 'socialist', 'party', 'dumps', 'pm', 'budapest', 'aug', 'xinhuanet', 'hungary', 's', 'ruling', 'socialist', 'party', 'said', 'thursday', 'that', 'it', 'accepted', 'prime', 'minister', 'peter', 'medgyessy', 's', 'resignation', 'and', 'has', 'named', 'a', 'candidate', 'for', 'the', 'post']\n",
      "Removed Stopwords: ['hungary', 'ruling', 'socialist', 'party', 'dumps', 'pm', 'budapest', 'aug', 'xinhuanet', 'hungary', 'ruling', 'socialist', 'party', 'said', 'thursday', 'accepted', 'prime', 'minister', 'peter', 'medgyessy', 'resignation', 'named', 'candidate', 'post']\n",
      "Stemmed Tokens: ['hungari', 'rule', 'socialist', 'parti', 'dump', 'pm', 'budapest', 'aug', 'xinhuanet', 'hungari', 'rule', 'socialist', 'parti', 'said', 'thursday', 'accept', 'prime', 'minist', 'peter', 'medgyessi', 'resign', 'name', 'candid', 'post']\n",
      "Final Preprocessed Text: hungari rule socialist parti dump pm budapest aug xinhuanet hungari rule socialist parti said thursday accept prime minist peter medgyessi resign name candid post\n",
      "\n",
      "Original Text: Mahathir  #39;frustrated #39; with party corruption Former Prime Minister Mahathir Mohamad said he was utterly frustrated that the Malay party he helped develop into Malaysia #39;s dominant political force had become riddled with corruption and bribery.\n",
      "Lowercased Text: mahathir  #39;frustrated #39; with party corruption former prime minister mahathir mohamad said he was utterly frustrated that the malay party he helped develop into malaysia #39;s dominant political force had become riddled with corruption and bribery.\n",
      "Removed URLs: mahathir  #39;frustrated #39; with party corruption former prime minister mahathir mohamad said he was utterly frustrated that the malay party he helped develop into malaysia #39;s dominant political force had become riddled with corruption and bribery.\n",
      "Removed HTML Tags: mahathir  #39;frustrated #39; with party corruption former prime minister mahathir mohamad said he was utterly frustrated that the malay party he helped develop into malaysia #39;s dominant political force had become riddled with corruption and bribery.\n",
      "Removed Special Characters: mahathir  frustrated  with party corruption former prime minister mahathir mohamad said he was utterly frustrated that the malay party he helped develop into malaysia s dominant political force had become riddled with corruption and bribery\n",
      "Tokens: ['mahathir', 'frustrated', 'with', 'party', 'corruption', 'former', 'prime', 'minister', 'mahathir', 'mohamad', 'said', 'he', 'was', 'utterly', 'frustrated', 'that', 'the', 'malay', 'party', 'he', 'helped', 'develop', 'into', 'malaysia', 's', 'dominant', 'political', 'force', 'had', 'become', 'riddled', 'with', 'corruption', 'and', 'bribery']\n",
      "Removed Stopwords: ['mahathir', 'frustrated', 'party', 'corruption', 'former', 'prime', 'minister', 'mahathir', 'mohamad', 'said', 'utterly', 'frustrated', 'malay', 'party', 'helped', 'develop', 'malaysia', 'dominant', 'political', 'force', 'become', 'riddled', 'corruption', 'bribery']\n",
      "Stemmed Tokens: ['mahathir', 'frustrat', 'parti', 'corrupt', 'former', 'prime', 'minist', 'mahathir', 'mohamad', 'said', 'utterli', 'frustrat', 'malay', 'parti', 'help', 'develop', 'malaysia', 'domin', 'polit', 'forc', 'becom', 'riddl', 'corrupt', 'briberi']\n",
      "Final Preprocessed Text: mahathir frustrat parti corrupt former prime minist mahathir mohamad said utterli frustrat malay parti help develop malaysia domin polit forc becom riddl corrupt briberi\n",
      "\n",
      "Original Text: Roadmap despite the K-roadblock NEW DELHI, SEPTEMBER 6: India and Pakistan today committed themselves to a slow but sustained process to keep the dialogue going, in which New Delhi for the first time accepted the viability of an overland gas pipeline through Pakistan, and Islamabad \n",
      "Lowercased Text: roadmap despite the k-roadblock new delhi, september 6: india and pakistan today committed themselves to a slow but sustained process to keep the dialogue going, in which new delhi for the first time accepted the viability of an overland gas pipeline through pakistan, and islamabad \n",
      "Removed URLs: roadmap despite the k-roadblock new delhi, september 6: india and pakistan today committed themselves to a slow but sustained process to keep the dialogue going, in which new delhi for the first time accepted the viability of an overland gas pipeline through pakistan, and islamabad \n",
      "Removed HTML Tags: roadmap despite the k-roadblock new delhi, september 6: india and pakistan today committed themselves to a slow but sustained process to keep the dialogue going, in which new delhi for the first time accepted the viability of an overland gas pipeline through pakistan, and islamabad \n",
      "Removed Special Characters: roadmap despite the kroadblock new delhi september  india and pakistan today committed themselves to a slow but sustained process to keep the dialogue going in which new delhi for the first time accepted the viability of an overland gas pipeline through pakistan and islamabad \n",
      "Tokens: ['roadmap', 'despite', 'the', 'kroadblock', 'new', 'delhi', 'september', 'india', 'and', 'pakistan', 'today', 'committed', 'themselves', 'to', 'a', 'slow', 'but', 'sustained', 'process', 'to', 'keep', 'the', 'dialogue', 'going', 'in', 'which', 'new', 'delhi', 'for', 'the', 'first', 'time', 'accepted', 'the', 'viability', 'of', 'an', 'overland', 'gas', 'pipeline', 'through', 'pakistan', 'and', 'islamabad']\n",
      "Removed Stopwords: ['roadmap', 'despite', 'kroadblock', 'new', 'delhi', 'september', 'india', 'pakistan', 'today', 'committed', 'slow', 'sustained', 'process', 'keep', 'dialogue', 'going', 'new', 'delhi', 'first', 'time', 'accepted', 'viability', 'overland', 'gas', 'pipeline', 'pakistan', 'islamabad']\n",
      "Stemmed Tokens: ['roadmap', 'despit', 'kroadblock', 'new', 'delhi', 'septemb', 'india', 'pakistan', 'today', 'commit', 'slow', 'sustain', 'process', 'keep', 'dialogu', 'go', 'new', 'delhi', 'first', 'time', 'accept', 'viabil', 'overland', 'ga', 'pipelin', 'pakistan', 'islamabad']\n",
      "Final Preprocessed Text: roadmap despit kroadblock new delhi septemb india pakistan today commit slow sustain process keep dialogu go new delhi first time accept viabil overland ga pipelin pakistan islamabad\n",
      "\n",
      "Original Text: US resists Russian embrace of Kyoto THE US stood firm in rejecting the Kyoto Protocol on global warming yesterday despite renewed pressure to yield after Russia ended years of hesitation by moving to ratify the treaty.\n",
      "Lowercased Text: us resists russian embrace of kyoto the us stood firm in rejecting the kyoto protocol on global warming yesterday despite renewed pressure to yield after russia ended years of hesitation by moving to ratify the treaty.\n",
      "Removed URLs: us resists russian embrace of kyoto the us stood firm in rejecting the kyoto protocol on global warming yesterday despite renewed pressure to yield after russia ended years of hesitation by moving to ratify the treaty.\n",
      "Removed HTML Tags: us resists russian embrace of kyoto the us stood firm in rejecting the kyoto protocol on global warming yesterday despite renewed pressure to yield after russia ended years of hesitation by moving to ratify the treaty.\n",
      "Removed Special Characters: us resists russian embrace of kyoto the us stood firm in rejecting the kyoto protocol on global warming yesterday despite renewed pressure to yield after russia ended years of hesitation by moving to ratify the treaty\n",
      "Tokens: ['us', 'resists', 'russian', 'embrace', 'of', 'kyoto', 'the', 'us', 'stood', 'firm', 'in', 'rejecting', 'the', 'kyoto', 'protocol', 'on', 'global', 'warming', 'yesterday', 'despite', 'renewed', 'pressure', 'to', 'yield', 'after', 'russia', 'ended', 'years', 'of', 'hesitation', 'by', 'moving', 'to', 'ratify', 'the', 'treaty']\n",
      "Removed Stopwords: ['us', 'resists', 'russian', 'embrace', 'kyoto', 'us', 'stood', 'firm', 'rejecting', 'kyoto', 'protocol', 'global', 'warming', 'yesterday', 'despite', 'renewed', 'pressure', 'yield', 'russia', 'ended', 'years', 'hesitation', 'moving', 'ratify', 'treaty']\n",
      "Stemmed Tokens: ['us', 'resist', 'russian', 'embrac', 'kyoto', 'us', 'stood', 'firm', 'reject', 'kyoto', 'protocol', 'global', 'warm', 'yesterday', 'despit', 'renew', 'pressur', 'yield', 'russia', 'end', 'year', 'hesit', 'move', 'ratifi', 'treati']\n",
      "Final Preprocessed Text: us resist russian embrac kyoto us stood firm reject kyoto protocol global warm yesterday despit renew pressur yield russia end year hesit move ratifi treati\n",
      "\n",
      "Original Text: Second Bomb Injures 9 in Thai South - Witnesses  BANGKOK (Reuters) - A second bomb exploded near a food  stall in southern Thailand on Friday, wounding at least nine  members of a bomb squad investigating an earlier blast that  wounded four people.\n",
      "Lowercased Text: second bomb injures 9 in thai south - witnesses  bangkok (reuters) - a second bomb exploded near a food  stall in southern thailand on friday, wounding at least nine  members of a bomb squad investigating an earlier blast that  wounded four people.\n",
      "Removed URLs: second bomb injures 9 in thai south - witnesses  bangkok (reuters) - a second bomb exploded near a food  stall in southern thailand on friday, wounding at least nine  members of a bomb squad investigating an earlier blast that  wounded four people.\n",
      "Removed HTML Tags: second bomb injures 9 in thai south - witnesses  bangkok (reuters) - a second bomb exploded near a food  stall in southern thailand on friday, wounding at least nine  members of a bomb squad investigating an earlier blast that  wounded four people.\n",
      "Removed Special Characters: second bomb injures  in thai south  witnesses  bangkok reuters  a second bomb exploded near a food  stall in southern thailand on friday wounding at least nine  members of a bomb squad investigating an earlier blast that  wounded four people\n",
      "Tokens: ['second', 'bomb', 'injures', 'in', 'thai', 'south', 'witnesses', 'bangkok', 'reuters', 'a', 'second', 'bomb', 'exploded', 'near', 'a', 'food', 'stall', 'in', 'southern', 'thailand', 'on', 'friday', 'wounding', 'at', 'least', 'nine', 'members', 'of', 'a', 'bomb', 'squad', 'investigating', 'an', 'earlier', 'blast', 'that', 'wounded', 'four', 'people']\n",
      "Removed Stopwords: ['second', 'bomb', 'injures', 'thai', 'south', 'witnesses', 'bangkok', 'reuters', 'second', 'bomb', 'exploded', 'near', 'food', 'stall', 'southern', 'thailand', 'friday', 'wounding', 'least', 'nine', 'members', 'bomb', 'squad', 'investigating', 'earlier', 'blast', 'wounded', 'four', 'people']\n",
      "Stemmed Tokens: ['second', 'bomb', 'injur', 'thai', 'south', 'wit', 'bangkok', 'reuter', 'second', 'bomb', 'explod', 'near', 'food', 'stall', 'southern', 'thailand', 'friday', 'wound', 'least', 'nine', 'member', 'bomb', 'squad', 'investig', 'earlier', 'blast', 'wound', 'four', 'peopl']\n",
      "Final Preprocessed Text: second bomb injur thai south wit bangkok reuter second bomb explod near food stall southern thailand friday wound least nine member bomb squad investig earlier blast wound four peopl\n",
      "\n",
      "Original Text: Criticism of U.S. Muted at Iraq Conference (AP) AP - Criticism of the United States was surprisingly muted at an international conference in Egypt that drew fierce opponents to the U.S.-led invasion.\n",
      "Lowercased Text: criticism of u.s. muted at iraq conference (ap) ap - criticism of the united states was surprisingly muted at an international conference in egypt that drew fierce opponents to the u.s.-led invasion.\n",
      "Removed URLs: criticism of u.s. muted at iraq conference (ap) ap - criticism of the united states was surprisingly muted at an international conference in egypt that drew fierce opponents to the u.s.-led invasion.\n",
      "Removed HTML Tags: criticism of u.s. muted at iraq conference (ap) ap - criticism of the united states was surprisingly muted at an international conference in egypt that drew fierce opponents to the u.s.-led invasion.\n",
      "Removed Special Characters: criticism of us muted at iraq conference ap ap  criticism of the united states was surprisingly muted at an international conference in egypt that drew fierce opponents to the usled invasion\n",
      "Tokens: ['criticism', 'of', 'us', 'muted', 'at', 'iraq', 'conference', 'ap', 'ap', 'criticism', 'of', 'the', 'united', 'states', 'was', 'surprisingly', 'muted', 'at', 'an', 'international', 'conference', 'in', 'egypt', 'that', 'drew', 'fierce', 'opponents', 'to', 'the', 'usled', 'invasion']\n",
      "Removed Stopwords: ['criticism', 'us', 'muted', 'iraq', 'conference', 'ap', 'ap', 'criticism', 'united', 'states', 'surprisingly', 'muted', 'international', 'conference', 'egypt', 'drew', 'fierce', 'opponents', 'usled', 'invasion']\n",
      "Stemmed Tokens: ['critic', 'us', 'mute', 'iraq', 'confer', 'ap', 'ap', 'critic', 'unit', 'state', 'surprisingli', 'mute', 'intern', 'confer', 'egypt', 'drew', 'fierc', 'oppon', 'usl', 'invas']\n",
      "Final Preprocessed Text: critic us mute iraq confer ap ap critic unit state surprisingli mute intern confer egypt drew fierc oppon usl invas\n",
      "\n",
      "Original Text: Election is turning into a duel of the manly men (USATODAY.com) USATODAY.com - Political analysts say they've never seen anything quite like the tough-guy competition between President Bush and Massachusetts Sen. John Kerry. They point to two reasons: millions of hunters and fishermen live in the battleground states each candidate needs to win, and voters everywhere are haunted by 9/11.\n",
      "Lowercased Text: election is turning into a duel of the manly men (usatoday.com) usatoday.com - political analysts say they've never seen anything quite like the tough-guy competition between president bush and massachusetts sen. john kerry. they point to two reasons: millions of hunters and fishermen live in the battleground states each candidate needs to win, and voters everywhere are haunted by 9/11.\n",
      "Removed URLs: election is turning into a duel of the manly men (usatoday.com) usatoday.com - political analysts say they've never seen anything quite like the tough-guy competition between president bush and massachusetts sen. john kerry. they point to two reasons: millions of hunters and fishermen live in the battleground states each candidate needs to win, and voters everywhere are haunted by 9/11.\n",
      "Removed HTML Tags: election is turning into a duel of the manly men (usatoday.com) usatoday.com - political analysts say they've never seen anything quite like the tough-guy competition between president bush and massachusetts sen. john kerry. they point to two reasons: millions of hunters and fishermen live in the battleground states each candidate needs to win, and voters everywhere are haunted by 9/11.\n",
      "Removed Special Characters: election is turning into a duel of the manly men usatodaycom usatodaycom  political analysts say theyve never seen anything quite like the toughguy competition between president bush and massachusetts sen john kerry they point to two reasons millions of hunters and fishermen live in the battleground states each candidate needs to win and voters everywhere are haunted by \n",
      "Tokens: ['election', 'is', 'turning', 'into', 'a', 'duel', 'of', 'the', 'manly', 'men', 'usatodaycom', 'usatodaycom', 'political', 'analysts', 'say', 'theyve', 'never', 'seen', 'anything', 'quite', 'like', 'the', 'toughguy', 'competition', 'between', 'president', 'bush', 'and', 'massachusetts', 'sen', 'john', 'kerry', 'they', 'point', 'to', 'two', 'reasons', 'millions', 'of', 'hunters', 'and', 'fishermen', 'live', 'in', 'the', 'battleground', 'states', 'each', 'candidate', 'needs', 'to', 'win', 'and', 'voters', 'everywhere', 'are', 'haunted', 'by']\n",
      "Removed Stopwords: ['election', 'turning', 'duel', 'manly', 'men', 'usatodaycom', 'usatodaycom', 'political', 'analysts', 'say', 'theyve', 'never', 'seen', 'anything', 'quite', 'like', 'toughguy', 'competition', 'president', 'bush', 'massachusetts', 'sen', 'john', 'kerry', 'point', 'two', 'reasons', 'millions', 'hunters', 'fishermen', 'live', 'battleground', 'states', 'candidate', 'needs', 'win', 'voters', 'everywhere', 'haunted']\n",
      "Stemmed Tokens: ['elect', 'turn', 'duel', 'manli', 'men', 'usatodaycom', 'usatodaycom', 'polit', 'analyst', 'say', 'theyv', 'never', 'seen', 'anyth', 'quit', 'like', 'toughguy', 'competit', 'presid', 'bush', 'massachusett', 'sen', 'john', 'kerri', 'point', 'two', 'reason', 'million', 'hunter', 'fishermen', 'live', 'battleground', 'state', 'candid', 'need', 'win', 'voter', 'everywher', 'haunt']\n",
      "Final Preprocessed Text: elect turn duel manli men usatodaycom usatodaycom polit analyst say theyv never seen anyth quit like toughguy competit presid bush massachusett sen john kerri point two reason million hunter fishermen live battleground state candid need win voter everywher haunt\n",
      "\n",
      "Original Text: Three Decapitated Corpses Found North of Baghdad  BAIJI, Iraq (Reuters) - The decapitated bodies of three  men, their heads strapped to their backs, were found dumped in  bags by a roadside north of Baghdad Wednesday, Iraqi police and  U.S. officials said.\n",
      "Lowercased Text: three decapitated corpses found north of baghdad  baiji, iraq (reuters) - the decapitated bodies of three  men, their heads strapped to their backs, were found dumped in  bags by a roadside north of baghdad wednesday, iraqi police and  u.s. officials said.\n",
      "Removed URLs: three decapitated corpses found north of baghdad  baiji, iraq (reuters) - the decapitated bodies of three  men, their heads strapped to their backs, were found dumped in  bags by a roadside north of baghdad wednesday, iraqi police and  u.s. officials said.\n",
      "Removed HTML Tags: three decapitated corpses found north of baghdad  baiji, iraq (reuters) - the decapitated bodies of three  men, their heads strapped to their backs, were found dumped in  bags by a roadside north of baghdad wednesday, iraqi police and  u.s. officials said.\n",
      "Removed Special Characters: three decapitated corpses found north of baghdad  baiji iraq reuters  the decapitated bodies of three  men their heads strapped to their backs were found dumped in  bags by a roadside north of baghdad wednesday iraqi police and  us officials said\n",
      "Tokens: ['three', 'decapitated', 'corpses', 'found', 'north', 'of', 'baghdad', 'baiji', 'iraq', 'reuters', 'the', 'decapitated', 'bodies', 'of', 'three', 'men', 'their', 'heads', 'strapped', 'to', 'their', 'backs', 'were', 'found', 'dumped', 'in', 'bags', 'by', 'a', 'roadside', 'north', 'of', 'baghdad', 'wednesday', 'iraqi', 'police', 'and', 'us', 'officials', 'said']\n",
      "Removed Stopwords: ['three', 'decapitated', 'corpses', 'found', 'north', 'baghdad', 'baiji', 'iraq', 'reuters', 'decapitated', 'bodies', 'three', 'men', 'heads', 'strapped', 'backs', 'found', 'dumped', 'bags', 'roadside', 'north', 'baghdad', 'wednesday', 'iraqi', 'police', 'us', 'officials', 'said']\n",
      "Stemmed Tokens: ['three', 'decapit', 'corps', 'found', 'north', 'baghdad', 'baiji', 'iraq', 'reuter', 'decapit', 'bodi', 'three', 'men', 'head', 'strap', 'back', 'found', 'dump', 'bag', 'roadsid', 'north', 'baghdad', 'wednesday', 'iraqi', 'polic', 'us', 'offici', 'said']\n",
      "Final Preprocessed Text: three decapit corps found north baghdad baiji iraq reuter decapit bodi three men head strap back found dump bag roadsid north baghdad wednesday iraqi polic us offici said\n",
      "\n",
      "Original Text: Turkey Movie Theater Fire Injures Dozens ISTANBUL, Turkey - A fire broke out at a movie theater during a gala premiere Tuesday night, injuring dozens of people - none seriously, officials said.\n",
      "Lowercased Text: turkey movie theater fire injures dozens istanbul, turkey - a fire broke out at a movie theater during a gala premiere tuesday night, injuring dozens of people - none seriously, officials said.\n",
      "Removed URLs: turkey movie theater fire injures dozens istanbul, turkey - a fire broke out at a movie theater during a gala premiere tuesday night, injuring dozens of people - none seriously, officials said.\n",
      "Removed HTML Tags: turkey movie theater fire injures dozens istanbul, turkey - a fire broke out at a movie theater during a gala premiere tuesday night, injuring dozens of people - none seriously, officials said.\n",
      "Removed Special Characters: turkey movie theater fire injures dozens istanbul turkey  a fire broke out at a movie theater during a gala premiere tuesday night injuring dozens of people  none seriously officials said\n",
      "Tokens: ['turkey', 'movie', 'theater', 'fire', 'injures', 'dozens', 'istanbul', 'turkey', 'a', 'fire', 'broke', 'out', 'at', 'a', 'movie', 'theater', 'during', 'a', 'gala', 'premiere', 'tuesday', 'night', 'injuring', 'dozens', 'of', 'people', 'none', 'seriously', 'officials', 'said']\n",
      "Removed Stopwords: ['turkey', 'movie', 'theater', 'fire', 'injures', 'dozens', 'istanbul', 'turkey', 'fire', 'broke', 'movie', 'theater', 'gala', 'premiere', 'tuesday', 'night', 'injuring', 'dozens', 'people', 'none', 'seriously', 'officials', 'said']\n",
      "Stemmed Tokens: ['turkey', 'movi', 'theater', 'fire', 'injur', 'dozen', 'istanbul', 'turkey', 'fire', 'broke', 'movi', 'theater', 'gala', 'premier', 'tuesday', 'night', 'injur', 'dozen', 'peopl', 'none', 'serious', 'offici', 'said']\n",
      "Final Preprocessed Text: turkey movi theater fire injur dozen istanbul turkey fire broke movi theater gala premier tuesday night injur dozen peopl none serious offici said\n",
      "\n",
      "Original Text: Bush, Kerry Pause to Trade Barbs on Iraq (AP) AP - President Bush and rival Sen. John Kerry paused from private debate practice on Monday to accuse each other of a lack of clarity on Iraq as they campaigned in \"must win\" states for each  #151; the Republican incumbent in Ohio and his Democratic challenger in Wisconsin.\n",
      "Lowercased Text: bush, kerry pause to trade barbs on iraq (ap) ap - president bush and rival sen. john kerry paused from private debate practice on monday to accuse each other of a lack of clarity on iraq as they campaigned in \"must win\" states for each  #151; the republican incumbent in ohio and his democratic challenger in wisconsin.\n",
      "Removed URLs: bush, kerry pause to trade barbs on iraq (ap) ap - president bush and rival sen. john kerry paused from private debate practice on monday to accuse each other of a lack of clarity on iraq as they campaigned in \"must win\" states for each  #151; the republican incumbent in ohio and his democratic challenger in wisconsin.\n",
      "Removed HTML Tags: bush, kerry pause to trade barbs on iraq (ap) ap - president bush and rival sen. john kerry paused from private debate practice on monday to accuse each other of a lack of clarity on iraq as they campaigned in \"must win\" states for each  #151; the republican incumbent in ohio and his democratic challenger in wisconsin.\n",
      "Removed Special Characters: bush kerry pause to trade barbs on iraq ap ap  president bush and rival sen john kerry paused from private debate practice on monday to accuse each other of a lack of clarity on iraq as they campaigned in must win states for each   the republican incumbent in ohio and his democratic challenger in wisconsin\n",
      "Tokens: ['bush', 'kerry', 'pause', 'to', 'trade', 'barbs', 'on', 'iraq', 'ap', 'ap', 'president', 'bush', 'and', 'rival', 'sen', 'john', 'kerry', 'paused', 'from', 'private', 'debate', 'practice', 'on', 'monday', 'to', 'accuse', 'each', 'other', 'of', 'a', 'lack', 'of', 'clarity', 'on', 'iraq', 'as', 'they', 'campaigned', 'in', 'must', 'win', 'states', 'for', 'each', 'the', 'republican', 'incumbent', 'in', 'ohio', 'and', 'his', 'democratic', 'challenger', 'in', 'wisconsin']\n",
      "Removed Stopwords: ['bush', 'kerry', 'pause', 'trade', 'barbs', 'iraq', 'ap', 'ap', 'president', 'bush', 'rival', 'sen', 'john', 'kerry', 'paused', 'private', 'debate', 'practice', 'monday', 'accuse', 'lack', 'clarity', 'iraq', 'campaigned', 'must', 'win', 'states', 'republican', 'incumbent', 'ohio', 'democratic', 'challenger', 'wisconsin']\n",
      "Stemmed Tokens: ['bush', 'kerri', 'paus', 'trade', 'barb', 'iraq', 'ap', 'ap', 'presid', 'bush', 'rival', 'sen', 'john', 'kerri', 'paus', 'privat', 'debat', 'practic', 'monday', 'accus', 'lack', 'clariti', 'iraq', 'campaign', 'must', 'win', 'state', 'republican', 'incumb', 'ohio', 'democrat', 'challeng', 'wisconsin']\n",
      "Final Preprocessed Text: bush kerri paus trade barb iraq ap ap presid bush rival sen john kerri paus privat debat practic monday accus lack clariti iraq campaign must win state republican incumb ohio democrat challeng wisconsin\n",
      "\n",
      "Original Text: Blunkett quits after Whitehall report DAVID BLUNKETT resigned last night after an inquiry found his office was involved in  quot;fast-tracking quot; his ex-lover Kimberly Quinn #39;s nanny #39;s application to stay in Britain.\n",
      "Lowercased Text: blunkett quits after whitehall report david blunkett resigned last night after an inquiry found his office was involved in  quot;fast-tracking quot; his ex-lover kimberly quinn #39;s nanny #39;s application to stay in britain.\n",
      "Removed URLs: blunkett quits after whitehall report david blunkett resigned last night after an inquiry found his office was involved in  quot;fast-tracking quot; his ex-lover kimberly quinn #39;s nanny #39;s application to stay in britain.\n",
      "Removed HTML Tags: blunkett quits after whitehall report david blunkett resigned last night after an inquiry found his office was involved in  quot;fast-tracking quot; his ex-lover kimberly quinn #39;s nanny #39;s application to stay in britain.\n",
      "Removed Special Characters: blunkett quits after whitehall report david blunkett resigned last night after an inquiry found his office was involved in  quotfasttracking quot his exlover kimberly quinn s nanny s application to stay in britain\n",
      "Tokens: ['blunkett', 'quits', 'after', 'whitehall', 'report', 'david', 'blunkett', 'resigned', 'last', 'night', 'after', 'an', 'inquiry', 'found', 'his', 'office', 'was', 'involved', 'in', 'quotfasttracking', 'quot', 'his', 'exlover', 'kimberly', 'quinn', 's', 'nanny', 's', 'application', 'to', 'stay', 'in', 'britain']\n",
      "Removed Stopwords: ['blunkett', 'quits', 'whitehall', 'report', 'david', 'blunkett', 'resigned', 'last', 'night', 'inquiry', 'found', 'office', 'involved', 'quotfasttracking', 'quot', 'exlover', 'kimberly', 'quinn', 'nanny', 'application', 'stay', 'britain']\n",
      "Stemmed Tokens: ['blunkett', 'quit', 'whitehal', 'report', 'david', 'blunkett', 'resign', 'last', 'night', 'inquiri', 'found', 'offic', 'involv', 'quotfasttrack', 'quot', 'exlov', 'kimberli', 'quinn', 'nanni', 'applic', 'stay', 'britain']\n",
      "Final Preprocessed Text: blunkett quit whitehal report david blunkett resign last night inquiri found offic involv quotfasttrack quot exlov kimberli quinn nanni applic stay britain\n",
      "\n",
      "Original Text: North Korea May Delay Nuclear Talks, US, UK Officials Say North Korea may delay discussions to prepare a fourth round of six-nation talks aimed at dismantling the communist nation #39;s nuclear programs, US and UK government officials said.\n",
      "Lowercased Text: north korea may delay nuclear talks, us, uk officials say north korea may delay discussions to prepare a fourth round of six-nation talks aimed at dismantling the communist nation #39;s nuclear programs, us and uk government officials said.\n",
      "Removed URLs: north korea may delay nuclear talks, us, uk officials say north korea may delay discussions to prepare a fourth round of six-nation talks aimed at dismantling the communist nation #39;s nuclear programs, us and uk government officials said.\n",
      "Removed HTML Tags: north korea may delay nuclear talks, us, uk officials say north korea may delay discussions to prepare a fourth round of six-nation talks aimed at dismantling the communist nation #39;s nuclear programs, us and uk government officials said.\n",
      "Removed Special Characters: north korea may delay nuclear talks us uk officials say north korea may delay discussions to prepare a fourth round of sixnation talks aimed at dismantling the communist nation s nuclear programs us and uk government officials said\n",
      "Tokens: ['north', 'korea', 'may', 'delay', 'nuclear', 'talks', 'us', 'uk', 'officials', 'say', 'north', 'korea', 'may', 'delay', 'discussions', 'to', 'prepare', 'a', 'fourth', 'round', 'of', 'sixnation', 'talks', 'aimed', 'at', 'dismantling', 'the', 'communist', 'nation', 's', 'nuclear', 'programs', 'us', 'and', 'uk', 'government', 'officials', 'said']\n",
      "Removed Stopwords: ['north', 'korea', 'may', 'delay', 'nuclear', 'talks', 'us', 'uk', 'officials', 'say', 'north', 'korea', 'may', 'delay', 'discussions', 'prepare', 'fourth', 'round', 'sixnation', 'talks', 'aimed', 'dismantling', 'communist', 'nation', 'nuclear', 'programs', 'us', 'uk', 'government', 'officials', 'said']\n",
      "Stemmed Tokens: ['north', 'korea', 'may', 'delay', 'nuclear', 'talk', 'us', 'uk', 'offici', 'say', 'north', 'korea', 'may', 'delay', 'discuss', 'prepar', 'fourth', 'round', 'sixnat', 'talk', 'aim', 'dismantl', 'communist', 'nation', 'nuclear', 'program', 'us', 'uk', 'govern', 'offici', 'said']\n",
      "Final Preprocessed Text: north korea may delay nuclear talk us uk offici say north korea may delay discuss prepar fourth round sixnat talk aim dismantl communist nation nuclear program us uk govern offici said\n",
      "\n",
      "Original Text: Support grows for Blair to keep British troops in Iraq: poll (AFP) AFP - Support for Prime Minister Tony Blair's policy of keeping British troops in Iraq until a  quot;stable democracy quot; is ensured has increased over the past three months, according to an opinion poll published.\n",
      "Lowercased Text: support grows for blair to keep british troops in iraq: poll (afp) afp - support for prime minister tony blair's policy of keeping british troops in iraq until a  quot;stable democracy quot; is ensured has increased over the past three months, according to an opinion poll published.\n",
      "Removed URLs: support grows for blair to keep british troops in iraq: poll (afp) afp - support for prime minister tony blair's policy of keeping british troops in iraq until a  quot;stable democracy quot; is ensured has increased over the past three months, according to an opinion poll published.\n",
      "Removed HTML Tags: support grows for blair to keep british troops in iraq: poll (afp) afp - support for prime minister tony blair's policy of keeping british troops in iraq until a  quot;stable democracy quot; is ensured has increased over the past three months, according to an opinion poll published.\n",
      "Removed Special Characters: support grows for blair to keep british troops in iraq poll afp afp  support for prime minister tony blairs policy of keeping british troops in iraq until a  quotstable democracy quot is ensured has increased over the past three months according to an opinion poll published\n",
      "Tokens: ['support', 'grows', 'for', 'blair', 'to', 'keep', 'british', 'troops', 'in', 'iraq', 'poll', 'afp', 'afp', 'support', 'for', 'prime', 'minister', 'tony', 'blairs', 'policy', 'of', 'keeping', 'british', 'troops', 'in', 'iraq', 'until', 'a', 'quotstable', 'democracy', 'quot', 'is', 'ensured', 'has', 'increased', 'over', 'the', 'past', 'three', 'months', 'according', 'to', 'an', 'opinion', 'poll', 'published']\n",
      "Removed Stopwords: ['support', 'grows', 'blair', 'keep', 'british', 'troops', 'iraq', 'poll', 'afp', 'afp', 'support', 'prime', 'minister', 'tony', 'blairs', 'policy', 'keeping', 'british', 'troops', 'iraq', 'quotstable', 'democracy', 'quot', 'ensured', 'increased', 'past', 'three', 'months', 'according', 'opinion', 'poll', 'published']\n",
      "Stemmed Tokens: ['support', 'grow', 'blair', 'keep', 'british', 'troop', 'iraq', 'poll', 'afp', 'afp', 'support', 'prime', 'minist', 'toni', 'blair', 'polici', 'keep', 'british', 'troop', 'iraq', 'quotstabl', 'democraci', 'quot', 'ensur', 'increas', 'past', 'three', 'month', 'accord', 'opinion', 'poll', 'publish']\n",
      "Final Preprocessed Text: support grow blair keep british troop iraq poll afp afp support prime minist toni blair polici keep british troop iraq quotstabl democraci quot ensur increas past three month accord opinion poll publish\n",
      "\n",
      "Original Text: Roadside Bomb Targets Baghdad Governor, 1 Killed (Reuters) Reuters - Guerrillas detonated a roadside bomb in\\Baghdad on Tuesday as the convoy of the Baghdad governor was\\passing, killing one bystander, witnesses and police at the\\scene said.\n",
      "Lowercased Text: roadside bomb targets baghdad governor, 1 killed (reuters) reuters - guerrillas detonated a roadside bomb in\\baghdad on tuesday as the convoy of the baghdad governor was\\passing, killing one bystander, witnesses and police at the\\scene said.\n",
      "Removed URLs: roadside bomb targets baghdad governor, 1 killed (reuters) reuters - guerrillas detonated a roadside bomb in\\baghdad on tuesday as the convoy of the baghdad governor was\\passing, killing one bystander, witnesses and police at the\\scene said.\n",
      "Removed HTML Tags: roadside bomb targets baghdad governor, 1 killed (reuters) reuters - guerrillas detonated a roadside bomb in\\baghdad on tuesday as the convoy of the baghdad governor was\\passing, killing one bystander, witnesses and police at the\\scene said.\n",
      "Removed Special Characters: roadside bomb targets baghdad governor  killed reuters reuters  guerrillas detonated a roadside bomb inbaghdad on tuesday as the convoy of the baghdad governor waspassing killing one bystander witnesses and police at thescene said\n",
      "Tokens: ['roadside', 'bomb', 'targets', 'baghdad', 'governor', 'killed', 'reuters', 'reuters', 'guerrillas', 'detonated', 'a', 'roadside', 'bomb', 'inbaghdad', 'on', 'tuesday', 'as', 'the', 'convoy', 'of', 'the', 'baghdad', 'governor', 'waspassing', 'killing', 'one', 'bystander', 'witnesses', 'and', 'police', 'at', 'thescene', 'said']\n",
      "Removed Stopwords: ['roadside', 'bomb', 'targets', 'baghdad', 'governor', 'killed', 'reuters', 'reuters', 'guerrillas', 'detonated', 'roadside', 'bomb', 'inbaghdad', 'tuesday', 'convoy', 'baghdad', 'governor', 'waspassing', 'killing', 'one', 'bystander', 'witnesses', 'police', 'thescene', 'said']\n",
      "Stemmed Tokens: ['roadsid', 'bomb', 'target', 'baghdad', 'governor', 'kill', 'reuter', 'reuter', 'guerrilla', 'deton', 'roadsid', 'bomb', 'inbaghdad', 'tuesday', 'convoy', 'baghdad', 'governor', 'waspass', 'kill', 'one', 'bystand', 'wit', 'polic', 'thescen', 'said']\n",
      "Final Preprocessed Text: roadsid bomb target baghdad governor kill reuter reuter guerrilla deton roadsid bomb inbaghdad tuesday convoy baghdad governor waspass kill one bystand wit polic thescen said\n",
      "\n",
      "Original Text: Afghan Poll Is Mostly Calm, but Challengers Cry Foul Afghans turned out to vote in large numbers on Saturday, but Hamid Karzai and his rivals disputed the integrity of the vote.\n",
      "Lowercased Text: afghan poll is mostly calm, but challengers cry foul afghans turned out to vote in large numbers on saturday, but hamid karzai and his rivals disputed the integrity of the vote.\n",
      "Removed URLs: afghan poll is mostly calm, but challengers cry foul afghans turned out to vote in large numbers on saturday, but hamid karzai and his rivals disputed the integrity of the vote.\n",
      "Removed HTML Tags: afghan poll is mostly calm, but challengers cry foul afghans turned out to vote in large numbers on saturday, but hamid karzai and his rivals disputed the integrity of the vote.\n",
      "Removed Special Characters: afghan poll is mostly calm but challengers cry foul afghans turned out to vote in large numbers on saturday but hamid karzai and his rivals disputed the integrity of the vote\n",
      "Tokens: ['afghan', 'poll', 'is', 'mostly', 'calm', 'but', 'challengers', 'cry', 'foul', 'afghans', 'turned', 'out', 'to', 'vote', 'in', 'large', 'numbers', 'on', 'saturday', 'but', 'hamid', 'karzai', 'and', 'his', 'rivals', 'disputed', 'the', 'integrity', 'of', 'the', 'vote']\n",
      "Removed Stopwords: ['afghan', 'poll', 'mostly', 'calm', 'challengers', 'cry', 'foul', 'afghans', 'turned', 'vote', 'large', 'numbers', 'saturday', 'hamid', 'karzai', 'rivals', 'disputed', 'integrity', 'vote']\n",
      "Stemmed Tokens: ['afghan', 'poll', 'mostli', 'calm', 'challeng', 'cri', 'foul', 'afghan', 'turn', 'vote', 'larg', 'number', 'saturday', 'hamid', 'karzai', 'rival', 'disput', 'integr', 'vote']\n",
      "Final Preprocessed Text: afghan poll mostli calm challeng cri foul afghan turn vote larg number saturday hamid karzai rival disput integr vote\n",
      "\n",
      "Original Text: Inauguration for tallest bridge The world's highest traffic bridge is to be inaugurated in southern France by President Jacques Chirac.\n",
      "Lowercased Text: inauguration for tallest bridge the world's highest traffic bridge is to be inaugurated in southern france by president jacques chirac.\n",
      "Removed URLs: inauguration for tallest bridge the world's highest traffic bridge is to be inaugurated in southern france by president jacques chirac.\n",
      "Removed HTML Tags: inauguration for tallest bridge the world's highest traffic bridge is to be inaugurated in southern france by president jacques chirac.\n",
      "Removed Special Characters: inauguration for tallest bridge the worlds highest traffic bridge is to be inaugurated in southern france by president jacques chirac\n",
      "Tokens: ['inauguration', 'for', 'tallest', 'bridge', 'the', 'worlds', 'highest', 'traffic', 'bridge', 'is', 'to', 'be', 'inaugurated', 'in', 'southern', 'france', 'by', 'president', 'jacques', 'chirac']\n",
      "Removed Stopwords: ['inauguration', 'tallest', 'bridge', 'worlds', 'highest', 'traffic', 'bridge', 'inaugurated', 'southern', 'france', 'president', 'jacques', 'chirac']\n",
      "Stemmed Tokens: ['inaugur', 'tallest', 'bridg', 'world', 'highest', 'traffic', 'bridg', 'inaugur', 'southern', 'franc', 'presid', 'jacqu', 'chirac']\n",
      "Final Preprocessed Text: inaugur tallest bridg world highest traffic bridg inaugur southern franc presid jacqu chirac\n",
      "\n",
      "Original Text: Al Qaeda Using Militants Against Musharraf  KARACHI (Reuters) - Osama bin Laden's al Qaeda appears to  be using established militant groups and small cells for bloody  attacks in Pakistan aimed at destabilizing President Pervez  Musharraf and thus the wider war on terror, analysts say.\n",
      "Lowercased Text: al qaeda using militants against musharraf  karachi (reuters) - osama bin laden's al qaeda appears to  be using established militant groups and small cells for bloody  attacks in pakistan aimed at destabilizing president pervez  musharraf and thus the wider war on terror, analysts say.\n",
      "Removed URLs: al qaeda using militants against musharraf  karachi (reuters) - osama bin laden's al qaeda appears to  be using established militant groups and small cells for bloody  attacks in pakistan aimed at destabilizing president pervez  musharraf and thus the wider war on terror, analysts say.\n",
      "Removed HTML Tags: al qaeda using militants against musharraf  karachi (reuters) - osama bin laden's al qaeda appears to  be using established militant groups and small cells for bloody  attacks in pakistan aimed at destabilizing president pervez  musharraf and thus the wider war on terror, analysts say.\n",
      "Removed Special Characters: al qaeda using militants against musharraf  karachi reuters  osama bin ladens al qaeda appears to  be using established militant groups and small cells for bloody  attacks in pakistan aimed at destabilizing president pervez  musharraf and thus the wider war on terror analysts say\n",
      "Tokens: ['al', 'qaeda', 'using', 'militants', 'against', 'musharraf', 'karachi', 'reuters', 'osama', 'bin', 'ladens', 'al', 'qaeda', 'appears', 'to', 'be', 'using', 'established', 'militant', 'groups', 'and', 'small', 'cells', 'for', 'bloody', 'attacks', 'in', 'pakistan', 'aimed', 'at', 'destabilizing', 'president', 'pervez', 'musharraf', 'and', 'thus', 'the', 'wider', 'war', 'on', 'terror', 'analysts', 'say']\n",
      "Removed Stopwords: ['al', 'qaeda', 'using', 'militants', 'musharraf', 'karachi', 'reuters', 'osama', 'bin', 'ladens', 'al', 'qaeda', 'appears', 'using', 'established', 'militant', 'groups', 'small', 'cells', 'bloody', 'attacks', 'pakistan', 'aimed', 'destabilizing', 'president', 'pervez', 'musharraf', 'thus', 'wider', 'war', 'terror', 'analysts', 'say']\n",
      "Stemmed Tokens: ['al', 'qaeda', 'use', 'milit', 'musharraf', 'karachi', 'reuter', 'osama', 'bin', 'laden', 'al', 'qaeda', 'appear', 'use', 'establish', 'milit', 'group', 'small', 'cell', 'bloodi', 'attack', 'pakistan', 'aim', 'destabil', 'presid', 'pervez', 'musharraf', 'thu', 'wider', 'war', 'terror', 'analyst', 'say']\n",
      "Final Preprocessed Text: al qaeda use milit musharraf karachi reuter osama bin laden al qaeda appear use establish milit group small cell bloodi attack pakistan aim destabil presid pervez musharraf thu wider war terror analyst say\n",
      "\n",
      "Original Text: Cy Coleman, Broadway Composer, Dies at 75 The debonair jazz pianist and composer of such legendary Broadway tunes as \"Witchcraft,\" \"Big Spender,\" and \"The Best is Yet to Come,\" died on Thursday night.\n",
      "Lowercased Text: cy coleman, broadway composer, dies at 75 the debonair jazz pianist and composer of such legendary broadway tunes as \"witchcraft,\" \"big spender,\" and \"the best is yet to come,\" died on thursday night.\n",
      "Removed URLs: cy coleman, broadway composer, dies at 75 the debonair jazz pianist and composer of such legendary broadway tunes as \"witchcraft,\" \"big spender,\" and \"the best is yet to come,\" died on thursday night.\n",
      "Removed HTML Tags: cy coleman, broadway composer, dies at 75 the debonair jazz pianist and composer of such legendary broadway tunes as \"witchcraft,\" \"big spender,\" and \"the best is yet to come,\" died on thursday night.\n",
      "Removed Special Characters: cy coleman broadway composer dies at  the debonair jazz pianist and composer of such legendary broadway tunes as witchcraft big spender and the best is yet to come died on thursday night\n",
      "Tokens: ['cy', 'coleman', 'broadway', 'composer', 'dies', 'at', 'the', 'debonair', 'jazz', 'pianist', 'and', 'composer', 'of', 'such', 'legendary', 'broadway', 'tunes', 'as', 'witchcraft', 'big', 'spender', 'and', 'the', 'best', 'is', 'yet', 'to', 'come', 'died', 'on', 'thursday', 'night']\n",
      "Removed Stopwords: ['cy', 'coleman', 'broadway', 'composer', 'dies', 'debonair', 'jazz', 'pianist', 'composer', 'legendary', 'broadway', 'tunes', 'witchcraft', 'big', 'spender', 'best', 'yet', 'come', 'died', 'thursday', 'night']\n",
      "Stemmed Tokens: ['cy', 'coleman', 'broadway', 'compos', 'die', 'debonair', 'jazz', 'pianist', 'compos', 'legendari', 'broadway', 'tune', 'witchcraft', 'big', 'spender', 'best', 'yet', 'come', 'die', 'thursday', 'night']\n",
      "Final Preprocessed Text: cy coleman broadway compos die debonair jazz pianist compos legendari broadway tune witchcraft big spender best yet come die thursday night\n",
      "\n",
      "Original Text: Mine Explosion Kills 23 in Kazakhstan (AP) AP - Twenty-three people died and three others were injured Sunday in an explosion at a coal mine in the Karaganda region of Kazakhstan, officials said.\n",
      "Lowercased Text: mine explosion kills 23 in kazakhstan (ap) ap - twenty-three people died and three others were injured sunday in an explosion at a coal mine in the karaganda region of kazakhstan, officials said.\n",
      "Removed URLs: mine explosion kills 23 in kazakhstan (ap) ap - twenty-three people died and three others were injured sunday in an explosion at a coal mine in the karaganda region of kazakhstan, officials said.\n",
      "Removed HTML Tags: mine explosion kills 23 in kazakhstan (ap) ap - twenty-three people died and three others were injured sunday in an explosion at a coal mine in the karaganda region of kazakhstan, officials said.\n",
      "Removed Special Characters: mine explosion kills  in kazakhstan ap ap  twentythree people died and three others were injured sunday in an explosion at a coal mine in the karaganda region of kazakhstan officials said\n",
      "Tokens: ['mine', 'explosion', 'kills', 'in', 'kazakhstan', 'ap', 'ap', 'twentythree', 'people', 'died', 'and', 'three', 'others', 'were', 'injured', 'sunday', 'in', 'an', 'explosion', 'at', 'a', 'coal', 'mine', 'in', 'the', 'karaganda', 'region', 'of', 'kazakhstan', 'officials', 'said']\n",
      "Removed Stopwords: ['mine', 'explosion', 'kills', 'kazakhstan', 'ap', 'ap', 'twentythree', 'people', 'died', 'three', 'others', 'injured', 'sunday', 'explosion', 'coal', 'mine', 'karaganda', 'region', 'kazakhstan', 'officials', 'said']\n",
      "Stemmed Tokens: ['mine', 'explos', 'kill', 'kazakhstan', 'ap', 'ap', 'twentythre', 'peopl', 'die', 'three', 'other', 'injur', 'sunday', 'explos', 'coal', 'mine', 'karaganda', 'region', 'kazakhstan', 'offici', 'said']\n",
      "Final Preprocessed Text: mine explos kill kazakhstan ap ap twentythre peopl die three other injur sunday explos coal mine karaganda region kazakhstan offici said\n",
      "\n",
      "Original Text: Stocks to Open Lower on Rising Oil Prices NEW YORK - U.S. stocks are seen slightly lower at the open as investors stay on guard with oil pushing near the \\$50-a-barrel level...\n",
      "Lowercased Text: stocks to open lower on rising oil prices new york - u.s. stocks are seen slightly lower at the open as investors stay on guard with oil pushing near the \\$50-a-barrel level...\n",
      "Removed URLs: stocks to open lower on rising oil prices new york - u.s. stocks are seen slightly lower at the open as investors stay on guard with oil pushing near the \\$50-a-barrel level...\n",
      "Removed HTML Tags: stocks to open lower on rising oil prices new york - u.s. stocks are seen slightly lower at the open as investors stay on guard with oil pushing near the \\$50-a-barrel level...\n",
      "Removed Special Characters: stocks to open lower on rising oil prices new york  us stocks are seen slightly lower at the open as investors stay on guard with oil pushing near the abarrel level\n",
      "Tokens: ['stocks', 'to', 'open', 'lower', 'on', 'rising', 'oil', 'prices', 'new', 'york', 'us', 'stocks', 'are', 'seen', 'slightly', 'lower', 'at', 'the', 'open', 'as', 'investors', 'stay', 'on', 'guard', 'with', 'oil', 'pushing', 'near', 'the', 'abarrel', 'level']\n",
      "Removed Stopwords: ['stocks', 'open', 'lower', 'rising', 'oil', 'prices', 'new', 'york', 'us', 'stocks', 'seen', 'slightly', 'lower', 'open', 'investors', 'stay', 'guard', 'oil', 'pushing', 'near', 'abarrel', 'level']\n",
      "Stemmed Tokens: ['stock', 'open', 'lower', 'rise', 'oil', 'price', 'new', 'york', 'us', 'stock', 'seen', 'slightli', 'lower', 'open', 'investor', 'stay', 'guard', 'oil', 'push', 'near', 'abarrel', 'level']\n",
      "Final Preprocessed Text: stock open lower rise oil price new york us stock seen slightli lower open investor stay guard oil push near abarrel level\n",
      "\n",
      "Original Text: U.S. Discourages North Korea WMD Attack (AP) AP - The United States promised South Korea on Friday that any North Korean use of weapons of mass destruction after a planned U.S. troop pullout \"would have the gravest consequences.\"\n",
      "Lowercased Text: u.s. discourages north korea wmd attack (ap) ap - the united states promised south korea on friday that any north korean use of weapons of mass destruction after a planned u.s. troop pullout \"would have the gravest consequences.\"\n",
      "Removed URLs: u.s. discourages north korea wmd attack (ap) ap - the united states promised south korea on friday that any north korean use of weapons of mass destruction after a planned u.s. troop pullout \"would have the gravest consequences.\"\n",
      "Removed HTML Tags: u.s. discourages north korea wmd attack (ap) ap - the united states promised south korea on friday that any north korean use of weapons of mass destruction after a planned u.s. troop pullout \"would have the gravest consequences.\"\n",
      "Removed Special Characters: us discourages north korea wmd attack ap ap  the united states promised south korea on friday that any north korean use of weapons of mass destruction after a planned us troop pullout would have the gravest consequences\n",
      "Tokens: ['us', 'discourages', 'north', 'korea', 'wmd', 'attack', 'ap', 'ap', 'the', 'united', 'states', 'promised', 'south', 'korea', 'on', 'friday', 'that', 'any', 'north', 'korean', 'use', 'of', 'weapons', 'of', 'mass', 'destruction', 'after', 'a', 'planned', 'us', 'troop', 'pullout', 'would', 'have', 'the', 'gravest', 'consequences']\n",
      "Removed Stopwords: ['us', 'discourages', 'north', 'korea', 'wmd', 'attack', 'ap', 'ap', 'united', 'states', 'promised', 'south', 'korea', 'friday', 'north', 'korean', 'use', 'weapons', 'mass', 'destruction', 'planned', 'us', 'troop', 'pullout', 'would', 'gravest', 'consequences']\n",
      "Stemmed Tokens: ['us', 'discourag', 'north', 'korea', 'wmd', 'attack', 'ap', 'ap', 'unit', 'state', 'promis', 'south', 'korea', 'friday', 'north', 'korean', 'use', 'weapon', 'mass', 'destruct', 'plan', 'us', 'troop', 'pullout', 'would', 'gravest', 'consequ']\n",
      "Final Preprocessed Text: us discourag north korea wmd attack ap ap unit state promis south korea friday north korean use weapon mass destruct plan us troop pullout would gravest consequ\n",
      "\n",
      "Original Text: Freed Anwar Maneuvers to Re-Enter Politics (AP) AP - Former Deputy Prime Minister Anwar Ibrahim savored his first full day of freedom in six years Friday after his dramatic release from prison and he tested the waters for a comeback in Malaysian politics.\n",
      "Lowercased Text: freed anwar maneuvers to re-enter politics (ap) ap - former deputy prime minister anwar ibrahim savored his first full day of freedom in six years friday after his dramatic release from prison and he tested the waters for a comeback in malaysian politics.\n",
      "Removed URLs: freed anwar maneuvers to re-enter politics (ap) ap - former deputy prime minister anwar ibrahim savored his first full day of freedom in six years friday after his dramatic release from prison and he tested the waters for a comeback in malaysian politics.\n",
      "Removed HTML Tags: freed anwar maneuvers to re-enter politics (ap) ap - former deputy prime minister anwar ibrahim savored his first full day of freedom in six years friday after his dramatic release from prison and he tested the waters for a comeback in malaysian politics.\n",
      "Removed Special Characters: freed anwar maneuvers to reenter politics ap ap  former deputy prime minister anwar ibrahim savored his first full day of freedom in six years friday after his dramatic release from prison and he tested the waters for a comeback in malaysian politics\n",
      "Tokens: ['freed', 'anwar', 'maneuvers', 'to', 'reenter', 'politics', 'ap', 'ap', 'former', 'deputy', 'prime', 'minister', 'anwar', 'ibrahim', 'savored', 'his', 'first', 'full', 'day', 'of', 'freedom', 'in', 'six', 'years', 'friday', 'after', 'his', 'dramatic', 'release', 'from', 'prison', 'and', 'he', 'tested', 'the', 'waters', 'for', 'a', 'comeback', 'in', 'malaysian', 'politics']\n",
      "Removed Stopwords: ['freed', 'anwar', 'maneuvers', 'reenter', 'politics', 'ap', 'ap', 'former', 'deputy', 'prime', 'minister', 'anwar', 'ibrahim', 'savored', 'first', 'full', 'day', 'freedom', 'six', 'years', 'friday', 'dramatic', 'release', 'prison', 'tested', 'waters', 'comeback', 'malaysian', 'politics']\n",
      "Stemmed Tokens: ['freed', 'anwar', 'maneuv', 'reenter', 'polit', 'ap', 'ap', 'former', 'deputi', 'prime', 'minist', 'anwar', 'ibrahim', 'savor', 'first', 'full', 'day', 'freedom', 'six', 'year', 'friday', 'dramat', 'releas', 'prison', 'test', 'water', 'comeback', 'malaysian', 'polit']\n",
      "Final Preprocessed Text: freed anwar maneuv reenter polit ap ap former deputi prime minist anwar ibrahim savor first full day freedom six year friday dramat releas prison test water comeback malaysian polit\n",
      "\n",
      "Original Text: Sagan dies at 69 Francoise Sagan, the rebellious French writer who won world fame as a teenager with Bonjour Tristesse, her 1954 bestseller about infidelity among the idle rich, has died of heart and lung failure at 69.\n",
      "Lowercased Text: sagan dies at 69 francoise sagan, the rebellious french writer who won world fame as a teenager with bonjour tristesse, her 1954 bestseller about infidelity among the idle rich, has died of heart and lung failure at 69.\n",
      "Removed URLs: sagan dies at 69 francoise sagan, the rebellious french writer who won world fame as a teenager with bonjour tristesse, her 1954 bestseller about infidelity among the idle rich, has died of heart and lung failure at 69.\n",
      "Removed HTML Tags: sagan dies at 69 francoise sagan, the rebellious french writer who won world fame as a teenager with bonjour tristesse, her 1954 bestseller about infidelity among the idle rich, has died of heart and lung failure at 69.\n",
      "Removed Special Characters: sagan dies at  francoise sagan the rebellious french writer who won world fame as a teenager with bonjour tristesse her  bestseller about infidelity among the idle rich has died of heart and lung failure at \n",
      "Tokens: ['sagan', 'dies', 'at', 'francoise', 'sagan', 'the', 'rebellious', 'french', 'writer', 'who', 'won', 'world', 'fame', 'as', 'a', 'teenager', 'with', 'bonjour', 'tristesse', 'her', 'bestseller', 'about', 'infidelity', 'among', 'the', 'idle', 'rich', 'has', 'died', 'of', 'heart', 'and', 'lung', 'failure', 'at']\n",
      "Removed Stopwords: ['sagan', 'dies', 'francoise', 'sagan', 'rebellious', 'french', 'writer', 'world', 'fame', 'teenager', 'bonjour', 'tristesse', 'bestseller', 'infidelity', 'among', 'idle', 'rich', 'died', 'heart', 'lung', 'failure']\n",
      "Stemmed Tokens: ['sagan', 'die', 'francois', 'sagan', 'rebelli', 'french', 'writer', 'world', 'fame', 'teenag', 'bonjour', 'tristess', 'bestsel', 'infidel', 'among', 'idl', 'rich', 'die', 'heart', 'lung', 'failur']\n",
      "Final Preprocessed Text: sagan die francois sagan rebelli french writer world fame teenag bonjour tristess bestsel infidel among idl rich die heart lung failur\n",
      "\n",
      "Original Text: UN repeats plea for hostage release in Afghanistan (AFP) AFP - The United Nations has reiterated a plea for the safe release of three UN workers taken hostage by alleged Islamic militants, as the crisis dragged into its third week with little known about the hostages' fate.\n",
      "Lowercased Text: un repeats plea for hostage release in afghanistan (afp) afp - the united nations has reiterated a plea for the safe release of three un workers taken hostage by alleged islamic militants, as the crisis dragged into its third week with little known about the hostages' fate.\n",
      "Removed URLs: un repeats plea for hostage release in afghanistan (afp) afp - the united nations has reiterated a plea for the safe release of three un workers taken hostage by alleged islamic militants, as the crisis dragged into its third week with little known about the hostages' fate.\n",
      "Removed HTML Tags: un repeats plea for hostage release in afghanistan (afp) afp - the united nations has reiterated a plea for the safe release of three un workers taken hostage by alleged islamic militants, as the crisis dragged into its third week with little known about the hostages' fate.\n",
      "Removed Special Characters: un repeats plea for hostage release in afghanistan afp afp  the united nations has reiterated a plea for the safe release of three un workers taken hostage by alleged islamic militants as the crisis dragged into its third week with little known about the hostages fate\n",
      "Tokens: ['un', 'repeats', 'plea', 'for', 'hostage', 'release', 'in', 'afghanistan', 'afp', 'afp', 'the', 'united', 'nations', 'has', 'reiterated', 'a', 'plea', 'for', 'the', 'safe', 'release', 'of', 'three', 'un', 'workers', 'taken', 'hostage', 'by', 'alleged', 'islamic', 'militants', 'as', 'the', 'crisis', 'dragged', 'into', 'its', 'third', 'week', 'with', 'little', 'known', 'about', 'the', 'hostages', 'fate']\n",
      "Removed Stopwords: ['un', 'repeats', 'plea', 'hostage', 'release', 'afghanistan', 'afp', 'afp', 'united', 'nations', 'reiterated', 'plea', 'safe', 'release', 'three', 'un', 'workers', 'taken', 'hostage', 'alleged', 'islamic', 'militants', 'crisis', 'dragged', 'third', 'week', 'little', 'known', 'hostages', 'fate']\n",
      "Stemmed Tokens: ['un', 'repeat', 'plea', 'hostag', 'releas', 'afghanistan', 'afp', 'afp', 'unit', 'nation', 'reiter', 'plea', 'safe', 'releas', 'three', 'un', 'worker', 'taken', 'hostag', 'alleg', 'islam', 'milit', 'crisi', 'drag', 'third', 'week', 'littl', 'known', 'hostag', 'fate']\n",
      "Final Preprocessed Text: un repeat plea hostag releas afghanistan afp afp unit nation reiter plea safe releas three un worker taken hostag alleg islam milit crisi drag third week littl known hostag fate\n",
      "\n",
      "Original Text: American, three other foreigners kidnapped in Baghdad; Baghdad &lt;b&gt;...&lt;/b&gt; Militants kidnapped an American and three other foreigners in a bloody assault on their office in the capital Monday, and gunmen assassinated \n",
      "Lowercased Text: american, three other foreigners kidnapped in baghdad; baghdad &lt;b&gt;...&lt;/b&gt; militants kidnapped an american and three other foreigners in a bloody assault on their office in the capital monday, and gunmen assassinated \n",
      "Removed URLs: american, three other foreigners kidnapped in baghdad; baghdad &lt;b&gt;...&lt;/b&gt; militants kidnapped an american and three other foreigners in a bloody assault on their office in the capital monday, and gunmen assassinated \n",
      "Removed HTML Tags: american, three other foreigners kidnapped in baghdad; baghdad &lt;b&gt;...&lt;/b&gt; militants kidnapped an american and three other foreigners in a bloody assault on their office in the capital monday, and gunmen assassinated \n",
      "Removed Special Characters: american three other foreigners kidnapped in baghdad baghdad ltbgtltbgt militants kidnapped an american and three other foreigners in a bloody assault on their office in the capital monday and gunmen assassinated \n",
      "Tokens: ['american', 'three', 'other', 'foreigners', 'kidnapped', 'in', 'baghdad', 'baghdad', 'ltbgtltbgt', 'militants', 'kidnapped', 'an', 'american', 'and', 'three', 'other', 'foreigners', 'in', 'a', 'bloody', 'assault', 'on', 'their', 'office', 'in', 'the', 'capital', 'monday', 'and', 'gunmen', 'assassinated']\n",
      "Removed Stopwords: ['american', 'three', 'foreigners', 'kidnapped', 'baghdad', 'baghdad', 'ltbgtltbgt', 'militants', 'kidnapped', 'american', 'three', 'foreigners', 'bloody', 'assault', 'office', 'capital', 'monday', 'gunmen', 'assassinated']\n",
      "Stemmed Tokens: ['american', 'three', 'foreign', 'kidnap', 'baghdad', 'baghdad', 'ltbgtltbgt', 'milit', 'kidnap', 'american', 'three', 'foreign', 'bloodi', 'assault', 'offic', 'capit', 'monday', 'gunmen', 'assassin']\n",
      "Final Preprocessed Text: american three foreign kidnap baghdad baghdad ltbgtltbgt milit kidnap american three foreign bloodi assault offic capit monday gunmen assassin\n",
      "\n",
      "Original Text: Palestinian leadership hinges on Arafat fortune: Israel Israeli Foreign Minister Silvan Shalom says any debate among Palestinians as to who will lead in the absence of the ailing Yasser Arafat is related to Mr Arafat #39;s personal fortune.\n",
      "Lowercased Text: palestinian leadership hinges on arafat fortune: israel israeli foreign minister silvan shalom says any debate among palestinians as to who will lead in the absence of the ailing yasser arafat is related to mr arafat #39;s personal fortune.\n",
      "Removed URLs: palestinian leadership hinges on arafat fortune: israel israeli foreign minister silvan shalom says any debate among palestinians as to who will lead in the absence of the ailing yasser arafat is related to mr arafat #39;s personal fortune.\n",
      "Removed HTML Tags: palestinian leadership hinges on arafat fortune: israel israeli foreign minister silvan shalom says any debate among palestinians as to who will lead in the absence of the ailing yasser arafat is related to mr arafat #39;s personal fortune.\n",
      "Removed Special Characters: palestinian leadership hinges on arafat fortune israel israeli foreign minister silvan shalom says any debate among palestinians as to who will lead in the absence of the ailing yasser arafat is related to mr arafat s personal fortune\n",
      "Tokens: ['palestinian', 'leadership', 'hinges', 'on', 'arafat', 'fortune', 'israel', 'israeli', 'foreign', 'minister', 'silvan', 'shalom', 'says', 'any', 'debate', 'among', 'palestinians', 'as', 'to', 'who', 'will', 'lead', 'in', 'the', 'absence', 'of', 'the', 'ailing', 'yasser', 'arafat', 'is', 'related', 'to', 'mr', 'arafat', 's', 'personal', 'fortune']\n",
      "Removed Stopwords: ['palestinian', 'leadership', 'hinges', 'arafat', 'fortune', 'israel', 'israeli', 'foreign', 'minister', 'silvan', 'shalom', 'says', 'debate', 'among', 'palestinians', 'lead', 'absence', 'ailing', 'yasser', 'arafat', 'related', 'mr', 'arafat', 'personal', 'fortune']\n",
      "Stemmed Tokens: ['palestinian', 'leadership', 'hing', 'arafat', 'fortun', 'israel', 'isra', 'foreign', 'minist', 'silvan', 'shalom', 'say', 'debat', 'among', 'palestinian', 'lead', 'absenc', 'ail', 'yasser', 'arafat', 'relat', 'mr', 'arafat', 'person', 'fortun']\n",
      "Final Preprocessed Text: palestinian leadership hing arafat fortun israel isra foreign minist silvan shalom say debat among palestinian lead absenc ail yasser arafat relat mr arafat person fortun\n",
      "\n",
      "Original Text: Suspected Israeli Agents Kill Militant in Syria  DAMASCUS (Reuters) - A bomb killed a Hamas official in  Damascus on Sunday when it tore through his car. Israel's  Channel Two television said Israel was behind the death and the  Palestinian militant group vowed revenge.\n",
      "Lowercased Text: suspected israeli agents kill militant in syria  damascus (reuters) - a bomb killed a hamas official in  damascus on sunday when it tore through his car. israel's  channel two television said israel was behind the death and the  palestinian militant group vowed revenge.\n",
      "Removed URLs: suspected israeli agents kill militant in syria  damascus (reuters) - a bomb killed a hamas official in  damascus on sunday when it tore through his car. israel's  channel two television said israel was behind the death and the  palestinian militant group vowed revenge.\n",
      "Removed HTML Tags: suspected israeli agents kill militant in syria  damascus (reuters) - a bomb killed a hamas official in  damascus on sunday when it tore through his car. israel's  channel two television said israel was behind the death and the  palestinian militant group vowed revenge.\n",
      "Removed Special Characters: suspected israeli agents kill militant in syria  damascus reuters  a bomb killed a hamas official in  damascus on sunday when it tore through his car israels  channel two television said israel was behind the death and the  palestinian militant group vowed revenge\n",
      "Tokens: ['suspected', 'israeli', 'agents', 'kill', 'militant', 'in', 'syria', 'damascus', 'reuters', 'a', 'bomb', 'killed', 'a', 'hamas', 'official', 'in', 'damascus', 'on', 'sunday', 'when', 'it', 'tore', 'through', 'his', 'car', 'israels', 'channel', 'two', 'television', 'said', 'israel', 'was', 'behind', 'the', 'death', 'and', 'the', 'palestinian', 'militant', 'group', 'vowed', 'revenge']\n",
      "Removed Stopwords: ['suspected', 'israeli', 'agents', 'kill', 'militant', 'syria', 'damascus', 'reuters', 'bomb', 'killed', 'hamas', 'official', 'damascus', 'sunday', 'tore', 'car', 'israels', 'channel', 'two', 'television', 'said', 'israel', 'behind', 'death', 'palestinian', 'militant', 'group', 'vowed', 'revenge']\n",
      "Stemmed Tokens: ['suspect', 'isra', 'agent', 'kill', 'milit', 'syria', 'damascu', 'reuter', 'bomb', 'kill', 'hama', 'offici', 'damascu', 'sunday', 'tore', 'car', 'israel', 'channel', 'two', 'televis', 'said', 'israel', 'behind', 'death', 'palestinian', 'milit', 'group', 'vow', 'reveng']\n",
      "Final Preprocessed Text: suspect isra agent kill milit syria damascu reuter bomb kill hama offici damascu sunday tore car israel channel two televis said israel behind death palestinian milit group vow reveng\n",
      "\n",
      "Original Text: A balancing act: Australia #39;s diplomatic relations HAMISH ROBERTSON: The Foreign Minister, Alexander Downer, sparked quite an argument last week with his comments in Beijing about whether Australia would side with the United States in any war over Taiwan.\n",
      "Lowercased Text: a balancing act: australia #39;s diplomatic relations hamish robertson: the foreign minister, alexander downer, sparked quite an argument last week with his comments in beijing about whether australia would side with the united states in any war over taiwan.\n",
      "Removed URLs: a balancing act: australia #39;s diplomatic relations hamish robertson: the foreign minister, alexander downer, sparked quite an argument last week with his comments in beijing about whether australia would side with the united states in any war over taiwan.\n",
      "Removed HTML Tags: a balancing act: australia #39;s diplomatic relations hamish robertson: the foreign minister, alexander downer, sparked quite an argument last week with his comments in beijing about whether australia would side with the united states in any war over taiwan.\n",
      "Removed Special Characters: a balancing act australia s diplomatic relations hamish robertson the foreign minister alexander downer sparked quite an argument last week with his comments in beijing about whether australia would side with the united states in any war over taiwan\n",
      "Tokens: ['a', 'balancing', 'act', 'australia', 's', 'diplomatic', 'relations', 'hamish', 'robertson', 'the', 'foreign', 'minister', 'alexander', 'downer', 'sparked', 'quite', 'an', 'argument', 'last', 'week', 'with', 'his', 'comments', 'in', 'beijing', 'about', 'whether', 'australia', 'would', 'side', 'with', 'the', 'united', 'states', 'in', 'any', 'war', 'over', 'taiwan']\n",
      "Removed Stopwords: ['balancing', 'act', 'australia', 'diplomatic', 'relations', 'hamish', 'robertson', 'foreign', 'minister', 'alexander', 'downer', 'sparked', 'quite', 'argument', 'last', 'week', 'comments', 'beijing', 'whether', 'australia', 'would', 'side', 'united', 'states', 'war', 'taiwan']\n",
      "Stemmed Tokens: ['balanc', 'act', 'australia', 'diplomat', 'relat', 'hamish', 'robertson', 'foreign', 'minist', 'alexand', 'downer', 'spark', 'quit', 'argument', 'last', 'week', 'comment', 'beij', 'whether', 'australia', 'would', 'side', 'unit', 'state', 'war', 'taiwan']\n",
      "Final Preprocessed Text: balanc act australia diplomat relat hamish robertson foreign minist alexand downer spark quit argument last week comment beij whether australia would side unit state war taiwan\n",
      "\n",
      "Original Text: F1: Panis to quit racing Toyota's Olivier Panis will retire from Formula One at the end of the 2004 season.\n",
      "Lowercased Text: f1: panis to quit racing toyota's olivier panis will retire from formula one at the end of the 2004 season.\n",
      "Removed URLs: f1: panis to quit racing toyota's olivier panis will retire from formula one at the end of the 2004 season.\n",
      "Removed HTML Tags: f1: panis to quit racing toyota's olivier panis will retire from formula one at the end of the 2004 season.\n",
      "Removed Special Characters: f panis to quit racing toyotas olivier panis will retire from formula one at the end of the  season\n",
      "Tokens: ['f', 'panis', 'to', 'quit', 'racing', 'toyotas', 'olivier', 'panis', 'will', 'retire', 'from', 'formula', 'one', 'at', 'the', 'end', 'of', 'the', 'season']\n",
      "Removed Stopwords: ['f', 'panis', 'quit', 'racing', 'toyotas', 'olivier', 'panis', 'retire', 'formula', 'one', 'end', 'season']\n",
      "Stemmed Tokens: ['f', 'pani', 'quit', 'race', 'toyota', 'olivi', 'pani', 'retir', 'formula', 'one', 'end', 'season']\n",
      "Final Preprocessed Text: f pani quit race toyota olivi pani retir formula one end season\n",
      "\n",
      "Original Text: US Forces Attack Iraqi Insurgents in Fallujah, Samarra Another US air strike on the Iraqi rebel-held city of Fallujah has killed at least five people and wounded 11 others. American and Iraqi forces also are pressing ahead with an offensive in the city of Samarra \n",
      "Lowercased Text: us forces attack iraqi insurgents in fallujah, samarra another us air strike on the iraqi rebel-held city of fallujah has killed at least five people and wounded 11 others. american and iraqi forces also are pressing ahead with an offensive in the city of samarra \n",
      "Removed URLs: us forces attack iraqi insurgents in fallujah, samarra another us air strike on the iraqi rebel-held city of fallujah has killed at least five people and wounded 11 others. american and iraqi forces also are pressing ahead with an offensive in the city of samarra \n",
      "Removed HTML Tags: us forces attack iraqi insurgents in fallujah, samarra another us air strike on the iraqi rebel-held city of fallujah has killed at least five people and wounded 11 others. american and iraqi forces also are pressing ahead with an offensive in the city of samarra \n",
      "Removed Special Characters: us forces attack iraqi insurgents in fallujah samarra another us air strike on the iraqi rebelheld city of fallujah has killed at least five people and wounded  others american and iraqi forces also are pressing ahead with an offensive in the city of samarra \n",
      "Tokens: ['us', 'forces', 'attack', 'iraqi', 'insurgents', 'in', 'fallujah', 'samarra', 'another', 'us', 'air', 'strike', 'on', 'the', 'iraqi', 'rebelheld', 'city', 'of', 'fallujah', 'has', 'killed', 'at', 'least', 'five', 'people', 'and', 'wounded', 'others', 'american', 'and', 'iraqi', 'forces', 'also', 'are', 'pressing', 'ahead', 'with', 'an', 'offensive', 'in', 'the', 'city', 'of', 'samarra']\n",
      "Removed Stopwords: ['us', 'forces', 'attack', 'iraqi', 'insurgents', 'fallujah', 'samarra', 'another', 'us', 'air', 'strike', 'iraqi', 'rebelheld', 'city', 'fallujah', 'killed', 'least', 'five', 'people', 'wounded', 'others', 'american', 'iraqi', 'forces', 'also', 'pressing', 'ahead', 'offensive', 'city', 'samarra']\n",
      "Stemmed Tokens: ['us', 'forc', 'attack', 'iraqi', 'insurg', 'fallujah', 'samarra', 'anoth', 'us', 'air', 'strike', 'iraqi', 'rebelheld', 'citi', 'fallujah', 'kill', 'least', 'five', 'peopl', 'wound', 'other', 'american', 'iraqi', 'forc', 'also', 'press', 'ahead', 'offens', 'citi', 'samarra']\n",
      "Final Preprocessed Text: us forc attack iraqi insurg fallujah samarra anoth us air strike iraqi rebelheld citi fallujah kill least five peopl wound other american iraqi forc also press ahead offens citi samarra\n",
      "\n",
      "Original Text: Nigerian Oil Delta Rebels Say 'War' to Start Oct 1  LAGOS (Reuters) - The Nigerian rebel group fighting  government troops in the oil-rich Niger delta said on Monday it  will launch \"all-out war on the Nigerian state\" from Oct. 1 and  advised all oil companies to shut production by then.\n",
      "Lowercased Text: nigerian oil delta rebels say 'war' to start oct 1  lagos (reuters) - the nigerian rebel group fighting  government troops in the oil-rich niger delta said on monday it  will launch \"all-out war on the nigerian state\" from oct. 1 and  advised all oil companies to shut production by then.\n",
      "Removed URLs: nigerian oil delta rebels say 'war' to start oct 1  lagos (reuters) - the nigerian rebel group fighting  government troops in the oil-rich niger delta said on monday it  will launch \"all-out war on the nigerian state\" from oct. 1 and  advised all oil companies to shut production by then.\n",
      "Removed HTML Tags: nigerian oil delta rebels say 'war' to start oct 1  lagos (reuters) - the nigerian rebel group fighting  government troops in the oil-rich niger delta said on monday it  will launch \"all-out war on the nigerian state\" from oct. 1 and  advised all oil companies to shut production by then.\n",
      "Removed Special Characters: nigerian oil delta rebels say war to start oct   lagos reuters  the nigerian rebel group fighting  government troops in the oilrich niger delta said on monday it  will launch allout war on the nigerian state from oct  and  advised all oil companies to shut production by then\n",
      "Tokens: ['nigerian', 'oil', 'delta', 'rebels', 'say', 'war', 'to', 'start', 'oct', 'lagos', 'reuters', 'the', 'nigerian', 'rebel', 'group', 'fighting', 'government', 'troops', 'in', 'the', 'oilrich', 'niger', 'delta', 'said', 'on', 'monday', 'it', 'will', 'launch', 'allout', 'war', 'on', 'the', 'nigerian', 'state', 'from', 'oct', 'and', 'advised', 'all', 'oil', 'companies', 'to', 'shut', 'production', 'by', 'then']\n",
      "Removed Stopwords: ['nigerian', 'oil', 'delta', 'rebels', 'say', 'war', 'start', 'oct', 'lagos', 'reuters', 'nigerian', 'rebel', 'group', 'fighting', 'government', 'troops', 'oilrich', 'niger', 'delta', 'said', 'monday', 'launch', 'allout', 'war', 'nigerian', 'state', 'oct', 'advised', 'oil', 'companies', 'shut', 'production']\n",
      "Stemmed Tokens: ['nigerian', 'oil', 'delta', 'rebel', 'say', 'war', 'start', 'oct', 'lago', 'reuter', 'nigerian', 'rebel', 'group', 'fight', 'govern', 'troop', 'oilrich', 'niger', 'delta', 'said', 'monday', 'launch', 'allout', 'war', 'nigerian', 'state', 'oct', 'advis', 'oil', 'compani', 'shut', 'product']\n",
      "Final Preprocessed Text: nigerian oil delta rebel say war start oct lago reuter nigerian rebel group fight govern troop oilrich niger delta said monday launch allout war nigerian state oct advis oil compani shut product\n",
      "\n",
      "Original Text: French citizens flee chaos in Ivory Coast About 150 American, Australian, Canadian and Spanish nationals gathered at Abidjan #39;s sleek, modern airport. A Spanish air force plane.\n",
      "Lowercased Text: french citizens flee chaos in ivory coast about 150 american, australian, canadian and spanish nationals gathered at abidjan #39;s sleek, modern airport. a spanish air force plane.\n",
      "Removed URLs: french citizens flee chaos in ivory coast about 150 american, australian, canadian and spanish nationals gathered at abidjan #39;s sleek, modern airport. a spanish air force plane.\n",
      "Removed HTML Tags: french citizens flee chaos in ivory coast about 150 american, australian, canadian and spanish nationals gathered at abidjan #39;s sleek, modern airport. a spanish air force plane.\n",
      "Removed Special Characters: french citizens flee chaos in ivory coast about  american australian canadian and spanish nationals gathered at abidjan s sleek modern airport a spanish air force plane\n",
      "Tokens: ['french', 'citizens', 'flee', 'chaos', 'in', 'ivory', 'coast', 'about', 'american', 'australian', 'canadian', 'and', 'spanish', 'nationals', 'gathered', 'at', 'abidjan', 's', 'sleek', 'modern', 'airport', 'a', 'spanish', 'air', 'force', 'plane']\n",
      "Removed Stopwords: ['french', 'citizens', 'flee', 'chaos', 'ivory', 'coast', 'american', 'australian', 'canadian', 'spanish', 'nationals', 'gathered', 'abidjan', 'sleek', 'modern', 'airport', 'spanish', 'air', 'force', 'plane']\n",
      "Stemmed Tokens: ['french', 'citizen', 'flee', 'chao', 'ivori', 'coast', 'american', 'australian', 'canadian', 'spanish', 'nation', 'gather', 'abidjan', 'sleek', 'modern', 'airport', 'spanish', 'air', 'forc', 'plane']\n",
      "Final Preprocessed Text: french citizen flee chao ivori coast american australian canadian spanish nation gather abidjan sleek modern airport spanish air forc plane\n",
      "\n",
      "Original Text: South American leaders vow to create an EU-styled political union With the European experience in their minds, South American leaders meet this week in Cuzco, the millenarian capital city of the Inca #39;s Empire in Peru, in an attempt to set the basis of the political unification of the continent and speed up the \n",
      "Lowercased Text: south american leaders vow to create an eu-styled political union with the european experience in their minds, south american leaders meet this week in cuzco, the millenarian capital city of the inca #39;s empire in peru, in an attempt to set the basis of the political unification of the continent and speed up the \n",
      "Removed URLs: south american leaders vow to create an eu-styled political union with the european experience in their minds, south american leaders meet this week in cuzco, the millenarian capital city of the inca #39;s empire in peru, in an attempt to set the basis of the political unification of the continent and speed up the \n",
      "Removed HTML Tags: south american leaders vow to create an eu-styled political union with the european experience in their minds, south american leaders meet this week in cuzco, the millenarian capital city of the inca #39;s empire in peru, in an attempt to set the basis of the political unification of the continent and speed up the \n",
      "Removed Special Characters: south american leaders vow to create an eustyled political union with the european experience in their minds south american leaders meet this week in cuzco the millenarian capital city of the inca s empire in peru in an attempt to set the basis of the political unification of the continent and speed up the \n",
      "Tokens: ['south', 'american', 'leaders', 'vow', 'to', 'create', 'an', 'eustyled', 'political', 'union', 'with', 'the', 'european', 'experience', 'in', 'their', 'minds', 'south', 'american', 'leaders', 'meet', 'this', 'week', 'in', 'cuzco', 'the', 'millenarian', 'capital', 'city', 'of', 'the', 'inca', 's', 'empire', 'in', 'peru', 'in', 'an', 'attempt', 'to', 'set', 'the', 'basis', 'of', 'the', 'political', 'unification', 'of', 'the', 'continent', 'and', 'speed', 'up', 'the']\n",
      "Removed Stopwords: ['south', 'american', 'leaders', 'vow', 'create', 'eustyled', 'political', 'union', 'european', 'experience', 'minds', 'south', 'american', 'leaders', 'meet', 'week', 'cuzco', 'millenarian', 'capital', 'city', 'inca', 'empire', 'peru', 'attempt', 'set', 'basis', 'political', 'unification', 'continent', 'speed']\n",
      "Stemmed Tokens: ['south', 'american', 'leader', 'vow', 'creat', 'eustyl', 'polit', 'union', 'european', 'experi', 'mind', 'south', 'american', 'leader', 'meet', 'week', 'cuzco', 'millenarian', 'capit', 'citi', 'inca', 'empir', 'peru', 'attempt', 'set', 'basi', 'polit', 'unif', 'contin', 'speed']\n",
      "Final Preprocessed Text: south american leader vow creat eustyl polit union european experi mind south american leader meet week cuzco millenarian capit citi inca empir peru attempt set basi polit unif contin speed\n",
      "\n",
      "Original Text: Croatia PM makes key Serbia visit Croatian Prime Minister Ivo Sanader is in Serbia - the first such visit since the war between the two former Yugoslav republics ended almost a decade ago.\n",
      "Lowercased Text: croatia pm makes key serbia visit croatian prime minister ivo sanader is in serbia - the first such visit since the war between the two former yugoslav republics ended almost a decade ago.\n",
      "Removed URLs: croatia pm makes key serbia visit croatian prime minister ivo sanader is in serbia - the first such visit since the war between the two former yugoslav republics ended almost a decade ago.\n",
      "Removed HTML Tags: croatia pm makes key serbia visit croatian prime minister ivo sanader is in serbia - the first such visit since the war between the two former yugoslav republics ended almost a decade ago.\n",
      "Removed Special Characters: croatia pm makes key serbia visit croatian prime minister ivo sanader is in serbia  the first such visit since the war between the two former yugoslav republics ended almost a decade ago\n",
      "Tokens: ['croatia', 'pm', 'makes', 'key', 'serbia', 'visit', 'croatian', 'prime', 'minister', 'ivo', 'sanader', 'is', 'in', 'serbia', 'the', 'first', 'such', 'visit', 'since', 'the', 'war', 'between', 'the', 'two', 'former', 'yugoslav', 'republics', 'ended', 'almost', 'a', 'decade', 'ago']\n",
      "Removed Stopwords: ['croatia', 'pm', 'makes', 'key', 'serbia', 'visit', 'croatian', 'prime', 'minister', 'ivo', 'sanader', 'serbia', 'first', 'visit', 'since', 'war', 'two', 'former', 'yugoslav', 'republics', 'ended', 'almost', 'decade', 'ago']\n",
      "Stemmed Tokens: ['croatia', 'pm', 'make', 'key', 'serbia', 'visit', 'croatian', 'prime', 'minist', 'ivo', 'sanad', 'serbia', 'first', 'visit', 'sinc', 'war', 'two', 'former', 'yugoslav', 'republ', 'end', 'almost', 'decad', 'ago']\n",
      "Final Preprocessed Text: croatia pm make key serbia visit croatian prime minist ivo sanad serbia first visit sinc war two former yugoslav republ end almost decad ago\n",
      "\n",
      "Original Text: Mexico's Fox Vows Justice in Mob Slayings (AP) AP - President Vicente Fox on Monday promised the relatives of a federal police officer burned alive by an angry mob that he would ensure those responsible for the killing are punished and that police authorities who failed to come to his aid would be investigated.\n",
      "Lowercased Text: mexico's fox vows justice in mob slayings (ap) ap - president vicente fox on monday promised the relatives of a federal police officer burned alive by an angry mob that he would ensure those responsible for the killing are punished and that police authorities who failed to come to his aid would be investigated.\n",
      "Removed URLs: mexico's fox vows justice in mob slayings (ap) ap - president vicente fox on monday promised the relatives of a federal police officer burned alive by an angry mob that he would ensure those responsible for the killing are punished and that police authorities who failed to come to his aid would be investigated.\n",
      "Removed HTML Tags: mexico's fox vows justice in mob slayings (ap) ap - president vicente fox on monday promised the relatives of a federal police officer burned alive by an angry mob that he would ensure those responsible for the killing are punished and that police authorities who failed to come to his aid would be investigated.\n",
      "Removed Special Characters: mexicos fox vows justice in mob slayings ap ap  president vicente fox on monday promised the relatives of a federal police officer burned alive by an angry mob that he would ensure those responsible for the killing are punished and that police authorities who failed to come to his aid would be investigated\n",
      "Tokens: ['mexicos', 'fox', 'vows', 'justice', 'in', 'mob', 'slayings', 'ap', 'ap', 'president', 'vicente', 'fox', 'on', 'monday', 'promised', 'the', 'relatives', 'of', 'a', 'federal', 'police', 'officer', 'burned', 'alive', 'by', 'an', 'angry', 'mob', 'that', 'he', 'would', 'ensure', 'those', 'responsible', 'for', 'the', 'killing', 'are', 'punished', 'and', 'that', 'police', 'authorities', 'who', 'failed', 'to', 'come', 'to', 'his', 'aid', 'would', 'be', 'investigated']\n",
      "Removed Stopwords: ['mexicos', 'fox', 'vows', 'justice', 'mob', 'slayings', 'ap', 'ap', 'president', 'vicente', 'fox', 'monday', 'promised', 'relatives', 'federal', 'police', 'officer', 'burned', 'alive', 'angry', 'mob', 'would', 'ensure', 'responsible', 'killing', 'punished', 'police', 'authorities', 'failed', 'come', 'aid', 'would', 'investigated']\n",
      "Stemmed Tokens: ['mexico', 'fox', 'vow', 'justic', 'mob', 'slay', 'ap', 'ap', 'presid', 'vicent', 'fox', 'monday', 'promis', 'rel', 'feder', 'polic', 'offic', 'burn', 'aliv', 'angri', 'mob', 'would', 'ensur', 'respons', 'kill', 'punish', 'polic', 'author', 'fail', 'come', 'aid', 'would', 'investig']\n",
      "Final Preprocessed Text: mexico fox vow justic mob slay ap ap presid vicent fox monday promis rel feder polic offic burn aliv angri mob would ensur respons kill punish polic author fail come aid would investig\n",
      "\n",
      "Original Text: Oil rises on Jeddah, Nigeria attacks Oil prices headed higher after Nigerian locals seized oil pumping stations, with news of an attack on the US consulate in Jeddah, Saudi Arabia, also pushing prices higher, dealers said.\n",
      "Lowercased Text: oil rises on jeddah, nigeria attacks oil prices headed higher after nigerian locals seized oil pumping stations, with news of an attack on the us consulate in jeddah, saudi arabia, also pushing prices higher, dealers said.\n",
      "Removed URLs: oil rises on jeddah, nigeria attacks oil prices headed higher after nigerian locals seized oil pumping stations, with news of an attack on the us consulate in jeddah, saudi arabia, also pushing prices higher, dealers said.\n",
      "Removed HTML Tags: oil rises on jeddah, nigeria attacks oil prices headed higher after nigerian locals seized oil pumping stations, with news of an attack on the us consulate in jeddah, saudi arabia, also pushing prices higher, dealers said.\n",
      "Removed Special Characters: oil rises on jeddah nigeria attacks oil prices headed higher after nigerian locals seized oil pumping stations with news of an attack on the us consulate in jeddah saudi arabia also pushing prices higher dealers said\n",
      "Tokens: ['oil', 'rises', 'on', 'jeddah', 'nigeria', 'attacks', 'oil', 'prices', 'headed', 'higher', 'after', 'nigerian', 'locals', 'seized', 'oil', 'pumping', 'stations', 'with', 'news', 'of', 'an', 'attack', 'on', 'the', 'us', 'consulate', 'in', 'jeddah', 'saudi', 'arabia', 'also', 'pushing', 'prices', 'higher', 'dealers', 'said']\n",
      "Removed Stopwords: ['oil', 'rises', 'jeddah', 'nigeria', 'attacks', 'oil', 'prices', 'headed', 'higher', 'nigerian', 'locals', 'seized', 'oil', 'pumping', 'stations', 'news', 'attack', 'us', 'consulate', 'jeddah', 'saudi', 'arabia', 'also', 'pushing', 'prices', 'higher', 'dealers', 'said']\n",
      "Stemmed Tokens: ['oil', 'rise', 'jeddah', 'nigeria', 'attack', 'oil', 'price', 'head', 'higher', 'nigerian', 'local', 'seiz', 'oil', 'pump', 'station', 'news', 'attack', 'us', 'consul', 'jeddah', 'saudi', 'arabia', 'also', 'push', 'price', 'higher', 'dealer', 'said']\n",
      "Final Preprocessed Text: oil rise jeddah nigeria attack oil price head higher nigerian local seiz oil pump station news attack us consul jeddah saudi arabia also push price higher dealer said\n",
      "\n",
      "Original Text: Asia-Pacific powers to set sights on N. Korean nukes, trade &lt;b&gt;...&lt;/b&gt; SANTIAGO : Asia-Pacific power brokers, starring US Secretary of State Colin Powell, convene here Wednesday determined to suppress terrorism, free up world trade and thwart North Korean nuclear ambitions.\n",
      "Lowercased Text: asia-pacific powers to set sights on n. korean nukes, trade &lt;b&gt;...&lt;/b&gt; santiago : asia-pacific power brokers, starring us secretary of state colin powell, convene here wednesday determined to suppress terrorism, free up world trade and thwart north korean nuclear ambitions.\n",
      "Removed URLs: asia-pacific powers to set sights on n. korean nukes, trade &lt;b&gt;...&lt;/b&gt; santiago : asia-pacific power brokers, starring us secretary of state colin powell, convene here wednesday determined to suppress terrorism, free up world trade and thwart north korean nuclear ambitions.\n",
      "Removed HTML Tags: asia-pacific powers to set sights on n. korean nukes, trade &lt;b&gt;...&lt;/b&gt; santiago : asia-pacific power brokers, starring us secretary of state colin powell, convene here wednesday determined to suppress terrorism, free up world trade and thwart north korean nuclear ambitions.\n",
      "Removed Special Characters: asiapacific powers to set sights on n korean nukes trade ltbgtltbgt santiago  asiapacific power brokers starring us secretary of state colin powell convene here wednesday determined to suppress terrorism free up world trade and thwart north korean nuclear ambitions\n",
      "Tokens: ['asiapacific', 'powers', 'to', 'set', 'sights', 'on', 'n', 'korean', 'nukes', 'trade', 'ltbgtltbgt', 'santiago', 'asiapacific', 'power', 'brokers', 'starring', 'us', 'secretary', 'of', 'state', 'colin', 'powell', 'convene', 'here', 'wednesday', 'determined', 'to', 'suppress', 'terrorism', 'free', 'up', 'world', 'trade', 'and', 'thwart', 'north', 'korean', 'nuclear', 'ambitions']\n",
      "Removed Stopwords: ['asiapacific', 'powers', 'set', 'sights', 'n', 'korean', 'nukes', 'trade', 'ltbgtltbgt', 'santiago', 'asiapacific', 'power', 'brokers', 'starring', 'us', 'secretary', 'state', 'colin', 'powell', 'convene', 'wednesday', 'determined', 'suppress', 'terrorism', 'free', 'world', 'trade', 'thwart', 'north', 'korean', 'nuclear', 'ambitions']\n",
      "Stemmed Tokens: ['asiapacif', 'power', 'set', 'sight', 'n', 'korean', 'nuke', 'trade', 'ltbgtltbgt', 'santiago', 'asiapacif', 'power', 'broker', 'star', 'us', 'secretari', 'state', 'colin', 'powel', 'conven', 'wednesday', 'determin', 'suppress', 'terror', 'free', 'world', 'trade', 'thwart', 'north', 'korean', 'nuclear', 'ambit']\n",
      "Final Preprocessed Text: asiapacif power set sight n korean nuke trade ltbgtltbgt santiago asiapacif power broker star us secretari state colin powel conven wednesday determin suppress terror free world trade thwart north korean nuclear ambit\n",
      "\n",
      "Original Text: Ivory Coast Rebels Warn War Could Start Again  BOUAKE, Ivory Coast (Reuters) - Rebels in Ivory Coast said  on Thursday they were withdrawing from a long-delayed  disarmament process, warning that the war that broke out in the  world's top cocoa grower in 2002 could start again soon.\n",
      "Lowercased Text: ivory coast rebels warn war could start again  bouake, ivory coast (reuters) - rebels in ivory coast said  on thursday they were withdrawing from a long-delayed  disarmament process, warning that the war that broke out in the  world's top cocoa grower in 2002 could start again soon.\n",
      "Removed URLs: ivory coast rebels warn war could start again  bouake, ivory coast (reuters) - rebels in ivory coast said  on thursday they were withdrawing from a long-delayed  disarmament process, warning that the war that broke out in the  world's top cocoa grower in 2002 could start again soon.\n",
      "Removed HTML Tags: ivory coast rebels warn war could start again  bouake, ivory coast (reuters) - rebels in ivory coast said  on thursday they were withdrawing from a long-delayed  disarmament process, warning that the war that broke out in the  world's top cocoa grower in 2002 could start again soon.\n",
      "Removed Special Characters: ivory coast rebels warn war could start again  bouake ivory coast reuters  rebels in ivory coast said  on thursday they were withdrawing from a longdelayed  disarmament process warning that the war that broke out in the  worlds top cocoa grower in  could start again soon\n",
      "Tokens: ['ivory', 'coast', 'rebels', 'warn', 'war', 'could', 'start', 'again', 'bouake', 'ivory', 'coast', 'reuters', 'rebels', 'in', 'ivory', 'coast', 'said', 'on', 'thursday', 'they', 'were', 'withdrawing', 'from', 'a', 'longdelayed', 'disarmament', 'process', 'warning', 'that', 'the', 'war', 'that', 'broke', 'out', 'in', 'the', 'worlds', 'top', 'cocoa', 'grower', 'in', 'could', 'start', 'again', 'soon']\n",
      "Removed Stopwords: ['ivory', 'coast', 'rebels', 'warn', 'war', 'could', 'start', 'bouake', 'ivory', 'coast', 'reuters', 'rebels', 'ivory', 'coast', 'said', 'thursday', 'withdrawing', 'longdelayed', 'disarmament', 'process', 'warning', 'war', 'broke', 'worlds', 'top', 'cocoa', 'grower', 'could', 'start', 'soon']\n",
      "Stemmed Tokens: ['ivori', 'coast', 'rebel', 'warn', 'war', 'could', 'start', 'bouak', 'ivori', 'coast', 'reuter', 'rebel', 'ivori', 'coast', 'said', 'thursday', 'withdraw', 'longdelay', 'disarma', 'process', 'warn', 'war', 'broke', 'world', 'top', 'cocoa', 'grower', 'could', 'start', 'soon']\n",
      "Final Preprocessed Text: ivori coast rebel warn war could start bouak ivori coast reuter rebel ivori coast said thursday withdraw longdelay disarma process warn war broke world top cocoa grower could start soon\n",
      "\n",
      "Original Text: * Norway seriously concerned over factional killings Sept 29, Colombo: The Norwegian government has expressed serious concern over the political killings in Sri Lanka. Norwegian Ambassador in Colombo Hans Brattskar made this statement when he met SP Tamilselvan \n",
      "Lowercased Text: * norway seriously concerned over factional killings sept 29, colombo: the norwegian government has expressed serious concern over the political killings in sri lanka. norwegian ambassador in colombo hans brattskar made this statement when he met sp tamilselvan \n",
      "Removed URLs: * norway seriously concerned over factional killings sept 29, colombo: the norwegian government has expressed serious concern over the political killings in sri lanka. norwegian ambassador in colombo hans brattskar made this statement when he met sp tamilselvan \n",
      "Removed HTML Tags: * norway seriously concerned over factional killings sept 29, colombo: the norwegian government has expressed serious concern over the political killings in sri lanka. norwegian ambassador in colombo hans brattskar made this statement when he met sp tamilselvan \n",
      "Removed Special Characters:  norway seriously concerned over factional killings sept  colombo the norwegian government has expressed serious concern over the political killings in sri lanka norwegian ambassador in colombo hans brattskar made this statement when he met sp tamilselvan \n",
      "Tokens: ['norway', 'seriously', 'concerned', 'over', 'factional', 'killings', 'sept', 'colombo', 'the', 'norwegian', 'government', 'has', 'expressed', 'serious', 'concern', 'over', 'the', 'political', 'killings', 'in', 'sri', 'lanka', 'norwegian', 'ambassador', 'in', 'colombo', 'hans', 'brattskar', 'made', 'this', 'statement', 'when', 'he', 'met', 'sp', 'tamilselvan']\n",
      "Removed Stopwords: ['norway', 'seriously', 'concerned', 'factional', 'killings', 'sept', 'colombo', 'norwegian', 'government', 'expressed', 'serious', 'concern', 'political', 'killings', 'sri', 'lanka', 'norwegian', 'ambassador', 'colombo', 'hans', 'brattskar', 'made', 'statement', 'met', 'sp', 'tamilselvan']\n",
      "Stemmed Tokens: ['norway', 'serious', 'concern', 'faction', 'kill', 'sept', 'colombo', 'norwegian', 'govern', 'express', 'seriou', 'concern', 'polit', 'kill', 'sri', 'lanka', 'norwegian', 'ambassador', 'colombo', 'han', 'brattskar', 'made', 'statement', 'met', 'sp', 'tamilselvan']\n",
      "Final Preprocessed Text: norway serious concern faction kill sept colombo norwegian govern express seriou concern polit kill sri lanka norwegian ambassador colombo han brattskar made statement met sp tamilselvan\n",
      "\n",
      "Original Text: Report: Blair Recovering Well After Heart Operation  LONDON (Reuters) - British Prime Minister Tony Blair has  had a successful operation for recurrent heart palpitations and  is \"doing well,\" Sky TV reported Friday.\n",
      "Lowercased Text: report: blair recovering well after heart operation  london (reuters) - british prime minister tony blair has  had a successful operation for recurrent heart palpitations and  is \"doing well,\" sky tv reported friday.\n",
      "Removed URLs: report: blair recovering well after heart operation  london (reuters) - british prime minister tony blair has  had a successful operation for recurrent heart palpitations and  is \"doing well,\" sky tv reported friday.\n",
      "Removed HTML Tags: report: blair recovering well after heart operation  london (reuters) - british prime minister tony blair has  had a successful operation for recurrent heart palpitations and  is \"doing well,\" sky tv reported friday.\n",
      "Removed Special Characters: report blair recovering well after heart operation  london reuters  british prime minister tony blair has  had a successful operation for recurrent heart palpitations and  is doing well sky tv reported friday\n",
      "Tokens: ['report', 'blair', 'recovering', 'well', 'after', 'heart', 'operation', 'london', 'reuters', 'british', 'prime', 'minister', 'tony', 'blair', 'has', 'had', 'a', 'successful', 'operation', 'for', 'recurrent', 'heart', 'palpitations', 'and', 'is', 'doing', 'well', 'sky', 'tv', 'reported', 'friday']\n",
      "Removed Stopwords: ['report', 'blair', 'recovering', 'well', 'heart', 'operation', 'london', 'reuters', 'british', 'prime', 'minister', 'tony', 'blair', 'successful', 'operation', 'recurrent', 'heart', 'palpitations', 'well', 'sky', 'tv', 'reported', 'friday']\n",
      "Stemmed Tokens: ['report', 'blair', 'recov', 'well', 'heart', 'oper', 'london', 'reuter', 'british', 'prime', 'minist', 'toni', 'blair', 'success', 'oper', 'recurr', 'heart', 'palpit', 'well', 'sky', 'tv', 'report', 'friday']\n",
      "Final Preprocessed Text: report blair recov well heart oper london reuter british prime minist toni blair success oper recurr heart palpit well sky tv report friday\n",
      "\n",
      "Original Text: Cubs Defeat Marlins, 5-1, in NL Showdown MIAMI - Mark Prior allowed five hits in 7 2-3 innings to out-pitch Carl Pavano, and the Chicago Cubs moved one percentage point ahead of San Francisco atop the NL wild-card standings by beating the Florida Marlins 5-1 in the first game of a doubleheader Monday.    Corey Patterson's two-run double in the second inning put the Cubs ahead to stay...\n",
      "Lowercased Text: cubs defeat marlins, 5-1, in nl showdown miami - mark prior allowed five hits in 7 2-3 innings to out-pitch carl pavano, and the chicago cubs moved one percentage point ahead of san francisco atop the nl wild-card standings by beating the florida marlins 5-1 in the first game of a doubleheader monday.    corey patterson's two-run double in the second inning put the cubs ahead to stay...\n",
      "Removed URLs: cubs defeat marlins, 5-1, in nl showdown miami - mark prior allowed five hits in 7 2-3 innings to out-pitch carl pavano, and the chicago cubs moved one percentage point ahead of san francisco atop the nl wild-card standings by beating the florida marlins 5-1 in the first game of a doubleheader monday.    corey patterson's two-run double in the second inning put the cubs ahead to stay...\n",
      "Removed HTML Tags: cubs defeat marlins, 5-1, in nl showdown miami - mark prior allowed five hits in 7 2-3 innings to out-pitch carl pavano, and the chicago cubs moved one percentage point ahead of san francisco atop the nl wild-card standings by beating the florida marlins 5-1 in the first game of a doubleheader monday.    corey patterson's two-run double in the second inning put the cubs ahead to stay...\n",
      "Removed Special Characters: cubs defeat marlins  in nl showdown miami  mark prior allowed five hits in   innings to outpitch carl pavano and the chicago cubs moved one percentage point ahead of san francisco atop the nl wildcard standings by beating the florida marlins  in the first game of a doubleheader monday    corey pattersons tworun double in the second inning put the cubs ahead to stay\n",
      "Tokens: ['cubs', 'defeat', 'marlins', 'in', 'nl', 'showdown', 'miami', 'mark', 'prior', 'allowed', 'five', 'hits', 'in', 'innings', 'to', 'outpitch', 'carl', 'pavano', 'and', 'the', 'chicago', 'cubs', 'moved', 'one', 'percentage', 'point', 'ahead', 'of', 'san', 'francisco', 'atop', 'the', 'nl', 'wildcard', 'standings', 'by', 'beating', 'the', 'florida', 'marlins', 'in', 'the', 'first', 'game', 'of', 'a', 'doubleheader', 'monday', 'corey', 'pattersons', 'tworun', 'double', 'in', 'the', 'second', 'inning', 'put', 'the', 'cubs', 'ahead', 'to', 'stay']\n",
      "Removed Stopwords: ['cubs', 'defeat', 'marlins', 'nl', 'showdown', 'miami', 'mark', 'prior', 'allowed', 'five', 'hits', 'innings', 'outpitch', 'carl', 'pavano', 'chicago', 'cubs', 'moved', 'one', 'percentage', 'point', 'ahead', 'san', 'francisco', 'atop', 'nl', 'wildcard', 'standings', 'beating', 'florida', 'marlins', 'first', 'game', 'doubleheader', 'monday', 'corey', 'pattersons', 'tworun', 'double', 'second', 'inning', 'put', 'cubs', 'ahead', 'stay']\n",
      "Stemmed Tokens: ['cub', 'defeat', 'marlin', 'nl', 'showdown', 'miami', 'mark', 'prior', 'allow', 'five', 'hit', 'inning', 'outpitch', 'carl', 'pavano', 'chicago', 'cub', 'move', 'one', 'percentag', 'point', 'ahead', 'san', 'francisco', 'atop', 'nl', 'wildcard', 'stand', 'beat', 'florida', 'marlin', 'first', 'game', 'doublehead', 'monday', 'corey', 'patterson', 'tworun', 'doubl', 'second', 'inning', 'put', 'cub', 'ahead', 'stay']\n",
      "Final Preprocessed Text: cub defeat marlin nl showdown miami mark prior allow five hit inning outpitch carl pavano chicago cub move one percentag point ahead san francisco atop nl wildcard stand beat florida marlin first game doublehead monday corey patterson tworun doubl second inning put cub ahead stay\n",
      "\n",
      "Original Text: Iranian Diplomat Freed By Iraqi Captors 27 September 2004 -- An Iranian diplomat was freed by his captors in Iraq today after spending more than a month as a hostage. Iran #39;s Foreign Ministry confirmed that Faridoun Jahani, the Iranian consul in \n",
      "Lowercased Text: iranian diplomat freed by iraqi captors 27 september 2004 -- an iranian diplomat was freed by his captors in iraq today after spending more than a month as a hostage. iran #39;s foreign ministry confirmed that faridoun jahani, the iranian consul in \n",
      "Removed URLs: iranian diplomat freed by iraqi captors 27 september 2004 -- an iranian diplomat was freed by his captors in iraq today after spending more than a month as a hostage. iran #39;s foreign ministry confirmed that faridoun jahani, the iranian consul in \n",
      "Removed HTML Tags: iranian diplomat freed by iraqi captors 27 september 2004 -- an iranian diplomat was freed by his captors in iraq today after spending more than a month as a hostage. iran #39;s foreign ministry confirmed that faridoun jahani, the iranian consul in \n",
      "Removed Special Characters: iranian diplomat freed by iraqi captors  september   an iranian diplomat was freed by his captors in iraq today after spending more than a month as a hostage iran s foreign ministry confirmed that faridoun jahani the iranian consul in \n",
      "Tokens: ['iranian', 'diplomat', 'freed', 'by', 'iraqi', 'captors', 'september', 'an', 'iranian', 'diplomat', 'was', 'freed', 'by', 'his', 'captors', 'in', 'iraq', 'today', 'after', 'spending', 'more', 'than', 'a', 'month', 'as', 'a', 'hostage', 'iran', 's', 'foreign', 'ministry', 'confirmed', 'that', 'faridoun', 'jahani', 'the', 'iranian', 'consul', 'in']\n",
      "Removed Stopwords: ['iranian', 'diplomat', 'freed', 'iraqi', 'captors', 'september', 'iranian', 'diplomat', 'freed', 'captors', 'iraq', 'today', 'spending', 'month', 'hostage', 'iran', 'foreign', 'ministry', 'confirmed', 'faridoun', 'jahani', 'iranian', 'consul']\n",
      "Stemmed Tokens: ['iranian', 'diplomat', 'freed', 'iraqi', 'captor', 'septemb', 'iranian', 'diplomat', 'freed', 'captor', 'iraq', 'today', 'spend', 'month', 'hostag', 'iran', 'foreign', 'ministri', 'confirm', 'faridoun', 'jahani', 'iranian', 'consul']\n",
      "Final Preprocessed Text: iranian diplomat freed iraqi captor septemb iranian diplomat freed captor iraq today spend month hostag iran foreign ministri confirm faridoun jahani iranian consul\n",
      "\n",
      "Original Text: Iraqis may extend election amid violence Iraq may modify plans for its first free election to give people more time to vote next month, officials said on Wednesday as suicide bombers and gunmen again struck Sunni Muslim towns north and west of the capital.\n",
      "Lowercased Text: iraqis may extend election amid violence iraq may modify plans for its first free election to give people more time to vote next month, officials said on wednesday as suicide bombers and gunmen again struck sunni muslim towns north and west of the capital.\n",
      "Removed URLs: iraqis may extend election amid violence iraq may modify plans for its first free election to give people more time to vote next month, officials said on wednesday as suicide bombers and gunmen again struck sunni muslim towns north and west of the capital.\n",
      "Removed HTML Tags: iraqis may extend election amid violence iraq may modify plans for its first free election to give people more time to vote next month, officials said on wednesday as suicide bombers and gunmen again struck sunni muslim towns north and west of the capital.\n",
      "Removed Special Characters: iraqis may extend election amid violence iraq may modify plans for its first free election to give people more time to vote next month officials said on wednesday as suicide bombers and gunmen again struck sunni muslim towns north and west of the capital\n",
      "Tokens: ['iraqis', 'may', 'extend', 'election', 'amid', 'violence', 'iraq', 'may', 'modify', 'plans', 'for', 'its', 'first', 'free', 'election', 'to', 'give', 'people', 'more', 'time', 'to', 'vote', 'next', 'month', 'officials', 'said', 'on', 'wednesday', 'as', 'suicide', 'bombers', 'and', 'gunmen', 'again', 'struck', 'sunni', 'muslim', 'towns', 'north', 'and', 'west', 'of', 'the', 'capital']\n",
      "Removed Stopwords: ['iraqis', 'may', 'extend', 'election', 'amid', 'violence', 'iraq', 'may', 'modify', 'plans', 'first', 'free', 'election', 'give', 'people', 'time', 'vote', 'next', 'month', 'officials', 'said', 'wednesday', 'suicide', 'bombers', 'gunmen', 'struck', 'sunni', 'muslim', 'towns', 'north', 'west', 'capital']\n",
      "Stemmed Tokens: ['iraqi', 'may', 'extend', 'elect', 'amid', 'violenc', 'iraq', 'may', 'modifi', 'plan', 'first', 'free', 'elect', 'give', 'peopl', 'time', 'vote', 'next', 'month', 'offici', 'said', 'wednesday', 'suicid', 'bomber', 'gunmen', 'struck', 'sunni', 'muslim', 'town', 'north', 'west', 'capit']\n",
      "Final Preprocessed Text: iraqi may extend elect amid violenc iraq may modifi plan first free elect give peopl time vote next month offici said wednesday suicid bomber gunmen struck sunni muslim town north west capit\n",
      "\n",
      "Original Text: Powell Visits Port-Au-Prince, Urges World Help to Control Haitian &lt;b&gt;...&lt;/b&gt; Secretary of State Colin Powell held talks in Port-au-Prince Wednesday in a brief visit to Haiti marred by a shooting incident outside the presidential palace as he met officials of the country #39;s interim government.\n",
      "Lowercased Text: powell visits port-au-prince, urges world help to control haitian &lt;b&gt;...&lt;/b&gt; secretary of state colin powell held talks in port-au-prince wednesday in a brief visit to haiti marred by a shooting incident outside the presidential palace as he met officials of the country #39;s interim government.\n",
      "Removed URLs: powell visits port-au-prince, urges world help to control haitian &lt;b&gt;...&lt;/b&gt; secretary of state colin powell held talks in port-au-prince wednesday in a brief visit to haiti marred by a shooting incident outside the presidential palace as he met officials of the country #39;s interim government.\n",
      "Removed HTML Tags: powell visits port-au-prince, urges world help to control haitian &lt;b&gt;...&lt;/b&gt; secretary of state colin powell held talks in port-au-prince wednesday in a brief visit to haiti marred by a shooting incident outside the presidential palace as he met officials of the country #39;s interim government.\n",
      "Removed Special Characters: powell visits portauprince urges world help to control haitian ltbgtltbgt secretary of state colin powell held talks in portauprince wednesday in a brief visit to haiti marred by a shooting incident outside the presidential palace as he met officials of the country s interim government\n",
      "Tokens: ['powell', 'visits', 'portauprince', 'urges', 'world', 'help', 'to', 'control', 'haitian', 'ltbgtltbgt', 'secretary', 'of', 'state', 'colin', 'powell', 'held', 'talks', 'in', 'portauprince', 'wednesday', 'in', 'a', 'brief', 'visit', 'to', 'haiti', 'marred', 'by', 'a', 'shooting', 'incident', 'outside', 'the', 'presidential', 'palace', 'as', 'he', 'met', 'officials', 'of', 'the', 'country', 's', 'interim', 'government']\n",
      "Removed Stopwords: ['powell', 'visits', 'portauprince', 'urges', 'world', 'help', 'control', 'haitian', 'ltbgtltbgt', 'secretary', 'state', 'colin', 'powell', 'held', 'talks', 'portauprince', 'wednesday', 'brief', 'visit', 'haiti', 'marred', 'shooting', 'incident', 'outside', 'presidential', 'palace', 'met', 'officials', 'country', 'interim', 'government']\n",
      "Stemmed Tokens: ['powel', 'visit', 'portauprinc', 'urg', 'world', 'help', 'control', 'haitian', 'ltbgtltbgt', 'secretari', 'state', 'colin', 'powel', 'held', 'talk', 'portauprinc', 'wednesday', 'brief', 'visit', 'haiti', 'mar', 'shoot', 'incid', 'outsid', 'presidenti', 'palac', 'met', 'offici', 'countri', 'interim', 'govern']\n",
      "Final Preprocessed Text: powel visit portauprinc urg world help control haitian ltbgtltbgt secretari state colin powel held talk portauprinc wednesday brief visit haiti mar shoot incid outsid presidenti palac met offici countri interim govern\n",
      "\n",
      "Original Text: Pakistan sweep nets bomb suspects Pakistan has arrested more than five suspects in a plot to bomb several high-profile targets in Islamabad, including the US Embassy and the official residences of Pakistan #39;s president, Gen.\n",
      "Lowercased Text: pakistan sweep nets bomb suspects pakistan has arrested more than five suspects in a plot to bomb several high-profile targets in islamabad, including the us embassy and the official residences of pakistan #39;s president, gen.\n",
      "Removed URLs: pakistan sweep nets bomb suspects pakistan has arrested more than five suspects in a plot to bomb several high-profile targets in islamabad, including the us embassy and the official residences of pakistan #39;s president, gen.\n",
      "Removed HTML Tags: pakistan sweep nets bomb suspects pakistan has arrested more than five suspects in a plot to bomb several high-profile targets in islamabad, including the us embassy and the official residences of pakistan #39;s president, gen.\n",
      "Removed Special Characters: pakistan sweep nets bomb suspects pakistan has arrested more than five suspects in a plot to bomb several highprofile targets in islamabad including the us embassy and the official residences of pakistan s president gen\n",
      "Tokens: ['pakistan', 'sweep', 'nets', 'bomb', 'suspects', 'pakistan', 'has', 'arrested', 'more', 'than', 'five', 'suspects', 'in', 'a', 'plot', 'to', 'bomb', 'several', 'highprofile', 'targets', 'in', 'islamabad', 'including', 'the', 'us', 'embassy', 'and', 'the', 'official', 'residences', 'of', 'pakistan', 's', 'president', 'gen']\n",
      "Removed Stopwords: ['pakistan', 'sweep', 'nets', 'bomb', 'suspects', 'pakistan', 'arrested', 'five', 'suspects', 'plot', 'bomb', 'several', 'highprofile', 'targets', 'islamabad', 'including', 'us', 'embassy', 'official', 'residences', 'pakistan', 'president', 'gen']\n",
      "Stemmed Tokens: ['pakistan', 'sweep', 'net', 'bomb', 'suspect', 'pakistan', 'arrest', 'five', 'suspect', 'plot', 'bomb', 'sever', 'highprofil', 'target', 'islamabad', 'includ', 'us', 'embassi', 'offici', 'resid', 'pakistan', 'presid', 'gen']\n",
      "Final Preprocessed Text: pakistan sweep net bomb suspect pakistan arrest five suspect plot bomb sever highprofil target islamabad includ us embassi offici resid pakistan presid gen\n",
      "\n",
      "Original Text: Pressure Grows on Romanian Left to Give Up Power  BUCHAREST (Reuters) - Romania's centrist opposition, buoyed  by a presidential election victory of their leader Traian  Basescu, put pressure on the ruling left on Wednesday to  abandon its bid to cling to power or face early elections.\n",
      "Lowercased Text: pressure grows on romanian left to give up power  bucharest (reuters) - romania's centrist opposition, buoyed  by a presidential election victory of their leader traian  basescu, put pressure on the ruling left on wednesday to  abandon its bid to cling to power or face early elections.\n",
      "Removed URLs: pressure grows on romanian left to give up power  bucharest (reuters) - romania's centrist opposition, buoyed  by a presidential election victory of their leader traian  basescu, put pressure on the ruling left on wednesday to  abandon its bid to cling to power or face early elections.\n",
      "Removed HTML Tags: pressure grows on romanian left to give up power  bucharest (reuters) - romania's centrist opposition, buoyed  by a presidential election victory of their leader traian  basescu, put pressure on the ruling left on wednesday to  abandon its bid to cling to power or face early elections.\n",
      "Removed Special Characters: pressure grows on romanian left to give up power  bucharest reuters  romanias centrist opposition buoyed  by a presidential election victory of their leader traian  basescu put pressure on the ruling left on wednesday to  abandon its bid to cling to power or face early elections\n",
      "Tokens: ['pressure', 'grows', 'on', 'romanian', 'left', 'to', 'give', 'up', 'power', 'bucharest', 'reuters', 'romanias', 'centrist', 'opposition', 'buoyed', 'by', 'a', 'presidential', 'election', 'victory', 'of', 'their', 'leader', 'traian', 'basescu', 'put', 'pressure', 'on', 'the', 'ruling', 'left', 'on', 'wednesday', 'to', 'abandon', 'its', 'bid', 'to', 'cling', 'to', 'power', 'or', 'face', 'early', 'elections']\n",
      "Removed Stopwords: ['pressure', 'grows', 'romanian', 'left', 'give', 'power', 'bucharest', 'reuters', 'romanias', 'centrist', 'opposition', 'buoyed', 'presidential', 'election', 'victory', 'leader', 'traian', 'basescu', 'put', 'pressure', 'ruling', 'left', 'wednesday', 'abandon', 'bid', 'cling', 'power', 'face', 'early', 'elections']\n",
      "Stemmed Tokens: ['pressur', 'grow', 'romanian', 'left', 'give', 'power', 'bucharest', 'reuter', 'romania', 'centrist', 'opposit', 'buoy', 'presidenti', 'elect', 'victori', 'leader', 'traian', 'basescu', 'put', 'pressur', 'rule', 'left', 'wednesday', 'abandon', 'bid', 'cling', 'power', 'face', 'earli', 'elect']\n",
      "Final Preprocessed Text: pressur grow romanian left give power bucharest reuter romania centrist opposit buoy presidenti elect victori leader traian basescu put pressur rule left wednesday abandon bid cling power face earli elect\n",
      "\n",
      "Original Text: Baghdad car bomb kills seven accused of sheltering fighters led by Abu Musab al-Zarqawi, Washington #39;s main foe in Iraq. which involved US air strikes on targets in the city.\n",
      "Lowercased Text: baghdad car bomb kills seven accused of sheltering fighters led by abu musab al-zarqawi, washington #39;s main foe in iraq. which involved us air strikes on targets in the city.\n",
      "Removed URLs: baghdad car bomb kills seven accused of sheltering fighters led by abu musab al-zarqawi, washington #39;s main foe in iraq. which involved us air strikes on targets in the city.\n",
      "Removed HTML Tags: baghdad car bomb kills seven accused of sheltering fighters led by abu musab al-zarqawi, washington #39;s main foe in iraq. which involved us air strikes on targets in the city.\n",
      "Removed Special Characters: baghdad car bomb kills seven accused of sheltering fighters led by abu musab alzarqawi washington s main foe in iraq which involved us air strikes on targets in the city\n",
      "Tokens: ['baghdad', 'car', 'bomb', 'kills', 'seven', 'accused', 'of', 'sheltering', 'fighters', 'led', 'by', 'abu', 'musab', 'alzarqawi', 'washington', 's', 'main', 'foe', 'in', 'iraq', 'which', 'involved', 'us', 'air', 'strikes', 'on', 'targets', 'in', 'the', 'city']\n",
      "Removed Stopwords: ['baghdad', 'car', 'bomb', 'kills', 'seven', 'accused', 'sheltering', 'fighters', 'led', 'abu', 'musab', 'alzarqawi', 'washington', 'main', 'foe', 'iraq', 'involved', 'us', 'air', 'strikes', 'targets', 'city']\n",
      "Stemmed Tokens: ['baghdad', 'car', 'bomb', 'kill', 'seven', 'accus', 'shelter', 'fighter', 'led', 'abu', 'musab', 'alzarqawi', 'washington', 'main', 'foe', 'iraq', 'involv', 'us', 'air', 'strike', 'target', 'citi']\n",
      "Final Preprocessed Text: baghdad car bomb kill seven accus shelter fighter led abu musab alzarqawi washington main foe iraq involv us air strike target citi\n",
      "\n",
      "Original Text: Attackers Strike U.S. Consulate in Jiddah (AP) AP - Islamic militants threw explosives at the gate of the heavily guarded U.S. consulate in Jiddah, then forced their way into the building, prompting a gunbattle in a bold assault that left seven people dead and several injured before the three-hour long crisis was brought under control.\n",
      "Lowercased Text: attackers strike u.s. consulate in jiddah (ap) ap - islamic militants threw explosives at the gate of the heavily guarded u.s. consulate in jiddah, then forced their way into the building, prompting a gunbattle in a bold assault that left seven people dead and several injured before the three-hour long crisis was brought under control.\n",
      "Removed URLs: attackers strike u.s. consulate in jiddah (ap) ap - islamic militants threw explosives at the gate of the heavily guarded u.s. consulate in jiddah, then forced their way into the building, prompting a gunbattle in a bold assault that left seven people dead and several injured before the three-hour long crisis was brought under control.\n",
      "Removed HTML Tags: attackers strike u.s. consulate in jiddah (ap) ap - islamic militants threw explosives at the gate of the heavily guarded u.s. consulate in jiddah, then forced their way into the building, prompting a gunbattle in a bold assault that left seven people dead and several injured before the three-hour long crisis was brought under control.\n",
      "Removed Special Characters: attackers strike us consulate in jiddah ap ap  islamic militants threw explosives at the gate of the heavily guarded us consulate in jiddah then forced their way into the building prompting a gunbattle in a bold assault that left seven people dead and several injured before the threehour long crisis was brought under control\n",
      "Tokens: ['attackers', 'strike', 'us', 'consulate', 'in', 'jiddah', 'ap', 'ap', 'islamic', 'militants', 'threw', 'explosives', 'at', 'the', 'gate', 'of', 'the', 'heavily', 'guarded', 'us', 'consulate', 'in', 'jiddah', 'then', 'forced', 'their', 'way', 'into', 'the', 'building', 'prompting', 'a', 'gunbattle', 'in', 'a', 'bold', 'assault', 'that', 'left', 'seven', 'people', 'dead', 'and', 'several', 'injured', 'before', 'the', 'threehour', 'long', 'crisis', 'was', 'brought', 'under', 'control']\n",
      "Removed Stopwords: ['attackers', 'strike', 'us', 'consulate', 'jiddah', 'ap', 'ap', 'islamic', 'militants', 'threw', 'explosives', 'gate', 'heavily', 'guarded', 'us', 'consulate', 'jiddah', 'forced', 'way', 'building', 'prompting', 'gunbattle', 'bold', 'assault', 'left', 'seven', 'people', 'dead', 'several', 'injured', 'threehour', 'long', 'crisis', 'brought', 'control']\n",
      "Stemmed Tokens: ['attack', 'strike', 'us', 'consul', 'jiddah', 'ap', 'ap', 'islam', 'milit', 'threw', 'explos', 'gate', 'heavili', 'guard', 'us', 'consul', 'jiddah', 'forc', 'way', 'build', 'prompt', 'gunbattl', 'bold', 'assault', 'left', 'seven', 'peopl', 'dead', 'sever', 'injur', 'threehour', 'long', 'crisi', 'brought', 'control']\n",
      "Final Preprocessed Text: attack strike us consul jiddah ap ap islam milit threw explos gate heavili guard us consul jiddah forc way build prompt gunbattl bold assault left seven peopl dead sever injur threehour long crisi brought control\n",
      "\n",
      "Original Text: Why Iran wants its own nuclear deterrent Iran's leaders apparently believe that the benefits of obtaining a nuclear bomb now outweigh the drawbacks.\n",
      "Lowercased Text: why iran wants its own nuclear deterrent iran's leaders apparently believe that the benefits of obtaining a nuclear bomb now outweigh the drawbacks.\n",
      "Removed URLs: why iran wants its own nuclear deterrent iran's leaders apparently believe that the benefits of obtaining a nuclear bomb now outweigh the drawbacks.\n",
      "Removed HTML Tags: why iran wants its own nuclear deterrent iran's leaders apparently believe that the benefits of obtaining a nuclear bomb now outweigh the drawbacks.\n",
      "Removed Special Characters: why iran wants its own nuclear deterrent irans leaders apparently believe that the benefits of obtaining a nuclear bomb now outweigh the drawbacks\n",
      "Tokens: ['why', 'iran', 'wants', 'its', 'own', 'nuclear', 'deterrent', 'irans', 'leaders', 'apparently', 'believe', 'that', 'the', 'benefits', 'of', 'obtaining', 'a', 'nuclear', 'bomb', 'now', 'outweigh', 'the', 'drawbacks']\n",
      "Removed Stopwords: ['iran', 'wants', 'nuclear', 'deterrent', 'irans', 'leaders', 'apparently', 'believe', 'benefits', 'obtaining', 'nuclear', 'bomb', 'outweigh', 'drawbacks']\n",
      "Stemmed Tokens: ['iran', 'want', 'nuclear', 'deterr', 'iran', 'leader', 'appar', 'believ', 'benefit', 'obtain', 'nuclear', 'bomb', 'outweigh', 'drawback']\n",
      "Final Preprocessed Text: iran want nuclear deterr iran leader appar believ benefit obtain nuclear bomb outweigh drawback\n",
      "\n",
      "Original Text: Equatorial Guinea Wants Thatcher Extradited --Lawyer  MALABO, Equatorial Guinea (Reuters) - Equatorial Guinea  wants Mark Thatcher, son of former British Prime Minister  Margaret Thatcher, extradited from South Africa after his  arrest on suspicion of involvement in a coup attempt, one of  the country's lawyers said Thursday.\n",
      "Lowercased Text: equatorial guinea wants thatcher extradited --lawyer  malabo, equatorial guinea (reuters) - equatorial guinea  wants mark thatcher, son of former british prime minister  margaret thatcher, extradited from south africa after his  arrest on suspicion of involvement in a coup attempt, one of  the country's lawyers said thursday.\n",
      "Removed URLs: equatorial guinea wants thatcher extradited --lawyer  malabo, equatorial guinea (reuters) - equatorial guinea  wants mark thatcher, son of former british prime minister  margaret thatcher, extradited from south africa after his  arrest on suspicion of involvement in a coup attempt, one of  the country's lawyers said thursday.\n",
      "Removed HTML Tags: equatorial guinea wants thatcher extradited --lawyer  malabo, equatorial guinea (reuters) - equatorial guinea  wants mark thatcher, son of former british prime minister  margaret thatcher, extradited from south africa after his  arrest on suspicion of involvement in a coup attempt, one of  the country's lawyers said thursday.\n",
      "Removed Special Characters: equatorial guinea wants thatcher extradited lawyer  malabo equatorial guinea reuters  equatorial guinea  wants mark thatcher son of former british prime minister  margaret thatcher extradited from south africa after his  arrest on suspicion of involvement in a coup attempt one of  the countrys lawyers said thursday\n",
      "Tokens: ['equatorial', 'guinea', 'wants', 'thatcher', 'extradited', 'lawyer', 'malabo', 'equatorial', 'guinea', 'reuters', 'equatorial', 'guinea', 'wants', 'mark', 'thatcher', 'son', 'of', 'former', 'british', 'prime', 'minister', 'margaret', 'thatcher', 'extradited', 'from', 'south', 'africa', 'after', 'his', 'arrest', 'on', 'suspicion', 'of', 'involvement', 'in', 'a', 'coup', 'attempt', 'one', 'of', 'the', 'countrys', 'lawyers', 'said', 'thursday']\n",
      "Removed Stopwords: ['equatorial', 'guinea', 'wants', 'thatcher', 'extradited', 'lawyer', 'malabo', 'equatorial', 'guinea', 'reuters', 'equatorial', 'guinea', 'wants', 'mark', 'thatcher', 'son', 'former', 'british', 'prime', 'minister', 'margaret', 'thatcher', 'extradited', 'south', 'africa', 'arrest', 'suspicion', 'involvement', 'coup', 'attempt', 'one', 'countrys', 'lawyers', 'said', 'thursday']\n",
      "Stemmed Tokens: ['equatori', 'guinea', 'want', 'thatcher', 'extradit', 'lawyer', 'malabo', 'equatori', 'guinea', 'reuter', 'equatori', 'guinea', 'want', 'mark', 'thatcher', 'son', 'former', 'british', 'prime', 'minist', 'margaret', 'thatcher', 'extradit', 'south', 'africa', 'arrest', 'suspicion', 'involv', 'coup', 'attempt', 'one', 'countri', 'lawyer', 'said', 'thursday']\n",
      "Final Preprocessed Text: equatori guinea want thatcher extradit lawyer malabo equatori guinea reuter equatori guinea want mark thatcher son former british prime minist margaret thatcher extradit south africa arrest suspicion involv coup attempt one countri lawyer said thursday\n",
      "\n",
      "Original Text: Taipei battles ant infestation \\The red fire ant, vicious and sometimes fatal, has infested the Taiwanese capital Taipei.\n",
      "Lowercased Text: taipei battles ant infestation \\the red fire ant, vicious and sometimes fatal, has infested the taiwanese capital taipei.\n",
      "Removed URLs: taipei battles ant infestation \\the red fire ant, vicious and sometimes fatal, has infested the taiwanese capital taipei.\n",
      "Removed HTML Tags: taipei battles ant infestation \\the red fire ant, vicious and sometimes fatal, has infested the taiwanese capital taipei.\n",
      "Removed Special Characters: taipei battles ant infestation the red fire ant vicious and sometimes fatal has infested the taiwanese capital taipei\n",
      "Tokens: ['taipei', 'battles', 'ant', 'infestation', 'the', 'red', 'fire', 'ant', 'vicious', 'and', 'sometimes', 'fatal', 'has', 'infested', 'the', 'taiwanese', 'capital', 'taipei']\n",
      "Removed Stopwords: ['taipei', 'battles', 'ant', 'infestation', 'red', 'fire', 'ant', 'vicious', 'sometimes', 'fatal', 'infested', 'taiwanese', 'capital', 'taipei']\n",
      "Stemmed Tokens: ['taipei', 'battl', 'ant', 'infest', 'red', 'fire', 'ant', 'viciou', 'sometim', 'fatal', 'infest', 'taiwanes', 'capit', 'taipei']\n",
      "Final Preprocessed Text: taipei battl ant infest red fire ant viciou sometim fatal infest taiwanes capit taipei\n",
      "\n",
      "Original Text: Bosnian Serb police detain eight war crimes suspects (AFP) AFP - Bosnian Serb police detained eight suspects wanted by the UN war crimes court, the first such arrests since the end of the 1992-95 conflict, police and court sources said.\n",
      "Lowercased Text: bosnian serb police detain eight war crimes suspects (afp) afp - bosnian serb police detained eight suspects wanted by the un war crimes court, the first such arrests since the end of the 1992-95 conflict, police and court sources said.\n",
      "Removed URLs: bosnian serb police detain eight war crimes suspects (afp) afp - bosnian serb police detained eight suspects wanted by the un war crimes court, the first such arrests since the end of the 1992-95 conflict, police and court sources said.\n",
      "Removed HTML Tags: bosnian serb police detain eight war crimes suspects (afp) afp - bosnian serb police detained eight suspects wanted by the un war crimes court, the first such arrests since the end of the 1992-95 conflict, police and court sources said.\n",
      "Removed Special Characters: bosnian serb police detain eight war crimes suspects afp afp  bosnian serb police detained eight suspects wanted by the un war crimes court the first such arrests since the end of the  conflict police and court sources said\n",
      "Tokens: ['bosnian', 'serb', 'police', 'detain', 'eight', 'war', 'crimes', 'suspects', 'afp', 'afp', 'bosnian', 'serb', 'police', 'detained', 'eight', 'suspects', 'wanted', 'by', 'the', 'un', 'war', 'crimes', 'court', 'the', 'first', 'such', 'arrests', 'since', 'the', 'end', 'of', 'the', 'conflict', 'police', 'and', 'court', 'sources', 'said']\n",
      "Removed Stopwords: ['bosnian', 'serb', 'police', 'detain', 'eight', 'war', 'crimes', 'suspects', 'afp', 'afp', 'bosnian', 'serb', 'police', 'detained', 'eight', 'suspects', 'wanted', 'un', 'war', 'crimes', 'court', 'first', 'arrests', 'since', 'end', 'conflict', 'police', 'court', 'sources', 'said']\n",
      "Stemmed Tokens: ['bosnian', 'serb', 'polic', 'detain', 'eight', 'war', 'crime', 'suspect', 'afp', 'afp', 'bosnian', 'serb', 'polic', 'detain', 'eight', 'suspect', 'want', 'un', 'war', 'crime', 'court', 'first', 'arrest', 'sinc', 'end', 'conflict', 'polic', 'court', 'sourc', 'said']\n",
      "Final Preprocessed Text: bosnian serb polic detain eight war crime suspect afp afp bosnian serb polic detain eight suspect want un war crime court first arrest sinc end conflict polic court sourc said\n",
      "\n",
      "Original Text: US to withdraw up to 70,000 troops from Europe and Asia: Bush (AFP) AFP - The United States will withdraw up to 70,000 troops from Europe and Asia over the next decade, President George W. Bush said, in a move aimed at increasing the capability to fight the \"war on terror\" and meet other new threats.\n",
      "Lowercased Text: us to withdraw up to 70,000 troops from europe and asia: bush (afp) afp - the united states will withdraw up to 70,000 troops from europe and asia over the next decade, president george w. bush said, in a move aimed at increasing the capability to fight the \"war on terror\" and meet other new threats.\n",
      "Removed URLs: us to withdraw up to 70,000 troops from europe and asia: bush (afp) afp - the united states will withdraw up to 70,000 troops from europe and asia over the next decade, president george w. bush said, in a move aimed at increasing the capability to fight the \"war on terror\" and meet other new threats.\n",
      "Removed HTML Tags: us to withdraw up to 70,000 troops from europe and asia: bush (afp) afp - the united states will withdraw up to 70,000 troops from europe and asia over the next decade, president george w. bush said, in a move aimed at increasing the capability to fight the \"war on terror\" and meet other new threats.\n",
      "Removed Special Characters: us to withdraw up to  troops from europe and asia bush afp afp  the united states will withdraw up to  troops from europe and asia over the next decade president george w bush said in a move aimed at increasing the capability to fight the war on terror and meet other new threats\n",
      "Tokens: ['us', 'to', 'withdraw', 'up', 'to', 'troops', 'from', 'europe', 'and', 'asia', 'bush', 'afp', 'afp', 'the', 'united', 'states', 'will', 'withdraw', 'up', 'to', 'troops', 'from', 'europe', 'and', 'asia', 'over', 'the', 'next', 'decade', 'president', 'george', 'w', 'bush', 'said', 'in', 'a', 'move', 'aimed', 'at', 'increasing', 'the', 'capability', 'to', 'fight', 'the', 'war', 'on', 'terror', 'and', 'meet', 'other', 'new', 'threats']\n",
      "Removed Stopwords: ['us', 'withdraw', 'troops', 'europe', 'asia', 'bush', 'afp', 'afp', 'united', 'states', 'withdraw', 'troops', 'europe', 'asia', 'next', 'decade', 'president', 'george', 'w', 'bush', 'said', 'move', 'aimed', 'increasing', 'capability', 'fight', 'war', 'terror', 'meet', 'new', 'threats']\n",
      "Stemmed Tokens: ['us', 'withdraw', 'troop', 'europ', 'asia', 'bush', 'afp', 'afp', 'unit', 'state', 'withdraw', 'troop', 'europ', 'asia', 'next', 'decad', 'presid', 'georg', 'w', 'bush', 'said', 'move', 'aim', 'increas', 'capabl', 'fight', 'war', 'terror', 'meet', 'new', 'threat']\n",
      "Final Preprocessed Text: us withdraw troop europ asia bush afp afp unit state withdraw troop europ asia next decad presid georg w bush said move aim increas capabl fight war terror meet new threat\n",
      "\n",
      "Original Text: Sydney protesters get free travel Sydney commuters get a day's free travel after an unprecedented protest against the city's rail network.\n",
      "Lowercased Text: sydney protesters get free travel sydney commuters get a day's free travel after an unprecedented protest against the city's rail network.\n",
      "Removed URLs: sydney protesters get free travel sydney commuters get a day's free travel after an unprecedented protest against the city's rail network.\n",
      "Removed HTML Tags: sydney protesters get free travel sydney commuters get a day's free travel after an unprecedented protest against the city's rail network.\n",
      "Removed Special Characters: sydney protesters get free travel sydney commuters get a days free travel after an unprecedented protest against the citys rail network\n",
      "Tokens: ['sydney', 'protesters', 'get', 'free', 'travel', 'sydney', 'commuters', 'get', 'a', 'days', 'free', 'travel', 'after', 'an', 'unprecedented', 'protest', 'against', 'the', 'citys', 'rail', 'network']\n",
      "Removed Stopwords: ['sydney', 'protesters', 'get', 'free', 'travel', 'sydney', 'commuters', 'get', 'days', 'free', 'travel', 'unprecedented', 'protest', 'citys', 'rail', 'network']\n",
      "Stemmed Tokens: ['sydney', 'protest', 'get', 'free', 'travel', 'sydney', 'commut', 'get', 'day', 'free', 'travel', 'unpreced', 'protest', 'citi', 'rail', 'network']\n",
      "Final Preprocessed Text: sydney protest get free travel sydney commut get day free travel unpreced protest citi rail network\n",
      "\n",
      "Original Text: Russian Troops Fled from Siege School Claim Locals Russian soldiers fled as shooting broke out in the violence that ended the school siege and unprepared special forces were forced to borrow bullets from armed locals ,it was claimed today.\n",
      "Lowercased Text: russian troops fled from siege school claim locals russian soldiers fled as shooting broke out in the violence that ended the school siege and unprepared special forces were forced to borrow bullets from armed locals ,it was claimed today.\n",
      "Removed URLs: russian troops fled from siege school claim locals russian soldiers fled as shooting broke out in the violence that ended the school siege and unprepared special forces were forced to borrow bullets from armed locals ,it was claimed today.\n",
      "Removed HTML Tags: russian troops fled from siege school claim locals russian soldiers fled as shooting broke out in the violence that ended the school siege and unprepared special forces were forced to borrow bullets from armed locals ,it was claimed today.\n",
      "Removed Special Characters: russian troops fled from siege school claim locals russian soldiers fled as shooting broke out in the violence that ended the school siege and unprepared special forces were forced to borrow bullets from armed locals it was claimed today\n",
      "Tokens: ['russian', 'troops', 'fled', 'from', 'siege', 'school', 'claim', 'locals', 'russian', 'soldiers', 'fled', 'as', 'shooting', 'broke', 'out', 'in', 'the', 'violence', 'that', 'ended', 'the', 'school', 'siege', 'and', 'unprepared', 'special', 'forces', 'were', 'forced', 'to', 'borrow', 'bullets', 'from', 'armed', 'locals', 'it', 'was', 'claimed', 'today']\n",
      "Removed Stopwords: ['russian', 'troops', 'fled', 'siege', 'school', 'claim', 'locals', 'russian', 'soldiers', 'fled', 'shooting', 'broke', 'violence', 'ended', 'school', 'siege', 'unprepared', 'special', 'forces', 'forced', 'borrow', 'bullets', 'armed', 'locals', 'claimed', 'today']\n",
      "Stemmed Tokens: ['russian', 'troop', 'fled', 'sieg', 'school', 'claim', 'local', 'russian', 'soldier', 'fled', 'shoot', 'broke', 'violenc', 'end', 'school', 'sieg', 'unprepar', 'special', 'forc', 'forc', 'borrow', 'bullet', 'arm', 'local', 'claim', 'today']\n",
      "Final Preprocessed Text: russian troop fled sieg school claim local russian soldier fled shoot broke violenc end school sieg unprepar special forc forc borrow bullet arm local claim today\n",
      "\n",
      "Original Text: Howard, Latham shrug off poll BOTH Prime Minister John Howard and Opposition Leader Mark Latham today played down new poll results which showed the Government clawing back some of Labor #39;s lead.\n",
      "Lowercased Text: howard, latham shrug off poll both prime minister john howard and opposition leader mark latham today played down new poll results which showed the government clawing back some of labor #39;s lead.\n",
      "Removed URLs: howard, latham shrug off poll both prime minister john howard and opposition leader mark latham today played down new poll results which showed the government clawing back some of labor #39;s lead.\n",
      "Removed HTML Tags: howard, latham shrug off poll both prime minister john howard and opposition leader mark latham today played down new poll results which showed the government clawing back some of labor #39;s lead.\n",
      "Removed Special Characters: howard latham shrug off poll both prime minister john howard and opposition leader mark latham today played down new poll results which showed the government clawing back some of labor s lead\n",
      "Tokens: ['howard', 'latham', 'shrug', 'off', 'poll', 'both', 'prime', 'minister', 'john', 'howard', 'and', 'opposition', 'leader', 'mark', 'latham', 'today', 'played', 'down', 'new', 'poll', 'results', 'which', 'showed', 'the', 'government', 'clawing', 'back', 'some', 'of', 'labor', 's', 'lead']\n",
      "Removed Stopwords: ['howard', 'latham', 'shrug', 'poll', 'prime', 'minister', 'john', 'howard', 'opposition', 'leader', 'mark', 'latham', 'today', 'played', 'new', 'poll', 'results', 'showed', 'government', 'clawing', 'back', 'labor', 'lead']\n",
      "Stemmed Tokens: ['howard', 'latham', 'shrug', 'poll', 'prime', 'minist', 'john', 'howard', 'opposit', 'leader', 'mark', 'latham', 'today', 'play', 'new', 'poll', 'result', 'show', 'govern', 'claw', 'back', 'labor', 'lead']\n",
      "Final Preprocessed Text: howard latham shrug poll prime minist john howard opposit leader mark latham today play new poll result show govern claw back labor lead\n",
      "\n",
      "Original Text:  #39;Several dead #39; and 150 injured as train derails AT LEAST one person was killed and as many as 150 were injured last night, 30 seriously, when a high-speed train travelling from London to the West Country was derailed after colliding with a car at an unmanned level crossing.\n",
      "Lowercased Text:  #39;several dead #39; and 150 injured as train derails at least one person was killed and as many as 150 were injured last night, 30 seriously, when a high-speed train travelling from london to the west country was derailed after colliding with a car at an unmanned level crossing.\n",
      "Removed URLs:  #39;several dead #39; and 150 injured as train derails at least one person was killed and as many as 150 were injured last night, 30 seriously, when a high-speed train travelling from london to the west country was derailed after colliding with a car at an unmanned level crossing.\n",
      "Removed HTML Tags:  #39;several dead #39; and 150 injured as train derails at least one person was killed and as many as 150 were injured last night, 30 seriously, when a high-speed train travelling from london to the west country was derailed after colliding with a car at an unmanned level crossing.\n",
      "Removed Special Characters:  several dead  and  injured as train derails at least one person was killed and as many as  were injured last night  seriously when a highspeed train travelling from london to the west country was derailed after colliding with a car at an unmanned level crossing\n",
      "Tokens: ['several', 'dead', 'and', 'injured', 'as', 'train', 'derails', 'at', 'least', 'one', 'person', 'was', 'killed', 'and', 'as', 'many', 'as', 'were', 'injured', 'last', 'night', 'seriously', 'when', 'a', 'highspeed', 'train', 'travelling', 'from', 'london', 'to', 'the', 'west', 'country', 'was', 'derailed', 'after', 'colliding', 'with', 'a', 'car', 'at', 'an', 'unmanned', 'level', 'crossing']\n",
      "Removed Stopwords: ['several', 'dead', 'injured', 'train', 'derails', 'least', 'one', 'person', 'killed', 'many', 'injured', 'last', 'night', 'seriously', 'highspeed', 'train', 'travelling', 'london', 'west', 'country', 'derailed', 'colliding', 'car', 'unmanned', 'level', 'crossing']\n",
      "Stemmed Tokens: ['sever', 'dead', 'injur', 'train', 'derail', 'least', 'one', 'person', 'kill', 'mani', 'injur', 'last', 'night', 'serious', 'highspe', 'train', 'travel', 'london', 'west', 'countri', 'derail', 'collid', 'car', 'unman', 'level', 'cross']\n",
      "Final Preprocessed Text: sever dead injur train derail least one person kill mani injur last night serious highspe train travel london west countri derail collid car unman level cross\n",
      "\n",
      "Original Text: PM departs for four-day S. Asian tour ISLAMABAD : Prime Minister Shaukat Aziz left on Sunday for a four-day official visit to three South Asian member countries for talks on regional and bilateral matters.\n",
      "Lowercased Text: pm departs for four-day s. asian tour islamabad : prime minister shaukat aziz left on sunday for a four-day official visit to three south asian member countries for talks on regional and bilateral matters.\n",
      "Removed URLs: pm departs for four-day s. asian tour islamabad : prime minister shaukat aziz left on sunday for a four-day official visit to three south asian member countries for talks on regional and bilateral matters.\n",
      "Removed HTML Tags: pm departs for four-day s. asian tour islamabad : prime minister shaukat aziz left on sunday for a four-day official visit to three south asian member countries for talks on regional and bilateral matters.\n",
      "Removed Special Characters: pm departs for fourday s asian tour islamabad  prime minister shaukat aziz left on sunday for a fourday official visit to three south asian member countries for talks on regional and bilateral matters\n",
      "Tokens: ['pm', 'departs', 'for', 'fourday', 's', 'asian', 'tour', 'islamabad', 'prime', 'minister', 'shaukat', 'aziz', 'left', 'on', 'sunday', 'for', 'a', 'fourday', 'official', 'visit', 'to', 'three', 'south', 'asian', 'member', 'countries', 'for', 'talks', 'on', 'regional', 'and', 'bilateral', 'matters']\n",
      "Removed Stopwords: ['pm', 'departs', 'fourday', 'asian', 'tour', 'islamabad', 'prime', 'minister', 'shaukat', 'aziz', 'left', 'sunday', 'fourday', 'official', 'visit', 'three', 'south', 'asian', 'member', 'countries', 'talks', 'regional', 'bilateral', 'matters']\n",
      "Stemmed Tokens: ['pm', 'depart', 'fourday', 'asian', 'tour', 'islamabad', 'prime', 'minist', 'shaukat', 'aziz', 'left', 'sunday', 'fourday', 'offici', 'visit', 'three', 'south', 'asian', 'member', 'countri', 'talk', 'region', 'bilater', 'matter']\n",
      "Final Preprocessed Text: pm depart fourday asian tour islamabad prime minist shaukat aziz left sunday fourday offici visit three south asian member countri talk region bilater matter\n",
      "\n",
      "Original Text: Anglicans recommend divestment to pressure Israel JERUSALEM -- Representatives of the Anglican Church who toured Israel and the West Bank this week are recommending that the church withdraw investments from Israel to pressure the country to ease the ''draconian conditions quot; imposed on the Palestinians, a church official said yesterday.\n",
      "Lowercased Text: anglicans recommend divestment to pressure israel jerusalem -- representatives of the anglican church who toured israel and the west bank this week are recommending that the church withdraw investments from israel to pressure the country to ease the ''draconian conditions quot; imposed on the palestinians, a church official said yesterday.\n",
      "Removed URLs: anglicans recommend divestment to pressure israel jerusalem -- representatives of the anglican church who toured israel and the west bank this week are recommending that the church withdraw investments from israel to pressure the country to ease the ''draconian conditions quot; imposed on the palestinians, a church official said yesterday.\n",
      "Removed HTML Tags: anglicans recommend divestment to pressure israel jerusalem -- representatives of the anglican church who toured israel and the west bank this week are recommending that the church withdraw investments from israel to pressure the country to ease the ''draconian conditions quot; imposed on the palestinians, a church official said yesterday.\n",
      "Removed Special Characters: anglicans recommend divestment to pressure israel jerusalem  representatives of the anglican church who toured israel and the west bank this week are recommending that the church withdraw investments from israel to pressure the country to ease the draconian conditions quot imposed on the palestinians a church official said yesterday\n",
      "Tokens: ['anglicans', 'recommend', 'divestment', 'to', 'pressure', 'israel', 'jerusalem', 'representatives', 'of', 'the', 'anglican', 'church', 'who', 'toured', 'israel', 'and', 'the', 'west', 'bank', 'this', 'week', 'are', 'recommending', 'that', 'the', 'church', 'withdraw', 'investments', 'from', 'israel', 'to', 'pressure', 'the', 'country', 'to', 'ease', 'the', 'draconian', 'conditions', 'quot', 'imposed', 'on', 'the', 'palestinians', 'a', 'church', 'official', 'said', 'yesterday']\n",
      "Removed Stopwords: ['anglicans', 'recommend', 'divestment', 'pressure', 'israel', 'jerusalem', 'representatives', 'anglican', 'church', 'toured', 'israel', 'west', 'bank', 'week', 'recommending', 'church', 'withdraw', 'investments', 'israel', 'pressure', 'country', 'ease', 'draconian', 'conditions', 'quot', 'imposed', 'palestinians', 'church', 'official', 'said', 'yesterday']\n",
      "Stemmed Tokens: ['anglican', 'recommend', 'divest', 'pressur', 'israel', 'jerusalem', 'repres', 'anglican', 'church', 'tour', 'israel', 'west', 'bank', 'week', 'recommend', 'church', 'withdraw', 'invest', 'israel', 'pressur', 'countri', 'eas', 'draconian', 'condit', 'quot', 'impos', 'palestinian', 'church', 'offici', 'said', 'yesterday']\n",
      "Final Preprocessed Text: anglican recommend divest pressur israel jerusalem repres anglican church tour israel west bank week recommend church withdraw invest israel pressur countri eas draconian condit quot impos palestinian church offici said yesterday\n",
      "\n",
      "Original Text: When Private Passions Meet Public Journalism  Should Fox News keep relying on a political reporter who privately mocked John Kerry as a well-manicured \"metrosexual\"?\n",
      "Lowercased Text: when private passions meet public journalism  should fox news keep relying on a political reporter who privately mocked john kerry as a well-manicured \"metrosexual\"?\n",
      "Removed URLs: when private passions meet public journalism  should fox news keep relying on a political reporter who privately mocked john kerry as a well-manicured \"metrosexual\"?\n",
      "Removed HTML Tags: when private passions meet public journalism  should fox news keep relying on a political reporter who privately mocked john kerry as a well-manicured \"metrosexual\"?\n",
      "Removed Special Characters: when private passions meet public journalism  should fox news keep relying on a political reporter who privately mocked john kerry as a wellmanicured metrosexual\n",
      "Tokens: ['when', 'private', 'passions', 'meet', 'public', 'journalism', 'should', 'fox', 'news', 'keep', 'relying', 'on', 'a', 'political', 'reporter', 'who', 'privately', 'mocked', 'john', 'kerry', 'as', 'a', 'wellmanicured', 'metrosexual']\n",
      "Removed Stopwords: ['private', 'passions', 'meet', 'public', 'journalism', 'fox', 'news', 'keep', 'relying', 'political', 'reporter', 'privately', 'mocked', 'john', 'kerry', 'wellmanicured', 'metrosexual']\n",
      "Stemmed Tokens: ['privat', 'passion', 'meet', 'public', 'journal', 'fox', 'news', 'keep', 'reli', 'polit', 'report', 'privat', 'mock', 'john', 'kerri', 'wellmanicur', 'metrosexu']\n",
      "Final Preprocessed Text: privat passion meet public journal fox news keep reli polit report privat mock john kerri wellmanicur metrosexu\n",
      "\n",
      "Original Text: Luck, pluck helped 10-year-old survive attack in Russian school VLADIKAVKAZ, Russia -- In a terrifying videotape, 10-year-old Georgy Farniyev sat near a bomb, his hands behind his head and his face a mask of misery. He looked certain to die, but survived through luck, self-possession beyond his years, and enough grit to pull shrapnel out of his own arm.\n",
      "Lowercased Text: luck, pluck helped 10-year-old survive attack in russian school vladikavkaz, russia -- in a terrifying videotape, 10-year-old georgy farniyev sat near a bomb, his hands behind his head and his face a mask of misery. he looked certain to die, but survived through luck, self-possession beyond his years, and enough grit to pull shrapnel out of his own arm.\n",
      "Removed URLs: luck, pluck helped 10-year-old survive attack in russian school vladikavkaz, russia -- in a terrifying videotape, 10-year-old georgy farniyev sat near a bomb, his hands behind his head and his face a mask of misery. he looked certain to die, but survived through luck, self-possession beyond his years, and enough grit to pull shrapnel out of his own arm.\n",
      "Removed HTML Tags: luck, pluck helped 10-year-old survive attack in russian school vladikavkaz, russia -- in a terrifying videotape, 10-year-old georgy farniyev sat near a bomb, his hands behind his head and his face a mask of misery. he looked certain to die, but survived through luck, self-possession beyond his years, and enough grit to pull shrapnel out of his own arm.\n",
      "Removed Special Characters: luck pluck helped yearold survive attack in russian school vladikavkaz russia  in a terrifying videotape yearold georgy farniyev sat near a bomb his hands behind his head and his face a mask of misery he looked certain to die but survived through luck selfpossession beyond his years and enough grit to pull shrapnel out of his own arm\n",
      "Tokens: ['luck', 'pluck', 'helped', 'yearold', 'survive', 'attack', 'in', 'russian', 'school', 'vladikavkaz', 'russia', 'in', 'a', 'terrifying', 'videotape', 'yearold', 'georgy', 'farniyev', 'sat', 'near', 'a', 'bomb', 'his', 'hands', 'behind', 'his', 'head', 'and', 'his', 'face', 'a', 'mask', 'of', 'misery', 'he', 'looked', 'certain', 'to', 'die', 'but', 'survived', 'through', 'luck', 'selfpossession', 'beyond', 'his', 'years', 'and', 'enough', 'grit', 'to', 'pull', 'shrapnel', 'out', 'of', 'his', 'own', 'arm']\n",
      "Removed Stopwords: ['luck', 'pluck', 'helped', 'yearold', 'survive', 'attack', 'russian', 'school', 'vladikavkaz', 'russia', 'terrifying', 'videotape', 'yearold', 'georgy', 'farniyev', 'sat', 'near', 'bomb', 'hands', 'behind', 'head', 'face', 'mask', 'misery', 'looked', 'certain', 'die', 'survived', 'luck', 'selfpossession', 'beyond', 'years', 'enough', 'grit', 'pull', 'shrapnel', 'arm']\n",
      "Stemmed Tokens: ['luck', 'pluck', 'help', 'yearold', 'surviv', 'attack', 'russian', 'school', 'vladikavkaz', 'russia', 'terrifi', 'videotap', 'yearold', 'georgi', 'farniyev', 'sat', 'near', 'bomb', 'hand', 'behind', 'head', 'face', 'mask', 'miseri', 'look', 'certain', 'die', 'surviv', 'luck', 'selfpossess', 'beyond', 'year', 'enough', 'grit', 'pull', 'shrapnel', 'arm']\n",
      "Final Preprocessed Text: luck pluck help yearold surviv attack russian school vladikavkaz russia terrifi videotap yearold georgi farniyev sat near bomb hand behind head face mask miseri look certain die surviv luck selfpossess beyond year enough grit pull shrapnel arm\n",
      "\n",
      "Original Text: Wis. Peace Activists Shy From Nader  LUCK, Wis. -- A small but zealous group of antiwar activists in a pacifist commune called Anathoth in this lakeside speck near the Minnesota border say that four years ago, they gave presidential candidate Ralph Nader all five of their votes.\n",
      "Lowercased Text: wis. peace activists shy from nader  luck, wis. -- a small but zealous group of antiwar activists in a pacifist commune called anathoth in this lakeside speck near the minnesota border say that four years ago, they gave presidential candidate ralph nader all five of their votes.\n",
      "Removed URLs: wis. peace activists shy from nader  luck, wis. -- a small but zealous group of antiwar activists in a pacifist commune called anathoth in this lakeside speck near the minnesota border say that four years ago, they gave presidential candidate ralph nader all five of their votes.\n",
      "Removed HTML Tags: wis. peace activists shy from nader  luck, wis. -- a small but zealous group of antiwar activists in a pacifist commune called anathoth in this lakeside speck near the minnesota border say that four years ago, they gave presidential candidate ralph nader all five of their votes.\n",
      "Removed Special Characters: wis peace activists shy from nader  luck wis  a small but zealous group of antiwar activists in a pacifist commune called anathoth in this lakeside speck near the minnesota border say that four years ago they gave presidential candidate ralph nader all five of their votes\n",
      "Tokens: ['wis', 'peace', 'activists', 'shy', 'from', 'nader', 'luck', 'wis', 'a', 'small', 'but', 'zealous', 'group', 'of', 'antiwar', 'activists', 'in', 'a', 'pacifist', 'commune', 'called', 'anathoth', 'in', 'this', 'lakeside', 'speck', 'near', 'the', 'minnesota', 'border', 'say', 'that', 'four', 'years', 'ago', 'they', 'gave', 'presidential', 'candidate', 'ralph', 'nader', 'all', 'five', 'of', 'their', 'votes']\n",
      "Removed Stopwords: ['wis', 'peace', 'activists', 'shy', 'nader', 'luck', 'wis', 'small', 'zealous', 'group', 'antiwar', 'activists', 'pacifist', 'commune', 'called', 'anathoth', 'lakeside', 'speck', 'near', 'minnesota', 'border', 'say', 'four', 'years', 'ago', 'gave', 'presidential', 'candidate', 'ralph', 'nader', 'five', 'votes']\n",
      "Stemmed Tokens: ['wi', 'peac', 'activist', 'shi', 'nader', 'luck', 'wi', 'small', 'zealou', 'group', 'antiwar', 'activist', 'pacifist', 'commun', 'call', 'anathoth', 'lakesid', 'speck', 'near', 'minnesota', 'border', 'say', 'four', 'year', 'ago', 'gave', 'presidenti', 'candid', 'ralph', 'nader', 'five', 'vote']\n",
      "Final Preprocessed Text: wi peac activist shi nader luck wi small zealou group antiwar activist pacifist commun call anathoth lakesid speck near minnesota border say four year ago gave presidenti candid ralph nader five vote\n",
      "\n",
      "Original Text: Chile makes final ruling: Pinochet can stand trial The former Chilean dictator Augusto Pinochet yesterday lost what could be the final round in his tortuous struggle to avoid prosecution for human rights abuses.\n",
      "Lowercased Text: chile makes final ruling: pinochet can stand trial the former chilean dictator augusto pinochet yesterday lost what could be the final round in his tortuous struggle to avoid prosecution for human rights abuses.\n",
      "Removed URLs: chile makes final ruling: pinochet can stand trial the former chilean dictator augusto pinochet yesterday lost what could be the final round in his tortuous struggle to avoid prosecution for human rights abuses.\n",
      "Removed HTML Tags: chile makes final ruling: pinochet can stand trial the former chilean dictator augusto pinochet yesterday lost what could be the final round in his tortuous struggle to avoid prosecution for human rights abuses.\n",
      "Removed Special Characters: chile makes final ruling pinochet can stand trial the former chilean dictator augusto pinochet yesterday lost what could be the final round in his tortuous struggle to avoid prosecution for human rights abuses\n",
      "Tokens: ['chile', 'makes', 'final', 'ruling', 'pinochet', 'can', 'stand', 'trial', 'the', 'former', 'chilean', 'dictator', 'augusto', 'pinochet', 'yesterday', 'lost', 'what', 'could', 'be', 'the', 'final', 'round', 'in', 'his', 'tortuous', 'struggle', 'to', 'avoid', 'prosecution', 'for', 'human', 'rights', 'abuses']\n",
      "Removed Stopwords: ['chile', 'makes', 'final', 'ruling', 'pinochet', 'stand', 'trial', 'former', 'chilean', 'dictator', 'augusto', 'pinochet', 'yesterday', 'lost', 'could', 'final', 'round', 'tortuous', 'struggle', 'avoid', 'prosecution', 'human', 'rights', 'abuses']\n",
      "Stemmed Tokens: ['chile', 'make', 'final', 'rule', 'pinochet', 'stand', 'trial', 'former', 'chilean', 'dictat', 'augusto', 'pinochet', 'yesterday', 'lost', 'could', 'final', 'round', 'tortuou', 'struggl', 'avoid', 'prosecut', 'human', 'right', 'abus']\n",
      "Final Preprocessed Text: chile make final rule pinochet stand trial former chilean dictat augusto pinochet yesterday lost could final round tortuou struggl avoid prosecut human right abus\n",
      "\n",
      "Original Text: Plans for Iraq Arab News Those who thought the interim government of Premier Iyad Allawi was baying for the moon when it invited Shiite militiamen in Baghdads Sadr City neighborhood to hand in their weapons in return for cash appear to have been proved wrong.\n",
      "Lowercased Text: plans for iraq arab news those who thought the interim government of premier iyad allawi was baying for the moon when it invited shiite militiamen in baghdads sadr city neighborhood to hand in their weapons in return for cash appear to have been proved wrong.\n",
      "Removed URLs: plans for iraq arab news those who thought the interim government of premier iyad allawi was baying for the moon when it invited shiite militiamen in baghdads sadr city neighborhood to hand in their weapons in return for cash appear to have been proved wrong.\n",
      "Removed HTML Tags: plans for iraq arab news those who thought the interim government of premier iyad allawi was baying for the moon when it invited shiite militiamen in baghdads sadr city neighborhood to hand in their weapons in return for cash appear to have been proved wrong.\n",
      "Removed Special Characters: plans for iraq arab news those who thought the interim government of premier iyad allawi was baying for the moon when it invited shiite militiamen in baghdads sadr city neighborhood to hand in their weapons in return for cash appear to have been proved wrong\n",
      "Tokens: ['plans', 'for', 'iraq', 'arab', 'news', 'those', 'who', 'thought', 'the', 'interim', 'government', 'of', 'premier', 'iyad', 'allawi', 'was', 'baying', 'for', 'the', 'moon', 'when', 'it', 'invited', 'shiite', 'militiamen', 'in', 'baghdads', 'sadr', 'city', 'neighborhood', 'to', 'hand', 'in', 'their', 'weapons', 'in', 'return', 'for', 'cash', 'appear', 'to', 'have', 'been', 'proved', 'wrong']\n",
      "Removed Stopwords: ['plans', 'iraq', 'arab', 'news', 'thought', 'interim', 'government', 'premier', 'iyad', 'allawi', 'baying', 'moon', 'invited', 'shiite', 'militiamen', 'baghdads', 'sadr', 'city', 'neighborhood', 'hand', 'weapons', 'return', 'cash', 'appear', 'proved', 'wrong']\n",
      "Stemmed Tokens: ['plan', 'iraq', 'arab', 'news', 'thought', 'interim', 'govern', 'premier', 'iyad', 'allawi', 'bay', 'moon', 'invit', 'shiit', 'militiamen', 'baghdad', 'sadr', 'citi', 'neighborhood', 'hand', 'weapon', 'return', 'cash', 'appear', 'prove', 'wrong']\n",
      "Final Preprocessed Text: plan iraq arab news thought interim govern premier iyad allawi bay moon invit shiit militiamen baghdad sadr citi neighborhood hand weapon return cash appear prove wrong\n",
      "\n",
      "Original Text: Burmese generals reinvent dark days HARDLINERS in Burma #39;s military regime were consolidating their control of the country yesterday after ousting the Prime Minister, painting a gloomy prospect for the release of detained opposition leader Aung San Suu Kyi.\n",
      "Lowercased Text: burmese generals reinvent dark days hardliners in burma #39;s military regime were consolidating their control of the country yesterday after ousting the prime minister, painting a gloomy prospect for the release of detained opposition leader aung san suu kyi.\n",
      "Removed URLs: burmese generals reinvent dark days hardliners in burma #39;s military regime were consolidating their control of the country yesterday after ousting the prime minister, painting a gloomy prospect for the release of detained opposition leader aung san suu kyi.\n",
      "Removed HTML Tags: burmese generals reinvent dark days hardliners in burma #39;s military regime were consolidating their control of the country yesterday after ousting the prime minister, painting a gloomy prospect for the release of detained opposition leader aung san suu kyi.\n",
      "Removed Special Characters: burmese generals reinvent dark days hardliners in burma s military regime were consolidating their control of the country yesterday after ousting the prime minister painting a gloomy prospect for the release of detained opposition leader aung san suu kyi\n",
      "Tokens: ['burmese', 'generals', 'reinvent', 'dark', 'days', 'hardliners', 'in', 'burma', 's', 'military', 'regime', 'were', 'consolidating', 'their', 'control', 'of', 'the', 'country', 'yesterday', 'after', 'ousting', 'the', 'prime', 'minister', 'painting', 'a', 'gloomy', 'prospect', 'for', 'the', 'release', 'of', 'detained', 'opposition', 'leader', 'aung', 'san', 'suu', 'kyi']\n",
      "Removed Stopwords: ['burmese', 'generals', 'reinvent', 'dark', 'days', 'hardliners', 'burma', 'military', 'regime', 'consolidating', 'control', 'country', 'yesterday', 'ousting', 'prime', 'minister', 'painting', 'gloomy', 'prospect', 'release', 'detained', 'opposition', 'leader', 'aung', 'san', 'suu', 'kyi']\n",
      "Stemmed Tokens: ['burmes', 'gener', 'reinvent', 'dark', 'day', 'hardlin', 'burma', 'militari', 'regim', 'consolid', 'control', 'countri', 'yesterday', 'oust', 'prime', 'minist', 'paint', 'gloomi', 'prospect', 'releas', 'detain', 'opposit', 'leader', 'aung', 'san', 'suu', 'kyi']\n",
      "Final Preprocessed Text: burmes gener reinvent dark day hardlin burma militari regim consolid control countri yesterday oust prime minist paint gloomi prospect releas detain opposit leader aung san suu kyi\n",
      "\n",
      "Original Text: Hamas Gunmen Vow More Attacks on Israel JEBALIYA REFUGEE CAMP, Gaza Strip - Israeli troops and aircraft hit hard at Palestinian militants Saturday, killing at least 10 on the third bloody day of a massive Israeli incursion into the Gaza Strip's largest refugee camp, as masked Hamas gunmen vowed more rocket attacks on Israeli towns.    About 2,000 soldiers have taken control of a 5-mile-deep chunk of northern Gaza to counter militants firing homemade rockets into Israel...\n",
      "Lowercased Text: hamas gunmen vow more attacks on israel jebaliya refugee camp, gaza strip - israeli troops and aircraft hit hard at palestinian militants saturday, killing at least 10 on the third bloody day of a massive israeli incursion into the gaza strip's largest refugee camp, as masked hamas gunmen vowed more rocket attacks on israeli towns.    about 2,000 soldiers have taken control of a 5-mile-deep chunk of northern gaza to counter militants firing homemade rockets into israel...\n",
      "Removed URLs: hamas gunmen vow more attacks on israel jebaliya refugee camp, gaza strip - israeli troops and aircraft hit hard at palestinian militants saturday, killing at least 10 on the third bloody day of a massive israeli incursion into the gaza strip's largest refugee camp, as masked hamas gunmen vowed more rocket attacks on israeli towns.    about 2,000 soldiers have taken control of a 5-mile-deep chunk of northern gaza to counter militants firing homemade rockets into israel...\n",
      "Removed HTML Tags: hamas gunmen vow more attacks on israel jebaliya refugee camp, gaza strip - israeli troops and aircraft hit hard at palestinian militants saturday, killing at least 10 on the third bloody day of a massive israeli incursion into the gaza strip's largest refugee camp, as masked hamas gunmen vowed more rocket attacks on israeli towns.    about 2,000 soldiers have taken control of a 5-mile-deep chunk of northern gaza to counter militants firing homemade rockets into israel...\n",
      "Removed Special Characters: hamas gunmen vow more attacks on israel jebaliya refugee camp gaza strip  israeli troops and aircraft hit hard at palestinian militants saturday killing at least  on the third bloody day of a massive israeli incursion into the gaza strips largest refugee camp as masked hamas gunmen vowed more rocket attacks on israeli towns    about  soldiers have taken control of a miledeep chunk of northern gaza to counter militants firing homemade rockets into israel\n",
      "Tokens: ['hamas', 'gunmen', 'vow', 'more', 'attacks', 'on', 'israel', 'jebaliya', 'refugee', 'camp', 'gaza', 'strip', 'israeli', 'troops', 'and', 'aircraft', 'hit', 'hard', 'at', 'palestinian', 'militants', 'saturday', 'killing', 'at', 'least', 'on', 'the', 'third', 'bloody', 'day', 'of', 'a', 'massive', 'israeli', 'incursion', 'into', 'the', 'gaza', 'strips', 'largest', 'refugee', 'camp', 'as', 'masked', 'hamas', 'gunmen', 'vowed', 'more', 'rocket', 'attacks', 'on', 'israeli', 'towns', 'about', 'soldiers', 'have', 'taken', 'control', 'of', 'a', 'miledeep', 'chunk', 'of', 'northern', 'gaza', 'to', 'counter', 'militants', 'firing', 'homemade', 'rockets', 'into', 'israel']\n",
      "Removed Stopwords: ['hamas', 'gunmen', 'vow', 'attacks', 'israel', 'jebaliya', 'refugee', 'camp', 'gaza', 'strip', 'israeli', 'troops', 'aircraft', 'hit', 'hard', 'palestinian', 'militants', 'saturday', 'killing', 'least', 'third', 'bloody', 'day', 'massive', 'israeli', 'incursion', 'gaza', 'strips', 'largest', 'refugee', 'camp', 'masked', 'hamas', 'gunmen', 'vowed', 'rocket', 'attacks', 'israeli', 'towns', 'soldiers', 'taken', 'control', 'miledeep', 'chunk', 'northern', 'gaza', 'counter', 'militants', 'firing', 'homemade', 'rockets', 'israel']\n",
      "Stemmed Tokens: ['hama', 'gunmen', 'vow', 'attack', 'israel', 'jebaliya', 'refuge', 'camp', 'gaza', 'strip', 'isra', 'troop', 'aircraft', 'hit', 'hard', 'palestinian', 'milit', 'saturday', 'kill', 'least', 'third', 'bloodi', 'day', 'massiv', 'isra', 'incurs', 'gaza', 'strip', 'largest', 'refuge', 'camp', 'mask', 'hama', 'gunmen', 'vow', 'rocket', 'attack', 'isra', 'town', 'soldier', 'taken', 'control', 'miledeep', 'chunk', 'northern', 'gaza', 'counter', 'milit', 'fire', 'homemad', 'rocket', 'israel']\n",
      "Final Preprocessed Text: hama gunmen vow attack israel jebaliya refuge camp gaza strip isra troop aircraft hit hard palestinian milit saturday kill least third bloodi day massiv isra incurs gaza strip largest refuge camp mask hama gunmen vow rocket attack isra town soldier taken control miledeep chunk northern gaza counter milit fire homemad rocket israel\n",
      "\n",
      "Original Text: UK hostage's 'release sabotaged' The brother of Ken Bigley, the British hostage held in Iraq, says the US has \"sabotaged\" his possible release.\n",
      "Lowercased Text: uk hostage's 'release sabotaged' the brother of ken bigley, the british hostage held in iraq, says the us has \"sabotaged\" his possible release.\n",
      "Removed URLs: uk hostage's 'release sabotaged' the brother of ken bigley, the british hostage held in iraq, says the us has \"sabotaged\" his possible release.\n",
      "Removed HTML Tags: uk hostage's 'release sabotaged' the brother of ken bigley, the british hostage held in iraq, says the us has \"sabotaged\" his possible release.\n",
      "Removed Special Characters: uk hostages release sabotaged the brother of ken bigley the british hostage held in iraq says the us has sabotaged his possible release\n",
      "Tokens: ['uk', 'hostages', 'release', 'sabotaged', 'the', 'brother', 'of', 'ken', 'bigley', 'the', 'british', 'hostage', 'held', 'in', 'iraq', 'says', 'the', 'us', 'has', 'sabotaged', 'his', 'possible', 'release']\n",
      "Removed Stopwords: ['uk', 'hostages', 'release', 'sabotaged', 'brother', 'ken', 'bigley', 'british', 'hostage', 'held', 'iraq', 'says', 'us', 'sabotaged', 'possible', 'release']\n",
      "Stemmed Tokens: ['uk', 'hostag', 'releas', 'sabotag', 'brother', 'ken', 'bigley', 'british', 'hostag', 'held', 'iraq', 'say', 'us', 'sabotag', 'possibl', 'releas']\n",
      "Final Preprocessed Text: uk hostag releas sabotag brother ken bigley british hostag held iraq say us sabotag possibl releas\n",
      "\n",
      "Original Text: GOP Rep. Cubin Wins Wyoming Primary (AP) AP - U.S. Rep. Barbara Cubin fended off four Republican challengers in Tuesday's primary election, securing a shot at a sixth term in this fall's general election.\n",
      "Lowercased Text: gop rep. cubin wins wyoming primary (ap) ap - u.s. rep. barbara cubin fended off four republican challengers in tuesday's primary election, securing a shot at a sixth term in this fall's general election.\n",
      "Removed URLs: gop rep. cubin wins wyoming primary (ap) ap - u.s. rep. barbara cubin fended off four republican challengers in tuesday's primary election, securing a shot at a sixth term in this fall's general election.\n",
      "Removed HTML Tags: gop rep. cubin wins wyoming primary (ap) ap - u.s. rep. barbara cubin fended off four republican challengers in tuesday's primary election, securing a shot at a sixth term in this fall's general election.\n",
      "Removed Special Characters: gop rep cubin wins wyoming primary ap ap  us rep barbara cubin fended off four republican challengers in tuesdays primary election securing a shot at a sixth term in this falls general election\n",
      "Tokens: ['gop', 'rep', 'cubin', 'wins', 'wyoming', 'primary', 'ap', 'ap', 'us', 'rep', 'barbara', 'cubin', 'fended', 'off', 'four', 'republican', 'challengers', 'in', 'tuesdays', 'primary', 'election', 'securing', 'a', 'shot', 'at', 'a', 'sixth', 'term', 'in', 'this', 'falls', 'general', 'election']\n",
      "Removed Stopwords: ['gop', 'rep', 'cubin', 'wins', 'wyoming', 'primary', 'ap', 'ap', 'us', 'rep', 'barbara', 'cubin', 'fended', 'four', 'republican', 'challengers', 'tuesdays', 'primary', 'election', 'securing', 'shot', 'sixth', 'term', 'falls', 'general', 'election']\n",
      "Stemmed Tokens: ['gop', 'rep', 'cubin', 'win', 'wyom', 'primari', 'ap', 'ap', 'us', 'rep', 'barbara', 'cubin', 'fend', 'four', 'republican', 'challeng', 'tuesday', 'primari', 'elect', 'secur', 'shot', 'sixth', 'term', 'fall', 'gener', 'elect']\n",
      "Final Preprocessed Text: gop rep cubin win wyom primari ap ap us rep barbara cubin fend four republican challeng tuesday primari elect secur shot sixth term fall gener elect\n",
      "\n",
      "Original Text: Japan battered by Typhoon Meari At least two people have been killed and several are reported missing after a powerful tropical storm struck south-western Japan. Tens of thousands of others were forced to flee their homes as Typhoon Meari #39;s \n",
      "Lowercased Text: japan battered by typhoon meari at least two people have been killed and several are reported missing after a powerful tropical storm struck south-western japan. tens of thousands of others were forced to flee their homes as typhoon meari #39;s \n",
      "Removed URLs: japan battered by typhoon meari at least two people have been killed and several are reported missing after a powerful tropical storm struck south-western japan. tens of thousands of others were forced to flee their homes as typhoon meari #39;s \n",
      "Removed HTML Tags: japan battered by typhoon meari at least two people have been killed and several are reported missing after a powerful tropical storm struck south-western japan. tens of thousands of others were forced to flee their homes as typhoon meari #39;s \n",
      "Removed Special Characters: japan battered by typhoon meari at least two people have been killed and several are reported missing after a powerful tropical storm struck southwestern japan tens of thousands of others were forced to flee their homes as typhoon meari s \n",
      "Tokens: ['japan', 'battered', 'by', 'typhoon', 'meari', 'at', 'least', 'two', 'people', 'have', 'been', 'killed', 'and', 'several', 'are', 'reported', 'missing', 'after', 'a', 'powerful', 'tropical', 'storm', 'struck', 'southwestern', 'japan', 'tens', 'of', 'thousands', 'of', 'others', 'were', 'forced', 'to', 'flee', 'their', 'homes', 'as', 'typhoon', 'meari', 's']\n",
      "Removed Stopwords: ['japan', 'battered', 'typhoon', 'meari', 'least', 'two', 'people', 'killed', 'several', 'reported', 'missing', 'powerful', 'tropical', 'storm', 'struck', 'southwestern', 'japan', 'tens', 'thousands', 'others', 'forced', 'flee', 'homes', 'typhoon', 'meari']\n",
      "Stemmed Tokens: ['japan', 'batter', 'typhoon', 'meari', 'least', 'two', 'peopl', 'kill', 'sever', 'report', 'miss', 'power', 'tropic', 'storm', 'struck', 'southwestern', 'japan', 'ten', 'thousand', 'other', 'forc', 'flee', 'home', 'typhoon', 'meari']\n",
      "Final Preprocessed Text: japan batter typhoon meari least two peopl kill sever report miss power tropic storm struck southwestern japan ten thousand other forc flee home typhoon meari\n",
      "\n",
      "Original Text: Pakistan Army Says Noose Tightened Around Militants  WANA, Pakistan (Reuters) - The Pakistani army said on  Saturday it had tightened the noose around hundreds of al  Qaeda-linked foreign militants hiding in a rugged mountainous  region near the Afghan border.\n",
      "Lowercased Text: pakistan army says noose tightened around militants  wana, pakistan (reuters) - the pakistani army said on  saturday it had tightened the noose around hundreds of al  qaeda-linked foreign militants hiding in a rugged mountainous  region near the afghan border.\n",
      "Removed URLs: pakistan army says noose tightened around militants  wana, pakistan (reuters) - the pakistani army said on  saturday it had tightened the noose around hundreds of al  qaeda-linked foreign militants hiding in a rugged mountainous  region near the afghan border.\n",
      "Removed HTML Tags: pakistan army says noose tightened around militants  wana, pakistan (reuters) - the pakistani army said on  saturday it had tightened the noose around hundreds of al  qaeda-linked foreign militants hiding in a rugged mountainous  region near the afghan border.\n",
      "Removed Special Characters: pakistan army says noose tightened around militants  wana pakistan reuters  the pakistani army said on  saturday it had tightened the noose around hundreds of al  qaedalinked foreign militants hiding in a rugged mountainous  region near the afghan border\n",
      "Tokens: ['pakistan', 'army', 'says', 'noose', 'tightened', 'around', 'militants', 'wana', 'pakistan', 'reuters', 'the', 'pakistani', 'army', 'said', 'on', 'saturday', 'it', 'had', 'tightened', 'the', 'noose', 'around', 'hundreds', 'of', 'al', 'qaedalinked', 'foreign', 'militants', 'hiding', 'in', 'a', 'rugged', 'mountainous', 'region', 'near', 'the', 'afghan', 'border']\n",
      "Removed Stopwords: ['pakistan', 'army', 'says', 'noose', 'tightened', 'around', 'militants', 'wana', 'pakistan', 'reuters', 'pakistani', 'army', 'said', 'saturday', 'tightened', 'noose', 'around', 'hundreds', 'al', 'qaedalinked', 'foreign', 'militants', 'hiding', 'rugged', 'mountainous', 'region', 'near', 'afghan', 'border']\n",
      "Stemmed Tokens: ['pakistan', 'armi', 'say', 'noos', 'tighten', 'around', 'milit', 'wana', 'pakistan', 'reuter', 'pakistani', 'armi', 'said', 'saturday', 'tighten', 'noos', 'around', 'hundr', 'al', 'qaedalink', 'foreign', 'milit', 'hide', 'rug', 'mountain', 'region', 'near', 'afghan', 'border']\n",
      "Final Preprocessed Text: pakistan armi say noos tighten around milit wana pakistan reuter pakistani armi said saturday tighten noos around hundr al qaedalink foreign milit hide rug mountain region near afghan border\n",
      "\n",
      "Original Text: Ukrainian PM Yanukovich Takes Early Lead in Presidential Race Ukrainian prime minister Viktor Yanukovich held a slim lead in Ukraine s presidential race as of 10:00 Monday morning, with 41 percent compared to Viktor Yuschenkos 38 percent, according to partial results.\n",
      "Lowercased Text: ukrainian pm yanukovich takes early lead in presidential race ukrainian prime minister viktor yanukovich held a slim lead in ukraine s presidential race as of 10:00 monday morning, with 41 percent compared to viktor yuschenkos 38 percent, according to partial results.\n",
      "Removed URLs: ukrainian pm yanukovich takes early lead in presidential race ukrainian prime minister viktor yanukovich held a slim lead in ukraine s presidential race as of 10:00 monday morning, with 41 percent compared to viktor yuschenkos 38 percent, according to partial results.\n",
      "Removed HTML Tags: ukrainian pm yanukovich takes early lead in presidential race ukrainian prime minister viktor yanukovich held a slim lead in ukraine s presidential race as of 10:00 monday morning, with 41 percent compared to viktor yuschenkos 38 percent, according to partial results.\n",
      "Removed Special Characters: ukrainian pm yanukovich takes early lead in presidential race ukrainian prime minister viktor yanukovich held a slim lead in ukraine s presidential race as of  monday morning with  percent compared to viktor yuschenkos  percent according to partial results\n",
      "Tokens: ['ukrainian', 'pm', 'yanukovich', 'takes', 'early', 'lead', 'in', 'presidential', 'race', 'ukrainian', 'prime', 'minister', 'viktor', 'yanukovich', 'held', 'a', 'slim', 'lead', 'in', 'ukraine', 's', 'presidential', 'race', 'as', 'of', 'monday', 'morning', 'with', 'percent', 'compared', 'to', 'viktor', 'yuschenkos', 'percent', 'according', 'to', 'partial', 'results']\n",
      "Removed Stopwords: ['ukrainian', 'pm', 'yanukovich', 'takes', 'early', 'lead', 'presidential', 'race', 'ukrainian', 'prime', 'minister', 'viktor', 'yanukovich', 'held', 'slim', 'lead', 'ukraine', 'presidential', 'race', 'monday', 'morning', 'percent', 'compared', 'viktor', 'yuschenkos', 'percent', 'according', 'partial', 'results']\n",
      "Stemmed Tokens: ['ukrainian', 'pm', 'yanukovich', 'take', 'earli', 'lead', 'presidenti', 'race', 'ukrainian', 'prime', 'minist', 'viktor', 'yanukovich', 'held', 'slim', 'lead', 'ukrain', 'presidenti', 'race', 'monday', 'morn', 'percent', 'compar', 'viktor', 'yuschenko', 'percent', 'accord', 'partial', 'result']\n",
      "Final Preprocessed Text: ukrainian pm yanukovich take earli lead presidenti race ukrainian prime minist viktor yanukovich held slim lead ukrain presidenti race monday morn percent compar viktor yuschenko percent accord partial result\n",
      "\n",
      "Original Text: Zawahri Tape Urges Resistance to 'Crusaders' (Reuters) Reuters - An audio tape said to be from senior al\\Qaeda official Ayman al-Zawahri called for organized resistance\\against invading \"crusaders\" in the Muslim world and especially\\attacks against Israel's ally the United States.\n",
      "Lowercased Text: zawahri tape urges resistance to 'crusaders' (reuters) reuters - an audio tape said to be from senior al\\qaeda official ayman al-zawahri called for organized resistance\\against invading \"crusaders\" in the muslim world and especially\\attacks against israel's ally the united states.\n",
      "Removed URLs: zawahri tape urges resistance to 'crusaders' (reuters) reuters - an audio tape said to be from senior al\\qaeda official ayman al-zawahri called for organized resistance\\against invading \"crusaders\" in the muslim world and especially\\attacks against israel's ally the united states.\n",
      "Removed HTML Tags: zawahri tape urges resistance to 'crusaders' (reuters) reuters - an audio tape said to be from senior al\\qaeda official ayman al-zawahri called for organized resistance\\against invading \"crusaders\" in the muslim world and especially\\attacks against israel's ally the united states.\n",
      "Removed Special Characters: zawahri tape urges resistance to crusaders reuters reuters  an audio tape said to be from senior alqaeda official ayman alzawahri called for organized resistanceagainst invading crusaders in the muslim world and especiallyattacks against israels ally the united states\n",
      "Tokens: ['zawahri', 'tape', 'urges', 'resistance', 'to', 'crusaders', 'reuters', 'reuters', 'an', 'audio', 'tape', 'said', 'to', 'be', 'from', 'senior', 'alqaeda', 'official', 'ayman', 'alzawahri', 'called', 'for', 'organized', 'resistanceagainst', 'invading', 'crusaders', 'in', 'the', 'muslim', 'world', 'and', 'especiallyattacks', 'against', 'israels', 'ally', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['zawahri', 'tape', 'urges', 'resistance', 'crusaders', 'reuters', 'reuters', 'audio', 'tape', 'said', 'senior', 'alqaeda', 'official', 'ayman', 'alzawahri', 'called', 'organized', 'resistanceagainst', 'invading', 'crusaders', 'muslim', 'world', 'especiallyattacks', 'israels', 'ally', 'united', 'states']\n",
      "Stemmed Tokens: ['zawahri', 'tape', 'urg', 'resist', 'crusad', 'reuter', 'reuter', 'audio', 'tape', 'said', 'senior', 'alqaeda', 'offici', 'ayman', 'alzawahri', 'call', 'organ', 'resistanceagainst', 'invad', 'crusad', 'muslim', 'world', 'especiallyattack', 'israel', 'alli', 'unit', 'state']\n",
      "Final Preprocessed Text: zawahri tape urg resist crusad reuter reuter audio tape said senior alqaeda offici ayman alzawahri call organ resistanceagainst invad crusad muslim world especiallyattack israel alli unit state\n",
      "\n",
      "Original Text: Former Costa Rican President Ordered Held (AP) AP - A court on Friday ordered that former President Rafael Calderon be jailed for nine months as investigators probe corruption allegations.\n",
      "Lowercased Text: former costa rican president ordered held (ap) ap - a court on friday ordered that former president rafael calderon be jailed for nine months as investigators probe corruption allegations.\n",
      "Removed URLs: former costa rican president ordered held (ap) ap - a court on friday ordered that former president rafael calderon be jailed for nine months as investigators probe corruption allegations.\n",
      "Removed HTML Tags: former costa rican president ordered held (ap) ap - a court on friday ordered that former president rafael calderon be jailed for nine months as investigators probe corruption allegations.\n",
      "Removed Special Characters: former costa rican president ordered held ap ap  a court on friday ordered that former president rafael calderon be jailed for nine months as investigators probe corruption allegations\n",
      "Tokens: ['former', 'costa', 'rican', 'president', 'ordered', 'held', 'ap', 'ap', 'a', 'court', 'on', 'friday', 'ordered', 'that', 'former', 'president', 'rafael', 'calderon', 'be', 'jailed', 'for', 'nine', 'months', 'as', 'investigators', 'probe', 'corruption', 'allegations']\n",
      "Removed Stopwords: ['former', 'costa', 'rican', 'president', 'ordered', 'held', 'ap', 'ap', 'court', 'friday', 'ordered', 'former', 'president', 'rafael', 'calderon', 'jailed', 'nine', 'months', 'investigators', 'probe', 'corruption', 'allegations']\n",
      "Stemmed Tokens: ['former', 'costa', 'rican', 'presid', 'order', 'held', 'ap', 'ap', 'court', 'friday', 'order', 'former', 'presid', 'rafael', 'calderon', 'jail', 'nine', 'month', 'investig', 'probe', 'corrupt', 'alleg']\n",
      "Final Preprocessed Text: former costa rican presid order held ap ap court friday order former presid rafael calderon jail nine month investig probe corrupt alleg\n",
      "\n",
      "Original Text: \"Phir Milenge\" tackles HIV stigma in India (Reuters) Reuters - In a movie-mad country where people are shy about discussing sex, a Bollywood film-maker hopes to shed some light on India's potentially disastrous HIV problem.\n",
      "Lowercased Text: \"phir milenge\" tackles hiv stigma in india (reuters) reuters - in a movie-mad country where people are shy about discussing sex, a bollywood film-maker hopes to shed some light on india's potentially disastrous hiv problem.\n",
      "Removed URLs: \"phir milenge\" tackles hiv stigma in india (reuters) reuters - in a movie-mad country where people are shy about discussing sex, a bollywood film-maker hopes to shed some light on india's potentially disastrous hiv problem.\n",
      "Removed HTML Tags: \"phir milenge\" tackles hiv stigma in india (reuters) reuters - in a movie-mad country where people are shy about discussing sex, a bollywood film-maker hopes to shed some light on india's potentially disastrous hiv problem.\n",
      "Removed Special Characters: phir milenge tackles hiv stigma in india reuters reuters  in a moviemad country where people are shy about discussing sex a bollywood filmmaker hopes to shed some light on indias potentially disastrous hiv problem\n",
      "Tokens: ['phir', 'milenge', 'tackles', 'hiv', 'stigma', 'in', 'india', 'reuters', 'reuters', 'in', 'a', 'moviemad', 'country', 'where', 'people', 'are', 'shy', 'about', 'discussing', 'sex', 'a', 'bollywood', 'filmmaker', 'hopes', 'to', 'shed', 'some', 'light', 'on', 'indias', 'potentially', 'disastrous', 'hiv', 'problem']\n",
      "Removed Stopwords: ['phir', 'milenge', 'tackles', 'hiv', 'stigma', 'india', 'reuters', 'reuters', 'moviemad', 'country', 'people', 'shy', 'discussing', 'sex', 'bollywood', 'filmmaker', 'hopes', 'shed', 'light', 'indias', 'potentially', 'disastrous', 'hiv', 'problem']\n",
      "Stemmed Tokens: ['phir', 'mileng', 'tackl', 'hiv', 'stigma', 'india', 'reuter', 'reuter', 'moviemad', 'countri', 'peopl', 'shi', 'discuss', 'sex', 'bollywood', 'filmmak', 'hope', 'shed', 'light', 'india', 'potenti', 'disastr', 'hiv', 'problem']\n",
      "Final Preprocessed Text: phir mileng tackl hiv stigma india reuter reuter moviemad countri peopl shi discuss sex bollywood filmmak hope shed light india potenti disastr hiv problem\n",
      "\n",
      "Original Text: Iraqi kidnappers release South Asian hostages Kidnappers have released two truck drivers, one from Bangladesh and the other from Sri Lanka, after holding them hostage in Iraq for more than a month.\n",
      "Lowercased Text: iraqi kidnappers release south asian hostages kidnappers have released two truck drivers, one from bangladesh and the other from sri lanka, after holding them hostage in iraq for more than a month.\n",
      "Removed URLs: iraqi kidnappers release south asian hostages kidnappers have released two truck drivers, one from bangladesh and the other from sri lanka, after holding them hostage in iraq for more than a month.\n",
      "Removed HTML Tags: iraqi kidnappers release south asian hostages kidnappers have released two truck drivers, one from bangladesh and the other from sri lanka, after holding them hostage in iraq for more than a month.\n",
      "Removed Special Characters: iraqi kidnappers release south asian hostages kidnappers have released two truck drivers one from bangladesh and the other from sri lanka after holding them hostage in iraq for more than a month\n",
      "Tokens: ['iraqi', 'kidnappers', 'release', 'south', 'asian', 'hostages', 'kidnappers', 'have', 'released', 'two', 'truck', 'drivers', 'one', 'from', 'bangladesh', 'and', 'the', 'other', 'from', 'sri', 'lanka', 'after', 'holding', 'them', 'hostage', 'in', 'iraq', 'for', 'more', 'than', 'a', 'month']\n",
      "Removed Stopwords: ['iraqi', 'kidnappers', 'release', 'south', 'asian', 'hostages', 'kidnappers', 'released', 'two', 'truck', 'drivers', 'one', 'bangladesh', 'sri', 'lanka', 'holding', 'hostage', 'iraq', 'month']\n",
      "Stemmed Tokens: ['iraqi', 'kidnapp', 'releas', 'south', 'asian', 'hostag', 'kidnapp', 'releas', 'two', 'truck', 'driver', 'one', 'bangladesh', 'sri', 'lanka', 'hold', 'hostag', 'iraq', 'month']\n",
      "Final Preprocessed Text: iraqi kidnapp releas south asian hostag kidnapp releas two truck driver one bangladesh sri lanka hold hostag iraq month\n",
      "\n",
      "Original Text: Officials fear Temple Mount could collapse Officials said yesterday the number of Muslim worshipers allowed onto the Temple Mount in Jerusalem during the coming month of Ramadan may have to be limited because of a danger the biblical-era complex might collapse.\n",
      "Lowercased Text: officials fear temple mount could collapse officials said yesterday the number of muslim worshipers allowed onto the temple mount in jerusalem during the coming month of ramadan may have to be limited because of a danger the biblical-era complex might collapse.\n",
      "Removed URLs: officials fear temple mount could collapse officials said yesterday the number of muslim worshipers allowed onto the temple mount in jerusalem during the coming month of ramadan may have to be limited because of a danger the biblical-era complex might collapse.\n",
      "Removed HTML Tags: officials fear temple mount could collapse officials said yesterday the number of muslim worshipers allowed onto the temple mount in jerusalem during the coming month of ramadan may have to be limited because of a danger the biblical-era complex might collapse.\n",
      "Removed Special Characters: officials fear temple mount could collapse officials said yesterday the number of muslim worshipers allowed onto the temple mount in jerusalem during the coming month of ramadan may have to be limited because of a danger the biblicalera complex might collapse\n",
      "Tokens: ['officials', 'fear', 'temple', 'mount', 'could', 'collapse', 'officials', 'said', 'yesterday', 'the', 'number', 'of', 'muslim', 'worshipers', 'allowed', 'onto', 'the', 'temple', 'mount', 'in', 'jerusalem', 'during', 'the', 'coming', 'month', 'of', 'ramadan', 'may', 'have', 'to', 'be', 'limited', 'because', 'of', 'a', 'danger', 'the', 'biblicalera', 'complex', 'might', 'collapse']\n",
      "Removed Stopwords: ['officials', 'fear', 'temple', 'mount', 'could', 'collapse', 'officials', 'said', 'yesterday', 'number', 'muslim', 'worshipers', 'allowed', 'onto', 'temple', 'mount', 'jerusalem', 'coming', 'month', 'ramadan', 'may', 'limited', 'danger', 'biblicalera', 'complex', 'might', 'collapse']\n",
      "Stemmed Tokens: ['offici', 'fear', 'templ', 'mount', 'could', 'collaps', 'offici', 'said', 'yesterday', 'number', 'muslim', 'worship', 'allow', 'onto', 'templ', 'mount', 'jerusalem', 'come', 'month', 'ramadan', 'may', 'limit', 'danger', 'biblicalera', 'complex', 'might', 'collaps']\n",
      "Final Preprocessed Text: offici fear templ mount could collaps offici said yesterday number muslim worship allow onto templ mount jerusalem come month ramadan may limit danger biblicalera complex might collaps\n",
      "\n",
      "Original Text: Allawi accused of rushing trials for Saddam #39;s aides War crimes trials against senior lieutenants of Saddam Hussein will start in Baghdad next week, the interim Iraqi Prime Minister Iyad Allawi said yesterday.\n",
      "Lowercased Text: allawi accused of rushing trials for saddam #39;s aides war crimes trials against senior lieutenants of saddam hussein will start in baghdad next week, the interim iraqi prime minister iyad allawi said yesterday.\n",
      "Removed URLs: allawi accused of rushing trials for saddam #39;s aides war crimes trials against senior lieutenants of saddam hussein will start in baghdad next week, the interim iraqi prime minister iyad allawi said yesterday.\n",
      "Removed HTML Tags: allawi accused of rushing trials for saddam #39;s aides war crimes trials against senior lieutenants of saddam hussein will start in baghdad next week, the interim iraqi prime minister iyad allawi said yesterday.\n",
      "Removed Special Characters: allawi accused of rushing trials for saddam s aides war crimes trials against senior lieutenants of saddam hussein will start in baghdad next week the interim iraqi prime minister iyad allawi said yesterday\n",
      "Tokens: ['allawi', 'accused', 'of', 'rushing', 'trials', 'for', 'saddam', 's', 'aides', 'war', 'crimes', 'trials', 'against', 'senior', 'lieutenants', 'of', 'saddam', 'hussein', 'will', 'start', 'in', 'baghdad', 'next', 'week', 'the', 'interim', 'iraqi', 'prime', 'minister', 'iyad', 'allawi', 'said', 'yesterday']\n",
      "Removed Stopwords: ['allawi', 'accused', 'rushing', 'trials', 'saddam', 'aides', 'war', 'crimes', 'trials', 'senior', 'lieutenants', 'saddam', 'hussein', 'start', 'baghdad', 'next', 'week', 'interim', 'iraqi', 'prime', 'minister', 'iyad', 'allawi', 'said', 'yesterday']\n",
      "Stemmed Tokens: ['allawi', 'accus', 'rush', 'trial', 'saddam', 'aid', 'war', 'crime', 'trial', 'senior', 'lieuten', 'saddam', 'hussein', 'start', 'baghdad', 'next', 'week', 'interim', 'iraqi', 'prime', 'minist', 'iyad', 'allawi', 'said', 'yesterday']\n",
      "Final Preprocessed Text: allawi accus rush trial saddam aid war crime trial senior lieuten saddam hussein start baghdad next week interim iraqi prime minist iyad allawi said yesterday\n",
      "\n",
      "Original Text: Musharraf ally elected as new Pakistan PM ISLAMABAD - Pakistan #39;s Parliament elected former Finance Minister Shaukat Aziz as Prime Minister yesterday amid an opposition boycott of the vote.\n",
      "Lowercased Text: musharraf ally elected as new pakistan pm islamabad - pakistan #39;s parliament elected former finance minister shaukat aziz as prime minister yesterday amid an opposition boycott of the vote.\n",
      "Removed URLs: musharraf ally elected as new pakistan pm islamabad - pakistan #39;s parliament elected former finance minister shaukat aziz as prime minister yesterday amid an opposition boycott of the vote.\n",
      "Removed HTML Tags: musharraf ally elected as new pakistan pm islamabad - pakistan #39;s parliament elected former finance minister shaukat aziz as prime minister yesterday amid an opposition boycott of the vote.\n",
      "Removed Special Characters: musharraf ally elected as new pakistan pm islamabad  pakistan s parliament elected former finance minister shaukat aziz as prime minister yesterday amid an opposition boycott of the vote\n",
      "Tokens: ['musharraf', 'ally', 'elected', 'as', 'new', 'pakistan', 'pm', 'islamabad', 'pakistan', 's', 'parliament', 'elected', 'former', 'finance', 'minister', 'shaukat', 'aziz', 'as', 'prime', 'minister', 'yesterday', 'amid', 'an', 'opposition', 'boycott', 'of', 'the', 'vote']\n",
      "Removed Stopwords: ['musharraf', 'ally', 'elected', 'new', 'pakistan', 'pm', 'islamabad', 'pakistan', 'parliament', 'elected', 'former', 'finance', 'minister', 'shaukat', 'aziz', 'prime', 'minister', 'yesterday', 'amid', 'opposition', 'boycott', 'vote']\n",
      "Stemmed Tokens: ['musharraf', 'alli', 'elect', 'new', 'pakistan', 'pm', 'islamabad', 'pakistan', 'parliament', 'elect', 'former', 'financ', 'minist', 'shaukat', 'aziz', 'prime', 'minist', 'yesterday', 'amid', 'opposit', 'boycott', 'vote']\n",
      "Final Preprocessed Text: musharraf alli elect new pakistan pm islamabad pakistan parliament elect former financ minist shaukat aziz prime minist yesterday amid opposit boycott vote\n",
      "\n",
      "Original Text: Warning on World Diabetes Day Soaring childhood obesity rates will increase diabetes rates across the globe, international agencies warn.\n",
      "Lowercased Text: warning on world diabetes day soaring childhood obesity rates will increase diabetes rates across the globe, international agencies warn.\n",
      "Removed URLs: warning on world diabetes day soaring childhood obesity rates will increase diabetes rates across the globe, international agencies warn.\n",
      "Removed HTML Tags: warning on world diabetes day soaring childhood obesity rates will increase diabetes rates across the globe, international agencies warn.\n",
      "Removed Special Characters: warning on world diabetes day soaring childhood obesity rates will increase diabetes rates across the globe international agencies warn\n",
      "Tokens: ['warning', 'on', 'world', 'diabetes', 'day', 'soaring', 'childhood', 'obesity', 'rates', 'will', 'increase', 'diabetes', 'rates', 'across', 'the', 'globe', 'international', 'agencies', 'warn']\n",
      "Removed Stopwords: ['warning', 'world', 'diabetes', 'day', 'soaring', 'childhood', 'obesity', 'rates', 'increase', 'diabetes', 'rates', 'across', 'globe', 'international', 'agencies', 'warn']\n",
      "Stemmed Tokens: ['warn', 'world', 'diabet', 'day', 'soar', 'childhood', 'obes', 'rate', 'increas', 'diabet', 'rate', 'across', 'globe', 'intern', 'agenc', 'warn']\n",
      "Final Preprocessed Text: warn world diabet day soar childhood obes rate increas diabet rate across globe intern agenc warn\n",
      "\n",
      "Original Text: Paris reiterates its support for Turkey #39;s entry into EU French President Jacques Chirac reiterated Friday its support for Turkish membership for the European Union (EU). Chirac noted that  quot;in any case, we should take all the necessary \n",
      "Lowercased Text: paris reiterates its support for turkey #39;s entry into eu french president jacques chirac reiterated friday its support for turkish membership for the european union (eu). chirac noted that  quot;in any case, we should take all the necessary \n",
      "Removed URLs: paris reiterates its support for turkey #39;s entry into eu french president jacques chirac reiterated friday its support for turkish membership for the european union (eu). chirac noted that  quot;in any case, we should take all the necessary \n",
      "Removed HTML Tags: paris reiterates its support for turkey #39;s entry into eu french president jacques chirac reiterated friday its support for turkish membership for the european union (eu). chirac noted that  quot;in any case, we should take all the necessary \n",
      "Removed Special Characters: paris reiterates its support for turkey s entry into eu french president jacques chirac reiterated friday its support for turkish membership for the european union eu chirac noted that  quotin any case we should take all the necessary \n",
      "Tokens: ['paris', 'reiterates', 'its', 'support', 'for', 'turkey', 's', 'entry', 'into', 'eu', 'french', 'president', 'jacques', 'chirac', 'reiterated', 'friday', 'its', 'support', 'for', 'turkish', 'membership', 'for', 'the', 'european', 'union', 'eu', 'chirac', 'noted', 'that', 'quotin', 'any', 'case', 'we', 'should', 'take', 'all', 'the', 'necessary']\n",
      "Removed Stopwords: ['paris', 'reiterates', 'support', 'turkey', 'entry', 'eu', 'french', 'president', 'jacques', 'chirac', 'reiterated', 'friday', 'support', 'turkish', 'membership', 'european', 'union', 'eu', 'chirac', 'noted', 'quotin', 'case', 'take', 'necessary']\n",
      "Stemmed Tokens: ['pari', 'reiter', 'support', 'turkey', 'entri', 'eu', 'french', 'presid', 'jacqu', 'chirac', 'reiter', 'friday', 'support', 'turkish', 'membership', 'european', 'union', 'eu', 'chirac', 'note', 'quotin', 'case', 'take', 'necessari']\n",
      "Final Preprocessed Text: pari reiter support turkey entri eu french presid jacqu chirac reiter friday support turkish membership european union eu chirac note quotin case take necessari\n",
      "\n",
      "Original Text: How to Aid Democracy in Ukraine I want to thank The Post for the Sept. 17 editorial  quot;More Straight Talk quot; about the critical events that will take place next month in Ukraine and Belarus.\n",
      "Lowercased Text: how to aid democracy in ukraine i want to thank the post for the sept. 17 editorial  quot;more straight talk quot; about the critical events that will take place next month in ukraine and belarus.\n",
      "Removed URLs: how to aid democracy in ukraine i want to thank the post for the sept. 17 editorial  quot;more straight talk quot; about the critical events that will take place next month in ukraine and belarus.\n",
      "Removed HTML Tags: how to aid democracy in ukraine i want to thank the post for the sept. 17 editorial  quot;more straight talk quot; about the critical events that will take place next month in ukraine and belarus.\n",
      "Removed Special Characters: how to aid democracy in ukraine i want to thank the post for the sept  editorial  quotmore straight talk quot about the critical events that will take place next month in ukraine and belarus\n",
      "Tokens: ['how', 'to', 'aid', 'democracy', 'in', 'ukraine', 'i', 'want', 'to', 'thank', 'the', 'post', 'for', 'the', 'sept', 'editorial', 'quotmore', 'straight', 'talk', 'quot', 'about', 'the', 'critical', 'events', 'that', 'will', 'take', 'place', 'next', 'month', 'in', 'ukraine', 'and', 'belarus']\n",
      "Removed Stopwords: ['aid', 'democracy', 'ukraine', 'want', 'thank', 'post', 'sept', 'editorial', 'quotmore', 'straight', 'talk', 'quot', 'critical', 'events', 'take', 'place', 'next', 'month', 'ukraine', 'belarus']\n",
      "Stemmed Tokens: ['aid', 'democraci', 'ukrain', 'want', 'thank', 'post', 'sept', 'editori', 'quotmor', 'straight', 'talk', 'quot', 'critic', 'event', 'take', 'place', 'next', 'month', 'ukrain', 'belaru']\n",
      "Final Preprocessed Text: aid democraci ukrain want thank post sept editori quotmor straight talk quot critic event take place next month ukrain belaru\n",
      "\n",
      "Original Text: Falluja advance encounters sporadic resistance US and Iraqi forces have faced less resistance than expected and suffered minimal casualties, a commander said Tuesday, as the troops continue their second day of assaults on militant-controlled Falluja.\n",
      "Lowercased Text: falluja advance encounters sporadic resistance us and iraqi forces have faced less resistance than expected and suffered minimal casualties, a commander said tuesday, as the troops continue their second day of assaults on militant-controlled falluja.\n",
      "Removed URLs: falluja advance encounters sporadic resistance us and iraqi forces have faced less resistance than expected and suffered minimal casualties, a commander said tuesday, as the troops continue their second day of assaults on militant-controlled falluja.\n",
      "Removed HTML Tags: falluja advance encounters sporadic resistance us and iraqi forces have faced less resistance than expected and suffered minimal casualties, a commander said tuesday, as the troops continue their second day of assaults on militant-controlled falluja.\n",
      "Removed Special Characters: falluja advance encounters sporadic resistance us and iraqi forces have faced less resistance than expected and suffered minimal casualties a commander said tuesday as the troops continue their second day of assaults on militantcontrolled falluja\n",
      "Tokens: ['falluja', 'advance', 'encounters', 'sporadic', 'resistance', 'us', 'and', 'iraqi', 'forces', 'have', 'faced', 'less', 'resistance', 'than', 'expected', 'and', 'suffered', 'minimal', 'casualties', 'a', 'commander', 'said', 'tuesday', 'as', 'the', 'troops', 'continue', 'their', 'second', 'day', 'of', 'assaults', 'on', 'militantcontrolled', 'falluja']\n",
      "Removed Stopwords: ['falluja', 'advance', 'encounters', 'sporadic', 'resistance', 'us', 'iraqi', 'forces', 'faced', 'less', 'resistance', 'expected', 'suffered', 'minimal', 'casualties', 'commander', 'said', 'tuesday', 'troops', 'continue', 'second', 'day', 'assaults', 'militantcontrolled', 'falluja']\n",
      "Stemmed Tokens: ['falluja', 'advanc', 'encount', 'sporad', 'resist', 'us', 'iraqi', 'forc', 'face', 'less', 'resist', 'expect', 'suffer', 'minim', 'casualti', 'command', 'said', 'tuesday', 'troop', 'continu', 'second', 'day', 'assault', 'militantcontrol', 'falluja']\n",
      "Final Preprocessed Text: falluja advanc encount sporad resist us iraqi forc face less resist expect suffer minim casualti command said tuesday troop continu second day assault militantcontrol falluja\n",
      "\n",
      "Original Text: Reports May Indicate N.Korea Nuclear Test-NY Times  NEW YORK (Reuters) - The Bush administration has received  recent intelligence reports that some experts believe could  indicate North Korea is preparing to conduct its first nuclear  weapons test explosion, The New York Times reported in Sunday  editions.\n",
      "Lowercased Text: reports may indicate n.korea nuclear test-ny times  new york (reuters) - the bush administration has received  recent intelligence reports that some experts believe could  indicate north korea is preparing to conduct its first nuclear  weapons test explosion, the new york times reported in sunday  editions.\n",
      "Removed URLs: reports may indicate n.korea nuclear test-ny times  new york (reuters) - the bush administration has received  recent intelligence reports that some experts believe could  indicate north korea is preparing to conduct its first nuclear  weapons test explosion, the new york times reported in sunday  editions.\n",
      "Removed HTML Tags: reports may indicate n.korea nuclear test-ny times  new york (reuters) - the bush administration has received  recent intelligence reports that some experts believe could  indicate north korea is preparing to conduct its first nuclear  weapons test explosion, the new york times reported in sunday  editions.\n",
      "Removed Special Characters: reports may indicate nkorea nuclear testny times  new york reuters  the bush administration has received  recent intelligence reports that some experts believe could  indicate north korea is preparing to conduct its first nuclear  weapons test explosion the new york times reported in sunday  editions\n",
      "Tokens: ['reports', 'may', 'indicate', 'nkorea', 'nuclear', 'testny', 'times', 'new', 'york', 'reuters', 'the', 'bush', 'administration', 'has', 'received', 'recent', 'intelligence', 'reports', 'that', 'some', 'experts', 'believe', 'could', 'indicate', 'north', 'korea', 'is', 'preparing', 'to', 'conduct', 'its', 'first', 'nuclear', 'weapons', 'test', 'explosion', 'the', 'new', 'york', 'times', 'reported', 'in', 'sunday', 'editions']\n",
      "Removed Stopwords: ['reports', 'may', 'indicate', 'nkorea', 'nuclear', 'testny', 'times', 'new', 'york', 'reuters', 'bush', 'administration', 'received', 'recent', 'intelligence', 'reports', 'experts', 'believe', 'could', 'indicate', 'north', 'korea', 'preparing', 'conduct', 'first', 'nuclear', 'weapons', 'test', 'explosion', 'new', 'york', 'times', 'reported', 'sunday', 'editions']\n",
      "Stemmed Tokens: ['report', 'may', 'indic', 'nkorea', 'nuclear', 'testni', 'time', 'new', 'york', 'reuter', 'bush', 'administr', 'receiv', 'recent', 'intellig', 'report', 'expert', 'believ', 'could', 'indic', 'north', 'korea', 'prepar', 'conduct', 'first', 'nuclear', 'weapon', 'test', 'explos', 'new', 'york', 'time', 'report', 'sunday', 'edit']\n",
      "Final Preprocessed Text: report may indic nkorea nuclear testni time new york reuter bush administr receiv recent intellig report expert believ could indic north korea prepar conduct first nuclear weapon test explos new york time report sunday edit\n",
      "\n",
      "Original Text: 2 Assessments of Iraq, 2 Election Strategies The presidential candidates' opposed images of the war reflect opposed strategies for the final weeks of the campaign.\n",
      "Lowercased Text: 2 assessments of iraq, 2 election strategies the presidential candidates' opposed images of the war reflect opposed strategies for the final weeks of the campaign.\n",
      "Removed URLs: 2 assessments of iraq, 2 election strategies the presidential candidates' opposed images of the war reflect opposed strategies for the final weeks of the campaign.\n",
      "Removed HTML Tags: 2 assessments of iraq, 2 election strategies the presidential candidates' opposed images of the war reflect opposed strategies for the final weeks of the campaign.\n",
      "Removed Special Characters:  assessments of iraq  election strategies the presidential candidates opposed images of the war reflect opposed strategies for the final weeks of the campaign\n",
      "Tokens: ['assessments', 'of', 'iraq', 'election', 'strategies', 'the', 'presidential', 'candidates', 'opposed', 'images', 'of', 'the', 'war', 'reflect', 'opposed', 'strategies', 'for', 'the', 'final', 'weeks', 'of', 'the', 'campaign']\n",
      "Removed Stopwords: ['assessments', 'iraq', 'election', 'strategies', 'presidential', 'candidates', 'opposed', 'images', 'war', 'reflect', 'opposed', 'strategies', 'final', 'weeks', 'campaign']\n",
      "Stemmed Tokens: ['assess', 'iraq', 'elect', 'strategi', 'presidenti', 'candid', 'oppos', 'imag', 'war', 'reflect', 'oppos', 'strategi', 'final', 'week', 'campaign']\n",
      "Final Preprocessed Text: assess iraq elect strategi presidenti candid oppos imag war reflect oppos strategi final week campaign\n",
      "\n",
      "Original Text: US deserter reunited with family arrived on a remote island in northern Japan to start a new life with his Japanese wife and their two daughters. court-martial last month after saying he deserted from South Korea because he was frightened.\n",
      "Lowercased Text: us deserter reunited with family arrived on a remote island in northern japan to start a new life with his japanese wife and their two daughters. court-martial last month after saying he deserted from south korea because he was frightened.\n",
      "Removed URLs: us deserter reunited with family arrived on a remote island in northern japan to start a new life with his japanese wife and their two daughters. court-martial last month after saying he deserted from south korea because he was frightened.\n",
      "Removed HTML Tags: us deserter reunited with family arrived on a remote island in northern japan to start a new life with his japanese wife and their two daughters. court-martial last month after saying he deserted from south korea because he was frightened.\n",
      "Removed Special Characters: us deserter reunited with family arrived on a remote island in northern japan to start a new life with his japanese wife and their two daughters courtmartial last month after saying he deserted from south korea because he was frightened\n",
      "Tokens: ['us', 'deserter', 'reunited', 'with', 'family', 'arrived', 'on', 'a', 'remote', 'island', 'in', 'northern', 'japan', 'to', 'start', 'a', 'new', 'life', 'with', 'his', 'japanese', 'wife', 'and', 'their', 'two', 'daughters', 'courtmartial', 'last', 'month', 'after', 'saying', 'he', 'deserted', 'from', 'south', 'korea', 'because', 'he', 'was', 'frightened']\n",
      "Removed Stopwords: ['us', 'deserter', 'reunited', 'family', 'arrived', 'remote', 'island', 'northern', 'japan', 'start', 'new', 'life', 'japanese', 'wife', 'two', 'daughters', 'courtmartial', 'last', 'month', 'saying', 'deserted', 'south', 'korea', 'frightened']\n",
      "Stemmed Tokens: ['us', 'desert', 'reunit', 'famili', 'arriv', 'remot', 'island', 'northern', 'japan', 'start', 'new', 'life', 'japanes', 'wife', 'two', 'daughter', 'courtmarti', 'last', 'month', 'say', 'desert', 'south', 'korea', 'frighten']\n",
      "Final Preprocessed Text: us desert reunit famili arriv remot island northern japan start new life japanes wife two daughter courtmarti last month say desert south korea frighten\n",
      "\n",
      "Original Text: Ukraine Liberals Vow New Rallies to Overturn Vote (Reuters) Reuters - Ukrainian opposition leader Viktor\\Yushchenko pledged a campaign of mass street protests to\\overturn presidential election results he, and Western\\countries, say were rigged by a Moscow-backed government.\n",
      "Lowercased Text: ukraine liberals vow new rallies to overturn vote (reuters) reuters - ukrainian opposition leader viktor\\yushchenko pledged a campaign of mass street protests to\\overturn presidential election results he, and western\\countries, say were rigged by a moscow-backed government.\n",
      "Removed URLs: ukraine liberals vow new rallies to overturn vote (reuters) reuters - ukrainian opposition leader viktor\\yushchenko pledged a campaign of mass street protests to\\overturn presidential election results he, and western\\countries, say were rigged by a moscow-backed government.\n",
      "Removed HTML Tags: ukraine liberals vow new rallies to overturn vote (reuters) reuters - ukrainian opposition leader viktor\\yushchenko pledged a campaign of mass street protests to\\overturn presidential election results he, and western\\countries, say were rigged by a moscow-backed government.\n",
      "Removed Special Characters: ukraine liberals vow new rallies to overturn vote reuters reuters  ukrainian opposition leader viktoryushchenko pledged a campaign of mass street protests tooverturn presidential election results he and westerncountries say were rigged by a moscowbacked government\n",
      "Tokens: ['ukraine', 'liberals', 'vow', 'new', 'rallies', 'to', 'overturn', 'vote', 'reuters', 'reuters', 'ukrainian', 'opposition', 'leader', 'viktoryushchenko', 'pledged', 'a', 'campaign', 'of', 'mass', 'street', 'protests', 'tooverturn', 'presidential', 'election', 'results', 'he', 'and', 'westerncountries', 'say', 'were', 'rigged', 'by', 'a', 'moscowbacked', 'government']\n",
      "Removed Stopwords: ['ukraine', 'liberals', 'vow', 'new', 'rallies', 'overturn', 'vote', 'reuters', 'reuters', 'ukrainian', 'opposition', 'leader', 'viktoryushchenko', 'pledged', 'campaign', 'mass', 'street', 'protests', 'tooverturn', 'presidential', 'election', 'results', 'westerncountries', 'say', 'rigged', 'moscowbacked', 'government']\n",
      "Stemmed Tokens: ['ukrain', 'liber', 'vow', 'new', 'ralli', 'overturn', 'vote', 'reuter', 'reuter', 'ukrainian', 'opposit', 'leader', 'viktoryushchenko', 'pledg', 'campaign', 'mass', 'street', 'protest', 'tooverturn', 'presidenti', 'elect', 'result', 'westerncountri', 'say', 'rig', 'moscowback', 'govern']\n",
      "Final Preprocessed Text: ukrain liber vow new ralli overturn vote reuter reuter ukrainian opposit leader viktoryushchenko pledg campaign mass street protest tooverturn presidenti elect result westerncountri say rig moscowback govern\n",
      "\n",
      "Original Text: Taiwan Urges China to Begin Peace Talks President Chen Shui-bian of Taiwan, in a conciliatory gesture aimed at China's newly consolidated leadership, proposed a fresh start Sunday on long-suspended talks to improve relations and lower tension across the Taiwan Strait.\n",
      "Lowercased Text: taiwan urges china to begin peace talks president chen shui-bian of taiwan, in a conciliatory gesture aimed at china's newly consolidated leadership, proposed a fresh start sunday on long-suspended talks to improve relations and lower tension across the taiwan strait.\n",
      "Removed URLs: taiwan urges china to begin peace talks president chen shui-bian of taiwan, in a conciliatory gesture aimed at china's newly consolidated leadership, proposed a fresh start sunday on long-suspended talks to improve relations and lower tension across the taiwan strait.\n",
      "Removed HTML Tags: taiwan urges china to begin peace talks president chen shui-bian of taiwan, in a conciliatory gesture aimed at china's newly consolidated leadership, proposed a fresh start sunday on long-suspended talks to improve relations and lower tension across the taiwan strait.\n",
      "Removed Special Characters: taiwan urges china to begin peace talks president chen shuibian of taiwan in a conciliatory gesture aimed at chinas newly consolidated leadership proposed a fresh start sunday on longsuspended talks to improve relations and lower tension across the taiwan strait\n",
      "Tokens: ['taiwan', 'urges', 'china', 'to', 'begin', 'peace', 'talks', 'president', 'chen', 'shuibian', 'of', 'taiwan', 'in', 'a', 'conciliatory', 'gesture', 'aimed', 'at', 'chinas', 'newly', 'consolidated', 'leadership', 'proposed', 'a', 'fresh', 'start', 'sunday', 'on', 'longsuspended', 'talks', 'to', 'improve', 'relations', 'and', 'lower', 'tension', 'across', 'the', 'taiwan', 'strait']\n",
      "Removed Stopwords: ['taiwan', 'urges', 'china', 'begin', 'peace', 'talks', 'president', 'chen', 'shuibian', 'taiwan', 'conciliatory', 'gesture', 'aimed', 'chinas', 'newly', 'consolidated', 'leadership', 'proposed', 'fresh', 'start', 'sunday', 'longsuspended', 'talks', 'improve', 'relations', 'lower', 'tension', 'across', 'taiwan', 'strait']\n",
      "Stemmed Tokens: ['taiwan', 'urg', 'china', 'begin', 'peac', 'talk', 'presid', 'chen', 'shuibian', 'taiwan', 'conciliatori', 'gestur', 'aim', 'china', 'newli', 'consolid', 'leadership', 'propos', 'fresh', 'start', 'sunday', 'longsuspend', 'talk', 'improv', 'relat', 'lower', 'tension', 'across', 'taiwan', 'strait']\n",
      "Final Preprocessed Text: taiwan urg china begin peac talk presid chen shuibian taiwan conciliatori gestur aim china newli consolid leadership propos fresh start sunday longsuspend talk improv relat lower tension across taiwan strait\n",
      "\n",
      "Original Text: 'We want regime change', Zimbabwe opposition leader tells Britain (AFP) AFP - Zimbabwe's main opposition leader took his campaign against President Robert Mugabe to Britain, rallying expatriates and declaring their destitute southern African country ready for \"regime change\".\n",
      "Lowercased Text: 'we want regime change', zimbabwe opposition leader tells britain (afp) afp - zimbabwe's main opposition leader took his campaign against president robert mugabe to britain, rallying expatriates and declaring their destitute southern african country ready for \"regime change\".\n",
      "Removed URLs: 'we want regime change', zimbabwe opposition leader tells britain (afp) afp - zimbabwe's main opposition leader took his campaign against president robert mugabe to britain, rallying expatriates and declaring their destitute southern african country ready for \"regime change\".\n",
      "Removed HTML Tags: 'we want regime change', zimbabwe opposition leader tells britain (afp) afp - zimbabwe's main opposition leader took his campaign against president robert mugabe to britain, rallying expatriates and declaring their destitute southern african country ready for \"regime change\".\n",
      "Removed Special Characters: we want regime change zimbabwe opposition leader tells britain afp afp  zimbabwes main opposition leader took his campaign against president robert mugabe to britain rallying expatriates and declaring their destitute southern african country ready for regime change\n",
      "Tokens: ['we', 'want', 'regime', 'change', 'zimbabwe', 'opposition', 'leader', 'tells', 'britain', 'afp', 'afp', 'zimbabwes', 'main', 'opposition', 'leader', 'took', 'his', 'campaign', 'against', 'president', 'robert', 'mugabe', 'to', 'britain', 'rallying', 'expatriates', 'and', 'declaring', 'their', 'destitute', 'southern', 'african', 'country', 'ready', 'for', 'regime', 'change']\n",
      "Removed Stopwords: ['want', 'regime', 'change', 'zimbabwe', 'opposition', 'leader', 'tells', 'britain', 'afp', 'afp', 'zimbabwes', 'main', 'opposition', 'leader', 'took', 'campaign', 'president', 'robert', 'mugabe', 'britain', 'rallying', 'expatriates', 'declaring', 'destitute', 'southern', 'african', 'country', 'ready', 'regime', 'change']\n",
      "Stemmed Tokens: ['want', 'regim', 'chang', 'zimbabw', 'opposit', 'leader', 'tell', 'britain', 'afp', 'afp', 'zimbabw', 'main', 'opposit', 'leader', 'took', 'campaign', 'presid', 'robert', 'mugab', 'britain', 'ralli', 'expatri', 'declar', 'destitut', 'southern', 'african', 'countri', 'readi', 'regim', 'chang']\n",
      "Final Preprocessed Text: want regim chang zimbabw opposit leader tell britain afp afp zimbabw main opposit leader took campaign presid robert mugab britain ralli expatri declar destitut southern african countri readi regim chang\n",
      "\n",
      "Original Text: Six convicted in Pitcairn sex trials Six of seven Pitcairn men being tried on sexual assault charges on the south Pacific island were convicted by three judges, New Zealand TV reported Monday.\n",
      "Lowercased Text: six convicted in pitcairn sex trials six of seven pitcairn men being tried on sexual assault charges on the south pacific island were convicted by three judges, new zealand tv reported monday.\n",
      "Removed URLs: six convicted in pitcairn sex trials six of seven pitcairn men being tried on sexual assault charges on the south pacific island were convicted by three judges, new zealand tv reported monday.\n",
      "Removed HTML Tags: six convicted in pitcairn sex trials six of seven pitcairn men being tried on sexual assault charges on the south pacific island were convicted by three judges, new zealand tv reported monday.\n",
      "Removed Special Characters: six convicted in pitcairn sex trials six of seven pitcairn men being tried on sexual assault charges on the south pacific island were convicted by three judges new zealand tv reported monday\n",
      "Tokens: ['six', 'convicted', 'in', 'pitcairn', 'sex', 'trials', 'six', 'of', 'seven', 'pitcairn', 'men', 'being', 'tried', 'on', 'sexual', 'assault', 'charges', 'on', 'the', 'south', 'pacific', 'island', 'were', 'convicted', 'by', 'three', 'judges', 'new', 'zealand', 'tv', 'reported', 'monday']\n",
      "Removed Stopwords: ['six', 'convicted', 'pitcairn', 'sex', 'trials', 'six', 'seven', 'pitcairn', 'men', 'tried', 'sexual', 'assault', 'charges', 'south', 'pacific', 'island', 'convicted', 'three', 'judges', 'new', 'zealand', 'tv', 'reported', 'monday']\n",
      "Stemmed Tokens: ['six', 'convict', 'pitcairn', 'sex', 'trial', 'six', 'seven', 'pitcairn', 'men', 'tri', 'sexual', 'assault', 'charg', 'south', 'pacif', 'island', 'convict', 'three', 'judg', 'new', 'zealand', 'tv', 'report', 'monday']\n",
      "Final Preprocessed Text: six convict pitcairn sex trial six seven pitcairn men tri sexual assault charg south pacif island convict three judg new zealand tv report monday\n",
      "\n",
      "Original Text: Dubious plan to free French hostages snags Chirac in fiasco Paris -- A high-stakes scheme to free two French journalists kidnapped in Iraq threatens to embroil President Jacques Chirac in a political scandal over whether his government assisted private intermediaries in negotiating with terrorists for the hostages \n",
      "Lowercased Text: dubious plan to free french hostages snags chirac in fiasco paris -- a high-stakes scheme to free two french journalists kidnapped in iraq threatens to embroil president jacques chirac in a political scandal over whether his government assisted private intermediaries in negotiating with terrorists for the hostages \n",
      "Removed URLs: dubious plan to free french hostages snags chirac in fiasco paris -- a high-stakes scheme to free two french journalists kidnapped in iraq threatens to embroil president jacques chirac in a political scandal over whether his government assisted private intermediaries in negotiating with terrorists for the hostages \n",
      "Removed HTML Tags: dubious plan to free french hostages snags chirac in fiasco paris -- a high-stakes scheme to free two french journalists kidnapped in iraq threatens to embroil president jacques chirac in a political scandal over whether his government assisted private intermediaries in negotiating with terrorists for the hostages \n",
      "Removed Special Characters: dubious plan to free french hostages snags chirac in fiasco paris  a highstakes scheme to free two french journalists kidnapped in iraq threatens to embroil president jacques chirac in a political scandal over whether his government assisted private intermediaries in negotiating with terrorists for the hostages \n",
      "Tokens: ['dubious', 'plan', 'to', 'free', 'french', 'hostages', 'snags', 'chirac', 'in', 'fiasco', 'paris', 'a', 'highstakes', 'scheme', 'to', 'free', 'two', 'french', 'journalists', 'kidnapped', 'in', 'iraq', 'threatens', 'to', 'embroil', 'president', 'jacques', 'chirac', 'in', 'a', 'political', 'scandal', 'over', 'whether', 'his', 'government', 'assisted', 'private', 'intermediaries', 'in', 'negotiating', 'with', 'terrorists', 'for', 'the', 'hostages']\n",
      "Removed Stopwords: ['dubious', 'plan', 'free', 'french', 'hostages', 'snags', 'chirac', 'fiasco', 'paris', 'highstakes', 'scheme', 'free', 'two', 'french', 'journalists', 'kidnapped', 'iraq', 'threatens', 'embroil', 'president', 'jacques', 'chirac', 'political', 'scandal', 'whether', 'government', 'assisted', 'private', 'intermediaries', 'negotiating', 'terrorists', 'hostages']\n",
      "Stemmed Tokens: ['dubiou', 'plan', 'free', 'french', 'hostag', 'snag', 'chirac', 'fiasco', 'pari', 'highstak', 'scheme', 'free', 'two', 'french', 'journalist', 'kidnap', 'iraq', 'threaten', 'embroil', 'presid', 'jacqu', 'chirac', 'polit', 'scandal', 'whether', 'govern', 'assist', 'privat', 'intermediari', 'negoti', 'terrorist', 'hostag']\n",
      "Final Preprocessed Text: dubiou plan free french hostag snag chirac fiasco pari highstak scheme free two french journalist kidnap iraq threaten embroil presid jacqu chirac polit scandal whether govern assist privat intermediari negoti terrorist hostag\n",
      "\n",
      "Original Text: Dutch Arrest Saddam's Suspected Nerve Gas Supplier (Reuters) Reuters - Police have arrested a Dutch national\\suspected of supplying thousands of tons of ingredients for\\mustard gas and nerve gas to Iraq under toppled leader Saddam\\Hussein, prosecutors said Tuesday.\n",
      "Lowercased Text: dutch arrest saddam's suspected nerve gas supplier (reuters) reuters - police have arrested a dutch national\\suspected of supplying thousands of tons of ingredients for\\mustard gas and nerve gas to iraq under toppled leader saddam\\hussein, prosecutors said tuesday.\n",
      "Removed URLs: dutch arrest saddam's suspected nerve gas supplier (reuters) reuters - police have arrested a dutch national\\suspected of supplying thousands of tons of ingredients for\\mustard gas and nerve gas to iraq under toppled leader saddam\\hussein, prosecutors said tuesday.\n",
      "Removed HTML Tags: dutch arrest saddam's suspected nerve gas supplier (reuters) reuters - police have arrested a dutch national\\suspected of supplying thousands of tons of ingredients for\\mustard gas and nerve gas to iraq under toppled leader saddam\\hussein, prosecutors said tuesday.\n",
      "Removed Special Characters: dutch arrest saddams suspected nerve gas supplier reuters reuters  police have arrested a dutch nationalsuspected of supplying thousands of tons of ingredients formustard gas and nerve gas to iraq under toppled leader saddamhussein prosecutors said tuesday\n",
      "Tokens: ['dutch', 'arrest', 'saddams', 'suspected', 'nerve', 'gas', 'supplier', 'reuters', 'reuters', 'police', 'have', 'arrested', 'a', 'dutch', 'nationalsuspected', 'of', 'supplying', 'thousands', 'of', 'tons', 'of', 'ingredients', 'formustard', 'gas', 'and', 'nerve', 'gas', 'to', 'iraq', 'under', 'toppled', 'leader', 'saddamhussein', 'prosecutors', 'said', 'tuesday']\n",
      "Removed Stopwords: ['dutch', 'arrest', 'saddams', 'suspected', 'nerve', 'gas', 'supplier', 'reuters', 'reuters', 'police', 'arrested', 'dutch', 'nationalsuspected', 'supplying', 'thousands', 'tons', 'ingredients', 'formustard', 'gas', 'nerve', 'gas', 'iraq', 'toppled', 'leader', 'saddamhussein', 'prosecutors', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['dutch', 'arrest', 'saddam', 'suspect', 'nerv', 'ga', 'supplier', 'reuter', 'reuter', 'polic', 'arrest', 'dutch', 'nationalsuspect', 'suppli', 'thousand', 'ton', 'ingredi', 'formustard', 'ga', 'nerv', 'ga', 'iraq', 'toppl', 'leader', 'saddamhussein', 'prosecutor', 'said', 'tuesday']\n",
      "Final Preprocessed Text: dutch arrest saddam suspect nerv ga supplier reuter reuter polic arrest dutch nationalsuspect suppli thousand ton ingredi formustard ga nerv ga iraq toppl leader saddamhussein prosecutor said tuesday\n",
      "\n",
      "Original Text: Jeanne claims 250 lives in Haiti AT least 250 people died in massive floods across northern Haiti after Tropical Storm Jeanne hit the crushingly poor Caribbean nation over the weekend, a UN spokesman said today.\n",
      "Lowercased Text: jeanne claims 250 lives in haiti at least 250 people died in massive floods across northern haiti after tropical storm jeanne hit the crushingly poor caribbean nation over the weekend, a un spokesman said today.\n",
      "Removed URLs: jeanne claims 250 lives in haiti at least 250 people died in massive floods across northern haiti after tropical storm jeanne hit the crushingly poor caribbean nation over the weekend, a un spokesman said today.\n",
      "Removed HTML Tags: jeanne claims 250 lives in haiti at least 250 people died in massive floods across northern haiti after tropical storm jeanne hit the crushingly poor caribbean nation over the weekend, a un spokesman said today.\n",
      "Removed Special Characters: jeanne claims  lives in haiti at least  people died in massive floods across northern haiti after tropical storm jeanne hit the crushingly poor caribbean nation over the weekend a un spokesman said today\n",
      "Tokens: ['jeanne', 'claims', 'lives', 'in', 'haiti', 'at', 'least', 'people', 'died', 'in', 'massive', 'floods', 'across', 'northern', 'haiti', 'after', 'tropical', 'storm', 'jeanne', 'hit', 'the', 'crushingly', 'poor', 'caribbean', 'nation', 'over', 'the', 'weekend', 'a', 'un', 'spokesman', 'said', 'today']\n",
      "Removed Stopwords: ['jeanne', 'claims', 'lives', 'haiti', 'least', 'people', 'died', 'massive', 'floods', 'across', 'northern', 'haiti', 'tropical', 'storm', 'jeanne', 'hit', 'crushingly', 'poor', 'caribbean', 'nation', 'weekend', 'un', 'spokesman', 'said', 'today']\n",
      "Stemmed Tokens: ['jeann', 'claim', 'live', 'haiti', 'least', 'peopl', 'die', 'massiv', 'flood', 'across', 'northern', 'haiti', 'tropic', 'storm', 'jeann', 'hit', 'crushingli', 'poor', 'caribbean', 'nation', 'weekend', 'un', 'spokesman', 'said', 'today']\n",
      "Final Preprocessed Text: jeann claim live haiti least peopl die massiv flood across northern haiti tropic storm jeann hit crushingli poor caribbean nation weekend un spokesman said today\n",
      "\n",
      "Original Text: Sudan Agreement Endorsed by US Officials at UN The US Ambassador to the United Nations, John Danforth, says the recently signed peace memorandum between the government of Sudan and the Sudan Peoples Liberation Movement offers the best \n",
      "Lowercased Text: sudan agreement endorsed by us officials at un the us ambassador to the united nations, john danforth, says the recently signed peace memorandum between the government of sudan and the sudan peoples liberation movement offers the best \n",
      "Removed URLs: sudan agreement endorsed by us officials at un the us ambassador to the united nations, john danforth, says the recently signed peace memorandum between the government of sudan and the sudan peoples liberation movement offers the best \n",
      "Removed HTML Tags: sudan agreement endorsed by us officials at un the us ambassador to the united nations, john danforth, says the recently signed peace memorandum between the government of sudan and the sudan peoples liberation movement offers the best \n",
      "Removed Special Characters: sudan agreement endorsed by us officials at un the us ambassador to the united nations john danforth says the recently signed peace memorandum between the government of sudan and the sudan peoples liberation movement offers the best \n",
      "Tokens: ['sudan', 'agreement', 'endorsed', 'by', 'us', 'officials', 'at', 'un', 'the', 'us', 'ambassador', 'to', 'the', 'united', 'nations', 'john', 'danforth', 'says', 'the', 'recently', 'signed', 'peace', 'memorandum', 'between', 'the', 'government', 'of', 'sudan', 'and', 'the', 'sudan', 'peoples', 'liberation', 'movement', 'offers', 'the', 'best']\n",
      "Removed Stopwords: ['sudan', 'agreement', 'endorsed', 'us', 'officials', 'un', 'us', 'ambassador', 'united', 'nations', 'john', 'danforth', 'says', 'recently', 'signed', 'peace', 'memorandum', 'government', 'sudan', 'sudan', 'peoples', 'liberation', 'movement', 'offers', 'best']\n",
      "Stemmed Tokens: ['sudan', 'agreement', 'endors', 'us', 'offici', 'un', 'us', 'ambassador', 'unit', 'nation', 'john', 'danforth', 'say', 'recent', 'sign', 'peac', 'memorandum', 'govern', 'sudan', 'sudan', 'peopl', 'liber', 'movement', 'offer', 'best']\n",
      "Final Preprocessed Text: sudan agreement endors us offici un us ambassador unit nation john danforth say recent sign peac memorandum govern sudan sudan peopl liber movement offer best\n",
      "\n",
      "Original Text: Three dead in Israeli air strike in West Bank JERUSALEM -- An Israeli helicopter fired a missile at a car in the West Bank town of Jenin on Monday, killing three people, including a militant leader, Palestinian security officials said.\n",
      "Lowercased Text: three dead in israeli air strike in west bank jerusalem -- an israeli helicopter fired a missile at a car in the west bank town of jenin on monday, killing three people, including a militant leader, palestinian security officials said.\n",
      "Removed URLs: three dead in israeli air strike in west bank jerusalem -- an israeli helicopter fired a missile at a car in the west bank town of jenin on monday, killing three people, including a militant leader, palestinian security officials said.\n",
      "Removed HTML Tags: three dead in israeli air strike in west bank jerusalem -- an israeli helicopter fired a missile at a car in the west bank town of jenin on monday, killing three people, including a militant leader, palestinian security officials said.\n",
      "Removed Special Characters: three dead in israeli air strike in west bank jerusalem  an israeli helicopter fired a missile at a car in the west bank town of jenin on monday killing three people including a militant leader palestinian security officials said\n",
      "Tokens: ['three', 'dead', 'in', 'israeli', 'air', 'strike', 'in', 'west', 'bank', 'jerusalem', 'an', 'israeli', 'helicopter', 'fired', 'a', 'missile', 'at', 'a', 'car', 'in', 'the', 'west', 'bank', 'town', 'of', 'jenin', 'on', 'monday', 'killing', 'three', 'people', 'including', 'a', 'militant', 'leader', 'palestinian', 'security', 'officials', 'said']\n",
      "Removed Stopwords: ['three', 'dead', 'israeli', 'air', 'strike', 'west', 'bank', 'jerusalem', 'israeli', 'helicopter', 'fired', 'missile', 'car', 'west', 'bank', 'town', 'jenin', 'monday', 'killing', 'three', 'people', 'including', 'militant', 'leader', 'palestinian', 'security', 'officials', 'said']\n",
      "Stemmed Tokens: ['three', 'dead', 'isra', 'air', 'strike', 'west', 'bank', 'jerusalem', 'isra', 'helicopt', 'fire', 'missil', 'car', 'west', 'bank', 'town', 'jenin', 'monday', 'kill', 'three', 'peopl', 'includ', 'milit', 'leader', 'palestinian', 'secur', 'offici', 'said']\n",
      "Final Preprocessed Text: three dead isra air strike west bank jerusalem isra helicopt fire missil car west bank town jenin monday kill three peopl includ milit leader palestinian secur offici said\n",
      "\n",
      "Original Text: Philippines issues new warning against job-seekers heading for Iraq (AFP) AFP - Philippine President Gloria Arroyo's government has issued a fresh warning to Filipino job-seekers trying to fly to Iraq despite a government ban.\n",
      "Lowercased Text: philippines issues new warning against job-seekers heading for iraq (afp) afp - philippine president gloria arroyo's government has issued a fresh warning to filipino job-seekers trying to fly to iraq despite a government ban.\n",
      "Removed URLs: philippines issues new warning against job-seekers heading for iraq (afp) afp - philippine president gloria arroyo's government has issued a fresh warning to filipino job-seekers trying to fly to iraq despite a government ban.\n",
      "Removed HTML Tags: philippines issues new warning against job-seekers heading for iraq (afp) afp - philippine president gloria arroyo's government has issued a fresh warning to filipino job-seekers trying to fly to iraq despite a government ban.\n",
      "Removed Special Characters: philippines issues new warning against jobseekers heading for iraq afp afp  philippine president gloria arroyos government has issued a fresh warning to filipino jobseekers trying to fly to iraq despite a government ban\n",
      "Tokens: ['philippines', 'issues', 'new', 'warning', 'against', 'jobseekers', 'heading', 'for', 'iraq', 'afp', 'afp', 'philippine', 'president', 'gloria', 'arroyos', 'government', 'has', 'issued', 'a', 'fresh', 'warning', 'to', 'filipino', 'jobseekers', 'trying', 'to', 'fly', 'to', 'iraq', 'despite', 'a', 'government', 'ban']\n",
      "Removed Stopwords: ['philippines', 'issues', 'new', 'warning', 'jobseekers', 'heading', 'iraq', 'afp', 'afp', 'philippine', 'president', 'gloria', 'arroyos', 'government', 'issued', 'fresh', 'warning', 'filipino', 'jobseekers', 'trying', 'fly', 'iraq', 'despite', 'government', 'ban']\n",
      "Stemmed Tokens: ['philippin', 'issu', 'new', 'warn', 'jobseek', 'head', 'iraq', 'afp', 'afp', 'philippin', 'presid', 'gloria', 'arroyo', 'govern', 'issu', 'fresh', 'warn', 'filipino', 'jobseek', 'tri', 'fli', 'iraq', 'despit', 'govern', 'ban']\n",
      "Final Preprocessed Text: philippin issu new warn jobseek head iraq afp afp philippin presid gloria arroyo govern issu fresh warn filipino jobseek tri fli iraq despit govern ban\n",
      "\n",
      "Original Text: Grenade at Sri Lanka Concert Kills Two A grenade exploded at a concert of Indian movie stars and entertainers in Sri Lanka #39;s capital Saturday, killing at least two people and injuring 15, officials said.\n",
      "Lowercased Text: grenade at sri lanka concert kills two a grenade exploded at a concert of indian movie stars and entertainers in sri lanka #39;s capital saturday, killing at least two people and injuring 15, officials said.\n",
      "Removed URLs: grenade at sri lanka concert kills two a grenade exploded at a concert of indian movie stars and entertainers in sri lanka #39;s capital saturday, killing at least two people and injuring 15, officials said.\n",
      "Removed HTML Tags: grenade at sri lanka concert kills two a grenade exploded at a concert of indian movie stars and entertainers in sri lanka #39;s capital saturday, killing at least two people and injuring 15, officials said.\n",
      "Removed Special Characters: grenade at sri lanka concert kills two a grenade exploded at a concert of indian movie stars and entertainers in sri lanka s capital saturday killing at least two people and injuring  officials said\n",
      "Tokens: ['grenade', 'at', 'sri', 'lanka', 'concert', 'kills', 'two', 'a', 'grenade', 'exploded', 'at', 'a', 'concert', 'of', 'indian', 'movie', 'stars', 'and', 'entertainers', 'in', 'sri', 'lanka', 's', 'capital', 'saturday', 'killing', 'at', 'least', 'two', 'people', 'and', 'injuring', 'officials', 'said']\n",
      "Removed Stopwords: ['grenade', 'sri', 'lanka', 'concert', 'kills', 'two', 'grenade', 'exploded', 'concert', 'indian', 'movie', 'stars', 'entertainers', 'sri', 'lanka', 'capital', 'saturday', 'killing', 'least', 'two', 'people', 'injuring', 'officials', 'said']\n",
      "Stemmed Tokens: ['grenad', 'sri', 'lanka', 'concert', 'kill', 'two', 'grenad', 'explod', 'concert', 'indian', 'movi', 'star', 'entertain', 'sri', 'lanka', 'capit', 'saturday', 'kill', 'least', 'two', 'peopl', 'injur', 'offici', 'said']\n",
      "Final Preprocessed Text: grenad sri lanka concert kill two grenad explod concert indian movi star entertain sri lanka capit saturday kill least two peopl injur offici said\n",
      "\n",
      "Original Text: Palestinian presidential candidate says Israeli soldiers beat him RAMALLAH - Palestinian presidential candidate Mustafa Barghouti said on Wednesday that Israeli soldiers had beat him at an army checkpoint south of Jenin in the West Bank.\n",
      "Lowercased Text: palestinian presidential candidate says israeli soldiers beat him ramallah - palestinian presidential candidate mustafa barghouti said on wednesday that israeli soldiers had beat him at an army checkpoint south of jenin in the west bank.\n",
      "Removed URLs: palestinian presidential candidate says israeli soldiers beat him ramallah - palestinian presidential candidate mustafa barghouti said on wednesday that israeli soldiers had beat him at an army checkpoint south of jenin in the west bank.\n",
      "Removed HTML Tags: palestinian presidential candidate says israeli soldiers beat him ramallah - palestinian presidential candidate mustafa barghouti said on wednesday that israeli soldiers had beat him at an army checkpoint south of jenin in the west bank.\n",
      "Removed Special Characters: palestinian presidential candidate says israeli soldiers beat him ramallah  palestinian presidential candidate mustafa barghouti said on wednesday that israeli soldiers had beat him at an army checkpoint south of jenin in the west bank\n",
      "Tokens: ['palestinian', 'presidential', 'candidate', 'says', 'israeli', 'soldiers', 'beat', 'him', 'ramallah', 'palestinian', 'presidential', 'candidate', 'mustafa', 'barghouti', 'said', 'on', 'wednesday', 'that', 'israeli', 'soldiers', 'had', 'beat', 'him', 'at', 'an', 'army', 'checkpoint', 'south', 'of', 'jenin', 'in', 'the', 'west', 'bank']\n",
      "Removed Stopwords: ['palestinian', 'presidential', 'candidate', 'says', 'israeli', 'soldiers', 'beat', 'ramallah', 'palestinian', 'presidential', 'candidate', 'mustafa', 'barghouti', 'said', 'wednesday', 'israeli', 'soldiers', 'beat', 'army', 'checkpoint', 'south', 'jenin', 'west', 'bank']\n",
      "Stemmed Tokens: ['palestinian', 'presidenti', 'candid', 'say', 'isra', 'soldier', 'beat', 'ramallah', 'palestinian', 'presidenti', 'candid', 'mustafa', 'barghouti', 'said', 'wednesday', 'isra', 'soldier', 'beat', 'armi', 'checkpoint', 'south', 'jenin', 'west', 'bank']\n",
      "Final Preprocessed Text: palestinian presidenti candid say isra soldier beat ramallah palestinian presidenti candid mustafa barghouti said wednesday isra soldier beat armi checkpoint south jenin west bank\n",
      "\n",
      "Original Text: Israel Charges Iran Replaces Saddam as Terror Exporter  UNITED NATIONS (Reuters) - Israel charged on Thursday that  Iran had replaced Saddam Hussein as the world's primary  exporter of \"terror, hate and instability.\"\n",
      "Lowercased Text: israel charges iran replaces saddam as terror exporter  united nations (reuters) - israel charged on thursday that  iran had replaced saddam hussein as the world's primary  exporter of \"terror, hate and instability.\"\n",
      "Removed URLs: israel charges iran replaces saddam as terror exporter  united nations (reuters) - israel charged on thursday that  iran had replaced saddam hussein as the world's primary  exporter of \"terror, hate and instability.\"\n",
      "Removed HTML Tags: israel charges iran replaces saddam as terror exporter  united nations (reuters) - israel charged on thursday that  iran had replaced saddam hussein as the world's primary  exporter of \"terror, hate and instability.\"\n",
      "Removed Special Characters: israel charges iran replaces saddam as terror exporter  united nations reuters  israel charged on thursday that  iran had replaced saddam hussein as the worlds primary  exporter of terror hate and instability\n",
      "Tokens: ['israel', 'charges', 'iran', 'replaces', 'saddam', 'as', 'terror', 'exporter', 'united', 'nations', 'reuters', 'israel', 'charged', 'on', 'thursday', 'that', 'iran', 'had', 'replaced', 'saddam', 'hussein', 'as', 'the', 'worlds', 'primary', 'exporter', 'of', 'terror', 'hate', 'and', 'instability']\n",
      "Removed Stopwords: ['israel', 'charges', 'iran', 'replaces', 'saddam', 'terror', 'exporter', 'united', 'nations', 'reuters', 'israel', 'charged', 'thursday', 'iran', 'replaced', 'saddam', 'hussein', 'worlds', 'primary', 'exporter', 'terror', 'hate', 'instability']\n",
      "Stemmed Tokens: ['israel', 'charg', 'iran', 'replac', 'saddam', 'terror', 'export', 'unit', 'nation', 'reuter', 'israel', 'charg', 'thursday', 'iran', 'replac', 'saddam', 'hussein', 'world', 'primari', 'export', 'terror', 'hate', 'instabl']\n",
      "Final Preprocessed Text: israel charg iran replac saddam terror export unit nation reuter israel charg thursday iran replac saddam hussein world primari export terror hate instabl\n",
      "\n",
      "Original Text: Paper: Jeb Bush Ignored Felon List Advice (AP) AP - Florida Gov. Jeb Bush ignored advice to throw out a flawed felon voter list before it went out to county election offices despite warnings from state officials, according to a published report Saturday.\n",
      "Lowercased Text: paper: jeb bush ignored felon list advice (ap) ap - florida gov. jeb bush ignored advice to throw out a flawed felon voter list before it went out to county election offices despite warnings from state officials, according to a published report saturday.\n",
      "Removed URLs: paper: jeb bush ignored felon list advice (ap) ap - florida gov. jeb bush ignored advice to throw out a flawed felon voter list before it went out to county election offices despite warnings from state officials, according to a published report saturday.\n",
      "Removed HTML Tags: paper: jeb bush ignored felon list advice (ap) ap - florida gov. jeb bush ignored advice to throw out a flawed felon voter list before it went out to county election offices despite warnings from state officials, according to a published report saturday.\n",
      "Removed Special Characters: paper jeb bush ignored felon list advice ap ap  florida gov jeb bush ignored advice to throw out a flawed felon voter list before it went out to county election offices despite warnings from state officials according to a published report saturday\n",
      "Tokens: ['paper', 'jeb', 'bush', 'ignored', 'felon', 'list', 'advice', 'ap', 'ap', 'florida', 'gov', 'jeb', 'bush', 'ignored', 'advice', 'to', 'throw', 'out', 'a', 'flawed', 'felon', 'voter', 'list', 'before', 'it', 'went', 'out', 'to', 'county', 'election', 'offices', 'despite', 'warnings', 'from', 'state', 'officials', 'according', 'to', 'a', 'published', 'report', 'saturday']\n",
      "Removed Stopwords: ['paper', 'jeb', 'bush', 'ignored', 'felon', 'list', 'advice', 'ap', 'ap', 'florida', 'gov', 'jeb', 'bush', 'ignored', 'advice', 'throw', 'flawed', 'felon', 'voter', 'list', 'went', 'county', 'election', 'offices', 'despite', 'warnings', 'state', 'officials', 'according', 'published', 'report', 'saturday']\n",
      "Stemmed Tokens: ['paper', 'jeb', 'bush', 'ignor', 'felon', 'list', 'advic', 'ap', 'ap', 'florida', 'gov', 'jeb', 'bush', 'ignor', 'advic', 'throw', 'flaw', 'felon', 'voter', 'list', 'went', 'counti', 'elect', 'offic', 'despit', 'warn', 'state', 'offici', 'accord', 'publish', 'report', 'saturday']\n",
      "Final Preprocessed Text: paper jeb bush ignor felon list advic ap ap florida gov jeb bush ignor advic throw flaw felon voter list went counti elect offic despit warn state offici accord publish report saturday\n",
      "\n",
      "Original Text: Iraq Turns Over Decapitated Corpse to U.S. BAGHDAD, Iraq - Iraqi officials recovered a decapitated corpse in western Baghdad on Wednesday and turned it over to the United States, which was investigating if it was the body of kidnapped American Jack Hensley - purportedly slain the day before by al-Qaida-linked militants.    The discovery came as the U.S...\n",
      "Lowercased Text: iraq turns over decapitated corpse to u.s. baghdad, iraq - iraqi officials recovered a decapitated corpse in western baghdad on wednesday and turned it over to the united states, which was investigating if it was the body of kidnapped american jack hensley - purportedly slain the day before by al-qaida-linked militants.    the discovery came as the u.s...\n",
      "Removed URLs: iraq turns over decapitated corpse to u.s. baghdad, iraq - iraqi officials recovered a decapitated corpse in western baghdad on wednesday and turned it over to the united states, which was investigating if it was the body of kidnapped american jack hensley - purportedly slain the day before by al-qaida-linked militants.    the discovery came as the u.s...\n",
      "Removed HTML Tags: iraq turns over decapitated corpse to u.s. baghdad, iraq - iraqi officials recovered a decapitated corpse in western baghdad on wednesday and turned it over to the united states, which was investigating if it was the body of kidnapped american jack hensley - purportedly slain the day before by al-qaida-linked militants.    the discovery came as the u.s...\n",
      "Removed Special Characters: iraq turns over decapitated corpse to us baghdad iraq  iraqi officials recovered a decapitated corpse in western baghdad on wednesday and turned it over to the united states which was investigating if it was the body of kidnapped american jack hensley  purportedly slain the day before by alqaidalinked militants    the discovery came as the us\n",
      "Tokens: ['iraq', 'turns', 'over', 'decapitated', 'corpse', 'to', 'us', 'baghdad', 'iraq', 'iraqi', 'officials', 'recovered', 'a', 'decapitated', 'corpse', 'in', 'western', 'baghdad', 'on', 'wednesday', 'and', 'turned', 'it', 'over', 'to', 'the', 'united', 'states', 'which', 'was', 'investigating', 'if', 'it', 'was', 'the', 'body', 'of', 'kidnapped', 'american', 'jack', 'hensley', 'purportedly', 'slain', 'the', 'day', 'before', 'by', 'alqaidalinked', 'militants', 'the', 'discovery', 'came', 'as', 'the', 'us']\n",
      "Removed Stopwords: ['iraq', 'turns', 'decapitated', 'corpse', 'us', 'baghdad', 'iraq', 'iraqi', 'officials', 'recovered', 'decapitated', 'corpse', 'western', 'baghdad', 'wednesday', 'turned', 'united', 'states', 'investigating', 'body', 'kidnapped', 'american', 'jack', 'hensley', 'purportedly', 'slain', 'day', 'alqaidalinked', 'militants', 'discovery', 'came', 'us']\n",
      "Stemmed Tokens: ['iraq', 'turn', 'decapit', 'corps', 'us', 'baghdad', 'iraq', 'iraqi', 'offici', 'recov', 'decapit', 'corps', 'western', 'baghdad', 'wednesday', 'turn', 'unit', 'state', 'investig', 'bodi', 'kidnap', 'american', 'jack', 'hensley', 'purportedli', 'slain', 'day', 'alqaidalink', 'milit', 'discoveri', 'came', 'us']\n",
      "Final Preprocessed Text: iraq turn decapit corps us baghdad iraq iraqi offici recov decapit corps western baghdad wednesday turn unit state investig bodi kidnap american jack hensley purportedli slain day alqaidalink milit discoveri came us\n",
      "\n",
      "Original Text: Nigeria reaches cease-fire with rebels The Nigerian government has signed a cease-fire with three rebel groups that had been targeting foreign oil companies and their workers in the Niger Delta region, government officials said Friday.\n",
      "Lowercased Text: nigeria reaches cease-fire with rebels the nigerian government has signed a cease-fire with three rebel groups that had been targeting foreign oil companies and their workers in the niger delta region, government officials said friday.\n",
      "Removed URLs: nigeria reaches cease-fire with rebels the nigerian government has signed a cease-fire with three rebel groups that had been targeting foreign oil companies and their workers in the niger delta region, government officials said friday.\n",
      "Removed HTML Tags: nigeria reaches cease-fire with rebels the nigerian government has signed a cease-fire with three rebel groups that had been targeting foreign oil companies and their workers in the niger delta region, government officials said friday.\n",
      "Removed Special Characters: nigeria reaches ceasefire with rebels the nigerian government has signed a ceasefire with three rebel groups that had been targeting foreign oil companies and their workers in the niger delta region government officials said friday\n",
      "Tokens: ['nigeria', 'reaches', 'ceasefire', 'with', 'rebels', 'the', 'nigerian', 'government', 'has', 'signed', 'a', 'ceasefire', 'with', 'three', 'rebel', 'groups', 'that', 'had', 'been', 'targeting', 'foreign', 'oil', 'companies', 'and', 'their', 'workers', 'in', 'the', 'niger', 'delta', 'region', 'government', 'officials', 'said', 'friday']\n",
      "Removed Stopwords: ['nigeria', 'reaches', 'ceasefire', 'rebels', 'nigerian', 'government', 'signed', 'ceasefire', 'three', 'rebel', 'groups', 'targeting', 'foreign', 'oil', 'companies', 'workers', 'niger', 'delta', 'region', 'government', 'officials', 'said', 'friday']\n",
      "Stemmed Tokens: ['nigeria', 'reach', 'ceasefir', 'rebel', 'nigerian', 'govern', 'sign', 'ceasefir', 'three', 'rebel', 'group', 'target', 'foreign', 'oil', 'compani', 'worker', 'niger', 'delta', 'region', 'govern', 'offici', 'said', 'friday']\n",
      "Final Preprocessed Text: nigeria reach ceasefir rebel nigerian govern sign ceasefir three rebel group target foreign oil compani worker niger delta region govern offici said friday\n",
      "\n",
      "Original Text: JCC Arson Roils French Jews Jewish leaders expressed growing frustration this week with continuing anti-Semitic violence in Europe following the torching of a Jewish community center in Paris early Sunday.\n",
      "Lowercased Text: jcc arson roils french jews jewish leaders expressed growing frustration this week with continuing anti-semitic violence in europe following the torching of a jewish community center in paris early sunday.\n",
      "Removed URLs: jcc arson roils french jews jewish leaders expressed growing frustration this week with continuing anti-semitic violence in europe following the torching of a jewish community center in paris early sunday.\n",
      "Removed HTML Tags: jcc arson roils french jews jewish leaders expressed growing frustration this week with continuing anti-semitic violence in europe following the torching of a jewish community center in paris early sunday.\n",
      "Removed Special Characters: jcc arson roils french jews jewish leaders expressed growing frustration this week with continuing antisemitic violence in europe following the torching of a jewish community center in paris early sunday\n",
      "Tokens: ['jcc', 'arson', 'roils', 'french', 'jews', 'jewish', 'leaders', 'expressed', 'growing', 'frustration', 'this', 'week', 'with', 'continuing', 'antisemitic', 'violence', 'in', 'europe', 'following', 'the', 'torching', 'of', 'a', 'jewish', 'community', 'center', 'in', 'paris', 'early', 'sunday']\n",
      "Removed Stopwords: ['jcc', 'arson', 'roils', 'french', 'jews', 'jewish', 'leaders', 'expressed', 'growing', 'frustration', 'week', 'continuing', 'antisemitic', 'violence', 'europe', 'following', 'torching', 'jewish', 'community', 'center', 'paris', 'early', 'sunday']\n",
      "Stemmed Tokens: ['jcc', 'arson', 'roil', 'french', 'jew', 'jewish', 'leader', 'express', 'grow', 'frustrat', 'week', 'continu', 'antisemit', 'violenc', 'europ', 'follow', 'torch', 'jewish', 'commun', 'center', 'pari', 'earli', 'sunday']\n",
      "Final Preprocessed Text: jcc arson roil french jew jewish leader express grow frustrat week continu antisemit violenc europ follow torch jewish commun center pari earli sunday\n",
      "\n",
      "Original Text: Ukrainian warns of protests KIEV -- Prime Minister Viktor Yanukovych said yesterday that he would not accept a victory by his opponent in the Dec. 26 rerun of Ukraine's contested presidential race and that his supporters were likely to turn out onto the streets en masse to block such an outcome.\n",
      "Lowercased Text: ukrainian warns of protests kiev -- prime minister viktor yanukovych said yesterday that he would not accept a victory by his opponent in the dec. 26 rerun of ukraine's contested presidential race and that his supporters were likely to turn out onto the streets en masse to block such an outcome.\n",
      "Removed URLs: ukrainian warns of protests kiev -- prime minister viktor yanukovych said yesterday that he would not accept a victory by his opponent in the dec. 26 rerun of ukraine's contested presidential race and that his supporters were likely to turn out onto the streets en masse to block such an outcome.\n",
      "Removed HTML Tags: ukrainian warns of protests kiev -- prime minister viktor yanukovych said yesterday that he would not accept a victory by his opponent in the dec. 26 rerun of ukraine's contested presidential race and that his supporters were likely to turn out onto the streets en masse to block such an outcome.\n",
      "Removed Special Characters: ukrainian warns of protests kiev  prime minister viktor yanukovych said yesterday that he would not accept a victory by his opponent in the dec  rerun of ukraines contested presidential race and that his supporters were likely to turn out onto the streets en masse to block such an outcome\n",
      "Tokens: ['ukrainian', 'warns', 'of', 'protests', 'kiev', 'prime', 'minister', 'viktor', 'yanukovych', 'said', 'yesterday', 'that', 'he', 'would', 'not', 'accept', 'a', 'victory', 'by', 'his', 'opponent', 'in', 'the', 'dec', 'rerun', 'of', 'ukraines', 'contested', 'presidential', 'race', 'and', 'that', 'his', 'supporters', 'were', 'likely', 'to', 'turn', 'out', 'onto', 'the', 'streets', 'en', 'masse', 'to', 'block', 'such', 'an', 'outcome']\n",
      "Removed Stopwords: ['ukrainian', 'warns', 'protests', 'kiev', 'prime', 'minister', 'viktor', 'yanukovych', 'said', 'yesterday', 'would', 'accept', 'victory', 'opponent', 'dec', 'rerun', 'ukraines', 'contested', 'presidential', 'race', 'supporters', 'likely', 'turn', 'onto', 'streets', 'en', 'masse', 'block', 'outcome']\n",
      "Stemmed Tokens: ['ukrainian', 'warn', 'protest', 'kiev', 'prime', 'minist', 'viktor', 'yanukovych', 'said', 'yesterday', 'would', 'accept', 'victori', 'oppon', 'dec', 'rerun', 'ukrain', 'contest', 'presidenti', 'race', 'support', 'like', 'turn', 'onto', 'street', 'en', 'mass', 'block', 'outcom']\n",
      "Final Preprocessed Text: ukrainian warn protest kiev prime minist viktor yanukovych said yesterday would accept victori oppon dec rerun ukrain contest presidenti race support like turn onto street en mass block outcom\n",
      "\n",
      "Original Text: Gagliano aide had misgivings about sponsorships, inquiry told (Canadian Press) Canadian Press - OTTAWA (CP) - The political interference in the federal sponsorship program was so pervasive that it even prompted complaints from Alfonso Gagliano's former right-hand man, a public inquiry was told Monday.\n",
      "Lowercased Text: gagliano aide had misgivings about sponsorships, inquiry told (canadian press) canadian press - ottawa (cp) - the political interference in the federal sponsorship program was so pervasive that it even prompted complaints from alfonso gagliano's former right-hand man, a public inquiry was told monday.\n",
      "Removed URLs: gagliano aide had misgivings about sponsorships, inquiry told (canadian press) canadian press - ottawa (cp) - the political interference in the federal sponsorship program was so pervasive that it even prompted complaints from alfonso gagliano's former right-hand man, a public inquiry was told monday.\n",
      "Removed HTML Tags: gagliano aide had misgivings about sponsorships, inquiry told (canadian press) canadian press - ottawa (cp) - the political interference in the federal sponsorship program was so pervasive that it even prompted complaints from alfonso gagliano's former right-hand man, a public inquiry was told monday.\n",
      "Removed Special Characters: gagliano aide had misgivings about sponsorships inquiry told canadian press canadian press  ottawa cp  the political interference in the federal sponsorship program was so pervasive that it even prompted complaints from alfonso gaglianos former righthand man a public inquiry was told monday\n",
      "Tokens: ['gagliano', 'aide', 'had', 'misgivings', 'about', 'sponsorships', 'inquiry', 'told', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'the', 'political', 'interference', 'in', 'the', 'federal', 'sponsorship', 'program', 'was', 'so', 'pervasive', 'that', 'it', 'even', 'prompted', 'complaints', 'from', 'alfonso', 'gaglianos', 'former', 'righthand', 'man', 'a', 'public', 'inquiry', 'was', 'told', 'monday']\n",
      "Removed Stopwords: ['gagliano', 'aide', 'misgivings', 'sponsorships', 'inquiry', 'told', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'political', 'interference', 'federal', 'sponsorship', 'program', 'pervasive', 'even', 'prompted', 'complaints', 'alfonso', 'gaglianos', 'former', 'righthand', 'man', 'public', 'inquiry', 'told', 'monday']\n",
      "Stemmed Tokens: ['gagliano', 'aid', 'misgiv', 'sponsorship', 'inquiri', 'told', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'polit', 'interfer', 'feder', 'sponsorship', 'program', 'pervas', 'even', 'prompt', 'complaint', 'alfonso', 'gagliano', 'former', 'righthand', 'man', 'public', 'inquiri', 'told', 'monday']\n",
      "Final Preprocessed Text: gagliano aid misgiv sponsorship inquiri told canadian press canadian press ottawa cp polit interfer feder sponsorship program pervas even prompt complaint alfonso gagliano former righthand man public inquiri told monday\n",
      "\n",
      "Original Text: OECD Report Boosts Turkey's EU Case (AP) AP - Turkish Prime Minister Recep Tayyip Erdogan made the most of an upbeat economic report on his country to press its case for membership in the European Union.\n",
      "Lowercased Text: oecd report boosts turkey's eu case (ap) ap - turkish prime minister recep tayyip erdogan made the most of an upbeat economic report on his country to press its case for membership in the european union.\n",
      "Removed URLs: oecd report boosts turkey's eu case (ap) ap - turkish prime minister recep tayyip erdogan made the most of an upbeat economic report on his country to press its case for membership in the european union.\n",
      "Removed HTML Tags: oecd report boosts turkey's eu case (ap) ap - turkish prime minister recep tayyip erdogan made the most of an upbeat economic report on his country to press its case for membership in the european union.\n",
      "Removed Special Characters: oecd report boosts turkeys eu case ap ap  turkish prime minister recep tayyip erdogan made the most of an upbeat economic report on his country to press its case for membership in the european union\n",
      "Tokens: ['oecd', 'report', 'boosts', 'turkeys', 'eu', 'case', 'ap', 'ap', 'turkish', 'prime', 'minister', 'recep', 'tayyip', 'erdogan', 'made', 'the', 'most', 'of', 'an', 'upbeat', 'economic', 'report', 'on', 'his', 'country', 'to', 'press', 'its', 'case', 'for', 'membership', 'in', 'the', 'european', 'union']\n",
      "Removed Stopwords: ['oecd', 'report', 'boosts', 'turkeys', 'eu', 'case', 'ap', 'ap', 'turkish', 'prime', 'minister', 'recep', 'tayyip', 'erdogan', 'made', 'upbeat', 'economic', 'report', 'country', 'press', 'case', 'membership', 'european', 'union']\n",
      "Stemmed Tokens: ['oecd', 'report', 'boost', 'turkey', 'eu', 'case', 'ap', 'ap', 'turkish', 'prime', 'minist', 'recep', 'tayyip', 'erdogan', 'made', 'upbeat', 'econom', 'report', 'countri', 'press', 'case', 'membership', 'european', 'union']\n",
      "Final Preprocessed Text: oecd report boost turkey eu case ap ap turkish prime minist recep tayyip erdogan made upbeat econom report countri press case membership european union\n",
      "\n",
      "Original Text: Serbian Assassination Suspect in Court (AP) AP - The chief suspect in the slaying of Serbia's first democratic prime minister since World War II returned to court Monday for a trial that has been marred by delays and bureaucratic tie-ups.\n",
      "Lowercased Text: serbian assassination suspect in court (ap) ap - the chief suspect in the slaying of serbia's first democratic prime minister since world war ii returned to court monday for a trial that has been marred by delays and bureaucratic tie-ups.\n",
      "Removed URLs: serbian assassination suspect in court (ap) ap - the chief suspect in the slaying of serbia's first democratic prime minister since world war ii returned to court monday for a trial that has been marred by delays and bureaucratic tie-ups.\n",
      "Removed HTML Tags: serbian assassination suspect in court (ap) ap - the chief suspect in the slaying of serbia's first democratic prime minister since world war ii returned to court monday for a trial that has been marred by delays and bureaucratic tie-ups.\n",
      "Removed Special Characters: serbian assassination suspect in court ap ap  the chief suspect in the slaying of serbias first democratic prime minister since world war ii returned to court monday for a trial that has been marred by delays and bureaucratic tieups\n",
      "Tokens: ['serbian', 'assassination', 'suspect', 'in', 'court', 'ap', 'ap', 'the', 'chief', 'suspect', 'in', 'the', 'slaying', 'of', 'serbias', 'first', 'democratic', 'prime', 'minister', 'since', 'world', 'war', 'ii', 'returned', 'to', 'court', 'monday', 'for', 'a', 'trial', 'that', 'has', 'been', 'marred', 'by', 'delays', 'and', 'bureaucratic', 'tieups']\n",
      "Removed Stopwords: ['serbian', 'assassination', 'suspect', 'court', 'ap', 'ap', 'chief', 'suspect', 'slaying', 'serbias', 'first', 'democratic', 'prime', 'minister', 'since', 'world', 'war', 'ii', 'returned', 'court', 'monday', 'trial', 'marred', 'delays', 'bureaucratic', 'tieups']\n",
      "Stemmed Tokens: ['serbian', 'assassin', 'suspect', 'court', 'ap', 'ap', 'chief', 'suspect', 'slay', 'serbia', 'first', 'democrat', 'prime', 'minist', 'sinc', 'world', 'war', 'ii', 'return', 'court', 'monday', 'trial', 'mar', 'delay', 'bureaucrat', 'tieup']\n",
      "Final Preprocessed Text: serbian assassin suspect court ap ap chief suspect slay serbia first democrat prime minist sinc world war ii return court monday trial mar delay bureaucrat tieup\n",
      "\n",
      "Original Text: Blair urged to act on Bigley Efforts to help save the life of Kenneth Bigley held captive in Iraq, intensified when Irish politicians made an appeal to Bigley #39;s captors.\n",
      "Lowercased Text: blair urged to act on bigley efforts to help save the life of kenneth bigley held captive in iraq, intensified when irish politicians made an appeal to bigley #39;s captors.\n",
      "Removed URLs: blair urged to act on bigley efforts to help save the life of kenneth bigley held captive in iraq, intensified when irish politicians made an appeal to bigley #39;s captors.\n",
      "Removed HTML Tags: blair urged to act on bigley efforts to help save the life of kenneth bigley held captive in iraq, intensified when irish politicians made an appeal to bigley #39;s captors.\n",
      "Removed Special Characters: blair urged to act on bigley efforts to help save the life of kenneth bigley held captive in iraq intensified when irish politicians made an appeal to bigley s captors\n",
      "Tokens: ['blair', 'urged', 'to', 'act', 'on', 'bigley', 'efforts', 'to', 'help', 'save', 'the', 'life', 'of', 'kenneth', 'bigley', 'held', 'captive', 'in', 'iraq', 'intensified', 'when', 'irish', 'politicians', 'made', 'an', 'appeal', 'to', 'bigley', 's', 'captors']\n",
      "Removed Stopwords: ['blair', 'urged', 'act', 'bigley', 'efforts', 'help', 'save', 'life', 'kenneth', 'bigley', 'held', 'captive', 'iraq', 'intensified', 'irish', 'politicians', 'made', 'appeal', 'bigley', 'captors']\n",
      "Stemmed Tokens: ['blair', 'urg', 'act', 'bigley', 'effort', 'help', 'save', 'life', 'kenneth', 'bigley', 'held', 'captiv', 'iraq', 'intensifi', 'irish', 'politician', 'made', 'appeal', 'bigley', 'captor']\n",
      "Final Preprocessed Text: blair urg act bigley effort help save life kenneth bigley held captiv iraq intensifi irish politician made appeal bigley captor\n",
      "\n",
      "Original Text: Shahab-3 missile tested TEHRAN: Iran carried out a new test yesterday of its upgraded Shahab-3 ballistic missile, which it says has a range of at least 2,000 kilometres, Defence Minister Ali Shamkhani said.\n",
      "Lowercased Text: shahab-3 missile tested tehran: iran carried out a new test yesterday of its upgraded shahab-3 ballistic missile, which it says has a range of at least 2,000 kilometres, defence minister ali shamkhani said.\n",
      "Removed URLs: shahab-3 missile tested tehran: iran carried out a new test yesterday of its upgraded shahab-3 ballistic missile, which it says has a range of at least 2,000 kilometres, defence minister ali shamkhani said.\n",
      "Removed HTML Tags: shahab-3 missile tested tehran: iran carried out a new test yesterday of its upgraded shahab-3 ballistic missile, which it says has a range of at least 2,000 kilometres, defence minister ali shamkhani said.\n",
      "Removed Special Characters: shahab missile tested tehran iran carried out a new test yesterday of its upgraded shahab ballistic missile which it says has a range of at least  kilometres defence minister ali shamkhani said\n",
      "Tokens: ['shahab', 'missile', 'tested', 'tehran', 'iran', 'carried', 'out', 'a', 'new', 'test', 'yesterday', 'of', 'its', 'upgraded', 'shahab', 'ballistic', 'missile', 'which', 'it', 'says', 'has', 'a', 'range', 'of', 'at', 'least', 'kilometres', 'defence', 'minister', 'ali', 'shamkhani', 'said']\n",
      "Removed Stopwords: ['shahab', 'missile', 'tested', 'tehran', 'iran', 'carried', 'new', 'test', 'yesterday', 'upgraded', 'shahab', 'ballistic', 'missile', 'says', 'range', 'least', 'kilometres', 'defence', 'minister', 'ali', 'shamkhani', 'said']\n",
      "Stemmed Tokens: ['shahab', 'missil', 'test', 'tehran', 'iran', 'carri', 'new', 'test', 'yesterday', 'upgrad', 'shahab', 'ballist', 'missil', 'say', 'rang', 'least', 'kilometr', 'defenc', 'minist', 'ali', 'shamkhani', 'said']\n",
      "Final Preprocessed Text: shahab missil test tehran iran carri new test yesterday upgrad shahab ballist missil say rang least kilometr defenc minist ali shamkhani said\n",
      "\n",
      "Original Text: U.S. softens oil sanctions threat against Sudan in revised UN resolution (Canadian Press) Canadian Press - UNITED NATIONS (AP) - The United States softened its threat of oil sanctions against Sudan on Tuesday to try to get Security Council approval for a resolution pressuring Khartoum to rein in Arab militias accused of attacking civilians in western Darfur.\n",
      "Lowercased Text: u.s. softens oil sanctions threat against sudan in revised un resolution (canadian press) canadian press - united nations (ap) - the united states softened its threat of oil sanctions against sudan on tuesday to try to get security council approval for a resolution pressuring khartoum to rein in arab militias accused of attacking civilians in western darfur.\n",
      "Removed URLs: u.s. softens oil sanctions threat against sudan in revised un resolution (canadian press) canadian press - united nations (ap) - the united states softened its threat of oil sanctions against sudan on tuesday to try to get security council approval for a resolution pressuring khartoum to rein in arab militias accused of attacking civilians in western darfur.\n",
      "Removed HTML Tags: u.s. softens oil sanctions threat against sudan in revised un resolution (canadian press) canadian press - united nations (ap) - the united states softened its threat of oil sanctions against sudan on tuesday to try to get security council approval for a resolution pressuring khartoum to rein in arab militias accused of attacking civilians in western darfur.\n",
      "Removed Special Characters: us softens oil sanctions threat against sudan in revised un resolution canadian press canadian press  united nations ap  the united states softened its threat of oil sanctions against sudan on tuesday to try to get security council approval for a resolution pressuring khartoum to rein in arab militias accused of attacking civilians in western darfur\n",
      "Tokens: ['us', 'softens', 'oil', 'sanctions', 'threat', 'against', 'sudan', 'in', 'revised', 'un', 'resolution', 'canadian', 'press', 'canadian', 'press', 'united', 'nations', 'ap', 'the', 'united', 'states', 'softened', 'its', 'threat', 'of', 'oil', 'sanctions', 'against', 'sudan', 'on', 'tuesday', 'to', 'try', 'to', 'get', 'security', 'council', 'approval', 'for', 'a', 'resolution', 'pressuring', 'khartoum', 'to', 'rein', 'in', 'arab', 'militias', 'accused', 'of', 'attacking', 'civilians', 'in', 'western', 'darfur']\n",
      "Removed Stopwords: ['us', 'softens', 'oil', 'sanctions', 'threat', 'sudan', 'revised', 'un', 'resolution', 'canadian', 'press', 'canadian', 'press', 'united', 'nations', 'ap', 'united', 'states', 'softened', 'threat', 'oil', 'sanctions', 'sudan', 'tuesday', 'try', 'get', 'security', 'council', 'approval', 'resolution', 'pressuring', 'khartoum', 'rein', 'arab', 'militias', 'accused', 'attacking', 'civilians', 'western', 'darfur']\n",
      "Stemmed Tokens: ['us', 'soften', 'oil', 'sanction', 'threat', 'sudan', 'revis', 'un', 'resolut', 'canadian', 'press', 'canadian', 'press', 'unit', 'nation', 'ap', 'unit', 'state', 'soften', 'threat', 'oil', 'sanction', 'sudan', 'tuesday', 'tri', 'get', 'secur', 'council', 'approv', 'resolut', 'pressur', 'khartoum', 'rein', 'arab', 'militia', 'accus', 'attack', 'civilian', 'western', 'darfur']\n",
      "Final Preprocessed Text: us soften oil sanction threat sudan revis un resolut canadian press canadian press unit nation ap unit state soften threat oil sanction sudan tuesday tri get secur council approv resolut pressur khartoum rein arab militia accus attack civilian western darfur\n",
      "\n",
      "Original Text: Israeli MPs Vote Historic Exit from Gaza The Israeli parliament is set for a historic vote on whether to withdraw from Gaza Strip after 37 years of occupation. The proposal of the withdrawal was made Monday in the Israeli Parliament by Prime Minister Ariel Sharon, causing heated debates.\n",
      "Lowercased Text: israeli mps vote historic exit from gaza the israeli parliament is set for a historic vote on whether to withdraw from gaza strip after 37 years of occupation. the proposal of the withdrawal was made monday in the israeli parliament by prime minister ariel sharon, causing heated debates.\n",
      "Removed URLs: israeli mps vote historic exit from gaza the israeli parliament is set for a historic vote on whether to withdraw from gaza strip after 37 years of occupation. the proposal of the withdrawal was made monday in the israeli parliament by prime minister ariel sharon, causing heated debates.\n",
      "Removed HTML Tags: israeli mps vote historic exit from gaza the israeli parliament is set for a historic vote on whether to withdraw from gaza strip after 37 years of occupation. the proposal of the withdrawal was made monday in the israeli parliament by prime minister ariel sharon, causing heated debates.\n",
      "Removed Special Characters: israeli mps vote historic exit from gaza the israeli parliament is set for a historic vote on whether to withdraw from gaza strip after  years of occupation the proposal of the withdrawal was made monday in the israeli parliament by prime minister ariel sharon causing heated debates\n",
      "Tokens: ['israeli', 'mps', 'vote', 'historic', 'exit', 'from', 'gaza', 'the', 'israeli', 'parliament', 'is', 'set', 'for', 'a', 'historic', 'vote', 'on', 'whether', 'to', 'withdraw', 'from', 'gaza', 'strip', 'after', 'years', 'of', 'occupation', 'the', 'proposal', 'of', 'the', 'withdrawal', 'was', 'made', 'monday', 'in', 'the', 'israeli', 'parliament', 'by', 'prime', 'minister', 'ariel', 'sharon', 'causing', 'heated', 'debates']\n",
      "Removed Stopwords: ['israeli', 'mps', 'vote', 'historic', 'exit', 'gaza', 'israeli', 'parliament', 'set', 'historic', 'vote', 'whether', 'withdraw', 'gaza', 'strip', 'years', 'occupation', 'proposal', 'withdrawal', 'made', 'monday', 'israeli', 'parliament', 'prime', 'minister', 'ariel', 'sharon', 'causing', 'heated', 'debates']\n",
      "Stemmed Tokens: ['isra', 'mp', 'vote', 'histor', 'exit', 'gaza', 'isra', 'parliament', 'set', 'histor', 'vote', 'whether', 'withdraw', 'gaza', 'strip', 'year', 'occup', 'propos', 'withdraw', 'made', 'monday', 'isra', 'parliament', 'prime', 'minist', 'ariel', 'sharon', 'caus', 'heat', 'debat']\n",
      "Final Preprocessed Text: isra mp vote histor exit gaza isra parliament set histor vote whether withdraw gaza strip year occup propos withdraw made monday isra parliament prime minist ariel sharon caus heat debat\n",
      "\n",
      "Original Text: 'Sex and the City' Star Switches Roles NEW YORK - \"Sex and the City\" has taken on a whole new meaning for Cynthia Nixon. The actress, who just won an Emmy for her role as Miranda Hobbes in the hit HBO comedy, is in a relationship with another woman, a source who works with Nixon told The Associated Press on Friday...\n",
      "Lowercased Text: 'sex and the city' star switches roles new york - \"sex and the city\" has taken on a whole new meaning for cynthia nixon. the actress, who just won an emmy for her role as miranda hobbes in the hit hbo comedy, is in a relationship with another woman, a source who works with nixon told the associated press on friday...\n",
      "Removed URLs: 'sex and the city' star switches roles new york - \"sex and the city\" has taken on a whole new meaning for cynthia nixon. the actress, who just won an emmy for her role as miranda hobbes in the hit hbo comedy, is in a relationship with another woman, a source who works with nixon told the associated press on friday...\n",
      "Removed HTML Tags: 'sex and the city' star switches roles new york - \"sex and the city\" has taken on a whole new meaning for cynthia nixon. the actress, who just won an emmy for her role as miranda hobbes in the hit hbo comedy, is in a relationship with another woman, a source who works with nixon told the associated press on friday...\n",
      "Removed Special Characters: sex and the city star switches roles new york  sex and the city has taken on a whole new meaning for cynthia nixon the actress who just won an emmy for her role as miranda hobbes in the hit hbo comedy is in a relationship with another woman a source who works with nixon told the associated press on friday\n",
      "Tokens: ['sex', 'and', 'the', 'city', 'star', 'switches', 'roles', 'new', 'york', 'sex', 'and', 'the', 'city', 'has', 'taken', 'on', 'a', 'whole', 'new', 'meaning', 'for', 'cynthia', 'nixon', 'the', 'actress', 'who', 'just', 'won', 'an', 'emmy', 'for', 'her', 'role', 'as', 'miranda', 'hobbes', 'in', 'the', 'hit', 'hbo', 'comedy', 'is', 'in', 'a', 'relationship', 'with', 'another', 'woman', 'a', 'source', 'who', 'works', 'with', 'nixon', 'told', 'the', 'associated', 'press', 'on', 'friday']\n",
      "Removed Stopwords: ['sex', 'city', 'star', 'switches', 'roles', 'new', 'york', 'sex', 'city', 'taken', 'whole', 'new', 'meaning', 'cynthia', 'nixon', 'actress', 'emmy', 'role', 'miranda', 'hobbes', 'hit', 'hbo', 'comedy', 'relationship', 'another', 'woman', 'source', 'works', 'nixon', 'told', 'associated', 'press', 'friday']\n",
      "Stemmed Tokens: ['sex', 'citi', 'star', 'switch', 'role', 'new', 'york', 'sex', 'citi', 'taken', 'whole', 'new', 'mean', 'cynthia', 'nixon', 'actress', 'emmi', 'role', 'miranda', 'hobb', 'hit', 'hbo', 'comedi', 'relationship', 'anoth', 'woman', 'sourc', 'work', 'nixon', 'told', 'associ', 'press', 'friday']\n",
      "Final Preprocessed Text: sex citi star switch role new york sex citi taken whole new mean cynthia nixon actress emmi role miranda hobb hit hbo comedi relationship anoth woman sourc work nixon told associ press friday\n",
      "\n",
      "Original Text: British hostage calls home A British UN worker who was kidnapped in Afghanistan by Islamic militants nearly two weeks ago has telephoned her family to say she is still alive.\n",
      "Lowercased Text: british hostage calls home a british un worker who was kidnapped in afghanistan by islamic militants nearly two weeks ago has telephoned her family to say she is still alive.\n",
      "Removed URLs: british hostage calls home a british un worker who was kidnapped in afghanistan by islamic militants nearly two weeks ago has telephoned her family to say she is still alive.\n",
      "Removed HTML Tags: british hostage calls home a british un worker who was kidnapped in afghanistan by islamic militants nearly two weeks ago has telephoned her family to say she is still alive.\n",
      "Removed Special Characters: british hostage calls home a british un worker who was kidnapped in afghanistan by islamic militants nearly two weeks ago has telephoned her family to say she is still alive\n",
      "Tokens: ['british', 'hostage', 'calls', 'home', 'a', 'british', 'un', 'worker', 'who', 'was', 'kidnapped', 'in', 'afghanistan', 'by', 'islamic', 'militants', 'nearly', 'two', 'weeks', 'ago', 'has', 'telephoned', 'her', 'family', 'to', 'say', 'she', 'is', 'still', 'alive']\n",
      "Removed Stopwords: ['british', 'hostage', 'calls', 'home', 'british', 'un', 'worker', 'kidnapped', 'afghanistan', 'islamic', 'militants', 'nearly', 'two', 'weeks', 'ago', 'telephoned', 'family', 'say', 'still', 'alive']\n",
      "Stemmed Tokens: ['british', 'hostag', 'call', 'home', 'british', 'un', 'worker', 'kidnap', 'afghanistan', 'islam', 'milit', 'nearli', 'two', 'week', 'ago', 'telephon', 'famili', 'say', 'still', 'aliv']\n",
      "Final Preprocessed Text: british hostag call home british un worker kidnap afghanistan islam milit nearli two week ago telephon famili say still aliv\n",
      "\n",
      "Original Text: Bin Laden deputy vows fight Muslims to 'stand firm,' tape says CAIRO -- Osama bin Laden's top deputy vowed in a videotape aired yesterday to keep fighting the United States until Washington changes its policies.\n",
      "Lowercased Text: bin laden deputy vows fight muslims to 'stand firm,' tape says cairo -- osama bin laden's top deputy vowed in a videotape aired yesterday to keep fighting the united states until washington changes its policies.\n",
      "Removed URLs: bin laden deputy vows fight muslims to 'stand firm,' tape says cairo -- osama bin laden's top deputy vowed in a videotape aired yesterday to keep fighting the united states until washington changes its policies.\n",
      "Removed HTML Tags: bin laden deputy vows fight muslims to 'stand firm,' tape says cairo -- osama bin laden's top deputy vowed in a videotape aired yesterday to keep fighting the united states until washington changes its policies.\n",
      "Removed Special Characters: bin laden deputy vows fight muslims to stand firm tape says cairo  osama bin ladens top deputy vowed in a videotape aired yesterday to keep fighting the united states until washington changes its policies\n",
      "Tokens: ['bin', 'laden', 'deputy', 'vows', 'fight', 'muslims', 'to', 'stand', 'firm', 'tape', 'says', 'cairo', 'osama', 'bin', 'ladens', 'top', 'deputy', 'vowed', 'in', 'a', 'videotape', 'aired', 'yesterday', 'to', 'keep', 'fighting', 'the', 'united', 'states', 'until', 'washington', 'changes', 'its', 'policies']\n",
      "Removed Stopwords: ['bin', 'laden', 'deputy', 'vows', 'fight', 'muslims', 'stand', 'firm', 'tape', 'says', 'cairo', 'osama', 'bin', 'ladens', 'top', 'deputy', 'vowed', 'videotape', 'aired', 'yesterday', 'keep', 'fighting', 'united', 'states', 'washington', 'changes', 'policies']\n",
      "Stemmed Tokens: ['bin', 'laden', 'deputi', 'vow', 'fight', 'muslim', 'stand', 'firm', 'tape', 'say', 'cairo', 'osama', 'bin', 'laden', 'top', 'deputi', 'vow', 'videotap', 'air', 'yesterday', 'keep', 'fight', 'unit', 'state', 'washington', 'chang', 'polici']\n",
      "Final Preprocessed Text: bin laden deputi vow fight muslim stand firm tape say cairo osama bin laden top deputi vow videotap air yesterday keep fight unit state washington chang polici\n",
      "\n",
      "Original Text: Britain Rules Out Talks as Bigley Pleads for Life BAGHDAD, 24 September 2004 - The British government yesterday ruled out negotiations with the kidnappers of Kenneth Bigley in Iraq despite a personal appeal from the captive to Prime Minister Tony Blair to help save his life.\n",
      "Lowercased Text: britain rules out talks as bigley pleads for life baghdad, 24 september 2004 - the british government yesterday ruled out negotiations with the kidnappers of kenneth bigley in iraq despite a personal appeal from the captive to prime minister tony blair to help save his life.\n",
      "Removed URLs: britain rules out talks as bigley pleads for life baghdad, 24 september 2004 - the british government yesterday ruled out negotiations with the kidnappers of kenneth bigley in iraq despite a personal appeal from the captive to prime minister tony blair to help save his life.\n",
      "Removed HTML Tags: britain rules out talks as bigley pleads for life baghdad, 24 september 2004 - the british government yesterday ruled out negotiations with the kidnappers of kenneth bigley in iraq despite a personal appeal from the captive to prime minister tony blair to help save his life.\n",
      "Removed Special Characters: britain rules out talks as bigley pleads for life baghdad  september   the british government yesterday ruled out negotiations with the kidnappers of kenneth bigley in iraq despite a personal appeal from the captive to prime minister tony blair to help save his life\n",
      "Tokens: ['britain', 'rules', 'out', 'talks', 'as', 'bigley', 'pleads', 'for', 'life', 'baghdad', 'september', 'the', 'british', 'government', 'yesterday', 'ruled', 'out', 'negotiations', 'with', 'the', 'kidnappers', 'of', 'kenneth', 'bigley', 'in', 'iraq', 'despite', 'a', 'personal', 'appeal', 'from', 'the', 'captive', 'to', 'prime', 'minister', 'tony', 'blair', 'to', 'help', 'save', 'his', 'life']\n",
      "Removed Stopwords: ['britain', 'rules', 'talks', 'bigley', 'pleads', 'life', 'baghdad', 'september', 'british', 'government', 'yesterday', 'ruled', 'negotiations', 'kidnappers', 'kenneth', 'bigley', 'iraq', 'despite', 'personal', 'appeal', 'captive', 'prime', 'minister', 'tony', 'blair', 'help', 'save', 'life']\n",
      "Stemmed Tokens: ['britain', 'rule', 'talk', 'bigley', 'plead', 'life', 'baghdad', 'septemb', 'british', 'govern', 'yesterday', 'rule', 'negoti', 'kidnapp', 'kenneth', 'bigley', 'iraq', 'despit', 'person', 'appeal', 'captiv', 'prime', 'minist', 'toni', 'blair', 'help', 'save', 'life']\n",
      "Final Preprocessed Text: britain rule talk bigley plead life baghdad septemb british govern yesterday rule negoti kidnapp kenneth bigley iraq despit person appeal captiv prime minist toni blair help save life\n",
      "\n",
      "Original Text: EU not sure how to spell Euro in Latvian (Reuters) Reuters - Red-faced European Union bureaucrats have agreed to\\urgently look at how \"euro\" is being spelt by some of new EU member states from eastern Europe\\after central bankers noted discrepancies.\n",
      "Lowercased Text: eu not sure how to spell euro in latvian (reuters) reuters - red-faced european union bureaucrats have agreed to\\urgently look at how \"euro\" is being spelt by some of new eu member states from eastern europe\\after central bankers noted discrepancies.\n",
      "Removed URLs: eu not sure how to spell euro in latvian (reuters) reuters - red-faced european union bureaucrats have agreed to\\urgently look at how \"euro\" is being spelt by some of new eu member states from eastern europe\\after central bankers noted discrepancies.\n",
      "Removed HTML Tags: eu not sure how to spell euro in latvian (reuters) reuters - red-faced european union bureaucrats have agreed to\\urgently look at how \"euro\" is being spelt by some of new eu member states from eastern europe\\after central bankers noted discrepancies.\n",
      "Removed Special Characters: eu not sure how to spell euro in latvian reuters reuters  redfaced european union bureaucrats have agreed tourgently look at how euro is being spelt by some of new eu member states from eastern europeafter central bankers noted discrepancies\n",
      "Tokens: ['eu', 'not', 'sure', 'how', 'to', 'spell', 'euro', 'in', 'latvian', 'reuters', 'reuters', 'redfaced', 'european', 'union', 'bureaucrats', 'have', 'agreed', 'tourgently', 'look', 'at', 'how', 'euro', 'is', 'being', 'spelt', 'by', 'some', 'of', 'new', 'eu', 'member', 'states', 'from', 'eastern', 'europeafter', 'central', 'bankers', 'noted', 'discrepancies']\n",
      "Removed Stopwords: ['eu', 'sure', 'spell', 'euro', 'latvian', 'reuters', 'reuters', 'redfaced', 'european', 'union', 'bureaucrats', 'agreed', 'tourgently', 'look', 'euro', 'spelt', 'new', 'eu', 'member', 'states', 'eastern', 'europeafter', 'central', 'bankers', 'noted', 'discrepancies']\n",
      "Stemmed Tokens: ['eu', 'sure', 'spell', 'euro', 'latvian', 'reuter', 'reuter', 'redfac', 'european', 'union', 'bureaucrat', 'agre', 'tourgent', 'look', 'euro', 'spelt', 'new', 'eu', 'member', 'state', 'eastern', 'europeaft', 'central', 'banker', 'note', 'discrep']\n",
      "Final Preprocessed Text: eu sure spell euro latvian reuter reuter redfac european union bureaucrat agre tourgent look euro spelt new eu member state eastern europeaft central banker note discrep\n",
      "\n",
      "Original Text: ZIMBABWE: Mujuru sworn in a vice president HARARE, 6 December (IRIN) - Joyce Mujuru was sworn in as Zimbabwe #39;s first woman vice president on Monday. Her path to the vice presidency was cleared by a ZANU-PF congress resolution at the weekend, which \n",
      "Lowercased Text: zimbabwe: mujuru sworn in a vice president harare, 6 december (irin) - joyce mujuru was sworn in as zimbabwe #39;s first woman vice president on monday. her path to the vice presidency was cleared by a zanu-pf congress resolution at the weekend, which \n",
      "Removed URLs: zimbabwe: mujuru sworn in a vice president harare, 6 december (irin) - joyce mujuru was sworn in as zimbabwe #39;s first woman vice president on monday. her path to the vice presidency was cleared by a zanu-pf congress resolution at the weekend, which \n",
      "Removed HTML Tags: zimbabwe: mujuru sworn in a vice president harare, 6 december (irin) - joyce mujuru was sworn in as zimbabwe #39;s first woman vice president on monday. her path to the vice presidency was cleared by a zanu-pf congress resolution at the weekend, which \n",
      "Removed Special Characters: zimbabwe mujuru sworn in a vice president harare  december irin  joyce mujuru was sworn in as zimbabwe s first woman vice president on monday her path to the vice presidency was cleared by a zanupf congress resolution at the weekend which \n",
      "Tokens: ['zimbabwe', 'mujuru', 'sworn', 'in', 'a', 'vice', 'president', 'harare', 'december', 'irin', 'joyce', 'mujuru', 'was', 'sworn', 'in', 'as', 'zimbabwe', 's', 'first', 'woman', 'vice', 'president', 'on', 'monday', 'her', 'path', 'to', 'the', 'vice', 'presidency', 'was', 'cleared', 'by', 'a', 'zanupf', 'congress', 'resolution', 'at', 'the', 'weekend', 'which']\n",
      "Removed Stopwords: ['zimbabwe', 'mujuru', 'sworn', 'vice', 'president', 'harare', 'december', 'irin', 'joyce', 'mujuru', 'sworn', 'zimbabwe', 'first', 'woman', 'vice', 'president', 'monday', 'path', 'vice', 'presidency', 'cleared', 'zanupf', 'congress', 'resolution', 'weekend']\n",
      "Stemmed Tokens: ['zimbabw', 'mujuru', 'sworn', 'vice', 'presid', 'harar', 'decemb', 'irin', 'joyc', 'mujuru', 'sworn', 'zimbabw', 'first', 'woman', 'vice', 'presid', 'monday', 'path', 'vice', 'presid', 'clear', 'zanupf', 'congress', 'resolut', 'weekend']\n",
      "Final Preprocessed Text: zimbabw mujuru sworn vice presid harar decemb irin joyc mujuru sworn zimbabw first woman vice presid monday path vice presid clear zanupf congress resolut weekend\n",
      "\n",
      "Original Text: Magnitude 4.6 Quake Jolts Japan #39;s Northern Island of Hokkaido An earthquake with a preliminary magnitude of 7 hit Japan #39;s northern island of Hokkaido early this morning, causing injuries and triggering a tsunami warning.\n",
      "Lowercased Text: magnitude 4.6 quake jolts japan #39;s northern island of hokkaido an earthquake with a preliminary magnitude of 7 hit japan #39;s northern island of hokkaido early this morning, causing injuries and triggering a tsunami warning.\n",
      "Removed URLs: magnitude 4.6 quake jolts japan #39;s northern island of hokkaido an earthquake with a preliminary magnitude of 7 hit japan #39;s northern island of hokkaido early this morning, causing injuries and triggering a tsunami warning.\n",
      "Removed HTML Tags: magnitude 4.6 quake jolts japan #39;s northern island of hokkaido an earthquake with a preliminary magnitude of 7 hit japan #39;s northern island of hokkaido early this morning, causing injuries and triggering a tsunami warning.\n",
      "Removed Special Characters: magnitude  quake jolts japan s northern island of hokkaido an earthquake with a preliminary magnitude of  hit japan s northern island of hokkaido early this morning causing injuries and triggering a tsunami warning\n",
      "Tokens: ['magnitude', 'quake', 'jolts', 'japan', 's', 'northern', 'island', 'of', 'hokkaido', 'an', 'earthquake', 'with', 'a', 'preliminary', 'magnitude', 'of', 'hit', 'japan', 's', 'northern', 'island', 'of', 'hokkaido', 'early', 'this', 'morning', 'causing', 'injuries', 'and', 'triggering', 'a', 'tsunami', 'warning']\n",
      "Removed Stopwords: ['magnitude', 'quake', 'jolts', 'japan', 'northern', 'island', 'hokkaido', 'earthquake', 'preliminary', 'magnitude', 'hit', 'japan', 'northern', 'island', 'hokkaido', 'early', 'morning', 'causing', 'injuries', 'triggering', 'tsunami', 'warning']\n",
      "Stemmed Tokens: ['magnitud', 'quak', 'jolt', 'japan', 'northern', 'island', 'hokkaido', 'earthquak', 'preliminari', 'magnitud', 'hit', 'japan', 'northern', 'island', 'hokkaido', 'earli', 'morn', 'caus', 'injuri', 'trigger', 'tsunami', 'warn']\n",
      "Final Preprocessed Text: magnitud quak jolt japan northern island hokkaido earthquak preliminari magnitud hit japan northern island hokkaido earli morn caus injuri trigger tsunami warn\n",
      "\n",
      "Original Text: Militant Killed in Israeli Missile Strike-Witness  GAZA (Reuters) - An Israeli helicopter missile strike  killed a Palestinian militant and wounded two others in the  northern Gaza Strip on Saturday, witnesses said.\n",
      "Lowercased Text: militant killed in israeli missile strike-witness  gaza (reuters) - an israeli helicopter missile strike  killed a palestinian militant and wounded two others in the  northern gaza strip on saturday, witnesses said.\n",
      "Removed URLs: militant killed in israeli missile strike-witness  gaza (reuters) - an israeli helicopter missile strike  killed a palestinian militant and wounded two others in the  northern gaza strip on saturday, witnesses said.\n",
      "Removed HTML Tags: militant killed in israeli missile strike-witness  gaza (reuters) - an israeli helicopter missile strike  killed a palestinian militant and wounded two others in the  northern gaza strip on saturday, witnesses said.\n",
      "Removed Special Characters: militant killed in israeli missile strikewitness  gaza reuters  an israeli helicopter missile strike  killed a palestinian militant and wounded two others in the  northern gaza strip on saturday witnesses said\n",
      "Tokens: ['militant', 'killed', 'in', 'israeli', 'missile', 'strikewitness', 'gaza', 'reuters', 'an', 'israeli', 'helicopter', 'missile', 'strike', 'killed', 'a', 'palestinian', 'militant', 'and', 'wounded', 'two', 'others', 'in', 'the', 'northern', 'gaza', 'strip', 'on', 'saturday', 'witnesses', 'said']\n",
      "Removed Stopwords: ['militant', 'killed', 'israeli', 'missile', 'strikewitness', 'gaza', 'reuters', 'israeli', 'helicopter', 'missile', 'strike', 'killed', 'palestinian', 'militant', 'wounded', 'two', 'others', 'northern', 'gaza', 'strip', 'saturday', 'witnesses', 'said']\n",
      "Stemmed Tokens: ['milit', 'kill', 'isra', 'missil', 'strikewit', 'gaza', 'reuter', 'isra', 'helicopt', 'missil', 'strike', 'kill', 'palestinian', 'milit', 'wound', 'two', 'other', 'northern', 'gaza', 'strip', 'saturday', 'wit', 'said']\n",
      "Final Preprocessed Text: milit kill isra missil strikewit gaza reuter isra helicopt missil strike kill palestinian milit wound two other northern gaza strip saturday wit said\n",
      "\n",
      "Original Text: Rumsfeld in Iraq abuse complaint US lawyers file a criminal complaint against Defence Secretary Donald Rumsfeld over  abuses at Abu Ghraib jail in Iraq. \n",
      "Lowercased Text: rumsfeld in iraq abuse complaint us lawyers file a criminal complaint against defence secretary donald rumsfeld over  abuses at abu ghraib jail in iraq. \n",
      "Removed URLs: rumsfeld in iraq abuse complaint us lawyers file a criminal complaint against defence secretary donald rumsfeld over  abuses at abu ghraib jail in iraq. \n",
      "Removed HTML Tags: rumsfeld in iraq abuse complaint us lawyers file a criminal complaint against defence secretary donald rumsfeld over  abuses at abu ghraib jail in iraq. \n",
      "Removed Special Characters: rumsfeld in iraq abuse complaint us lawyers file a criminal complaint against defence secretary donald rumsfeld over  abuses at abu ghraib jail in iraq \n",
      "Tokens: ['rumsfeld', 'in', 'iraq', 'abuse', 'complaint', 'us', 'lawyers', 'file', 'a', 'criminal', 'complaint', 'against', 'defence', 'secretary', 'donald', 'rumsfeld', 'over', 'abuses', 'at', 'abu', 'ghraib', 'jail', 'in', 'iraq']\n",
      "Removed Stopwords: ['rumsfeld', 'iraq', 'abuse', 'complaint', 'us', 'lawyers', 'file', 'criminal', 'complaint', 'defence', 'secretary', 'donald', 'rumsfeld', 'abuses', 'abu', 'ghraib', 'jail', 'iraq']\n",
      "Stemmed Tokens: ['rumsfeld', 'iraq', 'abus', 'complaint', 'us', 'lawyer', 'file', 'crimin', 'complaint', 'defenc', 'secretari', 'donald', 'rumsfeld', 'abus', 'abu', 'ghraib', 'jail', 'iraq']\n",
      "Final Preprocessed Text: rumsfeld iraq abus complaint us lawyer file crimin complaint defenc secretari donald rumsfeld abus abu ghraib jail iraq\n",
      "\n",
      "Original Text: Stocks Shift Lower on Merck's Vioxx Woes NEW YORK - Investors sent stocks mostly lower Thursday after Merck   Co. said it would be forced to remove its best-selling Vioxx arthritis drug from the market due to serious health risks...\n",
      "Lowercased Text: stocks shift lower on merck's vioxx woes new york - investors sent stocks mostly lower thursday after merck   co. said it would be forced to remove its best-selling vioxx arthritis drug from the market due to serious health risks...\n",
      "Removed URLs: stocks shift lower on merck's vioxx woes new york - investors sent stocks mostly lower thursday after merck   co. said it would be forced to remove its best-selling vioxx arthritis drug from the market due to serious health risks...\n",
      "Removed HTML Tags: stocks shift lower on merck's vioxx woes new york - investors sent stocks mostly lower thursday after merck   co. said it would be forced to remove its best-selling vioxx arthritis drug from the market due to serious health risks...\n",
      "Removed Special Characters: stocks shift lower on mercks vioxx woes new york  investors sent stocks mostly lower thursday after merck   co said it would be forced to remove its bestselling vioxx arthritis drug from the market due to serious health risks\n",
      "Tokens: ['stocks', 'shift', 'lower', 'on', 'mercks', 'vioxx', 'woes', 'new', 'york', 'investors', 'sent', 'stocks', 'mostly', 'lower', 'thursday', 'after', 'merck', 'co', 'said', 'it', 'would', 'be', 'forced', 'to', 'remove', 'its', 'bestselling', 'vioxx', 'arthritis', 'drug', 'from', 'the', 'market', 'due', 'to', 'serious', 'health', 'risks']\n",
      "Removed Stopwords: ['stocks', 'shift', 'lower', 'mercks', 'vioxx', 'woes', 'new', 'york', 'investors', 'sent', 'stocks', 'mostly', 'lower', 'thursday', 'merck', 'co', 'said', 'would', 'forced', 'remove', 'bestselling', 'vioxx', 'arthritis', 'drug', 'market', 'due', 'serious', 'health', 'risks']\n",
      "Stemmed Tokens: ['stock', 'shift', 'lower', 'merck', 'vioxx', 'woe', 'new', 'york', 'investor', 'sent', 'stock', 'mostli', 'lower', 'thursday', 'merck', 'co', 'said', 'would', 'forc', 'remov', 'bestsel', 'vioxx', 'arthriti', 'drug', 'market', 'due', 'seriou', 'health', 'risk']\n",
      "Final Preprocessed Text: stock shift lower merck vioxx woe new york investor sent stock mostli lower thursday merck co said would forc remov bestsel vioxx arthriti drug market due seriou health risk\n",
      "\n",
      "Original Text: Muslims held after Spanish raids Police hold seven suspected Islamic militants after raids across Spain, judicial sources say.\n",
      "Lowercased Text: muslims held after spanish raids police hold seven suspected islamic militants after raids across spain, judicial sources say.\n",
      "Removed URLs: muslims held after spanish raids police hold seven suspected islamic militants after raids across spain, judicial sources say.\n",
      "Removed HTML Tags: muslims held after spanish raids police hold seven suspected islamic militants after raids across spain, judicial sources say.\n",
      "Removed Special Characters: muslims held after spanish raids police hold seven suspected islamic militants after raids across spain judicial sources say\n",
      "Tokens: ['muslims', 'held', 'after', 'spanish', 'raids', 'police', 'hold', 'seven', 'suspected', 'islamic', 'militants', 'after', 'raids', 'across', 'spain', 'judicial', 'sources', 'say']\n",
      "Removed Stopwords: ['muslims', 'held', 'spanish', 'raids', 'police', 'hold', 'seven', 'suspected', 'islamic', 'militants', 'raids', 'across', 'spain', 'judicial', 'sources', 'say']\n",
      "Stemmed Tokens: ['muslim', 'held', 'spanish', 'raid', 'polic', 'hold', 'seven', 'suspect', 'islam', 'milit', 'raid', 'across', 'spain', 'judici', 'sourc', 'say']\n",
      "Final Preprocessed Text: muslim held spanish raid polic hold seven suspect islam milit raid across spain judici sourc say\n",
      "\n",
      "Original Text: Castro Breaks Knee in Dramatic Public Fall  HAVANA (Reuters) - Cuban President Fidel Castro tripped and  shattered a kneecap in a tumble captured on live television  that raised new questions about the political future of the  communist-run country he has led for 45 years.\n",
      "Lowercased Text: castro breaks knee in dramatic public fall  havana (reuters) - cuban president fidel castro tripped and  shattered a kneecap in a tumble captured on live television  that raised new questions about the political future of the  communist-run country he has led for 45 years.\n",
      "Removed URLs: castro breaks knee in dramatic public fall  havana (reuters) - cuban president fidel castro tripped and  shattered a kneecap in a tumble captured on live television  that raised new questions about the political future of the  communist-run country he has led for 45 years.\n",
      "Removed HTML Tags: castro breaks knee in dramatic public fall  havana (reuters) - cuban president fidel castro tripped and  shattered a kneecap in a tumble captured on live television  that raised new questions about the political future of the  communist-run country he has led for 45 years.\n",
      "Removed Special Characters: castro breaks knee in dramatic public fall  havana reuters  cuban president fidel castro tripped and  shattered a kneecap in a tumble captured on live television  that raised new questions about the political future of the  communistrun country he has led for  years\n",
      "Tokens: ['castro', 'breaks', 'knee', 'in', 'dramatic', 'public', 'fall', 'havana', 'reuters', 'cuban', 'president', 'fidel', 'castro', 'tripped', 'and', 'shattered', 'a', 'kneecap', 'in', 'a', 'tumble', 'captured', 'on', 'live', 'television', 'that', 'raised', 'new', 'questions', 'about', 'the', 'political', 'future', 'of', 'the', 'communistrun', 'country', 'he', 'has', 'led', 'for', 'years']\n",
      "Removed Stopwords: ['castro', 'breaks', 'knee', 'dramatic', 'public', 'fall', 'havana', 'reuters', 'cuban', 'president', 'fidel', 'castro', 'tripped', 'shattered', 'kneecap', 'tumble', 'captured', 'live', 'television', 'raised', 'new', 'questions', 'political', 'future', 'communistrun', 'country', 'led', 'years']\n",
      "Stemmed Tokens: ['castro', 'break', 'knee', 'dramat', 'public', 'fall', 'havana', 'reuter', 'cuban', 'presid', 'fidel', 'castro', 'trip', 'shatter', 'kneecap', 'tumbl', 'captur', 'live', 'televis', 'rais', 'new', 'question', 'polit', 'futur', 'communistrun', 'countri', 'led', 'year']\n",
      "Final Preprocessed Text: castro break knee dramat public fall havana reuter cuban presid fidel castro trip shatter kneecap tumbl captur live televis rais new question polit futur communistrun countri led year\n",
      "\n",
      "Original Text: Kashmiri separatists cautiously welcome Indian offer Kashmiri separatists gave a cautious welcome on Sunday to India #39;s offer to allow them to visit Pakistan and said it could help to restart a stalled dialogue process.\n",
      "Lowercased Text: kashmiri separatists cautiously welcome indian offer kashmiri separatists gave a cautious welcome on sunday to india #39;s offer to allow them to visit pakistan and said it could help to restart a stalled dialogue process.\n",
      "Removed URLs: kashmiri separatists cautiously welcome indian offer kashmiri separatists gave a cautious welcome on sunday to india #39;s offer to allow them to visit pakistan and said it could help to restart a stalled dialogue process.\n",
      "Removed HTML Tags: kashmiri separatists cautiously welcome indian offer kashmiri separatists gave a cautious welcome on sunday to india #39;s offer to allow them to visit pakistan and said it could help to restart a stalled dialogue process.\n",
      "Removed Special Characters: kashmiri separatists cautiously welcome indian offer kashmiri separatists gave a cautious welcome on sunday to india s offer to allow them to visit pakistan and said it could help to restart a stalled dialogue process\n",
      "Tokens: ['kashmiri', 'separatists', 'cautiously', 'welcome', 'indian', 'offer', 'kashmiri', 'separatists', 'gave', 'a', 'cautious', 'welcome', 'on', 'sunday', 'to', 'india', 's', 'offer', 'to', 'allow', 'them', 'to', 'visit', 'pakistan', 'and', 'said', 'it', 'could', 'help', 'to', 'restart', 'a', 'stalled', 'dialogue', 'process']\n",
      "Removed Stopwords: ['kashmiri', 'separatists', 'cautiously', 'welcome', 'indian', 'offer', 'kashmiri', 'separatists', 'gave', 'cautious', 'welcome', 'sunday', 'india', 'offer', 'allow', 'visit', 'pakistan', 'said', 'could', 'help', 'restart', 'stalled', 'dialogue', 'process']\n",
      "Stemmed Tokens: ['kashmiri', 'separatist', 'cautious', 'welcom', 'indian', 'offer', 'kashmiri', 'separatist', 'gave', 'cautiou', 'welcom', 'sunday', 'india', 'offer', 'allow', 'visit', 'pakistan', 'said', 'could', 'help', 'restart', 'stall', 'dialogu', 'process']\n",
      "Final Preprocessed Text: kashmiri separatist cautious welcom indian offer kashmiri separatist gave cautiou welcom sunday india offer allow visit pakistan said could help restart stall dialogu process\n",
      "\n",
      "Original Text: US and Iraqi Forces Raid Ramadi Mosques Local residents arrive to examine a destroyed building in the center of Fallujah, west of Baghdad, Iraq, Tuesday morning, Oct. 12, 2004 following an US air strike.\n",
      "Lowercased Text: us and iraqi forces raid ramadi mosques local residents arrive to examine a destroyed building in the center of fallujah, west of baghdad, iraq, tuesday morning, oct. 12, 2004 following an us air strike.\n",
      "Removed URLs: us and iraqi forces raid ramadi mosques local residents arrive to examine a destroyed building in the center of fallujah, west of baghdad, iraq, tuesday morning, oct. 12, 2004 following an us air strike.\n",
      "Removed HTML Tags: us and iraqi forces raid ramadi mosques local residents arrive to examine a destroyed building in the center of fallujah, west of baghdad, iraq, tuesday morning, oct. 12, 2004 following an us air strike.\n",
      "Removed Special Characters: us and iraqi forces raid ramadi mosques local residents arrive to examine a destroyed building in the center of fallujah west of baghdad iraq tuesday morning oct   following an us air strike\n",
      "Tokens: ['us', 'and', 'iraqi', 'forces', 'raid', 'ramadi', 'mosques', 'local', 'residents', 'arrive', 'to', 'examine', 'a', 'destroyed', 'building', 'in', 'the', 'center', 'of', 'fallujah', 'west', 'of', 'baghdad', 'iraq', 'tuesday', 'morning', 'oct', 'following', 'an', 'us', 'air', 'strike']\n",
      "Removed Stopwords: ['us', 'iraqi', 'forces', 'raid', 'ramadi', 'mosques', 'local', 'residents', 'arrive', 'examine', 'destroyed', 'building', 'center', 'fallujah', 'west', 'baghdad', 'iraq', 'tuesday', 'morning', 'oct', 'following', 'us', 'air', 'strike']\n",
      "Stemmed Tokens: ['us', 'iraqi', 'forc', 'raid', 'ramadi', 'mosqu', 'local', 'resid', 'arriv', 'examin', 'destroy', 'build', 'center', 'fallujah', 'west', 'baghdad', 'iraq', 'tuesday', 'morn', 'oct', 'follow', 'us', 'air', 'strike']\n",
      "Final Preprocessed Text: us iraqi forc raid ramadi mosqu local resid arriv examin destroy build center fallujah west baghdad iraq tuesday morn oct follow us air strike\n",
      "\n",
      "Original Text: Israel has duty to protect citizens Tom Friedman, in his column  quot;Jews, Israel and America, quot; offers an unrealistic solution that is at odds with recent history and the current geopolitical environment:  quot;... One thing that Israel \n",
      "Lowercased Text: israel has duty to protect citizens tom friedman, in his column  quot;jews, israel and america, quot; offers an unrealistic solution that is at odds with recent history and the current geopolitical environment:  quot;... one thing that israel \n",
      "Removed URLs: israel has duty to protect citizens tom friedman, in his column  quot;jews, israel and america, quot; offers an unrealistic solution that is at odds with recent history and the current geopolitical environment:  quot;... one thing that israel \n",
      "Removed HTML Tags: israel has duty to protect citizens tom friedman, in his column  quot;jews, israel and america, quot; offers an unrealistic solution that is at odds with recent history and the current geopolitical environment:  quot;... one thing that israel \n",
      "Removed Special Characters: israel has duty to protect citizens tom friedman in his column  quotjews israel and america quot offers an unrealistic solution that is at odds with recent history and the current geopolitical environment  quot one thing that israel \n",
      "Tokens: ['israel', 'has', 'duty', 'to', 'protect', 'citizens', 'tom', 'friedman', 'in', 'his', 'column', 'quotjews', 'israel', 'and', 'america', 'quot', 'offers', 'an', 'unrealistic', 'solution', 'that', 'is', 'at', 'odds', 'with', 'recent', 'history', 'and', 'the', 'current', 'geopolitical', 'environment', 'quot', 'one', 'thing', 'that', 'israel']\n",
      "Removed Stopwords: ['israel', 'duty', 'protect', 'citizens', 'tom', 'friedman', 'column', 'quotjews', 'israel', 'america', 'quot', 'offers', 'unrealistic', 'solution', 'odds', 'recent', 'history', 'current', 'geopolitical', 'environment', 'quot', 'one', 'thing', 'israel']\n",
      "Stemmed Tokens: ['israel', 'duti', 'protect', 'citizen', 'tom', 'friedman', 'column', 'quotjew', 'israel', 'america', 'quot', 'offer', 'unrealist', 'solut', 'odd', 'recent', 'histori', 'current', 'geopolit', 'environ', 'quot', 'one', 'thing', 'israel']\n",
      "Final Preprocessed Text: israel duti protect citizen tom friedman column quotjew israel america quot offer unrealist solut odd recent histori current geopolit environ quot one thing israel\n",
      "\n",
      "Original Text: Earthquake Weighs Heavily on Tokyo Stocks (AP) AP - Tokyo stocks ended sharply lower Monday due to economic uncertainties following powerful earthquakes that hit northern Japan over the weekend. The dollar was lower against the Japanese yen.\n",
      "Lowercased Text: earthquake weighs heavily on tokyo stocks (ap) ap - tokyo stocks ended sharply lower monday due to economic uncertainties following powerful earthquakes that hit northern japan over the weekend. the dollar was lower against the japanese yen.\n",
      "Removed URLs: earthquake weighs heavily on tokyo stocks (ap) ap - tokyo stocks ended sharply lower monday due to economic uncertainties following powerful earthquakes that hit northern japan over the weekend. the dollar was lower against the japanese yen.\n",
      "Removed HTML Tags: earthquake weighs heavily on tokyo stocks (ap) ap - tokyo stocks ended sharply lower monday due to economic uncertainties following powerful earthquakes that hit northern japan over the weekend. the dollar was lower against the japanese yen.\n",
      "Removed Special Characters: earthquake weighs heavily on tokyo stocks ap ap  tokyo stocks ended sharply lower monday due to economic uncertainties following powerful earthquakes that hit northern japan over the weekend the dollar was lower against the japanese yen\n",
      "Tokens: ['earthquake', 'weighs', 'heavily', 'on', 'tokyo', 'stocks', 'ap', 'ap', 'tokyo', 'stocks', 'ended', 'sharply', 'lower', 'monday', 'due', 'to', 'economic', 'uncertainties', 'following', 'powerful', 'earthquakes', 'that', 'hit', 'northern', 'japan', 'over', 'the', 'weekend', 'the', 'dollar', 'was', 'lower', 'against', 'the', 'japanese', 'yen']\n",
      "Removed Stopwords: ['earthquake', 'weighs', 'heavily', 'tokyo', 'stocks', 'ap', 'ap', 'tokyo', 'stocks', 'ended', 'sharply', 'lower', 'monday', 'due', 'economic', 'uncertainties', 'following', 'powerful', 'earthquakes', 'hit', 'northern', 'japan', 'weekend', 'dollar', 'lower', 'japanese', 'yen']\n",
      "Stemmed Tokens: ['earthquak', 'weigh', 'heavili', 'tokyo', 'stock', 'ap', 'ap', 'tokyo', 'stock', 'end', 'sharpli', 'lower', 'monday', 'due', 'econom', 'uncertainti', 'follow', 'power', 'earthquak', 'hit', 'northern', 'japan', 'weekend', 'dollar', 'lower', 'japanes', 'yen']\n",
      "Final Preprocessed Text: earthquak weigh heavili tokyo stock ap ap tokyo stock end sharpli lower monday due econom uncertainti follow power earthquak hit northern japan weekend dollar lower japanes yen\n",
      "\n",
      "Original Text: Iran answer on nuke freeze not definitive-diplomat Iran #39;s answer on Thursday to an EU demand it freeze sensitive nuclear work such as uranium enrichment was described as not too disappointing but not completely definitive by an EU diplomat familiar with the talks.\n",
      "Lowercased Text: iran answer on nuke freeze not definitive-diplomat iran #39;s answer on thursday to an eu demand it freeze sensitive nuclear work such as uranium enrichment was described as not too disappointing but not completely definitive by an eu diplomat familiar with the talks.\n",
      "Removed URLs: iran answer on nuke freeze not definitive-diplomat iran #39;s answer on thursday to an eu demand it freeze sensitive nuclear work such as uranium enrichment was described as not too disappointing but not completely definitive by an eu diplomat familiar with the talks.\n",
      "Removed HTML Tags: iran answer on nuke freeze not definitive-diplomat iran #39;s answer on thursday to an eu demand it freeze sensitive nuclear work such as uranium enrichment was described as not too disappointing but not completely definitive by an eu diplomat familiar with the talks.\n",
      "Removed Special Characters: iran answer on nuke freeze not definitivediplomat iran s answer on thursday to an eu demand it freeze sensitive nuclear work such as uranium enrichment was described as not too disappointing but not completely definitive by an eu diplomat familiar with the talks\n",
      "Tokens: ['iran', 'answer', 'on', 'nuke', 'freeze', 'not', 'definitivediplomat', 'iran', 's', 'answer', 'on', 'thursday', 'to', 'an', 'eu', 'demand', 'it', 'freeze', 'sensitive', 'nuclear', 'work', 'such', 'as', 'uranium', 'enrichment', 'was', 'described', 'as', 'not', 'too', 'disappointing', 'but', 'not', 'completely', 'definitive', 'by', 'an', 'eu', 'diplomat', 'familiar', 'with', 'the', 'talks']\n",
      "Removed Stopwords: ['iran', 'answer', 'nuke', 'freeze', 'definitivediplomat', 'iran', 'answer', 'thursday', 'eu', 'demand', 'freeze', 'sensitive', 'nuclear', 'work', 'uranium', 'enrichment', 'described', 'disappointing', 'completely', 'definitive', 'eu', 'diplomat', 'familiar', 'talks']\n",
      "Stemmed Tokens: ['iran', 'answer', 'nuke', 'freez', 'definitivediplomat', 'iran', 'answer', 'thursday', 'eu', 'demand', 'freez', 'sensit', 'nuclear', 'work', 'uranium', 'enrich', 'describ', 'disappoint', 'complet', 'definit', 'eu', 'diplomat', 'familiar', 'talk']\n",
      "Final Preprocessed Text: iran answer nuke freez definitivediplomat iran answer thursday eu demand freez sensit nuclear work uranium enrich describ disappoint complet definit eu diplomat familiar talk\n",
      "\n",
      "Original Text: Four held after  #39;sting #39; uncovers alleged dirty bomb conspiracy Four men have been arrested on suspicion of terrorist offences following a sting operation organised by a Sunday newspaper, police said last night.\n",
      "Lowercased Text: four held after  #39;sting #39; uncovers alleged dirty bomb conspiracy four men have been arrested on suspicion of terrorist offences following a sting operation organised by a sunday newspaper, police said last night.\n",
      "Removed URLs: four held after  #39;sting #39; uncovers alleged dirty bomb conspiracy four men have been arrested on suspicion of terrorist offences following a sting operation organised by a sunday newspaper, police said last night.\n",
      "Removed HTML Tags: four held after  #39;sting #39; uncovers alleged dirty bomb conspiracy four men have been arrested on suspicion of terrorist offences following a sting operation organised by a sunday newspaper, police said last night.\n",
      "Removed Special Characters: four held after  sting  uncovers alleged dirty bomb conspiracy four men have been arrested on suspicion of terrorist offences following a sting operation organised by a sunday newspaper police said last night\n",
      "Tokens: ['four', 'held', 'after', 'sting', 'uncovers', 'alleged', 'dirty', 'bomb', 'conspiracy', 'four', 'men', 'have', 'been', 'arrested', 'on', 'suspicion', 'of', 'terrorist', 'offences', 'following', 'a', 'sting', 'operation', 'organised', 'by', 'a', 'sunday', 'newspaper', 'police', 'said', 'last', 'night']\n",
      "Removed Stopwords: ['four', 'held', 'sting', 'uncovers', 'alleged', 'dirty', 'bomb', 'conspiracy', 'four', 'men', 'arrested', 'suspicion', 'terrorist', 'offences', 'following', 'sting', 'operation', 'organised', 'sunday', 'newspaper', 'police', 'said', 'last', 'night']\n",
      "Stemmed Tokens: ['four', 'held', 'sting', 'uncov', 'alleg', 'dirti', 'bomb', 'conspiraci', 'four', 'men', 'arrest', 'suspicion', 'terrorist', 'offenc', 'follow', 'sting', 'oper', 'organis', 'sunday', 'newspap', 'polic', 'said', 'last', 'night']\n",
      "Final Preprocessed Text: four held sting uncov alleg dirti bomb conspiraci four men arrest suspicion terrorist offenc follow sting oper organis sunday newspap polic said last night\n",
      "\n",
      "Original Text: Drug lords stripped of 120m fortune in prison Two of Colombia #39;s most powerful drug lords were trapped in prison cells yesterday as the state seized their fortune estimated at more than 120 million.\n",
      "Lowercased Text: drug lords stripped of 120m fortune in prison two of colombia #39;s most powerful drug lords were trapped in prison cells yesterday as the state seized their fortune estimated at more than 120 million.\n",
      "Removed URLs: drug lords stripped of 120m fortune in prison two of colombia #39;s most powerful drug lords were trapped in prison cells yesterday as the state seized their fortune estimated at more than 120 million.\n",
      "Removed HTML Tags: drug lords stripped of 120m fortune in prison two of colombia #39;s most powerful drug lords were trapped in prison cells yesterday as the state seized their fortune estimated at more than 120 million.\n",
      "Removed Special Characters: drug lords stripped of m fortune in prison two of colombia s most powerful drug lords were trapped in prison cells yesterday as the state seized their fortune estimated at more than  million\n",
      "Tokens: ['drug', 'lords', 'stripped', 'of', 'm', 'fortune', 'in', 'prison', 'two', 'of', 'colombia', 's', 'most', 'powerful', 'drug', 'lords', 'were', 'trapped', 'in', 'prison', 'cells', 'yesterday', 'as', 'the', 'state', 'seized', 'their', 'fortune', 'estimated', 'at', 'more', 'than', 'million']\n",
      "Removed Stopwords: ['drug', 'lords', 'stripped', 'fortune', 'prison', 'two', 'colombia', 'powerful', 'drug', 'lords', 'trapped', 'prison', 'cells', 'yesterday', 'state', 'seized', 'fortune', 'estimated', 'million']\n",
      "Stemmed Tokens: ['drug', 'lord', 'strip', 'fortun', 'prison', 'two', 'colombia', 'power', 'drug', 'lord', 'trap', 'prison', 'cell', 'yesterday', 'state', 'seiz', 'fortun', 'estim', 'million']\n",
      "Final Preprocessed Text: drug lord strip fortun prison two colombia power drug lord trap prison cell yesterday state seiz fortun estim million\n",
      "\n",
      "Original Text: Britain Say 'Miracle Baby' Was a Fraud (AP) AP - An infertile Nigerian couple who believed a self-styled preacher's claim that their child was miraculously conceived were really the victim of greedy international child traffickers, a British judge ruled Friday.\n",
      "Lowercased Text: britain say 'miracle baby' was a fraud (ap) ap - an infertile nigerian couple who believed a self-styled preacher's claim that their child was miraculously conceived were really the victim of greedy international child traffickers, a british judge ruled friday.\n",
      "Removed URLs: britain say 'miracle baby' was a fraud (ap) ap - an infertile nigerian couple who believed a self-styled preacher's claim that their child was miraculously conceived were really the victim of greedy international child traffickers, a british judge ruled friday.\n",
      "Removed HTML Tags: britain say 'miracle baby' was a fraud (ap) ap - an infertile nigerian couple who believed a self-styled preacher's claim that their child was miraculously conceived were really the victim of greedy international child traffickers, a british judge ruled friday.\n",
      "Removed Special Characters: britain say miracle baby was a fraud ap ap  an infertile nigerian couple who believed a selfstyled preachers claim that their child was miraculously conceived were really the victim of greedy international child traffickers a british judge ruled friday\n",
      "Tokens: ['britain', 'say', 'miracle', 'baby', 'was', 'a', 'fraud', 'ap', 'ap', 'an', 'infertile', 'nigerian', 'couple', 'who', 'believed', 'a', 'selfstyled', 'preachers', 'claim', 'that', 'their', 'child', 'was', 'miraculously', 'conceived', 'were', 'really', 'the', 'victim', 'of', 'greedy', 'international', 'child', 'traffickers', 'a', 'british', 'judge', 'ruled', 'friday']\n",
      "Removed Stopwords: ['britain', 'say', 'miracle', 'baby', 'fraud', 'ap', 'ap', 'infertile', 'nigerian', 'couple', 'believed', 'selfstyled', 'preachers', 'claim', 'child', 'miraculously', 'conceived', 'really', 'victim', 'greedy', 'international', 'child', 'traffickers', 'british', 'judge', 'ruled', 'friday']\n",
      "Stemmed Tokens: ['britain', 'say', 'miracl', 'babi', 'fraud', 'ap', 'ap', 'infertil', 'nigerian', 'coupl', 'believ', 'selfstyl', 'preacher', 'claim', 'child', 'miracul', 'conceiv', 'realli', 'victim', 'greedi', 'intern', 'child', 'traffick', 'british', 'judg', 'rule', 'friday']\n",
      "Final Preprocessed Text: britain say miracl babi fraud ap ap infertil nigerian coupl believ selfstyl preacher claim child miracul conceiv realli victim greedi intern child traffick british judg rule friday\n",
      "\n",
      "Original Text: U.S. Jets Pound Militant Positions in Iraq U.S. jets pounded suspected Shiite militant positions in the Baghdad slum of Sadr City on Monday, killing at least five people and wounding 40. Elsewhere, insurgents detonated a car bomb and fired rockets, killing at least four National Guardsmen, in separate attacks targeting Iraq's beleaguered security forces.\n",
      "Lowercased Text: u.s. jets pound militant positions in iraq u.s. jets pounded suspected shiite militant positions in the baghdad slum of sadr city on monday, killing at least five people and wounding 40. elsewhere, insurgents detonated a car bomb and fired rockets, killing at least four national guardsmen, in separate attacks targeting iraq's beleaguered security forces.\n",
      "Removed URLs: u.s. jets pound militant positions in iraq u.s. jets pounded suspected shiite militant positions in the baghdad slum of sadr city on monday, killing at least five people and wounding 40. elsewhere, insurgents detonated a car bomb and fired rockets, killing at least four national guardsmen, in separate attacks targeting iraq's beleaguered security forces.\n",
      "Removed HTML Tags: u.s. jets pound militant positions in iraq u.s. jets pounded suspected shiite militant positions in the baghdad slum of sadr city on monday, killing at least five people and wounding 40. elsewhere, insurgents detonated a car bomb and fired rockets, killing at least four national guardsmen, in separate attacks targeting iraq's beleaguered security forces.\n",
      "Removed Special Characters: us jets pound militant positions in iraq us jets pounded suspected shiite militant positions in the baghdad slum of sadr city on monday killing at least five people and wounding  elsewhere insurgents detonated a car bomb and fired rockets killing at least four national guardsmen in separate attacks targeting iraqs beleaguered security forces\n",
      "Tokens: ['us', 'jets', 'pound', 'militant', 'positions', 'in', 'iraq', 'us', 'jets', 'pounded', 'suspected', 'shiite', 'militant', 'positions', 'in', 'the', 'baghdad', 'slum', 'of', 'sadr', 'city', 'on', 'monday', 'killing', 'at', 'least', 'five', 'people', 'and', 'wounding', 'elsewhere', 'insurgents', 'detonated', 'a', 'car', 'bomb', 'and', 'fired', 'rockets', 'killing', 'at', 'least', 'four', 'national', 'guardsmen', 'in', 'separate', 'attacks', 'targeting', 'iraqs', 'beleaguered', 'security', 'forces']\n",
      "Removed Stopwords: ['us', 'jets', 'pound', 'militant', 'positions', 'iraq', 'us', 'jets', 'pounded', 'suspected', 'shiite', 'militant', 'positions', 'baghdad', 'slum', 'sadr', 'city', 'monday', 'killing', 'least', 'five', 'people', 'wounding', 'elsewhere', 'insurgents', 'detonated', 'car', 'bomb', 'fired', 'rockets', 'killing', 'least', 'four', 'national', 'guardsmen', 'separate', 'attacks', 'targeting', 'iraqs', 'beleaguered', 'security', 'forces']\n",
      "Stemmed Tokens: ['us', 'jet', 'pound', 'milit', 'posit', 'iraq', 'us', 'jet', 'pound', 'suspect', 'shiit', 'milit', 'posit', 'baghdad', 'slum', 'sadr', 'citi', 'monday', 'kill', 'least', 'five', 'peopl', 'wound', 'elsewher', 'insurg', 'deton', 'car', 'bomb', 'fire', 'rocket', 'kill', 'least', 'four', 'nation', 'guardsmen', 'separ', 'attack', 'target', 'iraq', 'beleagu', 'secur', 'forc']\n",
      "Final Preprocessed Text: us jet pound milit posit iraq us jet pound suspect shiit milit posit baghdad slum sadr citi monday kill least five peopl wound elsewher insurg deton car bomb fire rocket kill least four nation guardsmen separ attack target iraq beleagu secur forc\n",
      "\n",
      "Original Text: US patient load surges at military hospital in Germany LANDSTUHL, Germany - The number of injured US military personnel arriving at the Landstuhl Regional Medical Center this week -ost from the offensive against insurgents in the Iraqi city of Fallujah  -ched its highest level since April, a US \n",
      "Lowercased Text: us patient load surges at military hospital in germany landstuhl, germany - the number of injured us military personnel arriving at the landstuhl regional medical center this week -ost from the offensive against insurgents in the iraqi city of fallujah  -ched its highest level since april, a us \n",
      "Removed URLs: us patient load surges at military hospital in germany landstuhl, germany - the number of injured us military personnel arriving at the landstuhl regional medical center this week -ost from the offensive against insurgents in the iraqi city of fallujah  -ched its highest level since april, a us \n",
      "Removed HTML Tags: us patient load surges at military hospital in germany landstuhl, germany - the number of injured us military personnel arriving at the landstuhl regional medical center this week -ost from the offensive against insurgents in the iraqi city of fallujah  -ched its highest level since april, a us \n",
      "Removed Special Characters: us patient load surges at military hospital in germany landstuhl germany  the number of injured us military personnel arriving at the landstuhl regional medical center this week ost from the offensive against insurgents in the iraqi city of fallujah  ched its highest level since april a us \n",
      "Tokens: ['us', 'patient', 'load', 'surges', 'at', 'military', 'hospital', 'in', 'germany', 'landstuhl', 'germany', 'the', 'number', 'of', 'injured', 'us', 'military', 'personnel', 'arriving', 'at', 'the', 'landstuhl', 'regional', 'medical', 'center', 'this', 'week', 'ost', 'from', 'the', 'offensive', 'against', 'insurgents', 'in', 'the', 'iraqi', 'city', 'of', 'fallujah', 'ched', 'its', 'highest', 'level', 'since', 'april', 'a', 'us']\n",
      "Removed Stopwords: ['us', 'patient', 'load', 'surges', 'military', 'hospital', 'germany', 'landstuhl', 'germany', 'number', 'injured', 'us', 'military', 'personnel', 'arriving', 'landstuhl', 'regional', 'medical', 'center', 'week', 'ost', 'offensive', 'insurgents', 'iraqi', 'city', 'fallujah', 'ched', 'highest', 'level', 'since', 'april', 'us']\n",
      "Stemmed Tokens: ['us', 'patient', 'load', 'surg', 'militari', 'hospit', 'germani', 'landstuhl', 'germani', 'number', 'injur', 'us', 'militari', 'personnel', 'arriv', 'landstuhl', 'region', 'medic', 'center', 'week', 'ost', 'offens', 'insurg', 'iraqi', 'citi', 'fallujah', 'ched', 'highest', 'level', 'sinc', 'april', 'us']\n",
      "Final Preprocessed Text: us patient load surg militari hospit germani landstuhl germani number injur us militari personnel arriv landstuhl region medic center week ost offens insurg iraqi citi fallujah ched highest level sinc april us\n",
      "\n",
      "Original Text: Britain to Tighten Anti-Terror Laws LONDON, November 21 (IslamOnline.net  amp; News Agencies) - Britain will adopt a set of tightened anti-terror laws in case Prime Minister Tony Blair #39;s Labor Party wins the general elections, due next year, the home secretary said on Sunday, November 21.\n",
      "Lowercased Text: britain to tighten anti-terror laws london, november 21 (islamonline.net  amp; news agencies) - britain will adopt a set of tightened anti-terror laws in case prime minister tony blair #39;s labor party wins the general elections, due next year, the home secretary said on sunday, november 21.\n",
      "Removed URLs: britain to tighten anti-terror laws london, november 21 (islamonline.net  amp; news agencies) - britain will adopt a set of tightened anti-terror laws in case prime minister tony blair #39;s labor party wins the general elections, due next year, the home secretary said on sunday, november 21.\n",
      "Removed HTML Tags: britain to tighten anti-terror laws london, november 21 (islamonline.net  amp; news agencies) - britain will adopt a set of tightened anti-terror laws in case prime minister tony blair #39;s labor party wins the general elections, due next year, the home secretary said on sunday, november 21.\n",
      "Removed Special Characters: britain to tighten antiterror laws london november  islamonlinenet  amp news agencies  britain will adopt a set of tightened antiterror laws in case prime minister tony blair s labor party wins the general elections due next year the home secretary said on sunday november \n",
      "Tokens: ['britain', 'to', 'tighten', 'antiterror', 'laws', 'london', 'november', 'islamonlinenet', 'amp', 'news', 'agencies', 'britain', 'will', 'adopt', 'a', 'set', 'of', 'tightened', 'antiterror', 'laws', 'in', 'case', 'prime', 'minister', 'tony', 'blair', 's', 'labor', 'party', 'wins', 'the', 'general', 'elections', 'due', 'next', 'year', 'the', 'home', 'secretary', 'said', 'on', 'sunday', 'november']\n",
      "Removed Stopwords: ['britain', 'tighten', 'antiterror', 'laws', 'london', 'november', 'islamonlinenet', 'amp', 'news', 'agencies', 'britain', 'adopt', 'set', 'tightened', 'antiterror', 'laws', 'case', 'prime', 'minister', 'tony', 'blair', 'labor', 'party', 'wins', 'general', 'elections', 'due', 'next', 'year', 'home', 'secretary', 'said', 'sunday', 'november']\n",
      "Stemmed Tokens: ['britain', 'tighten', 'antiterror', 'law', 'london', 'novemb', 'islamonlinenet', 'amp', 'news', 'agenc', 'britain', 'adopt', 'set', 'tighten', 'antiterror', 'law', 'case', 'prime', 'minist', 'toni', 'blair', 'labor', 'parti', 'win', 'gener', 'elect', 'due', 'next', 'year', 'home', 'secretari', 'said', 'sunday', 'novemb']\n",
      "Final Preprocessed Text: britain tighten antiterror law london novemb islamonlinenet amp news agenc britain adopt set tighten antiterror law case prime minist toni blair labor parti win gener elect due next year home secretari said sunday novemb\n",
      "\n",
      "Original Text: Afghans Say Trouble Inevitable But Won't Stop Vote  KABUL (Reuters) - Afghan President Hamid Karzai vowed on  Thursday that a historic presidential election would go ahead  in two days' time and reflect the people's wishes despite  inevitable attempts by Taliban fighters to derail the vote.\n",
      "Lowercased Text: afghans say trouble inevitable but won't stop vote  kabul (reuters) - afghan president hamid karzai vowed on  thursday that a historic presidential election would go ahead  in two days' time and reflect the people's wishes despite  inevitable attempts by taliban fighters to derail the vote.\n",
      "Removed URLs: afghans say trouble inevitable but won't stop vote  kabul (reuters) - afghan president hamid karzai vowed on  thursday that a historic presidential election would go ahead  in two days' time and reflect the people's wishes despite  inevitable attempts by taliban fighters to derail the vote.\n",
      "Removed HTML Tags: afghans say trouble inevitable but won't stop vote  kabul (reuters) - afghan president hamid karzai vowed on  thursday that a historic presidential election would go ahead  in two days' time and reflect the people's wishes despite  inevitable attempts by taliban fighters to derail the vote.\n",
      "Removed Special Characters: afghans say trouble inevitable but wont stop vote  kabul reuters  afghan president hamid karzai vowed on  thursday that a historic presidential election would go ahead  in two days time and reflect the peoples wishes despite  inevitable attempts by taliban fighters to derail the vote\n",
      "Tokens: ['afghans', 'say', 'trouble', 'inevitable', 'but', 'wont', 'stop', 'vote', 'kabul', 'reuters', 'afghan', 'president', 'hamid', 'karzai', 'vowed', 'on', 'thursday', 'that', 'a', 'historic', 'presidential', 'election', 'would', 'go', 'ahead', 'in', 'two', 'days', 'time', 'and', 'reflect', 'the', 'peoples', 'wishes', 'despite', 'inevitable', 'attempts', 'by', 'taliban', 'fighters', 'to', 'derail', 'the', 'vote']\n",
      "Removed Stopwords: ['afghans', 'say', 'trouble', 'inevitable', 'wont', 'stop', 'vote', 'kabul', 'reuters', 'afghan', 'president', 'hamid', 'karzai', 'vowed', 'thursday', 'historic', 'presidential', 'election', 'would', 'go', 'ahead', 'two', 'days', 'time', 'reflect', 'peoples', 'wishes', 'despite', 'inevitable', 'attempts', 'taliban', 'fighters', 'derail', 'vote']\n",
      "Stemmed Tokens: ['afghan', 'say', 'troubl', 'inevit', 'wont', 'stop', 'vote', 'kabul', 'reuter', 'afghan', 'presid', 'hamid', 'karzai', 'vow', 'thursday', 'histor', 'presidenti', 'elect', 'would', 'go', 'ahead', 'two', 'day', 'time', 'reflect', 'peopl', 'wish', 'despit', 'inevit', 'attempt', 'taliban', 'fighter', 'derail', 'vote']\n",
      "Final Preprocessed Text: afghan say troubl inevit wont stop vote kabul reuter afghan presid hamid karzai vow thursday histor presidenti elect would go ahead two day time reflect peopl wish despit inevit attempt taliban fighter derail vote\n",
      "\n",
      "Original Text: Two guards appear in court martial hearings BAGHDAD: Preliminary court martial proceedings were held on Friday for two US jail guards accused of abuse of Iraqi detainees in Baghdads Abu Ghraib prison.\n",
      "Lowercased Text: two guards appear in court martial hearings baghdad: preliminary court martial proceedings were held on friday for two us jail guards accused of abuse of iraqi detainees in baghdads abu ghraib prison.\n",
      "Removed URLs: two guards appear in court martial hearings baghdad: preliminary court martial proceedings were held on friday for two us jail guards accused of abuse of iraqi detainees in baghdads abu ghraib prison.\n",
      "Removed HTML Tags: two guards appear in court martial hearings baghdad: preliminary court martial proceedings were held on friday for two us jail guards accused of abuse of iraqi detainees in baghdads abu ghraib prison.\n",
      "Removed Special Characters: two guards appear in court martial hearings baghdad preliminary court martial proceedings were held on friday for two us jail guards accused of abuse of iraqi detainees in baghdads abu ghraib prison\n",
      "Tokens: ['two', 'guards', 'appear', 'in', 'court', 'martial', 'hearings', 'baghdad', 'preliminary', 'court', 'martial', 'proceedings', 'were', 'held', 'on', 'friday', 'for', 'two', 'us', 'jail', 'guards', 'accused', 'of', 'abuse', 'of', 'iraqi', 'detainees', 'in', 'baghdads', 'abu', 'ghraib', 'prison']\n",
      "Removed Stopwords: ['two', 'guards', 'appear', 'court', 'martial', 'hearings', 'baghdad', 'preliminary', 'court', 'martial', 'proceedings', 'held', 'friday', 'two', 'us', 'jail', 'guards', 'accused', 'abuse', 'iraqi', 'detainees', 'baghdads', 'abu', 'ghraib', 'prison']\n",
      "Stemmed Tokens: ['two', 'guard', 'appear', 'court', 'martial', 'hear', 'baghdad', 'preliminari', 'court', 'martial', 'proceed', 'held', 'friday', 'two', 'us', 'jail', 'guard', 'accus', 'abus', 'iraqi', 'detaine', 'baghdad', 'abu', 'ghraib', 'prison']\n",
      "Final Preprocessed Text: two guard appear court martial hear baghdad preliminari court martial proceed held friday two us jail guard accus abus iraqi detaine baghdad abu ghraib prison\n",
      "\n",
      "Original Text: Hostage takers say end headscarf ban Jazeera identified the hostages as reporters George Malbrunot and Christian Chesnot. Last week, the French Foreign Ministry. said the two men had gone missing in Iraq.\n",
      "Lowercased Text: hostage takers say end headscarf ban jazeera identified the hostages as reporters george malbrunot and christian chesnot. last week, the french foreign ministry. said the two men had gone missing in iraq.\n",
      "Removed URLs: hostage takers say end headscarf ban jazeera identified the hostages as reporters george malbrunot and christian chesnot. last week, the french foreign ministry. said the two men had gone missing in iraq.\n",
      "Removed HTML Tags: hostage takers say end headscarf ban jazeera identified the hostages as reporters george malbrunot and christian chesnot. last week, the french foreign ministry. said the two men had gone missing in iraq.\n",
      "Removed Special Characters: hostage takers say end headscarf ban jazeera identified the hostages as reporters george malbrunot and christian chesnot last week the french foreign ministry said the two men had gone missing in iraq\n",
      "Tokens: ['hostage', 'takers', 'say', 'end', 'headscarf', 'ban', 'jazeera', 'identified', 'the', 'hostages', 'as', 'reporters', 'george', 'malbrunot', 'and', 'christian', 'chesnot', 'last', 'week', 'the', 'french', 'foreign', 'ministry', 'said', 'the', 'two', 'men', 'had', 'gone', 'missing', 'in', 'iraq']\n",
      "Removed Stopwords: ['hostage', 'takers', 'say', 'end', 'headscarf', 'ban', 'jazeera', 'identified', 'hostages', 'reporters', 'george', 'malbrunot', 'christian', 'chesnot', 'last', 'week', 'french', 'foreign', 'ministry', 'said', 'two', 'men', 'gone', 'missing', 'iraq']\n",
      "Stemmed Tokens: ['hostag', 'taker', 'say', 'end', 'headscarf', 'ban', 'jazeera', 'identifi', 'hostag', 'report', 'georg', 'malbrunot', 'christian', 'chesnot', 'last', 'week', 'french', 'foreign', 'ministri', 'said', 'two', 'men', 'gone', 'miss', 'iraq']\n",
      "Final Preprocessed Text: hostag taker say end headscarf ban jazeera identifi hostag report georg malbrunot christian chesnot last week french foreign ministri said two men gone miss iraq\n",
      "\n",
      "Original Text: Musharraf Rebuffs Pleas for Pakistan Troops in Iraq  UNITED NATIONS (Reuters) - Pakistani President Pervez  Musharraf on Thursday ruled out sending troops to help restore  stability in Iraq, rebuffing pleas from the Iraqi interim  government and the United States.\n",
      "Lowercased Text: musharraf rebuffs pleas for pakistan troops in iraq  united nations (reuters) - pakistani president pervez  musharraf on thursday ruled out sending troops to help restore  stability in iraq, rebuffing pleas from the iraqi interim  government and the united states.\n",
      "Removed URLs: musharraf rebuffs pleas for pakistan troops in iraq  united nations (reuters) - pakistani president pervez  musharraf on thursday ruled out sending troops to help restore  stability in iraq, rebuffing pleas from the iraqi interim  government and the united states.\n",
      "Removed HTML Tags: musharraf rebuffs pleas for pakistan troops in iraq  united nations (reuters) - pakistani president pervez  musharraf on thursday ruled out sending troops to help restore  stability in iraq, rebuffing pleas from the iraqi interim  government and the united states.\n",
      "Removed Special Characters: musharraf rebuffs pleas for pakistan troops in iraq  united nations reuters  pakistani president pervez  musharraf on thursday ruled out sending troops to help restore  stability in iraq rebuffing pleas from the iraqi interim  government and the united states\n",
      "Tokens: ['musharraf', 'rebuffs', 'pleas', 'for', 'pakistan', 'troops', 'in', 'iraq', 'united', 'nations', 'reuters', 'pakistani', 'president', 'pervez', 'musharraf', 'on', 'thursday', 'ruled', 'out', 'sending', 'troops', 'to', 'help', 'restore', 'stability', 'in', 'iraq', 'rebuffing', 'pleas', 'from', 'the', 'iraqi', 'interim', 'government', 'and', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['musharraf', 'rebuffs', 'pleas', 'pakistan', 'troops', 'iraq', 'united', 'nations', 'reuters', 'pakistani', 'president', 'pervez', 'musharraf', 'thursday', 'ruled', 'sending', 'troops', 'help', 'restore', 'stability', 'iraq', 'rebuffing', 'pleas', 'iraqi', 'interim', 'government', 'united', 'states']\n",
      "Stemmed Tokens: ['musharraf', 'rebuff', 'plea', 'pakistan', 'troop', 'iraq', 'unit', 'nation', 'reuter', 'pakistani', 'presid', 'pervez', 'musharraf', 'thursday', 'rule', 'send', 'troop', 'help', 'restor', 'stabil', 'iraq', 'rebuf', 'plea', 'iraqi', 'interim', 'govern', 'unit', 'state']\n",
      "Final Preprocessed Text: musharraf rebuff plea pakistan troop iraq unit nation reuter pakistani presid pervez musharraf thursday rule send troop help restor stabil iraq rebuf plea iraqi interim govern unit state\n",
      "\n",
      "Original Text: One vacancy could reshape court (USATODAY.com) USATODAY.com - Monday's announcement that Chief Justice William Rehnquist is being treated for thyroid cancer was a reminder of one man's mortality - and of how a single vacancy on the U.S. Supreme Court could change the dynamics of the divided panel.\n",
      "Lowercased Text: one vacancy could reshape court (usatoday.com) usatoday.com - monday's announcement that chief justice william rehnquist is being treated for thyroid cancer was a reminder of one man's mortality - and of how a single vacancy on the u.s. supreme court could change the dynamics of the divided panel.\n",
      "Removed URLs: one vacancy could reshape court (usatoday.com) usatoday.com - monday's announcement that chief justice william rehnquist is being treated for thyroid cancer was a reminder of one man's mortality - and of how a single vacancy on the u.s. supreme court could change the dynamics of the divided panel.\n",
      "Removed HTML Tags: one vacancy could reshape court (usatoday.com) usatoday.com - monday's announcement that chief justice william rehnquist is being treated for thyroid cancer was a reminder of one man's mortality - and of how a single vacancy on the u.s. supreme court could change the dynamics of the divided panel.\n",
      "Removed Special Characters: one vacancy could reshape court usatodaycom usatodaycom  mondays announcement that chief justice william rehnquist is being treated for thyroid cancer was a reminder of one mans mortality  and of how a single vacancy on the us supreme court could change the dynamics of the divided panel\n",
      "Tokens: ['one', 'vacancy', 'could', 'reshape', 'court', 'usatodaycom', 'usatodaycom', 'mondays', 'announcement', 'that', 'chief', 'justice', 'william', 'rehnquist', 'is', 'being', 'treated', 'for', 'thyroid', 'cancer', 'was', 'a', 'reminder', 'of', 'one', 'mans', 'mortality', 'and', 'of', 'how', 'a', 'single', 'vacancy', 'on', 'the', 'us', 'supreme', 'court', 'could', 'change', 'the', 'dynamics', 'of', 'the', 'divided', 'panel']\n",
      "Removed Stopwords: ['one', 'vacancy', 'could', 'reshape', 'court', 'usatodaycom', 'usatodaycom', 'mondays', 'announcement', 'chief', 'justice', 'william', 'rehnquist', 'treated', 'thyroid', 'cancer', 'reminder', 'one', 'mans', 'mortality', 'single', 'vacancy', 'us', 'supreme', 'court', 'could', 'change', 'dynamics', 'divided', 'panel']\n",
      "Stemmed Tokens: ['one', 'vacanc', 'could', 'reshap', 'court', 'usatodaycom', 'usatodaycom', 'monday', 'announc', 'chief', 'justic', 'william', 'rehnquist', 'treat', 'thyroid', 'cancer', 'remind', 'one', 'man', 'mortal', 'singl', 'vacanc', 'us', 'suprem', 'court', 'could', 'chang', 'dynam', 'divid', 'panel']\n",
      "Final Preprocessed Text: one vacanc could reshap court usatodaycom usatodaycom monday announc chief justic william rehnquist treat thyroid cancer remind one man mortal singl vacanc us suprem court could chang dynam divid panel\n",
      "\n",
      "Original Text: Red Sox Erase 86 Years of Futility in 4 Games The Red Sox, the team that perfected heartbreak, silenced the Cardinals, 3-0, in Game 4 to win their first World Series since 1918.\n",
      "Lowercased Text: red sox erase 86 years of futility in 4 games the red sox, the team that perfected heartbreak, silenced the cardinals, 3-0, in game 4 to win their first world series since 1918.\n",
      "Removed URLs: red sox erase 86 years of futility in 4 games the red sox, the team that perfected heartbreak, silenced the cardinals, 3-0, in game 4 to win their first world series since 1918.\n",
      "Removed HTML Tags: red sox erase 86 years of futility in 4 games the red sox, the team that perfected heartbreak, silenced the cardinals, 3-0, in game 4 to win their first world series since 1918.\n",
      "Removed Special Characters: red sox erase  years of futility in  games the red sox the team that perfected heartbreak silenced the cardinals  in game  to win their first world series since \n",
      "Tokens: ['red', 'sox', 'erase', 'years', 'of', 'futility', 'in', 'games', 'the', 'red', 'sox', 'the', 'team', 'that', 'perfected', 'heartbreak', 'silenced', 'the', 'cardinals', 'in', 'game', 'to', 'win', 'their', 'first', 'world', 'series', 'since']\n",
      "Removed Stopwords: ['red', 'sox', 'erase', 'years', 'futility', 'games', 'red', 'sox', 'team', 'perfected', 'heartbreak', 'silenced', 'cardinals', 'game', 'win', 'first', 'world', 'series', 'since']\n",
      "Stemmed Tokens: ['red', 'sox', 'eras', 'year', 'futil', 'game', 'red', 'sox', 'team', 'perfect', 'heartbreak', 'silenc', 'cardin', 'game', 'win', 'first', 'world', 'seri', 'sinc']\n",
      "Final Preprocessed Text: red sox eras year futil game red sox team perfect heartbreak silenc cardin game win first world seri sinc\n",
      "\n",
      "Original Text: Zimbabwe Turns Back Clock After Turmoil (AP) AP - Things have gotten so bad in Zimbabwe that people have taken to telling a wry joke: \"What did we have before candles?\" The answer: \"Electricity.\" Zimbabwe once boasted one of Sub-Saharan Africa's most vibrant economies, but four years of turmoil have erased that progress.\n",
      "Lowercased Text: zimbabwe turns back clock after turmoil (ap) ap - things have gotten so bad in zimbabwe that people have taken to telling a wry joke: \"what did we have before candles?\" the answer: \"electricity.\" zimbabwe once boasted one of sub-saharan africa's most vibrant economies, but four years of turmoil have erased that progress.\n",
      "Removed URLs: zimbabwe turns back clock after turmoil (ap) ap - things have gotten so bad in zimbabwe that people have taken to telling a wry joke: \"what did we have before candles?\" the answer: \"electricity.\" zimbabwe once boasted one of sub-saharan africa's most vibrant economies, but four years of turmoil have erased that progress.\n",
      "Removed HTML Tags: zimbabwe turns back clock after turmoil (ap) ap - things have gotten so bad in zimbabwe that people have taken to telling a wry joke: \"what did we have before candles?\" the answer: \"electricity.\" zimbabwe once boasted one of sub-saharan africa's most vibrant economies, but four years of turmoil have erased that progress.\n",
      "Removed Special Characters: zimbabwe turns back clock after turmoil ap ap  things have gotten so bad in zimbabwe that people have taken to telling a wry joke what did we have before candles the answer electricity zimbabwe once boasted one of subsaharan africas most vibrant economies but four years of turmoil have erased that progress\n",
      "Tokens: ['zimbabwe', 'turns', 'back', 'clock', 'after', 'turmoil', 'ap', 'ap', 'things', 'have', 'gotten', 'so', 'bad', 'in', 'zimbabwe', 'that', 'people', 'have', 'taken', 'to', 'telling', 'a', 'wry', 'joke', 'what', 'did', 'we', 'have', 'before', 'candles', 'the', 'answer', 'electricity', 'zimbabwe', 'once', 'boasted', 'one', 'of', 'subsaharan', 'africas', 'most', 'vibrant', 'economies', 'but', 'four', 'years', 'of', 'turmoil', 'have', 'erased', 'that', 'progress']\n",
      "Removed Stopwords: ['zimbabwe', 'turns', 'back', 'clock', 'turmoil', 'ap', 'ap', 'things', 'gotten', 'bad', 'zimbabwe', 'people', 'taken', 'telling', 'wry', 'joke', 'candles', 'answer', 'electricity', 'zimbabwe', 'boasted', 'one', 'subsaharan', 'africas', 'vibrant', 'economies', 'four', 'years', 'turmoil', 'erased', 'progress']\n",
      "Stemmed Tokens: ['zimbabw', 'turn', 'back', 'clock', 'turmoil', 'ap', 'ap', 'thing', 'gotten', 'bad', 'zimbabw', 'peopl', 'taken', 'tell', 'wri', 'joke', 'candl', 'answer', 'electr', 'zimbabw', 'boast', 'one', 'subsaharan', 'africa', 'vibrant', 'economi', 'four', 'year', 'turmoil', 'eras', 'progress']\n",
      "Final Preprocessed Text: zimbabw turn back clock turmoil ap ap thing gotten bad zimbabw peopl taken tell wri joke candl answer electr zimbabw boast one subsaharan africa vibrant economi four year turmoil eras progress\n",
      "\n",
      "Original Text: Bush Says He'll Better Protect Nation ST. LOUIS - On the road and on the airwaves, President Bush is trying to paint this year's presidential race as a black-and-white decision for voters...\n",
      "Lowercased Text: bush says he'll better protect nation st. louis - on the road and on the airwaves, president bush is trying to paint this year's presidential race as a black-and-white decision for voters...\n",
      "Removed URLs: bush says he'll better protect nation st. louis - on the road and on the airwaves, president bush is trying to paint this year's presidential race as a black-and-white decision for voters...\n",
      "Removed HTML Tags: bush says he'll better protect nation st. louis - on the road and on the airwaves, president bush is trying to paint this year's presidential race as a black-and-white decision for voters...\n",
      "Removed Special Characters: bush says hell better protect nation st louis  on the road and on the airwaves president bush is trying to paint this years presidential race as a blackandwhite decision for voters\n",
      "Tokens: ['bush', 'says', 'hell', 'better', 'protect', 'nation', 'st', 'louis', 'on', 'the', 'road', 'and', 'on', 'the', 'airwaves', 'president', 'bush', 'is', 'trying', 'to', 'paint', 'this', 'years', 'presidential', 'race', 'as', 'a', 'blackandwhite', 'decision', 'for', 'voters']\n",
      "Removed Stopwords: ['bush', 'says', 'hell', 'better', 'protect', 'nation', 'st', 'louis', 'road', 'airwaves', 'president', 'bush', 'trying', 'paint', 'years', 'presidential', 'race', 'blackandwhite', 'decision', 'voters']\n",
      "Stemmed Tokens: ['bush', 'say', 'hell', 'better', 'protect', 'nation', 'st', 'loui', 'road', 'airwav', 'presid', 'bush', 'tri', 'paint', 'year', 'presidenti', 'race', 'blackandwhit', 'decis', 'voter']\n",
      "Final Preprocessed Text: bush say hell better protect nation st loui road airwav presid bush tri paint year presidenti race blackandwhit decis voter\n",
      "\n",
      "Original Text: Taiwan #39;s President calls for peace talks with China In a careful and conciliatory move, Taiwan #39;s President Chen Shui-bian called for wide-ranging peace talks with China in a bid to adopt a system to prevent an outbreak of war in the Taiwan Strait.\n",
      "Lowercased Text: taiwan #39;s president calls for peace talks with china in a careful and conciliatory move, taiwan #39;s president chen shui-bian called for wide-ranging peace talks with china in a bid to adopt a system to prevent an outbreak of war in the taiwan strait.\n",
      "Removed URLs: taiwan #39;s president calls for peace talks with china in a careful and conciliatory move, taiwan #39;s president chen shui-bian called for wide-ranging peace talks with china in a bid to adopt a system to prevent an outbreak of war in the taiwan strait.\n",
      "Removed HTML Tags: taiwan #39;s president calls for peace talks with china in a careful and conciliatory move, taiwan #39;s president chen shui-bian called for wide-ranging peace talks with china in a bid to adopt a system to prevent an outbreak of war in the taiwan strait.\n",
      "Removed Special Characters: taiwan s president calls for peace talks with china in a careful and conciliatory move taiwan s president chen shuibian called for wideranging peace talks with china in a bid to adopt a system to prevent an outbreak of war in the taiwan strait\n",
      "Tokens: ['taiwan', 's', 'president', 'calls', 'for', 'peace', 'talks', 'with', 'china', 'in', 'a', 'careful', 'and', 'conciliatory', 'move', 'taiwan', 's', 'president', 'chen', 'shuibian', 'called', 'for', 'wideranging', 'peace', 'talks', 'with', 'china', 'in', 'a', 'bid', 'to', 'adopt', 'a', 'system', 'to', 'prevent', 'an', 'outbreak', 'of', 'war', 'in', 'the', 'taiwan', 'strait']\n",
      "Removed Stopwords: ['taiwan', 'president', 'calls', 'peace', 'talks', 'china', 'careful', 'conciliatory', 'move', 'taiwan', 'president', 'chen', 'shuibian', 'called', 'wideranging', 'peace', 'talks', 'china', 'bid', 'adopt', 'system', 'prevent', 'outbreak', 'war', 'taiwan', 'strait']\n",
      "Stemmed Tokens: ['taiwan', 'presid', 'call', 'peac', 'talk', 'china', 'care', 'conciliatori', 'move', 'taiwan', 'presid', 'chen', 'shuibian', 'call', 'widerang', 'peac', 'talk', 'china', 'bid', 'adopt', 'system', 'prevent', 'outbreak', 'war', 'taiwan', 'strait']\n",
      "Final Preprocessed Text: taiwan presid call peac talk china care conciliatori move taiwan presid chen shuibian call widerang peac talk china bid adopt system prevent outbreak war taiwan strait\n",
      "\n",
      "Original Text: U.S. Public Now Evenly Split on Iraq War (AP) AP - Nine months of chaos and casualties in Iraq since Saddam Hussein's capture have taken a heavy toll on American opinion of President Bush's decision to go to war. Last December, when Saddam was caught, public support for Bush was 2-to-1 in favor. Now the public is evenly divided on whether the war was the right thing to do or whether it was a mistake.\n",
      "Lowercased Text: u.s. public now evenly split on iraq war (ap) ap - nine months of chaos and casualties in iraq since saddam hussein's capture have taken a heavy toll on american opinion of president bush's decision to go to war. last december, when saddam was caught, public support for bush was 2-to-1 in favor. now the public is evenly divided on whether the war was the right thing to do or whether it was a mistake.\n",
      "Removed URLs: u.s. public now evenly split on iraq war (ap) ap - nine months of chaos and casualties in iraq since saddam hussein's capture have taken a heavy toll on american opinion of president bush's decision to go to war. last december, when saddam was caught, public support for bush was 2-to-1 in favor. now the public is evenly divided on whether the war was the right thing to do or whether it was a mistake.\n",
      "Removed HTML Tags: u.s. public now evenly split on iraq war (ap) ap - nine months of chaos and casualties in iraq since saddam hussein's capture have taken a heavy toll on american opinion of president bush's decision to go to war. last december, when saddam was caught, public support for bush was 2-to-1 in favor. now the public is evenly divided on whether the war was the right thing to do or whether it was a mistake.\n",
      "Removed Special Characters: us public now evenly split on iraq war ap ap  nine months of chaos and casualties in iraq since saddam husseins capture have taken a heavy toll on american opinion of president bushs decision to go to war last december when saddam was caught public support for bush was to in favor now the public is evenly divided on whether the war was the right thing to do or whether it was a mistake\n",
      "Tokens: ['us', 'public', 'now', 'evenly', 'split', 'on', 'iraq', 'war', 'ap', 'ap', 'nine', 'months', 'of', 'chaos', 'and', 'casualties', 'in', 'iraq', 'since', 'saddam', 'husseins', 'capture', 'have', 'taken', 'a', 'heavy', 'toll', 'on', 'american', 'opinion', 'of', 'president', 'bushs', 'decision', 'to', 'go', 'to', 'war', 'last', 'december', 'when', 'saddam', 'was', 'caught', 'public', 'support', 'for', 'bush', 'was', 'to', 'in', 'favor', 'now', 'the', 'public', 'is', 'evenly', 'divided', 'on', 'whether', 'the', 'war', 'was', 'the', 'right', 'thing', 'to', 'do', 'or', 'whether', 'it', 'was', 'a', 'mistake']\n",
      "Removed Stopwords: ['us', 'public', 'evenly', 'split', 'iraq', 'war', 'ap', 'ap', 'nine', 'months', 'chaos', 'casualties', 'iraq', 'since', 'saddam', 'husseins', 'capture', 'taken', 'heavy', 'toll', 'american', 'opinion', 'president', 'bushs', 'decision', 'go', 'war', 'last', 'december', 'saddam', 'caught', 'public', 'support', 'bush', 'favor', 'public', 'evenly', 'divided', 'whether', 'war', 'right', 'thing', 'whether', 'mistake']\n",
      "Stemmed Tokens: ['us', 'public', 'evenli', 'split', 'iraq', 'war', 'ap', 'ap', 'nine', 'month', 'chao', 'casualti', 'iraq', 'sinc', 'saddam', 'hussein', 'captur', 'taken', 'heavi', 'toll', 'american', 'opinion', 'presid', 'bush', 'decis', 'go', 'war', 'last', 'decemb', 'saddam', 'caught', 'public', 'support', 'bush', 'favor', 'public', 'evenli', 'divid', 'whether', 'war', 'right', 'thing', 'whether', 'mistak']\n",
      "Final Preprocessed Text: us public evenli split iraq war ap ap nine month chao casualti iraq sinc saddam hussein captur taken heavi toll american opinion presid bush decis go war last decemb saddam caught public support bush favor public evenli divid whether war right thing whether mistak\n",
      "\n",
      "Original Text: Two killed in mortar attack in Baghdad Two people were killed and a third injured Sunday when a rocket-propelled grenade exploded at a weapons depot east of Baghdad. Eyewitnesses said the grenade fell into a sports club where al-Mehdi militiamen \n",
      "Lowercased Text: two killed in mortar attack in baghdad two people were killed and a third injured sunday when a rocket-propelled grenade exploded at a weapons depot east of baghdad. eyewitnesses said the grenade fell into a sports club where al-mehdi militiamen \n",
      "Removed URLs: two killed in mortar attack in baghdad two people were killed and a third injured sunday when a rocket-propelled grenade exploded at a weapons depot east of baghdad. eyewitnesses said the grenade fell into a sports club where al-mehdi militiamen \n",
      "Removed HTML Tags: two killed in mortar attack in baghdad two people were killed and a third injured sunday when a rocket-propelled grenade exploded at a weapons depot east of baghdad. eyewitnesses said the grenade fell into a sports club where al-mehdi militiamen \n",
      "Removed Special Characters: two killed in mortar attack in baghdad two people were killed and a third injured sunday when a rocketpropelled grenade exploded at a weapons depot east of baghdad eyewitnesses said the grenade fell into a sports club where almehdi militiamen \n",
      "Tokens: ['two', 'killed', 'in', 'mortar', 'attack', 'in', 'baghdad', 'two', 'people', 'were', 'killed', 'and', 'a', 'third', 'injured', 'sunday', 'when', 'a', 'rocketpropelled', 'grenade', 'exploded', 'at', 'a', 'weapons', 'depot', 'east', 'of', 'baghdad', 'eyewitnesses', 'said', 'the', 'grenade', 'fell', 'into', 'a', 'sports', 'club', 'where', 'almehdi', 'militiamen']\n",
      "Removed Stopwords: ['two', 'killed', 'mortar', 'attack', 'baghdad', 'two', 'people', 'killed', 'third', 'injured', 'sunday', 'rocketpropelled', 'grenade', 'exploded', 'weapons', 'depot', 'east', 'baghdad', 'eyewitnesses', 'said', 'grenade', 'fell', 'sports', 'club', 'almehdi', 'militiamen']\n",
      "Stemmed Tokens: ['two', 'kill', 'mortar', 'attack', 'baghdad', 'two', 'peopl', 'kill', 'third', 'injur', 'sunday', 'rocketpropel', 'grenad', 'explod', 'weapon', 'depot', 'east', 'baghdad', 'eyewit', 'said', 'grenad', 'fell', 'sport', 'club', 'almehdi', 'militiamen']\n",
      "Final Preprocessed Text: two kill mortar attack baghdad two peopl kill third injur sunday rocketpropel grenad explod weapon depot east baghdad eyewit said grenad fell sport club almehdi militiamen\n",
      "\n",
      "Original Text: Israeli Missile Strike Kills Hamas Leader An Israeli airstrike in Gaza City tonight killed a leading Hamas weapons maker who was responsible for some of the group #39;s most powerful bombs and its homemade rockets, Israel #39;s military said.\n",
      "Lowercased Text: israeli missile strike kills hamas leader an israeli airstrike in gaza city tonight killed a leading hamas weapons maker who was responsible for some of the group #39;s most powerful bombs and its homemade rockets, israel #39;s military said.\n",
      "Removed URLs: israeli missile strike kills hamas leader an israeli airstrike in gaza city tonight killed a leading hamas weapons maker who was responsible for some of the group #39;s most powerful bombs and its homemade rockets, israel #39;s military said.\n",
      "Removed HTML Tags: israeli missile strike kills hamas leader an israeli airstrike in gaza city tonight killed a leading hamas weapons maker who was responsible for some of the group #39;s most powerful bombs and its homemade rockets, israel #39;s military said.\n",
      "Removed Special Characters: israeli missile strike kills hamas leader an israeli airstrike in gaza city tonight killed a leading hamas weapons maker who was responsible for some of the group s most powerful bombs and its homemade rockets israel s military said\n",
      "Tokens: ['israeli', 'missile', 'strike', 'kills', 'hamas', 'leader', 'an', 'israeli', 'airstrike', 'in', 'gaza', 'city', 'tonight', 'killed', 'a', 'leading', 'hamas', 'weapons', 'maker', 'who', 'was', 'responsible', 'for', 'some', 'of', 'the', 'group', 's', 'most', 'powerful', 'bombs', 'and', 'its', 'homemade', 'rockets', 'israel', 's', 'military', 'said']\n",
      "Removed Stopwords: ['israeli', 'missile', 'strike', 'kills', 'hamas', 'leader', 'israeli', 'airstrike', 'gaza', 'city', 'tonight', 'killed', 'leading', 'hamas', 'weapons', 'maker', 'responsible', 'group', 'powerful', 'bombs', 'homemade', 'rockets', 'israel', 'military', 'said']\n",
      "Stemmed Tokens: ['isra', 'missil', 'strike', 'kill', 'hama', 'leader', 'isra', 'airstrik', 'gaza', 'citi', 'tonight', 'kill', 'lead', 'hama', 'weapon', 'maker', 'respons', 'group', 'power', 'bomb', 'homemad', 'rocket', 'israel', 'militari', 'said']\n",
      "Final Preprocessed Text: isra missil strike kill hama leader isra airstrik gaza citi tonight kill lead hama weapon maker respons group power bomb homemad rocket israel militari said\n",
      "\n",
      "Original Text: Bomb Found on Island Hours after Blair Visit Police defused a bomb near Italian Premier Silvio Berlusconi #39;s villa in Sardinia early today shortly after Tony and Cherie Blair ended a visit to the Italian leader. \n",
      "Lowercased Text: bomb found on island hours after blair visit police defused a bomb near italian premier silvio berlusconi #39;s villa in sardinia early today shortly after tony and cherie blair ended a visit to the italian leader. \n",
      "Removed URLs: bomb found on island hours after blair visit police defused a bomb near italian premier silvio berlusconi #39;s villa in sardinia early today shortly after tony and cherie blair ended a visit to the italian leader. \n",
      "Removed HTML Tags: bomb found on island hours after blair visit police defused a bomb near italian premier silvio berlusconi #39;s villa in sardinia early today shortly after tony and cherie blair ended a visit to the italian leader. \n",
      "Removed Special Characters: bomb found on island hours after blair visit police defused a bomb near italian premier silvio berlusconi s villa in sardinia early today shortly after tony and cherie blair ended a visit to the italian leader \n",
      "Tokens: ['bomb', 'found', 'on', 'island', 'hours', 'after', 'blair', 'visit', 'police', 'defused', 'a', 'bomb', 'near', 'italian', 'premier', 'silvio', 'berlusconi', 's', 'villa', 'in', 'sardinia', 'early', 'today', 'shortly', 'after', 'tony', 'and', 'cherie', 'blair', 'ended', 'a', 'visit', 'to', 'the', 'italian', 'leader']\n",
      "Removed Stopwords: ['bomb', 'found', 'island', 'hours', 'blair', 'visit', 'police', 'defused', 'bomb', 'near', 'italian', 'premier', 'silvio', 'berlusconi', 'villa', 'sardinia', 'early', 'today', 'shortly', 'tony', 'cherie', 'blair', 'ended', 'visit', 'italian', 'leader']\n",
      "Stemmed Tokens: ['bomb', 'found', 'island', 'hour', 'blair', 'visit', 'polic', 'defus', 'bomb', 'near', 'italian', 'premier', 'silvio', 'berlusconi', 'villa', 'sardinia', 'earli', 'today', 'shortli', 'toni', 'cheri', 'blair', 'end', 'visit', 'italian', 'leader']\n",
      "Final Preprocessed Text: bomb found island hour blair visit polic defus bomb near italian premier silvio berlusconi villa sardinia earli today shortli toni cheri blair end visit italian leader\n",
      "\n",
      "Original Text: Arafat #39;s Medical Records Given to Palestinian Authority Yasser Arafat #39;s nephew has turned over the late Palestinian leader #39;s medical records to a committee investigating the cause of his uncle #39;s death.\n",
      "Lowercased Text: arafat #39;s medical records given to palestinian authority yasser arafat #39;s nephew has turned over the late palestinian leader #39;s medical records to a committee investigating the cause of his uncle #39;s death.\n",
      "Removed URLs: arafat #39;s medical records given to palestinian authority yasser arafat #39;s nephew has turned over the late palestinian leader #39;s medical records to a committee investigating the cause of his uncle #39;s death.\n",
      "Removed HTML Tags: arafat #39;s medical records given to palestinian authority yasser arafat #39;s nephew has turned over the late palestinian leader #39;s medical records to a committee investigating the cause of his uncle #39;s death.\n",
      "Removed Special Characters: arafat s medical records given to palestinian authority yasser arafat s nephew has turned over the late palestinian leader s medical records to a committee investigating the cause of his uncle s death\n",
      "Tokens: ['arafat', 's', 'medical', 'records', 'given', 'to', 'palestinian', 'authority', 'yasser', 'arafat', 's', 'nephew', 'has', 'turned', 'over', 'the', 'late', 'palestinian', 'leader', 's', 'medical', 'records', 'to', 'a', 'committee', 'investigating', 'the', 'cause', 'of', 'his', 'uncle', 's', 'death']\n",
      "Removed Stopwords: ['arafat', 'medical', 'records', 'given', 'palestinian', 'authority', 'yasser', 'arafat', 'nephew', 'turned', 'late', 'palestinian', 'leader', 'medical', 'records', 'committee', 'investigating', 'cause', 'uncle', 'death']\n",
      "Stemmed Tokens: ['arafat', 'medic', 'record', 'given', 'palestinian', 'author', 'yasser', 'arafat', 'nephew', 'turn', 'late', 'palestinian', 'leader', 'medic', 'record', 'committe', 'investig', 'caus', 'uncl', 'death']\n",
      "Final Preprocessed Text: arafat medic record given palestinian author yasser arafat nephew turn late palestinian leader medic record committe investig caus uncl death\n",
      "\n",
      "Original Text: A Daily Look at U.S. Military Iraq Deaths (AP) AP - As of Wednesday, Oct. 20, 2004, at least 1,103 members of the U.S. military have died since the beginning of the Iraq war in March 2003, according to an Associated Press count. At least 846 died as a result of hostile action, according to the Defense Department. The figures include three military civilians.\n",
      "Lowercased Text: a daily look at u.s. military iraq deaths (ap) ap - as of wednesday, oct. 20, 2004, at least 1,103 members of the u.s. military have died since the beginning of the iraq war in march 2003, according to an associated press count. at least 846 died as a result of hostile action, according to the defense department. the figures include three military civilians.\n",
      "Removed URLs: a daily look at u.s. military iraq deaths (ap) ap - as of wednesday, oct. 20, 2004, at least 1,103 members of the u.s. military have died since the beginning of the iraq war in march 2003, according to an associated press count. at least 846 died as a result of hostile action, according to the defense department. the figures include three military civilians.\n",
      "Removed HTML Tags: a daily look at u.s. military iraq deaths (ap) ap - as of wednesday, oct. 20, 2004, at least 1,103 members of the u.s. military have died since the beginning of the iraq war in march 2003, according to an associated press count. at least 846 died as a result of hostile action, according to the defense department. the figures include three military civilians.\n",
      "Removed Special Characters: a daily look at us military iraq deaths ap ap  as of wednesday oct   at least  members of the us military have died since the beginning of the iraq war in march  according to an associated press count at least  died as a result of hostile action according to the defense department the figures include three military civilians\n",
      "Tokens: ['a', 'daily', 'look', 'at', 'us', 'military', 'iraq', 'deaths', 'ap', 'ap', 'as', 'of', 'wednesday', 'oct', 'at', 'least', 'members', 'of', 'the', 'us', 'military', 'have', 'died', 'since', 'the', 'beginning', 'of', 'the', 'iraq', 'war', 'in', 'march', 'according', 'to', 'an', 'associated', 'press', 'count', 'at', 'least', 'died', 'as', 'a', 'result', 'of', 'hostile', 'action', 'according', 'to', 'the', 'defense', 'department', 'the', 'figures', 'include', 'three', 'military', 'civilians']\n",
      "Removed Stopwords: ['daily', 'look', 'us', 'military', 'iraq', 'deaths', 'ap', 'ap', 'wednesday', 'oct', 'least', 'members', 'us', 'military', 'died', 'since', 'beginning', 'iraq', 'war', 'march', 'according', 'associated', 'press', 'count', 'least', 'died', 'result', 'hostile', 'action', 'according', 'defense', 'department', 'figures', 'include', 'three', 'military', 'civilians']\n",
      "Stemmed Tokens: ['daili', 'look', 'us', 'militari', 'iraq', 'death', 'ap', 'ap', 'wednesday', 'oct', 'least', 'member', 'us', 'militari', 'die', 'sinc', 'begin', 'iraq', 'war', 'march', 'accord', 'associ', 'press', 'count', 'least', 'die', 'result', 'hostil', 'action', 'accord', 'defens', 'depart', 'figur', 'includ', 'three', 'militari', 'civilian']\n",
      "Final Preprocessed Text: daili look us militari iraq death ap ap wednesday oct least member us militari die sinc begin iraq war march accord associ press count least die result hostil action accord defens depart figur includ three militari civilian\n",
      "\n",
      "Original Text: Cleric prays #39; for freelancer #39;s freedom Rogue Iraqi Shiite leader Moqtada al-Sadr has called for the release of an American freelance journalist with New England roots who was seized in Nasiriyah Friday. \n",
      "Lowercased Text: cleric prays #39; for freelancer #39;s freedom rogue iraqi shiite leader moqtada al-sadr has called for the release of an american freelance journalist with new england roots who was seized in nasiriyah friday. \n",
      "Removed URLs: cleric prays #39; for freelancer #39;s freedom rogue iraqi shiite leader moqtada al-sadr has called for the release of an american freelance journalist with new england roots who was seized in nasiriyah friday. \n",
      "Removed HTML Tags: cleric prays #39; for freelancer #39;s freedom rogue iraqi shiite leader moqtada al-sadr has called for the release of an american freelance journalist with new england roots who was seized in nasiriyah friday. \n",
      "Removed Special Characters: cleric prays  for freelancer s freedom rogue iraqi shiite leader moqtada alsadr has called for the release of an american freelance journalist with new england roots who was seized in nasiriyah friday \n",
      "Tokens: ['cleric', 'prays', 'for', 'freelancer', 's', 'freedom', 'rogue', 'iraqi', 'shiite', 'leader', 'moqtada', 'alsadr', 'has', 'called', 'for', 'the', 'release', 'of', 'an', 'american', 'freelance', 'journalist', 'with', 'new', 'england', 'roots', 'who', 'was', 'seized', 'in', 'nasiriyah', 'friday']\n",
      "Removed Stopwords: ['cleric', 'prays', 'freelancer', 'freedom', 'rogue', 'iraqi', 'shiite', 'leader', 'moqtada', 'alsadr', 'called', 'release', 'american', 'freelance', 'journalist', 'new', 'england', 'roots', 'seized', 'nasiriyah', 'friday']\n",
      "Stemmed Tokens: ['cleric', 'pray', 'freelanc', 'freedom', 'rogu', 'iraqi', 'shiit', 'leader', 'moqtada', 'alsadr', 'call', 'releas', 'american', 'freelanc', 'journalist', 'new', 'england', 'root', 'seiz', 'nasiriyah', 'friday']\n",
      "Final Preprocessed Text: cleric pray freelanc freedom rogu iraqi shiit leader moqtada alsadr call releas american freelanc journalist new england root seiz nasiriyah friday\n",
      "\n",
      "Original Text:  #39;Bricolage #39; Barroso takes high risk EU gamble By refusing to sack controversial new justice commissioner Rocco Buttiglione, the new Brussels chief may face a protest vote in the European Parliament next Wednesday.\n",
      "Lowercased Text:  #39;bricolage #39; barroso takes high risk eu gamble by refusing to sack controversial new justice commissioner rocco buttiglione, the new brussels chief may face a protest vote in the european parliament next wednesday.\n",
      "Removed URLs:  #39;bricolage #39; barroso takes high risk eu gamble by refusing to sack controversial new justice commissioner rocco buttiglione, the new brussels chief may face a protest vote in the european parliament next wednesday.\n",
      "Removed HTML Tags:  #39;bricolage #39; barroso takes high risk eu gamble by refusing to sack controversial new justice commissioner rocco buttiglione, the new brussels chief may face a protest vote in the european parliament next wednesday.\n",
      "Removed Special Characters:  bricolage  barroso takes high risk eu gamble by refusing to sack controversial new justice commissioner rocco buttiglione the new brussels chief may face a protest vote in the european parliament next wednesday\n",
      "Tokens: ['bricolage', 'barroso', 'takes', 'high', 'risk', 'eu', 'gamble', 'by', 'refusing', 'to', 'sack', 'controversial', 'new', 'justice', 'commissioner', 'rocco', 'buttiglione', 'the', 'new', 'brussels', 'chief', 'may', 'face', 'a', 'protest', 'vote', 'in', 'the', 'european', 'parliament', 'next', 'wednesday']\n",
      "Removed Stopwords: ['bricolage', 'barroso', 'takes', 'high', 'risk', 'eu', 'gamble', 'refusing', 'sack', 'controversial', 'new', 'justice', 'commissioner', 'rocco', 'buttiglione', 'new', 'brussels', 'chief', 'may', 'face', 'protest', 'vote', 'european', 'parliament', 'next', 'wednesday']\n",
      "Stemmed Tokens: ['bricolag', 'barroso', 'take', 'high', 'risk', 'eu', 'gambl', 'refus', 'sack', 'controversi', 'new', 'justic', 'commission', 'rocco', 'buttiglion', 'new', 'brussel', 'chief', 'may', 'face', 'protest', 'vote', 'european', 'parliament', 'next', 'wednesday']\n",
      "Final Preprocessed Text: bricolag barroso take high risk eu gambl refus sack controversi new justic commission rocco buttiglion new brussel chief may face protest vote european parliament next wednesday\n",
      "\n",
      "Original Text: Sudan and southern rebels promise peace as Christmas gift Ecumenical News International After 21 years in a war that has taken as many as 2 million lives and forced the displacement of about 5 million people, the Sudanese government and the leader \n",
      "Lowercased Text: sudan and southern rebels promise peace as christmas gift ecumenical news international after 21 years in a war that has taken as many as 2 million lives and forced the displacement of about 5 million people, the sudanese government and the leader \n",
      "Removed URLs: sudan and southern rebels promise peace as christmas gift ecumenical news international after 21 years in a war that has taken as many as 2 million lives and forced the displacement of about 5 million people, the sudanese government and the leader \n",
      "Removed HTML Tags: sudan and southern rebels promise peace as christmas gift ecumenical news international after 21 years in a war that has taken as many as 2 million lives and forced the displacement of about 5 million people, the sudanese government and the leader \n",
      "Removed Special Characters: sudan and southern rebels promise peace as christmas gift ecumenical news international after  years in a war that has taken as many as  million lives and forced the displacement of about  million people the sudanese government and the leader \n",
      "Tokens: ['sudan', 'and', 'southern', 'rebels', 'promise', 'peace', 'as', 'christmas', 'gift', 'ecumenical', 'news', 'international', 'after', 'years', 'in', 'a', 'war', 'that', 'has', 'taken', 'as', 'many', 'as', 'million', 'lives', 'and', 'forced', 'the', 'displacement', 'of', 'about', 'million', 'people', 'the', 'sudanese', 'government', 'and', 'the', 'leader']\n",
      "Removed Stopwords: ['sudan', 'southern', 'rebels', 'promise', 'peace', 'christmas', 'gift', 'ecumenical', 'news', 'international', 'years', 'war', 'taken', 'many', 'million', 'lives', 'forced', 'displacement', 'million', 'people', 'sudanese', 'government', 'leader']\n",
      "Stemmed Tokens: ['sudan', 'southern', 'rebel', 'promis', 'peac', 'christma', 'gift', 'ecumen', 'news', 'intern', 'year', 'war', 'taken', 'mani', 'million', 'live', 'forc', 'displac', 'million', 'peopl', 'sudanes', 'govern', 'leader']\n",
      "Final Preprocessed Text: sudan southern rebel promis peac christma gift ecumen news intern year war taken mani million live forc displac million peopl sudanes govern leader\n",
      "\n",
      "Original Text: Israeli Soldiers Kill Palestinian Girl (AP) AP - Israeli troops on Thursday shot and killed an 8-year-old Palestinian girl who was on her way to school in a Gaza Strip refugee camp, while Palestinian militants fired mortars at a Jewish settlement, injuring nine people, witnesses and officials said.\n",
      "Lowercased Text: israeli soldiers kill palestinian girl (ap) ap - israeli troops on thursday shot and killed an 8-year-old palestinian girl who was on her way to school in a gaza strip refugee camp, while palestinian militants fired mortars at a jewish settlement, injuring nine people, witnesses and officials said.\n",
      "Removed URLs: israeli soldiers kill palestinian girl (ap) ap - israeli troops on thursday shot and killed an 8-year-old palestinian girl who was on her way to school in a gaza strip refugee camp, while palestinian militants fired mortars at a jewish settlement, injuring nine people, witnesses and officials said.\n",
      "Removed HTML Tags: israeli soldiers kill palestinian girl (ap) ap - israeli troops on thursday shot and killed an 8-year-old palestinian girl who was on her way to school in a gaza strip refugee camp, while palestinian militants fired mortars at a jewish settlement, injuring nine people, witnesses and officials said.\n",
      "Removed Special Characters: israeli soldiers kill palestinian girl ap ap  israeli troops on thursday shot and killed an yearold palestinian girl who was on her way to school in a gaza strip refugee camp while palestinian militants fired mortars at a jewish settlement injuring nine people witnesses and officials said\n",
      "Tokens: ['israeli', 'soldiers', 'kill', 'palestinian', 'girl', 'ap', 'ap', 'israeli', 'troops', 'on', 'thursday', 'shot', 'and', 'killed', 'an', 'yearold', 'palestinian', 'girl', 'who', 'was', 'on', 'her', 'way', 'to', 'school', 'in', 'a', 'gaza', 'strip', 'refugee', 'camp', 'while', 'palestinian', 'militants', 'fired', 'mortars', 'at', 'a', 'jewish', 'settlement', 'injuring', 'nine', 'people', 'witnesses', 'and', 'officials', 'said']\n",
      "Removed Stopwords: ['israeli', 'soldiers', 'kill', 'palestinian', 'girl', 'ap', 'ap', 'israeli', 'troops', 'thursday', 'shot', 'killed', 'yearold', 'palestinian', 'girl', 'way', 'school', 'gaza', 'strip', 'refugee', 'camp', 'palestinian', 'militants', 'fired', 'mortars', 'jewish', 'settlement', 'injuring', 'nine', 'people', 'witnesses', 'officials', 'said']\n",
      "Stemmed Tokens: ['isra', 'soldier', 'kill', 'palestinian', 'girl', 'ap', 'ap', 'isra', 'troop', 'thursday', 'shot', 'kill', 'yearold', 'palestinian', 'girl', 'way', 'school', 'gaza', 'strip', 'refuge', 'camp', 'palestinian', 'milit', 'fire', 'mortar', 'jewish', 'settlement', 'injur', 'nine', 'peopl', 'wit', 'offici', 'said']\n",
      "Final Preprocessed Text: isra soldier kill palestinian girl ap ap isra troop thursday shot kill yearold palestinian girl way school gaza strip refuge camp palestinian milit fire mortar jewish settlement injur nine peopl wit offici said\n",
      "\n",
      "Original Text: Special UN envoy urges Sudan to accept more foreign aid (AFP) AFP - UN chief Kofi Annan's special envoy to Sudan urged the Sudanese government to accept international aid if it is unable to protect the population in its troubled Darfur region.\n",
      "Lowercased Text: special un envoy urges sudan to accept more foreign aid (afp) afp - un chief kofi annan's special envoy to sudan urged the sudanese government to accept international aid if it is unable to protect the population in its troubled darfur region.\n",
      "Removed URLs: special un envoy urges sudan to accept more foreign aid (afp) afp - un chief kofi annan's special envoy to sudan urged the sudanese government to accept international aid if it is unable to protect the population in its troubled darfur region.\n",
      "Removed HTML Tags: special un envoy urges sudan to accept more foreign aid (afp) afp - un chief kofi annan's special envoy to sudan urged the sudanese government to accept international aid if it is unable to protect the population in its troubled darfur region.\n",
      "Removed Special Characters: special un envoy urges sudan to accept more foreign aid afp afp  un chief kofi annans special envoy to sudan urged the sudanese government to accept international aid if it is unable to protect the population in its troubled darfur region\n",
      "Tokens: ['special', 'un', 'envoy', 'urges', 'sudan', 'to', 'accept', 'more', 'foreign', 'aid', 'afp', 'afp', 'un', 'chief', 'kofi', 'annans', 'special', 'envoy', 'to', 'sudan', 'urged', 'the', 'sudanese', 'government', 'to', 'accept', 'international', 'aid', 'if', 'it', 'is', 'unable', 'to', 'protect', 'the', 'population', 'in', 'its', 'troubled', 'darfur', 'region']\n",
      "Removed Stopwords: ['special', 'un', 'envoy', 'urges', 'sudan', 'accept', 'foreign', 'aid', 'afp', 'afp', 'un', 'chief', 'kofi', 'annans', 'special', 'envoy', 'sudan', 'urged', 'sudanese', 'government', 'accept', 'international', 'aid', 'unable', 'protect', 'population', 'troubled', 'darfur', 'region']\n",
      "Stemmed Tokens: ['special', 'un', 'envoy', 'urg', 'sudan', 'accept', 'foreign', 'aid', 'afp', 'afp', 'un', 'chief', 'kofi', 'annan', 'special', 'envoy', 'sudan', 'urg', 'sudanes', 'govern', 'accept', 'intern', 'aid', 'unabl', 'protect', 'popul', 'troubl', 'darfur', 'region']\n",
      "Final Preprocessed Text: special un envoy urg sudan accept foreign aid afp afp un chief kofi annan special envoy sudan urg sudanes govern accept intern aid unabl protect popul troubl darfur region\n",
      "\n",
      "Original Text: Europeans To Make Iran  #39;Last Offer #39; On Nukes 20 October 2004 -- Great Britain, France, and Germany will reportedly offer Iran a last chance to avoid the threat of United Nations sanctions over its nuclear program.\n",
      "Lowercased Text: europeans to make iran  #39;last offer #39; on nukes 20 october 2004 -- great britain, france, and germany will reportedly offer iran a last chance to avoid the threat of united nations sanctions over its nuclear program.\n",
      "Removed URLs: europeans to make iran  #39;last offer #39; on nukes 20 october 2004 -- great britain, france, and germany will reportedly offer iran a last chance to avoid the threat of united nations sanctions over its nuclear program.\n",
      "Removed HTML Tags: europeans to make iran  #39;last offer #39; on nukes 20 october 2004 -- great britain, france, and germany will reportedly offer iran a last chance to avoid the threat of united nations sanctions over its nuclear program.\n",
      "Removed Special Characters: europeans to make iran  last offer  on nukes  october   great britain france and germany will reportedly offer iran a last chance to avoid the threat of united nations sanctions over its nuclear program\n",
      "Tokens: ['europeans', 'to', 'make', 'iran', 'last', 'offer', 'on', 'nukes', 'october', 'great', 'britain', 'france', 'and', 'germany', 'will', 'reportedly', 'offer', 'iran', 'a', 'last', 'chance', 'to', 'avoid', 'the', 'threat', 'of', 'united', 'nations', 'sanctions', 'over', 'its', 'nuclear', 'program']\n",
      "Removed Stopwords: ['europeans', 'make', 'iran', 'last', 'offer', 'nukes', 'october', 'great', 'britain', 'france', 'germany', 'reportedly', 'offer', 'iran', 'last', 'chance', 'avoid', 'threat', 'united', 'nations', 'sanctions', 'nuclear', 'program']\n",
      "Stemmed Tokens: ['european', 'make', 'iran', 'last', 'offer', 'nuke', 'octob', 'great', 'britain', 'franc', 'germani', 'reportedli', 'offer', 'iran', 'last', 'chanc', 'avoid', 'threat', 'unit', 'nation', 'sanction', 'nuclear', 'program']\n",
      "Final Preprocessed Text: european make iran last offer nuke octob great britain franc germani reportedli offer iran last chanc avoid threat unit nation sanction nuclear program\n",
      "\n",
      "Original Text: Supporting Musharraf was greatest blunder: Imran LAHORE: Acknowledging probably for the first time that he had  quot;committed a great mistake quot; by extending support to General Pervez Musharraf during a presidential referendum, former Pakistan cricket captain Imran Khan has warned that if not stopped in his \n",
      "Lowercased Text: supporting musharraf was greatest blunder: imran lahore: acknowledging probably for the first time that he had  quot;committed a great mistake quot; by extending support to general pervez musharraf during a presidential referendum, former pakistan cricket captain imran khan has warned that if not stopped in his \n",
      "Removed URLs: supporting musharraf was greatest blunder: imran lahore: acknowledging probably for the first time that he had  quot;committed a great mistake quot; by extending support to general pervez musharraf during a presidential referendum, former pakistan cricket captain imran khan has warned that if not stopped in his \n",
      "Removed HTML Tags: supporting musharraf was greatest blunder: imran lahore: acknowledging probably for the first time that he had  quot;committed a great mistake quot; by extending support to general pervez musharraf during a presidential referendum, former pakistan cricket captain imran khan has warned that if not stopped in his \n",
      "Removed Special Characters: supporting musharraf was greatest blunder imran lahore acknowledging probably for the first time that he had  quotcommitted a great mistake quot by extending support to general pervez musharraf during a presidential referendum former pakistan cricket captain imran khan has warned that if not stopped in his \n",
      "Tokens: ['supporting', 'musharraf', 'was', 'greatest', 'blunder', 'imran', 'lahore', 'acknowledging', 'probably', 'for', 'the', 'first', 'time', 'that', 'he', 'had', 'quotcommitted', 'a', 'great', 'mistake', 'quot', 'by', 'extending', 'support', 'to', 'general', 'pervez', 'musharraf', 'during', 'a', 'presidential', 'referendum', 'former', 'pakistan', 'cricket', 'captain', 'imran', 'khan', 'has', 'warned', 'that', 'if', 'not', 'stopped', 'in', 'his']\n",
      "Removed Stopwords: ['supporting', 'musharraf', 'greatest', 'blunder', 'imran', 'lahore', 'acknowledging', 'probably', 'first', 'time', 'quotcommitted', 'great', 'mistake', 'quot', 'extending', 'support', 'general', 'pervez', 'musharraf', 'presidential', 'referendum', 'former', 'pakistan', 'cricket', 'captain', 'imran', 'khan', 'warned', 'stopped']\n",
      "Stemmed Tokens: ['support', 'musharraf', 'greatest', 'blunder', 'imran', 'lahor', 'acknowledg', 'probabl', 'first', 'time', 'quotcommit', 'great', 'mistak', 'quot', 'extend', 'support', 'gener', 'pervez', 'musharraf', 'presidenti', 'referendum', 'former', 'pakistan', 'cricket', 'captain', 'imran', 'khan', 'warn', 'stop']\n",
      "Final Preprocessed Text: support musharraf greatest blunder imran lahor acknowledg probabl first time quotcommit great mistak quot extend support gener pervez musharraf presidenti referendum former pakistan cricket captain imran khan warn stop\n",
      "\n",
      "Original Text: Abbas Says Any Gaza Talks Must Follow 'Road Map'  RAMALLAH, West Bank (Reuters) - Presidential frontrunner  Mahmoud Abbas appeared on Thursday to reject coordinating with  Israel on a plan that means quitting occupied Gaza while  keeping large chunks of the West Bank.\n",
      "Lowercased Text: abbas says any gaza talks must follow 'road map'  ramallah, west bank (reuters) - presidential frontrunner  mahmoud abbas appeared on thursday to reject coordinating with  israel on a plan that means quitting occupied gaza while  keeping large chunks of the west bank.\n",
      "Removed URLs: abbas says any gaza talks must follow 'road map'  ramallah, west bank (reuters) - presidential frontrunner  mahmoud abbas appeared on thursday to reject coordinating with  israel on a plan that means quitting occupied gaza while  keeping large chunks of the west bank.\n",
      "Removed HTML Tags: abbas says any gaza talks must follow 'road map'  ramallah, west bank (reuters) - presidential frontrunner  mahmoud abbas appeared on thursday to reject coordinating with  israel on a plan that means quitting occupied gaza while  keeping large chunks of the west bank.\n",
      "Removed Special Characters: abbas says any gaza talks must follow road map  ramallah west bank reuters  presidential frontrunner  mahmoud abbas appeared on thursday to reject coordinating with  israel on a plan that means quitting occupied gaza while  keeping large chunks of the west bank\n",
      "Tokens: ['abbas', 'says', 'any', 'gaza', 'talks', 'must', 'follow', 'road', 'map', 'ramallah', 'west', 'bank', 'reuters', 'presidential', 'frontrunner', 'mahmoud', 'abbas', 'appeared', 'on', 'thursday', 'to', 'reject', 'coordinating', 'with', 'israel', 'on', 'a', 'plan', 'that', 'means', 'quitting', 'occupied', 'gaza', 'while', 'keeping', 'large', 'chunks', 'of', 'the', 'west', 'bank']\n",
      "Removed Stopwords: ['abbas', 'says', 'gaza', 'talks', 'must', 'follow', 'road', 'map', 'ramallah', 'west', 'bank', 'reuters', 'presidential', 'frontrunner', 'mahmoud', 'abbas', 'appeared', 'thursday', 'reject', 'coordinating', 'israel', 'plan', 'means', 'quitting', 'occupied', 'gaza', 'keeping', 'large', 'chunks', 'west', 'bank']\n",
      "Stemmed Tokens: ['abba', 'say', 'gaza', 'talk', 'must', 'follow', 'road', 'map', 'ramallah', 'west', 'bank', 'reuter', 'presidenti', 'frontrunn', 'mahmoud', 'abba', 'appear', 'thursday', 'reject', 'coordin', 'israel', 'plan', 'mean', 'quit', 'occupi', 'gaza', 'keep', 'larg', 'chunk', 'west', 'bank']\n",
      "Final Preprocessed Text: abba say gaza talk must follow road map ramallah west bank reuter presidenti frontrunn mahmoud abba appear thursday reject coordin israel plan mean quit occupi gaza keep larg chunk west bank\n",
      "\n",
      "Original Text: Indonesia Prospective Leader on Hunt for Ministers Former general Susilo Bambang Yudhoyono discussed presidential plans and a cabinet with visitors to his home on Wednesday, even though he has yet to declare victory \n",
      "Lowercased Text: indonesia prospective leader on hunt for ministers former general susilo bambang yudhoyono discussed presidential plans and a cabinet with visitors to his home on wednesday, even though he has yet to declare victory \n",
      "Removed URLs: indonesia prospective leader on hunt for ministers former general susilo bambang yudhoyono discussed presidential plans and a cabinet with visitors to his home on wednesday, even though he has yet to declare victory \n",
      "Removed HTML Tags: indonesia prospective leader on hunt for ministers former general susilo bambang yudhoyono discussed presidential plans and a cabinet with visitors to his home on wednesday, even though he has yet to declare victory \n",
      "Removed Special Characters: indonesia prospective leader on hunt for ministers former general susilo bambang yudhoyono discussed presidential plans and a cabinet with visitors to his home on wednesday even though he has yet to declare victory \n",
      "Tokens: ['indonesia', 'prospective', 'leader', 'on', 'hunt', 'for', 'ministers', 'former', 'general', 'susilo', 'bambang', 'yudhoyono', 'discussed', 'presidential', 'plans', 'and', 'a', 'cabinet', 'with', 'visitors', 'to', 'his', 'home', 'on', 'wednesday', 'even', 'though', 'he', 'has', 'yet', 'to', 'declare', 'victory']\n",
      "Removed Stopwords: ['indonesia', 'prospective', 'leader', 'hunt', 'ministers', 'former', 'general', 'susilo', 'bambang', 'yudhoyono', 'discussed', 'presidential', 'plans', 'cabinet', 'visitors', 'home', 'wednesday', 'even', 'though', 'yet', 'declare', 'victory']\n",
      "Stemmed Tokens: ['indonesia', 'prospect', 'leader', 'hunt', 'minist', 'former', 'gener', 'susilo', 'bambang', 'yudhoyono', 'discuss', 'presidenti', 'plan', 'cabinet', 'visitor', 'home', 'wednesday', 'even', 'though', 'yet', 'declar', 'victori']\n",
      "Final Preprocessed Text: indonesia prospect leader hunt minist former gener susilo bambang yudhoyono discuss presidenti plan cabinet visitor home wednesday even though yet declar victori\n",
      "\n",
      "Original Text: Cabinet pledges anti-terror measures ISLAMABAD: The federal cabinet on Wednesday resolved to take any measures required to eliminate militancy and terrorism in Pakistan and reiterated the governments pledge to defend the countrys sovereignty, integrity and security.\n",
      "Lowercased Text: cabinet pledges anti-terror measures islamabad: the federal cabinet on wednesday resolved to take any measures required to eliminate militancy and terrorism in pakistan and reiterated the governments pledge to defend the countrys sovereignty, integrity and security.\n",
      "Removed URLs: cabinet pledges anti-terror measures islamabad: the federal cabinet on wednesday resolved to take any measures required to eliminate militancy and terrorism in pakistan and reiterated the governments pledge to defend the countrys sovereignty, integrity and security.\n",
      "Removed HTML Tags: cabinet pledges anti-terror measures islamabad: the federal cabinet on wednesday resolved to take any measures required to eliminate militancy and terrorism in pakistan and reiterated the governments pledge to defend the countrys sovereignty, integrity and security.\n",
      "Removed Special Characters: cabinet pledges antiterror measures islamabad the federal cabinet on wednesday resolved to take any measures required to eliminate militancy and terrorism in pakistan and reiterated the governments pledge to defend the countrys sovereignty integrity and security\n",
      "Tokens: ['cabinet', 'pledges', 'antiterror', 'measures', 'islamabad', 'the', 'federal', 'cabinet', 'on', 'wednesday', 'resolved', 'to', 'take', 'any', 'measures', 'required', 'to', 'eliminate', 'militancy', 'and', 'terrorism', 'in', 'pakistan', 'and', 'reiterated', 'the', 'governments', 'pledge', 'to', 'defend', 'the', 'countrys', 'sovereignty', 'integrity', 'and', 'security']\n",
      "Removed Stopwords: ['cabinet', 'pledges', 'antiterror', 'measures', 'islamabad', 'federal', 'cabinet', 'wednesday', 'resolved', 'take', 'measures', 'required', 'eliminate', 'militancy', 'terrorism', 'pakistan', 'reiterated', 'governments', 'pledge', 'defend', 'countrys', 'sovereignty', 'integrity', 'security']\n",
      "Stemmed Tokens: ['cabinet', 'pledg', 'antiterror', 'measur', 'islamabad', 'feder', 'cabinet', 'wednesday', 'resolv', 'take', 'measur', 'requir', 'elimin', 'milit', 'terror', 'pakistan', 'reiter', 'govern', 'pledg', 'defend', 'countri', 'sovereignti', 'integr', 'secur']\n",
      "Final Preprocessed Text: cabinet pledg antiterror measur islamabad feder cabinet wednesday resolv take measur requir elimin milit terror pakistan reiter govern pledg defend countri sovereignti integr secur\n",
      "\n",
      "Original Text: Howard tipped to finally call Australian elections this weekend (AFP) AFP - Australian Prime Minister John Howard is widely expected to announce an election date this weekend, setting off a tight race between his conservative coalition and a resurgent Labor Party.\n",
      "Lowercased Text: howard tipped to finally call australian elections this weekend (afp) afp - australian prime minister john howard is widely expected to announce an election date this weekend, setting off a tight race between his conservative coalition and a resurgent labor party.\n",
      "Removed URLs: howard tipped to finally call australian elections this weekend (afp) afp - australian prime minister john howard is widely expected to announce an election date this weekend, setting off a tight race between his conservative coalition and a resurgent labor party.\n",
      "Removed HTML Tags: howard tipped to finally call australian elections this weekend (afp) afp - australian prime minister john howard is widely expected to announce an election date this weekend, setting off a tight race between his conservative coalition and a resurgent labor party.\n",
      "Removed Special Characters: howard tipped to finally call australian elections this weekend afp afp  australian prime minister john howard is widely expected to announce an election date this weekend setting off a tight race between his conservative coalition and a resurgent labor party\n",
      "Tokens: ['howard', 'tipped', 'to', 'finally', 'call', 'australian', 'elections', 'this', 'weekend', 'afp', 'afp', 'australian', 'prime', 'minister', 'john', 'howard', 'is', 'widely', 'expected', 'to', 'announce', 'an', 'election', 'date', 'this', 'weekend', 'setting', 'off', 'a', 'tight', 'race', 'between', 'his', 'conservative', 'coalition', 'and', 'a', 'resurgent', 'labor', 'party']\n",
      "Removed Stopwords: ['howard', 'tipped', 'finally', 'call', 'australian', 'elections', 'weekend', 'afp', 'afp', 'australian', 'prime', 'minister', 'john', 'howard', 'widely', 'expected', 'announce', 'election', 'date', 'weekend', 'setting', 'tight', 'race', 'conservative', 'coalition', 'resurgent', 'labor', 'party']\n",
      "Stemmed Tokens: ['howard', 'tip', 'final', 'call', 'australian', 'elect', 'weekend', 'afp', 'afp', 'australian', 'prime', 'minist', 'john', 'howard', 'wide', 'expect', 'announc', 'elect', 'date', 'weekend', 'set', 'tight', 'race', 'conserv', 'coalit', 'resurg', 'labor', 'parti']\n",
      "Final Preprocessed Text: howard tip final call australian elect weekend afp afp australian prime minist john howard wide expect announc elect date weekend set tight race conserv coalit resurg labor parti\n",
      "\n",
      "Original Text: Kurds say changes merely gesture by Turkey for EU ILICA, Turkey -- For the past nine years, Osman Acar, his two wives, and 22 children have spent most nights inside an 18-by-15-foot tent pitched outside this remote village in the mountains separating Turkey from Iraq.\n",
      "Lowercased Text: kurds say changes merely gesture by turkey for eu ilica, turkey -- for the past nine years, osman acar, his two wives, and 22 children have spent most nights inside an 18-by-15-foot tent pitched outside this remote village in the mountains separating turkey from iraq.\n",
      "Removed URLs: kurds say changes merely gesture by turkey for eu ilica, turkey -- for the past nine years, osman acar, his two wives, and 22 children have spent most nights inside an 18-by-15-foot tent pitched outside this remote village in the mountains separating turkey from iraq.\n",
      "Removed HTML Tags: kurds say changes merely gesture by turkey for eu ilica, turkey -- for the past nine years, osman acar, his two wives, and 22 children have spent most nights inside an 18-by-15-foot tent pitched outside this remote village in the mountains separating turkey from iraq.\n",
      "Removed Special Characters: kurds say changes merely gesture by turkey for eu ilica turkey  for the past nine years osman acar his two wives and  children have spent most nights inside an byfoot tent pitched outside this remote village in the mountains separating turkey from iraq\n",
      "Tokens: ['kurds', 'say', 'changes', 'merely', 'gesture', 'by', 'turkey', 'for', 'eu', 'ilica', 'turkey', 'for', 'the', 'past', 'nine', 'years', 'osman', 'acar', 'his', 'two', 'wives', 'and', 'children', 'have', 'spent', 'most', 'nights', 'inside', 'an', 'byfoot', 'tent', 'pitched', 'outside', 'this', 'remote', 'village', 'in', 'the', 'mountains', 'separating', 'turkey', 'from', 'iraq']\n",
      "Removed Stopwords: ['kurds', 'say', 'changes', 'merely', 'gesture', 'turkey', 'eu', 'ilica', 'turkey', 'past', 'nine', 'years', 'osman', 'acar', 'two', 'wives', 'children', 'spent', 'nights', 'inside', 'byfoot', 'tent', 'pitched', 'outside', 'remote', 'village', 'mountains', 'separating', 'turkey', 'iraq']\n",
      "Stemmed Tokens: ['kurd', 'say', 'chang', 'mere', 'gestur', 'turkey', 'eu', 'ilica', 'turkey', 'past', 'nine', 'year', 'osman', 'acar', 'two', 'wive', 'children', 'spent', 'night', 'insid', 'byfoot', 'tent', 'pitch', 'outsid', 'remot', 'villag', 'mountain', 'separ', 'turkey', 'iraq']\n",
      "Final Preprocessed Text: kurd say chang mere gestur turkey eu ilica turkey past nine year osman acar two wive children spent night insid byfoot tent pitch outsid remot villag mountain separ turkey iraq\n",
      "\n",
      "Original Text: Diplomats: Europeans, U.S. Closer to Iran Nuke Deal  VIENNA (Reuters) - U.S. and European negotiators moved  closer to a deal on a resolution on Iran's nuclear program that  could trigger a November showdown, Western diplomats close to  the talks said Wednesday.\n",
      "Lowercased Text: diplomats: europeans, u.s. closer to iran nuke deal  vienna (reuters) - u.s. and european negotiators moved  closer to a deal on a resolution on iran's nuclear program that  could trigger a november showdown, western diplomats close to  the talks said wednesday.\n",
      "Removed URLs: diplomats: europeans, u.s. closer to iran nuke deal  vienna (reuters) - u.s. and european negotiators moved  closer to a deal on a resolution on iran's nuclear program that  could trigger a november showdown, western diplomats close to  the talks said wednesday.\n",
      "Removed HTML Tags: diplomats: europeans, u.s. closer to iran nuke deal  vienna (reuters) - u.s. and european negotiators moved  closer to a deal on a resolution on iran's nuclear program that  could trigger a november showdown, western diplomats close to  the talks said wednesday.\n",
      "Removed Special Characters: diplomats europeans us closer to iran nuke deal  vienna reuters  us and european negotiators moved  closer to a deal on a resolution on irans nuclear program that  could trigger a november showdown western diplomats close to  the talks said wednesday\n",
      "Tokens: ['diplomats', 'europeans', 'us', 'closer', 'to', 'iran', 'nuke', 'deal', 'vienna', 'reuters', 'us', 'and', 'european', 'negotiators', 'moved', 'closer', 'to', 'a', 'deal', 'on', 'a', 'resolution', 'on', 'irans', 'nuclear', 'program', 'that', 'could', 'trigger', 'a', 'november', 'showdown', 'western', 'diplomats', 'close', 'to', 'the', 'talks', 'said', 'wednesday']\n",
      "Removed Stopwords: ['diplomats', 'europeans', 'us', 'closer', 'iran', 'nuke', 'deal', 'vienna', 'reuters', 'us', 'european', 'negotiators', 'moved', 'closer', 'deal', 'resolution', 'irans', 'nuclear', 'program', 'could', 'trigger', 'november', 'showdown', 'western', 'diplomats', 'close', 'talks', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['diplomat', 'european', 'us', 'closer', 'iran', 'nuke', 'deal', 'vienna', 'reuter', 'us', 'european', 'negoti', 'move', 'closer', 'deal', 'resolut', 'iran', 'nuclear', 'program', 'could', 'trigger', 'novemb', 'showdown', 'western', 'diplomat', 'close', 'talk', 'said', 'wednesday']\n",
      "Final Preprocessed Text: diplomat european us closer iran nuke deal vienna reuter us european negoti move closer deal resolut iran nuclear program could trigger novemb showdown western diplomat close talk said wednesday\n",
      "\n",
      "Original Text: Thatcher  #39;planned to quit S Africa #39; Sir Mark Thatcher was planning to leave South Africa when he was arrested, authorities in the country said. The son of former Prime Minister Margaret Thatcher is under house arrest and facing the possibility \n",
      "Lowercased Text: thatcher  #39;planned to quit s africa #39; sir mark thatcher was planning to leave south africa when he was arrested, authorities in the country said. the son of former prime minister margaret thatcher is under house arrest and facing the possibility \n",
      "Removed URLs: thatcher  #39;planned to quit s africa #39; sir mark thatcher was planning to leave south africa when he was arrested, authorities in the country said. the son of former prime minister margaret thatcher is under house arrest and facing the possibility \n",
      "Removed HTML Tags: thatcher  #39;planned to quit s africa #39; sir mark thatcher was planning to leave south africa when he was arrested, authorities in the country said. the son of former prime minister margaret thatcher is under house arrest and facing the possibility \n",
      "Removed Special Characters: thatcher  planned to quit s africa  sir mark thatcher was planning to leave south africa when he was arrested authorities in the country said the son of former prime minister margaret thatcher is under house arrest and facing the possibility \n",
      "Tokens: ['thatcher', 'planned', 'to', 'quit', 's', 'africa', 'sir', 'mark', 'thatcher', 'was', 'planning', 'to', 'leave', 'south', 'africa', 'when', 'he', 'was', 'arrested', 'authorities', 'in', 'the', 'country', 'said', 'the', 'son', 'of', 'former', 'prime', 'minister', 'margaret', 'thatcher', 'is', 'under', 'house', 'arrest', 'and', 'facing', 'the', 'possibility']\n",
      "Removed Stopwords: ['thatcher', 'planned', 'quit', 'africa', 'sir', 'mark', 'thatcher', 'planning', 'leave', 'south', 'africa', 'arrested', 'authorities', 'country', 'said', 'son', 'former', 'prime', 'minister', 'margaret', 'thatcher', 'house', 'arrest', 'facing', 'possibility']\n",
      "Stemmed Tokens: ['thatcher', 'plan', 'quit', 'africa', 'sir', 'mark', 'thatcher', 'plan', 'leav', 'south', 'africa', 'arrest', 'author', 'countri', 'said', 'son', 'former', 'prime', 'minist', 'margaret', 'thatcher', 'hous', 'arrest', 'face', 'possibl']\n",
      "Final Preprocessed Text: thatcher plan quit africa sir mark thatcher plan leav south africa arrest author countri said son former prime minist margaret thatcher hous arrest face possibl\n",
      "\n",
      "Original Text: Militants launch attack in Kashmir ahead of Indian PMs visit SRINAGAR - Militants early Wednesday launched an attack near a stadium in Kashmir where Indian Prime Minister Manmohan Singh is due to address a rally later, police said.\n",
      "Lowercased Text: militants launch attack in kashmir ahead of indian pms visit srinagar - militants early wednesday launched an attack near a stadium in kashmir where indian prime minister manmohan singh is due to address a rally later, police said.\n",
      "Removed URLs: militants launch attack in kashmir ahead of indian pms visit srinagar - militants early wednesday launched an attack near a stadium in kashmir where indian prime minister manmohan singh is due to address a rally later, police said.\n",
      "Removed HTML Tags: militants launch attack in kashmir ahead of indian pms visit srinagar - militants early wednesday launched an attack near a stadium in kashmir where indian prime minister manmohan singh is due to address a rally later, police said.\n",
      "Removed Special Characters: militants launch attack in kashmir ahead of indian pms visit srinagar  militants early wednesday launched an attack near a stadium in kashmir where indian prime minister manmohan singh is due to address a rally later police said\n",
      "Tokens: ['militants', 'launch', 'attack', 'in', 'kashmir', 'ahead', 'of', 'indian', 'pms', 'visit', 'srinagar', 'militants', 'early', 'wednesday', 'launched', 'an', 'attack', 'near', 'a', 'stadium', 'in', 'kashmir', 'where', 'indian', 'prime', 'minister', 'manmohan', 'singh', 'is', 'due', 'to', 'address', 'a', 'rally', 'later', 'police', 'said']\n",
      "Removed Stopwords: ['militants', 'launch', 'attack', 'kashmir', 'ahead', 'indian', 'pms', 'visit', 'srinagar', 'militants', 'early', 'wednesday', 'launched', 'attack', 'near', 'stadium', 'kashmir', 'indian', 'prime', 'minister', 'manmohan', 'singh', 'due', 'address', 'rally', 'later', 'police', 'said']\n",
      "Stemmed Tokens: ['milit', 'launch', 'attack', 'kashmir', 'ahead', 'indian', 'pm', 'visit', 'srinagar', 'milit', 'earli', 'wednesday', 'launch', 'attack', 'near', 'stadium', 'kashmir', 'indian', 'prime', 'minist', 'manmohan', 'singh', 'due', 'address', 'ralli', 'later', 'polic', 'said']\n",
      "Final Preprocessed Text: milit launch attack kashmir ahead indian pm visit srinagar milit earli wednesday launch attack near stadium kashmir indian prime minist manmohan singh due address ralli later polic said\n",
      "\n",
      "Original Text: New faces and old to rule Jakarta Indonesia #39;s newly elected President Susilo Bambang Yudhoyono announced his Cabinet late Wednesday, installing professionals and several women in key posts but also appointing retired generals and holdovers from past governments \n",
      "Lowercased Text: new faces and old to rule jakarta indonesia #39;s newly elected president susilo bambang yudhoyono announced his cabinet late wednesday, installing professionals and several women in key posts but also appointing retired generals and holdovers from past governments \n",
      "Removed URLs: new faces and old to rule jakarta indonesia #39;s newly elected president susilo bambang yudhoyono announced his cabinet late wednesday, installing professionals and several women in key posts but also appointing retired generals and holdovers from past governments \n",
      "Removed HTML Tags: new faces and old to rule jakarta indonesia #39;s newly elected president susilo bambang yudhoyono announced his cabinet late wednesday, installing professionals and several women in key posts but also appointing retired generals and holdovers from past governments \n",
      "Removed Special Characters: new faces and old to rule jakarta indonesia s newly elected president susilo bambang yudhoyono announced his cabinet late wednesday installing professionals and several women in key posts but also appointing retired generals and holdovers from past governments \n",
      "Tokens: ['new', 'faces', 'and', 'old', 'to', 'rule', 'jakarta', 'indonesia', 's', 'newly', 'elected', 'president', 'susilo', 'bambang', 'yudhoyono', 'announced', 'his', 'cabinet', 'late', 'wednesday', 'installing', 'professionals', 'and', 'several', 'women', 'in', 'key', 'posts', 'but', 'also', 'appointing', 'retired', 'generals', 'and', 'holdovers', 'from', 'past', 'governments']\n",
      "Removed Stopwords: ['new', 'faces', 'old', 'rule', 'jakarta', 'indonesia', 'newly', 'elected', 'president', 'susilo', 'bambang', 'yudhoyono', 'announced', 'cabinet', 'late', 'wednesday', 'installing', 'professionals', 'several', 'women', 'key', 'posts', 'also', 'appointing', 'retired', 'generals', 'holdovers', 'past', 'governments']\n",
      "Stemmed Tokens: ['new', 'face', 'old', 'rule', 'jakarta', 'indonesia', 'newli', 'elect', 'presid', 'susilo', 'bambang', 'yudhoyono', 'announc', 'cabinet', 'late', 'wednesday', 'instal', 'profession', 'sever', 'women', 'key', 'post', 'also', 'appoint', 'retir', 'gener', 'holdov', 'past', 'govern']\n",
      "Final Preprocessed Text: new face old rule jakarta indonesia newli elect presid susilo bambang yudhoyono announc cabinet late wednesday instal profession sever women key post also appoint retir gener holdov past govern\n",
      "\n",
      "Original Text: Mother-In-Law of Slain Teamster Arrested (AP) AP - Salvadoran police have arrested the mother-in-law of a U.S. Teamster gunned down in El Salvador last month, along with five other suspects, describing the slaying as a contract killing that was the result of a family dispute.\n",
      "Lowercased Text: mother-in-law of slain teamster arrested (ap) ap - salvadoran police have arrested the mother-in-law of a u.s. teamster gunned down in el salvador last month, along with five other suspects, describing the slaying as a contract killing that was the result of a family dispute.\n",
      "Removed URLs: mother-in-law of slain teamster arrested (ap) ap - salvadoran police have arrested the mother-in-law of a u.s. teamster gunned down in el salvador last month, along with five other suspects, describing the slaying as a contract killing that was the result of a family dispute.\n",
      "Removed HTML Tags: mother-in-law of slain teamster arrested (ap) ap - salvadoran police have arrested the mother-in-law of a u.s. teamster gunned down in el salvador last month, along with five other suspects, describing the slaying as a contract killing that was the result of a family dispute.\n",
      "Removed Special Characters: motherinlaw of slain teamster arrested ap ap  salvadoran police have arrested the motherinlaw of a us teamster gunned down in el salvador last month along with five other suspects describing the slaying as a contract killing that was the result of a family dispute\n",
      "Tokens: ['motherinlaw', 'of', 'slain', 'teamster', 'arrested', 'ap', 'ap', 'salvadoran', 'police', 'have', 'arrested', 'the', 'motherinlaw', 'of', 'a', 'us', 'teamster', 'gunned', 'down', 'in', 'el', 'salvador', 'last', 'month', 'along', 'with', 'five', 'other', 'suspects', 'describing', 'the', 'slaying', 'as', 'a', 'contract', 'killing', 'that', 'was', 'the', 'result', 'of', 'a', 'family', 'dispute']\n",
      "Removed Stopwords: ['motherinlaw', 'slain', 'teamster', 'arrested', 'ap', 'ap', 'salvadoran', 'police', 'arrested', 'motherinlaw', 'us', 'teamster', 'gunned', 'el', 'salvador', 'last', 'month', 'along', 'five', 'suspects', 'describing', 'slaying', 'contract', 'killing', 'result', 'family', 'dispute']\n",
      "Stemmed Tokens: ['motherinlaw', 'slain', 'teamster', 'arrest', 'ap', 'ap', 'salvadoran', 'polic', 'arrest', 'motherinlaw', 'us', 'teamster', 'gun', 'el', 'salvador', 'last', 'month', 'along', 'five', 'suspect', 'describ', 'slay', 'contract', 'kill', 'result', 'famili', 'disput']\n",
      "Final Preprocessed Text: motherinlaw slain teamster arrest ap ap salvadoran polic arrest motherinlaw us teamster gun el salvador last month along five suspect describ slay contract kill result famili disput\n",
      "\n",
      "Original Text: Haiti Copes With Storm Devastation; Deaths Pass 1,000 (Update1) Aid workers struggled to deliver food and supplies to survivors as the death toll in Haiti caused by Tropical Storm Jeanne reached at least 1,013, with 1,200 people missing, according to the United Nations.\n",
      "Lowercased Text: haiti copes with storm devastation; deaths pass 1,000 (update1) aid workers struggled to deliver food and supplies to survivors as the death toll in haiti caused by tropical storm jeanne reached at least 1,013, with 1,200 people missing, according to the united nations.\n",
      "Removed URLs: haiti copes with storm devastation; deaths pass 1,000 (update1) aid workers struggled to deliver food and supplies to survivors as the death toll in haiti caused by tropical storm jeanne reached at least 1,013, with 1,200 people missing, according to the united nations.\n",
      "Removed HTML Tags: haiti copes with storm devastation; deaths pass 1,000 (update1) aid workers struggled to deliver food and supplies to survivors as the death toll in haiti caused by tropical storm jeanne reached at least 1,013, with 1,200 people missing, according to the united nations.\n",
      "Removed Special Characters: haiti copes with storm devastation deaths pass  update aid workers struggled to deliver food and supplies to survivors as the death toll in haiti caused by tropical storm jeanne reached at least  with  people missing according to the united nations\n",
      "Tokens: ['haiti', 'copes', 'with', 'storm', 'devastation', 'deaths', 'pass', 'update', 'aid', 'workers', 'struggled', 'to', 'deliver', 'food', 'and', 'supplies', 'to', 'survivors', 'as', 'the', 'death', 'toll', 'in', 'haiti', 'caused', 'by', 'tropical', 'storm', 'jeanne', 'reached', 'at', 'least', 'with', 'people', 'missing', 'according', 'to', 'the', 'united', 'nations']\n",
      "Removed Stopwords: ['haiti', 'copes', 'storm', 'devastation', 'deaths', 'pass', 'update', 'aid', 'workers', 'struggled', 'deliver', 'food', 'supplies', 'survivors', 'death', 'toll', 'haiti', 'caused', 'tropical', 'storm', 'jeanne', 'reached', 'least', 'people', 'missing', 'according', 'united', 'nations']\n",
      "Stemmed Tokens: ['haiti', 'cope', 'storm', 'devast', 'death', 'pass', 'updat', 'aid', 'worker', 'struggl', 'deliv', 'food', 'suppli', 'survivor', 'death', 'toll', 'haiti', 'caus', 'tropic', 'storm', 'jeann', 'reach', 'least', 'peopl', 'miss', 'accord', 'unit', 'nation']\n",
      "Final Preprocessed Text: haiti cope storm devast death pass updat aid worker struggl deliv food suppli survivor death toll haiti caus tropic storm jeann reach least peopl miss accord unit nation\n",
      "\n",
      "Original Text: Tennis: Dementieva triumphs Elena Dementieva beats Jennifer Capriati in a third-set tie-break to set up an all-Russian US Open final .\n",
      "Lowercased Text: tennis: dementieva triumphs elena dementieva beats jennifer capriati in a third-set tie-break to set up an all-russian us open final .\n",
      "Removed URLs: tennis: dementieva triumphs elena dementieva beats jennifer capriati in a third-set tie-break to set up an all-russian us open final .\n",
      "Removed HTML Tags: tennis: dementieva triumphs elena dementieva beats jennifer capriati in a third-set tie-break to set up an all-russian us open final .\n",
      "Removed Special Characters: tennis dementieva triumphs elena dementieva beats jennifer capriati in a thirdset tiebreak to set up an allrussian us open final \n",
      "Tokens: ['tennis', 'dementieva', 'triumphs', 'elena', 'dementieva', 'beats', 'jennifer', 'capriati', 'in', 'a', 'thirdset', 'tiebreak', 'to', 'set', 'up', 'an', 'allrussian', 'us', 'open', 'final']\n",
      "Removed Stopwords: ['tennis', 'dementieva', 'triumphs', 'elena', 'dementieva', 'beats', 'jennifer', 'capriati', 'thirdset', 'tiebreak', 'set', 'allrussian', 'us', 'open', 'final']\n",
      "Stemmed Tokens: ['tenni', 'dementieva', 'triumph', 'elena', 'dementieva', 'beat', 'jennif', 'capriati', 'thirdset', 'tiebreak', 'set', 'allrussian', 'us', 'open', 'final']\n",
      "Final Preprocessed Text: tenni dementieva triumph elena dementieva beat jennif capriati thirdset tiebreak set allrussian us open final\n",
      "\n",
      "Original Text: US jets hit Fallujah ahead of expected offensive; residents report &lt;b&gt;...&lt;/b&gt; US jets pounded parts of Fallujah on Thursday, targeting insurgents in a city where American forces were said to be gearing up for a major offensive.\n",
      "Lowercased Text: us jets hit fallujah ahead of expected offensive; residents report &lt;b&gt;...&lt;/b&gt; us jets pounded parts of fallujah on thursday, targeting insurgents in a city where american forces were said to be gearing up for a major offensive.\n",
      "Removed URLs: us jets hit fallujah ahead of expected offensive; residents report &lt;b&gt;...&lt;/b&gt; us jets pounded parts of fallujah on thursday, targeting insurgents in a city where american forces were said to be gearing up for a major offensive.\n",
      "Removed HTML Tags: us jets hit fallujah ahead of expected offensive; residents report &lt;b&gt;...&lt;/b&gt; us jets pounded parts of fallujah on thursday, targeting insurgents in a city where american forces were said to be gearing up for a major offensive.\n",
      "Removed Special Characters: us jets hit fallujah ahead of expected offensive residents report ltbgtltbgt us jets pounded parts of fallujah on thursday targeting insurgents in a city where american forces were said to be gearing up for a major offensive\n",
      "Tokens: ['us', 'jets', 'hit', 'fallujah', 'ahead', 'of', 'expected', 'offensive', 'residents', 'report', 'ltbgtltbgt', 'us', 'jets', 'pounded', 'parts', 'of', 'fallujah', 'on', 'thursday', 'targeting', 'insurgents', 'in', 'a', 'city', 'where', 'american', 'forces', 'were', 'said', 'to', 'be', 'gearing', 'up', 'for', 'a', 'major', 'offensive']\n",
      "Removed Stopwords: ['us', 'jets', 'hit', 'fallujah', 'ahead', 'expected', 'offensive', 'residents', 'report', 'ltbgtltbgt', 'us', 'jets', 'pounded', 'parts', 'fallujah', 'thursday', 'targeting', 'insurgents', 'city', 'american', 'forces', 'said', 'gearing', 'major', 'offensive']\n",
      "Stemmed Tokens: ['us', 'jet', 'hit', 'fallujah', 'ahead', 'expect', 'offens', 'resid', 'report', 'ltbgtltbgt', 'us', 'jet', 'pound', 'part', 'fallujah', 'thursday', 'target', 'insurg', 'citi', 'american', 'forc', 'said', 'gear', 'major', 'offens']\n",
      "Final Preprocessed Text: us jet hit fallujah ahead expect offens resid report ltbgtltbgt us jet pound part fallujah thursday target insurg citi american forc said gear major offens\n",
      "\n",
      "Original Text: Jaguar's Coventry plant to close Jaguar's historic Brown's Lane factory in Coventry is to close, Ford has confirmed, with 400 jobs expected to be lost.\n",
      "Lowercased Text: jaguar's coventry plant to close jaguar's historic brown's lane factory in coventry is to close, ford has confirmed, with 400 jobs expected to be lost.\n",
      "Removed URLs: jaguar's coventry plant to close jaguar's historic brown's lane factory in coventry is to close, ford has confirmed, with 400 jobs expected to be lost.\n",
      "Removed HTML Tags: jaguar's coventry plant to close jaguar's historic brown's lane factory in coventry is to close, ford has confirmed, with 400 jobs expected to be lost.\n",
      "Removed Special Characters: jaguars coventry plant to close jaguars historic browns lane factory in coventry is to close ford has confirmed with  jobs expected to be lost\n",
      "Tokens: ['jaguars', 'coventry', 'plant', 'to', 'close', 'jaguars', 'historic', 'browns', 'lane', 'factory', 'in', 'coventry', 'is', 'to', 'close', 'ford', 'has', 'confirmed', 'with', 'jobs', 'expected', 'to', 'be', 'lost']\n",
      "Removed Stopwords: ['jaguars', 'coventry', 'plant', 'close', 'jaguars', 'historic', 'browns', 'lane', 'factory', 'coventry', 'close', 'ford', 'confirmed', 'jobs', 'expected', 'lost']\n",
      "Stemmed Tokens: ['jaguar', 'coventri', 'plant', 'close', 'jaguar', 'histor', 'brown', 'lane', 'factori', 'coventri', 'close', 'ford', 'confirm', 'job', 'expect', 'lost']\n",
      "Final Preprocessed Text: jaguar coventri plant close jaguar histor brown lane factori coventri close ford confirm job expect lost\n",
      "\n",
      "Original Text: Bardot fans snap up memorabilia More than 200 Brigitte Bardot fans descend on a memorabilia sale on the star's 70th birthday.\n",
      "Lowercased Text: bardot fans snap up memorabilia more than 200 brigitte bardot fans descend on a memorabilia sale on the star's 70th birthday.\n",
      "Removed URLs: bardot fans snap up memorabilia more than 200 brigitte bardot fans descend on a memorabilia sale on the star's 70th birthday.\n",
      "Removed HTML Tags: bardot fans snap up memorabilia more than 200 brigitte bardot fans descend on a memorabilia sale on the star's 70th birthday.\n",
      "Removed Special Characters: bardot fans snap up memorabilia more than  brigitte bardot fans descend on a memorabilia sale on the stars th birthday\n",
      "Tokens: ['bardot', 'fans', 'snap', 'up', 'memorabilia', 'more', 'than', 'brigitte', 'bardot', 'fans', 'descend', 'on', 'a', 'memorabilia', 'sale', 'on', 'the', 'stars', 'th', 'birthday']\n",
      "Removed Stopwords: ['bardot', 'fans', 'snap', 'memorabilia', 'brigitte', 'bardot', 'fans', 'descend', 'memorabilia', 'sale', 'stars', 'th', 'birthday']\n",
      "Stemmed Tokens: ['bardot', 'fan', 'snap', 'memorabilia', 'brigitt', 'bardot', 'fan', 'descend', 'memorabilia', 'sale', 'star', 'th', 'birthday']\n",
      "Final Preprocessed Text: bardot fan snap memorabilia brigitt bardot fan descend memorabilia sale star th birthday\n",
      "\n",
      "Original Text: Church call over Salvador murder Church leaders in El Salvador call for the 1980 murder case of Archbishop Romero to be re-opened. \n",
      "Lowercased Text: church call over salvador murder church leaders in el salvador call for the 1980 murder case of archbishop romero to be re-opened. \n",
      "Removed URLs: church call over salvador murder church leaders in el salvador call for the 1980 murder case of archbishop romero to be re-opened. \n",
      "Removed HTML Tags: church call over salvador murder church leaders in el salvador call for the 1980 murder case of archbishop romero to be re-opened. \n",
      "Removed Special Characters: church call over salvador murder church leaders in el salvador call for the  murder case of archbishop romero to be reopened \n",
      "Tokens: ['church', 'call', 'over', 'salvador', 'murder', 'church', 'leaders', 'in', 'el', 'salvador', 'call', 'for', 'the', 'murder', 'case', 'of', 'archbishop', 'romero', 'to', 'be', 'reopened']\n",
      "Removed Stopwords: ['church', 'call', 'salvador', 'murder', 'church', 'leaders', 'el', 'salvador', 'call', 'murder', 'case', 'archbishop', 'romero', 'reopened']\n",
      "Stemmed Tokens: ['church', 'call', 'salvador', 'murder', 'church', 'leader', 'el', 'salvador', 'call', 'murder', 'case', 'archbishop', 'romero', 'reopen']\n",
      "Final Preprocessed Text: church call salvador murder church leader el salvador call murder case archbishop romero reopen\n",
      "\n",
      "Original Text: New York Vs. the Protesters (washingtonpost.com) washingtonpost.com - NEW YORK -- Hundreds of thousands of antiwar protesters, abortion rights supporters, labor rights activists and anarchists are preparing to unfurl banners, march through the streets and rally in the parks, loosening a cacophonous roar of protest during the Republican National Convention.\n",
      "Lowercased Text: new york vs. the protesters (washingtonpost.com) washingtonpost.com - new york -- hundreds of thousands of antiwar protesters, abortion rights supporters, labor rights activists and anarchists are preparing to unfurl banners, march through the streets and rally in the parks, loosening a cacophonous roar of protest during the republican national convention.\n",
      "Removed URLs: new york vs. the protesters (washingtonpost.com) washingtonpost.com - new york -- hundreds of thousands of antiwar protesters, abortion rights supporters, labor rights activists and anarchists are preparing to unfurl banners, march through the streets and rally in the parks, loosening a cacophonous roar of protest during the republican national convention.\n",
      "Removed HTML Tags: new york vs. the protesters (washingtonpost.com) washingtonpost.com - new york -- hundreds of thousands of antiwar protesters, abortion rights supporters, labor rights activists and anarchists are preparing to unfurl banners, march through the streets and rally in the parks, loosening a cacophonous roar of protest during the republican national convention.\n",
      "Removed Special Characters: new york vs the protesters washingtonpostcom washingtonpostcom  new york  hundreds of thousands of antiwar protesters abortion rights supporters labor rights activists and anarchists are preparing to unfurl banners march through the streets and rally in the parks loosening a cacophonous roar of protest during the republican national convention\n",
      "Tokens: ['new', 'york', 'vs', 'the', 'protesters', 'washingtonpostcom', 'washingtonpostcom', 'new', 'york', 'hundreds', 'of', 'thousands', 'of', 'antiwar', 'protesters', 'abortion', 'rights', 'supporters', 'labor', 'rights', 'activists', 'and', 'anarchists', 'are', 'preparing', 'to', 'unfurl', 'banners', 'march', 'through', 'the', 'streets', 'and', 'rally', 'in', 'the', 'parks', 'loosening', 'a', 'cacophonous', 'roar', 'of', 'protest', 'during', 'the', 'republican', 'national', 'convention']\n",
      "Removed Stopwords: ['new', 'york', 'vs', 'protesters', 'washingtonpostcom', 'washingtonpostcom', 'new', 'york', 'hundreds', 'thousands', 'antiwar', 'protesters', 'abortion', 'rights', 'supporters', 'labor', 'rights', 'activists', 'anarchists', 'preparing', 'unfurl', 'banners', 'march', 'streets', 'rally', 'parks', 'loosening', 'cacophonous', 'roar', 'protest', 'republican', 'national', 'convention']\n",
      "Stemmed Tokens: ['new', 'york', 'vs', 'protest', 'washingtonpostcom', 'washingtonpostcom', 'new', 'york', 'hundr', 'thousand', 'antiwar', 'protest', 'abort', 'right', 'support', 'labor', 'right', 'activist', 'anarchist', 'prepar', 'unfurl', 'banner', 'march', 'street', 'ralli', 'park', 'loosen', 'cacophon', 'roar', 'protest', 'republican', 'nation', 'convent']\n",
      "Final Preprocessed Text: new york vs protest washingtonpostcom washingtonpostcom new york hundr thousand antiwar protest abort right support labor right activist anarchist prepar unfurl banner march street ralli park loosen cacophon roar protest republican nation convent\n",
      "\n",
      "Original Text: Blast Destroys Car in Damascus, Wounds Passerby A suspected bomb blew up in a car in a crowded district of Damascus on Monday, destroying the vehicle and slightly wounding a passerby, residents said.\n",
      "Lowercased Text: blast destroys car in damascus, wounds passerby a suspected bomb blew up in a car in a crowded district of damascus on monday, destroying the vehicle and slightly wounding a passerby, residents said.\n",
      "Removed URLs: blast destroys car in damascus, wounds passerby a suspected bomb blew up in a car in a crowded district of damascus on monday, destroying the vehicle and slightly wounding a passerby, residents said.\n",
      "Removed HTML Tags: blast destroys car in damascus, wounds passerby a suspected bomb blew up in a car in a crowded district of damascus on monday, destroying the vehicle and slightly wounding a passerby, residents said.\n",
      "Removed Special Characters: blast destroys car in damascus wounds passerby a suspected bomb blew up in a car in a crowded district of damascus on monday destroying the vehicle and slightly wounding a passerby residents said\n",
      "Tokens: ['blast', 'destroys', 'car', 'in', 'damascus', 'wounds', 'passerby', 'a', 'suspected', 'bomb', 'blew', 'up', 'in', 'a', 'car', 'in', 'a', 'crowded', 'district', 'of', 'damascus', 'on', 'monday', 'destroying', 'the', 'vehicle', 'and', 'slightly', 'wounding', 'a', 'passerby', 'residents', 'said']\n",
      "Removed Stopwords: ['blast', 'destroys', 'car', 'damascus', 'wounds', 'passerby', 'suspected', 'bomb', 'blew', 'car', 'crowded', 'district', 'damascus', 'monday', 'destroying', 'vehicle', 'slightly', 'wounding', 'passerby', 'residents', 'said']\n",
      "Stemmed Tokens: ['blast', 'destroy', 'car', 'damascu', 'wound', 'passerbi', 'suspect', 'bomb', 'blew', 'car', 'crowd', 'district', 'damascu', 'monday', 'destroy', 'vehicl', 'slightli', 'wound', 'passerbi', 'resid', 'said']\n",
      "Final Preprocessed Text: blast destroy car damascu wound passerbi suspect bomb blew car crowd district damascu monday destroy vehicl slightli wound passerbi resid said\n",
      "\n",
      "Original Text: Israel Defense Official Threatens Syria (AP) AP - A senior Israeli defense official harshly threatened Syria on Monday, accusing President Bashar Assad of direct involvement in terrorism, but stopping short of confirming that Israel was responsible for killing a Hamas leader in Damascus.\n",
      "Lowercased Text: israel defense official threatens syria (ap) ap - a senior israeli defense official harshly threatened syria on monday, accusing president bashar assad of direct involvement in terrorism, but stopping short of confirming that israel was responsible for killing a hamas leader in damascus.\n",
      "Removed URLs: israel defense official threatens syria (ap) ap - a senior israeli defense official harshly threatened syria on monday, accusing president bashar assad of direct involvement in terrorism, but stopping short of confirming that israel was responsible for killing a hamas leader in damascus.\n",
      "Removed HTML Tags: israel defense official threatens syria (ap) ap - a senior israeli defense official harshly threatened syria on monday, accusing president bashar assad of direct involvement in terrorism, but stopping short of confirming that israel was responsible for killing a hamas leader in damascus.\n",
      "Removed Special Characters: israel defense official threatens syria ap ap  a senior israeli defense official harshly threatened syria on monday accusing president bashar assad of direct involvement in terrorism but stopping short of confirming that israel was responsible for killing a hamas leader in damascus\n",
      "Tokens: ['israel', 'defense', 'official', 'threatens', 'syria', 'ap', 'ap', 'a', 'senior', 'israeli', 'defense', 'official', 'harshly', 'threatened', 'syria', 'on', 'monday', 'accusing', 'president', 'bashar', 'assad', 'of', 'direct', 'involvement', 'in', 'terrorism', 'but', 'stopping', 'short', 'of', 'confirming', 'that', 'israel', 'was', 'responsible', 'for', 'killing', 'a', 'hamas', 'leader', 'in', 'damascus']\n",
      "Removed Stopwords: ['israel', 'defense', 'official', 'threatens', 'syria', 'ap', 'ap', 'senior', 'israeli', 'defense', 'official', 'harshly', 'threatened', 'syria', 'monday', 'accusing', 'president', 'bashar', 'assad', 'direct', 'involvement', 'terrorism', 'stopping', 'short', 'confirming', 'israel', 'responsible', 'killing', 'hamas', 'leader', 'damascus']\n",
      "Stemmed Tokens: ['israel', 'defens', 'offici', 'threaten', 'syria', 'ap', 'ap', 'senior', 'isra', 'defens', 'offici', 'harshli', 'threaten', 'syria', 'monday', 'accus', 'presid', 'bashar', 'assad', 'direct', 'involv', 'terror', 'stop', 'short', 'confirm', 'israel', 'respons', 'kill', 'hama', 'leader', 'damascu']\n",
      "Final Preprocessed Text: israel defens offici threaten syria ap ap senior isra defens offici harshli threaten syria monday accus presid bashar assad direct involv terror stop short confirm israel respons kill hama leader damascu\n",
      "\n",
      "Original Text: Trip for Clean Water Kits Proves a Tortuous One By the time the first truckload of clean water solution reached the refugee camp in Desa Rueng Bakjok village on Sunday, about 50 of the 1,000 people living here on muddy ground under plastic tarps were suffering from dehydration and diarrhea.\n",
      "Lowercased Text: trip for clean water kits proves a tortuous one by the time the first truckload of clean water solution reached the refugee camp in desa rueng bakjok village on sunday, about 50 of the 1,000 people living here on muddy ground under plastic tarps were suffering from dehydration and diarrhea.\n",
      "Removed URLs: trip for clean water kits proves a tortuous one by the time the first truckload of clean water solution reached the refugee camp in desa rueng bakjok village on sunday, about 50 of the 1,000 people living here on muddy ground under plastic tarps were suffering from dehydration and diarrhea.\n",
      "Removed HTML Tags: trip for clean water kits proves a tortuous one by the time the first truckload of clean water solution reached the refugee camp in desa rueng bakjok village on sunday, about 50 of the 1,000 people living here on muddy ground under plastic tarps were suffering from dehydration and diarrhea.\n",
      "Removed Special Characters: trip for clean water kits proves a tortuous one by the time the first truckload of clean water solution reached the refugee camp in desa rueng bakjok village on sunday about  of the  people living here on muddy ground under plastic tarps were suffering from dehydration and diarrhea\n",
      "Tokens: ['trip', 'for', 'clean', 'water', 'kits', 'proves', 'a', 'tortuous', 'one', 'by', 'the', 'time', 'the', 'first', 'truckload', 'of', 'clean', 'water', 'solution', 'reached', 'the', 'refugee', 'camp', 'in', 'desa', 'rueng', 'bakjok', 'village', 'on', 'sunday', 'about', 'of', 'the', 'people', 'living', 'here', 'on', 'muddy', 'ground', 'under', 'plastic', 'tarps', 'were', 'suffering', 'from', 'dehydration', 'and', 'diarrhea']\n",
      "Removed Stopwords: ['trip', 'clean', 'water', 'kits', 'proves', 'tortuous', 'one', 'time', 'first', 'truckload', 'clean', 'water', 'solution', 'reached', 'refugee', 'camp', 'desa', 'rueng', 'bakjok', 'village', 'sunday', 'people', 'living', 'muddy', 'ground', 'plastic', 'tarps', 'suffering', 'dehydration', 'diarrhea']\n",
      "Stemmed Tokens: ['trip', 'clean', 'water', 'kit', 'prove', 'tortuou', 'one', 'time', 'first', 'truckload', 'clean', 'water', 'solut', 'reach', 'refuge', 'camp', 'desa', 'rueng', 'bakjok', 'villag', 'sunday', 'peopl', 'live', 'muddi', 'ground', 'plastic', 'tarp', 'suffer', 'dehydr', 'diarrhea']\n",
      "Final Preprocessed Text: trip clean water kit prove tortuou one time first truckload clean water solut reach refuge camp desa rueng bakjok villag sunday peopl live muddi ground plastic tarp suffer dehydr diarrhea\n",
      "\n",
      "Original Text: Japan Confirms Another Case of BSE in Dairy Cow Japan has confirmed a new case of bovine spongiform encephalopathy -- the third discovery of the brain-wasting illness in the country this year.\n",
      "Lowercased Text: japan confirms another case of bse in dairy cow japan has confirmed a new case of bovine spongiform encephalopathy -- the third discovery of the brain-wasting illness in the country this year.\n",
      "Removed URLs: japan confirms another case of bse in dairy cow japan has confirmed a new case of bovine spongiform encephalopathy -- the third discovery of the brain-wasting illness in the country this year.\n",
      "Removed HTML Tags: japan confirms another case of bse in dairy cow japan has confirmed a new case of bovine spongiform encephalopathy -- the third discovery of the brain-wasting illness in the country this year.\n",
      "Removed Special Characters: japan confirms another case of bse in dairy cow japan has confirmed a new case of bovine spongiform encephalopathy  the third discovery of the brainwasting illness in the country this year\n",
      "Tokens: ['japan', 'confirms', 'another', 'case', 'of', 'bse', 'in', 'dairy', 'cow', 'japan', 'has', 'confirmed', 'a', 'new', 'case', 'of', 'bovine', 'spongiform', 'encephalopathy', 'the', 'third', 'discovery', 'of', 'the', 'brainwasting', 'illness', 'in', 'the', 'country', 'this', 'year']\n",
      "Removed Stopwords: ['japan', 'confirms', 'another', 'case', 'bse', 'dairy', 'cow', 'japan', 'confirmed', 'new', 'case', 'bovine', 'spongiform', 'encephalopathy', 'third', 'discovery', 'brainwasting', 'illness', 'country', 'year']\n",
      "Stemmed Tokens: ['japan', 'confirm', 'anoth', 'case', 'bse', 'dairi', 'cow', 'japan', 'confirm', 'new', 'case', 'bovin', 'spongiform', 'encephalopathi', 'third', 'discoveri', 'brainwast', 'ill', 'countri', 'year']\n",
      "Final Preprocessed Text: japan confirm anoth case bse dairi cow japan confirm new case bovin spongiform encephalopathi third discoveri brainwast ill countri year\n",
      "\n",
      "Original Text: Malaysia Teenager in Hospital for Bird Flu Checks A teenager from the village at the center of a bird flu outbreak has been hospitalized with cold symptoms, Malaysia #39;s health minister said on Friday, as poultry farmers counted their losses.\n",
      "Lowercased Text: malaysia teenager in hospital for bird flu checks a teenager from the village at the center of a bird flu outbreak has been hospitalized with cold symptoms, malaysia #39;s health minister said on friday, as poultry farmers counted their losses.\n",
      "Removed URLs: malaysia teenager in hospital for bird flu checks a teenager from the village at the center of a bird flu outbreak has been hospitalized with cold symptoms, malaysia #39;s health minister said on friday, as poultry farmers counted their losses.\n",
      "Removed HTML Tags: malaysia teenager in hospital for bird flu checks a teenager from the village at the center of a bird flu outbreak has been hospitalized with cold symptoms, malaysia #39;s health minister said on friday, as poultry farmers counted their losses.\n",
      "Removed Special Characters: malaysia teenager in hospital for bird flu checks a teenager from the village at the center of a bird flu outbreak has been hospitalized with cold symptoms malaysia s health minister said on friday as poultry farmers counted their losses\n",
      "Tokens: ['malaysia', 'teenager', 'in', 'hospital', 'for', 'bird', 'flu', 'checks', 'a', 'teenager', 'from', 'the', 'village', 'at', 'the', 'center', 'of', 'a', 'bird', 'flu', 'outbreak', 'has', 'been', 'hospitalized', 'with', 'cold', 'symptoms', 'malaysia', 's', 'health', 'minister', 'said', 'on', 'friday', 'as', 'poultry', 'farmers', 'counted', 'their', 'losses']\n",
      "Removed Stopwords: ['malaysia', 'teenager', 'hospital', 'bird', 'flu', 'checks', 'teenager', 'village', 'center', 'bird', 'flu', 'outbreak', 'hospitalized', 'cold', 'symptoms', 'malaysia', 'health', 'minister', 'said', 'friday', 'poultry', 'farmers', 'counted', 'losses']\n",
      "Stemmed Tokens: ['malaysia', 'teenag', 'hospit', 'bird', 'flu', 'check', 'teenag', 'villag', 'center', 'bird', 'flu', 'outbreak', 'hospit', 'cold', 'symptom', 'malaysia', 'health', 'minist', 'said', 'friday', 'poultri', 'farmer', 'count', 'loss']\n",
      "Final Preprocessed Text: malaysia teenag hospit bird flu check teenag villag center bird flu outbreak hospit cold symptom malaysia health minist said friday poultri farmer count loss\n",
      "\n",
      "Original Text: Largest Protest of Week Expected in NYC (AP) AP - New York braced Sunday for tens of thousands of demonstrators in the largest scheduled protest of the week against the Bush administration, as Republican delegates descended on a heavily fortified convention city.\n",
      "Lowercased Text: largest protest of week expected in nyc (ap) ap - new york braced sunday for tens of thousands of demonstrators in the largest scheduled protest of the week against the bush administration, as republican delegates descended on a heavily fortified convention city.\n",
      "Removed URLs: largest protest of week expected in nyc (ap) ap - new york braced sunday for tens of thousands of demonstrators in the largest scheduled protest of the week against the bush administration, as republican delegates descended on a heavily fortified convention city.\n",
      "Removed HTML Tags: largest protest of week expected in nyc (ap) ap - new york braced sunday for tens of thousands of demonstrators in the largest scheduled protest of the week against the bush administration, as republican delegates descended on a heavily fortified convention city.\n",
      "Removed Special Characters: largest protest of week expected in nyc ap ap  new york braced sunday for tens of thousands of demonstrators in the largest scheduled protest of the week against the bush administration as republican delegates descended on a heavily fortified convention city\n",
      "Tokens: ['largest', 'protest', 'of', 'week', 'expected', 'in', 'nyc', 'ap', 'ap', 'new', 'york', 'braced', 'sunday', 'for', 'tens', 'of', 'thousands', 'of', 'demonstrators', 'in', 'the', 'largest', 'scheduled', 'protest', 'of', 'the', 'week', 'against', 'the', 'bush', 'administration', 'as', 'republican', 'delegates', 'descended', 'on', 'a', 'heavily', 'fortified', 'convention', 'city']\n",
      "Removed Stopwords: ['largest', 'protest', 'week', 'expected', 'nyc', 'ap', 'ap', 'new', 'york', 'braced', 'sunday', 'tens', 'thousands', 'demonstrators', 'largest', 'scheduled', 'protest', 'week', 'bush', 'administration', 'republican', 'delegates', 'descended', 'heavily', 'fortified', 'convention', 'city']\n",
      "Stemmed Tokens: ['largest', 'protest', 'week', 'expect', 'nyc', 'ap', 'ap', 'new', 'york', 'brace', 'sunday', 'ten', 'thousand', 'demonstr', 'largest', 'schedul', 'protest', 'week', 'bush', 'administr', 'republican', 'deleg', 'descend', 'heavili', 'fortifi', 'convent', 'citi']\n",
      "Final Preprocessed Text: largest protest week expect nyc ap ap new york brace sunday ten thousand demonstr largest schedul protest week bush administr republican deleg descend heavili fortifi convent citi\n",
      "\n",
      "Original Text: UN urged to curb Darfur violence Warring parties in Sudan  #39;s Darfur region have come in for severe criticism by a respected human rights organisation. In a report released on Monday, New York-based Human Rights Watch (HRW) said security in \n",
      "Lowercased Text: un urged to curb darfur violence warring parties in sudan  #39;s darfur region have come in for severe criticism by a respected human rights organisation. in a report released on monday, new york-based human rights watch (hrw) said security in \n",
      "Removed URLs: un urged to curb darfur violence warring parties in sudan  #39;s darfur region have come in for severe criticism by a respected human rights organisation. in a report released on monday, new york-based human rights watch (hrw) said security in \n",
      "Removed HTML Tags: un urged to curb darfur violence warring parties in sudan  #39;s darfur region have come in for severe criticism by a respected human rights organisation. in a report released on monday, new york-based human rights watch (hrw) said security in \n",
      "Removed Special Characters: un urged to curb darfur violence warring parties in sudan  s darfur region have come in for severe criticism by a respected human rights organisation in a report released on monday new yorkbased human rights watch hrw said security in \n",
      "Tokens: ['un', 'urged', 'to', 'curb', 'darfur', 'violence', 'warring', 'parties', 'in', 'sudan', 's', 'darfur', 'region', 'have', 'come', 'in', 'for', 'severe', 'criticism', 'by', 'a', 'respected', 'human', 'rights', 'organisation', 'in', 'a', 'report', 'released', 'on', 'monday', 'new', 'yorkbased', 'human', 'rights', 'watch', 'hrw', 'said', 'security', 'in']\n",
      "Removed Stopwords: ['un', 'urged', 'curb', 'darfur', 'violence', 'warring', 'parties', 'sudan', 'darfur', 'region', 'come', 'severe', 'criticism', 'respected', 'human', 'rights', 'organisation', 'report', 'released', 'monday', 'new', 'yorkbased', 'human', 'rights', 'watch', 'hrw', 'said', 'security']\n",
      "Stemmed Tokens: ['un', 'urg', 'curb', 'darfur', 'violenc', 'war', 'parti', 'sudan', 'darfur', 'region', 'come', 'sever', 'critic', 'respect', 'human', 'right', 'organis', 'report', 'releas', 'monday', 'new', 'yorkbas', 'human', 'right', 'watch', 'hrw', 'said', 'secur']\n",
      "Final Preprocessed Text: un urg curb darfur violenc war parti sudan darfur region come sever critic respect human right organis report releas monday new yorkbas human right watch hrw said secur\n",
      "\n",
      "Original Text: Blair to lead talks on Turkey #39;s EU entry Tony Blair will have a showpiece start to Britain #39;s presidency of the European Union next year, overseeing the beginning of membership talks with Turkey.\n",
      "Lowercased Text: blair to lead talks on turkey #39;s eu entry tony blair will have a showpiece start to britain #39;s presidency of the european union next year, overseeing the beginning of membership talks with turkey.\n",
      "Removed URLs: blair to lead talks on turkey #39;s eu entry tony blair will have a showpiece start to britain #39;s presidency of the european union next year, overseeing the beginning of membership talks with turkey.\n",
      "Removed HTML Tags: blair to lead talks on turkey #39;s eu entry tony blair will have a showpiece start to britain #39;s presidency of the european union next year, overseeing the beginning of membership talks with turkey.\n",
      "Removed Special Characters: blair to lead talks on turkey s eu entry tony blair will have a showpiece start to britain s presidency of the european union next year overseeing the beginning of membership talks with turkey\n",
      "Tokens: ['blair', 'to', 'lead', 'talks', 'on', 'turkey', 's', 'eu', 'entry', 'tony', 'blair', 'will', 'have', 'a', 'showpiece', 'start', 'to', 'britain', 's', 'presidency', 'of', 'the', 'european', 'union', 'next', 'year', 'overseeing', 'the', 'beginning', 'of', 'membership', 'talks', 'with', 'turkey']\n",
      "Removed Stopwords: ['blair', 'lead', 'talks', 'turkey', 'eu', 'entry', 'tony', 'blair', 'showpiece', 'start', 'britain', 'presidency', 'european', 'union', 'next', 'year', 'overseeing', 'beginning', 'membership', 'talks', 'turkey']\n",
      "Stemmed Tokens: ['blair', 'lead', 'talk', 'turkey', 'eu', 'entri', 'toni', 'blair', 'showpiec', 'start', 'britain', 'presid', 'european', 'union', 'next', 'year', 'overse', 'begin', 'membership', 'talk', 'turkey']\n",
      "Final Preprocessed Text: blair lead talk turkey eu entri toni blair showpiec start britain presid european union next year overse begin membership talk turkey\n",
      "\n",
      "Original Text: Rockets Hit Downtown Baghdad Sheraton BAGHDAD, Iraq Oct. 7, 2004 - Rockets struck a Baghdad hotel housing foreign contractors and journalists late Thursday, drawing return fire and underscoring the precarious security in the heart of the Iraqi capital.\n",
      "Lowercased Text: rockets hit downtown baghdad sheraton baghdad, iraq oct. 7, 2004 - rockets struck a baghdad hotel housing foreign contractors and journalists late thursday, drawing return fire and underscoring the precarious security in the heart of the iraqi capital.\n",
      "Removed URLs: rockets hit downtown baghdad sheraton baghdad, iraq oct. 7, 2004 - rockets struck a baghdad hotel housing foreign contractors and journalists late thursday, drawing return fire and underscoring the precarious security in the heart of the iraqi capital.\n",
      "Removed HTML Tags: rockets hit downtown baghdad sheraton baghdad, iraq oct. 7, 2004 - rockets struck a baghdad hotel housing foreign contractors and journalists late thursday, drawing return fire and underscoring the precarious security in the heart of the iraqi capital.\n",
      "Removed Special Characters: rockets hit downtown baghdad sheraton baghdad iraq oct    rockets struck a baghdad hotel housing foreign contractors and journalists late thursday drawing return fire and underscoring the precarious security in the heart of the iraqi capital\n",
      "Tokens: ['rockets', 'hit', 'downtown', 'baghdad', 'sheraton', 'baghdad', 'iraq', 'oct', 'rockets', 'struck', 'a', 'baghdad', 'hotel', 'housing', 'foreign', 'contractors', 'and', 'journalists', 'late', 'thursday', 'drawing', 'return', 'fire', 'and', 'underscoring', 'the', 'precarious', 'security', 'in', 'the', 'heart', 'of', 'the', 'iraqi', 'capital']\n",
      "Removed Stopwords: ['rockets', 'hit', 'downtown', 'baghdad', 'sheraton', 'baghdad', 'iraq', 'oct', 'rockets', 'struck', 'baghdad', 'hotel', 'housing', 'foreign', 'contractors', 'journalists', 'late', 'thursday', 'drawing', 'return', 'fire', 'underscoring', 'precarious', 'security', 'heart', 'iraqi', 'capital']\n",
      "Stemmed Tokens: ['rocket', 'hit', 'downtown', 'baghdad', 'sheraton', 'baghdad', 'iraq', 'oct', 'rocket', 'struck', 'baghdad', 'hotel', 'hous', 'foreign', 'contractor', 'journalist', 'late', 'thursday', 'draw', 'return', 'fire', 'underscor', 'precari', 'secur', 'heart', 'iraqi', 'capit']\n",
      "Final Preprocessed Text: rocket hit downtown baghdad sheraton baghdad iraq oct rocket struck baghdad hotel hous foreign contractor journalist late thursday draw return fire underscor precari secur heart iraqi capit\n",
      "\n",
      "Original Text: Brazil #39;s Mantle of Leadership In case anyone was really worried, Secretary of State Colin Powell offered this reassurance during a trip to Brazil this week: The giant of South America has no intent to build nuclear weapons.\n",
      "Lowercased Text: brazil #39;s mantle of leadership in case anyone was really worried, secretary of state colin powell offered this reassurance during a trip to brazil this week: the giant of south america has no intent to build nuclear weapons.\n",
      "Removed URLs: brazil #39;s mantle of leadership in case anyone was really worried, secretary of state colin powell offered this reassurance during a trip to brazil this week: the giant of south america has no intent to build nuclear weapons.\n",
      "Removed HTML Tags: brazil #39;s mantle of leadership in case anyone was really worried, secretary of state colin powell offered this reassurance during a trip to brazil this week: the giant of south america has no intent to build nuclear weapons.\n",
      "Removed Special Characters: brazil s mantle of leadership in case anyone was really worried secretary of state colin powell offered this reassurance during a trip to brazil this week the giant of south america has no intent to build nuclear weapons\n",
      "Tokens: ['brazil', 's', 'mantle', 'of', 'leadership', 'in', 'case', 'anyone', 'was', 'really', 'worried', 'secretary', 'of', 'state', 'colin', 'powell', 'offered', 'this', 'reassurance', 'during', 'a', 'trip', 'to', 'brazil', 'this', 'week', 'the', 'giant', 'of', 'south', 'america', 'has', 'no', 'intent', 'to', 'build', 'nuclear', 'weapons']\n",
      "Removed Stopwords: ['brazil', 'mantle', 'leadership', 'case', 'anyone', 'really', 'worried', 'secretary', 'state', 'colin', 'powell', 'offered', 'reassurance', 'trip', 'brazil', 'week', 'giant', 'south', 'america', 'intent', 'build', 'nuclear', 'weapons']\n",
      "Stemmed Tokens: ['brazil', 'mantl', 'leadership', 'case', 'anyon', 'realli', 'worri', 'secretari', 'state', 'colin', 'powel', 'offer', 'reassur', 'trip', 'brazil', 'week', 'giant', 'south', 'america', 'intent', 'build', 'nuclear', 'weapon']\n",
      "Final Preprocessed Text: brazil mantl leadership case anyon realli worri secretari state colin powel offer reassur trip brazil week giant south america intent build nuclear weapon\n",
      "\n",
      "Original Text: Ambush Kills 50 Iraq Soldiers Execution Style The soldiers were taken from three buses at a fake checkpoint northeast of Baghdad and killed mostly with bullets to their heads.\n",
      "Lowercased Text: ambush kills 50 iraq soldiers execution style the soldiers were taken from three buses at a fake checkpoint northeast of baghdad and killed mostly with bullets to their heads.\n",
      "Removed URLs: ambush kills 50 iraq soldiers execution style the soldiers were taken from three buses at a fake checkpoint northeast of baghdad and killed mostly with bullets to their heads.\n",
      "Removed HTML Tags: ambush kills 50 iraq soldiers execution style the soldiers were taken from three buses at a fake checkpoint northeast of baghdad and killed mostly with bullets to their heads.\n",
      "Removed Special Characters: ambush kills  iraq soldiers execution style the soldiers were taken from three buses at a fake checkpoint northeast of baghdad and killed mostly with bullets to their heads\n",
      "Tokens: ['ambush', 'kills', 'iraq', 'soldiers', 'execution', 'style', 'the', 'soldiers', 'were', 'taken', 'from', 'three', 'buses', 'at', 'a', 'fake', 'checkpoint', 'northeast', 'of', 'baghdad', 'and', 'killed', 'mostly', 'with', 'bullets', 'to', 'their', 'heads']\n",
      "Removed Stopwords: ['ambush', 'kills', 'iraq', 'soldiers', 'execution', 'style', 'soldiers', 'taken', 'three', 'buses', 'fake', 'checkpoint', 'northeast', 'baghdad', 'killed', 'mostly', 'bullets', 'heads']\n",
      "Stemmed Tokens: ['ambush', 'kill', 'iraq', 'soldier', 'execut', 'style', 'soldier', 'taken', 'three', 'buse', 'fake', 'checkpoint', 'northeast', 'baghdad', 'kill', 'mostli', 'bullet', 'head']\n",
      "Final Preprocessed Text: ambush kill iraq soldier execut style soldier taken three buse fake checkpoint northeast baghdad kill mostli bullet head\n",
      "\n",
      "Original Text: Suicide Bomber Kills at Least 18 in Pakistani Mosque  ISLAMABAD (Reuters) - A suicide bomber killed at least 18  people in a mosque packed with worshippers and wounded more  than 40 during Friday prayers in the eastern Pakistani city of  Sialkot, police said.\n",
      "Lowercased Text: suicide bomber kills at least 18 in pakistani mosque  islamabad (reuters) - a suicide bomber killed at least 18  people in a mosque packed with worshippers and wounded more  than 40 during friday prayers in the eastern pakistani city of  sialkot, police said.\n",
      "Removed URLs: suicide bomber kills at least 18 in pakistani mosque  islamabad (reuters) - a suicide bomber killed at least 18  people in a mosque packed with worshippers and wounded more  than 40 during friday prayers in the eastern pakistani city of  sialkot, police said.\n",
      "Removed HTML Tags: suicide bomber kills at least 18 in pakistani mosque  islamabad (reuters) - a suicide bomber killed at least 18  people in a mosque packed with worshippers and wounded more  than 40 during friday prayers in the eastern pakistani city of  sialkot, police said.\n",
      "Removed Special Characters: suicide bomber kills at least  in pakistani mosque  islamabad reuters  a suicide bomber killed at least   people in a mosque packed with worshippers and wounded more  than  during friday prayers in the eastern pakistani city of  sialkot police said\n",
      "Tokens: ['suicide', 'bomber', 'kills', 'at', 'least', 'in', 'pakistani', 'mosque', 'islamabad', 'reuters', 'a', 'suicide', 'bomber', 'killed', 'at', 'least', 'people', 'in', 'a', 'mosque', 'packed', 'with', 'worshippers', 'and', 'wounded', 'more', 'than', 'during', 'friday', 'prayers', 'in', 'the', 'eastern', 'pakistani', 'city', 'of', 'sialkot', 'police', 'said']\n",
      "Removed Stopwords: ['suicide', 'bomber', 'kills', 'least', 'pakistani', 'mosque', 'islamabad', 'reuters', 'suicide', 'bomber', 'killed', 'least', 'people', 'mosque', 'packed', 'worshippers', 'wounded', 'friday', 'prayers', 'eastern', 'pakistani', 'city', 'sialkot', 'police', 'said']\n",
      "Stemmed Tokens: ['suicid', 'bomber', 'kill', 'least', 'pakistani', 'mosqu', 'islamabad', 'reuter', 'suicid', 'bomber', 'kill', 'least', 'peopl', 'mosqu', 'pack', 'worshipp', 'wound', 'friday', 'prayer', 'eastern', 'pakistani', 'citi', 'sialkot', 'polic', 'said']\n",
      "Final Preprocessed Text: suicid bomber kill least pakistani mosqu islamabad reuter suicid bomber kill least peopl mosqu pack worshipp wound friday prayer eastern pakistani citi sialkot polic said\n",
      "\n",
      "Original Text: Russian Capsule Docks With Space Station KOROLYOV, Russia - A Soyu z spacecraft carrying two cosmonauts and an American astronaut docked smoothly Saturday at the international space station, where another Russian-U.S. team has spent the last six months...\n",
      "Lowercased Text: russian capsule docks with space station korolyov, russia - a soyu z spacecraft carrying two cosmonauts and an american astronaut docked smoothly saturday at the international space station, where another russian-u.s. team has spent the last six months...\n",
      "Removed URLs: russian capsule docks with space station korolyov, russia - a soyu z spacecraft carrying two cosmonauts and an american astronaut docked smoothly saturday at the international space station, where another russian-u.s. team has spent the last six months...\n",
      "Removed HTML Tags: russian capsule docks with space station korolyov, russia - a soyu z spacecraft carrying two cosmonauts and an american astronaut docked smoothly saturday at the international space station, where another russian-u.s. team has spent the last six months...\n",
      "Removed Special Characters: russian capsule docks with space station korolyov russia  a soyu z spacecraft carrying two cosmonauts and an american astronaut docked smoothly saturday at the international space station where another russianus team has spent the last six months\n",
      "Tokens: ['russian', 'capsule', 'docks', 'with', 'space', 'station', 'korolyov', 'russia', 'a', 'soyu', 'z', 'spacecraft', 'carrying', 'two', 'cosmonauts', 'and', 'an', 'american', 'astronaut', 'docked', 'smoothly', 'saturday', 'at', 'the', 'international', 'space', 'station', 'where', 'another', 'russianus', 'team', 'has', 'spent', 'the', 'last', 'six', 'months']\n",
      "Removed Stopwords: ['russian', 'capsule', 'docks', 'space', 'station', 'korolyov', 'russia', 'soyu', 'z', 'spacecraft', 'carrying', 'two', 'cosmonauts', 'american', 'astronaut', 'docked', 'smoothly', 'saturday', 'international', 'space', 'station', 'another', 'russianus', 'team', 'spent', 'last', 'six', 'months']\n",
      "Stemmed Tokens: ['russian', 'capsul', 'dock', 'space', 'station', 'korolyov', 'russia', 'soyu', 'z', 'spacecraft', 'carri', 'two', 'cosmonaut', 'american', 'astronaut', 'dock', 'smoothli', 'saturday', 'intern', 'space', 'station', 'anoth', 'russianu', 'team', 'spent', 'last', 'six', 'month']\n",
      "Final Preprocessed Text: russian capsul dock space station korolyov russia soyu z spacecraft carri two cosmonaut american astronaut dock smoothli saturday intern space station anoth russianu team spent last six month\n",
      "\n",
      "Original Text: Earthquakes Kill 4, Injure 300 In Japan Several powerful earthquakes rattled northwestern Japan over a span of two hours Saturday, toppling and setting alight homes, causing blackouts, cutting water and gas services and derailing a bullet train.\n",
      "Lowercased Text: earthquakes kill 4, injure 300 in japan several powerful earthquakes rattled northwestern japan over a span of two hours saturday, toppling and setting alight homes, causing blackouts, cutting water and gas services and derailing a bullet train.\n",
      "Removed URLs: earthquakes kill 4, injure 300 in japan several powerful earthquakes rattled northwestern japan over a span of two hours saturday, toppling and setting alight homes, causing blackouts, cutting water and gas services and derailing a bullet train.\n",
      "Removed HTML Tags: earthquakes kill 4, injure 300 in japan several powerful earthquakes rattled northwestern japan over a span of two hours saturday, toppling and setting alight homes, causing blackouts, cutting water and gas services and derailing a bullet train.\n",
      "Removed Special Characters: earthquakes kill  injure  in japan several powerful earthquakes rattled northwestern japan over a span of two hours saturday toppling and setting alight homes causing blackouts cutting water and gas services and derailing a bullet train\n",
      "Tokens: ['earthquakes', 'kill', 'injure', 'in', 'japan', 'several', 'powerful', 'earthquakes', 'rattled', 'northwestern', 'japan', 'over', 'a', 'span', 'of', 'two', 'hours', 'saturday', 'toppling', 'and', 'setting', 'alight', 'homes', 'causing', 'blackouts', 'cutting', 'water', 'and', 'gas', 'services', 'and', 'derailing', 'a', 'bullet', 'train']\n",
      "Removed Stopwords: ['earthquakes', 'kill', 'injure', 'japan', 'several', 'powerful', 'earthquakes', 'rattled', 'northwestern', 'japan', 'span', 'two', 'hours', 'saturday', 'toppling', 'setting', 'alight', 'homes', 'causing', 'blackouts', 'cutting', 'water', 'gas', 'services', 'derailing', 'bullet', 'train']\n",
      "Stemmed Tokens: ['earthquak', 'kill', 'injur', 'japan', 'sever', 'power', 'earthquak', 'rattl', 'northwestern', 'japan', 'span', 'two', 'hour', 'saturday', 'toppl', 'set', 'alight', 'home', 'caus', 'blackout', 'cut', 'water', 'ga', 'servic', 'derail', 'bullet', 'train']\n",
      "Final Preprocessed Text: earthquak kill injur japan sever power earthquak rattl northwestern japan span two hour saturday toppl set alight home caus blackout cut water ga servic derail bullet train\n",
      "\n",
      "Original Text: Finucane Killer Could Be Free in Eight Months Pat Finucanes killer expects to be a free man by next May despite a judge jailing him today for a minimum of 22 years. Loyalist assassin Ken Barrett, 41, is expected \n",
      "Lowercased Text: finucane killer could be free in eight months pat finucanes killer expects to be a free man by next may despite a judge jailing him today for a minimum of 22 years. loyalist assassin ken barrett, 41, is expected \n",
      "Removed URLs: finucane killer could be free in eight months pat finucanes killer expects to be a free man by next may despite a judge jailing him today for a minimum of 22 years. loyalist assassin ken barrett, 41, is expected \n",
      "Removed HTML Tags: finucane killer could be free in eight months pat finucanes killer expects to be a free man by next may despite a judge jailing him today for a minimum of 22 years. loyalist assassin ken barrett, 41, is expected \n",
      "Removed Special Characters: finucane killer could be free in eight months pat finucanes killer expects to be a free man by next may despite a judge jailing him today for a minimum of  years loyalist assassin ken barrett  is expected \n",
      "Tokens: ['finucane', 'killer', 'could', 'be', 'free', 'in', 'eight', 'months', 'pat', 'finucanes', 'killer', 'expects', 'to', 'be', 'a', 'free', 'man', 'by', 'next', 'may', 'despite', 'a', 'judge', 'jailing', 'him', 'today', 'for', 'a', 'minimum', 'of', 'years', 'loyalist', 'assassin', 'ken', 'barrett', 'is', 'expected']\n",
      "Removed Stopwords: ['finucane', 'killer', 'could', 'free', 'eight', 'months', 'pat', 'finucanes', 'killer', 'expects', 'free', 'man', 'next', 'may', 'despite', 'judge', 'jailing', 'today', 'minimum', 'years', 'loyalist', 'assassin', 'ken', 'barrett', 'expected']\n",
      "Stemmed Tokens: ['finucan', 'killer', 'could', 'free', 'eight', 'month', 'pat', 'finucan', 'killer', 'expect', 'free', 'man', 'next', 'may', 'despit', 'judg', 'jail', 'today', 'minimum', 'year', 'loyalist', 'assassin', 'ken', 'barrett', 'expect']\n",
      "Final Preprocessed Text: finucan killer could free eight month pat finucan killer expect free man next may despit judg jail today minimum year loyalist assassin ken barrett expect\n",
      "\n",
      "Original Text: Howard #39;s anti terror teams rejected Malaysia has hit out at Australian plans to base counter-terrorism teams in Southeast Asia, saying it #39;s capable of dealing with any terrorism threat on its own.\n",
      "Lowercased Text: howard #39;s anti terror teams rejected malaysia has hit out at australian plans to base counter-terrorism teams in southeast asia, saying it #39;s capable of dealing with any terrorism threat on its own.\n",
      "Removed URLs: howard #39;s anti terror teams rejected malaysia has hit out at australian plans to base counter-terrorism teams in southeast asia, saying it #39;s capable of dealing with any terrorism threat on its own.\n",
      "Removed HTML Tags: howard #39;s anti terror teams rejected malaysia has hit out at australian plans to base counter-terrorism teams in southeast asia, saying it #39;s capable of dealing with any terrorism threat on its own.\n",
      "Removed Special Characters: howard s anti terror teams rejected malaysia has hit out at australian plans to base counterterrorism teams in southeast asia saying it s capable of dealing with any terrorism threat on its own\n",
      "Tokens: ['howard', 's', 'anti', 'terror', 'teams', 'rejected', 'malaysia', 'has', 'hit', 'out', 'at', 'australian', 'plans', 'to', 'base', 'counterterrorism', 'teams', 'in', 'southeast', 'asia', 'saying', 'it', 's', 'capable', 'of', 'dealing', 'with', 'any', 'terrorism', 'threat', 'on', 'its', 'own']\n",
      "Removed Stopwords: ['howard', 'anti', 'terror', 'teams', 'rejected', 'malaysia', 'hit', 'australian', 'plans', 'base', 'counterterrorism', 'teams', 'southeast', 'asia', 'saying', 'capable', 'dealing', 'terrorism', 'threat']\n",
      "Stemmed Tokens: ['howard', 'anti', 'terror', 'team', 'reject', 'malaysia', 'hit', 'australian', 'plan', 'base', 'counterterror', 'team', 'southeast', 'asia', 'say', 'capabl', 'deal', 'terror', 'threat']\n",
      "Final Preprocessed Text: howard anti terror team reject malaysia hit australian plan base counterterror team southeast asia say capabl deal terror threat\n",
      "\n",
      "Original Text: Diplomats: Nuke equipment taken Missing nuclear-related equipment in Iraq was removed by experts working systematically over an extended period, diplomats said Thursday, contradicting Iraqi officials \n",
      "Lowercased Text: diplomats: nuke equipment taken missing nuclear-related equipment in iraq was removed by experts working systematically over an extended period, diplomats said thursday, contradicting iraqi officials \n",
      "Removed URLs: diplomats: nuke equipment taken missing nuclear-related equipment in iraq was removed by experts working systematically over an extended period, diplomats said thursday, contradicting iraqi officials \n",
      "Removed HTML Tags: diplomats: nuke equipment taken missing nuclear-related equipment in iraq was removed by experts working systematically over an extended period, diplomats said thursday, contradicting iraqi officials \n",
      "Removed Special Characters: diplomats nuke equipment taken missing nuclearrelated equipment in iraq was removed by experts working systematically over an extended period diplomats said thursday contradicting iraqi officials \n",
      "Tokens: ['diplomats', 'nuke', 'equipment', 'taken', 'missing', 'nuclearrelated', 'equipment', 'in', 'iraq', 'was', 'removed', 'by', 'experts', 'working', 'systematically', 'over', 'an', 'extended', 'period', 'diplomats', 'said', 'thursday', 'contradicting', 'iraqi', 'officials']\n",
      "Removed Stopwords: ['diplomats', 'nuke', 'equipment', 'taken', 'missing', 'nuclearrelated', 'equipment', 'iraq', 'removed', 'experts', 'working', 'systematically', 'extended', 'period', 'diplomats', 'said', 'thursday', 'contradicting', 'iraqi', 'officials']\n",
      "Stemmed Tokens: ['diplomat', 'nuke', 'equip', 'taken', 'miss', 'nuclearrel', 'equip', 'iraq', 'remov', 'expert', 'work', 'systemat', 'extend', 'period', 'diplomat', 'said', 'thursday', 'contradict', 'iraqi', 'offici']\n",
      "Final Preprocessed Text: diplomat nuke equip taken miss nuclearrel equip iraq remov expert work systemat extend period diplomat said thursday contradict iraqi offici\n",
      "\n",
      "Original Text: Earthquake Jolts Northern Italy, Injuring 9 An earthquake measuring about 5.2 on the Richter scale shook northern Italy from the Tyrrhenian to the Adriatic seas in the night to Thursday, causing panic and injuring at least nine people.\n",
      "Lowercased Text: earthquake jolts northern italy, injuring 9 an earthquake measuring about 5.2 on the richter scale shook northern italy from the tyrrhenian to the adriatic seas in the night to thursday, causing panic and injuring at least nine people.\n",
      "Removed URLs: earthquake jolts northern italy, injuring 9 an earthquake measuring about 5.2 on the richter scale shook northern italy from the tyrrhenian to the adriatic seas in the night to thursday, causing panic and injuring at least nine people.\n",
      "Removed HTML Tags: earthquake jolts northern italy, injuring 9 an earthquake measuring about 5.2 on the richter scale shook northern italy from the tyrrhenian to the adriatic seas in the night to thursday, causing panic and injuring at least nine people.\n",
      "Removed Special Characters: earthquake jolts northern italy injuring  an earthquake measuring about  on the richter scale shook northern italy from the tyrrhenian to the adriatic seas in the night to thursday causing panic and injuring at least nine people\n",
      "Tokens: ['earthquake', 'jolts', 'northern', 'italy', 'injuring', 'an', 'earthquake', 'measuring', 'about', 'on', 'the', 'richter', 'scale', 'shook', 'northern', 'italy', 'from', 'the', 'tyrrhenian', 'to', 'the', 'adriatic', 'seas', 'in', 'the', 'night', 'to', 'thursday', 'causing', 'panic', 'and', 'injuring', 'at', 'least', 'nine', 'people']\n",
      "Removed Stopwords: ['earthquake', 'jolts', 'northern', 'italy', 'injuring', 'earthquake', 'measuring', 'richter', 'scale', 'shook', 'northern', 'italy', 'tyrrhenian', 'adriatic', 'seas', 'night', 'thursday', 'causing', 'panic', 'injuring', 'least', 'nine', 'people']\n",
      "Stemmed Tokens: ['earthquak', 'jolt', 'northern', 'itali', 'injur', 'earthquak', 'measur', 'richter', 'scale', 'shook', 'northern', 'itali', 'tyrrhenian', 'adriat', 'sea', 'night', 'thursday', 'caus', 'panic', 'injur', 'least', 'nine', 'peopl']\n",
      "Final Preprocessed Text: earthquak jolt northern itali injur earthquak measur richter scale shook northern itali tyrrhenian adriat sea night thursday caus panic injur least nine peopl\n",
      "\n",
      "Original Text: Olympian women escape the age barrier (AFP) AFP - The older the violin, the sweeter the music. And the Athens Olympics is proving the lyrics right as Martina Navratilova, Merlene Ottey and company are demonstrating the endurance of women with middle-aged ladies defying perceptions about age and competition in nearly every sport.\n",
      "Lowercased Text: olympian women escape the age barrier (afp) afp - the older the violin, the sweeter the music. and the athens olympics is proving the lyrics right as martina navratilova, merlene ottey and company are demonstrating the endurance of women with middle-aged ladies defying perceptions about age and competition in nearly every sport.\n",
      "Removed URLs: olympian women escape the age barrier (afp) afp - the older the violin, the sweeter the music. and the athens olympics is proving the lyrics right as martina navratilova, merlene ottey and company are demonstrating the endurance of women with middle-aged ladies defying perceptions about age and competition in nearly every sport.\n",
      "Removed HTML Tags: olympian women escape the age barrier (afp) afp - the older the violin, the sweeter the music. and the athens olympics is proving the lyrics right as martina navratilova, merlene ottey and company are demonstrating the endurance of women with middle-aged ladies defying perceptions about age and competition in nearly every sport.\n",
      "Removed Special Characters: olympian women escape the age barrier afp afp  the older the violin the sweeter the music and the athens olympics is proving the lyrics right as martina navratilova merlene ottey and company are demonstrating the endurance of women with middleaged ladies defying perceptions about age and competition in nearly every sport\n",
      "Tokens: ['olympian', 'women', 'escape', 'the', 'age', 'barrier', 'afp', 'afp', 'the', 'older', 'the', 'violin', 'the', 'sweeter', 'the', 'music', 'and', 'the', 'athens', 'olympics', 'is', 'proving', 'the', 'lyrics', 'right', 'as', 'martina', 'navratilova', 'merlene', 'ottey', 'and', 'company', 'are', 'demonstrating', 'the', 'endurance', 'of', 'women', 'with', 'middleaged', 'ladies', 'defying', 'perceptions', 'about', 'age', 'and', 'competition', 'in', 'nearly', 'every', 'sport']\n",
      "Removed Stopwords: ['olympian', 'women', 'escape', 'age', 'barrier', 'afp', 'afp', 'older', 'violin', 'sweeter', 'music', 'athens', 'olympics', 'proving', 'lyrics', 'right', 'martina', 'navratilova', 'merlene', 'ottey', 'company', 'demonstrating', 'endurance', 'women', 'middleaged', 'ladies', 'defying', 'perceptions', 'age', 'competition', 'nearly', 'every', 'sport']\n",
      "Stemmed Tokens: ['olympian', 'women', 'escap', 'age', 'barrier', 'afp', 'afp', 'older', 'violin', 'sweeter', 'music', 'athen', 'olymp', 'prove', 'lyric', 'right', 'martina', 'navratilova', 'merlen', 'ottey', 'compani', 'demonstr', 'endur', 'women', 'middleag', 'ladi', 'defi', 'percept', 'age', 'competit', 'nearli', 'everi', 'sport']\n",
      "Final Preprocessed Text: olympian women escap age barrier afp afp older violin sweeter music athen olymp prove lyric right martina navratilova merlen ottey compani demonstr endur women middleag ladi defi percept age competit nearli everi sport\n",
      "\n",
      "Original Text: N.H. Man Denies FTC 'Spyware' Charges (AP) AP - The man at the center of the nation's first spyware case  #151; a businessman notorious for his junk Internet mailings  #151; says federal regulators were politically motivated in targeting him for enforcement of new bills outlawing intrusive software.\n",
      "Lowercased Text: n.h. man denies ftc 'spyware' charges (ap) ap - the man at the center of the nation's first spyware case  #151; a businessman notorious for his junk internet mailings  #151; says federal regulators were politically motivated in targeting him for enforcement of new bills outlawing intrusive software.\n",
      "Removed URLs: n.h. man denies ftc 'spyware' charges (ap) ap - the man at the center of the nation's first spyware case  #151; a businessman notorious for his junk internet mailings  #151; says federal regulators were politically motivated in targeting him for enforcement of new bills outlawing intrusive software.\n",
      "Removed HTML Tags: n.h. man denies ftc 'spyware' charges (ap) ap - the man at the center of the nation's first spyware case  #151; a businessman notorious for his junk internet mailings  #151; says federal regulators were politically motivated in targeting him for enforcement of new bills outlawing intrusive software.\n",
      "Removed Special Characters: nh man denies ftc spyware charges ap ap  the man at the center of the nations first spyware case   a businessman notorious for his junk internet mailings   says federal regulators were politically motivated in targeting him for enforcement of new bills outlawing intrusive software\n",
      "Tokens: ['nh', 'man', 'denies', 'ftc', 'spyware', 'charges', 'ap', 'ap', 'the', 'man', 'at', 'the', 'center', 'of', 'the', 'nations', 'first', 'spyware', 'case', 'a', 'businessman', 'notorious', 'for', 'his', 'junk', 'internet', 'mailings', 'says', 'federal', 'regulators', 'were', 'politically', 'motivated', 'in', 'targeting', 'him', 'for', 'enforcement', 'of', 'new', 'bills', 'outlawing', 'intrusive', 'software']\n",
      "Removed Stopwords: ['nh', 'man', 'denies', 'ftc', 'spyware', 'charges', 'ap', 'ap', 'man', 'center', 'nations', 'first', 'spyware', 'case', 'businessman', 'notorious', 'junk', 'internet', 'mailings', 'says', 'federal', 'regulators', 'politically', 'motivated', 'targeting', 'enforcement', 'new', 'bills', 'outlawing', 'intrusive', 'software']\n",
      "Stemmed Tokens: ['nh', 'man', 'deni', 'ftc', 'spywar', 'charg', 'ap', 'ap', 'man', 'center', 'nation', 'first', 'spywar', 'case', 'businessman', 'notori', 'junk', 'internet', 'mail', 'say', 'feder', 'regul', 'polit', 'motiv', 'target', 'enforc', 'new', 'bill', 'outlaw', 'intrus', 'softwar']\n",
      "Final Preprocessed Text: nh man deni ftc spywar charg ap ap man center nation first spywar case businessman notori junk internet mail say feder regul polit motiv target enforc new bill outlaw intrus softwar\n",
      "\n",
      "Original Text: British troops return to southern Iraq after mission near Baghdad LONDON - Hundreds of British troops returned to their base in southern Iraq yesterday, ending a monthlong deployment requested by the United States for an offensive in a restive region near Baghdad.\n",
      "Lowercased Text: british troops return to southern iraq after mission near baghdad london - hundreds of british troops returned to their base in southern iraq yesterday, ending a monthlong deployment requested by the united states for an offensive in a restive region near baghdad.\n",
      "Removed URLs: british troops return to southern iraq after mission near baghdad london - hundreds of british troops returned to their base in southern iraq yesterday, ending a monthlong deployment requested by the united states for an offensive in a restive region near baghdad.\n",
      "Removed HTML Tags: british troops return to southern iraq after mission near baghdad london - hundreds of british troops returned to their base in southern iraq yesterday, ending a monthlong deployment requested by the united states for an offensive in a restive region near baghdad.\n",
      "Removed Special Characters: british troops return to southern iraq after mission near baghdad london  hundreds of british troops returned to their base in southern iraq yesterday ending a monthlong deployment requested by the united states for an offensive in a restive region near baghdad\n",
      "Tokens: ['british', 'troops', 'return', 'to', 'southern', 'iraq', 'after', 'mission', 'near', 'baghdad', 'london', 'hundreds', 'of', 'british', 'troops', 'returned', 'to', 'their', 'base', 'in', 'southern', 'iraq', 'yesterday', 'ending', 'a', 'monthlong', 'deployment', 'requested', 'by', 'the', 'united', 'states', 'for', 'an', 'offensive', 'in', 'a', 'restive', 'region', 'near', 'baghdad']\n",
      "Removed Stopwords: ['british', 'troops', 'return', 'southern', 'iraq', 'mission', 'near', 'baghdad', 'london', 'hundreds', 'british', 'troops', 'returned', 'base', 'southern', 'iraq', 'yesterday', 'ending', 'monthlong', 'deployment', 'requested', 'united', 'states', 'offensive', 'restive', 'region', 'near', 'baghdad']\n",
      "Stemmed Tokens: ['british', 'troop', 'return', 'southern', 'iraq', 'mission', 'near', 'baghdad', 'london', 'hundr', 'british', 'troop', 'return', 'base', 'southern', 'iraq', 'yesterday', 'end', 'monthlong', 'deploy', 'request', 'unit', 'state', 'offens', 'restiv', 'region', 'near', 'baghdad']\n",
      "Final Preprocessed Text: british troop return southern iraq mission near baghdad london hundr british troop return base southern iraq yesterday end monthlong deploy request unit state offens restiv region near baghdad\n",
      "\n",
      "Original Text: Dutch Charge 7 Muslim Men in Killing of a Critic of Islam Seven Islamic militants were charged here on Friday with terrorist-related activities in connection with the killing of the Dutch filmmaker Theo van Gogh, Amsterdam #39;s public prosecutor said.\n",
      "Lowercased Text: dutch charge 7 muslim men in killing of a critic of islam seven islamic militants were charged here on friday with terrorist-related activities in connection with the killing of the dutch filmmaker theo van gogh, amsterdam #39;s public prosecutor said.\n",
      "Removed URLs: dutch charge 7 muslim men in killing of a critic of islam seven islamic militants were charged here on friday with terrorist-related activities in connection with the killing of the dutch filmmaker theo van gogh, amsterdam #39;s public prosecutor said.\n",
      "Removed HTML Tags: dutch charge 7 muslim men in killing of a critic of islam seven islamic militants were charged here on friday with terrorist-related activities in connection with the killing of the dutch filmmaker theo van gogh, amsterdam #39;s public prosecutor said.\n",
      "Removed Special Characters: dutch charge  muslim men in killing of a critic of islam seven islamic militants were charged here on friday with terroristrelated activities in connection with the killing of the dutch filmmaker theo van gogh amsterdam s public prosecutor said\n",
      "Tokens: ['dutch', 'charge', 'muslim', 'men', 'in', 'killing', 'of', 'a', 'critic', 'of', 'islam', 'seven', 'islamic', 'militants', 'were', 'charged', 'here', 'on', 'friday', 'with', 'terroristrelated', 'activities', 'in', 'connection', 'with', 'the', 'killing', 'of', 'the', 'dutch', 'filmmaker', 'theo', 'van', 'gogh', 'amsterdam', 's', 'public', 'prosecutor', 'said']\n",
      "Removed Stopwords: ['dutch', 'charge', 'muslim', 'men', 'killing', 'critic', 'islam', 'seven', 'islamic', 'militants', 'charged', 'friday', 'terroristrelated', 'activities', 'connection', 'killing', 'dutch', 'filmmaker', 'theo', 'van', 'gogh', 'amsterdam', 'public', 'prosecutor', 'said']\n",
      "Stemmed Tokens: ['dutch', 'charg', 'muslim', 'men', 'kill', 'critic', 'islam', 'seven', 'islam', 'milit', 'charg', 'friday', 'terroristrel', 'activ', 'connect', 'kill', 'dutch', 'filmmak', 'theo', 'van', 'gogh', 'amsterdam', 'public', 'prosecutor', 'said']\n",
      "Final Preprocessed Text: dutch charg muslim men kill critic islam seven islam milit charg friday terroristrel activ connect kill dutch filmmak theo van gogh amsterdam public prosecutor said\n",
      "\n",
      "Original Text: Aristide supporters rampage in Haiti YOUNG gangsters torched cars, fired in the air and terrorised people not far from the presidential palace as violence flared in the Haitian capital of Port-au-Prince.\n",
      "Lowercased Text: aristide supporters rampage in haiti young gangsters torched cars, fired in the air and terrorised people not far from the presidential palace as violence flared in the haitian capital of port-au-prince.\n",
      "Removed URLs: aristide supporters rampage in haiti young gangsters torched cars, fired in the air and terrorised people not far from the presidential palace as violence flared in the haitian capital of port-au-prince.\n",
      "Removed HTML Tags: aristide supporters rampage in haiti young gangsters torched cars, fired in the air and terrorised people not far from the presidential palace as violence flared in the haitian capital of port-au-prince.\n",
      "Removed Special Characters: aristide supporters rampage in haiti young gangsters torched cars fired in the air and terrorised people not far from the presidential palace as violence flared in the haitian capital of portauprince\n",
      "Tokens: ['aristide', 'supporters', 'rampage', 'in', 'haiti', 'young', 'gangsters', 'torched', 'cars', 'fired', 'in', 'the', 'air', 'and', 'terrorised', 'people', 'not', 'far', 'from', 'the', 'presidential', 'palace', 'as', 'violence', 'flared', 'in', 'the', 'haitian', 'capital', 'of', 'portauprince']\n",
      "Removed Stopwords: ['aristide', 'supporters', 'rampage', 'haiti', 'young', 'gangsters', 'torched', 'cars', 'fired', 'air', 'terrorised', 'people', 'far', 'presidential', 'palace', 'violence', 'flared', 'haitian', 'capital', 'portauprince']\n",
      "Stemmed Tokens: ['aristid', 'support', 'rampag', 'haiti', 'young', 'gangster', 'torch', 'car', 'fire', 'air', 'terroris', 'peopl', 'far', 'presidenti', 'palac', 'violenc', 'flare', 'haitian', 'capit', 'portauprinc']\n",
      "Final Preprocessed Text: aristid support rampag haiti young gangster torch car fire air terroris peopl far presidenti palac violenc flare haitian capit portauprinc\n",
      "\n",
      "Original Text: High Prices Boost BP 3rd-Quarter Profits (AP) AP - High oil and gas prices and bigger profit margins in refining helped the British energy giant BP PLC nearly double its third-quarter earnings.\n",
      "Lowercased Text: high prices boost bp 3rd-quarter profits (ap) ap - high oil and gas prices and bigger profit margins in refining helped the british energy giant bp plc nearly double its third-quarter earnings.\n",
      "Removed URLs: high prices boost bp 3rd-quarter profits (ap) ap - high oil and gas prices and bigger profit margins in refining helped the british energy giant bp plc nearly double its third-quarter earnings.\n",
      "Removed HTML Tags: high prices boost bp 3rd-quarter profits (ap) ap - high oil and gas prices and bigger profit margins in refining helped the british energy giant bp plc nearly double its third-quarter earnings.\n",
      "Removed Special Characters: high prices boost bp rdquarter profits ap ap  high oil and gas prices and bigger profit margins in refining helped the british energy giant bp plc nearly double its thirdquarter earnings\n",
      "Tokens: ['high', 'prices', 'boost', 'bp', 'rdquarter', 'profits', 'ap', 'ap', 'high', 'oil', 'and', 'gas', 'prices', 'and', 'bigger', 'profit', 'margins', 'in', 'refining', 'helped', 'the', 'british', 'energy', 'giant', 'bp', 'plc', 'nearly', 'double', 'its', 'thirdquarter', 'earnings']\n",
      "Removed Stopwords: ['high', 'prices', 'boost', 'bp', 'rdquarter', 'profits', 'ap', 'ap', 'high', 'oil', 'gas', 'prices', 'bigger', 'profit', 'margins', 'refining', 'helped', 'british', 'energy', 'giant', 'bp', 'plc', 'nearly', 'double', 'thirdquarter', 'earnings']\n",
      "Stemmed Tokens: ['high', 'price', 'boost', 'bp', 'rdquarter', 'profit', 'ap', 'ap', 'high', 'oil', 'ga', 'price', 'bigger', 'profit', 'margin', 'refin', 'help', 'british', 'energi', 'giant', 'bp', 'plc', 'nearli', 'doubl', 'thirdquart', 'earn']\n",
      "Final Preprocessed Text: high price boost bp rdquarter profit ap ap high oil ga price bigger profit margin refin help british energi giant bp plc nearli doubl thirdquart earn\n",
      "\n",
      "Original Text: Baghdad Deputy Governor Assassinated Gunmen killed the deputy governor of Baghdad today on his way to work, Iraqi officials said. Hatim Kamil was assassinated in a drive-by shooting this morning, said Baghdad Governor Ali al-Haidari.\n",
      "Lowercased Text: baghdad deputy governor assassinated gunmen killed the deputy governor of baghdad today on his way to work, iraqi officials said. hatim kamil was assassinated in a drive-by shooting this morning, said baghdad governor ali al-haidari.\n",
      "Removed URLs: baghdad deputy governor assassinated gunmen killed the deputy governor of baghdad today on his way to work, iraqi officials said. hatim kamil was assassinated in a drive-by shooting this morning, said baghdad governor ali al-haidari.\n",
      "Removed HTML Tags: baghdad deputy governor assassinated gunmen killed the deputy governor of baghdad today on his way to work, iraqi officials said. hatim kamil was assassinated in a drive-by shooting this morning, said baghdad governor ali al-haidari.\n",
      "Removed Special Characters: baghdad deputy governor assassinated gunmen killed the deputy governor of baghdad today on his way to work iraqi officials said hatim kamil was assassinated in a driveby shooting this morning said baghdad governor ali alhaidari\n",
      "Tokens: ['baghdad', 'deputy', 'governor', 'assassinated', 'gunmen', 'killed', 'the', 'deputy', 'governor', 'of', 'baghdad', 'today', 'on', 'his', 'way', 'to', 'work', 'iraqi', 'officials', 'said', 'hatim', 'kamil', 'was', 'assassinated', 'in', 'a', 'driveby', 'shooting', 'this', 'morning', 'said', 'baghdad', 'governor', 'ali', 'alhaidari']\n",
      "Removed Stopwords: ['baghdad', 'deputy', 'governor', 'assassinated', 'gunmen', 'killed', 'deputy', 'governor', 'baghdad', 'today', 'way', 'work', 'iraqi', 'officials', 'said', 'hatim', 'kamil', 'assassinated', 'driveby', 'shooting', 'morning', 'said', 'baghdad', 'governor', 'ali', 'alhaidari']\n",
      "Stemmed Tokens: ['baghdad', 'deputi', 'governor', 'assassin', 'gunmen', 'kill', 'deputi', 'governor', 'baghdad', 'today', 'way', 'work', 'iraqi', 'offici', 'said', 'hatim', 'kamil', 'assassin', 'drivebi', 'shoot', 'morn', 'said', 'baghdad', 'governor', 'ali', 'alhaidari']\n",
      "Final Preprocessed Text: baghdad deputi governor assassin gunmen kill deputi governor baghdad today way work iraqi offici said hatim kamil assassin drivebi shoot morn said baghdad governor ali alhaidari\n",
      "\n",
      "Original Text: Barry Bonds Hits 700th Career Home Run SAN FRANCISCO - Barry Bonds hit his 700th home run Friday night, toppling another milestone and edging closer to Babe Ruth and Hank Aaron in his quest to become the greatest slugger in baseball history.    Bonds rewarded his fans in the opener of the San Francisco Giants' nine-game homestand with a 392-foot opposite-field homer to left center leading off the third inning...\n",
      "Lowercased Text: barry bonds hits 700th career home run san francisco - barry bonds hit his 700th home run friday night, toppling another milestone and edging closer to babe ruth and hank aaron in his quest to become the greatest slugger in baseball history.    bonds rewarded his fans in the opener of the san francisco giants' nine-game homestand with a 392-foot opposite-field homer to left center leading off the third inning...\n",
      "Removed URLs: barry bonds hits 700th career home run san francisco - barry bonds hit his 700th home run friday night, toppling another milestone and edging closer to babe ruth and hank aaron in his quest to become the greatest slugger in baseball history.    bonds rewarded his fans in the opener of the san francisco giants' nine-game homestand with a 392-foot opposite-field homer to left center leading off the third inning...\n",
      "Removed HTML Tags: barry bonds hits 700th career home run san francisco - barry bonds hit his 700th home run friday night, toppling another milestone and edging closer to babe ruth and hank aaron in his quest to become the greatest slugger in baseball history.    bonds rewarded his fans in the opener of the san francisco giants' nine-game homestand with a 392-foot opposite-field homer to left center leading off the third inning...\n",
      "Removed Special Characters: barry bonds hits th career home run san francisco  barry bonds hit his th home run friday night toppling another milestone and edging closer to babe ruth and hank aaron in his quest to become the greatest slugger in baseball history    bonds rewarded his fans in the opener of the san francisco giants ninegame homestand with a foot oppositefield homer to left center leading off the third inning\n",
      "Tokens: ['barry', 'bonds', 'hits', 'th', 'career', 'home', 'run', 'san', 'francisco', 'barry', 'bonds', 'hit', 'his', 'th', 'home', 'run', 'friday', 'night', 'toppling', 'another', 'milestone', 'and', 'edging', 'closer', 'to', 'babe', 'ruth', 'and', 'hank', 'aaron', 'in', 'his', 'quest', 'to', 'become', 'the', 'greatest', 'slugger', 'in', 'baseball', 'history', 'bonds', 'rewarded', 'his', 'fans', 'in', 'the', 'opener', 'of', 'the', 'san', 'francisco', 'giants', 'ninegame', 'homestand', 'with', 'a', 'foot', 'oppositefield', 'homer', 'to', 'left', 'center', 'leading', 'off', 'the', 'third', 'inning']\n",
      "Removed Stopwords: ['barry', 'bonds', 'hits', 'th', 'career', 'home', 'run', 'san', 'francisco', 'barry', 'bonds', 'hit', 'th', 'home', 'run', 'friday', 'night', 'toppling', 'another', 'milestone', 'edging', 'closer', 'babe', 'ruth', 'hank', 'aaron', 'quest', 'become', 'greatest', 'slugger', 'baseball', 'history', 'bonds', 'rewarded', 'fans', 'opener', 'san', 'francisco', 'giants', 'ninegame', 'homestand', 'foot', 'oppositefield', 'homer', 'left', 'center', 'leading', 'third', 'inning']\n",
      "Stemmed Tokens: ['barri', 'bond', 'hit', 'th', 'career', 'home', 'run', 'san', 'francisco', 'barri', 'bond', 'hit', 'th', 'home', 'run', 'friday', 'night', 'toppl', 'anoth', 'mileston', 'edg', 'closer', 'babe', 'ruth', 'hank', 'aaron', 'quest', 'becom', 'greatest', 'slugger', 'basebal', 'histori', 'bond', 'reward', 'fan', 'open', 'san', 'francisco', 'giant', 'ninegam', 'homestand', 'foot', 'oppositefield', 'homer', 'left', 'center', 'lead', 'third', 'inning']\n",
      "Final Preprocessed Text: barri bond hit th career home run san francisco barri bond hit th home run friday night toppl anoth mileston edg closer babe ruth hank aaron quest becom greatest slugger basebal histori bond reward fan open san francisco giant ninegam homestand foot oppositefield homer left center lead third inning\n",
      "\n",
      "Original Text: Report lays part of blame for Concorde crash on Continental Airlines (AFP) AFP - A French legal inquiry into the July 2000 Concorde crash outside Paris that killed 113 people presented findings Tuesday that put part of the blame on the US airline Continental.\n",
      "Lowercased Text: report lays part of blame for concorde crash on continental airlines (afp) afp - a french legal inquiry into the july 2000 concorde crash outside paris that killed 113 people presented findings tuesday that put part of the blame on the us airline continental.\n",
      "Removed URLs: report lays part of blame for concorde crash on continental airlines (afp) afp - a french legal inquiry into the july 2000 concorde crash outside paris that killed 113 people presented findings tuesday that put part of the blame on the us airline continental.\n",
      "Removed HTML Tags: report lays part of blame for concorde crash on continental airlines (afp) afp - a french legal inquiry into the july 2000 concorde crash outside paris that killed 113 people presented findings tuesday that put part of the blame on the us airline continental.\n",
      "Removed Special Characters: report lays part of blame for concorde crash on continental airlines afp afp  a french legal inquiry into the july  concorde crash outside paris that killed  people presented findings tuesday that put part of the blame on the us airline continental\n",
      "Tokens: ['report', 'lays', 'part', 'of', 'blame', 'for', 'concorde', 'crash', 'on', 'continental', 'airlines', 'afp', 'afp', 'a', 'french', 'legal', 'inquiry', 'into', 'the', 'july', 'concorde', 'crash', 'outside', 'paris', 'that', 'killed', 'people', 'presented', 'findings', 'tuesday', 'that', 'put', 'part', 'of', 'the', 'blame', 'on', 'the', 'us', 'airline', 'continental']\n",
      "Removed Stopwords: ['report', 'lays', 'part', 'blame', 'concorde', 'crash', 'continental', 'airlines', 'afp', 'afp', 'french', 'legal', 'inquiry', 'july', 'concorde', 'crash', 'outside', 'paris', 'killed', 'people', 'presented', 'findings', 'tuesday', 'put', 'part', 'blame', 'us', 'airline', 'continental']\n",
      "Stemmed Tokens: ['report', 'lay', 'part', 'blame', 'concord', 'crash', 'continent', 'airlin', 'afp', 'afp', 'french', 'legal', 'inquiri', 'juli', 'concord', 'crash', 'outsid', 'pari', 'kill', 'peopl', 'present', 'find', 'tuesday', 'put', 'part', 'blame', 'us', 'airlin', 'continent']\n",
      "Final Preprocessed Text: report lay part blame concord crash continent airlin afp afp french legal inquiri juli concord crash outsid pari kill peopl present find tuesday put part blame us airlin continent\n",
      "\n",
      "Original Text: Spending spree will drive up rates: Latham MARK Latham attacked yesterday #39;s Coalition policy launch as a  quot;willy-nilly quot; spending spree aimed at buying votes, which would drive up interest rates.\n",
      "Lowercased Text: spending spree will drive up rates: latham mark latham attacked yesterday #39;s coalition policy launch as a  quot;willy-nilly quot; spending spree aimed at buying votes, which would drive up interest rates.\n",
      "Removed URLs: spending spree will drive up rates: latham mark latham attacked yesterday #39;s coalition policy launch as a  quot;willy-nilly quot; spending spree aimed at buying votes, which would drive up interest rates.\n",
      "Removed HTML Tags: spending spree will drive up rates: latham mark latham attacked yesterday #39;s coalition policy launch as a  quot;willy-nilly quot; spending spree aimed at buying votes, which would drive up interest rates.\n",
      "Removed Special Characters: spending spree will drive up rates latham mark latham attacked yesterday s coalition policy launch as a  quotwillynilly quot spending spree aimed at buying votes which would drive up interest rates\n",
      "Tokens: ['spending', 'spree', 'will', 'drive', 'up', 'rates', 'latham', 'mark', 'latham', 'attacked', 'yesterday', 's', 'coalition', 'policy', 'launch', 'as', 'a', 'quotwillynilly', 'quot', 'spending', 'spree', 'aimed', 'at', 'buying', 'votes', 'which', 'would', 'drive', 'up', 'interest', 'rates']\n",
      "Removed Stopwords: ['spending', 'spree', 'drive', 'rates', 'latham', 'mark', 'latham', 'attacked', 'yesterday', 'coalition', 'policy', 'launch', 'quotwillynilly', 'quot', 'spending', 'spree', 'aimed', 'buying', 'votes', 'would', 'drive', 'interest', 'rates']\n",
      "Stemmed Tokens: ['spend', 'spree', 'drive', 'rate', 'latham', 'mark', 'latham', 'attack', 'yesterday', 'coalit', 'polici', 'launch', 'quotwillynilli', 'quot', 'spend', 'spree', 'aim', 'buy', 'vote', 'would', 'drive', 'interest', 'rate']\n",
      "Final Preprocessed Text: spend spree drive rate latham mark latham attack yesterday coalit polici launch quotwillynilli quot spend spree aim buy vote would drive interest rate\n",
      "\n",
      "Original Text: U.N. Urges U.S. to End Embargo Vs. Cuba (AP) AP - For the 13th straight year, the U.N. General Assembly overwhelmingly urged the United States to end its more than four decade trade embargo against Cuba, rejecting Washington's argument that Fidel Castro is \"a tyrant\" who denies basic human rights to Cubans.\n",
      "Lowercased Text: u.n. urges u.s. to end embargo vs. cuba (ap) ap - for the 13th straight year, the u.n. general assembly overwhelmingly urged the united states to end its more than four decade trade embargo against cuba, rejecting washington's argument that fidel castro is \"a tyrant\" who denies basic human rights to cubans.\n",
      "Removed URLs: u.n. urges u.s. to end embargo vs. cuba (ap) ap - for the 13th straight year, the u.n. general assembly overwhelmingly urged the united states to end its more than four decade trade embargo against cuba, rejecting washington's argument that fidel castro is \"a tyrant\" who denies basic human rights to cubans.\n",
      "Removed HTML Tags: u.n. urges u.s. to end embargo vs. cuba (ap) ap - for the 13th straight year, the u.n. general assembly overwhelmingly urged the united states to end its more than four decade trade embargo against cuba, rejecting washington's argument that fidel castro is \"a tyrant\" who denies basic human rights to cubans.\n",
      "Removed Special Characters: un urges us to end embargo vs cuba ap ap  for the th straight year the un general assembly overwhelmingly urged the united states to end its more than four decade trade embargo against cuba rejecting washingtons argument that fidel castro is a tyrant who denies basic human rights to cubans\n",
      "Tokens: ['un', 'urges', 'us', 'to', 'end', 'embargo', 'vs', 'cuba', 'ap', 'ap', 'for', 'the', 'th', 'straight', 'year', 'the', 'un', 'general', 'assembly', 'overwhelmingly', 'urged', 'the', 'united', 'states', 'to', 'end', 'its', 'more', 'than', 'four', 'decade', 'trade', 'embargo', 'against', 'cuba', 'rejecting', 'washingtons', 'argument', 'that', 'fidel', 'castro', 'is', 'a', 'tyrant', 'who', 'denies', 'basic', 'human', 'rights', 'to', 'cubans']\n",
      "Removed Stopwords: ['un', 'urges', 'us', 'end', 'embargo', 'vs', 'cuba', 'ap', 'ap', 'th', 'straight', 'year', 'un', 'general', 'assembly', 'overwhelmingly', 'urged', 'united', 'states', 'end', 'four', 'decade', 'trade', 'embargo', 'cuba', 'rejecting', 'washingtons', 'argument', 'fidel', 'castro', 'tyrant', 'denies', 'basic', 'human', 'rights', 'cubans']\n",
      "Stemmed Tokens: ['un', 'urg', 'us', 'end', 'embargo', 'vs', 'cuba', 'ap', 'ap', 'th', 'straight', 'year', 'un', 'gener', 'assembl', 'overwhelmingli', 'urg', 'unit', 'state', 'end', 'four', 'decad', 'trade', 'embargo', 'cuba', 'reject', 'washington', 'argument', 'fidel', 'castro', 'tyrant', 'deni', 'basic', 'human', 'right', 'cuban']\n",
      "Final Preprocessed Text: un urg us end embargo vs cuba ap ap th straight year un gener assembl overwhelmingli urg unit state end four decad trade embargo cuba reject washington argument fidel castro tyrant deni basic human right cuban\n",
      "\n",
      "Original Text: Japan to stay in Iraq despite beheading TONY EASTLEY: The Japanese Government says it will continue its mission in Iraq, despite the beheading of one of its citizens. The troop deployment is unpopular in Japan, but surprisingly, the political fallout \n",
      "Lowercased Text: japan to stay in iraq despite beheading tony eastley: the japanese government says it will continue its mission in iraq, despite the beheading of one of its citizens. the troop deployment is unpopular in japan, but surprisingly, the political fallout \n",
      "Removed URLs: japan to stay in iraq despite beheading tony eastley: the japanese government says it will continue its mission in iraq, despite the beheading of one of its citizens. the troop deployment is unpopular in japan, but surprisingly, the political fallout \n",
      "Removed HTML Tags: japan to stay in iraq despite beheading tony eastley: the japanese government says it will continue its mission in iraq, despite the beheading of one of its citizens. the troop deployment is unpopular in japan, but surprisingly, the political fallout \n",
      "Removed Special Characters: japan to stay in iraq despite beheading tony eastley the japanese government says it will continue its mission in iraq despite the beheading of one of its citizens the troop deployment is unpopular in japan but surprisingly the political fallout \n",
      "Tokens: ['japan', 'to', 'stay', 'in', 'iraq', 'despite', 'beheading', 'tony', 'eastley', 'the', 'japanese', 'government', 'says', 'it', 'will', 'continue', 'its', 'mission', 'in', 'iraq', 'despite', 'the', 'beheading', 'of', 'one', 'of', 'its', 'citizens', 'the', 'troop', 'deployment', 'is', 'unpopular', 'in', 'japan', 'but', 'surprisingly', 'the', 'political', 'fallout']\n",
      "Removed Stopwords: ['japan', 'stay', 'iraq', 'despite', 'beheading', 'tony', 'eastley', 'japanese', 'government', 'says', 'continue', 'mission', 'iraq', 'despite', 'beheading', 'one', 'citizens', 'troop', 'deployment', 'unpopular', 'japan', 'surprisingly', 'political', 'fallout']\n",
      "Stemmed Tokens: ['japan', 'stay', 'iraq', 'despit', 'behead', 'toni', 'eastley', 'japanes', 'govern', 'say', 'continu', 'mission', 'iraq', 'despit', 'behead', 'one', 'citizen', 'troop', 'deploy', 'unpopular', 'japan', 'surprisingli', 'polit', 'fallout']\n",
      "Final Preprocessed Text: japan stay iraq despit behead toni eastley japanes govern say continu mission iraq despit behead one citizen troop deploy unpopular japan surprisingli polit fallout\n",
      "\n",
      "Original Text: German, French Business Leaders to Discuss Industry Cooperation French and German business leaders, headed by Cie. de Saint-Gobain SA Chief Executive Jean-Louis Beffa and ThyssenKrupp AG supervisory board chairman Gerhard Cromme, will form a working \n",
      "Lowercased Text: german, french business leaders to discuss industry cooperation french and german business leaders, headed by cie. de saint-gobain sa chief executive jean-louis beffa and thyssenkrupp ag supervisory board chairman gerhard cromme, will form a working \n",
      "Removed URLs: german, french business leaders to discuss industry cooperation french and german business leaders, headed by cie. de saint-gobain sa chief executive jean-louis beffa and thyssenkrupp ag supervisory board chairman gerhard cromme, will form a working \n",
      "Removed HTML Tags: german, french business leaders to discuss industry cooperation french and german business leaders, headed by cie. de saint-gobain sa chief executive jean-louis beffa and thyssenkrupp ag supervisory board chairman gerhard cromme, will form a working \n",
      "Removed Special Characters: german french business leaders to discuss industry cooperation french and german business leaders headed by cie de saintgobain sa chief executive jeanlouis beffa and thyssenkrupp ag supervisory board chairman gerhard cromme will form a working \n",
      "Tokens: ['german', 'french', 'business', 'leaders', 'to', 'discuss', 'industry', 'cooperation', 'french', 'and', 'german', 'business', 'leaders', 'headed', 'by', 'cie', 'de', 'saintgobain', 'sa', 'chief', 'executive', 'jeanlouis', 'beffa', 'and', 'thyssenkrupp', 'ag', 'supervisory', 'board', 'chairman', 'gerhard', 'cromme', 'will', 'form', 'a', 'working']\n",
      "Removed Stopwords: ['german', 'french', 'business', 'leaders', 'discuss', 'industry', 'cooperation', 'french', 'german', 'business', 'leaders', 'headed', 'cie', 'de', 'saintgobain', 'sa', 'chief', 'executive', 'jeanlouis', 'beffa', 'thyssenkrupp', 'ag', 'supervisory', 'board', 'chairman', 'gerhard', 'cromme', 'form', 'working']\n",
      "Stemmed Tokens: ['german', 'french', 'busi', 'leader', 'discuss', 'industri', 'cooper', 'french', 'german', 'busi', 'leader', 'head', 'cie', 'de', 'saintgobain', 'sa', 'chief', 'execut', 'jeanloui', 'beffa', 'thyssenkrupp', 'ag', 'supervisori', 'board', 'chairman', 'gerhard', 'cromm', 'form', 'work']\n",
      "Final Preprocessed Text: german french busi leader discuss industri cooper french german busi leader head cie de saintgobain sa chief execut jeanloui beffa thyssenkrupp ag supervisori board chairman gerhard cromm form work\n",
      "\n",
      "Original Text: Iran warns nuclear suspension subject to progress in talks TEHRAN, Iran -- Iran warned Wednesday that its agreement to suspend sensitive nuclear activities was subject to rapid progress being made in a new round of negotiations due to begin next month.\n",
      "Lowercased Text: iran warns nuclear suspension subject to progress in talks tehran, iran -- iran warned wednesday that its agreement to suspend sensitive nuclear activities was subject to rapid progress being made in a new round of negotiations due to begin next month.\n",
      "Removed URLs: iran warns nuclear suspension subject to progress in talks tehran, iran -- iran warned wednesday that its agreement to suspend sensitive nuclear activities was subject to rapid progress being made in a new round of negotiations due to begin next month.\n",
      "Removed HTML Tags: iran warns nuclear suspension subject to progress in talks tehran, iran -- iran warned wednesday that its agreement to suspend sensitive nuclear activities was subject to rapid progress being made in a new round of negotiations due to begin next month.\n",
      "Removed Special Characters: iran warns nuclear suspension subject to progress in talks tehran iran  iran warned wednesday that its agreement to suspend sensitive nuclear activities was subject to rapid progress being made in a new round of negotiations due to begin next month\n",
      "Tokens: ['iran', 'warns', 'nuclear', 'suspension', 'subject', 'to', 'progress', 'in', 'talks', 'tehran', 'iran', 'iran', 'warned', 'wednesday', 'that', 'its', 'agreement', 'to', 'suspend', 'sensitive', 'nuclear', 'activities', 'was', 'subject', 'to', 'rapid', 'progress', 'being', 'made', 'in', 'a', 'new', 'round', 'of', 'negotiations', 'due', 'to', 'begin', 'next', 'month']\n",
      "Removed Stopwords: ['iran', 'warns', 'nuclear', 'suspension', 'subject', 'progress', 'talks', 'tehran', 'iran', 'iran', 'warned', 'wednesday', 'agreement', 'suspend', 'sensitive', 'nuclear', 'activities', 'subject', 'rapid', 'progress', 'made', 'new', 'round', 'negotiations', 'due', 'begin', 'next', 'month']\n",
      "Stemmed Tokens: ['iran', 'warn', 'nuclear', 'suspens', 'subject', 'progress', 'talk', 'tehran', 'iran', 'iran', 'warn', 'wednesday', 'agreement', 'suspend', 'sensit', 'nuclear', 'activ', 'subject', 'rapid', 'progress', 'made', 'new', 'round', 'negoti', 'due', 'begin', 'next', 'month']\n",
      "Final Preprocessed Text: iran warn nuclear suspens subject progress talk tehran iran iran warn wednesday agreement suspend sensit nuclear activ subject rapid progress made new round negoti due begin next month\n",
      "\n",
      "Original Text: Wrecked Russian School Is Opened to Public BESLAN, Russia, Sept. 5  Shafts of light passed through the bullet holes in the pupils desks, which had been stacked at windows, makeshift barricades against attack. Grisly scenes awaited behind them.\n",
      "Lowercased Text: wrecked russian school is opened to public beslan, russia, sept. 5  shafts of light passed through the bullet holes in the pupils desks, which had been stacked at windows, makeshift barricades against attack. grisly scenes awaited behind them.\n",
      "Removed URLs: wrecked russian school is opened to public beslan, russia, sept. 5  shafts of light passed through the bullet holes in the pupils desks, which had been stacked at windows, makeshift barricades against attack. grisly scenes awaited behind them.\n",
      "Removed HTML Tags: wrecked russian school is opened to public beslan, russia, sept. 5  shafts of light passed through the bullet holes in the pupils desks, which had been stacked at windows, makeshift barricades against attack. grisly scenes awaited behind them.\n",
      "Removed Special Characters: wrecked russian school is opened to public beslan russia sept   shafts of light passed through the bullet holes in the pupils desks which had been stacked at windows makeshift barricades against attack grisly scenes awaited behind them\n",
      "Tokens: ['wrecked', 'russian', 'school', 'is', 'opened', 'to', 'public', 'beslan', 'russia', 'sept', 'shafts', 'of', 'light', 'passed', 'through', 'the', 'bullet', 'holes', 'in', 'the', 'pupils', 'desks', 'which', 'had', 'been', 'stacked', 'at', 'windows', 'makeshift', 'barricades', 'against', 'attack', 'grisly', 'scenes', 'awaited', 'behind', 'them']\n",
      "Removed Stopwords: ['wrecked', 'russian', 'school', 'opened', 'public', 'beslan', 'russia', 'sept', 'shafts', 'light', 'passed', 'bullet', 'holes', 'pupils', 'desks', 'stacked', 'windows', 'makeshift', 'barricades', 'attack', 'grisly', 'scenes', 'awaited', 'behind']\n",
      "Stemmed Tokens: ['wreck', 'russian', 'school', 'open', 'public', 'beslan', 'russia', 'sept', 'shaft', 'light', 'pass', 'bullet', 'hole', 'pupil', 'desk', 'stack', 'window', 'makeshift', 'barricad', 'attack', 'grisli', 'scene', 'await', 'behind']\n",
      "Final Preprocessed Text: wreck russian school open public beslan russia sept shaft light pass bullet hole pupil desk stack window makeshift barricad attack grisli scene await behind\n",
      "\n",
      "Original Text: Iran's parliament sacks minister Iran's conservative-dominated parliament votes to sack Transport Minister Ahmad Khorram.\n",
      "Lowercased Text: iran's parliament sacks minister iran's conservative-dominated parliament votes to sack transport minister ahmad khorram.\n",
      "Removed URLs: iran's parliament sacks minister iran's conservative-dominated parliament votes to sack transport minister ahmad khorram.\n",
      "Removed HTML Tags: iran's parliament sacks minister iran's conservative-dominated parliament votes to sack transport minister ahmad khorram.\n",
      "Removed Special Characters: irans parliament sacks minister irans conservativedominated parliament votes to sack transport minister ahmad khorram\n",
      "Tokens: ['irans', 'parliament', 'sacks', 'minister', 'irans', 'conservativedominated', 'parliament', 'votes', 'to', 'sack', 'transport', 'minister', 'ahmad', 'khorram']\n",
      "Removed Stopwords: ['irans', 'parliament', 'sacks', 'minister', 'irans', 'conservativedominated', 'parliament', 'votes', 'sack', 'transport', 'minister', 'ahmad', 'khorram']\n",
      "Stemmed Tokens: ['iran', 'parliament', 'sack', 'minist', 'iran', 'conservativedomin', 'parliament', 'vote', 'sack', 'transport', 'minist', 'ahmad', 'khorram']\n",
      "Final Preprocessed Text: iran parliament sack minist iran conservativedomin parliament vote sack transport minist ahmad khorram\n",
      "\n",
      "Original Text: Group threatens to kill hostages Arab TV channel al-Jazeera shows footage of what it says are three Western hostages kidnapped this week.\n",
      "Lowercased Text: group threatens to kill hostages arab tv channel al-jazeera shows footage of what it says are three western hostages kidnapped this week.\n",
      "Removed URLs: group threatens to kill hostages arab tv channel al-jazeera shows footage of what it says are three western hostages kidnapped this week.\n",
      "Removed HTML Tags: group threatens to kill hostages arab tv channel al-jazeera shows footage of what it says are three western hostages kidnapped this week.\n",
      "Removed Special Characters: group threatens to kill hostages arab tv channel aljazeera shows footage of what it says are three western hostages kidnapped this week\n",
      "Tokens: ['group', 'threatens', 'to', 'kill', 'hostages', 'arab', 'tv', 'channel', 'aljazeera', 'shows', 'footage', 'of', 'what', 'it', 'says', 'are', 'three', 'western', 'hostages', 'kidnapped', 'this', 'week']\n",
      "Removed Stopwords: ['group', 'threatens', 'kill', 'hostages', 'arab', 'tv', 'channel', 'aljazeera', 'shows', 'footage', 'says', 'three', 'western', 'hostages', 'kidnapped', 'week']\n",
      "Stemmed Tokens: ['group', 'threaten', 'kill', 'hostag', 'arab', 'tv', 'channel', 'aljazeera', 'show', 'footag', 'say', 'three', 'western', 'hostag', 'kidnap', 'week']\n",
      "Final Preprocessed Text: group threaten kill hostag arab tv channel aljazeera show footag say three western hostag kidnap week\n",
      "\n",
      "Original Text: UN Delays Cloning Decision The United Nations has put off for this year the question of whether to draft a treaty that would ban all human cloning. Diplomats instead settled on a compromise political declaration.\n",
      "Lowercased Text: un delays cloning decision the united nations has put off for this year the question of whether to draft a treaty that would ban all human cloning. diplomats instead settled on a compromise political declaration.\n",
      "Removed URLs: un delays cloning decision the united nations has put off for this year the question of whether to draft a treaty that would ban all human cloning. diplomats instead settled on a compromise political declaration.\n",
      "Removed HTML Tags: un delays cloning decision the united nations has put off for this year the question of whether to draft a treaty that would ban all human cloning. diplomats instead settled on a compromise political declaration.\n",
      "Removed Special Characters: un delays cloning decision the united nations has put off for this year the question of whether to draft a treaty that would ban all human cloning diplomats instead settled on a compromise political declaration\n",
      "Tokens: ['un', 'delays', 'cloning', 'decision', 'the', 'united', 'nations', 'has', 'put', 'off', 'for', 'this', 'year', 'the', 'question', 'of', 'whether', 'to', 'draft', 'a', 'treaty', 'that', 'would', 'ban', 'all', 'human', 'cloning', 'diplomats', 'instead', 'settled', 'on', 'a', 'compromise', 'political', 'declaration']\n",
      "Removed Stopwords: ['un', 'delays', 'cloning', 'decision', 'united', 'nations', 'put', 'year', 'question', 'whether', 'draft', 'treaty', 'would', 'ban', 'human', 'cloning', 'diplomats', 'instead', 'settled', 'compromise', 'political', 'declaration']\n",
      "Stemmed Tokens: ['un', 'delay', 'clone', 'decis', 'unit', 'nation', 'put', 'year', 'question', 'whether', 'draft', 'treati', 'would', 'ban', 'human', 'clone', 'diplomat', 'instead', 'settl', 'compromis', 'polit', 'declar']\n",
      "Final Preprocessed Text: un delay clone decis unit nation put year question whether draft treati would ban human clone diplomat instead settl compromis polit declar\n",
      "\n",
      "Original Text: S.Africa Says No Extradition Request for Thatcher  CAPE TOWN (Reuters) - South Africa has not received an  official request from Equatorial Guinea for the extradition of  Mark Thatcher, who is suspected of involvement in a coup bid in  the oil-rich country, officials said on Friday.\n",
      "Lowercased Text: s.africa says no extradition request for thatcher  cape town (reuters) - south africa has not received an  official request from equatorial guinea for the extradition of  mark thatcher, who is suspected of involvement in a coup bid in  the oil-rich country, officials said on friday.\n",
      "Removed URLs: s.africa says no extradition request for thatcher  cape town (reuters) - south africa has not received an  official request from equatorial guinea for the extradition of  mark thatcher, who is suspected of involvement in a coup bid in  the oil-rich country, officials said on friday.\n",
      "Removed HTML Tags: s.africa says no extradition request for thatcher  cape town (reuters) - south africa has not received an  official request from equatorial guinea for the extradition of  mark thatcher, who is suspected of involvement in a coup bid in  the oil-rich country, officials said on friday.\n",
      "Removed Special Characters: safrica says no extradition request for thatcher  cape town reuters  south africa has not received an  official request from equatorial guinea for the extradition of  mark thatcher who is suspected of involvement in a coup bid in  the oilrich country officials said on friday\n",
      "Tokens: ['safrica', 'says', 'no', 'extradition', 'request', 'for', 'thatcher', 'cape', 'town', 'reuters', 'south', 'africa', 'has', 'not', 'received', 'an', 'official', 'request', 'from', 'equatorial', 'guinea', 'for', 'the', 'extradition', 'of', 'mark', 'thatcher', 'who', 'is', 'suspected', 'of', 'involvement', 'in', 'a', 'coup', 'bid', 'in', 'the', 'oilrich', 'country', 'officials', 'said', 'on', 'friday']\n",
      "Removed Stopwords: ['safrica', 'says', 'extradition', 'request', 'thatcher', 'cape', 'town', 'reuters', 'south', 'africa', 'received', 'official', 'request', 'equatorial', 'guinea', 'extradition', 'mark', 'thatcher', 'suspected', 'involvement', 'coup', 'bid', 'oilrich', 'country', 'officials', 'said', 'friday']\n",
      "Stemmed Tokens: ['safrica', 'say', 'extradit', 'request', 'thatcher', 'cape', 'town', 'reuter', 'south', 'africa', 'receiv', 'offici', 'request', 'equatori', 'guinea', 'extradit', 'mark', 'thatcher', 'suspect', 'involv', 'coup', 'bid', 'oilrich', 'countri', 'offici', 'said', 'friday']\n",
      "Final Preprocessed Text: safrica say extradit request thatcher cape town reuter south africa receiv offici request equatori guinea extradit mark thatcher suspect involv coup bid oilrich countri offici said friday\n",
      "\n",
      "Original Text: Suicide bomber kills 4 in Tel Aviv #39;s Carmel Market Shortly before 11:30 am a large explosion was heard in Tel Aviv #39;s Carmel Market. A suicide bomber entered the market and blew himself up close to a stall at the corner of Hacarmel St.\n",
      "Lowercased Text: suicide bomber kills 4 in tel aviv #39;s carmel market shortly before 11:30 am a large explosion was heard in tel aviv #39;s carmel market. a suicide bomber entered the market and blew himself up close to a stall at the corner of hacarmel st.\n",
      "Removed URLs: suicide bomber kills 4 in tel aviv #39;s carmel market shortly before 11:30 am a large explosion was heard in tel aviv #39;s carmel market. a suicide bomber entered the market and blew himself up close to a stall at the corner of hacarmel st.\n",
      "Removed HTML Tags: suicide bomber kills 4 in tel aviv #39;s carmel market shortly before 11:30 am a large explosion was heard in tel aviv #39;s carmel market. a suicide bomber entered the market and blew himself up close to a stall at the corner of hacarmel st.\n",
      "Removed Special Characters: suicide bomber kills  in tel aviv s carmel market shortly before  am a large explosion was heard in tel aviv s carmel market a suicide bomber entered the market and blew himself up close to a stall at the corner of hacarmel st\n",
      "Tokens: ['suicide', 'bomber', 'kills', 'in', 'tel', 'aviv', 's', 'carmel', 'market', 'shortly', 'before', 'am', 'a', 'large', 'explosion', 'was', 'heard', 'in', 'tel', 'aviv', 's', 'carmel', 'market', 'a', 'suicide', 'bomber', 'entered', 'the', 'market', 'and', 'blew', 'himself', 'up', 'close', 'to', 'a', 'stall', 'at', 'the', 'corner', 'of', 'hacarmel', 'st']\n",
      "Removed Stopwords: ['suicide', 'bomber', 'kills', 'tel', 'aviv', 'carmel', 'market', 'shortly', 'large', 'explosion', 'heard', 'tel', 'aviv', 'carmel', 'market', 'suicide', 'bomber', 'entered', 'market', 'blew', 'close', 'stall', 'corner', 'hacarmel', 'st']\n",
      "Stemmed Tokens: ['suicid', 'bomber', 'kill', 'tel', 'aviv', 'carmel', 'market', 'shortli', 'larg', 'explos', 'heard', 'tel', 'aviv', 'carmel', 'market', 'suicid', 'bomber', 'enter', 'market', 'blew', 'close', 'stall', 'corner', 'hacarmel', 'st']\n",
      "Final Preprocessed Text: suicid bomber kill tel aviv carmel market shortli larg explos heard tel aviv carmel market suicid bomber enter market blew close stall corner hacarmel st\n",
      "\n",
      "Original Text: Next President Could Get to Reshape High Court (Reuters) Reuters - The winner of the presidential\\election could reshape the Supreme Court and could have a\\long-lasting impact on important issues such as abortion, gay\\marriages and church-state separation.\n",
      "Lowercased Text: next president could get to reshape high court (reuters) reuters - the winner of the presidential\\election could reshape the supreme court and could have a\\long-lasting impact on important issues such as abortion, gay\\marriages and church-state separation.\n",
      "Removed URLs: next president could get to reshape high court (reuters) reuters - the winner of the presidential\\election could reshape the supreme court and could have a\\long-lasting impact on important issues such as abortion, gay\\marriages and church-state separation.\n",
      "Removed HTML Tags: next president could get to reshape high court (reuters) reuters - the winner of the presidential\\election could reshape the supreme court and could have a\\long-lasting impact on important issues such as abortion, gay\\marriages and church-state separation.\n",
      "Removed Special Characters: next president could get to reshape high court reuters reuters  the winner of the presidentialelection could reshape the supreme court and could have alonglasting impact on important issues such as abortion gaymarriages and churchstate separation\n",
      "Tokens: ['next', 'president', 'could', 'get', 'to', 'reshape', 'high', 'court', 'reuters', 'reuters', 'the', 'winner', 'of', 'the', 'presidentialelection', 'could', 'reshape', 'the', 'supreme', 'court', 'and', 'could', 'have', 'alonglasting', 'impact', 'on', 'important', 'issues', 'such', 'as', 'abortion', 'gaymarriages', 'and', 'churchstate', 'separation']\n",
      "Removed Stopwords: ['next', 'president', 'could', 'get', 'reshape', 'high', 'court', 'reuters', 'reuters', 'winner', 'presidentialelection', 'could', 'reshape', 'supreme', 'court', 'could', 'alonglasting', 'impact', 'important', 'issues', 'abortion', 'gaymarriages', 'churchstate', 'separation']\n",
      "Stemmed Tokens: ['next', 'presid', 'could', 'get', 'reshap', 'high', 'court', 'reuter', 'reuter', 'winner', 'presidentialelect', 'could', 'reshap', 'suprem', 'court', 'could', 'alonglast', 'impact', 'import', 'issu', 'abort', 'gaymarriag', 'churchstat', 'separ']\n",
      "Final Preprocessed Text: next presid could get reshap high court reuter reuter winner presidentialelect could reshap suprem court could alonglast impact import issu abort gaymarriag churchstat separ\n",
      "\n",
      "Original Text: Lawmakers Troubled by 'Ghost Detainees' WASHINGTON - Congress may keep up the focus on the prison abuse scandal following the disclosure that the military has concealed as many as 100 \"ghost detainees\" from the Red Cross.    The presence of prisoners held by the CIA outside of the military's usual system of registration and care was an important finding of an Army investigation completed last month...\n",
      "Lowercased Text: lawmakers troubled by 'ghost detainees' washington - congress may keep up the focus on the prison abuse scandal following the disclosure that the military has concealed as many as 100 \"ghost detainees\" from the red cross.    the presence of prisoners held by the cia outside of the military's usual system of registration and care was an important finding of an army investigation completed last month...\n",
      "Removed URLs: lawmakers troubled by 'ghost detainees' washington - congress may keep up the focus on the prison abuse scandal following the disclosure that the military has concealed as many as 100 \"ghost detainees\" from the red cross.    the presence of prisoners held by the cia outside of the military's usual system of registration and care was an important finding of an army investigation completed last month...\n",
      "Removed HTML Tags: lawmakers troubled by 'ghost detainees' washington - congress may keep up the focus on the prison abuse scandal following the disclosure that the military has concealed as many as 100 \"ghost detainees\" from the red cross.    the presence of prisoners held by the cia outside of the military's usual system of registration and care was an important finding of an army investigation completed last month...\n",
      "Removed Special Characters: lawmakers troubled by ghost detainees washington  congress may keep up the focus on the prison abuse scandal following the disclosure that the military has concealed as many as  ghost detainees from the red cross    the presence of prisoners held by the cia outside of the militarys usual system of registration and care was an important finding of an army investigation completed last month\n",
      "Tokens: ['lawmakers', 'troubled', 'by', 'ghost', 'detainees', 'washington', 'congress', 'may', 'keep', 'up', 'the', 'focus', 'on', 'the', 'prison', 'abuse', 'scandal', 'following', 'the', 'disclosure', 'that', 'the', 'military', 'has', 'concealed', 'as', 'many', 'as', 'ghost', 'detainees', 'from', 'the', 'red', 'cross', 'the', 'presence', 'of', 'prisoners', 'held', 'by', 'the', 'cia', 'outside', 'of', 'the', 'militarys', 'usual', 'system', 'of', 'registration', 'and', 'care', 'was', 'an', 'important', 'finding', 'of', 'an', 'army', 'investigation', 'completed', 'last', 'month']\n",
      "Removed Stopwords: ['lawmakers', 'troubled', 'ghost', 'detainees', 'washington', 'congress', 'may', 'keep', 'focus', 'prison', 'abuse', 'scandal', 'following', 'disclosure', 'military', 'concealed', 'many', 'ghost', 'detainees', 'red', 'cross', 'presence', 'prisoners', 'held', 'cia', 'outside', 'militarys', 'usual', 'system', 'registration', 'care', 'important', 'finding', 'army', 'investigation', 'completed', 'last', 'month']\n",
      "Stemmed Tokens: ['lawmak', 'troubl', 'ghost', 'detaine', 'washington', 'congress', 'may', 'keep', 'focu', 'prison', 'abus', 'scandal', 'follow', 'disclosur', 'militari', 'conceal', 'mani', 'ghost', 'detaine', 'red', 'cross', 'presenc', 'prison', 'held', 'cia', 'outsid', 'militari', 'usual', 'system', 'registr', 'care', 'import', 'find', 'armi', 'investig', 'complet', 'last', 'month']\n",
      "Final Preprocessed Text: lawmak troubl ghost detaine washington congress may keep focu prison abus scandal follow disclosur militari conceal mani ghost detaine red cross presenc prison held cia outsid militari usual system registr care import find armi investig complet last month\n",
      "\n",
      "Original Text: Springsteen to Kick Off 'Vote for Change' PHILADELPHIA - Two of the biggest forces in rock music over the last 20 years were plugging in their amplifiers Friday to kick off a high-volume effort to oust President Bush on Nov. 2...\n",
      "Lowercased Text: springsteen to kick off 'vote for change' philadelphia - two of the biggest forces in rock music over the last 20 years were plugging in their amplifiers friday to kick off a high-volume effort to oust president bush on nov. 2...\n",
      "Removed URLs: springsteen to kick off 'vote for change' philadelphia - two of the biggest forces in rock music over the last 20 years were plugging in their amplifiers friday to kick off a high-volume effort to oust president bush on nov. 2...\n",
      "Removed HTML Tags: springsteen to kick off 'vote for change' philadelphia - two of the biggest forces in rock music over the last 20 years were plugging in their amplifiers friday to kick off a high-volume effort to oust president bush on nov. 2...\n",
      "Removed Special Characters: springsteen to kick off vote for change philadelphia  two of the biggest forces in rock music over the last  years were plugging in their amplifiers friday to kick off a highvolume effort to oust president bush on nov \n",
      "Tokens: ['springsteen', 'to', 'kick', 'off', 'vote', 'for', 'change', 'philadelphia', 'two', 'of', 'the', 'biggest', 'forces', 'in', 'rock', 'music', 'over', 'the', 'last', 'years', 'were', 'plugging', 'in', 'their', 'amplifiers', 'friday', 'to', 'kick', 'off', 'a', 'highvolume', 'effort', 'to', 'oust', 'president', 'bush', 'on', 'nov']\n",
      "Removed Stopwords: ['springsteen', 'kick', 'vote', 'change', 'philadelphia', 'two', 'biggest', 'forces', 'rock', 'music', 'last', 'years', 'plugging', 'amplifiers', 'friday', 'kick', 'highvolume', 'effort', 'oust', 'president', 'bush', 'nov']\n",
      "Stemmed Tokens: ['springsteen', 'kick', 'vote', 'chang', 'philadelphia', 'two', 'biggest', 'forc', 'rock', 'music', 'last', 'year', 'plug', 'amplifi', 'friday', 'kick', 'highvolum', 'effort', 'oust', 'presid', 'bush', 'nov']\n",
      "Final Preprocessed Text: springsteen kick vote chang philadelphia two biggest forc rock music last year plug amplifi friday kick highvolum effort oust presid bush nov\n",
      "\n",
      "Original Text: Russia's Putin set for landmark visit to Turkey (AFP) AFP - Russian President Vladimir Putin arrives here this week for a landmark visit which Ankara hopes will help improve political ties in line with spectacular progress in economic relations between the two countries.\n",
      "Lowercased Text: russia's putin set for landmark visit to turkey (afp) afp - russian president vladimir putin arrives here this week for a landmark visit which ankara hopes will help improve political ties in line with spectacular progress in economic relations between the two countries.\n",
      "Removed URLs: russia's putin set for landmark visit to turkey (afp) afp - russian president vladimir putin arrives here this week for a landmark visit which ankara hopes will help improve political ties in line with spectacular progress in economic relations between the two countries.\n",
      "Removed HTML Tags: russia's putin set for landmark visit to turkey (afp) afp - russian president vladimir putin arrives here this week for a landmark visit which ankara hopes will help improve political ties in line with spectacular progress in economic relations between the two countries.\n",
      "Removed Special Characters: russias putin set for landmark visit to turkey afp afp  russian president vladimir putin arrives here this week for a landmark visit which ankara hopes will help improve political ties in line with spectacular progress in economic relations between the two countries\n",
      "Tokens: ['russias', 'putin', 'set', 'for', 'landmark', 'visit', 'to', 'turkey', 'afp', 'afp', 'russian', 'president', 'vladimir', 'putin', 'arrives', 'here', 'this', 'week', 'for', 'a', 'landmark', 'visit', 'which', 'ankara', 'hopes', 'will', 'help', 'improve', 'political', 'ties', 'in', 'line', 'with', 'spectacular', 'progress', 'in', 'economic', 'relations', 'between', 'the', 'two', 'countries']\n",
      "Removed Stopwords: ['russias', 'putin', 'set', 'landmark', 'visit', 'turkey', 'afp', 'afp', 'russian', 'president', 'vladimir', 'putin', 'arrives', 'week', 'landmark', 'visit', 'ankara', 'hopes', 'help', 'improve', 'political', 'ties', 'line', 'spectacular', 'progress', 'economic', 'relations', 'two', 'countries']\n",
      "Stemmed Tokens: ['russia', 'putin', 'set', 'landmark', 'visit', 'turkey', 'afp', 'afp', 'russian', 'presid', 'vladimir', 'putin', 'arriv', 'week', 'landmark', 'visit', 'ankara', 'hope', 'help', 'improv', 'polit', 'tie', 'line', 'spectacular', 'progress', 'econom', 'relat', 'two', 'countri']\n",
      "Final Preprocessed Text: russia putin set landmark visit turkey afp afp russian presid vladimir putin arriv week landmark visit ankara hope help improv polit tie line spectacular progress econom relat two countri\n",
      "\n",
      "Original Text: Teamster Death Probe Sought in El Salvador (AP) AP - International union and activist groups published an ad Thursday in a Salvadoran newspaper calling for an independent investigation into the death of a U.S. union leader who was shot in the back while working here.\n",
      "Lowercased Text: teamster death probe sought in el salvador (ap) ap - international union and activist groups published an ad thursday in a salvadoran newspaper calling for an independent investigation into the death of a u.s. union leader who was shot in the back while working here.\n",
      "Removed URLs: teamster death probe sought in el salvador (ap) ap - international union and activist groups published an ad thursday in a salvadoran newspaper calling for an independent investigation into the death of a u.s. union leader who was shot in the back while working here.\n",
      "Removed HTML Tags: teamster death probe sought in el salvador (ap) ap - international union and activist groups published an ad thursday in a salvadoran newspaper calling for an independent investigation into the death of a u.s. union leader who was shot in the back while working here.\n",
      "Removed Special Characters: teamster death probe sought in el salvador ap ap  international union and activist groups published an ad thursday in a salvadoran newspaper calling for an independent investigation into the death of a us union leader who was shot in the back while working here\n",
      "Tokens: ['teamster', 'death', 'probe', 'sought', 'in', 'el', 'salvador', 'ap', 'ap', 'international', 'union', 'and', 'activist', 'groups', 'published', 'an', 'ad', 'thursday', 'in', 'a', 'salvadoran', 'newspaper', 'calling', 'for', 'an', 'independent', 'investigation', 'into', 'the', 'death', 'of', 'a', 'us', 'union', 'leader', 'who', 'was', 'shot', 'in', 'the', 'back', 'while', 'working', 'here']\n",
      "Removed Stopwords: ['teamster', 'death', 'probe', 'sought', 'el', 'salvador', 'ap', 'ap', 'international', 'union', 'activist', 'groups', 'published', 'ad', 'thursday', 'salvadoran', 'newspaper', 'calling', 'independent', 'investigation', 'death', 'us', 'union', 'leader', 'shot', 'back', 'working']\n",
      "Stemmed Tokens: ['teamster', 'death', 'probe', 'sought', 'el', 'salvador', 'ap', 'ap', 'intern', 'union', 'activist', 'group', 'publish', 'ad', 'thursday', 'salvadoran', 'newspap', 'call', 'independ', 'investig', 'death', 'us', 'union', 'leader', 'shot', 'back', 'work']\n",
      "Final Preprocessed Text: teamster death probe sought el salvador ap ap intern union activist group publish ad thursday salvadoran newspap call independ investig death us union leader shot back work\n",
      "\n",
      "Original Text: Pakistan reveals al-Qaeda plot ISLAMABAD - Pakistan has revealed dramatic plans of an al-Qaeda-linked group of terrorists to launch suicide attacks on key government leaders and the US Embassy earlier this month.\n",
      "Lowercased Text: pakistan reveals al-qaeda plot islamabad - pakistan has revealed dramatic plans of an al-qaeda-linked group of terrorists to launch suicide attacks on key government leaders and the us embassy earlier this month.\n",
      "Removed URLs: pakistan reveals al-qaeda plot islamabad - pakistan has revealed dramatic plans of an al-qaeda-linked group of terrorists to launch suicide attacks on key government leaders and the us embassy earlier this month.\n",
      "Removed HTML Tags: pakistan reveals al-qaeda plot islamabad - pakistan has revealed dramatic plans of an al-qaeda-linked group of terrorists to launch suicide attacks on key government leaders and the us embassy earlier this month.\n",
      "Removed Special Characters: pakistan reveals alqaeda plot islamabad  pakistan has revealed dramatic plans of an alqaedalinked group of terrorists to launch suicide attacks on key government leaders and the us embassy earlier this month\n",
      "Tokens: ['pakistan', 'reveals', 'alqaeda', 'plot', 'islamabad', 'pakistan', 'has', 'revealed', 'dramatic', 'plans', 'of', 'an', 'alqaedalinked', 'group', 'of', 'terrorists', 'to', 'launch', 'suicide', 'attacks', 'on', 'key', 'government', 'leaders', 'and', 'the', 'us', 'embassy', 'earlier', 'this', 'month']\n",
      "Removed Stopwords: ['pakistan', 'reveals', 'alqaeda', 'plot', 'islamabad', 'pakistan', 'revealed', 'dramatic', 'plans', 'alqaedalinked', 'group', 'terrorists', 'launch', 'suicide', 'attacks', 'key', 'government', 'leaders', 'us', 'embassy', 'earlier', 'month']\n",
      "Stemmed Tokens: ['pakistan', 'reveal', 'alqaeda', 'plot', 'islamabad', 'pakistan', 'reveal', 'dramat', 'plan', 'alqaedalink', 'group', 'terrorist', 'launch', 'suicid', 'attack', 'key', 'govern', 'leader', 'us', 'embassi', 'earlier', 'month']\n",
      "Final Preprocessed Text: pakistan reveal alqaeda plot islamabad pakistan reveal dramat plan alqaedalink group terrorist launch suicid attack key govern leader us embassi earlier month\n",
      "\n",
      "Original Text: At Least 50 Deaths Blamed on Hurricane Ivan UPDATE, SAT 4PM: The number of dead across the Caribbean from Hurricane Ivan is now at least 50. Grenada alone is reporting 34 deaths, with eight more bodies found today.\n",
      "Lowercased Text: at least 50 deaths blamed on hurricane ivan update, sat 4pm: the number of dead across the caribbean from hurricane ivan is now at least 50. grenada alone is reporting 34 deaths, with eight more bodies found today.\n",
      "Removed URLs: at least 50 deaths blamed on hurricane ivan update, sat 4pm: the number of dead across the caribbean from hurricane ivan is now at least 50. grenada alone is reporting 34 deaths, with eight more bodies found today.\n",
      "Removed HTML Tags: at least 50 deaths blamed on hurricane ivan update, sat 4pm: the number of dead across the caribbean from hurricane ivan is now at least 50. grenada alone is reporting 34 deaths, with eight more bodies found today.\n",
      "Removed Special Characters: at least  deaths blamed on hurricane ivan update sat pm the number of dead across the caribbean from hurricane ivan is now at least  grenada alone is reporting  deaths with eight more bodies found today\n",
      "Tokens: ['at', 'least', 'deaths', 'blamed', 'on', 'hurricane', 'ivan', 'update', 'sat', 'pm', 'the', 'number', 'of', 'dead', 'across', 'the', 'caribbean', 'from', 'hurricane', 'ivan', 'is', 'now', 'at', 'least', 'grenada', 'alone', 'is', 'reporting', 'deaths', 'with', 'eight', 'more', 'bodies', 'found', 'today']\n",
      "Removed Stopwords: ['least', 'deaths', 'blamed', 'hurricane', 'ivan', 'update', 'sat', 'pm', 'number', 'dead', 'across', 'caribbean', 'hurricane', 'ivan', 'least', 'grenada', 'alone', 'reporting', 'deaths', 'eight', 'bodies', 'found', 'today']\n",
      "Stemmed Tokens: ['least', 'death', 'blame', 'hurrican', 'ivan', 'updat', 'sat', 'pm', 'number', 'dead', 'across', 'caribbean', 'hurrican', 'ivan', 'least', 'grenada', 'alon', 'report', 'death', 'eight', 'bodi', 'found', 'today']\n",
      "Final Preprocessed Text: least death blame hurrican ivan updat sat pm number dead across caribbean hurrican ivan least grenada alon report death eight bodi found today\n",
      "\n",
      "Original Text: Indonesian police to question officer who treated Bali bomber to &lt;b&gt;...&lt;/b&gt; JAKARTA: An Indonesian police officer who treated a convicted Bali bomber to coffee in a Jakarta Starbucks is to be questioned over the incident, national police chief General Da #39;i Bachtiar said.\n",
      "Lowercased Text: indonesian police to question officer who treated bali bomber to &lt;b&gt;...&lt;/b&gt; jakarta: an indonesian police officer who treated a convicted bali bomber to coffee in a jakarta starbucks is to be questioned over the incident, national police chief general da #39;i bachtiar said.\n",
      "Removed URLs: indonesian police to question officer who treated bali bomber to &lt;b&gt;...&lt;/b&gt; jakarta: an indonesian police officer who treated a convicted bali bomber to coffee in a jakarta starbucks is to be questioned over the incident, national police chief general da #39;i bachtiar said.\n",
      "Removed HTML Tags: indonesian police to question officer who treated bali bomber to &lt;b&gt;...&lt;/b&gt; jakarta: an indonesian police officer who treated a convicted bali bomber to coffee in a jakarta starbucks is to be questioned over the incident, national police chief general da #39;i bachtiar said.\n",
      "Removed Special Characters: indonesian police to question officer who treated bali bomber to ltbgtltbgt jakarta an indonesian police officer who treated a convicted bali bomber to coffee in a jakarta starbucks is to be questioned over the incident national police chief general da i bachtiar said\n",
      "Tokens: ['indonesian', 'police', 'to', 'question', 'officer', 'who', 'treated', 'bali', 'bomber', 'to', 'ltbgtltbgt', 'jakarta', 'an', 'indonesian', 'police', 'officer', 'who', 'treated', 'a', 'convicted', 'bali', 'bomber', 'to', 'coffee', 'in', 'a', 'jakarta', 'starbucks', 'is', 'to', 'be', 'questioned', 'over', 'the', 'incident', 'national', 'police', 'chief', 'general', 'da', 'i', 'bachtiar', 'said']\n",
      "Removed Stopwords: ['indonesian', 'police', 'question', 'officer', 'treated', 'bali', 'bomber', 'ltbgtltbgt', 'jakarta', 'indonesian', 'police', 'officer', 'treated', 'convicted', 'bali', 'bomber', 'coffee', 'jakarta', 'starbucks', 'questioned', 'incident', 'national', 'police', 'chief', 'general', 'da', 'bachtiar', 'said']\n",
      "Stemmed Tokens: ['indonesian', 'polic', 'question', 'offic', 'treat', 'bali', 'bomber', 'ltbgtltbgt', 'jakarta', 'indonesian', 'polic', 'offic', 'treat', 'convict', 'bali', 'bomber', 'coffe', 'jakarta', 'starbuck', 'question', 'incid', 'nation', 'polic', 'chief', 'gener', 'da', 'bachtiar', 'said']\n",
      "Final Preprocessed Text: indonesian polic question offic treat bali bomber ltbgtltbgt jakarta indonesian polic offic treat convict bali bomber coffe jakarta starbuck question incid nation polic chief gener da bachtiar said\n",
      "\n",
      "Original Text: Ivorean head won't 'hinder' peace Ivory Coast's leader vows not to block peace moves in the divided nation as the UN imposes an arms embargo.\n",
      "Lowercased Text: ivorean head won't 'hinder' peace ivory coast's leader vows not to block peace moves in the divided nation as the un imposes an arms embargo.\n",
      "Removed URLs: ivorean head won't 'hinder' peace ivory coast's leader vows not to block peace moves in the divided nation as the un imposes an arms embargo.\n",
      "Removed HTML Tags: ivorean head won't 'hinder' peace ivory coast's leader vows not to block peace moves in the divided nation as the un imposes an arms embargo.\n",
      "Removed Special Characters: ivorean head wont hinder peace ivory coasts leader vows not to block peace moves in the divided nation as the un imposes an arms embargo\n",
      "Tokens: ['ivorean', 'head', 'wont', 'hinder', 'peace', 'ivory', 'coasts', 'leader', 'vows', 'not', 'to', 'block', 'peace', 'moves', 'in', 'the', 'divided', 'nation', 'as', 'the', 'un', 'imposes', 'an', 'arms', 'embargo']\n",
      "Removed Stopwords: ['ivorean', 'head', 'wont', 'hinder', 'peace', 'ivory', 'coasts', 'leader', 'vows', 'block', 'peace', 'moves', 'divided', 'nation', 'un', 'imposes', 'arms', 'embargo']\n",
      "Stemmed Tokens: ['ivorean', 'head', 'wont', 'hinder', 'peac', 'ivori', 'coast', 'leader', 'vow', 'block', 'peac', 'move', 'divid', 'nation', 'un', 'impos', 'arm', 'embargo']\n",
      "Final Preprocessed Text: ivorean head wont hinder peac ivori coast leader vow block peac move divid nation un impos arm embargo\n",
      "\n",
      "Original Text: Italy calls to end Kyoto limits Italy has called for an end to the Kyoto Protocol after the environmental treaty #39;s initial period in 2012, preferring voluntary agreements that would entice the United States, China and India to tackle climate change.\n",
      "Lowercased Text: italy calls to end kyoto limits italy has called for an end to the kyoto protocol after the environmental treaty #39;s initial period in 2012, preferring voluntary agreements that would entice the united states, china and india to tackle climate change.\n",
      "Removed URLs: italy calls to end kyoto limits italy has called for an end to the kyoto protocol after the environmental treaty #39;s initial period in 2012, preferring voluntary agreements that would entice the united states, china and india to tackle climate change.\n",
      "Removed HTML Tags: italy calls to end kyoto limits italy has called for an end to the kyoto protocol after the environmental treaty #39;s initial period in 2012, preferring voluntary agreements that would entice the united states, china and india to tackle climate change.\n",
      "Removed Special Characters: italy calls to end kyoto limits italy has called for an end to the kyoto protocol after the environmental treaty s initial period in  preferring voluntary agreements that would entice the united states china and india to tackle climate change\n",
      "Tokens: ['italy', 'calls', 'to', 'end', 'kyoto', 'limits', 'italy', 'has', 'called', 'for', 'an', 'end', 'to', 'the', 'kyoto', 'protocol', 'after', 'the', 'environmental', 'treaty', 's', 'initial', 'period', 'in', 'preferring', 'voluntary', 'agreements', 'that', 'would', 'entice', 'the', 'united', 'states', 'china', 'and', 'india', 'to', 'tackle', 'climate', 'change']\n",
      "Removed Stopwords: ['italy', 'calls', 'end', 'kyoto', 'limits', 'italy', 'called', 'end', 'kyoto', 'protocol', 'environmental', 'treaty', 'initial', 'period', 'preferring', 'voluntary', 'agreements', 'would', 'entice', 'united', 'states', 'china', 'india', 'tackle', 'climate', 'change']\n",
      "Stemmed Tokens: ['itali', 'call', 'end', 'kyoto', 'limit', 'itali', 'call', 'end', 'kyoto', 'protocol', 'environment', 'treati', 'initi', 'period', 'prefer', 'voluntari', 'agreement', 'would', 'entic', 'unit', 'state', 'china', 'india', 'tackl', 'climat', 'chang']\n",
      "Final Preprocessed Text: itali call end kyoto limit itali call end kyoto protocol environment treati initi period prefer voluntari agreement would entic unit state china india tackl climat chang\n",
      "\n",
      "Original Text: Long-Lost Hendrix Concert Tape Discovered STOCKHOLM, Sweden - Technicians at Sweden's public television have unearthed an unexpected delight for music lovers - a complete original recording of a Jimi Hendrix concert in Stockholm from 1969 on a tape long thought to have been destroyed.    The unmarked tape was recently found stashed on a shelf deep inside the station's enormous archives during a project to transfer archived material from tape and film to digital, SVT spokeswoman Catarina Wilson said Friday...\n",
      "Lowercased Text: long-lost hendrix concert tape discovered stockholm, sweden - technicians at sweden's public television have unearthed an unexpected delight for music lovers - a complete original recording of a jimi hendrix concert in stockholm from 1969 on a tape long thought to have been destroyed.    the unmarked tape was recently found stashed on a shelf deep inside the station's enormous archives during a project to transfer archived material from tape and film to digital, svt spokeswoman catarina wilson said friday...\n",
      "Removed URLs: long-lost hendrix concert tape discovered stockholm, sweden - technicians at sweden's public television have unearthed an unexpected delight for music lovers - a complete original recording of a jimi hendrix concert in stockholm from 1969 on a tape long thought to have been destroyed.    the unmarked tape was recently found stashed on a shelf deep inside the station's enormous archives during a project to transfer archived material from tape and film to digital, svt spokeswoman catarina wilson said friday...\n",
      "Removed HTML Tags: long-lost hendrix concert tape discovered stockholm, sweden - technicians at sweden's public television have unearthed an unexpected delight for music lovers - a complete original recording of a jimi hendrix concert in stockholm from 1969 on a tape long thought to have been destroyed.    the unmarked tape was recently found stashed on a shelf deep inside the station's enormous archives during a project to transfer archived material from tape and film to digital, svt spokeswoman catarina wilson said friday...\n",
      "Removed Special Characters: longlost hendrix concert tape discovered stockholm sweden  technicians at swedens public television have unearthed an unexpected delight for music lovers  a complete original recording of a jimi hendrix concert in stockholm from  on a tape long thought to have been destroyed    the unmarked tape was recently found stashed on a shelf deep inside the stations enormous archives during a project to transfer archived material from tape and film to digital svt spokeswoman catarina wilson said friday\n",
      "Tokens: ['longlost', 'hendrix', 'concert', 'tape', 'discovered', 'stockholm', 'sweden', 'technicians', 'at', 'swedens', 'public', 'television', 'have', 'unearthed', 'an', 'unexpected', 'delight', 'for', 'music', 'lovers', 'a', 'complete', 'original', 'recording', 'of', 'a', 'jimi', 'hendrix', 'concert', 'in', 'stockholm', 'from', 'on', 'a', 'tape', 'long', 'thought', 'to', 'have', 'been', 'destroyed', 'the', 'unmarked', 'tape', 'was', 'recently', 'found', 'stashed', 'on', 'a', 'shelf', 'deep', 'inside', 'the', 'stations', 'enormous', 'archives', 'during', 'a', 'project', 'to', 'transfer', 'archived', 'material', 'from', 'tape', 'and', 'film', 'to', 'digital', 'svt', 'spokeswoman', 'catarina', 'wilson', 'said', 'friday']\n",
      "Removed Stopwords: ['longlost', 'hendrix', 'concert', 'tape', 'discovered', 'stockholm', 'sweden', 'technicians', 'swedens', 'public', 'television', 'unearthed', 'unexpected', 'delight', 'music', 'lovers', 'complete', 'original', 'recording', 'jimi', 'hendrix', 'concert', 'stockholm', 'tape', 'long', 'thought', 'destroyed', 'unmarked', 'tape', 'recently', 'found', 'stashed', 'shelf', 'deep', 'inside', 'stations', 'enormous', 'archives', 'project', 'transfer', 'archived', 'material', 'tape', 'film', 'digital', 'svt', 'spokeswoman', 'catarina', 'wilson', 'said', 'friday']\n",
      "Stemmed Tokens: ['longlost', 'hendrix', 'concert', 'tape', 'discov', 'stockholm', 'sweden', 'technician', 'sweden', 'public', 'televis', 'unearth', 'unexpect', 'delight', 'music', 'lover', 'complet', 'origin', 'record', 'jimi', 'hendrix', 'concert', 'stockholm', 'tape', 'long', 'thought', 'destroy', 'unmark', 'tape', 'recent', 'found', 'stash', 'shelf', 'deep', 'insid', 'station', 'enorm', 'archiv', 'project', 'transfer', 'archiv', 'materi', 'tape', 'film', 'digit', 'svt', 'spokeswoman', 'catarina', 'wilson', 'said', 'friday']\n",
      "Final Preprocessed Text: longlost hendrix concert tape discov stockholm sweden technician sweden public televis unearth unexpect delight music lover complet origin record jimi hendrix concert stockholm tape long thought destroy unmark tape recent found stash shelf deep insid station enorm archiv project transfer archiv materi tape film digit svt spokeswoman catarina wilson said friday\n",
      "\n",
      "Original Text: US Group Urges Rumsfeld War Crimes Probe in Germany A US human rights group urged German prosecutors Tuesday to investigate accusations that Defense Secretary Donald Rumsfeld and senior US officers are guilty of war crimes over the Iraqi prisoner abuse scandal.\n",
      "Lowercased Text: us group urges rumsfeld war crimes probe in germany a us human rights group urged german prosecutors tuesday to investigate accusations that defense secretary donald rumsfeld and senior us officers are guilty of war crimes over the iraqi prisoner abuse scandal.\n",
      "Removed URLs: us group urges rumsfeld war crimes probe in germany a us human rights group urged german prosecutors tuesday to investigate accusations that defense secretary donald rumsfeld and senior us officers are guilty of war crimes over the iraqi prisoner abuse scandal.\n",
      "Removed HTML Tags: us group urges rumsfeld war crimes probe in germany a us human rights group urged german prosecutors tuesday to investigate accusations that defense secretary donald rumsfeld and senior us officers are guilty of war crimes over the iraqi prisoner abuse scandal.\n",
      "Removed Special Characters: us group urges rumsfeld war crimes probe in germany a us human rights group urged german prosecutors tuesday to investigate accusations that defense secretary donald rumsfeld and senior us officers are guilty of war crimes over the iraqi prisoner abuse scandal\n",
      "Tokens: ['us', 'group', 'urges', 'rumsfeld', 'war', 'crimes', 'probe', 'in', 'germany', 'a', 'us', 'human', 'rights', 'group', 'urged', 'german', 'prosecutors', 'tuesday', 'to', 'investigate', 'accusations', 'that', 'defense', 'secretary', 'donald', 'rumsfeld', 'and', 'senior', 'us', 'officers', 'are', 'guilty', 'of', 'war', 'crimes', 'over', 'the', 'iraqi', 'prisoner', 'abuse', 'scandal']\n",
      "Removed Stopwords: ['us', 'group', 'urges', 'rumsfeld', 'war', 'crimes', 'probe', 'germany', 'us', 'human', 'rights', 'group', 'urged', 'german', 'prosecutors', 'tuesday', 'investigate', 'accusations', 'defense', 'secretary', 'donald', 'rumsfeld', 'senior', 'us', 'officers', 'guilty', 'war', 'crimes', 'iraqi', 'prisoner', 'abuse', 'scandal']\n",
      "Stemmed Tokens: ['us', 'group', 'urg', 'rumsfeld', 'war', 'crime', 'probe', 'germani', 'us', 'human', 'right', 'group', 'urg', 'german', 'prosecutor', 'tuesday', 'investig', 'accus', 'defens', 'secretari', 'donald', 'rumsfeld', 'senior', 'us', 'offic', 'guilti', 'war', 'crime', 'iraqi', 'prison', 'abus', 'scandal']\n",
      "Final Preprocessed Text: us group urg rumsfeld war crime probe germani us human right group urg german prosecutor tuesday investig accus defens secretari donald rumsfeld senior us offic guilti war crime iraqi prison abus scandal\n",
      "\n",
      "Original Text: Iraq car bomb kills seven just one short of the figure in April which was the highest monthly toll so far. The US military says it expects violence to escalate before elections scheduled for January 30.\n",
      "Lowercased Text: iraq car bomb kills seven just one short of the figure in april which was the highest monthly toll so far. the us military says it expects violence to escalate before elections scheduled for january 30.\n",
      "Removed URLs: iraq car bomb kills seven just one short of the figure in april which was the highest monthly toll so far. the us military says it expects violence to escalate before elections scheduled for january 30.\n",
      "Removed HTML Tags: iraq car bomb kills seven just one short of the figure in april which was the highest monthly toll so far. the us military says it expects violence to escalate before elections scheduled for january 30.\n",
      "Removed Special Characters: iraq car bomb kills seven just one short of the figure in april which was the highest monthly toll so far the us military says it expects violence to escalate before elections scheduled for january \n",
      "Tokens: ['iraq', 'car', 'bomb', 'kills', 'seven', 'just', 'one', 'short', 'of', 'the', 'figure', 'in', 'april', 'which', 'was', 'the', 'highest', 'monthly', 'toll', 'so', 'far', 'the', 'us', 'military', 'says', 'it', 'expects', 'violence', 'to', 'escalate', 'before', 'elections', 'scheduled', 'for', 'january']\n",
      "Removed Stopwords: ['iraq', 'car', 'bomb', 'kills', 'seven', 'one', 'short', 'figure', 'april', 'highest', 'monthly', 'toll', 'far', 'us', 'military', 'says', 'expects', 'violence', 'escalate', 'elections', 'scheduled', 'january']\n",
      "Stemmed Tokens: ['iraq', 'car', 'bomb', 'kill', 'seven', 'one', 'short', 'figur', 'april', 'highest', 'monthli', 'toll', 'far', 'us', 'militari', 'say', 'expect', 'violenc', 'escal', 'elect', 'schedul', 'januari']\n",
      "Final Preprocessed Text: iraq car bomb kill seven one short figur april highest monthli toll far us militari say expect violenc escal elect schedul januari\n",
      "\n",
      "Original Text: Turkish Captive in Iraq Tells of Fearful Struggle to Hold On A young Turkish journalist, Zeynep Tugrul, was freed last week by kidnappers in northern Iraq after four days of terror and hope.\n",
      "Lowercased Text: turkish captive in iraq tells of fearful struggle to hold on a young turkish journalist, zeynep tugrul, was freed last week by kidnappers in northern iraq after four days of terror and hope.\n",
      "Removed URLs: turkish captive in iraq tells of fearful struggle to hold on a young turkish journalist, zeynep tugrul, was freed last week by kidnappers in northern iraq after four days of terror and hope.\n",
      "Removed HTML Tags: turkish captive in iraq tells of fearful struggle to hold on a young turkish journalist, zeynep tugrul, was freed last week by kidnappers in northern iraq after four days of terror and hope.\n",
      "Removed Special Characters: turkish captive in iraq tells of fearful struggle to hold on a young turkish journalist zeynep tugrul was freed last week by kidnappers in northern iraq after four days of terror and hope\n",
      "Tokens: ['turkish', 'captive', 'in', 'iraq', 'tells', 'of', 'fearful', 'struggle', 'to', 'hold', 'on', 'a', 'young', 'turkish', 'journalist', 'zeynep', 'tugrul', 'was', 'freed', 'last', 'week', 'by', 'kidnappers', 'in', 'northern', 'iraq', 'after', 'four', 'days', 'of', 'terror', 'and', 'hope']\n",
      "Removed Stopwords: ['turkish', 'captive', 'iraq', 'tells', 'fearful', 'struggle', 'hold', 'young', 'turkish', 'journalist', 'zeynep', 'tugrul', 'freed', 'last', 'week', 'kidnappers', 'northern', 'iraq', 'four', 'days', 'terror', 'hope']\n",
      "Stemmed Tokens: ['turkish', 'captiv', 'iraq', 'tell', 'fear', 'struggl', 'hold', 'young', 'turkish', 'journalist', 'zeynep', 'tugrul', 'freed', 'last', 'week', 'kidnapp', 'northern', 'iraq', 'four', 'day', 'terror', 'hope']\n",
      "Final Preprocessed Text: turkish captiv iraq tell fear struggl hold young turkish journalist zeynep tugrul freed last week kidnapp northern iraq four day terror hope\n",
      "\n",
      "Original Text: Pope returns icon to Russia A Vatican delegation has returned a centuries-old Russian Orthodox icon to Russia #39;s Orthodox patriarch in a special ceremony. The Icon of Our Lady of Kazan, which has spent the last \n",
      "Lowercased Text: pope returns icon to russia a vatican delegation has returned a centuries-old russian orthodox icon to russia #39;s orthodox patriarch in a special ceremony. the icon of our lady of kazan, which has spent the last \n",
      "Removed URLs: pope returns icon to russia a vatican delegation has returned a centuries-old russian orthodox icon to russia #39;s orthodox patriarch in a special ceremony. the icon of our lady of kazan, which has spent the last \n",
      "Removed HTML Tags: pope returns icon to russia a vatican delegation has returned a centuries-old russian orthodox icon to russia #39;s orthodox patriarch in a special ceremony. the icon of our lady of kazan, which has spent the last \n",
      "Removed Special Characters: pope returns icon to russia a vatican delegation has returned a centuriesold russian orthodox icon to russia s orthodox patriarch in a special ceremony the icon of our lady of kazan which has spent the last \n",
      "Tokens: ['pope', 'returns', 'icon', 'to', 'russia', 'a', 'vatican', 'delegation', 'has', 'returned', 'a', 'centuriesold', 'russian', 'orthodox', 'icon', 'to', 'russia', 's', 'orthodox', 'patriarch', 'in', 'a', 'special', 'ceremony', 'the', 'icon', 'of', 'our', 'lady', 'of', 'kazan', 'which', 'has', 'spent', 'the', 'last']\n",
      "Removed Stopwords: ['pope', 'returns', 'icon', 'russia', 'vatican', 'delegation', 'returned', 'centuriesold', 'russian', 'orthodox', 'icon', 'russia', 'orthodox', 'patriarch', 'special', 'ceremony', 'icon', 'lady', 'kazan', 'spent', 'last']\n",
      "Stemmed Tokens: ['pope', 'return', 'icon', 'russia', 'vatican', 'deleg', 'return', 'centuriesold', 'russian', 'orthodox', 'icon', 'russia', 'orthodox', 'patriarch', 'special', 'ceremoni', 'icon', 'ladi', 'kazan', 'spent', 'last']\n",
      "Final Preprocessed Text: pope return icon russia vatican deleg return centuriesold russian orthodox icon russia orthodox patriarch special ceremoni icon ladi kazan spent last\n",
      "\n",
      "Original Text: Sudan slams UN threats Sudan condemned UN threats of sanctions against Khartoum on Thursday, saying they would only undermine efforts to restore security in the devastated western region of Darfur.\n",
      "Lowercased Text: sudan slams un threats sudan condemned un threats of sanctions against khartoum on thursday, saying they would only undermine efforts to restore security in the devastated western region of darfur.\n",
      "Removed URLs: sudan slams un threats sudan condemned un threats of sanctions against khartoum on thursday, saying they would only undermine efforts to restore security in the devastated western region of darfur.\n",
      "Removed HTML Tags: sudan slams un threats sudan condemned un threats of sanctions against khartoum on thursday, saying they would only undermine efforts to restore security in the devastated western region of darfur.\n",
      "Removed Special Characters: sudan slams un threats sudan condemned un threats of sanctions against khartoum on thursday saying they would only undermine efforts to restore security in the devastated western region of darfur\n",
      "Tokens: ['sudan', 'slams', 'un', 'threats', 'sudan', 'condemned', 'un', 'threats', 'of', 'sanctions', 'against', 'khartoum', 'on', 'thursday', 'saying', 'they', 'would', 'only', 'undermine', 'efforts', 'to', 'restore', 'security', 'in', 'the', 'devastated', 'western', 'region', 'of', 'darfur']\n",
      "Removed Stopwords: ['sudan', 'slams', 'un', 'threats', 'sudan', 'condemned', 'un', 'threats', 'sanctions', 'khartoum', 'thursday', 'saying', 'would', 'undermine', 'efforts', 'restore', 'security', 'devastated', 'western', 'region', 'darfur']\n",
      "Stemmed Tokens: ['sudan', 'slam', 'un', 'threat', 'sudan', 'condemn', 'un', 'threat', 'sanction', 'khartoum', 'thursday', 'say', 'would', 'undermin', 'effort', 'restor', 'secur', 'devast', 'western', 'region', 'darfur']\n",
      "Final Preprocessed Text: sudan slam un threat sudan condemn un threat sanction khartoum thursday say would undermin effort restor secur devast western region darfur\n",
      "\n",
      "Original Text: New Zealand gain lead after Franklin hat-trick (AFP) AFP - New Zealand rode on fast bowler James Franklin's hat-trick to seize the initiative on the second day of the the opening Test against Bangladesh here.\n",
      "Lowercased Text: new zealand gain lead after franklin hat-trick (afp) afp - new zealand rode on fast bowler james franklin's hat-trick to seize the initiative on the second day of the the opening test against bangladesh here.\n",
      "Removed URLs: new zealand gain lead after franklin hat-trick (afp) afp - new zealand rode on fast bowler james franklin's hat-trick to seize the initiative on the second day of the the opening test against bangladesh here.\n",
      "Removed HTML Tags: new zealand gain lead after franklin hat-trick (afp) afp - new zealand rode on fast bowler james franklin's hat-trick to seize the initiative on the second day of the the opening test against bangladesh here.\n",
      "Removed Special Characters: new zealand gain lead after franklin hattrick afp afp  new zealand rode on fast bowler james franklins hattrick to seize the initiative on the second day of the the opening test against bangladesh here\n",
      "Tokens: ['new', 'zealand', 'gain', 'lead', 'after', 'franklin', 'hattrick', 'afp', 'afp', 'new', 'zealand', 'rode', 'on', 'fast', 'bowler', 'james', 'franklins', 'hattrick', 'to', 'seize', 'the', 'initiative', 'on', 'the', 'second', 'day', 'of', 'the', 'the', 'opening', 'test', 'against', 'bangladesh', 'here']\n",
      "Removed Stopwords: ['new', 'zealand', 'gain', 'lead', 'franklin', 'hattrick', 'afp', 'afp', 'new', 'zealand', 'rode', 'fast', 'bowler', 'james', 'franklins', 'hattrick', 'seize', 'initiative', 'second', 'day', 'opening', 'test', 'bangladesh']\n",
      "Stemmed Tokens: ['new', 'zealand', 'gain', 'lead', 'franklin', 'hattrick', 'afp', 'afp', 'new', 'zealand', 'rode', 'fast', 'bowler', 'jame', 'franklin', 'hattrick', 'seiz', 'initi', 'second', 'day', 'open', 'test', 'bangladesh']\n",
      "Final Preprocessed Text: new zealand gain lead franklin hattrick afp afp new zealand rode fast bowler jame franklin hattrick seiz initi second day open test bangladesh\n",
      "\n",
      "Original Text: US Muslims take tougher line this election cycle (AFP) AFP - The leaders of the US Muslim community said that they will announce whether they will endorse any political candidate for president this year, and if so whom, in mid-October.\n",
      "Lowercased Text: us muslims take tougher line this election cycle (afp) afp - the leaders of the us muslim community said that they will announce whether they will endorse any political candidate for president this year, and if so whom, in mid-october.\n",
      "Removed URLs: us muslims take tougher line this election cycle (afp) afp - the leaders of the us muslim community said that they will announce whether they will endorse any political candidate for president this year, and if so whom, in mid-october.\n",
      "Removed HTML Tags: us muslims take tougher line this election cycle (afp) afp - the leaders of the us muslim community said that they will announce whether they will endorse any political candidate for president this year, and if so whom, in mid-october.\n",
      "Removed Special Characters: us muslims take tougher line this election cycle afp afp  the leaders of the us muslim community said that they will announce whether they will endorse any political candidate for president this year and if so whom in midoctober\n",
      "Tokens: ['us', 'muslims', 'take', 'tougher', 'line', 'this', 'election', 'cycle', 'afp', 'afp', 'the', 'leaders', 'of', 'the', 'us', 'muslim', 'community', 'said', 'that', 'they', 'will', 'announce', 'whether', 'they', 'will', 'endorse', 'any', 'political', 'candidate', 'for', 'president', 'this', 'year', 'and', 'if', 'so', 'whom', 'in', 'midoctober']\n",
      "Removed Stopwords: ['us', 'muslims', 'take', 'tougher', 'line', 'election', 'cycle', 'afp', 'afp', 'leaders', 'us', 'muslim', 'community', 'said', 'announce', 'whether', 'endorse', 'political', 'candidate', 'president', 'year', 'midoctober']\n",
      "Stemmed Tokens: ['us', 'muslim', 'take', 'tougher', 'line', 'elect', 'cycl', 'afp', 'afp', 'leader', 'us', 'muslim', 'commun', 'said', 'announc', 'whether', 'endors', 'polit', 'candid', 'presid', 'year', 'midoctob']\n",
      "Final Preprocessed Text: us muslim take tougher line elect cycl afp afp leader us muslim commun said announc whether endors polit candid presid year midoctob\n",
      "\n",
      "Original Text: Edwards Appeals to Women on Terror Issue (AP) AP - Vice presidential candidate John Edwards on Tuesday sought to blunt growing support for President Bush among women voters and others concerned about national security by campaigning with a Sept. 11 widow in two states that suffered losses in the terrorist attacks.\n",
      "Lowercased Text: edwards appeals to women on terror issue (ap) ap - vice presidential candidate john edwards on tuesday sought to blunt growing support for president bush among women voters and others concerned about national security by campaigning with a sept. 11 widow in two states that suffered losses in the terrorist attacks.\n",
      "Removed URLs: edwards appeals to women on terror issue (ap) ap - vice presidential candidate john edwards on tuesday sought to blunt growing support for president bush among women voters and others concerned about national security by campaigning with a sept. 11 widow in two states that suffered losses in the terrorist attacks.\n",
      "Removed HTML Tags: edwards appeals to women on terror issue (ap) ap - vice presidential candidate john edwards on tuesday sought to blunt growing support for president bush among women voters and others concerned about national security by campaigning with a sept. 11 widow in two states that suffered losses in the terrorist attacks.\n",
      "Removed Special Characters: edwards appeals to women on terror issue ap ap  vice presidential candidate john edwards on tuesday sought to blunt growing support for president bush among women voters and others concerned about national security by campaigning with a sept  widow in two states that suffered losses in the terrorist attacks\n",
      "Tokens: ['edwards', 'appeals', 'to', 'women', 'on', 'terror', 'issue', 'ap', 'ap', 'vice', 'presidential', 'candidate', 'john', 'edwards', 'on', 'tuesday', 'sought', 'to', 'blunt', 'growing', 'support', 'for', 'president', 'bush', 'among', 'women', 'voters', 'and', 'others', 'concerned', 'about', 'national', 'security', 'by', 'campaigning', 'with', 'a', 'sept', 'widow', 'in', 'two', 'states', 'that', 'suffered', 'losses', 'in', 'the', 'terrorist', 'attacks']\n",
      "Removed Stopwords: ['edwards', 'appeals', 'women', 'terror', 'issue', 'ap', 'ap', 'vice', 'presidential', 'candidate', 'john', 'edwards', 'tuesday', 'sought', 'blunt', 'growing', 'support', 'president', 'bush', 'among', 'women', 'voters', 'others', 'concerned', 'national', 'security', 'campaigning', 'sept', 'widow', 'two', 'states', 'suffered', 'losses', 'terrorist', 'attacks']\n",
      "Stemmed Tokens: ['edward', 'appeal', 'women', 'terror', 'issu', 'ap', 'ap', 'vice', 'presidenti', 'candid', 'john', 'edward', 'tuesday', 'sought', 'blunt', 'grow', 'support', 'presid', 'bush', 'among', 'women', 'voter', 'other', 'concern', 'nation', 'secur', 'campaign', 'sept', 'widow', 'two', 'state', 'suffer', 'loss', 'terrorist', 'attack']\n",
      "Final Preprocessed Text: edward appeal women terror issu ap ap vice presidenti candid john edward tuesday sought blunt grow support presid bush among women voter other concern nation secur campaign sept widow two state suffer loss terrorist attack\n",
      "\n",
      "Original Text: Cambodia Women's Shelter Closes After Raid (AP) AP - A shelter for women and girls forced into the sex trade temporarily shut its doors Friday after gunmen kidnapped 92 of its occupants and made death threats against the staff, the shelter's director said.\n",
      "Lowercased Text: cambodia women's shelter closes after raid (ap) ap - a shelter for women and girls forced into the sex trade temporarily shut its doors friday after gunmen kidnapped 92 of its occupants and made death threats against the staff, the shelter's director said.\n",
      "Removed URLs: cambodia women's shelter closes after raid (ap) ap - a shelter for women and girls forced into the sex trade temporarily shut its doors friday after gunmen kidnapped 92 of its occupants and made death threats against the staff, the shelter's director said.\n",
      "Removed HTML Tags: cambodia women's shelter closes after raid (ap) ap - a shelter for women and girls forced into the sex trade temporarily shut its doors friday after gunmen kidnapped 92 of its occupants and made death threats against the staff, the shelter's director said.\n",
      "Removed Special Characters: cambodia womens shelter closes after raid ap ap  a shelter for women and girls forced into the sex trade temporarily shut its doors friday after gunmen kidnapped  of its occupants and made death threats against the staff the shelters director said\n",
      "Tokens: ['cambodia', 'womens', 'shelter', 'closes', 'after', 'raid', 'ap', 'ap', 'a', 'shelter', 'for', 'women', 'and', 'girls', 'forced', 'into', 'the', 'sex', 'trade', 'temporarily', 'shut', 'its', 'doors', 'friday', 'after', 'gunmen', 'kidnapped', 'of', 'its', 'occupants', 'and', 'made', 'death', 'threats', 'against', 'the', 'staff', 'the', 'shelters', 'director', 'said']\n",
      "Removed Stopwords: ['cambodia', 'womens', 'shelter', 'closes', 'raid', 'ap', 'ap', 'shelter', 'women', 'girls', 'forced', 'sex', 'trade', 'temporarily', 'shut', 'doors', 'friday', 'gunmen', 'kidnapped', 'occupants', 'made', 'death', 'threats', 'staff', 'shelters', 'director', 'said']\n",
      "Stemmed Tokens: ['cambodia', 'women', 'shelter', 'close', 'raid', 'ap', 'ap', 'shelter', 'women', 'girl', 'forc', 'sex', 'trade', 'temporarili', 'shut', 'door', 'friday', 'gunmen', 'kidnap', 'occup', 'made', 'death', 'threat', 'staff', 'shelter', 'director', 'said']\n",
      "Final Preprocessed Text: cambodia women shelter close raid ap ap shelter women girl forc sex trade temporarili shut door friday gunmen kidnap occup made death threat staff shelter director said\n",
      "\n",
      "Original Text: EU-Iranian talks on resolving nuclear issue still on track &lt;b&gt;...&lt;/b&gt; The Iranian parliament #39;s vote backing the resumption of uranium enrichment was mainly tactical, designed to strengthen Tehran #39;s hand in nuclear talks with the EU, rather than a rejection of European demands for a halt to enrichment, diplomats said Monday.\n",
      "Lowercased Text: eu-iranian talks on resolving nuclear issue still on track &lt;b&gt;...&lt;/b&gt; the iranian parliament #39;s vote backing the resumption of uranium enrichment was mainly tactical, designed to strengthen tehran #39;s hand in nuclear talks with the eu, rather than a rejection of european demands for a halt to enrichment, diplomats said monday.\n",
      "Removed URLs: eu-iranian talks on resolving nuclear issue still on track &lt;b&gt;...&lt;/b&gt; the iranian parliament #39;s vote backing the resumption of uranium enrichment was mainly tactical, designed to strengthen tehran #39;s hand in nuclear talks with the eu, rather than a rejection of european demands for a halt to enrichment, diplomats said monday.\n",
      "Removed HTML Tags: eu-iranian talks on resolving nuclear issue still on track &lt;b&gt;...&lt;/b&gt; the iranian parliament #39;s vote backing the resumption of uranium enrichment was mainly tactical, designed to strengthen tehran #39;s hand in nuclear talks with the eu, rather than a rejection of european demands for a halt to enrichment, diplomats said monday.\n",
      "Removed Special Characters: euiranian talks on resolving nuclear issue still on track ltbgtltbgt the iranian parliament s vote backing the resumption of uranium enrichment was mainly tactical designed to strengthen tehran s hand in nuclear talks with the eu rather than a rejection of european demands for a halt to enrichment diplomats said monday\n",
      "Tokens: ['euiranian', 'talks', 'on', 'resolving', 'nuclear', 'issue', 'still', 'on', 'track', 'ltbgtltbgt', 'the', 'iranian', 'parliament', 's', 'vote', 'backing', 'the', 'resumption', 'of', 'uranium', 'enrichment', 'was', 'mainly', 'tactical', 'designed', 'to', 'strengthen', 'tehran', 's', 'hand', 'in', 'nuclear', 'talks', 'with', 'the', 'eu', 'rather', 'than', 'a', 'rejection', 'of', 'european', 'demands', 'for', 'a', 'halt', 'to', 'enrichment', 'diplomats', 'said', 'monday']\n",
      "Removed Stopwords: ['euiranian', 'talks', 'resolving', 'nuclear', 'issue', 'still', 'track', 'ltbgtltbgt', 'iranian', 'parliament', 'vote', 'backing', 'resumption', 'uranium', 'enrichment', 'mainly', 'tactical', 'designed', 'strengthen', 'tehran', 'hand', 'nuclear', 'talks', 'eu', 'rather', 'rejection', 'european', 'demands', 'halt', 'enrichment', 'diplomats', 'said', 'monday']\n",
      "Stemmed Tokens: ['euiranian', 'talk', 'resolv', 'nuclear', 'issu', 'still', 'track', 'ltbgtltbgt', 'iranian', 'parliament', 'vote', 'back', 'resumpt', 'uranium', 'enrich', 'mainli', 'tactic', 'design', 'strengthen', 'tehran', 'hand', 'nuclear', 'talk', 'eu', 'rather', 'reject', 'european', 'demand', 'halt', 'enrich', 'diplomat', 'said', 'monday']\n",
      "Final Preprocessed Text: euiranian talk resolv nuclear issu still track ltbgtltbgt iranian parliament vote back resumpt uranium enrich mainli tactic design strengthen tehran hand nuclear talk eu rather reject european demand halt enrich diplomat said monday\n",
      "\n",
      "Original Text: Arise Sir Mark  mum pays FORMER prime minister and doting mother Margaret Thatcher yesterday agreed to bail her son, Sir Mark Thatcher, out of house arrest in Cape Town.\n",
      "Lowercased Text: arise sir mark  mum pays former prime minister and doting mother margaret thatcher yesterday agreed to bail her son, sir mark thatcher, out of house arrest in cape town.\n",
      "Removed URLs: arise sir mark  mum pays former prime minister and doting mother margaret thatcher yesterday agreed to bail her son, sir mark thatcher, out of house arrest in cape town.\n",
      "Removed HTML Tags: arise sir mark  mum pays former prime minister and doting mother margaret thatcher yesterday agreed to bail her son, sir mark thatcher, out of house arrest in cape town.\n",
      "Removed Special Characters: arise sir mark  mum pays former prime minister and doting mother margaret thatcher yesterday agreed to bail her son sir mark thatcher out of house arrest in cape town\n",
      "Tokens: ['arise', 'sir', 'mark', 'mum', 'pays', 'former', 'prime', 'minister', 'and', 'doting', 'mother', 'margaret', 'thatcher', 'yesterday', 'agreed', 'to', 'bail', 'her', 'son', 'sir', 'mark', 'thatcher', 'out', 'of', 'house', 'arrest', 'in', 'cape', 'town']\n",
      "Removed Stopwords: ['arise', 'sir', 'mark', 'mum', 'pays', 'former', 'prime', 'minister', 'doting', 'mother', 'margaret', 'thatcher', 'yesterday', 'agreed', 'bail', 'son', 'sir', 'mark', 'thatcher', 'house', 'arrest', 'cape', 'town']\n",
      "Stemmed Tokens: ['aris', 'sir', 'mark', 'mum', 'pay', 'former', 'prime', 'minist', 'dote', 'mother', 'margaret', 'thatcher', 'yesterday', 'agre', 'bail', 'son', 'sir', 'mark', 'thatcher', 'hous', 'arrest', 'cape', 'town']\n",
      "Final Preprocessed Text: aris sir mark mum pay former prime minist dote mother margaret thatcher yesterday agre bail son sir mark thatcher hous arrest cape town\n",
      "\n",
      "Original Text: Car Bomb Kills Seven Marines in Iraq BAGHDAD, Iraq - A suicide attacker sped up to a U.S. military convoy outside Fallujah and detonated an explosives-packed vehicle on Monday, killing seven Marines and three Iraqi soldiers, U.S...\n",
      "Lowercased Text: car bomb kills seven marines in iraq baghdad, iraq - a suicide attacker sped up to a u.s. military convoy outside fallujah and detonated an explosives-packed vehicle on monday, killing seven marines and three iraqi soldiers, u.s...\n",
      "Removed URLs: car bomb kills seven marines in iraq baghdad, iraq - a suicide attacker sped up to a u.s. military convoy outside fallujah and detonated an explosives-packed vehicle on monday, killing seven marines and three iraqi soldiers, u.s...\n",
      "Removed HTML Tags: car bomb kills seven marines in iraq baghdad, iraq - a suicide attacker sped up to a u.s. military convoy outside fallujah and detonated an explosives-packed vehicle on monday, killing seven marines and three iraqi soldiers, u.s...\n",
      "Removed Special Characters: car bomb kills seven marines in iraq baghdad iraq  a suicide attacker sped up to a us military convoy outside fallujah and detonated an explosivespacked vehicle on monday killing seven marines and three iraqi soldiers us\n",
      "Tokens: ['car', 'bomb', 'kills', 'seven', 'marines', 'in', 'iraq', 'baghdad', 'iraq', 'a', 'suicide', 'attacker', 'sped', 'up', 'to', 'a', 'us', 'military', 'convoy', 'outside', 'fallujah', 'and', 'detonated', 'an', 'explosivespacked', 'vehicle', 'on', 'monday', 'killing', 'seven', 'marines', 'and', 'three', 'iraqi', 'soldiers', 'us']\n",
      "Removed Stopwords: ['car', 'bomb', 'kills', 'seven', 'marines', 'iraq', 'baghdad', 'iraq', 'suicide', 'attacker', 'sped', 'us', 'military', 'convoy', 'outside', 'fallujah', 'detonated', 'explosivespacked', 'vehicle', 'monday', 'killing', 'seven', 'marines', 'three', 'iraqi', 'soldiers', 'us']\n",
      "Stemmed Tokens: ['car', 'bomb', 'kill', 'seven', 'marin', 'iraq', 'baghdad', 'iraq', 'suicid', 'attack', 'sped', 'us', 'militari', 'convoy', 'outsid', 'fallujah', 'deton', 'explosivespack', 'vehicl', 'monday', 'kill', 'seven', 'marin', 'three', 'iraqi', 'soldier', 'us']\n",
      "Final Preprocessed Text: car bomb kill seven marin iraq baghdad iraq suicid attack sped us militari convoy outsid fallujah deton explosivespack vehicl monday kill seven marin three iraqi soldier us\n",
      "\n",
      "Original Text: Mugabe rival urges reconciliation Zimbabwe opposition leader Morgan Tsvangirai says his treason acquittal could help heal deep political divisions.\n",
      "Lowercased Text: mugabe rival urges reconciliation zimbabwe opposition leader morgan tsvangirai says his treason acquittal could help heal deep political divisions.\n",
      "Removed URLs: mugabe rival urges reconciliation zimbabwe opposition leader morgan tsvangirai says his treason acquittal could help heal deep political divisions.\n",
      "Removed HTML Tags: mugabe rival urges reconciliation zimbabwe opposition leader morgan tsvangirai says his treason acquittal could help heal deep political divisions.\n",
      "Removed Special Characters: mugabe rival urges reconciliation zimbabwe opposition leader morgan tsvangirai says his treason acquittal could help heal deep political divisions\n",
      "Tokens: ['mugabe', 'rival', 'urges', 'reconciliation', 'zimbabwe', 'opposition', 'leader', 'morgan', 'tsvangirai', 'says', 'his', 'treason', 'acquittal', 'could', 'help', 'heal', 'deep', 'political', 'divisions']\n",
      "Removed Stopwords: ['mugabe', 'rival', 'urges', 'reconciliation', 'zimbabwe', 'opposition', 'leader', 'morgan', 'tsvangirai', 'says', 'treason', 'acquittal', 'could', 'help', 'heal', 'deep', 'political', 'divisions']\n",
      "Stemmed Tokens: ['mugab', 'rival', 'urg', 'reconcili', 'zimbabw', 'opposit', 'leader', 'morgan', 'tsvangirai', 'say', 'treason', 'acquitt', 'could', 'help', 'heal', 'deep', 'polit', 'divis']\n",
      "Final Preprocessed Text: mugab rival urg reconcili zimbabw opposit leader morgan tsvangirai say treason acquitt could help heal deep polit divis\n",
      "\n",
      "Original Text: Arafat undergoes tests for leukaemia after flight to military &lt;b&gt;...&lt;/b&gt; Yasser Arafat was undergoing tests for possible leukaemia at a military hospital outside Paris last night after being airlifted from his Ramallah headquarters to an anxious farewell from Palestinian well-wishers.\n",
      "Lowercased Text: arafat undergoes tests for leukaemia after flight to military &lt;b&gt;...&lt;/b&gt; yasser arafat was undergoing tests for possible leukaemia at a military hospital outside paris last night after being airlifted from his ramallah headquarters to an anxious farewell from palestinian well-wishers.\n",
      "Removed URLs: arafat undergoes tests for leukaemia after flight to military &lt;b&gt;...&lt;/b&gt; yasser arafat was undergoing tests for possible leukaemia at a military hospital outside paris last night after being airlifted from his ramallah headquarters to an anxious farewell from palestinian well-wishers.\n",
      "Removed HTML Tags: arafat undergoes tests for leukaemia after flight to military &lt;b&gt;...&lt;/b&gt; yasser arafat was undergoing tests for possible leukaemia at a military hospital outside paris last night after being airlifted from his ramallah headquarters to an anxious farewell from palestinian well-wishers.\n",
      "Removed Special Characters: arafat undergoes tests for leukaemia after flight to military ltbgtltbgt yasser arafat was undergoing tests for possible leukaemia at a military hospital outside paris last night after being airlifted from his ramallah headquarters to an anxious farewell from palestinian wellwishers\n",
      "Tokens: ['arafat', 'undergoes', 'tests', 'for', 'leukaemia', 'after', 'flight', 'to', 'military', 'ltbgtltbgt', 'yasser', 'arafat', 'was', 'undergoing', 'tests', 'for', 'possible', 'leukaemia', 'at', 'a', 'military', 'hospital', 'outside', 'paris', 'last', 'night', 'after', 'being', 'airlifted', 'from', 'his', 'ramallah', 'headquarters', 'to', 'an', 'anxious', 'farewell', 'from', 'palestinian', 'wellwishers']\n",
      "Removed Stopwords: ['arafat', 'undergoes', 'tests', 'leukaemia', 'flight', 'military', 'ltbgtltbgt', 'yasser', 'arafat', 'undergoing', 'tests', 'possible', 'leukaemia', 'military', 'hospital', 'outside', 'paris', 'last', 'night', 'airlifted', 'ramallah', 'headquarters', 'anxious', 'farewell', 'palestinian', 'wellwishers']\n",
      "Stemmed Tokens: ['arafat', 'undergo', 'test', 'leukaemia', 'flight', 'militari', 'ltbgtltbgt', 'yasser', 'arafat', 'undergo', 'test', 'possibl', 'leukaemia', 'militari', 'hospit', 'outsid', 'pari', 'last', 'night', 'airlift', 'ramallah', 'headquart', 'anxiou', 'farewel', 'palestinian', 'wellwish']\n",
      "Final Preprocessed Text: arafat undergo test leukaemia flight militari ltbgtltbgt yasser arafat undergo test possibl leukaemia militari hospit outsid pari last night airlift ramallah headquart anxiou farewel palestinian wellwish\n",
      "\n",
      "Original Text: Pakistan failing to keep Kashmir pledge - India (Reuters) Reuters - India's ruling Congress party accused Pakistan on Saturday of not keeping its promise to halt support for Kashmiri militants fighting against New Delhi's rule in the disputed Himalayan region.\n",
      "Lowercased Text: pakistan failing to keep kashmir pledge - india (reuters) reuters - india's ruling congress party accused pakistan on saturday of not keeping its promise to halt support for kashmiri militants fighting against new delhi's rule in the disputed himalayan region.\n",
      "Removed URLs: pakistan failing to keep kashmir pledge - india (reuters) reuters - india's ruling congress party accused pakistan on saturday of not keeping its promise to halt support for kashmiri militants fighting against new delhi's rule in the disputed himalayan region.\n",
      "Removed HTML Tags: pakistan failing to keep kashmir pledge - india (reuters) reuters - india's ruling congress party accused pakistan on saturday of not keeping its promise to halt support for kashmiri militants fighting against new delhi's rule in the disputed himalayan region.\n",
      "Removed Special Characters: pakistan failing to keep kashmir pledge  india reuters reuters  indias ruling congress party accused pakistan on saturday of not keeping its promise to halt support for kashmiri militants fighting against new delhis rule in the disputed himalayan region\n",
      "Tokens: ['pakistan', 'failing', 'to', 'keep', 'kashmir', 'pledge', 'india', 'reuters', 'reuters', 'indias', 'ruling', 'congress', 'party', 'accused', 'pakistan', 'on', 'saturday', 'of', 'not', 'keeping', 'its', 'promise', 'to', 'halt', 'support', 'for', 'kashmiri', 'militants', 'fighting', 'against', 'new', 'delhis', 'rule', 'in', 'the', 'disputed', 'himalayan', 'region']\n",
      "Removed Stopwords: ['pakistan', 'failing', 'keep', 'kashmir', 'pledge', 'india', 'reuters', 'reuters', 'indias', 'ruling', 'congress', 'party', 'accused', 'pakistan', 'saturday', 'keeping', 'promise', 'halt', 'support', 'kashmiri', 'militants', 'fighting', 'new', 'delhis', 'rule', 'disputed', 'himalayan', 'region']\n",
      "Stemmed Tokens: ['pakistan', 'fail', 'keep', 'kashmir', 'pledg', 'india', 'reuter', 'reuter', 'india', 'rule', 'congress', 'parti', 'accus', 'pakistan', 'saturday', 'keep', 'promis', 'halt', 'support', 'kashmiri', 'milit', 'fight', 'new', 'delhi', 'rule', 'disput', 'himalayan', 'region']\n",
      "Final Preprocessed Text: pakistan fail keep kashmir pledg india reuter reuter india rule congress parti accus pakistan saturday keep promis halt support kashmiri milit fight new delhi rule disput himalayan region\n",
      "\n",
      "Original Text: US takes stock of Hurricane Ivan US authorities begin relief operations as south-eastern states continue to assess Hurricane Ivan's impact.\n",
      "Lowercased Text: us takes stock of hurricane ivan us authorities begin relief operations as south-eastern states continue to assess hurricane ivan's impact.\n",
      "Removed URLs: us takes stock of hurricane ivan us authorities begin relief operations as south-eastern states continue to assess hurricane ivan's impact.\n",
      "Removed HTML Tags: us takes stock of hurricane ivan us authorities begin relief operations as south-eastern states continue to assess hurricane ivan's impact.\n",
      "Removed Special Characters: us takes stock of hurricane ivan us authorities begin relief operations as southeastern states continue to assess hurricane ivans impact\n",
      "Tokens: ['us', 'takes', 'stock', 'of', 'hurricane', 'ivan', 'us', 'authorities', 'begin', 'relief', 'operations', 'as', 'southeastern', 'states', 'continue', 'to', 'assess', 'hurricane', 'ivans', 'impact']\n",
      "Removed Stopwords: ['us', 'takes', 'stock', 'hurricane', 'ivan', 'us', 'authorities', 'begin', 'relief', 'operations', 'southeastern', 'states', 'continue', 'assess', 'hurricane', 'ivans', 'impact']\n",
      "Stemmed Tokens: ['us', 'take', 'stock', 'hurrican', 'ivan', 'us', 'author', 'begin', 'relief', 'oper', 'southeastern', 'state', 'continu', 'assess', 'hurrican', 'ivan', 'impact']\n",
      "Final Preprocessed Text: us take stock hurrican ivan us author begin relief oper southeastern state continu assess hurrican ivan impact\n",
      "\n",
      "Original Text: Terror suspects appeal to Law Lords Nine foreign terror suspects held indefinitely without charge in Britain will challenge their detention before the country #39;s highest court today.\n",
      "Lowercased Text: terror suspects appeal to law lords nine foreign terror suspects held indefinitely without charge in britain will challenge their detention before the country #39;s highest court today.\n",
      "Removed URLs: terror suspects appeal to law lords nine foreign terror suspects held indefinitely without charge in britain will challenge their detention before the country #39;s highest court today.\n",
      "Removed HTML Tags: terror suspects appeal to law lords nine foreign terror suspects held indefinitely without charge in britain will challenge their detention before the country #39;s highest court today.\n",
      "Removed Special Characters: terror suspects appeal to law lords nine foreign terror suspects held indefinitely without charge in britain will challenge their detention before the country s highest court today\n",
      "Tokens: ['terror', 'suspects', 'appeal', 'to', 'law', 'lords', 'nine', 'foreign', 'terror', 'suspects', 'held', 'indefinitely', 'without', 'charge', 'in', 'britain', 'will', 'challenge', 'their', 'detention', 'before', 'the', 'country', 's', 'highest', 'court', 'today']\n",
      "Removed Stopwords: ['terror', 'suspects', 'appeal', 'law', 'lords', 'nine', 'foreign', 'terror', 'suspects', 'held', 'indefinitely', 'without', 'charge', 'britain', 'challenge', 'detention', 'country', 'highest', 'court', 'today']\n",
      "Stemmed Tokens: ['terror', 'suspect', 'appeal', 'law', 'lord', 'nine', 'foreign', 'terror', 'suspect', 'held', 'indefinit', 'without', 'charg', 'britain', 'challeng', 'detent', 'countri', 'highest', 'court', 'today']\n",
      "Final Preprocessed Text: terror suspect appeal law lord nine foreign terror suspect held indefinit without charg britain challeng detent countri highest court today\n",
      "\n",
      "Original Text: Allawi urges world to help Iraq Iraq's interim PM Iyad Allawi appeals to world leaders at the UN to help Iraq \"defeat the forces of terrorism\".\n",
      "Lowercased Text: allawi urges world to help iraq iraq's interim pm iyad allawi appeals to world leaders at the un to help iraq \"defeat the forces of terrorism\".\n",
      "Removed URLs: allawi urges world to help iraq iraq's interim pm iyad allawi appeals to world leaders at the un to help iraq \"defeat the forces of terrorism\".\n",
      "Removed HTML Tags: allawi urges world to help iraq iraq's interim pm iyad allawi appeals to world leaders at the un to help iraq \"defeat the forces of terrorism\".\n",
      "Removed Special Characters: allawi urges world to help iraq iraqs interim pm iyad allawi appeals to world leaders at the un to help iraq defeat the forces of terrorism\n",
      "Tokens: ['allawi', 'urges', 'world', 'to', 'help', 'iraq', 'iraqs', 'interim', 'pm', 'iyad', 'allawi', 'appeals', 'to', 'world', 'leaders', 'at', 'the', 'un', 'to', 'help', 'iraq', 'defeat', 'the', 'forces', 'of', 'terrorism']\n",
      "Removed Stopwords: ['allawi', 'urges', 'world', 'help', 'iraq', 'iraqs', 'interim', 'pm', 'iyad', 'allawi', 'appeals', 'world', 'leaders', 'un', 'help', 'iraq', 'defeat', 'forces', 'terrorism']\n",
      "Stemmed Tokens: ['allawi', 'urg', 'world', 'help', 'iraq', 'iraq', 'interim', 'pm', 'iyad', 'allawi', 'appeal', 'world', 'leader', 'un', 'help', 'iraq', 'defeat', 'forc', 'terror']\n",
      "Final Preprocessed Text: allawi urg world help iraq iraq interim pm iyad allawi appeal world leader un help iraq defeat forc terror\n",
      "\n",
      "Original Text: Man held over China school deaths A man has been arrested in connection with the deaths of eight boys stabbed as they slept in a dormitory, Chinese officials have said.\n",
      "Lowercased Text: man held over china school deaths a man has been arrested in connection with the deaths of eight boys stabbed as they slept in a dormitory, chinese officials have said.\n",
      "Removed URLs: man held over china school deaths a man has been arrested in connection with the deaths of eight boys stabbed as they slept in a dormitory, chinese officials have said.\n",
      "Removed HTML Tags: man held over china school deaths a man has been arrested in connection with the deaths of eight boys stabbed as they slept in a dormitory, chinese officials have said.\n",
      "Removed Special Characters: man held over china school deaths a man has been arrested in connection with the deaths of eight boys stabbed as they slept in a dormitory chinese officials have said\n",
      "Tokens: ['man', 'held', 'over', 'china', 'school', 'deaths', 'a', 'man', 'has', 'been', 'arrested', 'in', 'connection', 'with', 'the', 'deaths', 'of', 'eight', 'boys', 'stabbed', 'as', 'they', 'slept', 'in', 'a', 'dormitory', 'chinese', 'officials', 'have', 'said']\n",
      "Removed Stopwords: ['man', 'held', 'china', 'school', 'deaths', 'man', 'arrested', 'connection', 'deaths', 'eight', 'boys', 'stabbed', 'slept', 'dormitory', 'chinese', 'officials', 'said']\n",
      "Stemmed Tokens: ['man', 'held', 'china', 'school', 'death', 'man', 'arrest', 'connect', 'death', 'eight', 'boy', 'stab', 'slept', 'dormitori', 'chines', 'offici', 'said']\n",
      "Final Preprocessed Text: man held china school death man arrest connect death eight boy stab slept dormitori chines offici said\n",
      "\n",
      "Original Text: Panel offers strategies on fighting global threats UNITED NATIONS -- In a highly anticipated report prompted by the deep divide over the war in Iraq, an international panel made 101 recommendations yesterday on how to deal with global threats in the 21st century including the use of preemptive and preventive military strikes with approval from the UN Security Council.\n",
      "Lowercased Text: panel offers strategies on fighting global threats united nations -- in a highly anticipated report prompted by the deep divide over the war in iraq, an international panel made 101 recommendations yesterday on how to deal with global threats in the 21st century including the use of preemptive and preventive military strikes with approval from the un security council.\n",
      "Removed URLs: panel offers strategies on fighting global threats united nations -- in a highly anticipated report prompted by the deep divide over the war in iraq, an international panel made 101 recommendations yesterday on how to deal with global threats in the 21st century including the use of preemptive and preventive military strikes with approval from the un security council.\n",
      "Removed HTML Tags: panel offers strategies on fighting global threats united nations -- in a highly anticipated report prompted by the deep divide over the war in iraq, an international panel made 101 recommendations yesterday on how to deal with global threats in the 21st century including the use of preemptive and preventive military strikes with approval from the un security council.\n",
      "Removed Special Characters: panel offers strategies on fighting global threats united nations  in a highly anticipated report prompted by the deep divide over the war in iraq an international panel made  recommendations yesterday on how to deal with global threats in the st century including the use of preemptive and preventive military strikes with approval from the un security council\n",
      "Tokens: ['panel', 'offers', 'strategies', 'on', 'fighting', 'global', 'threats', 'united', 'nations', 'in', 'a', 'highly', 'anticipated', 'report', 'prompted', 'by', 'the', 'deep', 'divide', 'over', 'the', 'war', 'in', 'iraq', 'an', 'international', 'panel', 'made', 'recommendations', 'yesterday', 'on', 'how', 'to', 'deal', 'with', 'global', 'threats', 'in', 'the', 'st', 'century', 'including', 'the', 'use', 'of', 'preemptive', 'and', 'preventive', 'military', 'strikes', 'with', 'approval', 'from', 'the', 'un', 'security', 'council']\n",
      "Removed Stopwords: ['panel', 'offers', 'strategies', 'fighting', 'global', 'threats', 'united', 'nations', 'highly', 'anticipated', 'report', 'prompted', 'deep', 'divide', 'war', 'iraq', 'international', 'panel', 'made', 'recommendations', 'yesterday', 'deal', 'global', 'threats', 'st', 'century', 'including', 'use', 'preemptive', 'preventive', 'military', 'strikes', 'approval', 'un', 'security', 'council']\n",
      "Stemmed Tokens: ['panel', 'offer', 'strategi', 'fight', 'global', 'threat', 'unit', 'nation', 'highli', 'anticip', 'report', 'prompt', 'deep', 'divid', 'war', 'iraq', 'intern', 'panel', 'made', 'recommend', 'yesterday', 'deal', 'global', 'threat', 'st', 'centuri', 'includ', 'use', 'preemptiv', 'prevent', 'militari', 'strike', 'approv', 'un', 'secur', 'council']\n",
      "Final Preprocessed Text: panel offer strategi fight global threat unit nation highli anticip report prompt deep divid war iraq intern panel made recommend yesterday deal global threat st centuri includ use preemptiv prevent militari strike approv un secur council\n",
      "\n",
      "Original Text: Israelis Fire Missile at Gaza Refugee Camp An Israeli aircraft fired a missile Sunday at a Palestinian target in Gaza #39;s Jebaliya refugee camp, witnesses said. Ambulances rushed to the scene, but it was not \n",
      "Lowercased Text: israelis fire missile at gaza refugee camp an israeli aircraft fired a missile sunday at a palestinian target in gaza #39;s jebaliya refugee camp, witnesses said. ambulances rushed to the scene, but it was not \n",
      "Removed URLs: israelis fire missile at gaza refugee camp an israeli aircraft fired a missile sunday at a palestinian target in gaza #39;s jebaliya refugee camp, witnesses said. ambulances rushed to the scene, but it was not \n",
      "Removed HTML Tags: israelis fire missile at gaza refugee camp an israeli aircraft fired a missile sunday at a palestinian target in gaza #39;s jebaliya refugee camp, witnesses said. ambulances rushed to the scene, but it was not \n",
      "Removed Special Characters: israelis fire missile at gaza refugee camp an israeli aircraft fired a missile sunday at a palestinian target in gaza s jebaliya refugee camp witnesses said ambulances rushed to the scene but it was not \n",
      "Tokens: ['israelis', 'fire', 'missile', 'at', 'gaza', 'refugee', 'camp', 'an', 'israeli', 'aircraft', 'fired', 'a', 'missile', 'sunday', 'at', 'a', 'palestinian', 'target', 'in', 'gaza', 's', 'jebaliya', 'refugee', 'camp', 'witnesses', 'said', 'ambulances', 'rushed', 'to', 'the', 'scene', 'but', 'it', 'was', 'not']\n",
      "Removed Stopwords: ['israelis', 'fire', 'missile', 'gaza', 'refugee', 'camp', 'israeli', 'aircraft', 'fired', 'missile', 'sunday', 'palestinian', 'target', 'gaza', 'jebaliya', 'refugee', 'camp', 'witnesses', 'said', 'ambulances', 'rushed', 'scene']\n",
      "Stemmed Tokens: ['isra', 'fire', 'missil', 'gaza', 'refuge', 'camp', 'isra', 'aircraft', 'fire', 'missil', 'sunday', 'palestinian', 'target', 'gaza', 'jebaliya', 'refuge', 'camp', 'wit', 'said', 'ambul', 'rush', 'scene']\n",
      "Final Preprocessed Text: isra fire missil gaza refuge camp isra aircraft fire missil sunday palestinian target gaza jebaliya refuge camp wit said ambul rush scene\n",
      "\n",
      "Original Text: Total deal shows appetite for Russian oil, but limits foreign role (AFP) AFP - A deal between French energy group Total and Russian gas firm Novatek shows that oil majors have an appetite for Russia's energy riches despite the Yukos affair, but also the limited role now possible for foreigners in this strategic sector, analysts say.\n",
      "Lowercased Text: total deal shows appetite for russian oil, but limits foreign role (afp) afp - a deal between french energy group total and russian gas firm novatek shows that oil majors have an appetite for russia's energy riches despite the yukos affair, but also the limited role now possible for foreigners in this strategic sector, analysts say.\n",
      "Removed URLs: total deal shows appetite for russian oil, but limits foreign role (afp) afp - a deal between french energy group total and russian gas firm novatek shows that oil majors have an appetite for russia's energy riches despite the yukos affair, but also the limited role now possible for foreigners in this strategic sector, analysts say.\n",
      "Removed HTML Tags: total deal shows appetite for russian oil, but limits foreign role (afp) afp - a deal between french energy group total and russian gas firm novatek shows that oil majors have an appetite for russia's energy riches despite the yukos affair, but also the limited role now possible for foreigners in this strategic sector, analysts say.\n",
      "Removed Special Characters: total deal shows appetite for russian oil but limits foreign role afp afp  a deal between french energy group total and russian gas firm novatek shows that oil majors have an appetite for russias energy riches despite the yukos affair but also the limited role now possible for foreigners in this strategic sector analysts say\n",
      "Tokens: ['total', 'deal', 'shows', 'appetite', 'for', 'russian', 'oil', 'but', 'limits', 'foreign', 'role', 'afp', 'afp', 'a', 'deal', 'between', 'french', 'energy', 'group', 'total', 'and', 'russian', 'gas', 'firm', 'novatek', 'shows', 'that', 'oil', 'majors', 'have', 'an', 'appetite', 'for', 'russias', 'energy', 'riches', 'despite', 'the', 'yukos', 'affair', 'but', 'also', 'the', 'limited', 'role', 'now', 'possible', 'for', 'foreigners', 'in', 'this', 'strategic', 'sector', 'analysts', 'say']\n",
      "Removed Stopwords: ['total', 'deal', 'shows', 'appetite', 'russian', 'oil', 'limits', 'foreign', 'role', 'afp', 'afp', 'deal', 'french', 'energy', 'group', 'total', 'russian', 'gas', 'firm', 'novatek', 'shows', 'oil', 'majors', 'appetite', 'russias', 'energy', 'riches', 'despite', 'yukos', 'affair', 'also', 'limited', 'role', 'possible', 'foreigners', 'strategic', 'sector', 'analysts', 'say']\n",
      "Stemmed Tokens: ['total', 'deal', 'show', 'appetit', 'russian', 'oil', 'limit', 'foreign', 'role', 'afp', 'afp', 'deal', 'french', 'energi', 'group', 'total', 'russian', 'ga', 'firm', 'novatek', 'show', 'oil', 'major', 'appetit', 'russia', 'energi', 'rich', 'despit', 'yuko', 'affair', 'also', 'limit', 'role', 'possibl', 'foreign', 'strateg', 'sector', 'analyst', 'say']\n",
      "Final Preprocessed Text: total deal show appetit russian oil limit foreign role afp afp deal french energi group total russian ga firm novatek show oil major appetit russia energi rich despit yuko affair also limit role possibl foreign strateg sector analyst say\n",
      "\n",
      "Original Text: Report: Bigley tried fleeing after British intelligence helped &lt;b&gt;...&lt;/b&gt; LONDON New information is surfacing about a purported escape attempt by doomed British hostage Kenneth Bigley. The Sunday Times says Bigley briefly fled his Iraqi kidnappers on Wednesday after British intelligence helped bribe two of his captors.\n",
      "Lowercased Text: report: bigley tried fleeing after british intelligence helped &lt;b&gt;...&lt;/b&gt; london new information is surfacing about a purported escape attempt by doomed british hostage kenneth bigley. the sunday times says bigley briefly fled his iraqi kidnappers on wednesday after british intelligence helped bribe two of his captors.\n",
      "Removed URLs: report: bigley tried fleeing after british intelligence helped &lt;b&gt;...&lt;/b&gt; london new information is surfacing about a purported escape attempt by doomed british hostage kenneth bigley. the sunday times says bigley briefly fled his iraqi kidnappers on wednesday after british intelligence helped bribe two of his captors.\n",
      "Removed HTML Tags: report: bigley tried fleeing after british intelligence helped &lt;b&gt;...&lt;/b&gt; london new information is surfacing about a purported escape attempt by doomed british hostage kenneth bigley. the sunday times says bigley briefly fled his iraqi kidnappers on wednesday after british intelligence helped bribe two of his captors.\n",
      "Removed Special Characters: report bigley tried fleeing after british intelligence helped ltbgtltbgt london new information is surfacing about a purported escape attempt by doomed british hostage kenneth bigley the sunday times says bigley briefly fled his iraqi kidnappers on wednesday after british intelligence helped bribe two of his captors\n",
      "Tokens: ['report', 'bigley', 'tried', 'fleeing', 'after', 'british', 'intelligence', 'helped', 'ltbgtltbgt', 'london', 'new', 'information', 'is', 'surfacing', 'about', 'a', 'purported', 'escape', 'attempt', 'by', 'doomed', 'british', 'hostage', 'kenneth', 'bigley', 'the', 'sunday', 'times', 'says', 'bigley', 'briefly', 'fled', 'his', 'iraqi', 'kidnappers', 'on', 'wednesday', 'after', 'british', 'intelligence', 'helped', 'bribe', 'two', 'of', 'his', 'captors']\n",
      "Removed Stopwords: ['report', 'bigley', 'tried', 'fleeing', 'british', 'intelligence', 'helped', 'ltbgtltbgt', 'london', 'new', 'information', 'surfacing', 'purported', 'escape', 'attempt', 'doomed', 'british', 'hostage', 'kenneth', 'bigley', 'sunday', 'times', 'says', 'bigley', 'briefly', 'fled', 'iraqi', 'kidnappers', 'wednesday', 'british', 'intelligence', 'helped', 'bribe', 'two', 'captors']\n",
      "Stemmed Tokens: ['report', 'bigley', 'tri', 'flee', 'british', 'intellig', 'help', 'ltbgtltbgt', 'london', 'new', 'inform', 'surfac', 'purport', 'escap', 'attempt', 'doom', 'british', 'hostag', 'kenneth', 'bigley', 'sunday', 'time', 'say', 'bigley', 'briefli', 'fled', 'iraqi', 'kidnapp', 'wednesday', 'british', 'intellig', 'help', 'bribe', 'two', 'captor']\n",
      "Final Preprocessed Text: report bigley tri flee british intellig help ltbgtltbgt london new inform surfac purport escap attempt doom british hostag kenneth bigley sunday time say bigley briefli fled iraqi kidnapp wednesday british intellig help bribe two captor\n",
      "\n",
      "Original Text: Car bomb kills six in Baghdad in latest attack on Iraq #39;s police &lt;b&gt;...&lt;/b&gt; A car bomb exploded near a police patrol in Baghdad #39;s fashionable Jadiriyah district, killing at six people, including three police officers, and wounding 26 others.\n",
      "Lowercased Text: car bomb kills six in baghdad in latest attack on iraq #39;s police &lt;b&gt;...&lt;/b&gt; a car bomb exploded near a police patrol in baghdad #39;s fashionable jadiriyah district, killing at six people, including three police officers, and wounding 26 others.\n",
      "Removed URLs: car bomb kills six in baghdad in latest attack on iraq #39;s police &lt;b&gt;...&lt;/b&gt; a car bomb exploded near a police patrol in baghdad #39;s fashionable jadiriyah district, killing at six people, including three police officers, and wounding 26 others.\n",
      "Removed HTML Tags: car bomb kills six in baghdad in latest attack on iraq #39;s police &lt;b&gt;...&lt;/b&gt; a car bomb exploded near a police patrol in baghdad #39;s fashionable jadiriyah district, killing at six people, including three police officers, and wounding 26 others.\n",
      "Removed Special Characters: car bomb kills six in baghdad in latest attack on iraq s police ltbgtltbgt a car bomb exploded near a police patrol in baghdad s fashionable jadiriyah district killing at six people including three police officers and wounding  others\n",
      "Tokens: ['car', 'bomb', 'kills', 'six', 'in', 'baghdad', 'in', 'latest', 'attack', 'on', 'iraq', 's', 'police', 'ltbgtltbgt', 'a', 'car', 'bomb', 'exploded', 'near', 'a', 'police', 'patrol', 'in', 'baghdad', 's', 'fashionable', 'jadiriyah', 'district', 'killing', 'at', 'six', 'people', 'including', 'three', 'police', 'officers', 'and', 'wounding', 'others']\n",
      "Removed Stopwords: ['car', 'bomb', 'kills', 'six', 'baghdad', 'latest', 'attack', 'iraq', 'police', 'ltbgtltbgt', 'car', 'bomb', 'exploded', 'near', 'police', 'patrol', 'baghdad', 'fashionable', 'jadiriyah', 'district', 'killing', 'six', 'people', 'including', 'three', 'police', 'officers', 'wounding', 'others']\n",
      "Stemmed Tokens: ['car', 'bomb', 'kill', 'six', 'baghdad', 'latest', 'attack', 'iraq', 'polic', 'ltbgtltbgt', 'car', 'bomb', 'explod', 'near', 'polic', 'patrol', 'baghdad', 'fashion', 'jadiriyah', 'district', 'kill', 'six', 'peopl', 'includ', 'three', 'polic', 'offic', 'wound', 'other']\n",
      "Final Preprocessed Text: car bomb kill six baghdad latest attack iraq polic ltbgtltbgt car bomb explod near polic patrol baghdad fashion jadiriyah district kill six peopl includ three polic offic wound other\n",
      "\n",
      "Original Text: A debate that avoided answering the vital questions on Iraq At least it was a wartime debate last Thursday night between President George W. Bush and John Kerry. But it didn #39;t provide much clarity about what either candidate would do as a wartime \n",
      "Lowercased Text: a debate that avoided answering the vital questions on iraq at least it was a wartime debate last thursday night between president george w. bush and john kerry. but it didn #39;t provide much clarity about what either candidate would do as a wartime \n",
      "Removed URLs: a debate that avoided answering the vital questions on iraq at least it was a wartime debate last thursday night between president george w. bush and john kerry. but it didn #39;t provide much clarity about what either candidate would do as a wartime \n",
      "Removed HTML Tags: a debate that avoided answering the vital questions on iraq at least it was a wartime debate last thursday night between president george w. bush and john kerry. but it didn #39;t provide much clarity about what either candidate would do as a wartime \n",
      "Removed Special Characters: a debate that avoided answering the vital questions on iraq at least it was a wartime debate last thursday night between president george w bush and john kerry but it didn t provide much clarity about what either candidate would do as a wartime \n",
      "Tokens: ['a', 'debate', 'that', 'avoided', 'answering', 'the', 'vital', 'questions', 'on', 'iraq', 'at', 'least', 'it', 'was', 'a', 'wartime', 'debate', 'last', 'thursday', 'night', 'between', 'president', 'george', 'w', 'bush', 'and', 'john', 'kerry', 'but', 'it', 'didn', 't', 'provide', 'much', 'clarity', 'about', 'what', 'either', 'candidate', 'would', 'do', 'as', 'a', 'wartime']\n",
      "Removed Stopwords: ['debate', 'avoided', 'answering', 'vital', 'questions', 'iraq', 'least', 'wartime', 'debate', 'last', 'thursday', 'night', 'president', 'george', 'w', 'bush', 'john', 'kerry', 'provide', 'much', 'clarity', 'either', 'candidate', 'would', 'wartime']\n",
      "Stemmed Tokens: ['debat', 'avoid', 'answer', 'vital', 'question', 'iraq', 'least', 'wartim', 'debat', 'last', 'thursday', 'night', 'presid', 'georg', 'w', 'bush', 'john', 'kerri', 'provid', 'much', 'clariti', 'either', 'candid', 'would', 'wartim']\n",
      "Final Preprocessed Text: debat avoid answer vital question iraq least wartim debat last thursday night presid georg w bush john kerri provid much clariti either candid would wartim\n",
      "\n",
      "Original Text: Negotiator: Fallujah Talks Still Suspended The top Fallujah negotiator in peace talks with the government dashed hopes of resuming talks soon despite his release Monday by US and Iraqi authorities, saying negotiations remain suspended.\n",
      "Lowercased Text: negotiator: fallujah talks still suspended the top fallujah negotiator in peace talks with the government dashed hopes of resuming talks soon despite his release monday by us and iraqi authorities, saying negotiations remain suspended.\n",
      "Removed URLs: negotiator: fallujah talks still suspended the top fallujah negotiator in peace talks with the government dashed hopes of resuming talks soon despite his release monday by us and iraqi authorities, saying negotiations remain suspended.\n",
      "Removed HTML Tags: negotiator: fallujah talks still suspended the top fallujah negotiator in peace talks with the government dashed hopes of resuming talks soon despite his release monday by us and iraqi authorities, saying negotiations remain suspended.\n",
      "Removed Special Characters: negotiator fallujah talks still suspended the top fallujah negotiator in peace talks with the government dashed hopes of resuming talks soon despite his release monday by us and iraqi authorities saying negotiations remain suspended\n",
      "Tokens: ['negotiator', 'fallujah', 'talks', 'still', 'suspended', 'the', 'top', 'fallujah', 'negotiator', 'in', 'peace', 'talks', 'with', 'the', 'government', 'dashed', 'hopes', 'of', 'resuming', 'talks', 'soon', 'despite', 'his', 'release', 'monday', 'by', 'us', 'and', 'iraqi', 'authorities', 'saying', 'negotiations', 'remain', 'suspended']\n",
      "Removed Stopwords: ['negotiator', 'fallujah', 'talks', 'still', 'suspended', 'top', 'fallujah', 'negotiator', 'peace', 'talks', 'government', 'dashed', 'hopes', 'resuming', 'talks', 'soon', 'despite', 'release', 'monday', 'us', 'iraqi', 'authorities', 'saying', 'negotiations', 'remain', 'suspended']\n",
      "Stemmed Tokens: ['negoti', 'fallujah', 'talk', 'still', 'suspend', 'top', 'fallujah', 'negoti', 'peac', 'talk', 'govern', 'dash', 'hope', 'resum', 'talk', 'soon', 'despit', 'releas', 'monday', 'us', 'iraqi', 'author', 'say', 'negoti', 'remain', 'suspend']\n",
      "Final Preprocessed Text: negoti fallujah talk still suspend top fallujah negoti peac talk govern dash hope resum talk soon despit releas monday us iraqi author say negoti remain suspend\n",
      "\n",
      "Original Text: One million Afghan votes counted Afghanistan #39;s interim leader Hamid Karzai has a 45-point lead after the first million votes were counted in the country #39;s presidential poll.\n",
      "Lowercased Text: one million afghan votes counted afghanistan #39;s interim leader hamid karzai has a 45-point lead after the first million votes were counted in the country #39;s presidential poll.\n",
      "Removed URLs: one million afghan votes counted afghanistan #39;s interim leader hamid karzai has a 45-point lead after the first million votes were counted in the country #39;s presidential poll.\n",
      "Removed HTML Tags: one million afghan votes counted afghanistan #39;s interim leader hamid karzai has a 45-point lead after the first million votes were counted in the country #39;s presidential poll.\n",
      "Removed Special Characters: one million afghan votes counted afghanistan s interim leader hamid karzai has a point lead after the first million votes were counted in the country s presidential poll\n",
      "Tokens: ['one', 'million', 'afghan', 'votes', 'counted', 'afghanistan', 's', 'interim', 'leader', 'hamid', 'karzai', 'has', 'a', 'point', 'lead', 'after', 'the', 'first', 'million', 'votes', 'were', 'counted', 'in', 'the', 'country', 's', 'presidential', 'poll']\n",
      "Removed Stopwords: ['one', 'million', 'afghan', 'votes', 'counted', 'afghanistan', 'interim', 'leader', 'hamid', 'karzai', 'point', 'lead', 'first', 'million', 'votes', 'counted', 'country', 'presidential', 'poll']\n",
      "Stemmed Tokens: ['one', 'million', 'afghan', 'vote', 'count', 'afghanistan', 'interim', 'leader', 'hamid', 'karzai', 'point', 'lead', 'first', 'million', 'vote', 'count', 'countri', 'presidenti', 'poll']\n",
      "Final Preprocessed Text: one million afghan vote count afghanistan interim leader hamid karzai point lead first million vote count countri presidenti poll\n",
      "\n",
      "Original Text: Insurgents claim responsibility for Baghdad raid MAXINE McKEW: In Iraq, the group led by the country #39;s most wanted insurgent has claimed responsibility for a deadly attack on a police station in western Baghdad.\n",
      "Lowercased Text: insurgents claim responsibility for baghdad raid maxine mckew: in iraq, the group led by the country #39;s most wanted insurgent has claimed responsibility for a deadly attack on a police station in western baghdad.\n",
      "Removed URLs: insurgents claim responsibility for baghdad raid maxine mckew: in iraq, the group led by the country #39;s most wanted insurgent has claimed responsibility for a deadly attack on a police station in western baghdad.\n",
      "Removed HTML Tags: insurgents claim responsibility for baghdad raid maxine mckew: in iraq, the group led by the country #39;s most wanted insurgent has claimed responsibility for a deadly attack on a police station in western baghdad.\n",
      "Removed Special Characters: insurgents claim responsibility for baghdad raid maxine mckew in iraq the group led by the country s most wanted insurgent has claimed responsibility for a deadly attack on a police station in western baghdad\n",
      "Tokens: ['insurgents', 'claim', 'responsibility', 'for', 'baghdad', 'raid', 'maxine', 'mckew', 'in', 'iraq', 'the', 'group', 'led', 'by', 'the', 'country', 's', 'most', 'wanted', 'insurgent', 'has', 'claimed', 'responsibility', 'for', 'a', 'deadly', 'attack', 'on', 'a', 'police', 'station', 'in', 'western', 'baghdad']\n",
      "Removed Stopwords: ['insurgents', 'claim', 'responsibility', 'baghdad', 'raid', 'maxine', 'mckew', 'iraq', 'group', 'led', 'country', 'wanted', 'insurgent', 'claimed', 'responsibility', 'deadly', 'attack', 'police', 'station', 'western', 'baghdad']\n",
      "Stemmed Tokens: ['insurg', 'claim', 'respons', 'baghdad', 'raid', 'maxin', 'mckew', 'iraq', 'group', 'led', 'countri', 'want', 'insurg', 'claim', 'respons', 'deadli', 'attack', 'polic', 'station', 'western', 'baghdad']\n",
      "Final Preprocessed Text: insurg claim respons baghdad raid maxin mckew iraq group led countri want insurg claim respons deadli attack polic station western baghdad\n",
      "\n",
      "Original Text: US Charge Of  #39;genocide #39; In Darfur Complicates Sudan Peace Talks ABUJA, Sept 13 (AFP) - Slow-moving African Union-brokered peace talks for Sudan #39;s Darfur region have been complicated by last week #39;s declaration by the United States that Khartoum and allied militia are committing genocide there.\n",
      "Lowercased Text: us charge of  #39;genocide #39; in darfur complicates sudan peace talks abuja, sept 13 (afp) - slow-moving african union-brokered peace talks for sudan #39;s darfur region have been complicated by last week #39;s declaration by the united states that khartoum and allied militia are committing genocide there.\n",
      "Removed URLs: us charge of  #39;genocide #39; in darfur complicates sudan peace talks abuja, sept 13 (afp) - slow-moving african union-brokered peace talks for sudan #39;s darfur region have been complicated by last week #39;s declaration by the united states that khartoum and allied militia are committing genocide there.\n",
      "Removed HTML Tags: us charge of  #39;genocide #39; in darfur complicates sudan peace talks abuja, sept 13 (afp) - slow-moving african union-brokered peace talks for sudan #39;s darfur region have been complicated by last week #39;s declaration by the united states that khartoum and allied militia are committing genocide there.\n",
      "Removed Special Characters: us charge of  genocide  in darfur complicates sudan peace talks abuja sept  afp  slowmoving african unionbrokered peace talks for sudan s darfur region have been complicated by last week s declaration by the united states that khartoum and allied militia are committing genocide there\n",
      "Tokens: ['us', 'charge', 'of', 'genocide', 'in', 'darfur', 'complicates', 'sudan', 'peace', 'talks', 'abuja', 'sept', 'afp', 'slowmoving', 'african', 'unionbrokered', 'peace', 'talks', 'for', 'sudan', 's', 'darfur', 'region', 'have', 'been', 'complicated', 'by', 'last', 'week', 's', 'declaration', 'by', 'the', 'united', 'states', 'that', 'khartoum', 'and', 'allied', 'militia', 'are', 'committing', 'genocide', 'there']\n",
      "Removed Stopwords: ['us', 'charge', 'genocide', 'darfur', 'complicates', 'sudan', 'peace', 'talks', 'abuja', 'sept', 'afp', 'slowmoving', 'african', 'unionbrokered', 'peace', 'talks', 'sudan', 'darfur', 'region', 'complicated', 'last', 'week', 'declaration', 'united', 'states', 'khartoum', 'allied', 'militia', 'committing', 'genocide']\n",
      "Stemmed Tokens: ['us', 'charg', 'genocid', 'darfur', 'complic', 'sudan', 'peac', 'talk', 'abuja', 'sept', 'afp', 'slowmov', 'african', 'unionbrok', 'peac', 'talk', 'sudan', 'darfur', 'region', 'complic', 'last', 'week', 'declar', 'unit', 'state', 'khartoum', 'alli', 'militia', 'commit', 'genocid']\n",
      "Final Preprocessed Text: us charg genocid darfur complic sudan peac talk abuja sept afp slowmov african unionbrok peac talk sudan darfur region complic last week declar unit state khartoum alli militia commit genocid\n",
      "\n",
      "Original Text: Blair Hopeful of Iran, N. Korean Compliance  LONDON (Reuters) - British Prime Minister Tony Blair said  on Wednesday the international community was closer than ever  to making North Korea and Iran accept its demands to halt  nuclear programs.\n",
      "Lowercased Text: blair hopeful of iran, n. korean compliance  london (reuters) - british prime minister tony blair said  on wednesday the international community was closer than ever  to making north korea and iran accept its demands to halt  nuclear programs.\n",
      "Removed URLs: blair hopeful of iran, n. korean compliance  london (reuters) - british prime minister tony blair said  on wednesday the international community was closer than ever  to making north korea and iran accept its demands to halt  nuclear programs.\n",
      "Removed HTML Tags: blair hopeful of iran, n. korean compliance  london (reuters) - british prime minister tony blair said  on wednesday the international community was closer than ever  to making north korea and iran accept its demands to halt  nuclear programs.\n",
      "Removed Special Characters: blair hopeful of iran n korean compliance  london reuters  british prime minister tony blair said  on wednesday the international community was closer than ever  to making north korea and iran accept its demands to halt  nuclear programs\n",
      "Tokens: ['blair', 'hopeful', 'of', 'iran', 'n', 'korean', 'compliance', 'london', 'reuters', 'british', 'prime', 'minister', 'tony', 'blair', 'said', 'on', 'wednesday', 'the', 'international', 'community', 'was', 'closer', 'than', 'ever', 'to', 'making', 'north', 'korea', 'and', 'iran', 'accept', 'its', 'demands', 'to', 'halt', 'nuclear', 'programs']\n",
      "Removed Stopwords: ['blair', 'hopeful', 'iran', 'n', 'korean', 'compliance', 'london', 'reuters', 'british', 'prime', 'minister', 'tony', 'blair', 'said', 'wednesday', 'international', 'community', 'closer', 'ever', 'making', 'north', 'korea', 'iran', 'accept', 'demands', 'halt', 'nuclear', 'programs']\n",
      "Stemmed Tokens: ['blair', 'hope', 'iran', 'n', 'korean', 'complianc', 'london', 'reuter', 'british', 'prime', 'minist', 'toni', 'blair', 'said', 'wednesday', 'intern', 'commun', 'closer', 'ever', 'make', 'north', 'korea', 'iran', 'accept', 'demand', 'halt', 'nuclear', 'program']\n",
      "Final Preprocessed Text: blair hope iran n korean complianc london reuter british prime minist toni blair said wednesday intern commun closer ever make north korea iran accept demand halt nuclear program\n",
      "\n",
      "Original Text: North Korean visit to China  quot;positive, encouraging quot;: South Korea SEOUL : South Korea #39;s foreign minister said Wednesday a visit by North Korea #39;s second-ranking leader to China was  quot;positive and encouraging quot; for a resumption of stalled six-nation talks on Pyongyang #39;s nuclear drive.\n",
      "Lowercased Text: north korean visit to china  quot;positive, encouraging quot;: south korea seoul : south korea #39;s foreign minister said wednesday a visit by north korea #39;s second-ranking leader to china was  quot;positive and encouraging quot; for a resumption of stalled six-nation talks on pyongyang #39;s nuclear drive.\n",
      "Removed URLs: north korean visit to china  quot;positive, encouraging quot;: south korea seoul : south korea #39;s foreign minister said wednesday a visit by north korea #39;s second-ranking leader to china was  quot;positive and encouraging quot; for a resumption of stalled six-nation talks on pyongyang #39;s nuclear drive.\n",
      "Removed HTML Tags: north korean visit to china  quot;positive, encouraging quot;: south korea seoul : south korea #39;s foreign minister said wednesday a visit by north korea #39;s second-ranking leader to china was  quot;positive and encouraging quot; for a resumption of stalled six-nation talks on pyongyang #39;s nuclear drive.\n",
      "Removed Special Characters: north korean visit to china  quotpositive encouraging quot south korea seoul  south korea s foreign minister said wednesday a visit by north korea s secondranking leader to china was  quotpositive and encouraging quot for a resumption of stalled sixnation talks on pyongyang s nuclear drive\n",
      "Tokens: ['north', 'korean', 'visit', 'to', 'china', 'quotpositive', 'encouraging', 'quot', 'south', 'korea', 'seoul', 'south', 'korea', 's', 'foreign', 'minister', 'said', 'wednesday', 'a', 'visit', 'by', 'north', 'korea', 's', 'secondranking', 'leader', 'to', 'china', 'was', 'quotpositive', 'and', 'encouraging', 'quot', 'for', 'a', 'resumption', 'of', 'stalled', 'sixnation', 'talks', 'on', 'pyongyang', 's', 'nuclear', 'drive']\n",
      "Removed Stopwords: ['north', 'korean', 'visit', 'china', 'quotpositive', 'encouraging', 'quot', 'south', 'korea', 'seoul', 'south', 'korea', 'foreign', 'minister', 'said', 'wednesday', 'visit', 'north', 'korea', 'secondranking', 'leader', 'china', 'quotpositive', 'encouraging', 'quot', 'resumption', 'stalled', 'sixnation', 'talks', 'pyongyang', 'nuclear', 'drive']\n",
      "Stemmed Tokens: ['north', 'korean', 'visit', 'china', 'quotposit', 'encourag', 'quot', 'south', 'korea', 'seoul', 'south', 'korea', 'foreign', 'minist', 'said', 'wednesday', 'visit', 'north', 'korea', 'secondrank', 'leader', 'china', 'quotposit', 'encourag', 'quot', 'resumpt', 'stall', 'sixnat', 'talk', 'pyongyang', 'nuclear', 'drive']\n",
      "Final Preprocessed Text: north korean visit china quotposit encourag quot south korea seoul south korea foreign minist said wednesday visit north korea secondrank leader china quotposit encourag quot resumpt stall sixnat talk pyongyang nuclear drive\n",
      "\n",
      "Original Text: Man Finds 3 WWI Troops' Bodies in Glacier (AP) AP - An amateur Italian historian has found the preserved bodies of three Austro-Hungarian soldiers in an Alpine glacier, 86 years after they were killed in World War One.\n",
      "Lowercased Text: man finds 3 wwi troops' bodies in glacier (ap) ap - an amateur italian historian has found the preserved bodies of three austro-hungarian soldiers in an alpine glacier, 86 years after they were killed in world war one.\n",
      "Removed URLs: man finds 3 wwi troops' bodies in glacier (ap) ap - an amateur italian historian has found the preserved bodies of three austro-hungarian soldiers in an alpine glacier, 86 years after they were killed in world war one.\n",
      "Removed HTML Tags: man finds 3 wwi troops' bodies in glacier (ap) ap - an amateur italian historian has found the preserved bodies of three austro-hungarian soldiers in an alpine glacier, 86 years after they were killed in world war one.\n",
      "Removed Special Characters: man finds  wwi troops bodies in glacier ap ap  an amateur italian historian has found the preserved bodies of three austrohungarian soldiers in an alpine glacier  years after they were killed in world war one\n",
      "Tokens: ['man', 'finds', 'wwi', 'troops', 'bodies', 'in', 'glacier', 'ap', 'ap', 'an', 'amateur', 'italian', 'historian', 'has', 'found', 'the', 'preserved', 'bodies', 'of', 'three', 'austrohungarian', 'soldiers', 'in', 'an', 'alpine', 'glacier', 'years', 'after', 'they', 'were', 'killed', 'in', 'world', 'war', 'one']\n",
      "Removed Stopwords: ['man', 'finds', 'wwi', 'troops', 'bodies', 'glacier', 'ap', 'ap', 'amateur', 'italian', 'historian', 'found', 'preserved', 'bodies', 'three', 'austrohungarian', 'soldiers', 'alpine', 'glacier', 'years', 'killed', 'world', 'war', 'one']\n",
      "Stemmed Tokens: ['man', 'find', 'wwi', 'troop', 'bodi', 'glacier', 'ap', 'ap', 'amateur', 'italian', 'historian', 'found', 'preserv', 'bodi', 'three', 'austrohungarian', 'soldier', 'alpin', 'glacier', 'year', 'kill', 'world', 'war', 'one']\n",
      "Final Preprocessed Text: man find wwi troop bodi glacier ap ap amateur italian historian found preserv bodi three austrohungarian soldier alpin glacier year kill world war one\n",
      "\n",
      "Original Text: Helicopter Carrying Politicians Crashes in East India (Reuters) Reuters - A helicopter carrying eight\\people, including a government minister and two lawmakers,\\crashed in mountainous northeast India on Wednesday, a police\\officer said.\n",
      "Lowercased Text: helicopter carrying politicians crashes in east india (reuters) reuters - a helicopter carrying eight\\people, including a government minister and two lawmakers,\\crashed in mountainous northeast india on wednesday, a police\\officer said.\n",
      "Removed URLs: helicopter carrying politicians crashes in east india (reuters) reuters - a helicopter carrying eight\\people, including a government minister and two lawmakers,\\crashed in mountainous northeast india on wednesday, a police\\officer said.\n",
      "Removed HTML Tags: helicopter carrying politicians crashes in east india (reuters) reuters - a helicopter carrying eight\\people, including a government minister and two lawmakers,\\crashed in mountainous northeast india on wednesday, a police\\officer said.\n",
      "Removed Special Characters: helicopter carrying politicians crashes in east india reuters reuters  a helicopter carrying eightpeople including a government minister and two lawmakerscrashed in mountainous northeast india on wednesday a policeofficer said\n",
      "Tokens: ['helicopter', 'carrying', 'politicians', 'crashes', 'in', 'east', 'india', 'reuters', 'reuters', 'a', 'helicopter', 'carrying', 'eightpeople', 'including', 'a', 'government', 'minister', 'and', 'two', 'lawmakerscrashed', 'in', 'mountainous', 'northeast', 'india', 'on', 'wednesday', 'a', 'policeofficer', 'said']\n",
      "Removed Stopwords: ['helicopter', 'carrying', 'politicians', 'crashes', 'east', 'india', 'reuters', 'reuters', 'helicopter', 'carrying', 'eightpeople', 'including', 'government', 'minister', 'two', 'lawmakerscrashed', 'mountainous', 'northeast', 'india', 'wednesday', 'policeofficer', 'said']\n",
      "Stemmed Tokens: ['helicopt', 'carri', 'politician', 'crash', 'east', 'india', 'reuter', 'reuter', 'helicopt', 'carri', 'eightpeopl', 'includ', 'govern', 'minist', 'two', 'lawmakerscrash', 'mountain', 'northeast', 'india', 'wednesday', 'policeoffic', 'said']\n",
      "Final Preprocessed Text: helicopt carri politician crash east india reuter reuter helicopt carri eightpeopl includ govern minist two lawmakerscrash mountain northeast india wednesday policeoffic said\n",
      "\n",
      "Original Text: You Can Buy a Seat, but Can You Fit in It? Unlike major movie chains, many Broadway theaters have lagged behind (pun intended) when it comes to the most basic of audience amenities: their seats.\n",
      "Lowercased Text: you can buy a seat, but can you fit in it? unlike major movie chains, many broadway theaters have lagged behind (pun intended) when it comes to the most basic of audience amenities: their seats.\n",
      "Removed URLs: you can buy a seat, but can you fit in it? unlike major movie chains, many broadway theaters have lagged behind (pun intended) when it comes to the most basic of audience amenities: their seats.\n",
      "Removed HTML Tags: you can buy a seat, but can you fit in it? unlike major movie chains, many broadway theaters have lagged behind (pun intended) when it comes to the most basic of audience amenities: their seats.\n",
      "Removed Special Characters: you can buy a seat but can you fit in it unlike major movie chains many broadway theaters have lagged behind pun intended when it comes to the most basic of audience amenities their seats\n",
      "Tokens: ['you', 'can', 'buy', 'a', 'seat', 'but', 'can', 'you', 'fit', 'in', 'it', 'unlike', 'major', 'movie', 'chains', 'many', 'broadway', 'theaters', 'have', 'lagged', 'behind', 'pun', 'intended', 'when', 'it', 'comes', 'to', 'the', 'most', 'basic', 'of', 'audience', 'amenities', 'their', 'seats']\n",
      "Removed Stopwords: ['buy', 'seat', 'fit', 'unlike', 'major', 'movie', 'chains', 'many', 'broadway', 'theaters', 'lagged', 'behind', 'pun', 'intended', 'comes', 'basic', 'audience', 'amenities', 'seats']\n",
      "Stemmed Tokens: ['buy', 'seat', 'fit', 'unlik', 'major', 'movi', 'chain', 'mani', 'broadway', 'theater', 'lag', 'behind', 'pun', 'intend', 'come', 'basic', 'audienc', 'amen', 'seat']\n",
      "Final Preprocessed Text: buy seat fit unlik major movi chain mani broadway theater lag behind pun intend come basic audienc amen seat\n",
      "\n",
      "Original Text: Sudan criticised over Janjaweed Sudan is allowing armed pro-government groups to operate at least 16 militia camps in the western region of Darfur, a human rights group claims.\n",
      "Lowercased Text: sudan criticised over janjaweed sudan is allowing armed pro-government groups to operate at least 16 militia camps in the western region of darfur, a human rights group claims.\n",
      "Removed URLs: sudan criticised over janjaweed sudan is allowing armed pro-government groups to operate at least 16 militia camps in the western region of darfur, a human rights group claims.\n",
      "Removed HTML Tags: sudan criticised over janjaweed sudan is allowing armed pro-government groups to operate at least 16 militia camps in the western region of darfur, a human rights group claims.\n",
      "Removed Special Characters: sudan criticised over janjaweed sudan is allowing armed progovernment groups to operate at least  militia camps in the western region of darfur a human rights group claims\n",
      "Tokens: ['sudan', 'criticised', 'over', 'janjaweed', 'sudan', 'is', 'allowing', 'armed', 'progovernment', 'groups', 'to', 'operate', 'at', 'least', 'militia', 'camps', 'in', 'the', 'western', 'region', 'of', 'darfur', 'a', 'human', 'rights', 'group', 'claims']\n",
      "Removed Stopwords: ['sudan', 'criticised', 'janjaweed', 'sudan', 'allowing', 'armed', 'progovernment', 'groups', 'operate', 'least', 'militia', 'camps', 'western', 'region', 'darfur', 'human', 'rights', 'group', 'claims']\n",
      "Stemmed Tokens: ['sudan', 'criticis', 'janjawe', 'sudan', 'allow', 'arm', 'progovern', 'group', 'oper', 'least', 'militia', 'camp', 'western', 'region', 'darfur', 'human', 'right', 'group', 'claim']\n",
      "Final Preprocessed Text: sudan criticis janjawe sudan allow arm progovern group oper least militia camp western region darfur human right group claim\n",
      "\n",
      "Original Text: Israel trade unions call general strike for Tuesday JERUSALEM: Israel #39;s Histadrut trade union confederation has called a general strike for Tuesday which is expected to paralyze banks in addition to the entire public sector, army radio reported.\n",
      "Lowercased Text: israel trade unions call general strike for tuesday jerusalem: israel #39;s histadrut trade union confederation has called a general strike for tuesday which is expected to paralyze banks in addition to the entire public sector, army radio reported.\n",
      "Removed URLs: israel trade unions call general strike for tuesday jerusalem: israel #39;s histadrut trade union confederation has called a general strike for tuesday which is expected to paralyze banks in addition to the entire public sector, army radio reported.\n",
      "Removed HTML Tags: israel trade unions call general strike for tuesday jerusalem: israel #39;s histadrut trade union confederation has called a general strike for tuesday which is expected to paralyze banks in addition to the entire public sector, army radio reported.\n",
      "Removed Special Characters: israel trade unions call general strike for tuesday jerusalem israel s histadrut trade union confederation has called a general strike for tuesday which is expected to paralyze banks in addition to the entire public sector army radio reported\n",
      "Tokens: ['israel', 'trade', 'unions', 'call', 'general', 'strike', 'for', 'tuesday', 'jerusalem', 'israel', 's', 'histadrut', 'trade', 'union', 'confederation', 'has', 'called', 'a', 'general', 'strike', 'for', 'tuesday', 'which', 'is', 'expected', 'to', 'paralyze', 'banks', 'in', 'addition', 'to', 'the', 'entire', 'public', 'sector', 'army', 'radio', 'reported']\n",
      "Removed Stopwords: ['israel', 'trade', 'unions', 'call', 'general', 'strike', 'tuesday', 'jerusalem', 'israel', 'histadrut', 'trade', 'union', 'confederation', 'called', 'general', 'strike', 'tuesday', 'expected', 'paralyze', 'banks', 'addition', 'entire', 'public', 'sector', 'army', 'radio', 'reported']\n",
      "Stemmed Tokens: ['israel', 'trade', 'union', 'call', 'gener', 'strike', 'tuesday', 'jerusalem', 'israel', 'histadrut', 'trade', 'union', 'confeder', 'call', 'gener', 'strike', 'tuesday', 'expect', 'paralyz', 'bank', 'addit', 'entir', 'public', 'sector', 'armi', 'radio', 'report']\n",
      "Final Preprocessed Text: israel trade union call gener strike tuesday jerusalem israel histadrut trade union confeder call gener strike tuesday expect paralyz bank addit entir public sector armi radio report\n",
      "\n",
      "Original Text: France investigates airport gaffe France launches an inquiry  into how airport police lost plastic explosives they hid in a passenger's luggage.\n",
      "Lowercased Text: france investigates airport gaffe france launches an inquiry  into how airport police lost plastic explosives they hid in a passenger's luggage.\n",
      "Removed URLs: france investigates airport gaffe france launches an inquiry  into how airport police lost plastic explosives they hid in a passenger's luggage.\n",
      "Removed HTML Tags: france investigates airport gaffe france launches an inquiry  into how airport police lost plastic explosives they hid in a passenger's luggage.\n",
      "Removed Special Characters: france investigates airport gaffe france launches an inquiry  into how airport police lost plastic explosives they hid in a passengers luggage\n",
      "Tokens: ['france', 'investigates', 'airport', 'gaffe', 'france', 'launches', 'an', 'inquiry', 'into', 'how', 'airport', 'police', 'lost', 'plastic', 'explosives', 'they', 'hid', 'in', 'a', 'passengers', 'luggage']\n",
      "Removed Stopwords: ['france', 'investigates', 'airport', 'gaffe', 'france', 'launches', 'inquiry', 'airport', 'police', 'lost', 'plastic', 'explosives', 'hid', 'passengers', 'luggage']\n",
      "Stemmed Tokens: ['franc', 'investig', 'airport', 'gaff', 'franc', 'launch', 'inquiri', 'airport', 'polic', 'lost', 'plastic', 'explos', 'hid', 'passeng', 'luggag']\n",
      "Final Preprocessed Text: franc investig airport gaff franc launch inquiri airport polic lost plastic explos hid passeng luggag\n",
      "\n",
      "Original Text: Was Bush Wired? Ridiculous, Campaign Says (AP) AP - Campaign aides to President Bush on Saturday laughed off rampant Internet speculation about whether the president was wired to get help from advisers during his first debate with Sen. John Kerry. \"It's not true. It's ridiculous,\" Bush campaign spokesman Scott Stanzel said.\n",
      "Lowercased Text: was bush wired? ridiculous, campaign says (ap) ap - campaign aides to president bush on saturday laughed off rampant internet speculation about whether the president was wired to get help from advisers during his first debate with sen. john kerry. \"it's not true. it's ridiculous,\" bush campaign spokesman scott stanzel said.\n",
      "Removed URLs: was bush wired? ridiculous, campaign says (ap) ap - campaign aides to president bush on saturday laughed off rampant internet speculation about whether the president was wired to get help from advisers during his first debate with sen. john kerry. \"it's not true. it's ridiculous,\" bush campaign spokesman scott stanzel said.\n",
      "Removed HTML Tags: was bush wired? ridiculous, campaign says (ap) ap - campaign aides to president bush on saturday laughed off rampant internet speculation about whether the president was wired to get help from advisers during his first debate with sen. john kerry. \"it's not true. it's ridiculous,\" bush campaign spokesman scott stanzel said.\n",
      "Removed Special Characters: was bush wired ridiculous campaign says ap ap  campaign aides to president bush on saturday laughed off rampant internet speculation about whether the president was wired to get help from advisers during his first debate with sen john kerry its not true its ridiculous bush campaign spokesman scott stanzel said\n",
      "Tokens: ['was', 'bush', 'wired', 'ridiculous', 'campaign', 'says', 'ap', 'ap', 'campaign', 'aides', 'to', 'president', 'bush', 'on', 'saturday', 'laughed', 'off', 'rampant', 'internet', 'speculation', 'about', 'whether', 'the', 'president', 'was', 'wired', 'to', 'get', 'help', 'from', 'advisers', 'during', 'his', 'first', 'debate', 'with', 'sen', 'john', 'kerry', 'its', 'not', 'true', 'its', 'ridiculous', 'bush', 'campaign', 'spokesman', 'scott', 'stanzel', 'said']\n",
      "Removed Stopwords: ['bush', 'wired', 'ridiculous', 'campaign', 'says', 'ap', 'ap', 'campaign', 'aides', 'president', 'bush', 'saturday', 'laughed', 'rampant', 'internet', 'speculation', 'whether', 'president', 'wired', 'get', 'help', 'advisers', 'first', 'debate', 'sen', 'john', 'kerry', 'true', 'ridiculous', 'bush', 'campaign', 'spokesman', 'scott', 'stanzel', 'said']\n",
      "Stemmed Tokens: ['bush', 'wire', 'ridicul', 'campaign', 'say', 'ap', 'ap', 'campaign', 'aid', 'presid', 'bush', 'saturday', 'laugh', 'rampant', 'internet', 'specul', 'whether', 'presid', 'wire', 'get', 'help', 'advis', 'first', 'debat', 'sen', 'john', 'kerri', 'true', 'ridicul', 'bush', 'campaign', 'spokesman', 'scott', 'stanzel', 'said']\n",
      "Final Preprocessed Text: bush wire ridicul campaign say ap ap campaign aid presid bush saturday laugh rampant internet specul whether presid wire get help advis first debat sen john kerri true ridicul bush campaign spokesman scott stanzel said\n",
      "\n",
      "Original Text: Mercosur Trade Talks Begin Amid Bickering Top officials from Argentina, Brazil, Paraguay and Uruguay gathered Wednesday for high-level trade talks ahead of a two-day summit taking place 10 years after leaders officially created South America's Mercosur zone.\n",
      "Lowercased Text: mercosur trade talks begin amid bickering top officials from argentina, brazil, paraguay and uruguay gathered wednesday for high-level trade talks ahead of a two-day summit taking place 10 years after leaders officially created south america's mercosur zone.\n",
      "Removed URLs: mercosur trade talks begin amid bickering top officials from argentina, brazil, paraguay and uruguay gathered wednesday for high-level trade talks ahead of a two-day summit taking place 10 years after leaders officially created south america's mercosur zone.\n",
      "Removed HTML Tags: mercosur trade talks begin amid bickering top officials from argentina, brazil, paraguay and uruguay gathered wednesday for high-level trade talks ahead of a two-day summit taking place 10 years after leaders officially created south america's mercosur zone.\n",
      "Removed Special Characters: mercosur trade talks begin amid bickering top officials from argentina brazil paraguay and uruguay gathered wednesday for highlevel trade talks ahead of a twoday summit taking place  years after leaders officially created south americas mercosur zone\n",
      "Tokens: ['mercosur', 'trade', 'talks', 'begin', 'amid', 'bickering', 'top', 'officials', 'from', 'argentina', 'brazil', 'paraguay', 'and', 'uruguay', 'gathered', 'wednesday', 'for', 'highlevel', 'trade', 'talks', 'ahead', 'of', 'a', 'twoday', 'summit', 'taking', 'place', 'years', 'after', 'leaders', 'officially', 'created', 'south', 'americas', 'mercosur', 'zone']\n",
      "Removed Stopwords: ['mercosur', 'trade', 'talks', 'begin', 'amid', 'bickering', 'top', 'officials', 'argentina', 'brazil', 'paraguay', 'uruguay', 'gathered', 'wednesday', 'highlevel', 'trade', 'talks', 'ahead', 'twoday', 'summit', 'taking', 'place', 'years', 'leaders', 'officially', 'created', 'south', 'americas', 'mercosur', 'zone']\n",
      "Stemmed Tokens: ['mercosur', 'trade', 'talk', 'begin', 'amid', 'bicker', 'top', 'offici', 'argentina', 'brazil', 'paraguay', 'uruguay', 'gather', 'wednesday', 'highlevel', 'trade', 'talk', 'ahead', 'twoday', 'summit', 'take', 'place', 'year', 'leader', 'offici', 'creat', 'south', 'america', 'mercosur', 'zone']\n",
      "Final Preprocessed Text: mercosur trade talk begin amid bicker top offici argentina brazil paraguay uruguay gather wednesday highlevel trade talk ahead twoday summit take place year leader offici creat south america mercosur zone\n",
      "\n",
      "Original Text: U.S. OKs Status of 10 Guantanamo Prisoners GUANTANAMO BAY NAVAL BASE, Cuba - U.S. military review panels have decided not to release 10 Guantanamo Bay detainees, concluding they were properly classified as \"enemy combatants,\" a military official said Saturday...\n",
      "Lowercased Text: u.s. oks status of 10 guantanamo prisoners guantanamo bay naval base, cuba - u.s. military review panels have decided not to release 10 guantanamo bay detainees, concluding they were properly classified as \"enemy combatants,\" a military official said saturday...\n",
      "Removed URLs: u.s. oks status of 10 guantanamo prisoners guantanamo bay naval base, cuba - u.s. military review panels have decided not to release 10 guantanamo bay detainees, concluding they were properly classified as \"enemy combatants,\" a military official said saturday...\n",
      "Removed HTML Tags: u.s. oks status of 10 guantanamo prisoners guantanamo bay naval base, cuba - u.s. military review panels have decided not to release 10 guantanamo bay detainees, concluding they were properly classified as \"enemy combatants,\" a military official said saturday...\n",
      "Removed Special Characters: us oks status of  guantanamo prisoners guantanamo bay naval base cuba  us military review panels have decided not to release  guantanamo bay detainees concluding they were properly classified as enemy combatants a military official said saturday\n",
      "Tokens: ['us', 'oks', 'status', 'of', 'guantanamo', 'prisoners', 'guantanamo', 'bay', 'naval', 'base', 'cuba', 'us', 'military', 'review', 'panels', 'have', 'decided', 'not', 'to', 'release', 'guantanamo', 'bay', 'detainees', 'concluding', 'they', 'were', 'properly', 'classified', 'as', 'enemy', 'combatants', 'a', 'military', 'official', 'said', 'saturday']\n",
      "Removed Stopwords: ['us', 'oks', 'status', 'guantanamo', 'prisoners', 'guantanamo', 'bay', 'naval', 'base', 'cuba', 'us', 'military', 'review', 'panels', 'decided', 'release', 'guantanamo', 'bay', 'detainees', 'concluding', 'properly', 'classified', 'enemy', 'combatants', 'military', 'official', 'said', 'saturday']\n",
      "Stemmed Tokens: ['us', 'ok', 'statu', 'guantanamo', 'prison', 'guantanamo', 'bay', 'naval', 'base', 'cuba', 'us', 'militari', 'review', 'panel', 'decid', 'releas', 'guantanamo', 'bay', 'detaine', 'conclud', 'properli', 'classifi', 'enemi', 'combat', 'militari', 'offici', 'said', 'saturday']\n",
      "Final Preprocessed Text: us ok statu guantanamo prison guantanamo bay naval base cuba us militari review panel decid releas guantanamo bay detaine conclud properli classifi enemi combat militari offici said saturday\n",
      "\n",
      "Original Text: Dangerous Commission Pervez Musharraf's war on al-Qaeda and on Pakistan's domestic extremists has earned him many enemies\n",
      "Lowercased Text: dangerous commission pervez musharraf's war on al-qaeda and on pakistan's domestic extremists has earned him many enemies\n",
      "Removed URLs: dangerous commission pervez musharraf's war on al-qaeda and on pakistan's domestic extremists has earned him many enemies\n",
      "Removed HTML Tags: dangerous commission pervez musharraf's war on al-qaeda and on pakistan's domestic extremists has earned him many enemies\n",
      "Removed Special Characters: dangerous commission pervez musharrafs war on alqaeda and on pakistans domestic extremists has earned him many enemies\n",
      "Tokens: ['dangerous', 'commission', 'pervez', 'musharrafs', 'war', 'on', 'alqaeda', 'and', 'on', 'pakistans', 'domestic', 'extremists', 'has', 'earned', 'him', 'many', 'enemies']\n",
      "Removed Stopwords: ['dangerous', 'commission', 'pervez', 'musharrafs', 'war', 'alqaeda', 'pakistans', 'domestic', 'extremists', 'earned', 'many', 'enemies']\n",
      "Stemmed Tokens: ['danger', 'commiss', 'pervez', 'musharraf', 'war', 'alqaeda', 'pakistan', 'domest', 'extremist', 'earn', 'mani', 'enemi']\n",
      "Final Preprocessed Text: danger commiss pervez musharraf war alqaeda pakistan domest extremist earn mani enemi\n",
      "\n",
      "Original Text: Film shows 10 new Iraq hostages Video footage of 10 more hostages kidnapped in Iraq was today broadcast on the al-Jazeera television channel as the British government again said it would not negotiate to free Kenneth Bigley.\n",
      "Lowercased Text: film shows 10 new iraq hostages video footage of 10 more hostages kidnapped in iraq was today broadcast on the al-jazeera television channel as the british government again said it would not negotiate to free kenneth bigley.\n",
      "Removed URLs: film shows 10 new iraq hostages video footage of 10 more hostages kidnapped in iraq was today broadcast on the al-jazeera television channel as the british government again said it would not negotiate to free kenneth bigley.\n",
      "Removed HTML Tags: film shows 10 new iraq hostages video footage of 10 more hostages kidnapped in iraq was today broadcast on the al-jazeera television channel as the british government again said it would not negotiate to free kenneth bigley.\n",
      "Removed Special Characters: film shows  new iraq hostages video footage of  more hostages kidnapped in iraq was today broadcast on the aljazeera television channel as the british government again said it would not negotiate to free kenneth bigley\n",
      "Tokens: ['film', 'shows', 'new', 'iraq', 'hostages', 'video', 'footage', 'of', 'more', 'hostages', 'kidnapped', 'in', 'iraq', 'was', 'today', 'broadcast', 'on', 'the', 'aljazeera', 'television', 'channel', 'as', 'the', 'british', 'government', 'again', 'said', 'it', 'would', 'not', 'negotiate', 'to', 'free', 'kenneth', 'bigley']\n",
      "Removed Stopwords: ['film', 'shows', 'new', 'iraq', 'hostages', 'video', 'footage', 'hostages', 'kidnapped', 'iraq', 'today', 'broadcast', 'aljazeera', 'television', 'channel', 'british', 'government', 'said', 'would', 'negotiate', 'free', 'kenneth', 'bigley']\n",
      "Stemmed Tokens: ['film', 'show', 'new', 'iraq', 'hostag', 'video', 'footag', 'hostag', 'kidnap', 'iraq', 'today', 'broadcast', 'aljazeera', 'televis', 'channel', 'british', 'govern', 'said', 'would', 'negoti', 'free', 'kenneth', 'bigley']\n",
      "Final Preprocessed Text: film show new iraq hostag video footag hostag kidnap iraq today broadcast aljazeera televis channel british govern said would negoti free kenneth bigley\n",
      "\n",
      "Original Text: Explosion in Chinese mine kills 56 AP - A gas explosion in a coal mine in China has killed at least 56 miners, and 92 others listed as missing had only a slim chance of survival, officials say.\n",
      "Lowercased Text: explosion in chinese mine kills 56 ap - a gas explosion in a coal mine in china has killed at least 56 miners, and 92 others listed as missing had only a slim chance of survival, officials say.\n",
      "Removed URLs: explosion in chinese mine kills 56 ap - a gas explosion in a coal mine in china has killed at least 56 miners, and 92 others listed as missing had only a slim chance of survival, officials say.\n",
      "Removed HTML Tags: explosion in chinese mine kills 56 ap - a gas explosion in a coal mine in china has killed at least 56 miners, and 92 others listed as missing had only a slim chance of survival, officials say.\n",
      "Removed Special Characters: explosion in chinese mine kills  ap  a gas explosion in a coal mine in china has killed at least  miners and  others listed as missing had only a slim chance of survival officials say\n",
      "Tokens: ['explosion', 'in', 'chinese', 'mine', 'kills', 'ap', 'a', 'gas', 'explosion', 'in', 'a', 'coal', 'mine', 'in', 'china', 'has', 'killed', 'at', 'least', 'miners', 'and', 'others', 'listed', 'as', 'missing', 'had', 'only', 'a', 'slim', 'chance', 'of', 'survival', 'officials', 'say']\n",
      "Removed Stopwords: ['explosion', 'chinese', 'mine', 'kills', 'ap', 'gas', 'explosion', 'coal', 'mine', 'china', 'killed', 'least', 'miners', 'others', 'listed', 'missing', 'slim', 'chance', 'survival', 'officials', 'say']\n",
      "Stemmed Tokens: ['explos', 'chines', 'mine', 'kill', 'ap', 'ga', 'explos', 'coal', 'mine', 'china', 'kill', 'least', 'miner', 'other', 'list', 'miss', 'slim', 'chanc', 'surviv', 'offici', 'say']\n",
      "Final Preprocessed Text: explos chines mine kill ap ga explos coal mine china kill least miner other list miss slim chanc surviv offici say\n",
      "\n",
      "Original Text: Bush Tries to Mend Ties With Latin America (AP) AP - President Bush, trying to mend relations with Latin America, pledged Sunday to make a fresh push for stalled immigration reforms and defended the U.S. invasion of Iraq, saying that \"history will prove it right.\"\n",
      "Lowercased Text: bush tries to mend ties with latin america (ap) ap - president bush, trying to mend relations with latin america, pledged sunday to make a fresh push for stalled immigration reforms and defended the u.s. invasion of iraq, saying that \"history will prove it right.\"\n",
      "Removed URLs: bush tries to mend ties with latin america (ap) ap - president bush, trying to mend relations with latin america, pledged sunday to make a fresh push for stalled immigration reforms and defended the u.s. invasion of iraq, saying that \"history will prove it right.\"\n",
      "Removed HTML Tags: bush tries to mend ties with latin america (ap) ap - president bush, trying to mend relations with latin america, pledged sunday to make a fresh push for stalled immigration reforms and defended the u.s. invasion of iraq, saying that \"history will prove it right.\"\n",
      "Removed Special Characters: bush tries to mend ties with latin america ap ap  president bush trying to mend relations with latin america pledged sunday to make a fresh push for stalled immigration reforms and defended the us invasion of iraq saying that history will prove it right\n",
      "Tokens: ['bush', 'tries', 'to', 'mend', 'ties', 'with', 'latin', 'america', 'ap', 'ap', 'president', 'bush', 'trying', 'to', 'mend', 'relations', 'with', 'latin', 'america', 'pledged', 'sunday', 'to', 'make', 'a', 'fresh', 'push', 'for', 'stalled', 'immigration', 'reforms', 'and', 'defended', 'the', 'us', 'invasion', 'of', 'iraq', 'saying', 'that', 'history', 'will', 'prove', 'it', 'right']\n",
      "Removed Stopwords: ['bush', 'tries', 'mend', 'ties', 'latin', 'america', 'ap', 'ap', 'president', 'bush', 'trying', 'mend', 'relations', 'latin', 'america', 'pledged', 'sunday', 'make', 'fresh', 'push', 'stalled', 'immigration', 'reforms', 'defended', 'us', 'invasion', 'iraq', 'saying', 'history', 'prove', 'right']\n",
      "Stemmed Tokens: ['bush', 'tri', 'mend', 'tie', 'latin', 'america', 'ap', 'ap', 'presid', 'bush', 'tri', 'mend', 'relat', 'latin', 'america', 'pledg', 'sunday', 'make', 'fresh', 'push', 'stall', 'immigr', 'reform', 'defend', 'us', 'invas', 'iraq', 'say', 'histori', 'prove', 'right']\n",
      "Final Preprocessed Text: bush tri mend tie latin america ap ap presid bush tri mend relat latin america pledg sunday make fresh push stall immigr reform defend us invas iraq say histori prove right\n",
      "\n",
      "Original Text: Some NATO Members Balk at Joining Iraq Mission, U.S. Says  WASHINGTON (Reuters) - In an unprecedented departure from  NATO practice, several alliance members will not allow their  own officers assigned to NATO's two command centers to  participate in its first collective postwar mission in Iraq, a  senior U.S. official said on Friday.\n",
      "Lowercased Text: some nato members balk at joining iraq mission, u.s. says  washington (reuters) - in an unprecedented departure from  nato practice, several alliance members will not allow their  own officers assigned to nato's two command centers to  participate in its first collective postwar mission in iraq, a  senior u.s. official said on friday.\n",
      "Removed URLs: some nato members balk at joining iraq mission, u.s. says  washington (reuters) - in an unprecedented departure from  nato practice, several alliance members will not allow their  own officers assigned to nato's two command centers to  participate in its first collective postwar mission in iraq, a  senior u.s. official said on friday.\n",
      "Removed HTML Tags: some nato members balk at joining iraq mission, u.s. says  washington (reuters) - in an unprecedented departure from  nato practice, several alliance members will not allow their  own officers assigned to nato's two command centers to  participate in its first collective postwar mission in iraq, a  senior u.s. official said on friday.\n",
      "Removed Special Characters: some nato members balk at joining iraq mission us says  washington reuters  in an unprecedented departure from  nato practice several alliance members will not allow their  own officers assigned to natos two command centers to  participate in its first collective postwar mission in iraq a  senior us official said on friday\n",
      "Tokens: ['some', 'nato', 'members', 'balk', 'at', 'joining', 'iraq', 'mission', 'us', 'says', 'washington', 'reuters', 'in', 'an', 'unprecedented', 'departure', 'from', 'nato', 'practice', 'several', 'alliance', 'members', 'will', 'not', 'allow', 'their', 'own', 'officers', 'assigned', 'to', 'natos', 'two', 'command', 'centers', 'to', 'participate', 'in', 'its', 'first', 'collective', 'postwar', 'mission', 'in', 'iraq', 'a', 'senior', 'us', 'official', 'said', 'on', 'friday']\n",
      "Removed Stopwords: ['nato', 'members', 'balk', 'joining', 'iraq', 'mission', 'us', 'says', 'washington', 'reuters', 'unprecedented', 'departure', 'nato', 'practice', 'several', 'alliance', 'members', 'allow', 'officers', 'assigned', 'natos', 'two', 'command', 'centers', 'participate', 'first', 'collective', 'postwar', 'mission', 'iraq', 'senior', 'us', 'official', 'said', 'friday']\n",
      "Stemmed Tokens: ['nato', 'member', 'balk', 'join', 'iraq', 'mission', 'us', 'say', 'washington', 'reuter', 'unpreced', 'departur', 'nato', 'practic', 'sever', 'allianc', 'member', 'allow', 'offic', 'assign', 'nato', 'two', 'command', 'center', 'particip', 'first', 'collect', 'postwar', 'mission', 'iraq', 'senior', 'us', 'offici', 'said', 'friday']\n",
      "Final Preprocessed Text: nato member balk join iraq mission us say washington reuter unpreced departur nato practic sever allianc member allow offic assign nato two command center particip first collect postwar mission iraq senior us offici said friday\n",
      "\n",
      "Original Text: Manila Appeals for Storm Relief; Weather Improves  REAL, Philippines (Reuters) - The Philippines put the toll  at more than 1,000 dead or missing in four storms in two weeks  but, even with a break in the weather on Saturday, relief  supplies were running short and fears of disease were  spreading.\n",
      "Lowercased Text: manila appeals for storm relief; weather improves  real, philippines (reuters) - the philippines put the toll  at more than 1,000 dead or missing in four storms in two weeks  but, even with a break in the weather on saturday, relief  supplies were running short and fears of disease were  spreading.\n",
      "Removed URLs: manila appeals for storm relief; weather improves  real, philippines (reuters) - the philippines put the toll  at more than 1,000 dead or missing in four storms in two weeks  but, even with a break in the weather on saturday, relief  supplies were running short and fears of disease were  spreading.\n",
      "Removed HTML Tags: manila appeals for storm relief; weather improves  real, philippines (reuters) - the philippines put the toll  at more than 1,000 dead or missing in four storms in two weeks  but, even with a break in the weather on saturday, relief  supplies were running short and fears of disease were  spreading.\n",
      "Removed Special Characters: manila appeals for storm relief weather improves  real philippines reuters  the philippines put the toll  at more than  dead or missing in four storms in two weeks  but even with a break in the weather on saturday relief  supplies were running short and fears of disease were  spreading\n",
      "Tokens: ['manila', 'appeals', 'for', 'storm', 'relief', 'weather', 'improves', 'real', 'philippines', 'reuters', 'the', 'philippines', 'put', 'the', 'toll', 'at', 'more', 'than', 'dead', 'or', 'missing', 'in', 'four', 'storms', 'in', 'two', 'weeks', 'but', 'even', 'with', 'a', 'break', 'in', 'the', 'weather', 'on', 'saturday', 'relief', 'supplies', 'were', 'running', 'short', 'and', 'fears', 'of', 'disease', 'were', 'spreading']\n",
      "Removed Stopwords: ['manila', 'appeals', 'storm', 'relief', 'weather', 'improves', 'real', 'philippines', 'reuters', 'philippines', 'put', 'toll', 'dead', 'missing', 'four', 'storms', 'two', 'weeks', 'even', 'break', 'weather', 'saturday', 'relief', 'supplies', 'running', 'short', 'fears', 'disease', 'spreading']\n",
      "Stemmed Tokens: ['manila', 'appeal', 'storm', 'relief', 'weather', 'improv', 'real', 'philippin', 'reuter', 'philippin', 'put', 'toll', 'dead', 'miss', 'four', 'storm', 'two', 'week', 'even', 'break', 'weather', 'saturday', 'relief', 'suppli', 'run', 'short', 'fear', 'diseas', 'spread']\n",
      "Final Preprocessed Text: manila appeal storm relief weather improv real philippin reuter philippin put toll dead miss four storm two week even break weather saturday relief suppli run short fear diseas spread\n",
      "\n",
      "Original Text: A Lebanese test case It #39;s been a long time since Israelis had anything good to say about the United Nations, but last week something positive finally emerged from Turtle Bay, as the Security Council effectively attacked Syria #39;s occupation of Lebanon.\n",
      "Lowercased Text: a lebanese test case it #39;s been a long time since israelis had anything good to say about the united nations, but last week something positive finally emerged from turtle bay, as the security council effectively attacked syria #39;s occupation of lebanon.\n",
      "Removed URLs: a lebanese test case it #39;s been a long time since israelis had anything good to say about the united nations, but last week something positive finally emerged from turtle bay, as the security council effectively attacked syria #39;s occupation of lebanon.\n",
      "Removed HTML Tags: a lebanese test case it #39;s been a long time since israelis had anything good to say about the united nations, but last week something positive finally emerged from turtle bay, as the security council effectively attacked syria #39;s occupation of lebanon.\n",
      "Removed Special Characters: a lebanese test case it s been a long time since israelis had anything good to say about the united nations but last week something positive finally emerged from turtle bay as the security council effectively attacked syria s occupation of lebanon\n",
      "Tokens: ['a', 'lebanese', 'test', 'case', 'it', 's', 'been', 'a', 'long', 'time', 'since', 'israelis', 'had', 'anything', 'good', 'to', 'say', 'about', 'the', 'united', 'nations', 'but', 'last', 'week', 'something', 'positive', 'finally', 'emerged', 'from', 'turtle', 'bay', 'as', 'the', 'security', 'council', 'effectively', 'attacked', 'syria', 's', 'occupation', 'of', 'lebanon']\n",
      "Removed Stopwords: ['lebanese', 'test', 'case', 'long', 'time', 'since', 'israelis', 'anything', 'good', 'say', 'united', 'nations', 'last', 'week', 'something', 'positive', 'finally', 'emerged', 'turtle', 'bay', 'security', 'council', 'effectively', 'attacked', 'syria', 'occupation', 'lebanon']\n",
      "Stemmed Tokens: ['lebanes', 'test', 'case', 'long', 'time', 'sinc', 'isra', 'anyth', 'good', 'say', 'unit', 'nation', 'last', 'week', 'someth', 'posit', 'final', 'emerg', 'turtl', 'bay', 'secur', 'council', 'effect', 'attack', 'syria', 'occup', 'lebanon']\n",
      "Final Preprocessed Text: lebanes test case long time sinc isra anyth good say unit nation last week someth posit final emerg turtl bay secur council effect attack syria occup lebanon\n",
      "\n",
      "Original Text: Philippines charges six Al-Qaeda-linked militants for ferry bombing (AFP) AFP - Six Al-Qaeda-linked militants have been charged in the Philippines with the bombing of a ferry that left over 100 people dead, with the government confirming for the first time the blast was the work of terrorists.\n",
      "Lowercased Text: philippines charges six al-qaeda-linked militants for ferry bombing (afp) afp - six al-qaeda-linked militants have been charged in the philippines with the bombing of a ferry that left over 100 people dead, with the government confirming for the first time the blast was the work of terrorists.\n",
      "Removed URLs: philippines charges six al-qaeda-linked militants for ferry bombing (afp) afp - six al-qaeda-linked militants have been charged in the philippines with the bombing of a ferry that left over 100 people dead, with the government confirming for the first time the blast was the work of terrorists.\n",
      "Removed HTML Tags: philippines charges six al-qaeda-linked militants for ferry bombing (afp) afp - six al-qaeda-linked militants have been charged in the philippines with the bombing of a ferry that left over 100 people dead, with the government confirming for the first time the blast was the work of terrorists.\n",
      "Removed Special Characters: philippines charges six alqaedalinked militants for ferry bombing afp afp  six alqaedalinked militants have been charged in the philippines with the bombing of a ferry that left over  people dead with the government confirming for the first time the blast was the work of terrorists\n",
      "Tokens: ['philippines', 'charges', 'six', 'alqaedalinked', 'militants', 'for', 'ferry', 'bombing', 'afp', 'afp', 'six', 'alqaedalinked', 'militants', 'have', 'been', 'charged', 'in', 'the', 'philippines', 'with', 'the', 'bombing', 'of', 'a', 'ferry', 'that', 'left', 'over', 'people', 'dead', 'with', 'the', 'government', 'confirming', 'for', 'the', 'first', 'time', 'the', 'blast', 'was', 'the', 'work', 'of', 'terrorists']\n",
      "Removed Stopwords: ['philippines', 'charges', 'six', 'alqaedalinked', 'militants', 'ferry', 'bombing', 'afp', 'afp', 'six', 'alqaedalinked', 'militants', 'charged', 'philippines', 'bombing', 'ferry', 'left', 'people', 'dead', 'government', 'confirming', 'first', 'time', 'blast', 'work', 'terrorists']\n",
      "Stemmed Tokens: ['philippin', 'charg', 'six', 'alqaedalink', 'milit', 'ferri', 'bomb', 'afp', 'afp', 'six', 'alqaedalink', 'milit', 'charg', 'philippin', 'bomb', 'ferri', 'left', 'peopl', 'dead', 'govern', 'confirm', 'first', 'time', 'blast', 'work', 'terrorist']\n",
      "Final Preprocessed Text: philippin charg six alqaedalink milit ferri bomb afp afp six alqaedalink milit charg philippin bomb ferri left peopl dead govern confirm first time blast work terrorist\n",
      "\n",
      "Original Text: Labour in coalition talks with Sharon Israel #39;s opposition Labour party says it has set no conditions for joining Sharon #39;s government, paving the way for a broad coalition that could pushthrough his Gaza withdrawal plan.\n",
      "Lowercased Text: labour in coalition talks with sharon israel #39;s opposition labour party says it has set no conditions for joining sharon #39;s government, paving the way for a broad coalition that could pushthrough his gaza withdrawal plan.\n",
      "Removed URLs: labour in coalition talks with sharon israel #39;s opposition labour party says it has set no conditions for joining sharon #39;s government, paving the way for a broad coalition that could pushthrough his gaza withdrawal plan.\n",
      "Removed HTML Tags: labour in coalition talks with sharon israel #39;s opposition labour party says it has set no conditions for joining sharon #39;s government, paving the way for a broad coalition that could pushthrough his gaza withdrawal plan.\n",
      "Removed Special Characters: labour in coalition talks with sharon israel s opposition labour party says it has set no conditions for joining sharon s government paving the way for a broad coalition that could pushthrough his gaza withdrawal plan\n",
      "Tokens: ['labour', 'in', 'coalition', 'talks', 'with', 'sharon', 'israel', 's', 'opposition', 'labour', 'party', 'says', 'it', 'has', 'set', 'no', 'conditions', 'for', 'joining', 'sharon', 's', 'government', 'paving', 'the', 'way', 'for', 'a', 'broad', 'coalition', 'that', 'could', 'pushthrough', 'his', 'gaza', 'withdrawal', 'plan']\n",
      "Removed Stopwords: ['labour', 'coalition', 'talks', 'sharon', 'israel', 'opposition', 'labour', 'party', 'says', 'set', 'conditions', 'joining', 'sharon', 'government', 'paving', 'way', 'broad', 'coalition', 'could', 'pushthrough', 'gaza', 'withdrawal', 'plan']\n",
      "Stemmed Tokens: ['labour', 'coalit', 'talk', 'sharon', 'israel', 'opposit', 'labour', 'parti', 'say', 'set', 'condit', 'join', 'sharon', 'govern', 'pave', 'way', 'broad', 'coalit', 'could', 'pushthrough', 'gaza', 'withdraw', 'plan']\n",
      "Final Preprocessed Text: labour coalit talk sharon israel opposit labour parti say set condit join sharon govern pave way broad coalit could pushthrough gaza withdraw plan\n",
      "\n",
      "Original Text: Japan sentences web film pirate A businessman is sentenced to one year in jail in Japan for making a pirated film available on the internet.\n",
      "Lowercased Text: japan sentences web film pirate a businessman is sentenced to one year in jail in japan for making a pirated film available on the internet.\n",
      "Removed URLs: japan sentences web film pirate a businessman is sentenced to one year in jail in japan for making a pirated film available on the internet.\n",
      "Removed HTML Tags: japan sentences web film pirate a businessman is sentenced to one year in jail in japan for making a pirated film available on the internet.\n",
      "Removed Special Characters: japan sentences web film pirate a businessman is sentenced to one year in jail in japan for making a pirated film available on the internet\n",
      "Tokens: ['japan', 'sentences', 'web', 'film', 'pirate', 'a', 'businessman', 'is', 'sentenced', 'to', 'one', 'year', 'in', 'jail', 'in', 'japan', 'for', 'making', 'a', 'pirated', 'film', 'available', 'on', 'the', 'internet']\n",
      "Removed Stopwords: ['japan', 'sentences', 'web', 'film', 'pirate', 'businessman', 'sentenced', 'one', 'year', 'jail', 'japan', 'making', 'pirated', 'film', 'available', 'internet']\n",
      "Stemmed Tokens: ['japan', 'sentenc', 'web', 'film', 'pirat', 'businessman', 'sentenc', 'one', 'year', 'jail', 'japan', 'make', 'pirat', 'film', 'avail', 'internet']\n",
      "Final Preprocessed Text: japan sentenc web film pirat businessman sentenc one year jail japan make pirat film avail internet\n",
      "\n",
      "Original Text: Indira Gandhi remembered New Delhi - Indians from all walks of life led by Prime Minister Manmohan Singh and ruling Congress party president Sonia Gandhi Sunday paid tribute to former premier Indira Gandhi on the 20th anniversary of her assassination.\n",
      "Lowercased Text: indira gandhi remembered new delhi - indians from all walks of life led by prime minister manmohan singh and ruling congress party president sonia gandhi sunday paid tribute to former premier indira gandhi on the 20th anniversary of her assassination.\n",
      "Removed URLs: indira gandhi remembered new delhi - indians from all walks of life led by prime minister manmohan singh and ruling congress party president sonia gandhi sunday paid tribute to former premier indira gandhi on the 20th anniversary of her assassination.\n",
      "Removed HTML Tags: indira gandhi remembered new delhi - indians from all walks of life led by prime minister manmohan singh and ruling congress party president sonia gandhi sunday paid tribute to former premier indira gandhi on the 20th anniversary of her assassination.\n",
      "Removed Special Characters: indira gandhi remembered new delhi  indians from all walks of life led by prime minister manmohan singh and ruling congress party president sonia gandhi sunday paid tribute to former premier indira gandhi on the th anniversary of her assassination\n",
      "Tokens: ['indira', 'gandhi', 'remembered', 'new', 'delhi', 'indians', 'from', 'all', 'walks', 'of', 'life', 'led', 'by', 'prime', 'minister', 'manmohan', 'singh', 'and', 'ruling', 'congress', 'party', 'president', 'sonia', 'gandhi', 'sunday', 'paid', 'tribute', 'to', 'former', 'premier', 'indira', 'gandhi', 'on', 'the', 'th', 'anniversary', 'of', 'her', 'assassination']\n",
      "Removed Stopwords: ['indira', 'gandhi', 'remembered', 'new', 'delhi', 'indians', 'walks', 'life', 'led', 'prime', 'minister', 'manmohan', 'singh', 'ruling', 'congress', 'party', 'president', 'sonia', 'gandhi', 'sunday', 'paid', 'tribute', 'former', 'premier', 'indira', 'gandhi', 'th', 'anniversary', 'assassination']\n",
      "Stemmed Tokens: ['indira', 'gandhi', 'rememb', 'new', 'delhi', 'indian', 'walk', 'life', 'led', 'prime', 'minist', 'manmohan', 'singh', 'rule', 'congress', 'parti', 'presid', 'sonia', 'gandhi', 'sunday', 'paid', 'tribut', 'former', 'premier', 'indira', 'gandhi', 'th', 'anniversari', 'assassin']\n",
      "Final Preprocessed Text: indira gandhi rememb new delhi indian walk life led prime minist manmohan singh rule congress parti presid sonia gandhi sunday paid tribut former premier indira gandhi th anniversari assassin\n",
      "\n",
      "Original Text: Heavy Rains, Flooding Kill 55 in China's Sichuan (Reuters) Reuters - Flooding and landslides set off by\\heavy rains have killed 55 people and left 52 missing in\\China's southwestern province of Sichuan, state media said on\\Monday.\n",
      "Lowercased Text: heavy rains, flooding kill 55 in china's sichuan (reuters) reuters - flooding and landslides set off by\\heavy rains have killed 55 people and left 52 missing in\\china's southwestern province of sichuan, state media said on\\monday.\n",
      "Removed URLs: heavy rains, flooding kill 55 in china's sichuan (reuters) reuters - flooding and landslides set off by\\heavy rains have killed 55 people and left 52 missing in\\china's southwestern province of sichuan, state media said on\\monday.\n",
      "Removed HTML Tags: heavy rains, flooding kill 55 in china's sichuan (reuters) reuters - flooding and landslides set off by\\heavy rains have killed 55 people and left 52 missing in\\china's southwestern province of sichuan, state media said on\\monday.\n",
      "Removed Special Characters: heavy rains flooding kill  in chinas sichuan reuters reuters  flooding and landslides set off byheavy rains have killed  people and left  missing inchinas southwestern province of sichuan state media said onmonday\n",
      "Tokens: ['heavy', 'rains', 'flooding', 'kill', 'in', 'chinas', 'sichuan', 'reuters', 'reuters', 'flooding', 'and', 'landslides', 'set', 'off', 'byheavy', 'rains', 'have', 'killed', 'people', 'and', 'left', 'missing', 'inchinas', 'southwestern', 'province', 'of', 'sichuan', 'state', 'media', 'said', 'onmonday']\n",
      "Removed Stopwords: ['heavy', 'rains', 'flooding', 'kill', 'chinas', 'sichuan', 'reuters', 'reuters', 'flooding', 'landslides', 'set', 'byheavy', 'rains', 'killed', 'people', 'left', 'missing', 'inchinas', 'southwestern', 'province', 'sichuan', 'state', 'media', 'said', 'onmonday']\n",
      "Stemmed Tokens: ['heavi', 'rain', 'flood', 'kill', 'china', 'sichuan', 'reuter', 'reuter', 'flood', 'landslid', 'set', 'byheavi', 'rain', 'kill', 'peopl', 'left', 'miss', 'inchina', 'southwestern', 'provinc', 'sichuan', 'state', 'media', 'said', 'onmonday']\n",
      "Final Preprocessed Text: heavi rain flood kill china sichuan reuter reuter flood landslid set byheavi rain kill peopl left miss inchina southwestern provinc sichuan state media said onmonday\n",
      "\n",
      "Original Text: Edwards Tells Leno Theory on Bush 'Lump' (AP) AP - John Edwards has a theory about what was hidden underneath an unusual wrinkle that appeared on the back of President Bush's suit jacket during his first debate with John Kerry.\n",
      "Lowercased Text: edwards tells leno theory on bush 'lump' (ap) ap - john edwards has a theory about what was hidden underneath an unusual wrinkle that appeared on the back of president bush's suit jacket during his first debate with john kerry.\n",
      "Removed URLs: edwards tells leno theory on bush 'lump' (ap) ap - john edwards has a theory about what was hidden underneath an unusual wrinkle that appeared on the back of president bush's suit jacket during his first debate with john kerry.\n",
      "Removed HTML Tags: edwards tells leno theory on bush 'lump' (ap) ap - john edwards has a theory about what was hidden underneath an unusual wrinkle that appeared on the back of president bush's suit jacket during his first debate with john kerry.\n",
      "Removed Special Characters: edwards tells leno theory on bush lump ap ap  john edwards has a theory about what was hidden underneath an unusual wrinkle that appeared on the back of president bushs suit jacket during his first debate with john kerry\n",
      "Tokens: ['edwards', 'tells', 'leno', 'theory', 'on', 'bush', 'lump', 'ap', 'ap', 'john', 'edwards', 'has', 'a', 'theory', 'about', 'what', 'was', 'hidden', 'underneath', 'an', 'unusual', 'wrinkle', 'that', 'appeared', 'on', 'the', 'back', 'of', 'president', 'bushs', 'suit', 'jacket', 'during', 'his', 'first', 'debate', 'with', 'john', 'kerry']\n",
      "Removed Stopwords: ['edwards', 'tells', 'leno', 'theory', 'bush', 'lump', 'ap', 'ap', 'john', 'edwards', 'theory', 'hidden', 'underneath', 'unusual', 'wrinkle', 'appeared', 'back', 'president', 'bushs', 'suit', 'jacket', 'first', 'debate', 'john', 'kerry']\n",
      "Stemmed Tokens: ['edward', 'tell', 'leno', 'theori', 'bush', 'lump', 'ap', 'ap', 'john', 'edward', 'theori', 'hidden', 'underneath', 'unusu', 'wrinkl', 'appear', 'back', 'presid', 'bush', 'suit', 'jacket', 'first', 'debat', 'john', 'kerri']\n",
      "Final Preprocessed Text: edward tell leno theori bush lump ap ap john edward theori hidden underneath unusu wrinkl appear back presid bush suit jacket first debat john kerri\n",
      "\n",
      "Original Text: Japan, Philippines Reach Free Trade Deal Japan and the Philippines have agreed on key parts of a free trade pact but need a few more months to put finishing touches on the landmark accord between the World War II foes, officials said Tuesday.\n",
      "Lowercased Text: japan, philippines reach free trade deal japan and the philippines have agreed on key parts of a free trade pact but need a few more months to put finishing touches on the landmark accord between the world war ii foes, officials said tuesday.\n",
      "Removed URLs: japan, philippines reach free trade deal japan and the philippines have agreed on key parts of a free trade pact but need a few more months to put finishing touches on the landmark accord between the world war ii foes, officials said tuesday.\n",
      "Removed HTML Tags: japan, philippines reach free trade deal japan and the philippines have agreed on key parts of a free trade pact but need a few more months to put finishing touches on the landmark accord between the world war ii foes, officials said tuesday.\n",
      "Removed Special Characters: japan philippines reach free trade deal japan and the philippines have agreed on key parts of a free trade pact but need a few more months to put finishing touches on the landmark accord between the world war ii foes officials said tuesday\n",
      "Tokens: ['japan', 'philippines', 'reach', 'free', 'trade', 'deal', 'japan', 'and', 'the', 'philippines', 'have', 'agreed', 'on', 'key', 'parts', 'of', 'a', 'free', 'trade', 'pact', 'but', 'need', 'a', 'few', 'more', 'months', 'to', 'put', 'finishing', 'touches', 'on', 'the', 'landmark', 'accord', 'between', 'the', 'world', 'war', 'ii', 'foes', 'officials', 'said', 'tuesday']\n",
      "Removed Stopwords: ['japan', 'philippines', 'reach', 'free', 'trade', 'deal', 'japan', 'philippines', 'agreed', 'key', 'parts', 'free', 'trade', 'pact', 'need', 'months', 'put', 'finishing', 'touches', 'landmark', 'accord', 'world', 'war', 'ii', 'foes', 'officials', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['japan', 'philippin', 'reach', 'free', 'trade', 'deal', 'japan', 'philippin', 'agre', 'key', 'part', 'free', 'trade', 'pact', 'need', 'month', 'put', 'finish', 'touch', 'landmark', 'accord', 'world', 'war', 'ii', 'foe', 'offici', 'said', 'tuesday']\n",
      "Final Preprocessed Text: japan philippin reach free trade deal japan philippin agre key part free trade pact need month put finish touch landmark accord world war ii foe offici said tuesday\n",
      "\n",
      "Original Text: Arafat #39;s top lieutenants en route to Paris Palestinian leaders rushed to Paris on Monday to check on the critically ill Yasser Arafat, but hospital officials said visiting rights were restricted - setting the stage \n",
      "Lowercased Text: arafat #39;s top lieutenants en route to paris palestinian leaders rushed to paris on monday to check on the critically ill yasser arafat, but hospital officials said visiting rights were restricted - setting the stage \n",
      "Removed URLs: arafat #39;s top lieutenants en route to paris palestinian leaders rushed to paris on monday to check on the critically ill yasser arafat, but hospital officials said visiting rights were restricted - setting the stage \n",
      "Removed HTML Tags: arafat #39;s top lieutenants en route to paris palestinian leaders rushed to paris on monday to check on the critically ill yasser arafat, but hospital officials said visiting rights were restricted - setting the stage \n",
      "Removed Special Characters: arafat s top lieutenants en route to paris palestinian leaders rushed to paris on monday to check on the critically ill yasser arafat but hospital officials said visiting rights were restricted  setting the stage \n",
      "Tokens: ['arafat', 's', 'top', 'lieutenants', 'en', 'route', 'to', 'paris', 'palestinian', 'leaders', 'rushed', 'to', 'paris', 'on', 'monday', 'to', 'check', 'on', 'the', 'critically', 'ill', 'yasser', 'arafat', 'but', 'hospital', 'officials', 'said', 'visiting', 'rights', 'were', 'restricted', 'setting', 'the', 'stage']\n",
      "Removed Stopwords: ['arafat', 'top', 'lieutenants', 'en', 'route', 'paris', 'palestinian', 'leaders', 'rushed', 'paris', 'monday', 'check', 'critically', 'ill', 'yasser', 'arafat', 'hospital', 'officials', 'said', 'visiting', 'rights', 'restricted', 'setting', 'stage']\n",
      "Stemmed Tokens: ['arafat', 'top', 'lieuten', 'en', 'rout', 'pari', 'palestinian', 'leader', 'rush', 'pari', 'monday', 'check', 'critic', 'ill', 'yasser', 'arafat', 'hospit', 'offici', 'said', 'visit', 'right', 'restrict', 'set', 'stage']\n",
      "Final Preprocessed Text: arafat top lieuten en rout pari palestinian leader rush pari monday check critic ill yasser arafat hospit offici said visit right restrict set stage\n",
      "\n",
      "Original Text: Records Contradict Kerry Critic's Charges -Report (Reuters) Reuters - Military records contradict a\\critic's charge that U.S. Democratic presidential hopeful John\\Kerry did not come under fire during the battle that resulted\\in military honors for Kerry, The Washington Post reported on\\Thursday.\n",
      "Lowercased Text: records contradict kerry critic's charges -report (reuters) reuters - military records contradict a\\critic's charge that u.s. democratic presidential hopeful john\\kerry did not come under fire during the battle that resulted\\in military honors for kerry, the washington post reported on\\thursday.\n",
      "Removed URLs: records contradict kerry critic's charges -report (reuters) reuters - military records contradict a\\critic's charge that u.s. democratic presidential hopeful john\\kerry did not come under fire during the battle that resulted\\in military honors for kerry, the washington post reported on\\thursday.\n",
      "Removed HTML Tags: records contradict kerry critic's charges -report (reuters) reuters - military records contradict a\\critic's charge that u.s. democratic presidential hopeful john\\kerry did not come under fire during the battle that resulted\\in military honors for kerry, the washington post reported on\\thursday.\n",
      "Removed Special Characters: records contradict kerry critics charges report reuters reuters  military records contradict acritics charge that us democratic presidential hopeful johnkerry did not come under fire during the battle that resultedin military honors for kerry the washington post reported onthursday\n",
      "Tokens: ['records', 'contradict', 'kerry', 'critics', 'charges', 'report', 'reuters', 'reuters', 'military', 'records', 'contradict', 'acritics', 'charge', 'that', 'us', 'democratic', 'presidential', 'hopeful', 'johnkerry', 'did', 'not', 'come', 'under', 'fire', 'during', 'the', 'battle', 'that', 'resultedin', 'military', 'honors', 'for', 'kerry', 'the', 'washington', 'post', 'reported', 'onthursday']\n",
      "Removed Stopwords: ['records', 'contradict', 'kerry', 'critics', 'charges', 'report', 'reuters', 'reuters', 'military', 'records', 'contradict', 'acritics', 'charge', 'us', 'democratic', 'presidential', 'hopeful', 'johnkerry', 'come', 'fire', 'battle', 'resultedin', 'military', 'honors', 'kerry', 'washington', 'post', 'reported', 'onthursday']\n",
      "Stemmed Tokens: ['record', 'contradict', 'kerri', 'critic', 'charg', 'report', 'reuter', 'reuter', 'militari', 'record', 'contradict', 'acrit', 'charg', 'us', 'democrat', 'presidenti', 'hope', 'johnkerri', 'come', 'fire', 'battl', 'resultedin', 'militari', 'honor', 'kerri', 'washington', 'post', 'report', 'onthursday']\n",
      "Final Preprocessed Text: record contradict kerri critic charg report reuter reuter militari record contradict acrit charg us democrat presidenti hope johnkerri come fire battl resultedin militari honor kerri washington post report onthursday\n",
      "\n",
      "Original Text: Hamm Goes for More Gold Amid Controversy ATHENS, Greece - Despite the controversy surrounding his gold medal in the all-around, Paul Hamm has a chance to win two more golds Sunday. The American will compete in the finals of the pommel horse and the floor exercise - the latter against his twin brother, Morgan...\n",
      "Lowercased Text: hamm goes for more gold amid controversy athens, greece - despite the controversy surrounding his gold medal in the all-around, paul hamm has a chance to win two more golds sunday. the american will compete in the finals of the pommel horse and the floor exercise - the latter against his twin brother, morgan...\n",
      "Removed URLs: hamm goes for more gold amid controversy athens, greece - despite the controversy surrounding his gold medal in the all-around, paul hamm has a chance to win two more golds sunday. the american will compete in the finals of the pommel horse and the floor exercise - the latter against his twin brother, morgan...\n",
      "Removed HTML Tags: hamm goes for more gold amid controversy athens, greece - despite the controversy surrounding his gold medal in the all-around, paul hamm has a chance to win two more golds sunday. the american will compete in the finals of the pommel horse and the floor exercise - the latter against his twin brother, morgan...\n",
      "Removed Special Characters: hamm goes for more gold amid controversy athens greece  despite the controversy surrounding his gold medal in the allaround paul hamm has a chance to win two more golds sunday the american will compete in the finals of the pommel horse and the floor exercise  the latter against his twin brother morgan\n",
      "Tokens: ['hamm', 'goes', 'for', 'more', 'gold', 'amid', 'controversy', 'athens', 'greece', 'despite', 'the', 'controversy', 'surrounding', 'his', 'gold', 'medal', 'in', 'the', 'allaround', 'paul', 'hamm', 'has', 'a', 'chance', 'to', 'win', 'two', 'more', 'golds', 'sunday', 'the', 'american', 'will', 'compete', 'in', 'the', 'finals', 'of', 'the', 'pommel', 'horse', 'and', 'the', 'floor', 'exercise', 'the', 'latter', 'against', 'his', 'twin', 'brother', 'morgan']\n",
      "Removed Stopwords: ['hamm', 'goes', 'gold', 'amid', 'controversy', 'athens', 'greece', 'despite', 'controversy', 'surrounding', 'gold', 'medal', 'allaround', 'paul', 'hamm', 'chance', 'win', 'two', 'golds', 'sunday', 'american', 'compete', 'finals', 'pommel', 'horse', 'floor', 'exercise', 'latter', 'twin', 'brother', 'morgan']\n",
      "Stemmed Tokens: ['hamm', 'goe', 'gold', 'amid', 'controversi', 'athen', 'greec', 'despit', 'controversi', 'surround', 'gold', 'medal', 'allaround', 'paul', 'hamm', 'chanc', 'win', 'two', 'gold', 'sunday', 'american', 'compet', 'final', 'pommel', 'hors', 'floor', 'exercis', 'latter', 'twin', 'brother', 'morgan']\n",
      "Final Preprocessed Text: hamm goe gold amid controversi athen greec despit controversi surround gold medal allaround paul hamm chanc win two gold sunday american compet final pommel hors floor exercis latter twin brother morgan\n",
      "\n",
      "Original Text: Legal Cloud Lingers for Rosa Parks Rosa Parks, who helped set off the American civil rights movement, is at the center of a legal controversy that her relatives say could forever taint her legacy.\n",
      "Lowercased Text: legal cloud lingers for rosa parks rosa parks, who helped set off the american civil rights movement, is at the center of a legal controversy that her relatives say could forever taint her legacy.\n",
      "Removed URLs: legal cloud lingers for rosa parks rosa parks, who helped set off the american civil rights movement, is at the center of a legal controversy that her relatives say could forever taint her legacy.\n",
      "Removed HTML Tags: legal cloud lingers for rosa parks rosa parks, who helped set off the american civil rights movement, is at the center of a legal controversy that her relatives say could forever taint her legacy.\n",
      "Removed Special Characters: legal cloud lingers for rosa parks rosa parks who helped set off the american civil rights movement is at the center of a legal controversy that her relatives say could forever taint her legacy\n",
      "Tokens: ['legal', 'cloud', 'lingers', 'for', 'rosa', 'parks', 'rosa', 'parks', 'who', 'helped', 'set', 'off', 'the', 'american', 'civil', 'rights', 'movement', 'is', 'at', 'the', 'center', 'of', 'a', 'legal', 'controversy', 'that', 'her', 'relatives', 'say', 'could', 'forever', 'taint', 'her', 'legacy']\n",
      "Removed Stopwords: ['legal', 'cloud', 'lingers', 'rosa', 'parks', 'rosa', 'parks', 'helped', 'set', 'american', 'civil', 'rights', 'movement', 'center', 'legal', 'controversy', 'relatives', 'say', 'could', 'forever', 'taint', 'legacy']\n",
      "Stemmed Tokens: ['legal', 'cloud', 'linger', 'rosa', 'park', 'rosa', 'park', 'help', 'set', 'american', 'civil', 'right', 'movement', 'center', 'legal', 'controversi', 'rel', 'say', 'could', 'forev', 'taint', 'legaci']\n",
      "Final Preprocessed Text: legal cloud linger rosa park rosa park help set american civil right movement center legal controversi rel say could forev taint legaci\n",
      "\n",
      "Original Text: Lebanon PM Resigns, Says Will Not Head New Govt.  BEIRUT (Reuters) - Lebanon's Prime Minister Rafik al-Hariri  submitted his cabinet's resignation Wednesday and said he would  not form a new government.\n",
      "Lowercased Text: lebanon pm resigns, says will not head new govt.  beirut (reuters) - lebanon's prime minister rafik al-hariri  submitted his cabinet's resignation wednesday and said he would  not form a new government.\n",
      "Removed URLs: lebanon pm resigns, says will not head new govt.  beirut (reuters) - lebanon's prime minister rafik al-hariri  submitted his cabinet's resignation wednesday and said he would  not form a new government.\n",
      "Removed HTML Tags: lebanon pm resigns, says will not head new govt.  beirut (reuters) - lebanon's prime minister rafik al-hariri  submitted his cabinet's resignation wednesday and said he would  not form a new government.\n",
      "Removed Special Characters: lebanon pm resigns says will not head new govt  beirut reuters  lebanons prime minister rafik alhariri  submitted his cabinets resignation wednesday and said he would  not form a new government\n",
      "Tokens: ['lebanon', 'pm', 'resigns', 'says', 'will', 'not', 'head', 'new', 'govt', 'beirut', 'reuters', 'lebanons', 'prime', 'minister', 'rafik', 'alhariri', 'submitted', 'his', 'cabinets', 'resignation', 'wednesday', 'and', 'said', 'he', 'would', 'not', 'form', 'a', 'new', 'government']\n",
      "Removed Stopwords: ['lebanon', 'pm', 'resigns', 'says', 'head', 'new', 'govt', 'beirut', 'reuters', 'lebanons', 'prime', 'minister', 'rafik', 'alhariri', 'submitted', 'cabinets', 'resignation', 'wednesday', 'said', 'would', 'form', 'new', 'government']\n",
      "Stemmed Tokens: ['lebanon', 'pm', 'resign', 'say', 'head', 'new', 'govt', 'beirut', 'reuter', 'lebanon', 'prime', 'minist', 'rafik', 'alhariri', 'submit', 'cabinet', 'resign', 'wednesday', 'said', 'would', 'form', 'new', 'govern']\n",
      "Final Preprocessed Text: lebanon pm resign say head new govt beirut reuter lebanon prime minist rafik alhariri submit cabinet resign wednesday said would form new govern\n",
      "\n",
      "Original Text: New \\$50 Bill Begins Circulating WASHINGTON - Coming to cash registers near you: Colorful new \\$50 bills sporting splashes of red, blue and yellow. Next up for a makeover, the government said Tuesday: \\$10 bills...\n",
      "Lowercased Text: new \\$50 bill begins circulating washington - coming to cash registers near you: colorful new \\$50 bills sporting splashes of red, blue and yellow. next up for a makeover, the government said tuesday: \\$10 bills...\n",
      "Removed URLs: new \\$50 bill begins circulating washington - coming to cash registers near you: colorful new \\$50 bills sporting splashes of red, blue and yellow. next up for a makeover, the government said tuesday: \\$10 bills...\n",
      "Removed HTML Tags: new \\$50 bill begins circulating washington - coming to cash registers near you: colorful new \\$50 bills sporting splashes of red, blue and yellow. next up for a makeover, the government said tuesday: \\$10 bills...\n",
      "Removed Special Characters: new  bill begins circulating washington  coming to cash registers near you colorful new  bills sporting splashes of red blue and yellow next up for a makeover the government said tuesday  bills\n",
      "Tokens: ['new', 'bill', 'begins', 'circulating', 'washington', 'coming', 'to', 'cash', 'registers', 'near', 'you', 'colorful', 'new', 'bills', 'sporting', 'splashes', 'of', 'red', 'blue', 'and', 'yellow', 'next', 'up', 'for', 'a', 'makeover', 'the', 'government', 'said', 'tuesday', 'bills']\n",
      "Removed Stopwords: ['new', 'bill', 'begins', 'circulating', 'washington', 'coming', 'cash', 'registers', 'near', 'colorful', 'new', 'bills', 'sporting', 'splashes', 'red', 'blue', 'yellow', 'next', 'makeover', 'government', 'said', 'tuesday', 'bills']\n",
      "Stemmed Tokens: ['new', 'bill', 'begin', 'circul', 'washington', 'come', 'cash', 'regist', 'near', 'color', 'new', 'bill', 'sport', 'splash', 'red', 'blue', 'yellow', 'next', 'makeov', 'govern', 'said', 'tuesday', 'bill']\n",
      "Final Preprocessed Text: new bill begin circul washington come cash regist near color new bill sport splash red blue yellow next makeov govern said tuesday bill\n",
      "\n",
      "Original Text: Pak for strategic stability with India: Pervez Gen Musharraf regretted that while the Islamic world was moving towards reforms, the West was not trying to resolve disputes affecting the Muslim world.\n",
      "Lowercased Text: pak for strategic stability with india: pervez gen musharraf regretted that while the islamic world was moving towards reforms, the west was not trying to resolve disputes affecting the muslim world.\n",
      "Removed URLs: pak for strategic stability with india: pervez gen musharraf regretted that while the islamic world was moving towards reforms, the west was not trying to resolve disputes affecting the muslim world.\n",
      "Removed HTML Tags: pak for strategic stability with india: pervez gen musharraf regretted that while the islamic world was moving towards reforms, the west was not trying to resolve disputes affecting the muslim world.\n",
      "Removed Special Characters: pak for strategic stability with india pervez gen musharraf regretted that while the islamic world was moving towards reforms the west was not trying to resolve disputes affecting the muslim world\n",
      "Tokens: ['pak', 'for', 'strategic', 'stability', 'with', 'india', 'pervez', 'gen', 'musharraf', 'regretted', 'that', 'while', 'the', 'islamic', 'world', 'was', 'moving', 'towards', 'reforms', 'the', 'west', 'was', 'not', 'trying', 'to', 'resolve', 'disputes', 'affecting', 'the', 'muslim', 'world']\n",
      "Removed Stopwords: ['pak', 'strategic', 'stability', 'india', 'pervez', 'gen', 'musharraf', 'regretted', 'islamic', 'world', 'moving', 'towards', 'reforms', 'west', 'trying', 'resolve', 'disputes', 'affecting', 'muslim', 'world']\n",
      "Stemmed Tokens: ['pak', 'strateg', 'stabil', 'india', 'pervez', 'gen', 'musharraf', 'regret', 'islam', 'world', 'move', 'toward', 'reform', 'west', 'tri', 'resolv', 'disput', 'affect', 'muslim', 'world']\n",
      "Final Preprocessed Text: pak strateg stabil india pervez gen musharraf regret islam world move toward reform west tri resolv disput affect muslim world\n",
      "\n",
      "Original Text: Venezuelan audit confirms victory Venezuela's electoral officials say an audit of the vote on President Hugo Chavez's rule shows it was fair.\n",
      "Lowercased Text: venezuelan audit confirms victory venezuela's electoral officials say an audit of the vote on president hugo chavez's rule shows it was fair.\n",
      "Removed URLs: venezuelan audit confirms victory venezuela's electoral officials say an audit of the vote on president hugo chavez's rule shows it was fair.\n",
      "Removed HTML Tags: venezuelan audit confirms victory venezuela's electoral officials say an audit of the vote on president hugo chavez's rule shows it was fair.\n",
      "Removed Special Characters: venezuelan audit confirms victory venezuelas electoral officials say an audit of the vote on president hugo chavezs rule shows it was fair\n",
      "Tokens: ['venezuelan', 'audit', 'confirms', 'victory', 'venezuelas', 'electoral', 'officials', 'say', 'an', 'audit', 'of', 'the', 'vote', 'on', 'president', 'hugo', 'chavezs', 'rule', 'shows', 'it', 'was', 'fair']\n",
      "Removed Stopwords: ['venezuelan', 'audit', 'confirms', 'victory', 'venezuelas', 'electoral', 'officials', 'say', 'audit', 'vote', 'president', 'hugo', 'chavezs', 'rule', 'shows', 'fair']\n",
      "Stemmed Tokens: ['venezuelan', 'audit', 'confirm', 'victori', 'venezuela', 'elector', 'offici', 'say', 'audit', 'vote', 'presid', 'hugo', 'chavez', 'rule', 'show', 'fair']\n",
      "Final Preprocessed Text: venezuelan audit confirm victori venezuela elector offici say audit vote presid hugo chavez rule show fair\n",
      "\n",
      "Original Text: Rescue teams waiting to enter Fallujah Medical teams and convoys from the Iraqi Red Crescent are expected to enter the embattled city of Fallujah Saturday carrying urgent humanitarian assistance.\n",
      "Lowercased Text: rescue teams waiting to enter fallujah medical teams and convoys from the iraqi red crescent are expected to enter the embattled city of fallujah saturday carrying urgent humanitarian assistance.\n",
      "Removed URLs: rescue teams waiting to enter fallujah medical teams and convoys from the iraqi red crescent are expected to enter the embattled city of fallujah saturday carrying urgent humanitarian assistance.\n",
      "Removed HTML Tags: rescue teams waiting to enter fallujah medical teams and convoys from the iraqi red crescent are expected to enter the embattled city of fallujah saturday carrying urgent humanitarian assistance.\n",
      "Removed Special Characters: rescue teams waiting to enter fallujah medical teams and convoys from the iraqi red crescent are expected to enter the embattled city of fallujah saturday carrying urgent humanitarian assistance\n",
      "Tokens: ['rescue', 'teams', 'waiting', 'to', 'enter', 'fallujah', 'medical', 'teams', 'and', 'convoys', 'from', 'the', 'iraqi', 'red', 'crescent', 'are', 'expected', 'to', 'enter', 'the', 'embattled', 'city', 'of', 'fallujah', 'saturday', 'carrying', 'urgent', 'humanitarian', 'assistance']\n",
      "Removed Stopwords: ['rescue', 'teams', 'waiting', 'enter', 'fallujah', 'medical', 'teams', 'convoys', 'iraqi', 'red', 'crescent', 'expected', 'enter', 'embattled', 'city', 'fallujah', 'saturday', 'carrying', 'urgent', 'humanitarian', 'assistance']\n",
      "Stemmed Tokens: ['rescu', 'team', 'wait', 'enter', 'fallujah', 'medic', 'team', 'convoy', 'iraqi', 'red', 'crescent', 'expect', 'enter', 'embattl', 'citi', 'fallujah', 'saturday', 'carri', 'urgent', 'humanitarian', 'assist']\n",
      "Final Preprocessed Text: rescu team wait enter fallujah medic team convoy iraqi red crescent expect enter embattl citi fallujah saturday carri urgent humanitarian assist\n",
      "\n",
      "Original Text: Americans Still Concerned About Bush Agenda, Poll Shows Americans are optimistic about the next four years, but they have reservations about President Bush's agenda.\n",
      "Lowercased Text: americans still concerned about bush agenda, poll shows americans are optimistic about the next four years, but they have reservations about president bush's agenda.\n",
      "Removed URLs: americans still concerned about bush agenda, poll shows americans are optimistic about the next four years, but they have reservations about president bush's agenda.\n",
      "Removed HTML Tags: americans still concerned about bush agenda, poll shows americans are optimistic about the next four years, but they have reservations about president bush's agenda.\n",
      "Removed Special Characters: americans still concerned about bush agenda poll shows americans are optimistic about the next four years but they have reservations about president bushs agenda\n",
      "Tokens: ['americans', 'still', 'concerned', 'about', 'bush', 'agenda', 'poll', 'shows', 'americans', 'are', 'optimistic', 'about', 'the', 'next', 'four', 'years', 'but', 'they', 'have', 'reservations', 'about', 'president', 'bushs', 'agenda']\n",
      "Removed Stopwords: ['americans', 'still', 'concerned', 'bush', 'agenda', 'poll', 'shows', 'americans', 'optimistic', 'next', 'four', 'years', 'reservations', 'president', 'bushs', 'agenda']\n",
      "Stemmed Tokens: ['american', 'still', 'concern', 'bush', 'agenda', 'poll', 'show', 'american', 'optimist', 'next', 'four', 'year', 'reserv', 'presid', 'bush', 'agenda']\n",
      "Final Preprocessed Text: american still concern bush agenda poll show american optimist next four year reserv presid bush agenda\n",
      "\n",
      "Original Text: Indonesia's Megawati Apologizes, Warns on Terror  JAKARTA (Reuters) - President Megawati Sukarnoputri urged  Indonesians on Thursday to accept the results of the country's  first direct election of a leader, but stopped short of  conceding defeat.\n",
      "Lowercased Text: indonesia's megawati apologizes, warns on terror  jakarta (reuters) - president megawati sukarnoputri urged  indonesians on thursday to accept the results of the country's  first direct election of a leader, but stopped short of  conceding defeat.\n",
      "Removed URLs: indonesia's megawati apologizes, warns on terror  jakarta (reuters) - president megawati sukarnoputri urged  indonesians on thursday to accept the results of the country's  first direct election of a leader, but stopped short of  conceding defeat.\n",
      "Removed HTML Tags: indonesia's megawati apologizes, warns on terror  jakarta (reuters) - president megawati sukarnoputri urged  indonesians on thursday to accept the results of the country's  first direct election of a leader, but stopped short of  conceding defeat.\n",
      "Removed Special Characters: indonesias megawati apologizes warns on terror  jakarta reuters  president megawati sukarnoputri urged  indonesians on thursday to accept the results of the countrys  first direct election of a leader but stopped short of  conceding defeat\n",
      "Tokens: ['indonesias', 'megawati', 'apologizes', 'warns', 'on', 'terror', 'jakarta', 'reuters', 'president', 'megawati', 'sukarnoputri', 'urged', 'indonesians', 'on', 'thursday', 'to', 'accept', 'the', 'results', 'of', 'the', 'countrys', 'first', 'direct', 'election', 'of', 'a', 'leader', 'but', 'stopped', 'short', 'of', 'conceding', 'defeat']\n",
      "Removed Stopwords: ['indonesias', 'megawati', 'apologizes', 'warns', 'terror', 'jakarta', 'reuters', 'president', 'megawati', 'sukarnoputri', 'urged', 'indonesians', 'thursday', 'accept', 'results', 'countrys', 'first', 'direct', 'election', 'leader', 'stopped', 'short', 'conceding', 'defeat']\n",
      "Stemmed Tokens: ['indonesia', 'megawati', 'apolog', 'warn', 'terror', 'jakarta', 'reuter', 'presid', 'megawati', 'sukarnoputri', 'urg', 'indonesian', 'thursday', 'accept', 'result', 'countri', 'first', 'direct', 'elect', 'leader', 'stop', 'short', 'conced', 'defeat']\n",
      "Final Preprocessed Text: indonesia megawati apolog warn terror jakarta reuter presid megawati sukarnoputri urg indonesian thursday accept result countri first direct elect leader stop short conced defeat\n",
      "\n",
      "Original Text: Up to 30 Reported Killed in Rebel Attacks in Baghdad Rebels made major attacks today against a Shiite mosque and a police station in Baghdad, killing up to 30 people, including at least 16 police officers.\n",
      "Lowercased Text: up to 30 reported killed in rebel attacks in baghdad rebels made major attacks today against a shiite mosque and a police station in baghdad, killing up to 30 people, including at least 16 police officers.\n",
      "Removed URLs: up to 30 reported killed in rebel attacks in baghdad rebels made major attacks today against a shiite mosque and a police station in baghdad, killing up to 30 people, including at least 16 police officers.\n",
      "Removed HTML Tags: up to 30 reported killed in rebel attacks in baghdad rebels made major attacks today against a shiite mosque and a police station in baghdad, killing up to 30 people, including at least 16 police officers.\n",
      "Removed Special Characters: up to  reported killed in rebel attacks in baghdad rebels made major attacks today against a shiite mosque and a police station in baghdad killing up to  people including at least  police officers\n",
      "Tokens: ['up', 'to', 'reported', 'killed', 'in', 'rebel', 'attacks', 'in', 'baghdad', 'rebels', 'made', 'major', 'attacks', 'today', 'against', 'a', 'shiite', 'mosque', 'and', 'a', 'police', 'station', 'in', 'baghdad', 'killing', 'up', 'to', 'people', 'including', 'at', 'least', 'police', 'officers']\n",
      "Removed Stopwords: ['reported', 'killed', 'rebel', 'attacks', 'baghdad', 'rebels', 'made', 'major', 'attacks', 'today', 'shiite', 'mosque', 'police', 'station', 'baghdad', 'killing', 'people', 'including', 'least', 'police', 'officers']\n",
      "Stemmed Tokens: ['report', 'kill', 'rebel', 'attack', 'baghdad', 'rebel', 'made', 'major', 'attack', 'today', 'shiit', 'mosqu', 'polic', 'station', 'baghdad', 'kill', 'peopl', 'includ', 'least', 'polic', 'offic']\n",
      "Final Preprocessed Text: report kill rebel attack baghdad rebel made major attack today shiit mosqu polic station baghdad kill peopl includ least polic offic\n",
      "\n",
      "Original Text: Cricket: ICC trophy preview The Champions Trophy final against West Indies is England's biggest one-day match for 12 years.\n",
      "Lowercased Text: cricket: icc trophy preview the champions trophy final against west indies is england's biggest one-day match for 12 years.\n",
      "Removed URLs: cricket: icc trophy preview the champions trophy final against west indies is england's biggest one-day match for 12 years.\n",
      "Removed HTML Tags: cricket: icc trophy preview the champions trophy final against west indies is england's biggest one-day match for 12 years.\n",
      "Removed Special Characters: cricket icc trophy preview the champions trophy final against west indies is englands biggest oneday match for  years\n",
      "Tokens: ['cricket', 'icc', 'trophy', 'preview', 'the', 'champions', 'trophy', 'final', 'against', 'west', 'indies', 'is', 'englands', 'biggest', 'oneday', 'match', 'for', 'years']\n",
      "Removed Stopwords: ['cricket', 'icc', 'trophy', 'preview', 'champions', 'trophy', 'final', 'west', 'indies', 'englands', 'biggest', 'oneday', 'match', 'years']\n",
      "Stemmed Tokens: ['cricket', 'icc', 'trophi', 'preview', 'champion', 'trophi', 'final', 'west', 'indi', 'england', 'biggest', 'oneday', 'match', 'year']\n",
      "Final Preprocessed Text: cricket icc trophi preview champion trophi final west indi england biggest oneday match year\n",
      "\n",
      "Original Text: Death toll of England #39;s train crash rises to seven The number of people who were killedwhen a high-speed train hit a car in southeastern England on Saturday rose to seven Sunday, including the drivers of both the car and train.\n",
      "Lowercased Text: death toll of england #39;s train crash rises to seven the number of people who were killedwhen a high-speed train hit a car in southeastern england on saturday rose to seven sunday, including the drivers of both the car and train.\n",
      "Removed URLs: death toll of england #39;s train crash rises to seven the number of people who were killedwhen a high-speed train hit a car in southeastern england on saturday rose to seven sunday, including the drivers of both the car and train.\n",
      "Removed HTML Tags: death toll of england #39;s train crash rises to seven the number of people who were killedwhen a high-speed train hit a car in southeastern england on saturday rose to seven sunday, including the drivers of both the car and train.\n",
      "Removed Special Characters: death toll of england s train crash rises to seven the number of people who were killedwhen a highspeed train hit a car in southeastern england on saturday rose to seven sunday including the drivers of both the car and train\n",
      "Tokens: ['death', 'toll', 'of', 'england', 's', 'train', 'crash', 'rises', 'to', 'seven', 'the', 'number', 'of', 'people', 'who', 'were', 'killedwhen', 'a', 'highspeed', 'train', 'hit', 'a', 'car', 'in', 'southeastern', 'england', 'on', 'saturday', 'rose', 'to', 'seven', 'sunday', 'including', 'the', 'drivers', 'of', 'both', 'the', 'car', 'and', 'train']\n",
      "Removed Stopwords: ['death', 'toll', 'england', 'train', 'crash', 'rises', 'seven', 'number', 'people', 'killedwhen', 'highspeed', 'train', 'hit', 'car', 'southeastern', 'england', 'saturday', 'rose', 'seven', 'sunday', 'including', 'drivers', 'car', 'train']\n",
      "Stemmed Tokens: ['death', 'toll', 'england', 'train', 'crash', 'rise', 'seven', 'number', 'peopl', 'killedwhen', 'highspe', 'train', 'hit', 'car', 'southeastern', 'england', 'saturday', 'rose', 'seven', 'sunday', 'includ', 'driver', 'car', 'train']\n",
      "Final Preprocessed Text: death toll england train crash rise seven number peopl killedwhen highspe train hit car southeastern england saturday rose seven sunday includ driver car train\n",
      "\n",
      "Original Text: Tsvangirai to know his fate today The verdict in Zimbabwe #39;s treason trial of Morgan Tsvangirai is expected today. Tsvangirai, the leader of the opposition Movement for Democratic Change (MDC), faces a possible death penalty if found guilty.\n",
      "Lowercased Text: tsvangirai to know his fate today the verdict in zimbabwe #39;s treason trial of morgan tsvangirai is expected today. tsvangirai, the leader of the opposition movement for democratic change (mdc), faces a possible death penalty if found guilty.\n",
      "Removed URLs: tsvangirai to know his fate today the verdict in zimbabwe #39;s treason trial of morgan tsvangirai is expected today. tsvangirai, the leader of the opposition movement for democratic change (mdc), faces a possible death penalty if found guilty.\n",
      "Removed HTML Tags: tsvangirai to know his fate today the verdict in zimbabwe #39;s treason trial of morgan tsvangirai is expected today. tsvangirai, the leader of the opposition movement for democratic change (mdc), faces a possible death penalty if found guilty.\n",
      "Removed Special Characters: tsvangirai to know his fate today the verdict in zimbabwe s treason trial of morgan tsvangirai is expected today tsvangirai the leader of the opposition movement for democratic change mdc faces a possible death penalty if found guilty\n",
      "Tokens: ['tsvangirai', 'to', 'know', 'his', 'fate', 'today', 'the', 'verdict', 'in', 'zimbabwe', 's', 'treason', 'trial', 'of', 'morgan', 'tsvangirai', 'is', 'expected', 'today', 'tsvangirai', 'the', 'leader', 'of', 'the', 'opposition', 'movement', 'for', 'democratic', 'change', 'mdc', 'faces', 'a', 'possible', 'death', 'penalty', 'if', 'found', 'guilty']\n",
      "Removed Stopwords: ['tsvangirai', 'know', 'fate', 'today', 'verdict', 'zimbabwe', 'treason', 'trial', 'morgan', 'tsvangirai', 'expected', 'today', 'tsvangirai', 'leader', 'opposition', 'movement', 'democratic', 'change', 'mdc', 'faces', 'possible', 'death', 'penalty', 'found', 'guilty']\n",
      "Stemmed Tokens: ['tsvangirai', 'know', 'fate', 'today', 'verdict', 'zimbabw', 'treason', 'trial', 'morgan', 'tsvangirai', 'expect', 'today', 'tsvangirai', 'leader', 'opposit', 'movement', 'democrat', 'chang', 'mdc', 'face', 'possibl', 'death', 'penalti', 'found', 'guilti']\n",
      "Final Preprocessed Text: tsvangirai know fate today verdict zimbabw treason trial morgan tsvangirai expect today tsvangirai leader opposit movement democrat chang mdc face possibl death penalti found guilti\n",
      "\n",
      "Original Text: EU gets tough on fusion reactor European research ministers state their intention to go it alone on a multi-billion euro nuclear project if arguments with international partners are not resolved soon.\n",
      "Lowercased Text: eu gets tough on fusion reactor european research ministers state their intention to go it alone on a multi-billion euro nuclear project if arguments with international partners are not resolved soon.\n",
      "Removed URLs: eu gets tough on fusion reactor european research ministers state their intention to go it alone on a multi-billion euro nuclear project if arguments with international partners are not resolved soon.\n",
      "Removed HTML Tags: eu gets tough on fusion reactor european research ministers state their intention to go it alone on a multi-billion euro nuclear project if arguments with international partners are not resolved soon.\n",
      "Removed Special Characters: eu gets tough on fusion reactor european research ministers state their intention to go it alone on a multibillion euro nuclear project if arguments with international partners are not resolved soon\n",
      "Tokens: ['eu', 'gets', 'tough', 'on', 'fusion', 'reactor', 'european', 'research', 'ministers', 'state', 'their', 'intention', 'to', 'go', 'it', 'alone', 'on', 'a', 'multibillion', 'euro', 'nuclear', 'project', 'if', 'arguments', 'with', 'international', 'partners', 'are', 'not', 'resolved', 'soon']\n",
      "Removed Stopwords: ['eu', 'gets', 'tough', 'fusion', 'reactor', 'european', 'research', 'ministers', 'state', 'intention', 'go', 'alone', 'multibillion', 'euro', 'nuclear', 'project', 'arguments', 'international', 'partners', 'resolved', 'soon']\n",
      "Stemmed Tokens: ['eu', 'get', 'tough', 'fusion', 'reactor', 'european', 'research', 'minist', 'state', 'intent', 'go', 'alon', 'multibillion', 'euro', 'nuclear', 'project', 'argument', 'intern', 'partner', 'resolv', 'soon']\n",
      "Final Preprocessed Text: eu get tough fusion reactor european research minist state intent go alon multibillion euro nuclear project argument intern partner resolv soon\n",
      "\n",
      "Original Text: Iran say IAEA resolution political Iran Saturday blasted a resolution by the Board of Governors of the International Atomic Energy Agency on Iran #39;s nuclear program as a political one.\n",
      "Lowercased Text: iran say iaea resolution political iran saturday blasted a resolution by the board of governors of the international atomic energy agency on iran #39;s nuclear program as a political one.\n",
      "Removed URLs: iran say iaea resolution political iran saturday blasted a resolution by the board of governors of the international atomic energy agency on iran #39;s nuclear program as a political one.\n",
      "Removed HTML Tags: iran say iaea resolution political iran saturday blasted a resolution by the board of governors of the international atomic energy agency on iran #39;s nuclear program as a political one.\n",
      "Removed Special Characters: iran say iaea resolution political iran saturday blasted a resolution by the board of governors of the international atomic energy agency on iran s nuclear program as a political one\n",
      "Tokens: ['iran', 'say', 'iaea', 'resolution', 'political', 'iran', 'saturday', 'blasted', 'a', 'resolution', 'by', 'the', 'board', 'of', 'governors', 'of', 'the', 'international', 'atomic', 'energy', 'agency', 'on', 'iran', 's', 'nuclear', 'program', 'as', 'a', 'political', 'one']\n",
      "Removed Stopwords: ['iran', 'say', 'iaea', 'resolution', 'political', 'iran', 'saturday', 'blasted', 'resolution', 'board', 'governors', 'international', 'atomic', 'energy', 'agency', 'iran', 'nuclear', 'program', 'political', 'one']\n",
      "Stemmed Tokens: ['iran', 'say', 'iaea', 'resolut', 'polit', 'iran', 'saturday', 'blast', 'resolut', 'board', 'governor', 'intern', 'atom', 'energi', 'agenc', 'iran', 'nuclear', 'program', 'polit', 'one']\n",
      "Final Preprocessed Text: iran say iaea resolut polit iran saturday blast resolut board governor intern atom energi agenc iran nuclear program polit one\n",
      "\n",
      "Original Text: Swedes Gather in Memory of Anna Lindh The terrorist events in the US werent the only unhappy birthdays to be remembered on Sept. 11. A year ago, Swedish Foreign Minister Anna Lindh was stabbed to death in a department store as horrified shoppers watched.\n",
      "Lowercased Text: swedes gather in memory of anna lindh the terrorist events in the us werent the only unhappy birthdays to be remembered on sept. 11. a year ago, swedish foreign minister anna lindh was stabbed to death in a department store as horrified shoppers watched.\n",
      "Removed URLs: swedes gather in memory of anna lindh the terrorist events in the us werent the only unhappy birthdays to be remembered on sept. 11. a year ago, swedish foreign minister anna lindh was stabbed to death in a department store as horrified shoppers watched.\n",
      "Removed HTML Tags: swedes gather in memory of anna lindh the terrorist events in the us werent the only unhappy birthdays to be remembered on sept. 11. a year ago, swedish foreign minister anna lindh was stabbed to death in a department store as horrified shoppers watched.\n",
      "Removed Special Characters: swedes gather in memory of anna lindh the terrorist events in the us werent the only unhappy birthdays to be remembered on sept  a year ago swedish foreign minister anna lindh was stabbed to death in a department store as horrified shoppers watched\n",
      "Tokens: ['swedes', 'gather', 'in', 'memory', 'of', 'anna', 'lindh', 'the', 'terrorist', 'events', 'in', 'the', 'us', 'werent', 'the', 'only', 'unhappy', 'birthdays', 'to', 'be', 'remembered', 'on', 'sept', 'a', 'year', 'ago', 'swedish', 'foreign', 'minister', 'anna', 'lindh', 'was', 'stabbed', 'to', 'death', 'in', 'a', 'department', 'store', 'as', 'horrified', 'shoppers', 'watched']\n",
      "Removed Stopwords: ['swedes', 'gather', 'memory', 'anna', 'lindh', 'terrorist', 'events', 'us', 'werent', 'unhappy', 'birthdays', 'remembered', 'sept', 'year', 'ago', 'swedish', 'foreign', 'minister', 'anna', 'lindh', 'stabbed', 'death', 'department', 'store', 'horrified', 'shoppers', 'watched']\n",
      "Stemmed Tokens: ['swede', 'gather', 'memori', 'anna', 'lindh', 'terrorist', 'event', 'us', 'werent', 'unhappi', 'birthday', 'rememb', 'sept', 'year', 'ago', 'swedish', 'foreign', 'minist', 'anna', 'lindh', 'stab', 'death', 'depart', 'store', 'horrifi', 'shopper', 'watch']\n",
      "Final Preprocessed Text: swede gather memori anna lindh terrorist event us werent unhappi birthday rememb sept year ago swedish foreign minist anna lindh stab death depart store horrifi shopper watch\n",
      "\n",
      "Original Text: Blast at Indonesian Embassy in Paris A bomb went off outside the Indonesian embassy in Paris early Friday, injuring nine people. The blast came on the heels of a deadly bombing at an Egyptian resort hotel.\n",
      "Lowercased Text: blast at indonesian embassy in paris a bomb went off outside the indonesian embassy in paris early friday, injuring nine people. the blast came on the heels of a deadly bombing at an egyptian resort hotel.\n",
      "Removed URLs: blast at indonesian embassy in paris a bomb went off outside the indonesian embassy in paris early friday, injuring nine people. the blast came on the heels of a deadly bombing at an egyptian resort hotel.\n",
      "Removed HTML Tags: blast at indonesian embassy in paris a bomb went off outside the indonesian embassy in paris early friday, injuring nine people. the blast came on the heels of a deadly bombing at an egyptian resort hotel.\n",
      "Removed Special Characters: blast at indonesian embassy in paris a bomb went off outside the indonesian embassy in paris early friday injuring nine people the blast came on the heels of a deadly bombing at an egyptian resort hotel\n",
      "Tokens: ['blast', 'at', 'indonesian', 'embassy', 'in', 'paris', 'a', 'bomb', 'went', 'off', 'outside', 'the', 'indonesian', 'embassy', 'in', 'paris', 'early', 'friday', 'injuring', 'nine', 'people', 'the', 'blast', 'came', 'on', 'the', 'heels', 'of', 'a', 'deadly', 'bombing', 'at', 'an', 'egyptian', 'resort', 'hotel']\n",
      "Removed Stopwords: ['blast', 'indonesian', 'embassy', 'paris', 'bomb', 'went', 'outside', 'indonesian', 'embassy', 'paris', 'early', 'friday', 'injuring', 'nine', 'people', 'blast', 'came', 'heels', 'deadly', 'bombing', 'egyptian', 'resort', 'hotel']\n",
      "Stemmed Tokens: ['blast', 'indonesian', 'embassi', 'pari', 'bomb', 'went', 'outsid', 'indonesian', 'embassi', 'pari', 'earli', 'friday', 'injur', 'nine', 'peopl', 'blast', 'came', 'heel', 'deadli', 'bomb', 'egyptian', 'resort', 'hotel']\n",
      "Final Preprocessed Text: blast indonesian embassi pari bomb went outsid indonesian embassi pari earli friday injur nine peopl blast came heel deadli bomb egyptian resort hotel\n",
      "\n",
      "Original Text: Blair to undergo operation to fix irregular heartbeat (AFP) AFP - British Prime Minister Tony Blair said he would enter the hospital for an operation to correct an irregular heartbeat that was first diagnosed a year ago and has recurred in the last two months.\n",
      "Lowercased Text: blair to undergo operation to fix irregular heartbeat (afp) afp - british prime minister tony blair said he would enter the hospital for an operation to correct an irregular heartbeat that was first diagnosed a year ago and has recurred in the last two months.\n",
      "Removed URLs: blair to undergo operation to fix irregular heartbeat (afp) afp - british prime minister tony blair said he would enter the hospital for an operation to correct an irregular heartbeat that was first diagnosed a year ago and has recurred in the last two months.\n",
      "Removed HTML Tags: blair to undergo operation to fix irregular heartbeat (afp) afp - british prime minister tony blair said he would enter the hospital for an operation to correct an irregular heartbeat that was first diagnosed a year ago and has recurred in the last two months.\n",
      "Removed Special Characters: blair to undergo operation to fix irregular heartbeat afp afp  british prime minister tony blair said he would enter the hospital for an operation to correct an irregular heartbeat that was first diagnosed a year ago and has recurred in the last two months\n",
      "Tokens: ['blair', 'to', 'undergo', 'operation', 'to', 'fix', 'irregular', 'heartbeat', 'afp', 'afp', 'british', 'prime', 'minister', 'tony', 'blair', 'said', 'he', 'would', 'enter', 'the', 'hospital', 'for', 'an', 'operation', 'to', 'correct', 'an', 'irregular', 'heartbeat', 'that', 'was', 'first', 'diagnosed', 'a', 'year', 'ago', 'and', 'has', 'recurred', 'in', 'the', 'last', 'two', 'months']\n",
      "Removed Stopwords: ['blair', 'undergo', 'operation', 'fix', 'irregular', 'heartbeat', 'afp', 'afp', 'british', 'prime', 'minister', 'tony', 'blair', 'said', 'would', 'enter', 'hospital', 'operation', 'correct', 'irregular', 'heartbeat', 'first', 'diagnosed', 'year', 'ago', 'recurred', 'last', 'two', 'months']\n",
      "Stemmed Tokens: ['blair', 'undergo', 'oper', 'fix', 'irregular', 'heartbeat', 'afp', 'afp', 'british', 'prime', 'minist', 'toni', 'blair', 'said', 'would', 'enter', 'hospit', 'oper', 'correct', 'irregular', 'heartbeat', 'first', 'diagnos', 'year', 'ago', 'recur', 'last', 'two', 'month']\n",
      "Final Preprocessed Text: blair undergo oper fix irregular heartbeat afp afp british prime minist toni blair said would enter hospit oper correct irregular heartbeat first diagnos year ago recur last two month\n",
      "\n",
      "Original Text: Bin Laden Still At Large 3 Years After US Attacks The US-led anti-terrorism coalition is still hunting terror mastermind Osama bin Laden, the chief suspect in the September 11, 2001 deadly attacks on US cities.\n",
      "Lowercased Text: bin laden still at large 3 years after us attacks the us-led anti-terrorism coalition is still hunting terror mastermind osama bin laden, the chief suspect in the september 11, 2001 deadly attacks on us cities.\n",
      "Removed URLs: bin laden still at large 3 years after us attacks the us-led anti-terrorism coalition is still hunting terror mastermind osama bin laden, the chief suspect in the september 11, 2001 deadly attacks on us cities.\n",
      "Removed HTML Tags: bin laden still at large 3 years after us attacks the us-led anti-terrorism coalition is still hunting terror mastermind osama bin laden, the chief suspect in the september 11, 2001 deadly attacks on us cities.\n",
      "Removed Special Characters: bin laden still at large  years after us attacks the usled antiterrorism coalition is still hunting terror mastermind osama bin laden the chief suspect in the september   deadly attacks on us cities\n",
      "Tokens: ['bin', 'laden', 'still', 'at', 'large', 'years', 'after', 'us', 'attacks', 'the', 'usled', 'antiterrorism', 'coalition', 'is', 'still', 'hunting', 'terror', 'mastermind', 'osama', 'bin', 'laden', 'the', 'chief', 'suspect', 'in', 'the', 'september', 'deadly', 'attacks', 'on', 'us', 'cities']\n",
      "Removed Stopwords: ['bin', 'laden', 'still', 'large', 'years', 'us', 'attacks', 'usled', 'antiterrorism', 'coalition', 'still', 'hunting', 'terror', 'mastermind', 'osama', 'bin', 'laden', 'chief', 'suspect', 'september', 'deadly', 'attacks', 'us', 'cities']\n",
      "Stemmed Tokens: ['bin', 'laden', 'still', 'larg', 'year', 'us', 'attack', 'usl', 'antiterror', 'coalit', 'still', 'hunt', 'terror', 'mastermind', 'osama', 'bin', 'laden', 'chief', 'suspect', 'septemb', 'deadli', 'attack', 'us', 'citi']\n",
      "Final Preprocessed Text: bin laden still larg year us attack usl antiterror coalit still hunt terror mastermind osama bin laden chief suspect septemb deadli attack us citi\n",
      "\n",
      "Original Text: Death toll rises to 66 from Chinese coal mine explosion as &lt;b&gt;...&lt;/b&gt; Rescue workers pulled more bodies out of a mine shaft choked with toxic fumes Friday as the death toll in China #39;s worst mining accident this year rose to 66, with 82 workers missing and feared dead.\n",
      "Lowercased Text: death toll rises to 66 from chinese coal mine explosion as &lt;b&gt;...&lt;/b&gt; rescue workers pulled more bodies out of a mine shaft choked with toxic fumes friday as the death toll in china #39;s worst mining accident this year rose to 66, with 82 workers missing and feared dead.\n",
      "Removed URLs: death toll rises to 66 from chinese coal mine explosion as &lt;b&gt;...&lt;/b&gt; rescue workers pulled more bodies out of a mine shaft choked with toxic fumes friday as the death toll in china #39;s worst mining accident this year rose to 66, with 82 workers missing and feared dead.\n",
      "Removed HTML Tags: death toll rises to 66 from chinese coal mine explosion as &lt;b&gt;...&lt;/b&gt; rescue workers pulled more bodies out of a mine shaft choked with toxic fumes friday as the death toll in china #39;s worst mining accident this year rose to 66, with 82 workers missing and feared dead.\n",
      "Removed Special Characters: death toll rises to  from chinese coal mine explosion as ltbgtltbgt rescue workers pulled more bodies out of a mine shaft choked with toxic fumes friday as the death toll in china s worst mining accident this year rose to  with  workers missing and feared dead\n",
      "Tokens: ['death', 'toll', 'rises', 'to', 'from', 'chinese', 'coal', 'mine', 'explosion', 'as', 'ltbgtltbgt', 'rescue', 'workers', 'pulled', 'more', 'bodies', 'out', 'of', 'a', 'mine', 'shaft', 'choked', 'with', 'toxic', 'fumes', 'friday', 'as', 'the', 'death', 'toll', 'in', 'china', 's', 'worst', 'mining', 'accident', 'this', 'year', 'rose', 'to', 'with', 'workers', 'missing', 'and', 'feared', 'dead']\n",
      "Removed Stopwords: ['death', 'toll', 'rises', 'chinese', 'coal', 'mine', 'explosion', 'ltbgtltbgt', 'rescue', 'workers', 'pulled', 'bodies', 'mine', 'shaft', 'choked', 'toxic', 'fumes', 'friday', 'death', 'toll', 'china', 'worst', 'mining', 'accident', 'year', 'rose', 'workers', 'missing', 'feared', 'dead']\n",
      "Stemmed Tokens: ['death', 'toll', 'rise', 'chines', 'coal', 'mine', 'explos', 'ltbgtltbgt', 'rescu', 'worker', 'pull', 'bodi', 'mine', 'shaft', 'choke', 'toxic', 'fume', 'friday', 'death', 'toll', 'china', 'worst', 'mine', 'accid', 'year', 'rose', 'worker', 'miss', 'fear', 'dead']\n",
      "Final Preprocessed Text: death toll rise chines coal mine explos ltbgtltbgt rescu worker pull bodi mine shaft choke toxic fume friday death toll china worst mine accid year rose worker miss fear dead\n",
      "\n",
      "Original Text: Annan Sees Hope for Great Lakes Peace  DAR ES SALAAM (Reuters) - U.N Secretary General Kofi Annan  urged leaders of Africa's resource-rich but blood-soaked Great  Lakes region on Friday to implement a peace plan that could  herald a \"new era\" for millions of Africans.\n",
      "Lowercased Text: annan sees hope for great lakes peace  dar es salaam (reuters) - u.n secretary general kofi annan  urged leaders of africa's resource-rich but blood-soaked great  lakes region on friday to implement a peace plan that could  herald a \"new era\" for millions of africans.\n",
      "Removed URLs: annan sees hope for great lakes peace  dar es salaam (reuters) - u.n secretary general kofi annan  urged leaders of africa's resource-rich but blood-soaked great  lakes region on friday to implement a peace plan that could  herald a \"new era\" for millions of africans.\n",
      "Removed HTML Tags: annan sees hope for great lakes peace  dar es salaam (reuters) - u.n secretary general kofi annan  urged leaders of africa's resource-rich but blood-soaked great  lakes region on friday to implement a peace plan that could  herald a \"new era\" for millions of africans.\n",
      "Removed Special Characters: annan sees hope for great lakes peace  dar es salaam reuters  un secretary general kofi annan  urged leaders of africas resourcerich but bloodsoaked great  lakes region on friday to implement a peace plan that could  herald a new era for millions of africans\n",
      "Tokens: ['annan', 'sees', 'hope', 'for', 'great', 'lakes', 'peace', 'dar', 'es', 'salaam', 'reuters', 'un', 'secretary', 'general', 'kofi', 'annan', 'urged', 'leaders', 'of', 'africas', 'resourcerich', 'but', 'bloodsoaked', 'great', 'lakes', 'region', 'on', 'friday', 'to', 'implement', 'a', 'peace', 'plan', 'that', 'could', 'herald', 'a', 'new', 'era', 'for', 'millions', 'of', 'africans']\n",
      "Removed Stopwords: ['annan', 'sees', 'hope', 'great', 'lakes', 'peace', 'dar', 'es', 'salaam', 'reuters', 'un', 'secretary', 'general', 'kofi', 'annan', 'urged', 'leaders', 'africas', 'resourcerich', 'bloodsoaked', 'great', 'lakes', 'region', 'friday', 'implement', 'peace', 'plan', 'could', 'herald', 'new', 'era', 'millions', 'africans']\n",
      "Stemmed Tokens: ['annan', 'see', 'hope', 'great', 'lake', 'peac', 'dar', 'es', 'salaam', 'reuter', 'un', 'secretari', 'gener', 'kofi', 'annan', 'urg', 'leader', 'africa', 'resourcerich', 'bloodsoak', 'great', 'lake', 'region', 'friday', 'implement', 'peac', 'plan', 'could', 'herald', 'new', 'era', 'million', 'african']\n",
      "Final Preprocessed Text: annan see hope great lake peac dar es salaam reuter un secretari gener kofi annan urg leader africa resourcerich bloodsoak great lake region friday implement peac plan could herald new era million african\n",
      "\n",
      "Original Text: Israel Whistleblower May Marry American (AP) AP - Nuclear whistleblower Mordechai Vanunu said Wednesday he wants to replace his Israeli citizenship with a foreign one, perhaps Palestinian, and is considering marrying an American pen pal.\n",
      "Lowercased Text: israel whistleblower may marry american (ap) ap - nuclear whistleblower mordechai vanunu said wednesday he wants to replace his israeli citizenship with a foreign one, perhaps palestinian, and is considering marrying an american pen pal.\n",
      "Removed URLs: israel whistleblower may marry american (ap) ap - nuclear whistleblower mordechai vanunu said wednesday he wants to replace his israeli citizenship with a foreign one, perhaps palestinian, and is considering marrying an american pen pal.\n",
      "Removed HTML Tags: israel whistleblower may marry american (ap) ap - nuclear whistleblower mordechai vanunu said wednesday he wants to replace his israeli citizenship with a foreign one, perhaps palestinian, and is considering marrying an american pen pal.\n",
      "Removed Special Characters: israel whistleblower may marry american ap ap  nuclear whistleblower mordechai vanunu said wednesday he wants to replace his israeli citizenship with a foreign one perhaps palestinian and is considering marrying an american pen pal\n",
      "Tokens: ['israel', 'whistleblower', 'may', 'marry', 'american', 'ap', 'ap', 'nuclear', 'whistleblower', 'mordechai', 'vanunu', 'said', 'wednesday', 'he', 'wants', 'to', 'replace', 'his', 'israeli', 'citizenship', 'with', 'a', 'foreign', 'one', 'perhaps', 'palestinian', 'and', 'is', 'considering', 'marrying', 'an', 'american', 'pen', 'pal']\n",
      "Removed Stopwords: ['israel', 'whistleblower', 'may', 'marry', 'american', 'ap', 'ap', 'nuclear', 'whistleblower', 'mordechai', 'vanunu', 'said', 'wednesday', 'wants', 'replace', 'israeli', 'citizenship', 'foreign', 'one', 'perhaps', 'palestinian', 'considering', 'marrying', 'american', 'pen', 'pal']\n",
      "Stemmed Tokens: ['israel', 'whistleblow', 'may', 'marri', 'american', 'ap', 'ap', 'nuclear', 'whistleblow', 'mordechai', 'vanunu', 'said', 'wednesday', 'want', 'replac', 'isra', 'citizenship', 'foreign', 'one', 'perhap', 'palestinian', 'consid', 'marri', 'american', 'pen', 'pal']\n",
      "Final Preprocessed Text: israel whistleblow may marri american ap ap nuclear whistleblow mordechai vanunu said wednesday want replac isra citizenship foreign one perhap palestinian consid marri american pen pal\n",
      "\n",
      "Original Text: Sources Say Tiger Woods to Wed This Week BRIDGETOWN, Barbados - Tiger Woods says he's planning a Caribbean vacation, but Barbados is abuzz with reports that he's set to wed Swedish model Elin Nordegren this week.    Newspapers in Barbados and Ireland have reported that the two are to marry early this week at the Sandy Lane luxury resort on the Caribbean island's west coast...\n",
      "Lowercased Text: sources say tiger woods to wed this week bridgetown, barbados - tiger woods says he's planning a caribbean vacation, but barbados is abuzz with reports that he's set to wed swedish model elin nordegren this week.    newspapers in barbados and ireland have reported that the two are to marry early this week at the sandy lane luxury resort on the caribbean island's west coast...\n",
      "Removed URLs: sources say tiger woods to wed this week bridgetown, barbados - tiger woods says he's planning a caribbean vacation, but barbados is abuzz with reports that he's set to wed swedish model elin nordegren this week.    newspapers in barbados and ireland have reported that the two are to marry early this week at the sandy lane luxury resort on the caribbean island's west coast...\n",
      "Removed HTML Tags: sources say tiger woods to wed this week bridgetown, barbados - tiger woods says he's planning a caribbean vacation, but barbados is abuzz with reports that he's set to wed swedish model elin nordegren this week.    newspapers in barbados and ireland have reported that the two are to marry early this week at the sandy lane luxury resort on the caribbean island's west coast...\n",
      "Removed Special Characters: sources say tiger woods to wed this week bridgetown barbados  tiger woods says hes planning a caribbean vacation but barbados is abuzz with reports that hes set to wed swedish model elin nordegren this week    newspapers in barbados and ireland have reported that the two are to marry early this week at the sandy lane luxury resort on the caribbean islands west coast\n",
      "Tokens: ['sources', 'say', 'tiger', 'woods', 'to', 'wed', 'this', 'week', 'bridgetown', 'barbados', 'tiger', 'woods', 'says', 'hes', 'planning', 'a', 'caribbean', 'vacation', 'but', 'barbados', 'is', 'abuzz', 'with', 'reports', 'that', 'hes', 'set', 'to', 'wed', 'swedish', 'model', 'elin', 'nordegren', 'this', 'week', 'newspapers', 'in', 'barbados', 'and', 'ireland', 'have', 'reported', 'that', 'the', 'two', 'are', 'to', 'marry', 'early', 'this', 'week', 'at', 'the', 'sandy', 'lane', 'luxury', 'resort', 'on', 'the', 'caribbean', 'islands', 'west', 'coast']\n",
      "Removed Stopwords: ['sources', 'say', 'tiger', 'woods', 'wed', 'week', 'bridgetown', 'barbados', 'tiger', 'woods', 'says', 'hes', 'planning', 'caribbean', 'vacation', 'barbados', 'abuzz', 'reports', 'hes', 'set', 'wed', 'swedish', 'model', 'elin', 'nordegren', 'week', 'newspapers', 'barbados', 'ireland', 'reported', 'two', 'marry', 'early', 'week', 'sandy', 'lane', 'luxury', 'resort', 'caribbean', 'islands', 'west', 'coast']\n",
      "Stemmed Tokens: ['sourc', 'say', 'tiger', 'wood', 'wed', 'week', 'bridgetown', 'barbado', 'tiger', 'wood', 'say', 'he', 'plan', 'caribbean', 'vacat', 'barbado', 'abuzz', 'report', 'he', 'set', 'wed', 'swedish', 'model', 'elin', 'nordegren', 'week', 'newspap', 'barbado', 'ireland', 'report', 'two', 'marri', 'earli', 'week', 'sandi', 'lane', 'luxuri', 'resort', 'caribbean', 'island', 'west', 'coast']\n",
      "Final Preprocessed Text: sourc say tiger wood wed week bridgetown barbado tiger wood say he plan caribbean vacat barbado abuzz report he set wed swedish model elin nordegren week newspap barbado ireland report two marri earli week sandi lane luxuri resort caribbean island west coast\n",
      "\n",
      "Original Text: Musharraf takes Blair into confidence LONDON: President General Pervez Musharraf has succeeded in persuading British Prime Minister Tony Blair about the severity of Kashmir and Palestine disputes.\n",
      "Lowercased Text: musharraf takes blair into confidence london: president general pervez musharraf has succeeded in persuading british prime minister tony blair about the severity of kashmir and palestine disputes.\n",
      "Removed URLs: musharraf takes blair into confidence london: president general pervez musharraf has succeeded in persuading british prime minister tony blair about the severity of kashmir and palestine disputes.\n",
      "Removed HTML Tags: musharraf takes blair into confidence london: president general pervez musharraf has succeeded in persuading british prime minister tony blair about the severity of kashmir and palestine disputes.\n",
      "Removed Special Characters: musharraf takes blair into confidence london president general pervez musharraf has succeeded in persuading british prime minister tony blair about the severity of kashmir and palestine disputes\n",
      "Tokens: ['musharraf', 'takes', 'blair', 'into', 'confidence', 'london', 'president', 'general', 'pervez', 'musharraf', 'has', 'succeeded', 'in', 'persuading', 'british', 'prime', 'minister', 'tony', 'blair', 'about', 'the', 'severity', 'of', 'kashmir', 'and', 'palestine', 'disputes']\n",
      "Removed Stopwords: ['musharraf', 'takes', 'blair', 'confidence', 'london', 'president', 'general', 'pervez', 'musharraf', 'succeeded', 'persuading', 'british', 'prime', 'minister', 'tony', 'blair', 'severity', 'kashmir', 'palestine', 'disputes']\n",
      "Stemmed Tokens: ['musharraf', 'take', 'blair', 'confid', 'london', 'presid', 'gener', 'pervez', 'musharraf', 'succeed', 'persuad', 'british', 'prime', 'minist', 'toni', 'blair', 'sever', 'kashmir', 'palestin', 'disput']\n",
      "Final Preprocessed Text: musharraf take blair confid london presid gener pervez musharraf succeed persuad british prime minist toni blair sever kashmir palestin disput\n",
      "\n",
      "Original Text: Zimbabwe 'faces food shortages' MPs say Zimbabwe will run out of food before next year's harvest, despite government assurances.\n",
      "Lowercased Text: zimbabwe 'faces food shortages' mps say zimbabwe will run out of food before next year's harvest, despite government assurances.\n",
      "Removed URLs: zimbabwe 'faces food shortages' mps say zimbabwe will run out of food before next year's harvest, despite government assurances.\n",
      "Removed HTML Tags: zimbabwe 'faces food shortages' mps say zimbabwe will run out of food before next year's harvest, despite government assurances.\n",
      "Removed Special Characters: zimbabwe faces food shortages mps say zimbabwe will run out of food before next years harvest despite government assurances\n",
      "Tokens: ['zimbabwe', 'faces', 'food', 'shortages', 'mps', 'say', 'zimbabwe', 'will', 'run', 'out', 'of', 'food', 'before', 'next', 'years', 'harvest', 'despite', 'government', 'assurances']\n",
      "Removed Stopwords: ['zimbabwe', 'faces', 'food', 'shortages', 'mps', 'say', 'zimbabwe', 'run', 'food', 'next', 'years', 'harvest', 'despite', 'government', 'assurances']\n",
      "Stemmed Tokens: ['zimbabw', 'face', 'food', 'shortag', 'mp', 'say', 'zimbabw', 'run', 'food', 'next', 'year', 'harvest', 'despit', 'govern', 'assur']\n",
      "Final Preprocessed Text: zimbabw face food shortag mp say zimbabw run food next year harvest despit govern assur\n",
      "\n",
      "Original Text: Italian hostage group barters for Bigleys release The militant Iraqi group which last week released two Italian hostages is bartering with the terrorists holding British hostage Ken Bigley in order to release him for a ransom.\n",
      "Lowercased Text: italian hostage group barters for bigleys release the militant iraqi group which last week released two italian hostages is bartering with the terrorists holding british hostage ken bigley in order to release him for a ransom.\n",
      "Removed URLs: italian hostage group barters for bigleys release the militant iraqi group which last week released two italian hostages is bartering with the terrorists holding british hostage ken bigley in order to release him for a ransom.\n",
      "Removed HTML Tags: italian hostage group barters for bigleys release the militant iraqi group which last week released two italian hostages is bartering with the terrorists holding british hostage ken bigley in order to release him for a ransom.\n",
      "Removed Special Characters: italian hostage group barters for bigleys release the militant iraqi group which last week released two italian hostages is bartering with the terrorists holding british hostage ken bigley in order to release him for a ransom\n",
      "Tokens: ['italian', 'hostage', 'group', 'barters', 'for', 'bigleys', 'release', 'the', 'militant', 'iraqi', 'group', 'which', 'last', 'week', 'released', 'two', 'italian', 'hostages', 'is', 'bartering', 'with', 'the', 'terrorists', 'holding', 'british', 'hostage', 'ken', 'bigley', 'in', 'order', 'to', 'release', 'him', 'for', 'a', 'ransom']\n",
      "Removed Stopwords: ['italian', 'hostage', 'group', 'barters', 'bigleys', 'release', 'militant', 'iraqi', 'group', 'last', 'week', 'released', 'two', 'italian', 'hostages', 'bartering', 'terrorists', 'holding', 'british', 'hostage', 'ken', 'bigley', 'order', 'release', 'ransom']\n",
      "Stemmed Tokens: ['italian', 'hostag', 'group', 'barter', 'bigley', 'releas', 'milit', 'iraqi', 'group', 'last', 'week', 'releas', 'two', 'italian', 'hostag', 'barter', 'terrorist', 'hold', 'british', 'hostag', 'ken', 'bigley', 'order', 'releas', 'ransom']\n",
      "Final Preprocessed Text: italian hostag group barter bigley releas milit iraqi group last week releas two italian hostag barter terrorist hold british hostag ken bigley order releas ransom\n",
      "\n",
      "Original Text: Diplomats: Iran Uranium Dispute Resolved (AP) AP - Iran and European negotiators have apparently salvaged a deal committing Tehran to freezing all parts of a program that can make nuclear-weapons grade uranium, diplomats said Friday.\n",
      "Lowercased Text: diplomats: iran uranium dispute resolved (ap) ap - iran and european negotiators have apparently salvaged a deal committing tehran to freezing all parts of a program that can make nuclear-weapons grade uranium, diplomats said friday.\n",
      "Removed URLs: diplomats: iran uranium dispute resolved (ap) ap - iran and european negotiators have apparently salvaged a deal committing tehran to freezing all parts of a program that can make nuclear-weapons grade uranium, diplomats said friday.\n",
      "Removed HTML Tags: diplomats: iran uranium dispute resolved (ap) ap - iran and european negotiators have apparently salvaged a deal committing tehran to freezing all parts of a program that can make nuclear-weapons grade uranium, diplomats said friday.\n",
      "Removed Special Characters: diplomats iran uranium dispute resolved ap ap  iran and european negotiators have apparently salvaged a deal committing tehran to freezing all parts of a program that can make nuclearweapons grade uranium diplomats said friday\n",
      "Tokens: ['diplomats', 'iran', 'uranium', 'dispute', 'resolved', 'ap', 'ap', 'iran', 'and', 'european', 'negotiators', 'have', 'apparently', 'salvaged', 'a', 'deal', 'committing', 'tehran', 'to', 'freezing', 'all', 'parts', 'of', 'a', 'program', 'that', 'can', 'make', 'nuclearweapons', 'grade', 'uranium', 'diplomats', 'said', 'friday']\n",
      "Removed Stopwords: ['diplomats', 'iran', 'uranium', 'dispute', 'resolved', 'ap', 'ap', 'iran', 'european', 'negotiators', 'apparently', 'salvaged', 'deal', 'committing', 'tehran', 'freezing', 'parts', 'program', 'make', 'nuclearweapons', 'grade', 'uranium', 'diplomats', 'said', 'friday']\n",
      "Stemmed Tokens: ['diplomat', 'iran', 'uranium', 'disput', 'resolv', 'ap', 'ap', 'iran', 'european', 'negoti', 'appar', 'salvag', 'deal', 'commit', 'tehran', 'freez', 'part', 'program', 'make', 'nuclearweapon', 'grade', 'uranium', 'diplomat', 'said', 'friday']\n",
      "Final Preprocessed Text: diplomat iran uranium disput resolv ap ap iran european negoti appar salvag deal commit tehran freez part program make nuclearweapon grade uranium diplomat said friday\n",
      "\n",
      "Original Text: Karzai Wins Afghan Election, Official Says A UN worker sorts Hamid Karzai #39;s ballot papers at a counting center in Kabul on Tuesday, Oct. 26. 2004. With 97.7 percent of ballots counted, Karzai has 55.\n",
      "Lowercased Text: karzai wins afghan election, official says a un worker sorts hamid karzai #39;s ballot papers at a counting center in kabul on tuesday, oct. 26. 2004. with 97.7 percent of ballots counted, karzai has 55.\n",
      "Removed URLs: karzai wins afghan election, official says a un worker sorts hamid karzai #39;s ballot papers at a counting center in kabul on tuesday, oct. 26. 2004. with 97.7 percent of ballots counted, karzai has 55.\n",
      "Removed HTML Tags: karzai wins afghan election, official says a un worker sorts hamid karzai #39;s ballot papers at a counting center in kabul on tuesday, oct. 26. 2004. with 97.7 percent of ballots counted, karzai has 55.\n",
      "Removed Special Characters: karzai wins afghan election official says a un worker sorts hamid karzai s ballot papers at a counting center in kabul on tuesday oct   with  percent of ballots counted karzai has \n",
      "Tokens: ['karzai', 'wins', 'afghan', 'election', 'official', 'says', 'a', 'un', 'worker', 'sorts', 'hamid', 'karzai', 's', 'ballot', 'papers', 'at', 'a', 'counting', 'center', 'in', 'kabul', 'on', 'tuesday', 'oct', 'with', 'percent', 'of', 'ballots', 'counted', 'karzai', 'has']\n",
      "Removed Stopwords: ['karzai', 'wins', 'afghan', 'election', 'official', 'says', 'un', 'worker', 'sorts', 'hamid', 'karzai', 'ballot', 'papers', 'counting', 'center', 'kabul', 'tuesday', 'oct', 'percent', 'ballots', 'counted', 'karzai']\n",
      "Stemmed Tokens: ['karzai', 'win', 'afghan', 'elect', 'offici', 'say', 'un', 'worker', 'sort', 'hamid', 'karzai', 'ballot', 'paper', 'count', 'center', 'kabul', 'tuesday', 'oct', 'percent', 'ballot', 'count', 'karzai']\n",
      "Final Preprocessed Text: karzai win afghan elect offici say un worker sort hamid karzai ballot paper count center kabul tuesday oct percent ballot count karzai\n",
      "\n",
      "Original Text: Asian countries pledge closer cooperation in fighting against &lt;b&gt;...&lt;/b&gt; Senior diplomats of 17 Asian governments Friday adopted a Catalogue of Confidence Building Measures, declaring their intention to promote closer cooperation in the fight against international terrorism.\n",
      "Lowercased Text: asian countries pledge closer cooperation in fighting against &lt;b&gt;...&lt;/b&gt; senior diplomats of 17 asian governments friday adopted a catalogue of confidence building measures, declaring their intention to promote closer cooperation in the fight against international terrorism.\n",
      "Removed URLs: asian countries pledge closer cooperation in fighting against &lt;b&gt;...&lt;/b&gt; senior diplomats of 17 asian governments friday adopted a catalogue of confidence building measures, declaring their intention to promote closer cooperation in the fight against international terrorism.\n",
      "Removed HTML Tags: asian countries pledge closer cooperation in fighting against &lt;b&gt;...&lt;/b&gt; senior diplomats of 17 asian governments friday adopted a catalogue of confidence building measures, declaring their intention to promote closer cooperation in the fight against international terrorism.\n",
      "Removed Special Characters: asian countries pledge closer cooperation in fighting against ltbgtltbgt senior diplomats of  asian governments friday adopted a catalogue of confidence building measures declaring their intention to promote closer cooperation in the fight against international terrorism\n",
      "Tokens: ['asian', 'countries', 'pledge', 'closer', 'cooperation', 'in', 'fighting', 'against', 'ltbgtltbgt', 'senior', 'diplomats', 'of', 'asian', 'governments', 'friday', 'adopted', 'a', 'catalogue', 'of', 'confidence', 'building', 'measures', 'declaring', 'their', 'intention', 'to', 'promote', 'closer', 'cooperation', 'in', 'the', 'fight', 'against', 'international', 'terrorism']\n",
      "Removed Stopwords: ['asian', 'countries', 'pledge', 'closer', 'cooperation', 'fighting', 'ltbgtltbgt', 'senior', 'diplomats', 'asian', 'governments', 'friday', 'adopted', 'catalogue', 'confidence', 'building', 'measures', 'declaring', 'intention', 'promote', 'closer', 'cooperation', 'fight', 'international', 'terrorism']\n",
      "Stemmed Tokens: ['asian', 'countri', 'pledg', 'closer', 'cooper', 'fight', 'ltbgtltbgt', 'senior', 'diplomat', 'asian', 'govern', 'friday', 'adopt', 'catalogu', 'confid', 'build', 'measur', 'declar', 'intent', 'promot', 'closer', 'cooper', 'fight', 'intern', 'terror']\n",
      "Final Preprocessed Text: asian countri pledg closer cooper fight ltbgtltbgt senior diplomat asian govern friday adopt catalogu confid build measur declar intent promot closer cooper fight intern terror\n",
      "\n",
      "Original Text: Eight dead, 46 injured in French motorway pileup (AFP) AFP - Eight people were killed and 46 injured, most of them Portuguese coach passengers, in a pile-up of five vehicles on a motorway in southwest France, authorities said.\n",
      "Lowercased Text: eight dead, 46 injured in french motorway pileup (afp) afp - eight people were killed and 46 injured, most of them portuguese coach passengers, in a pile-up of five vehicles on a motorway in southwest france, authorities said.\n",
      "Removed URLs: eight dead, 46 injured in french motorway pileup (afp) afp - eight people were killed and 46 injured, most of them portuguese coach passengers, in a pile-up of five vehicles on a motorway in southwest france, authorities said.\n",
      "Removed HTML Tags: eight dead, 46 injured in french motorway pileup (afp) afp - eight people were killed and 46 injured, most of them portuguese coach passengers, in a pile-up of five vehicles on a motorway in southwest france, authorities said.\n",
      "Removed Special Characters: eight dead  injured in french motorway pileup afp afp  eight people were killed and  injured most of them portuguese coach passengers in a pileup of five vehicles on a motorway in southwest france authorities said\n",
      "Tokens: ['eight', 'dead', 'injured', 'in', 'french', 'motorway', 'pileup', 'afp', 'afp', 'eight', 'people', 'were', 'killed', 'and', 'injured', 'most', 'of', 'them', 'portuguese', 'coach', 'passengers', 'in', 'a', 'pileup', 'of', 'five', 'vehicles', 'on', 'a', 'motorway', 'in', 'southwest', 'france', 'authorities', 'said']\n",
      "Removed Stopwords: ['eight', 'dead', 'injured', 'french', 'motorway', 'pileup', 'afp', 'afp', 'eight', 'people', 'killed', 'injured', 'portuguese', 'coach', 'passengers', 'pileup', 'five', 'vehicles', 'motorway', 'southwest', 'france', 'authorities', 'said']\n",
      "Stemmed Tokens: ['eight', 'dead', 'injur', 'french', 'motorway', 'pileup', 'afp', 'afp', 'eight', 'peopl', 'kill', 'injur', 'portugues', 'coach', 'passeng', 'pileup', 'five', 'vehicl', 'motorway', 'southwest', 'franc', 'author', 'said']\n",
      "Final Preprocessed Text: eight dead injur french motorway pileup afp afp eight peopl kill injur portugues coach passeng pileup five vehicl motorway southwest franc author said\n",
      "\n",
      "Original Text: Democracy hopes dim after PM sacked Myanmar #39;s tough but pragmatic prime minister was sacked Tuesday by his hardline army colleagues, clouding prospects for the freedom of opposition leader Aung San \n",
      "Lowercased Text: democracy hopes dim after pm sacked myanmar #39;s tough but pragmatic prime minister was sacked tuesday by his hardline army colleagues, clouding prospects for the freedom of opposition leader aung san \n",
      "Removed URLs: democracy hopes dim after pm sacked myanmar #39;s tough but pragmatic prime minister was sacked tuesday by his hardline army colleagues, clouding prospects for the freedom of opposition leader aung san \n",
      "Removed HTML Tags: democracy hopes dim after pm sacked myanmar #39;s tough but pragmatic prime minister was sacked tuesday by his hardline army colleagues, clouding prospects for the freedom of opposition leader aung san \n",
      "Removed Special Characters: democracy hopes dim after pm sacked myanmar s tough but pragmatic prime minister was sacked tuesday by his hardline army colleagues clouding prospects for the freedom of opposition leader aung san \n",
      "Tokens: ['democracy', 'hopes', 'dim', 'after', 'pm', 'sacked', 'myanmar', 's', 'tough', 'but', 'pragmatic', 'prime', 'minister', 'was', 'sacked', 'tuesday', 'by', 'his', 'hardline', 'army', 'colleagues', 'clouding', 'prospects', 'for', 'the', 'freedom', 'of', 'opposition', 'leader', 'aung', 'san']\n",
      "Removed Stopwords: ['democracy', 'hopes', 'dim', 'pm', 'sacked', 'myanmar', 'tough', 'pragmatic', 'prime', 'minister', 'sacked', 'tuesday', 'hardline', 'army', 'colleagues', 'clouding', 'prospects', 'freedom', 'opposition', 'leader', 'aung', 'san']\n",
      "Stemmed Tokens: ['democraci', 'hope', 'dim', 'pm', 'sack', 'myanmar', 'tough', 'pragmat', 'prime', 'minist', 'sack', 'tuesday', 'hardlin', 'armi', 'colleagu', 'cloud', 'prospect', 'freedom', 'opposit', 'leader', 'aung', 'san']\n",
      "Final Preprocessed Text: democraci hope dim pm sack myanmar tough pragmat prime minist sack tuesday hardlin armi colleagu cloud prospect freedom opposit leader aung san\n",
      "\n",
      "Original Text: Palestinians Pick Up Pieces After Israeli Offensive Palestinians picked over the rubble of more than two weeks of fighting in a refugee camp on Saturday after Israeli tanks quit northern Gaza to end a crushing offensive.\n",
      "Lowercased Text: palestinians pick up pieces after israeli offensive palestinians picked over the rubble of more than two weeks of fighting in a refugee camp on saturday after israeli tanks quit northern gaza to end a crushing offensive.\n",
      "Removed URLs: palestinians pick up pieces after israeli offensive palestinians picked over the rubble of more than two weeks of fighting in a refugee camp on saturday after israeli tanks quit northern gaza to end a crushing offensive.\n",
      "Removed HTML Tags: palestinians pick up pieces after israeli offensive palestinians picked over the rubble of more than two weeks of fighting in a refugee camp on saturday after israeli tanks quit northern gaza to end a crushing offensive.\n",
      "Removed Special Characters: palestinians pick up pieces after israeli offensive palestinians picked over the rubble of more than two weeks of fighting in a refugee camp on saturday after israeli tanks quit northern gaza to end a crushing offensive\n",
      "Tokens: ['palestinians', 'pick', 'up', 'pieces', 'after', 'israeli', 'offensive', 'palestinians', 'picked', 'over', 'the', 'rubble', 'of', 'more', 'than', 'two', 'weeks', 'of', 'fighting', 'in', 'a', 'refugee', 'camp', 'on', 'saturday', 'after', 'israeli', 'tanks', 'quit', 'northern', 'gaza', 'to', 'end', 'a', 'crushing', 'offensive']\n",
      "Removed Stopwords: ['palestinians', 'pick', 'pieces', 'israeli', 'offensive', 'palestinians', 'picked', 'rubble', 'two', 'weeks', 'fighting', 'refugee', 'camp', 'saturday', 'israeli', 'tanks', 'quit', 'northern', 'gaza', 'end', 'crushing', 'offensive']\n",
      "Stemmed Tokens: ['palestinian', 'pick', 'piec', 'isra', 'offens', 'palestinian', 'pick', 'rubbl', 'two', 'week', 'fight', 'refuge', 'camp', 'saturday', 'isra', 'tank', 'quit', 'northern', 'gaza', 'end', 'crush', 'offens']\n",
      "Final Preprocessed Text: palestinian pick piec isra offens palestinian pick rubbl two week fight refuge camp saturday isra tank quit northern gaza end crush offens\n",
      "\n",
      "Original Text:  #39;Security Council can #39;t be eroded #39; NEW DELHI: Russian president Vladimir Putin has, in one pithy paragraph, poured cold water on India #39;s hopes of making it as a card-carrying member of a reformed UN Security Council.\n",
      "Lowercased Text:  #39;security council can #39;t be eroded #39; new delhi: russian president vladimir putin has, in one pithy paragraph, poured cold water on india #39;s hopes of making it as a card-carrying member of a reformed un security council.\n",
      "Removed URLs:  #39;security council can #39;t be eroded #39; new delhi: russian president vladimir putin has, in one pithy paragraph, poured cold water on india #39;s hopes of making it as a card-carrying member of a reformed un security council.\n",
      "Removed HTML Tags:  #39;security council can #39;t be eroded #39; new delhi: russian president vladimir putin has, in one pithy paragraph, poured cold water on india #39;s hopes of making it as a card-carrying member of a reformed un security council.\n",
      "Removed Special Characters:  security council can t be eroded  new delhi russian president vladimir putin has in one pithy paragraph poured cold water on india s hopes of making it as a cardcarrying member of a reformed un security council\n",
      "Tokens: ['security', 'council', 'can', 't', 'be', 'eroded', 'new', 'delhi', 'russian', 'president', 'vladimir', 'putin', 'has', 'in', 'one', 'pithy', 'paragraph', 'poured', 'cold', 'water', 'on', 'india', 's', 'hopes', 'of', 'making', 'it', 'as', 'a', 'cardcarrying', 'member', 'of', 'a', 'reformed', 'un', 'security', 'council']\n",
      "Removed Stopwords: ['security', 'council', 'eroded', 'new', 'delhi', 'russian', 'president', 'vladimir', 'putin', 'one', 'pithy', 'paragraph', 'poured', 'cold', 'water', 'india', 'hopes', 'making', 'cardcarrying', 'member', 'reformed', 'un', 'security', 'council']\n",
      "Stemmed Tokens: ['secur', 'council', 'erod', 'new', 'delhi', 'russian', 'presid', 'vladimir', 'putin', 'one', 'pithi', 'paragraph', 'pour', 'cold', 'water', 'india', 'hope', 'make', 'cardcarri', 'member', 'reform', 'un', 'secur', 'council']\n",
      "Final Preprocessed Text: secur council erod new delhi russian presid vladimir putin one pithi paragraph pour cold water india hope make cardcarri member reform un secur council\n",
      "\n",
      "Original Text: Ukrainian cops search homes of opposition activists in runup to election (Canadian Press) Canadian Press - KYIV, Ukraine (AP) - Ukrainian police and state security agents searched the apartments of two opposition activists Friday, just over a week before the country's hotly contested presidential election, a news report and an opposition group said.\n",
      "Lowercased Text: ukrainian cops search homes of opposition activists in runup to election (canadian press) canadian press - kyiv, ukraine (ap) - ukrainian police and state security agents searched the apartments of two opposition activists friday, just over a week before the country's hotly contested presidential election, a news report and an opposition group said.\n",
      "Removed URLs: ukrainian cops search homes of opposition activists in runup to election (canadian press) canadian press - kyiv, ukraine (ap) - ukrainian police and state security agents searched the apartments of two opposition activists friday, just over a week before the country's hotly contested presidential election, a news report and an opposition group said.\n",
      "Removed HTML Tags: ukrainian cops search homes of opposition activists in runup to election (canadian press) canadian press - kyiv, ukraine (ap) - ukrainian police and state security agents searched the apartments of two opposition activists friday, just over a week before the country's hotly contested presidential election, a news report and an opposition group said.\n",
      "Removed Special Characters: ukrainian cops search homes of opposition activists in runup to election canadian press canadian press  kyiv ukraine ap  ukrainian police and state security agents searched the apartments of two opposition activists friday just over a week before the countrys hotly contested presidential election a news report and an opposition group said\n",
      "Tokens: ['ukrainian', 'cops', 'search', 'homes', 'of', 'opposition', 'activists', 'in', 'runup', 'to', 'election', 'canadian', 'press', 'canadian', 'press', 'kyiv', 'ukraine', 'ap', 'ukrainian', 'police', 'and', 'state', 'security', 'agents', 'searched', 'the', 'apartments', 'of', 'two', 'opposition', 'activists', 'friday', 'just', 'over', 'a', 'week', 'before', 'the', 'countrys', 'hotly', 'contested', 'presidential', 'election', 'a', 'news', 'report', 'and', 'an', 'opposition', 'group', 'said']\n",
      "Removed Stopwords: ['ukrainian', 'cops', 'search', 'homes', 'opposition', 'activists', 'runup', 'election', 'canadian', 'press', 'canadian', 'press', 'kyiv', 'ukraine', 'ap', 'ukrainian', 'police', 'state', 'security', 'agents', 'searched', 'apartments', 'two', 'opposition', 'activists', 'friday', 'week', 'countrys', 'hotly', 'contested', 'presidential', 'election', 'news', 'report', 'opposition', 'group', 'said']\n",
      "Stemmed Tokens: ['ukrainian', 'cop', 'search', 'home', 'opposit', 'activist', 'runup', 'elect', 'canadian', 'press', 'canadian', 'press', 'kyiv', 'ukrain', 'ap', 'ukrainian', 'polic', 'state', 'secur', 'agent', 'search', 'apart', 'two', 'opposit', 'activist', 'friday', 'week', 'countri', 'hotli', 'contest', 'presidenti', 'elect', 'news', 'report', 'opposit', 'group', 'said']\n",
      "Final Preprocessed Text: ukrainian cop search home opposit activist runup elect canadian press canadian press kyiv ukrain ap ukrainian polic state secur agent search apart two opposit activist friday week countri hotli contest presidenti elect news report opposit group said\n",
      "\n",
      "Original Text: Blair Coming to Washington for Discussions With Bush President Bush will meet next week with Prime Minister Tony Blair of Britain, a principal ally in Iraq, in his first meeting with a foreign leader since his re-election, the White House said on Saturday.\n",
      "Lowercased Text: blair coming to washington for discussions with bush president bush will meet next week with prime minister tony blair of britain, a principal ally in iraq, in his first meeting with a foreign leader since his re-election, the white house said on saturday.\n",
      "Removed URLs: blair coming to washington for discussions with bush president bush will meet next week with prime minister tony blair of britain, a principal ally in iraq, in his first meeting with a foreign leader since his re-election, the white house said on saturday.\n",
      "Removed HTML Tags: blair coming to washington for discussions with bush president bush will meet next week with prime minister tony blair of britain, a principal ally in iraq, in his first meeting with a foreign leader since his re-election, the white house said on saturday.\n",
      "Removed Special Characters: blair coming to washington for discussions with bush president bush will meet next week with prime minister tony blair of britain a principal ally in iraq in his first meeting with a foreign leader since his reelection the white house said on saturday\n",
      "Tokens: ['blair', 'coming', 'to', 'washington', 'for', 'discussions', 'with', 'bush', 'president', 'bush', 'will', 'meet', 'next', 'week', 'with', 'prime', 'minister', 'tony', 'blair', 'of', 'britain', 'a', 'principal', 'ally', 'in', 'iraq', 'in', 'his', 'first', 'meeting', 'with', 'a', 'foreign', 'leader', 'since', 'his', 'reelection', 'the', 'white', 'house', 'said', 'on', 'saturday']\n",
      "Removed Stopwords: ['blair', 'coming', 'washington', 'discussions', 'bush', 'president', 'bush', 'meet', 'next', 'week', 'prime', 'minister', 'tony', 'blair', 'britain', 'principal', 'ally', 'iraq', 'first', 'meeting', 'foreign', 'leader', 'since', 'reelection', 'white', 'house', 'said', 'saturday']\n",
      "Stemmed Tokens: ['blair', 'come', 'washington', 'discuss', 'bush', 'presid', 'bush', 'meet', 'next', 'week', 'prime', 'minist', 'toni', 'blair', 'britain', 'princip', 'alli', 'iraq', 'first', 'meet', 'foreign', 'leader', 'sinc', 'reelect', 'white', 'hous', 'said', 'saturday']\n",
      "Final Preprocessed Text: blair come washington discuss bush presid bush meet next week prime minist toni blair britain princip alli iraq first meet foreign leader sinc reelect white hous said saturday\n",
      "\n",
      "Original Text: Gunmen shot dead female university lecturer in Iraq #39;s Mosul Unidentified gunmen shot and killed a female university lecturer as she was driving to work in Iraq #39;s main northern city of Mosul on Saturday, local police said.\n",
      "Lowercased Text: gunmen shot dead female university lecturer in iraq #39;s mosul unidentified gunmen shot and killed a female university lecturer as she was driving to work in iraq #39;s main northern city of mosul on saturday, local police said.\n",
      "Removed URLs: gunmen shot dead female university lecturer in iraq #39;s mosul unidentified gunmen shot and killed a female university lecturer as she was driving to work in iraq #39;s main northern city of mosul on saturday, local police said.\n",
      "Removed HTML Tags: gunmen shot dead female university lecturer in iraq #39;s mosul unidentified gunmen shot and killed a female university lecturer as she was driving to work in iraq #39;s main northern city of mosul on saturday, local police said.\n",
      "Removed Special Characters: gunmen shot dead female university lecturer in iraq s mosul unidentified gunmen shot and killed a female university lecturer as she was driving to work in iraq s main northern city of mosul on saturday local police said\n",
      "Tokens: ['gunmen', 'shot', 'dead', 'female', 'university', 'lecturer', 'in', 'iraq', 's', 'mosul', 'unidentified', 'gunmen', 'shot', 'and', 'killed', 'a', 'female', 'university', 'lecturer', 'as', 'she', 'was', 'driving', 'to', 'work', 'in', 'iraq', 's', 'main', 'northern', 'city', 'of', 'mosul', 'on', 'saturday', 'local', 'police', 'said']\n",
      "Removed Stopwords: ['gunmen', 'shot', 'dead', 'female', 'university', 'lecturer', 'iraq', 'mosul', 'unidentified', 'gunmen', 'shot', 'killed', 'female', 'university', 'lecturer', 'driving', 'work', 'iraq', 'main', 'northern', 'city', 'mosul', 'saturday', 'local', 'police', 'said']\n",
      "Stemmed Tokens: ['gunmen', 'shot', 'dead', 'femal', 'univers', 'lectur', 'iraq', 'mosul', 'unidentifi', 'gunmen', 'shot', 'kill', 'femal', 'univers', 'lectur', 'drive', 'work', 'iraq', 'main', 'northern', 'citi', 'mosul', 'saturday', 'local', 'polic', 'said']\n",
      "Final Preprocessed Text: gunmen shot dead femal univers lectur iraq mosul unidentifi gunmen shot kill femal univers lectur drive work iraq main northern citi mosul saturday local polic said\n",
      "\n",
      "Original Text: The semantics of Israeli occupation Every few months, an Israeli official creates a public-relations nightmare for government spokesmen by simply pointing out the obvious.\n",
      "Lowercased Text: the semantics of israeli occupation every few months, an israeli official creates a public-relations nightmare for government spokesmen by simply pointing out the obvious.\n",
      "Removed URLs: the semantics of israeli occupation every few months, an israeli official creates a public-relations nightmare for government spokesmen by simply pointing out the obvious.\n",
      "Removed HTML Tags: the semantics of israeli occupation every few months, an israeli official creates a public-relations nightmare for government spokesmen by simply pointing out the obvious.\n",
      "Removed Special Characters: the semantics of israeli occupation every few months an israeli official creates a publicrelations nightmare for government spokesmen by simply pointing out the obvious\n",
      "Tokens: ['the', 'semantics', 'of', 'israeli', 'occupation', 'every', 'few', 'months', 'an', 'israeli', 'official', 'creates', 'a', 'publicrelations', 'nightmare', 'for', 'government', 'spokesmen', 'by', 'simply', 'pointing', 'out', 'the', 'obvious']\n",
      "Removed Stopwords: ['semantics', 'israeli', 'occupation', 'every', 'months', 'israeli', 'official', 'creates', 'publicrelations', 'nightmare', 'government', 'spokesmen', 'simply', 'pointing', 'obvious']\n",
      "Stemmed Tokens: ['semant', 'isra', 'occup', 'everi', 'month', 'isra', 'offici', 'creat', 'publicrel', 'nightmar', 'govern', 'spokesmen', 'simpli', 'point', 'obviou']\n",
      "Final Preprocessed Text: semant isra occup everi month isra offici creat publicrel nightmar govern spokesmen simpli point obviou\n",
      "\n",
      "Original Text: US punishes troops over stun guns Four members of a US special operations unit in Iraq are disciplined for using electric stun guns on prisoners.\n",
      "Lowercased Text: us punishes troops over stun guns four members of a us special operations unit in iraq are disciplined for using electric stun guns on prisoners.\n",
      "Removed URLs: us punishes troops over stun guns four members of a us special operations unit in iraq are disciplined for using electric stun guns on prisoners.\n",
      "Removed HTML Tags: us punishes troops over stun guns four members of a us special operations unit in iraq are disciplined for using electric stun guns on prisoners.\n",
      "Removed Special Characters: us punishes troops over stun guns four members of a us special operations unit in iraq are disciplined for using electric stun guns on prisoners\n",
      "Tokens: ['us', 'punishes', 'troops', 'over', 'stun', 'guns', 'four', 'members', 'of', 'a', 'us', 'special', 'operations', 'unit', 'in', 'iraq', 'are', 'disciplined', 'for', 'using', 'electric', 'stun', 'guns', 'on', 'prisoners']\n",
      "Removed Stopwords: ['us', 'punishes', 'troops', 'stun', 'guns', 'four', 'members', 'us', 'special', 'operations', 'unit', 'iraq', 'disciplined', 'using', 'electric', 'stun', 'guns', 'prisoners']\n",
      "Stemmed Tokens: ['us', 'punish', 'troop', 'stun', 'gun', 'four', 'member', 'us', 'special', 'oper', 'unit', 'iraq', 'disciplin', 'use', 'electr', 'stun', 'gun', 'prison']\n",
      "Final Preprocessed Text: us punish troop stun gun four member us special oper unit iraq disciplin use electr stun gun prison\n",
      "\n",
      "Original Text: 8 Dead, 79 Wounded in Chinese Mine Fire Reportedly a fire in an iron mine in Northern China has killed eight miners and 79 miners are still unable to be reached. According to the news from New Chinese News Agency, five miners managed to escape from \n",
      "Lowercased Text: 8 dead, 79 wounded in chinese mine fire reportedly a fire in an iron mine in northern china has killed eight miners and 79 miners are still unable to be reached. according to the news from new chinese news agency, five miners managed to escape from \n",
      "Removed URLs: 8 dead, 79 wounded in chinese mine fire reportedly a fire in an iron mine in northern china has killed eight miners and 79 miners are still unable to be reached. according to the news from new chinese news agency, five miners managed to escape from \n",
      "Removed HTML Tags: 8 dead, 79 wounded in chinese mine fire reportedly a fire in an iron mine in northern china has killed eight miners and 79 miners are still unable to be reached. according to the news from new chinese news agency, five miners managed to escape from \n",
      "Removed Special Characters:  dead  wounded in chinese mine fire reportedly a fire in an iron mine in northern china has killed eight miners and  miners are still unable to be reached according to the news from new chinese news agency five miners managed to escape from \n",
      "Tokens: ['dead', 'wounded', 'in', 'chinese', 'mine', 'fire', 'reportedly', 'a', 'fire', 'in', 'an', 'iron', 'mine', 'in', 'northern', 'china', 'has', 'killed', 'eight', 'miners', 'and', 'miners', 'are', 'still', 'unable', 'to', 'be', 'reached', 'according', 'to', 'the', 'news', 'from', 'new', 'chinese', 'news', 'agency', 'five', 'miners', 'managed', 'to', 'escape', 'from']\n",
      "Removed Stopwords: ['dead', 'wounded', 'chinese', 'mine', 'fire', 'reportedly', 'fire', 'iron', 'mine', 'northern', 'china', 'killed', 'eight', 'miners', 'miners', 'still', 'unable', 'reached', 'according', 'news', 'new', 'chinese', 'news', 'agency', 'five', 'miners', 'managed', 'escape']\n",
      "Stemmed Tokens: ['dead', 'wound', 'chines', 'mine', 'fire', 'reportedli', 'fire', 'iron', 'mine', 'northern', 'china', 'kill', 'eight', 'miner', 'miner', 'still', 'unabl', 'reach', 'accord', 'news', 'new', 'chines', 'news', 'agenc', 'five', 'miner', 'manag', 'escap']\n",
      "Final Preprocessed Text: dead wound chines mine fire reportedli fire iron mine northern china kill eight miner miner still unabl reach accord news new chines news agenc five miner manag escap\n",
      "\n",
      "Original Text: Is US Rhetoric Fuelling Iran #39;s Nuclear Program? As Iran announces it is resuming its nuclear program, we speak with Iranian-born author and former diplomat Mansour Farhang about the increasing tensions in the United States towards Tehran.\n",
      "Lowercased Text: is us rhetoric fuelling iran #39;s nuclear program? as iran announces it is resuming its nuclear program, we speak with iranian-born author and former diplomat mansour farhang about the increasing tensions in the united states towards tehran.\n",
      "Removed URLs: is us rhetoric fuelling iran #39;s nuclear program? as iran announces it is resuming its nuclear program, we speak with iranian-born author and former diplomat mansour farhang about the increasing tensions in the united states towards tehran.\n",
      "Removed HTML Tags: is us rhetoric fuelling iran #39;s nuclear program? as iran announces it is resuming its nuclear program, we speak with iranian-born author and former diplomat mansour farhang about the increasing tensions in the united states towards tehran.\n",
      "Removed Special Characters: is us rhetoric fuelling iran s nuclear program as iran announces it is resuming its nuclear program we speak with iranianborn author and former diplomat mansour farhang about the increasing tensions in the united states towards tehran\n",
      "Tokens: ['is', 'us', 'rhetoric', 'fuelling', 'iran', 's', 'nuclear', 'program', 'as', 'iran', 'announces', 'it', 'is', 'resuming', 'its', 'nuclear', 'program', 'we', 'speak', 'with', 'iranianborn', 'author', 'and', 'former', 'diplomat', 'mansour', 'farhang', 'about', 'the', 'increasing', 'tensions', 'in', 'the', 'united', 'states', 'towards', 'tehran']\n",
      "Removed Stopwords: ['us', 'rhetoric', 'fuelling', 'iran', 'nuclear', 'program', 'iran', 'announces', 'resuming', 'nuclear', 'program', 'speak', 'iranianborn', 'author', 'former', 'diplomat', 'mansour', 'farhang', 'increasing', 'tensions', 'united', 'states', 'towards', 'tehran']\n",
      "Stemmed Tokens: ['us', 'rhetor', 'fuell', 'iran', 'nuclear', 'program', 'iran', 'announc', 'resum', 'nuclear', 'program', 'speak', 'iranianborn', 'author', 'former', 'diplomat', 'mansour', 'farhang', 'increas', 'tension', 'unit', 'state', 'toward', 'tehran']\n",
      "Final Preprocessed Text: us rhetor fuell iran nuclear program iran announc resum nuclear program speak iranianborn author former diplomat mansour farhang increas tension unit state toward tehran\n",
      "\n",
      "Original Text: Armitage: US Not Yet Seeking Sanctions on Iran Iran should be  quot;brought to account quot; on its nuclear program, but Washington is open to ideas other than taking it to the UN Security Council for sanctions, US Deputy Secretary of State Richard Armitage said Wednesday.\n",
      "Lowercased Text: armitage: us not yet seeking sanctions on iran iran should be  quot;brought to account quot; on its nuclear program, but washington is open to ideas other than taking it to the un security council for sanctions, us deputy secretary of state richard armitage said wednesday.\n",
      "Removed URLs: armitage: us not yet seeking sanctions on iran iran should be  quot;brought to account quot; on its nuclear program, but washington is open to ideas other than taking it to the un security council for sanctions, us deputy secretary of state richard armitage said wednesday.\n",
      "Removed HTML Tags: armitage: us not yet seeking sanctions on iran iran should be  quot;brought to account quot; on its nuclear program, but washington is open to ideas other than taking it to the un security council for sanctions, us deputy secretary of state richard armitage said wednesday.\n",
      "Removed Special Characters: armitage us not yet seeking sanctions on iran iran should be  quotbrought to account quot on its nuclear program but washington is open to ideas other than taking it to the un security council for sanctions us deputy secretary of state richard armitage said wednesday\n",
      "Tokens: ['armitage', 'us', 'not', 'yet', 'seeking', 'sanctions', 'on', 'iran', 'iran', 'should', 'be', 'quotbrought', 'to', 'account', 'quot', 'on', 'its', 'nuclear', 'program', 'but', 'washington', 'is', 'open', 'to', 'ideas', 'other', 'than', 'taking', 'it', 'to', 'the', 'un', 'security', 'council', 'for', 'sanctions', 'us', 'deputy', 'secretary', 'of', 'state', 'richard', 'armitage', 'said', 'wednesday']\n",
      "Removed Stopwords: ['armitage', 'us', 'yet', 'seeking', 'sanctions', 'iran', 'iran', 'quotbrought', 'account', 'quot', 'nuclear', 'program', 'washington', 'open', 'ideas', 'taking', 'un', 'security', 'council', 'sanctions', 'us', 'deputy', 'secretary', 'state', 'richard', 'armitage', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['armitag', 'us', 'yet', 'seek', 'sanction', 'iran', 'iran', 'quotbrought', 'account', 'quot', 'nuclear', 'program', 'washington', 'open', 'idea', 'take', 'un', 'secur', 'council', 'sanction', 'us', 'deputi', 'secretari', 'state', 'richard', 'armitag', 'said', 'wednesday']\n",
      "Final Preprocessed Text: armitag us yet seek sanction iran iran quotbrought account quot nuclear program washington open idea take un secur council sanction us deputi secretari state richard armitag said wednesday\n",
      "\n",
      "Original Text: Gaza Settlers Seek to Keep Communities Residents of some Jewish settlements in the northern Gaza Strip have proposed that their entire communities be moved to locations inside Israel under Prime Minister Ariel \n",
      "Lowercased Text: gaza settlers seek to keep communities residents of some jewish settlements in the northern gaza strip have proposed that their entire communities be moved to locations inside israel under prime minister ariel \n",
      "Removed URLs: gaza settlers seek to keep communities residents of some jewish settlements in the northern gaza strip have proposed that their entire communities be moved to locations inside israel under prime minister ariel \n",
      "Removed HTML Tags: gaza settlers seek to keep communities residents of some jewish settlements in the northern gaza strip have proposed that their entire communities be moved to locations inside israel under prime minister ariel \n",
      "Removed Special Characters: gaza settlers seek to keep communities residents of some jewish settlements in the northern gaza strip have proposed that their entire communities be moved to locations inside israel under prime minister ariel \n",
      "Tokens: ['gaza', 'settlers', 'seek', 'to', 'keep', 'communities', 'residents', 'of', 'some', 'jewish', 'settlements', 'in', 'the', 'northern', 'gaza', 'strip', 'have', 'proposed', 'that', 'their', 'entire', 'communities', 'be', 'moved', 'to', 'locations', 'inside', 'israel', 'under', 'prime', 'minister', 'ariel']\n",
      "Removed Stopwords: ['gaza', 'settlers', 'seek', 'keep', 'communities', 'residents', 'jewish', 'settlements', 'northern', 'gaza', 'strip', 'proposed', 'entire', 'communities', 'moved', 'locations', 'inside', 'israel', 'prime', 'minister', 'ariel']\n",
      "Stemmed Tokens: ['gaza', 'settler', 'seek', 'keep', 'commun', 'resid', 'jewish', 'settlement', 'northern', 'gaza', 'strip', 'propos', 'entir', 'commun', 'move', 'locat', 'insid', 'israel', 'prime', 'minist', 'ariel']\n",
      "Final Preprocessed Text: gaza settler seek keep commun resid jewish settlement northern gaza strip propos entir commun move locat insid israel prime minist ariel\n",
      "\n",
      "Original Text: Maldives regrets EU block on aid The Maldives expresses regret over a  European parliament resolution to block a \\$2m aid package.\n",
      "Lowercased Text: maldives regrets eu block on aid the maldives expresses regret over a  european parliament resolution to block a \\$2m aid package.\n",
      "Removed URLs: maldives regrets eu block on aid the maldives expresses regret over a  european parliament resolution to block a \\$2m aid package.\n",
      "Removed HTML Tags: maldives regrets eu block on aid the maldives expresses regret over a  european parliament resolution to block a \\$2m aid package.\n",
      "Removed Special Characters: maldives regrets eu block on aid the maldives expresses regret over a  european parliament resolution to block a m aid package\n",
      "Tokens: ['maldives', 'regrets', 'eu', 'block', 'on', 'aid', 'the', 'maldives', 'expresses', 'regret', 'over', 'a', 'european', 'parliament', 'resolution', 'to', 'block', 'a', 'm', 'aid', 'package']\n",
      "Removed Stopwords: ['maldives', 'regrets', 'eu', 'block', 'aid', 'maldives', 'expresses', 'regret', 'european', 'parliament', 'resolution', 'block', 'aid', 'package']\n",
      "Stemmed Tokens: ['maldiv', 'regret', 'eu', 'block', 'aid', 'maldiv', 'express', 'regret', 'european', 'parliament', 'resolut', 'block', 'aid', 'packag']\n",
      "Final Preprocessed Text: maldiv regret eu block aid maldiv express regret european parliament resolut block aid packag\n",
      "\n",
      "Original Text: Iceland's Leader Takes New Job (AP) AP - Iceland Prime Minister David Oddsson, Europe's longest-serving premier, is stepping down after a 13-year tenure marked by the transformation of his island country with free market policies.\n",
      "Lowercased Text: iceland's leader takes new job (ap) ap - iceland prime minister david oddsson, europe's longest-serving premier, is stepping down after a 13-year tenure marked by the transformation of his island country with free market policies.\n",
      "Removed URLs: iceland's leader takes new job (ap) ap - iceland prime minister david oddsson, europe's longest-serving premier, is stepping down after a 13-year tenure marked by the transformation of his island country with free market policies.\n",
      "Removed HTML Tags: iceland's leader takes new job (ap) ap - iceland prime minister david oddsson, europe's longest-serving premier, is stepping down after a 13-year tenure marked by the transformation of his island country with free market policies.\n",
      "Removed Special Characters: icelands leader takes new job ap ap  iceland prime minister david oddsson europes longestserving premier is stepping down after a year tenure marked by the transformation of his island country with free market policies\n",
      "Tokens: ['icelands', 'leader', 'takes', 'new', 'job', 'ap', 'ap', 'iceland', 'prime', 'minister', 'david', 'oddsson', 'europes', 'longestserving', 'premier', 'is', 'stepping', 'down', 'after', 'a', 'year', 'tenure', 'marked', 'by', 'the', 'transformation', 'of', 'his', 'island', 'country', 'with', 'free', 'market', 'policies']\n",
      "Removed Stopwords: ['icelands', 'leader', 'takes', 'new', 'job', 'ap', 'ap', 'iceland', 'prime', 'minister', 'david', 'oddsson', 'europes', 'longestserving', 'premier', 'stepping', 'year', 'tenure', 'marked', 'transformation', 'island', 'country', 'free', 'market', 'policies']\n",
      "Stemmed Tokens: ['iceland', 'leader', 'take', 'new', 'job', 'ap', 'ap', 'iceland', 'prime', 'minist', 'david', 'oddsson', 'europ', 'longestserv', 'premier', 'step', 'year', 'tenur', 'mark', 'transform', 'island', 'countri', 'free', 'market', 'polici']\n",
      "Final Preprocessed Text: iceland leader take new job ap ap iceland prime minist david oddsson europ longestserv premier step year tenur mark transform island countri free market polici\n",
      "\n",
      "Original Text: Religion Experts Ask How Jesus Would Vote (AP) AP - Just a few miles from George W. Bush's former office at the state Capitol, a panel of religious experts weighed a question with relevance to many people of faith: How would Jesus vote?\n",
      "Lowercased Text: religion experts ask how jesus would vote (ap) ap - just a few miles from george w. bush's former office at the state capitol, a panel of religious experts weighed a question with relevance to many people of faith: how would jesus vote?\n",
      "Removed URLs: religion experts ask how jesus would vote (ap) ap - just a few miles from george w. bush's former office at the state capitol, a panel of religious experts weighed a question with relevance to many people of faith: how would jesus vote?\n",
      "Removed HTML Tags: religion experts ask how jesus would vote (ap) ap - just a few miles from george w. bush's former office at the state capitol, a panel of religious experts weighed a question with relevance to many people of faith: how would jesus vote?\n",
      "Removed Special Characters: religion experts ask how jesus would vote ap ap  just a few miles from george w bushs former office at the state capitol a panel of religious experts weighed a question with relevance to many people of faith how would jesus vote\n",
      "Tokens: ['religion', 'experts', 'ask', 'how', 'jesus', 'would', 'vote', 'ap', 'ap', 'just', 'a', 'few', 'miles', 'from', 'george', 'w', 'bushs', 'former', 'office', 'at', 'the', 'state', 'capitol', 'a', 'panel', 'of', 'religious', 'experts', 'weighed', 'a', 'question', 'with', 'relevance', 'to', 'many', 'people', 'of', 'faith', 'how', 'would', 'jesus', 'vote']\n",
      "Removed Stopwords: ['religion', 'experts', 'ask', 'jesus', 'would', 'vote', 'ap', 'ap', 'miles', 'george', 'w', 'bushs', 'former', 'office', 'state', 'capitol', 'panel', 'religious', 'experts', 'weighed', 'question', 'relevance', 'many', 'people', 'faith', 'would', 'jesus', 'vote']\n",
      "Stemmed Tokens: ['religion', 'expert', 'ask', 'jesu', 'would', 'vote', 'ap', 'ap', 'mile', 'georg', 'w', 'bush', 'former', 'offic', 'state', 'capitol', 'panel', 'religi', 'expert', 'weigh', 'question', 'relev', 'mani', 'peopl', 'faith', 'would', 'jesu', 'vote']\n",
      "Final Preprocessed Text: religion expert ask jesu would vote ap ap mile georg w bush former offic state capitol panel religi expert weigh question relev mani peopl faith would jesu vote\n",
      "\n",
      "Original Text: Deadline looms in Sudan crisis Khartoum agrees to allow more African Union troops and monitors in Darfur.\n",
      "Lowercased Text: deadline looms in sudan crisis khartoum agrees to allow more african union troops and monitors in darfur.\n",
      "Removed URLs: deadline looms in sudan crisis khartoum agrees to allow more african union troops and monitors in darfur.\n",
      "Removed HTML Tags: deadline looms in sudan crisis khartoum agrees to allow more african union troops and monitors in darfur.\n",
      "Removed Special Characters: deadline looms in sudan crisis khartoum agrees to allow more african union troops and monitors in darfur\n",
      "Tokens: ['deadline', 'looms', 'in', 'sudan', 'crisis', 'khartoum', 'agrees', 'to', 'allow', 'more', 'african', 'union', 'troops', 'and', 'monitors', 'in', 'darfur']\n",
      "Removed Stopwords: ['deadline', 'looms', 'sudan', 'crisis', 'khartoum', 'agrees', 'allow', 'african', 'union', 'troops', 'monitors', 'darfur']\n",
      "Stemmed Tokens: ['deadlin', 'loom', 'sudan', 'crisi', 'khartoum', 'agre', 'allow', 'african', 'union', 'troop', 'monitor', 'darfur']\n",
      "Final Preprocessed Text: deadlin loom sudan crisi khartoum agre allow african union troop monitor darfur\n",
      "\n",
      "Original Text: Iraq captors repeat Bigley tactics British-Iraqi aid worker Margaret Hassan #39;s captors have released a tape of her pleading for Tony Blair to save her life, repeating a tactic used with political effect in the case of slain hostage Kenneth Bigley.\n",
      "Lowercased Text: iraq captors repeat bigley tactics british-iraqi aid worker margaret hassan #39;s captors have released a tape of her pleading for tony blair to save her life, repeating a tactic used with political effect in the case of slain hostage kenneth bigley.\n",
      "Removed URLs: iraq captors repeat bigley tactics british-iraqi aid worker margaret hassan #39;s captors have released a tape of her pleading for tony blair to save her life, repeating a tactic used with political effect in the case of slain hostage kenneth bigley.\n",
      "Removed HTML Tags: iraq captors repeat bigley tactics british-iraqi aid worker margaret hassan #39;s captors have released a tape of her pleading for tony blair to save her life, repeating a tactic used with political effect in the case of slain hostage kenneth bigley.\n",
      "Removed Special Characters: iraq captors repeat bigley tactics britishiraqi aid worker margaret hassan s captors have released a tape of her pleading for tony blair to save her life repeating a tactic used with political effect in the case of slain hostage kenneth bigley\n",
      "Tokens: ['iraq', 'captors', 'repeat', 'bigley', 'tactics', 'britishiraqi', 'aid', 'worker', 'margaret', 'hassan', 's', 'captors', 'have', 'released', 'a', 'tape', 'of', 'her', 'pleading', 'for', 'tony', 'blair', 'to', 'save', 'her', 'life', 'repeating', 'a', 'tactic', 'used', 'with', 'political', 'effect', 'in', 'the', 'case', 'of', 'slain', 'hostage', 'kenneth', 'bigley']\n",
      "Removed Stopwords: ['iraq', 'captors', 'repeat', 'bigley', 'tactics', 'britishiraqi', 'aid', 'worker', 'margaret', 'hassan', 'captors', 'released', 'tape', 'pleading', 'tony', 'blair', 'save', 'life', 'repeating', 'tactic', 'used', 'political', 'effect', 'case', 'slain', 'hostage', 'kenneth', 'bigley']\n",
      "Stemmed Tokens: ['iraq', 'captor', 'repeat', 'bigley', 'tactic', 'britishiraqi', 'aid', 'worker', 'margaret', 'hassan', 'captor', 'releas', 'tape', 'plead', 'toni', 'blair', 'save', 'life', 'repeat', 'tactic', 'use', 'polit', 'effect', 'case', 'slain', 'hostag', 'kenneth', 'bigley']\n",
      "Final Preprocessed Text: iraq captor repeat bigley tactic britishiraqi aid worker margaret hassan captor releas tape plead toni blair save life repeat tactic use polit effect case slain hostag kenneth bigley\n",
      "\n",
      "Original Text: Egypt calls for release of hostages in Iraq Egypt on Saturday called for the immediate release of Egyptians and other nationals taken hostage in violence-ravaged Iraq.  quot;Egypt is against the practice of hostage-taking to \n",
      "Lowercased Text: egypt calls for release of hostages in iraq egypt on saturday called for the immediate release of egyptians and other nationals taken hostage in violence-ravaged iraq.  quot;egypt is against the practice of hostage-taking to \n",
      "Removed URLs: egypt calls for release of hostages in iraq egypt on saturday called for the immediate release of egyptians and other nationals taken hostage in violence-ravaged iraq.  quot;egypt is against the practice of hostage-taking to \n",
      "Removed HTML Tags: egypt calls for release of hostages in iraq egypt on saturday called for the immediate release of egyptians and other nationals taken hostage in violence-ravaged iraq.  quot;egypt is against the practice of hostage-taking to \n",
      "Removed Special Characters: egypt calls for release of hostages in iraq egypt on saturday called for the immediate release of egyptians and other nationals taken hostage in violenceravaged iraq  quotegypt is against the practice of hostagetaking to \n",
      "Tokens: ['egypt', 'calls', 'for', 'release', 'of', 'hostages', 'in', 'iraq', 'egypt', 'on', 'saturday', 'called', 'for', 'the', 'immediate', 'release', 'of', 'egyptians', 'and', 'other', 'nationals', 'taken', 'hostage', 'in', 'violenceravaged', 'iraq', 'quotegypt', 'is', 'against', 'the', 'practice', 'of', 'hostagetaking', 'to']\n",
      "Removed Stopwords: ['egypt', 'calls', 'release', 'hostages', 'iraq', 'egypt', 'saturday', 'called', 'immediate', 'release', 'egyptians', 'nationals', 'taken', 'hostage', 'violenceravaged', 'iraq', 'quotegypt', 'practice', 'hostagetaking']\n",
      "Stemmed Tokens: ['egypt', 'call', 'releas', 'hostag', 'iraq', 'egypt', 'saturday', 'call', 'immedi', 'releas', 'egyptian', 'nation', 'taken', 'hostag', 'violenceravag', 'iraq', 'quotegypt', 'practic', 'hostagetak']\n",
      "Final Preprocessed Text: egypt call releas hostag iraq egypt saturday call immedi releas egyptian nation taken hostag violenceravag iraq quotegypt practic hostagetak\n",
      "\n",
      "Original Text: Susilo thanks Indonesians for electing him : Former general Susilo Bambang Yudhoyono thanked Indonesians on Monday for electing him as the next president and said he would work hard to resolve the country #39;s problems.\n",
      "Lowercased Text: susilo thanks indonesians for electing him : former general susilo bambang yudhoyono thanked indonesians on monday for electing him as the next president and said he would work hard to resolve the country #39;s problems.\n",
      "Removed URLs: susilo thanks indonesians for electing him : former general susilo bambang yudhoyono thanked indonesians on monday for electing him as the next president and said he would work hard to resolve the country #39;s problems.\n",
      "Removed HTML Tags: susilo thanks indonesians for electing him : former general susilo bambang yudhoyono thanked indonesians on monday for electing him as the next president and said he would work hard to resolve the country #39;s problems.\n",
      "Removed Special Characters: susilo thanks indonesians for electing him  former general susilo bambang yudhoyono thanked indonesians on monday for electing him as the next president and said he would work hard to resolve the country s problems\n",
      "Tokens: ['susilo', 'thanks', 'indonesians', 'for', 'electing', 'him', 'former', 'general', 'susilo', 'bambang', 'yudhoyono', 'thanked', 'indonesians', 'on', 'monday', 'for', 'electing', 'him', 'as', 'the', 'next', 'president', 'and', 'said', 'he', 'would', 'work', 'hard', 'to', 'resolve', 'the', 'country', 's', 'problems']\n",
      "Removed Stopwords: ['susilo', 'thanks', 'indonesians', 'electing', 'former', 'general', 'susilo', 'bambang', 'yudhoyono', 'thanked', 'indonesians', 'monday', 'electing', 'next', 'president', 'said', 'would', 'work', 'hard', 'resolve', 'country', 'problems']\n",
      "Stemmed Tokens: ['susilo', 'thank', 'indonesian', 'elect', 'former', 'gener', 'susilo', 'bambang', 'yudhoyono', 'thank', 'indonesian', 'monday', 'elect', 'next', 'presid', 'said', 'would', 'work', 'hard', 'resolv', 'countri', 'problem']\n",
      "Final Preprocessed Text: susilo thank indonesian elect former gener susilo bambang yudhoyono thank indonesian monday elect next presid said would work hard resolv countri problem\n",
      "\n",
      "Original Text: Presidential Vote Under Way in Chechnya Amid Fears of Violence Voting is under way in Russia #39;s breakaway region of Chechnya to select a replacement for a president who was killed in a bomb attack.\n",
      "Lowercased Text: presidential vote under way in chechnya amid fears of violence voting is under way in russia #39;s breakaway region of chechnya to select a replacement for a president who was killed in a bomb attack.\n",
      "Removed URLs: presidential vote under way in chechnya amid fears of violence voting is under way in russia #39;s breakaway region of chechnya to select a replacement for a president who was killed in a bomb attack.\n",
      "Removed HTML Tags: presidential vote under way in chechnya amid fears of violence voting is under way in russia #39;s breakaway region of chechnya to select a replacement for a president who was killed in a bomb attack.\n",
      "Removed Special Characters: presidential vote under way in chechnya amid fears of violence voting is under way in russia s breakaway region of chechnya to select a replacement for a president who was killed in a bomb attack\n",
      "Tokens: ['presidential', 'vote', 'under', 'way', 'in', 'chechnya', 'amid', 'fears', 'of', 'violence', 'voting', 'is', 'under', 'way', 'in', 'russia', 's', 'breakaway', 'region', 'of', 'chechnya', 'to', 'select', 'a', 'replacement', 'for', 'a', 'president', 'who', 'was', 'killed', 'in', 'a', 'bomb', 'attack']\n",
      "Removed Stopwords: ['presidential', 'vote', 'way', 'chechnya', 'amid', 'fears', 'violence', 'voting', 'way', 'russia', 'breakaway', 'region', 'chechnya', 'select', 'replacement', 'president', 'killed', 'bomb', 'attack']\n",
      "Stemmed Tokens: ['presidenti', 'vote', 'way', 'chechnya', 'amid', 'fear', 'violenc', 'vote', 'way', 'russia', 'breakaway', 'region', 'chechnya', 'select', 'replac', 'presid', 'kill', 'bomb', 'attack']\n",
      "Final Preprocessed Text: presidenti vote way chechnya amid fear violenc vote way russia breakaway region chechnya select replac presid kill bomb attack\n",
      "\n",
      "Original Text: Europe ; Russia to acquire new nuclear weapons systems: Putin Moreover, these will be things which do not exist and are unlikely to exist in other nuclear powers, he added. Putin failed to specify what type of systems he was referring to but Russia has been seeking \n",
      "Lowercased Text: europe ; russia to acquire new nuclear weapons systems: putin moreover, these will be things which do not exist and are unlikely to exist in other nuclear powers, he added. putin failed to specify what type of systems he was referring to but russia has been seeking \n",
      "Removed URLs: europe ; russia to acquire new nuclear weapons systems: putin moreover, these will be things which do not exist and are unlikely to exist in other nuclear powers, he added. putin failed to specify what type of systems he was referring to but russia has been seeking \n",
      "Removed HTML Tags: europe ; russia to acquire new nuclear weapons systems: putin moreover, these will be things which do not exist and are unlikely to exist in other nuclear powers, he added. putin failed to specify what type of systems he was referring to but russia has been seeking \n",
      "Removed Special Characters: europe  russia to acquire new nuclear weapons systems putin moreover these will be things which do not exist and are unlikely to exist in other nuclear powers he added putin failed to specify what type of systems he was referring to but russia has been seeking \n",
      "Tokens: ['europe', 'russia', 'to', 'acquire', 'new', 'nuclear', 'weapons', 'systems', 'putin', 'moreover', 'these', 'will', 'be', 'things', 'which', 'do', 'not', 'exist', 'and', 'are', 'unlikely', 'to', 'exist', 'in', 'other', 'nuclear', 'powers', 'he', 'added', 'putin', 'failed', 'to', 'specify', 'what', 'type', 'of', 'systems', 'he', 'was', 'referring', 'to', 'but', 'russia', 'has', 'been', 'seeking']\n",
      "Removed Stopwords: ['europe', 'russia', 'acquire', 'new', 'nuclear', 'weapons', 'systems', 'putin', 'moreover', 'things', 'exist', 'unlikely', 'exist', 'nuclear', 'powers', 'added', 'putin', 'failed', 'specify', 'type', 'systems', 'referring', 'russia', 'seeking']\n",
      "Stemmed Tokens: ['europ', 'russia', 'acquir', 'new', 'nuclear', 'weapon', 'system', 'putin', 'moreov', 'thing', 'exist', 'unlik', 'exist', 'nuclear', 'power', 'ad', 'putin', 'fail', 'specifi', 'type', 'system', 'refer', 'russia', 'seek']\n",
      "Final Preprocessed Text: europ russia acquir new nuclear weapon system putin moreov thing exist unlik exist nuclear power ad putin fail specifi type system refer russia seek\n",
      "\n",
      "Original Text: Maoist rebels bomb Kathmandu building, no injuries (Reuters) Reuters - Maoists rebels set off a powerful bomb in the Nepali capital on Thursday, causing no casualties but leaving a large part of a government building in ruins, police said.\n",
      "Lowercased Text: maoist rebels bomb kathmandu building, no injuries (reuters) reuters - maoists rebels set off a powerful bomb in the nepali capital on thursday, causing no casualties but leaving a large part of a government building in ruins, police said.\n",
      "Removed URLs: maoist rebels bomb kathmandu building, no injuries (reuters) reuters - maoists rebels set off a powerful bomb in the nepali capital on thursday, causing no casualties but leaving a large part of a government building in ruins, police said.\n",
      "Removed HTML Tags: maoist rebels bomb kathmandu building, no injuries (reuters) reuters - maoists rebels set off a powerful bomb in the nepali capital on thursday, causing no casualties but leaving a large part of a government building in ruins, police said.\n",
      "Removed Special Characters: maoist rebels bomb kathmandu building no injuries reuters reuters  maoists rebels set off a powerful bomb in the nepali capital on thursday causing no casualties but leaving a large part of a government building in ruins police said\n",
      "Tokens: ['maoist', 'rebels', 'bomb', 'kathmandu', 'building', 'no', 'injuries', 'reuters', 'reuters', 'maoists', 'rebels', 'set', 'off', 'a', 'powerful', 'bomb', 'in', 'the', 'nepali', 'capital', 'on', 'thursday', 'causing', 'no', 'casualties', 'but', 'leaving', 'a', 'large', 'part', 'of', 'a', 'government', 'building', 'in', 'ruins', 'police', 'said']\n",
      "Removed Stopwords: ['maoist', 'rebels', 'bomb', 'kathmandu', 'building', 'injuries', 'reuters', 'reuters', 'maoists', 'rebels', 'set', 'powerful', 'bomb', 'nepali', 'capital', 'thursday', 'causing', 'casualties', 'leaving', 'large', 'part', 'government', 'building', 'ruins', 'police', 'said']\n",
      "Stemmed Tokens: ['maoist', 'rebel', 'bomb', 'kathmandu', 'build', 'injuri', 'reuter', 'reuter', 'maoist', 'rebel', 'set', 'power', 'bomb', 'nepali', 'capit', 'thursday', 'caus', 'casualti', 'leav', 'larg', 'part', 'govern', 'build', 'ruin', 'polic', 'said']\n",
      "Final Preprocessed Text: maoist rebel bomb kathmandu build injuri reuter reuter maoist rebel set power bomb nepali capit thursday caus casualti leav larg part govern build ruin polic said\n",
      "\n",
      "Original Text: UN: Chad Could See More Darfur Refugees GENEVA Aug. 20, 2004  Tens of thousands more refugees might flee Sudan #39;s Darfur region into neighboring Chad because of persistent attacks and rapes by Arab militias, the United Nations said Friday. \n",
      "Lowercased Text: un: chad could see more darfur refugees geneva aug. 20, 2004  tens of thousands more refugees might flee sudan #39;s darfur region into neighboring chad because of persistent attacks and rapes by arab militias, the united nations said friday. \n",
      "Removed URLs: un: chad could see more darfur refugees geneva aug. 20, 2004  tens of thousands more refugees might flee sudan #39;s darfur region into neighboring chad because of persistent attacks and rapes by arab militias, the united nations said friday. \n",
      "Removed HTML Tags: un: chad could see more darfur refugees geneva aug. 20, 2004  tens of thousands more refugees might flee sudan #39;s darfur region into neighboring chad because of persistent attacks and rapes by arab militias, the united nations said friday. \n",
      "Removed Special Characters: un chad could see more darfur refugees geneva aug    tens of thousands more refugees might flee sudan s darfur region into neighboring chad because of persistent attacks and rapes by arab militias the united nations said friday \n",
      "Tokens: ['un', 'chad', 'could', 'see', 'more', 'darfur', 'refugees', 'geneva', 'aug', 'tens', 'of', 'thousands', 'more', 'refugees', 'might', 'flee', 'sudan', 's', 'darfur', 'region', 'into', 'neighboring', 'chad', 'because', 'of', 'persistent', 'attacks', 'and', 'rapes', 'by', 'arab', 'militias', 'the', 'united', 'nations', 'said', 'friday']\n",
      "Removed Stopwords: ['un', 'chad', 'could', 'see', 'darfur', 'refugees', 'geneva', 'aug', 'tens', 'thousands', 'refugees', 'might', 'flee', 'sudan', 'darfur', 'region', 'neighboring', 'chad', 'persistent', 'attacks', 'rapes', 'arab', 'militias', 'united', 'nations', 'said', 'friday']\n",
      "Stemmed Tokens: ['un', 'chad', 'could', 'see', 'darfur', 'refuge', 'geneva', 'aug', 'ten', 'thousand', 'refuge', 'might', 'flee', 'sudan', 'darfur', 'region', 'neighbor', 'chad', 'persist', 'attack', 'rape', 'arab', 'militia', 'unit', 'nation', 'said', 'friday']\n",
      "Final Preprocessed Text: un chad could see darfur refuge geneva aug ten thousand refuge might flee sudan darfur region neighbor chad persist attack rape arab militia unit nation said friday\n",
      "\n",
      "Original Text: Five Killed as Typhoon Tears Across Southern Japan Typhoon Chaba tore across southwestern Japan Monday, killing at least five people and knocking out electricity for thousands as it swirled its way north, dumping heavy rain and whipping up huge seas.\n",
      "Lowercased Text: five killed as typhoon tears across southern japan typhoon chaba tore across southwestern japan monday, killing at least five people and knocking out electricity for thousands as it swirled its way north, dumping heavy rain and whipping up huge seas.\n",
      "Removed URLs: five killed as typhoon tears across southern japan typhoon chaba tore across southwestern japan monday, killing at least five people and knocking out electricity for thousands as it swirled its way north, dumping heavy rain and whipping up huge seas.\n",
      "Removed HTML Tags: five killed as typhoon tears across southern japan typhoon chaba tore across southwestern japan monday, killing at least five people and knocking out electricity for thousands as it swirled its way north, dumping heavy rain and whipping up huge seas.\n",
      "Removed Special Characters: five killed as typhoon tears across southern japan typhoon chaba tore across southwestern japan monday killing at least five people and knocking out electricity for thousands as it swirled its way north dumping heavy rain and whipping up huge seas\n",
      "Tokens: ['five', 'killed', 'as', 'typhoon', 'tears', 'across', 'southern', 'japan', 'typhoon', 'chaba', 'tore', 'across', 'southwestern', 'japan', 'monday', 'killing', 'at', 'least', 'five', 'people', 'and', 'knocking', 'out', 'electricity', 'for', 'thousands', 'as', 'it', 'swirled', 'its', 'way', 'north', 'dumping', 'heavy', 'rain', 'and', 'whipping', 'up', 'huge', 'seas']\n",
      "Removed Stopwords: ['five', 'killed', 'typhoon', 'tears', 'across', 'southern', 'japan', 'typhoon', 'chaba', 'tore', 'across', 'southwestern', 'japan', 'monday', 'killing', 'least', 'five', 'people', 'knocking', 'electricity', 'thousands', 'swirled', 'way', 'north', 'dumping', 'heavy', 'rain', 'whipping', 'huge', 'seas']\n",
      "Stemmed Tokens: ['five', 'kill', 'typhoon', 'tear', 'across', 'southern', 'japan', 'typhoon', 'chaba', 'tore', 'across', 'southwestern', 'japan', 'monday', 'kill', 'least', 'five', 'peopl', 'knock', 'electr', 'thousand', 'swirl', 'way', 'north', 'dump', 'heavi', 'rain', 'whip', 'huge', 'sea']\n",
      "Final Preprocessed Text: five kill typhoon tear across southern japan typhoon chaba tore across southwestern japan monday kill least five peopl knock electr thousand swirl way north dump heavi rain whip huge sea\n",
      "\n",
      "Original Text: Feds Says Iraq Election in Jan. Feasible (AP) AP - Elections in January throughout Iraq are an achievable goal, the State Department said Monday, but it refused to predict the goal would be reached.\n",
      "Lowercased Text: feds says iraq election in jan. feasible (ap) ap - elections in january throughout iraq are an achievable goal, the state department said monday, but it refused to predict the goal would be reached.\n",
      "Removed URLs: feds says iraq election in jan. feasible (ap) ap - elections in january throughout iraq are an achievable goal, the state department said monday, but it refused to predict the goal would be reached.\n",
      "Removed HTML Tags: feds says iraq election in jan. feasible (ap) ap - elections in january throughout iraq are an achievable goal, the state department said monday, but it refused to predict the goal would be reached.\n",
      "Removed Special Characters: feds says iraq election in jan feasible ap ap  elections in january throughout iraq are an achievable goal the state department said monday but it refused to predict the goal would be reached\n",
      "Tokens: ['feds', 'says', 'iraq', 'election', 'in', 'jan', 'feasible', 'ap', 'ap', 'elections', 'in', 'january', 'throughout', 'iraq', 'are', 'an', 'achievable', 'goal', 'the', 'state', 'department', 'said', 'monday', 'but', 'it', 'refused', 'to', 'predict', 'the', 'goal', 'would', 'be', 'reached']\n",
      "Removed Stopwords: ['feds', 'says', 'iraq', 'election', 'jan', 'feasible', 'ap', 'ap', 'elections', 'january', 'throughout', 'iraq', 'achievable', 'goal', 'state', 'department', 'said', 'monday', 'refused', 'predict', 'goal', 'would', 'reached']\n",
      "Stemmed Tokens: ['fed', 'say', 'iraq', 'elect', 'jan', 'feasibl', 'ap', 'ap', 'elect', 'januari', 'throughout', 'iraq', 'achiev', 'goal', 'state', 'depart', 'said', 'monday', 'refus', 'predict', 'goal', 'would', 'reach']\n",
      "Final Preprocessed Text: fed say iraq elect jan feasibl ap ap elect januari throughout iraq achiev goal state depart said monday refus predict goal would reach\n",
      "\n",
      "Original Text: No return to past in Russia, Putin promises  quot;There will be no turnabout in the country #39;s life, quot; said Mr Putin, who has come under intense international criticism for strengthening his political control after a wave of terrorist attacks.\n",
      "Lowercased Text: no return to past in russia, putin promises  quot;there will be no turnabout in the country #39;s life, quot; said mr putin, who has come under intense international criticism for strengthening his political control after a wave of terrorist attacks.\n",
      "Removed URLs: no return to past in russia, putin promises  quot;there will be no turnabout in the country #39;s life, quot; said mr putin, who has come under intense international criticism for strengthening his political control after a wave of terrorist attacks.\n",
      "Removed HTML Tags: no return to past in russia, putin promises  quot;there will be no turnabout in the country #39;s life, quot; said mr putin, who has come under intense international criticism for strengthening his political control after a wave of terrorist attacks.\n",
      "Removed Special Characters: no return to past in russia putin promises  quotthere will be no turnabout in the country s life quot said mr putin who has come under intense international criticism for strengthening his political control after a wave of terrorist attacks\n",
      "Tokens: ['no', 'return', 'to', 'past', 'in', 'russia', 'putin', 'promises', 'quotthere', 'will', 'be', 'no', 'turnabout', 'in', 'the', 'country', 's', 'life', 'quot', 'said', 'mr', 'putin', 'who', 'has', 'come', 'under', 'intense', 'international', 'criticism', 'for', 'strengthening', 'his', 'political', 'control', 'after', 'a', 'wave', 'of', 'terrorist', 'attacks']\n",
      "Removed Stopwords: ['return', 'past', 'russia', 'putin', 'promises', 'quotthere', 'turnabout', 'country', 'life', 'quot', 'said', 'mr', 'putin', 'come', 'intense', 'international', 'criticism', 'strengthening', 'political', 'control', 'wave', 'terrorist', 'attacks']\n",
      "Stemmed Tokens: ['return', 'past', 'russia', 'putin', 'promis', 'quotther', 'turnabout', 'countri', 'life', 'quot', 'said', 'mr', 'putin', 'come', 'intens', 'intern', 'critic', 'strengthen', 'polit', 'control', 'wave', 'terrorist', 'attack']\n",
      "Final Preprocessed Text: return past russia putin promis quotther turnabout countri life quot said mr putin come intens intern critic strengthen polit control wave terrorist attack\n",
      "\n",
      "Original Text: Tibetan culture falters under Chinese influx ZHANG JUN says his two-storey frosted glass and chrome beauty salon near the Tibetan capitals imposing Potala Palace is the biggest in town.\n",
      "Lowercased Text: tibetan culture falters under chinese influx zhang jun says his two-storey frosted glass and chrome beauty salon near the tibetan capitals imposing potala palace is the biggest in town.\n",
      "Removed URLs: tibetan culture falters under chinese influx zhang jun says his two-storey frosted glass and chrome beauty salon near the tibetan capitals imposing potala palace is the biggest in town.\n",
      "Removed HTML Tags: tibetan culture falters under chinese influx zhang jun says his two-storey frosted glass and chrome beauty salon near the tibetan capitals imposing potala palace is the biggest in town.\n",
      "Removed Special Characters: tibetan culture falters under chinese influx zhang jun says his twostorey frosted glass and chrome beauty salon near the tibetan capitals imposing potala palace is the biggest in town\n",
      "Tokens: ['tibetan', 'culture', 'falters', 'under', 'chinese', 'influx', 'zhang', 'jun', 'says', 'his', 'twostorey', 'frosted', 'glass', 'and', 'chrome', 'beauty', 'salon', 'near', 'the', 'tibetan', 'capitals', 'imposing', 'potala', 'palace', 'is', 'the', 'biggest', 'in', 'town']\n",
      "Removed Stopwords: ['tibetan', 'culture', 'falters', 'chinese', 'influx', 'zhang', 'jun', 'says', 'twostorey', 'frosted', 'glass', 'chrome', 'beauty', 'salon', 'near', 'tibetan', 'capitals', 'imposing', 'potala', 'palace', 'biggest', 'town']\n",
      "Stemmed Tokens: ['tibetan', 'cultur', 'falter', 'chines', 'influx', 'zhang', 'jun', 'say', 'twostorey', 'frost', 'glass', 'chrome', 'beauti', 'salon', 'near', 'tibetan', 'capit', 'impos', 'potala', 'palac', 'biggest', 'town']\n",
      "Final Preprocessed Text: tibetan cultur falter chines influx zhang jun say twostorey frost glass chrome beauti salon near tibetan capit impos potala palac biggest town\n",
      "\n",
      "Original Text: BERLUSCONI TRIAL:COSSIGA, HE MUST GIVE UP DEBARMENT AND RESIGN (AGI) - Rome, Dec. 11 -  quot;He should give up the benefit of debarment and resign from his post as Prime Minister, and eventually stand in the ensuing electoral campaign as the leader of Italy #39;s largest party \n",
      "Lowercased Text: berlusconi trial:cossiga, he must give up debarment and resign (agi) - rome, dec. 11 -  quot;he should give up the benefit of debarment and resign from his post as prime minister, and eventually stand in the ensuing electoral campaign as the leader of italy #39;s largest party \n",
      "Removed URLs: berlusconi trial:cossiga, he must give up debarment and resign (agi) - rome, dec. 11 -  quot;he should give up the benefit of debarment and resign from his post as prime minister, and eventually stand in the ensuing electoral campaign as the leader of italy #39;s largest party \n",
      "Removed HTML Tags: berlusconi trial:cossiga, he must give up debarment and resign (agi) - rome, dec. 11 -  quot;he should give up the benefit of debarment and resign from his post as prime minister, and eventually stand in the ensuing electoral campaign as the leader of italy #39;s largest party \n",
      "Removed Special Characters: berlusconi trialcossiga he must give up debarment and resign agi  rome dec    quothe should give up the benefit of debarment and resign from his post as prime minister and eventually stand in the ensuing electoral campaign as the leader of italy s largest party \n",
      "Tokens: ['berlusconi', 'trialcossiga', 'he', 'must', 'give', 'up', 'debarment', 'and', 'resign', 'agi', 'rome', 'dec', 'quothe', 'should', 'give', 'up', 'the', 'benefit', 'of', 'debarment', 'and', 'resign', 'from', 'his', 'post', 'as', 'prime', 'minister', 'and', 'eventually', 'stand', 'in', 'the', 'ensuing', 'electoral', 'campaign', 'as', 'the', 'leader', 'of', 'italy', 's', 'largest', 'party']\n",
      "Removed Stopwords: ['berlusconi', 'trialcossiga', 'must', 'give', 'debarment', 'resign', 'agi', 'rome', 'dec', 'quothe', 'give', 'benefit', 'debarment', 'resign', 'post', 'prime', 'minister', 'eventually', 'stand', 'ensuing', 'electoral', 'campaign', 'leader', 'italy', 'largest', 'party']\n",
      "Stemmed Tokens: ['berlusconi', 'trialcossiga', 'must', 'give', 'debar', 'resign', 'agi', 'rome', 'dec', 'quoth', 'give', 'benefit', 'debar', 'resign', 'post', 'prime', 'minist', 'eventu', 'stand', 'ensu', 'elector', 'campaign', 'leader', 'itali', 'largest', 'parti']\n",
      "Final Preprocessed Text: berlusconi trialcossiga must give debar resign agi rome dec quoth give benefit debar resign post prime minist eventu stand ensu elector campaign leader itali largest parti\n",
      "\n",
      "Original Text: Full Sudanese peace talks get off to a shaky start (AFP) AFP - Peace talks on the conflict in the Sudanese region of Darfur ran straight into trouble on the first day of formal negotiations as angry rebel leaders refused to sign an agreement to protect civilians.\n",
      "Lowercased Text: full sudanese peace talks get off to a shaky start (afp) afp - peace talks on the conflict in the sudanese region of darfur ran straight into trouble on the first day of formal negotiations as angry rebel leaders refused to sign an agreement to protect civilians.\n",
      "Removed URLs: full sudanese peace talks get off to a shaky start (afp) afp - peace talks on the conflict in the sudanese region of darfur ran straight into trouble on the first day of formal negotiations as angry rebel leaders refused to sign an agreement to protect civilians.\n",
      "Removed HTML Tags: full sudanese peace talks get off to a shaky start (afp) afp - peace talks on the conflict in the sudanese region of darfur ran straight into trouble on the first day of formal negotiations as angry rebel leaders refused to sign an agreement to protect civilians.\n",
      "Removed Special Characters: full sudanese peace talks get off to a shaky start afp afp  peace talks on the conflict in the sudanese region of darfur ran straight into trouble on the first day of formal negotiations as angry rebel leaders refused to sign an agreement to protect civilians\n",
      "Tokens: ['full', 'sudanese', 'peace', 'talks', 'get', 'off', 'to', 'a', 'shaky', 'start', 'afp', 'afp', 'peace', 'talks', 'on', 'the', 'conflict', 'in', 'the', 'sudanese', 'region', 'of', 'darfur', 'ran', 'straight', 'into', 'trouble', 'on', 'the', 'first', 'day', 'of', 'formal', 'negotiations', 'as', 'angry', 'rebel', 'leaders', 'refused', 'to', 'sign', 'an', 'agreement', 'to', 'protect', 'civilians']\n",
      "Removed Stopwords: ['full', 'sudanese', 'peace', 'talks', 'get', 'shaky', 'start', 'afp', 'afp', 'peace', 'talks', 'conflict', 'sudanese', 'region', 'darfur', 'ran', 'straight', 'trouble', 'first', 'day', 'formal', 'negotiations', 'angry', 'rebel', 'leaders', 'refused', 'sign', 'agreement', 'protect', 'civilians']\n",
      "Stemmed Tokens: ['full', 'sudanes', 'peac', 'talk', 'get', 'shaki', 'start', 'afp', 'afp', 'peac', 'talk', 'conflict', 'sudanes', 'region', 'darfur', 'ran', 'straight', 'troubl', 'first', 'day', 'formal', 'negoti', 'angri', 'rebel', 'leader', 'refus', 'sign', 'agreement', 'protect', 'civilian']\n",
      "Final Preprocessed Text: full sudanes peac talk get shaki start afp afp peac talk conflict sudanes region darfur ran straight troubl first day formal negoti angri rebel leader refus sign agreement protect civilian\n",
      "\n",
      "Original Text: Clinton Says Arafat Missed the Chance for Peace Former US President Bill Clinton on Thursday offered condolences to Palestinians after the death of Yasser Arafat but said their leader had missed the opportunity to create lasting Middle East peace in 2000.\n",
      "Lowercased Text: clinton says arafat missed the chance for peace former us president bill clinton on thursday offered condolences to palestinians after the death of yasser arafat but said their leader had missed the opportunity to create lasting middle east peace in 2000.\n",
      "Removed URLs: clinton says arafat missed the chance for peace former us president bill clinton on thursday offered condolences to palestinians after the death of yasser arafat but said their leader had missed the opportunity to create lasting middle east peace in 2000.\n",
      "Removed HTML Tags: clinton says arafat missed the chance for peace former us president bill clinton on thursday offered condolences to palestinians after the death of yasser arafat but said their leader had missed the opportunity to create lasting middle east peace in 2000.\n",
      "Removed Special Characters: clinton says arafat missed the chance for peace former us president bill clinton on thursday offered condolences to palestinians after the death of yasser arafat but said their leader had missed the opportunity to create lasting middle east peace in \n",
      "Tokens: ['clinton', 'says', 'arafat', 'missed', 'the', 'chance', 'for', 'peace', 'former', 'us', 'president', 'bill', 'clinton', 'on', 'thursday', 'offered', 'condolences', 'to', 'palestinians', 'after', 'the', 'death', 'of', 'yasser', 'arafat', 'but', 'said', 'their', 'leader', 'had', 'missed', 'the', 'opportunity', 'to', 'create', 'lasting', 'middle', 'east', 'peace', 'in']\n",
      "Removed Stopwords: ['clinton', 'says', 'arafat', 'missed', 'chance', 'peace', 'former', 'us', 'president', 'bill', 'clinton', 'thursday', 'offered', 'condolences', 'palestinians', 'death', 'yasser', 'arafat', 'said', 'leader', 'missed', 'opportunity', 'create', 'lasting', 'middle', 'east', 'peace']\n",
      "Stemmed Tokens: ['clinton', 'say', 'arafat', 'miss', 'chanc', 'peac', 'former', 'us', 'presid', 'bill', 'clinton', 'thursday', 'offer', 'condol', 'palestinian', 'death', 'yasser', 'arafat', 'said', 'leader', 'miss', 'opportun', 'creat', 'last', 'middl', 'east', 'peac']\n",
      "Final Preprocessed Text: clinton say arafat miss chanc peac former us presid bill clinton thursday offer condol palestinian death yasser arafat said leader miss opportun creat last middl east peac\n",
      "\n",
      "Original Text: Israeli cleared after gunning down girl The Israeli army has cleared a commander serving in the southern Gaza town of Rafah of any wrongdoing a few days after he riddled a Palestinian girl #39;s body with bullets.\n",
      "Lowercased Text: israeli cleared after gunning down girl the israeli army has cleared a commander serving in the southern gaza town of rafah of any wrongdoing a few days after he riddled a palestinian girl #39;s body with bullets.\n",
      "Removed URLs: israeli cleared after gunning down girl the israeli army has cleared a commander serving in the southern gaza town of rafah of any wrongdoing a few days after he riddled a palestinian girl #39;s body with bullets.\n",
      "Removed HTML Tags: israeli cleared after gunning down girl the israeli army has cleared a commander serving in the southern gaza town of rafah of any wrongdoing a few days after he riddled a palestinian girl #39;s body with bullets.\n",
      "Removed Special Characters: israeli cleared after gunning down girl the israeli army has cleared a commander serving in the southern gaza town of rafah of any wrongdoing a few days after he riddled a palestinian girl s body with bullets\n",
      "Tokens: ['israeli', 'cleared', 'after', 'gunning', 'down', 'girl', 'the', 'israeli', 'army', 'has', 'cleared', 'a', 'commander', 'serving', 'in', 'the', 'southern', 'gaza', 'town', 'of', 'rafah', 'of', 'any', 'wrongdoing', 'a', 'few', 'days', 'after', 'he', 'riddled', 'a', 'palestinian', 'girl', 's', 'body', 'with', 'bullets']\n",
      "Removed Stopwords: ['israeli', 'cleared', 'gunning', 'girl', 'israeli', 'army', 'cleared', 'commander', 'serving', 'southern', 'gaza', 'town', 'rafah', 'wrongdoing', 'days', 'riddled', 'palestinian', 'girl', 'body', 'bullets']\n",
      "Stemmed Tokens: ['isra', 'clear', 'gun', 'girl', 'isra', 'armi', 'clear', 'command', 'serv', 'southern', 'gaza', 'town', 'rafah', 'wrongdo', 'day', 'riddl', 'palestinian', 'girl', 'bodi', 'bullet']\n",
      "Final Preprocessed Text: isra clear gun girl isra armi clear command serv southern gaza town rafah wrongdo day riddl palestinian girl bodi bullet\n",
      "\n",
      "Original Text: Man, 78, on Pitcairn rape charges A 78-year-old man has been accused of twice raping a woman more than 30 years ago, amid an alleged culture of sex attacks on the tiny island of Pitcairn.\n",
      "Lowercased Text: man, 78, on pitcairn rape charges a 78-year-old man has been accused of twice raping a woman more than 30 years ago, amid an alleged culture of sex attacks on the tiny island of pitcairn.\n",
      "Removed URLs: man, 78, on pitcairn rape charges a 78-year-old man has been accused of twice raping a woman more than 30 years ago, amid an alleged culture of sex attacks on the tiny island of pitcairn.\n",
      "Removed HTML Tags: man, 78, on pitcairn rape charges a 78-year-old man has been accused of twice raping a woman more than 30 years ago, amid an alleged culture of sex attacks on the tiny island of pitcairn.\n",
      "Removed Special Characters: man  on pitcairn rape charges a yearold man has been accused of twice raping a woman more than  years ago amid an alleged culture of sex attacks on the tiny island of pitcairn\n",
      "Tokens: ['man', 'on', 'pitcairn', 'rape', 'charges', 'a', 'yearold', 'man', 'has', 'been', 'accused', 'of', 'twice', 'raping', 'a', 'woman', 'more', 'than', 'years', 'ago', 'amid', 'an', 'alleged', 'culture', 'of', 'sex', 'attacks', 'on', 'the', 'tiny', 'island', 'of', 'pitcairn']\n",
      "Removed Stopwords: ['man', 'pitcairn', 'rape', 'charges', 'yearold', 'man', 'accused', 'twice', 'raping', 'woman', 'years', 'ago', 'amid', 'alleged', 'culture', 'sex', 'attacks', 'tiny', 'island', 'pitcairn']\n",
      "Stemmed Tokens: ['man', 'pitcairn', 'rape', 'charg', 'yearold', 'man', 'accus', 'twice', 'rape', 'woman', 'year', 'ago', 'amid', 'alleg', 'cultur', 'sex', 'attack', 'tini', 'island', 'pitcairn']\n",
      "Final Preprocessed Text: man pitcairn rape charg yearold man accus twice rape woman year ago amid alleg cultur sex attack tini island pitcairn\n",
      "\n",
      "Original Text: * Hopes rise for end to bloody conflict Grand Ayatollah Ali al-Sistani, the most senior Shia cleric in Iraq, unexpectedly returned to his homeland yesterday after nearly three weeks overseas during which anarchy has rapidly taken hold.\n",
      "Lowercased Text: * hopes rise for end to bloody conflict grand ayatollah ali al-sistani, the most senior shia cleric in iraq, unexpectedly returned to his homeland yesterday after nearly three weeks overseas during which anarchy has rapidly taken hold.\n",
      "Removed URLs: * hopes rise for end to bloody conflict grand ayatollah ali al-sistani, the most senior shia cleric in iraq, unexpectedly returned to his homeland yesterday after nearly three weeks overseas during which anarchy has rapidly taken hold.\n",
      "Removed HTML Tags: * hopes rise for end to bloody conflict grand ayatollah ali al-sistani, the most senior shia cleric in iraq, unexpectedly returned to his homeland yesterday after nearly three weeks overseas during which anarchy has rapidly taken hold.\n",
      "Removed Special Characters:  hopes rise for end to bloody conflict grand ayatollah ali alsistani the most senior shia cleric in iraq unexpectedly returned to his homeland yesterday after nearly three weeks overseas during which anarchy has rapidly taken hold\n",
      "Tokens: ['hopes', 'rise', 'for', 'end', 'to', 'bloody', 'conflict', 'grand', 'ayatollah', 'ali', 'alsistani', 'the', 'most', 'senior', 'shia', 'cleric', 'in', 'iraq', 'unexpectedly', 'returned', 'to', 'his', 'homeland', 'yesterday', 'after', 'nearly', 'three', 'weeks', 'overseas', 'during', 'which', 'anarchy', 'has', 'rapidly', 'taken', 'hold']\n",
      "Removed Stopwords: ['hopes', 'rise', 'end', 'bloody', 'conflict', 'grand', 'ayatollah', 'ali', 'alsistani', 'senior', 'shia', 'cleric', 'iraq', 'unexpectedly', 'returned', 'homeland', 'yesterday', 'nearly', 'three', 'weeks', 'overseas', 'anarchy', 'rapidly', 'taken', 'hold']\n",
      "Stemmed Tokens: ['hope', 'rise', 'end', 'bloodi', 'conflict', 'grand', 'ayatollah', 'ali', 'alsistani', 'senior', 'shia', 'cleric', 'iraq', 'unexpectedli', 'return', 'homeland', 'yesterday', 'nearli', 'three', 'week', 'oversea', 'anarchi', 'rapidli', 'taken', 'hold']\n",
      "Final Preprocessed Text: hope rise end bloodi conflict grand ayatollah ali alsistani senior shia cleric iraq unexpectedli return homeland yesterday nearli three week oversea anarchi rapidli taken hold\n",
      "\n",
      "Original Text:  #39;Ethnic violence #39; in China region Martial law has been imposed in parts of the Chinese province of Henan after ethnic clashes in which witnesses say several people were killed.\n",
      "Lowercased Text:  #39;ethnic violence #39; in china region martial law has been imposed in parts of the chinese province of henan after ethnic clashes in which witnesses say several people were killed.\n",
      "Removed URLs:  #39;ethnic violence #39; in china region martial law has been imposed in parts of the chinese province of henan after ethnic clashes in which witnesses say several people were killed.\n",
      "Removed HTML Tags:  #39;ethnic violence #39; in china region martial law has been imposed in parts of the chinese province of henan after ethnic clashes in which witnesses say several people were killed.\n",
      "Removed Special Characters:  ethnic violence  in china region martial law has been imposed in parts of the chinese province of henan after ethnic clashes in which witnesses say several people were killed\n",
      "Tokens: ['ethnic', 'violence', 'in', 'china', 'region', 'martial', 'law', 'has', 'been', 'imposed', 'in', 'parts', 'of', 'the', 'chinese', 'province', 'of', 'henan', 'after', 'ethnic', 'clashes', 'in', 'which', 'witnesses', 'say', 'several', 'people', 'were', 'killed']\n",
      "Removed Stopwords: ['ethnic', 'violence', 'china', 'region', 'martial', 'law', 'imposed', 'parts', 'chinese', 'province', 'henan', 'ethnic', 'clashes', 'witnesses', 'say', 'several', 'people', 'killed']\n",
      "Stemmed Tokens: ['ethnic', 'violenc', 'china', 'region', 'martial', 'law', 'impos', 'part', 'chines', 'provinc', 'henan', 'ethnic', 'clash', 'wit', 'say', 'sever', 'peopl', 'kill']\n",
      "Final Preprocessed Text: ethnic violenc china region martial law impos part chines provinc henan ethnic clash wit say sever peopl kill\n",
      "\n",
      "Original Text: Moral clarity blurs in Darfur crisis Talks between Sudan's government and two rebel groups to resolve the nearly two-year battle resume Friday.\n",
      "Lowercased Text: moral clarity blurs in darfur crisis talks between sudan's government and two rebel groups to resolve the nearly two-year battle resume friday.\n",
      "Removed URLs: moral clarity blurs in darfur crisis talks between sudan's government and two rebel groups to resolve the nearly two-year battle resume friday.\n",
      "Removed HTML Tags: moral clarity blurs in darfur crisis talks between sudan's government and two rebel groups to resolve the nearly two-year battle resume friday.\n",
      "Removed Special Characters: moral clarity blurs in darfur crisis talks between sudans government and two rebel groups to resolve the nearly twoyear battle resume friday\n",
      "Tokens: ['moral', 'clarity', 'blurs', 'in', 'darfur', 'crisis', 'talks', 'between', 'sudans', 'government', 'and', 'two', 'rebel', 'groups', 'to', 'resolve', 'the', 'nearly', 'twoyear', 'battle', 'resume', 'friday']\n",
      "Removed Stopwords: ['moral', 'clarity', 'blurs', 'darfur', 'crisis', 'talks', 'sudans', 'government', 'two', 'rebel', 'groups', 'resolve', 'nearly', 'twoyear', 'battle', 'resume', 'friday']\n",
      "Stemmed Tokens: ['moral', 'clariti', 'blur', 'darfur', 'crisi', 'talk', 'sudan', 'govern', 'two', 'rebel', 'group', 'resolv', 'nearli', 'twoyear', 'battl', 'resum', 'friday']\n",
      "Final Preprocessed Text: moral clariti blur darfur crisi talk sudan govern two rebel group resolv nearli twoyear battl resum friday\n",
      "\n",
      "Original Text: Singh urges West to remove blocks on N-tech transfer KALPAKKAM: India on Saturday urged the West to remove blocks on the transfer of critical nuclear technology, offering an assurance that New Delhi had effective tools to prevent proliferation.\n",
      "Lowercased Text: singh urges west to remove blocks on n-tech transfer kalpakkam: india on saturday urged the west to remove blocks on the transfer of critical nuclear technology, offering an assurance that new delhi had effective tools to prevent proliferation.\n",
      "Removed URLs: singh urges west to remove blocks on n-tech transfer kalpakkam: india on saturday urged the west to remove blocks on the transfer of critical nuclear technology, offering an assurance that new delhi had effective tools to prevent proliferation.\n",
      "Removed HTML Tags: singh urges west to remove blocks on n-tech transfer kalpakkam: india on saturday urged the west to remove blocks on the transfer of critical nuclear technology, offering an assurance that new delhi had effective tools to prevent proliferation.\n",
      "Removed Special Characters: singh urges west to remove blocks on ntech transfer kalpakkam india on saturday urged the west to remove blocks on the transfer of critical nuclear technology offering an assurance that new delhi had effective tools to prevent proliferation\n",
      "Tokens: ['singh', 'urges', 'west', 'to', 'remove', 'blocks', 'on', 'ntech', 'transfer', 'kalpakkam', 'india', 'on', 'saturday', 'urged', 'the', 'west', 'to', 'remove', 'blocks', 'on', 'the', 'transfer', 'of', 'critical', 'nuclear', 'technology', 'offering', 'an', 'assurance', 'that', 'new', 'delhi', 'had', 'effective', 'tools', 'to', 'prevent', 'proliferation']\n",
      "Removed Stopwords: ['singh', 'urges', 'west', 'remove', 'blocks', 'ntech', 'transfer', 'kalpakkam', 'india', 'saturday', 'urged', 'west', 'remove', 'blocks', 'transfer', 'critical', 'nuclear', 'technology', 'offering', 'assurance', 'new', 'delhi', 'effective', 'tools', 'prevent', 'proliferation']\n",
      "Stemmed Tokens: ['singh', 'urg', 'west', 'remov', 'block', 'ntech', 'transfer', 'kalpakkam', 'india', 'saturday', 'urg', 'west', 'remov', 'block', 'transfer', 'critic', 'nuclear', 'technolog', 'offer', 'assur', 'new', 'delhi', 'effect', 'tool', 'prevent', 'prolifer']\n",
      "Final Preprocessed Text: singh urg west remov block ntech transfer kalpakkam india saturday urg west remov block transfer critic nuclear technolog offer assur new delhi effect tool prevent prolifer\n",
      "\n",
      "Original Text: Sermon urges unity for island  quot;BE not dismayed, quot; sang the Pitcairn Islanders, all wearing their best clothes, in a white, wooden church high above Bounty Bay.\n",
      "Lowercased Text: sermon urges unity for island  quot;be not dismayed, quot; sang the pitcairn islanders, all wearing their best clothes, in a white, wooden church high above bounty bay.\n",
      "Removed URLs: sermon urges unity for island  quot;be not dismayed, quot; sang the pitcairn islanders, all wearing their best clothes, in a white, wooden church high above bounty bay.\n",
      "Removed HTML Tags: sermon urges unity for island  quot;be not dismayed, quot; sang the pitcairn islanders, all wearing their best clothes, in a white, wooden church high above bounty bay.\n",
      "Removed Special Characters: sermon urges unity for island  quotbe not dismayed quot sang the pitcairn islanders all wearing their best clothes in a white wooden church high above bounty bay\n",
      "Tokens: ['sermon', 'urges', 'unity', 'for', 'island', 'quotbe', 'not', 'dismayed', 'quot', 'sang', 'the', 'pitcairn', 'islanders', 'all', 'wearing', 'their', 'best', 'clothes', 'in', 'a', 'white', 'wooden', 'church', 'high', 'above', 'bounty', 'bay']\n",
      "Removed Stopwords: ['sermon', 'urges', 'unity', 'island', 'quotbe', 'dismayed', 'quot', 'sang', 'pitcairn', 'islanders', 'wearing', 'best', 'clothes', 'white', 'wooden', 'church', 'high', 'bounty', 'bay']\n",
      "Stemmed Tokens: ['sermon', 'urg', 'uniti', 'island', 'quotb', 'dismay', 'quot', 'sang', 'pitcairn', 'island', 'wear', 'best', 'cloth', 'white', 'wooden', 'church', 'high', 'bounti', 'bay']\n",
      "Final Preprocessed Text: sermon urg uniti island quotb dismay quot sang pitcairn island wear best cloth white wooden church high bounti bay\n",
      "\n",
      "Original Text: Gay Marriage Issue Motivates Conservatives (AP) AP - Gay marriage is emerging as a big enough issue in several states to influence races both for Congress and the presidency.\n",
      "Lowercased Text: gay marriage issue motivates conservatives (ap) ap - gay marriage is emerging as a big enough issue in several states to influence races both for congress and the presidency.\n",
      "Removed URLs: gay marriage issue motivates conservatives (ap) ap - gay marriage is emerging as a big enough issue in several states to influence races both for congress and the presidency.\n",
      "Removed HTML Tags: gay marriage issue motivates conservatives (ap) ap - gay marriage is emerging as a big enough issue in several states to influence races both for congress and the presidency.\n",
      "Removed Special Characters: gay marriage issue motivates conservatives ap ap  gay marriage is emerging as a big enough issue in several states to influence races both for congress and the presidency\n",
      "Tokens: ['gay', 'marriage', 'issue', 'motivates', 'conservatives', 'ap', 'ap', 'gay', 'marriage', 'is', 'emerging', 'as', 'a', 'big', 'enough', 'issue', 'in', 'several', 'states', 'to', 'influence', 'races', 'both', 'for', 'congress', 'and', 'the', 'presidency']\n",
      "Removed Stopwords: ['gay', 'marriage', 'issue', 'motivates', 'conservatives', 'ap', 'ap', 'gay', 'marriage', 'emerging', 'big', 'enough', 'issue', 'several', 'states', 'influence', 'races', 'congress', 'presidency']\n",
      "Stemmed Tokens: ['gay', 'marriag', 'issu', 'motiv', 'conserv', 'ap', 'ap', 'gay', 'marriag', 'emerg', 'big', 'enough', 'issu', 'sever', 'state', 'influenc', 'race', 'congress', 'presid']\n",
      "Final Preprocessed Text: gay marriag issu motiv conserv ap ap gay marriag emerg big enough issu sever state influenc race congress presid\n",
      "\n",
      "Original Text: Italian Minister in Bid to Free Hostages Italian Foreign Minister Franco Frattini will travel to the Mideast in an effort to free two female aid workers taken hostage in Iraq, the ministry announced today.\n",
      "Lowercased Text: italian minister in bid to free hostages italian foreign minister franco frattini will travel to the mideast in an effort to free two female aid workers taken hostage in iraq, the ministry announced today.\n",
      "Removed URLs: italian minister in bid to free hostages italian foreign minister franco frattini will travel to the mideast in an effort to free two female aid workers taken hostage in iraq, the ministry announced today.\n",
      "Removed HTML Tags: italian minister in bid to free hostages italian foreign minister franco frattini will travel to the mideast in an effort to free two female aid workers taken hostage in iraq, the ministry announced today.\n",
      "Removed Special Characters: italian minister in bid to free hostages italian foreign minister franco frattini will travel to the mideast in an effort to free two female aid workers taken hostage in iraq the ministry announced today\n",
      "Tokens: ['italian', 'minister', 'in', 'bid', 'to', 'free', 'hostages', 'italian', 'foreign', 'minister', 'franco', 'frattini', 'will', 'travel', 'to', 'the', 'mideast', 'in', 'an', 'effort', 'to', 'free', 'two', 'female', 'aid', 'workers', 'taken', 'hostage', 'in', 'iraq', 'the', 'ministry', 'announced', 'today']\n",
      "Removed Stopwords: ['italian', 'minister', 'bid', 'free', 'hostages', 'italian', 'foreign', 'minister', 'franco', 'frattini', 'travel', 'mideast', 'effort', 'free', 'two', 'female', 'aid', 'workers', 'taken', 'hostage', 'iraq', 'ministry', 'announced', 'today']\n",
      "Stemmed Tokens: ['italian', 'minist', 'bid', 'free', 'hostag', 'italian', 'foreign', 'minist', 'franco', 'frattini', 'travel', 'mideast', 'effort', 'free', 'two', 'femal', 'aid', 'worker', 'taken', 'hostag', 'iraq', 'ministri', 'announc', 'today']\n",
      "Final Preprocessed Text: italian minist bid free hostag italian foreign minist franco frattini travel mideast effort free two femal aid worker taken hostag iraq ministri announc today\n",
      "\n",
      "Original Text: Alabama to Vote on Segregation Language (AP) AP - Fifty years after the U.S. Supreme Court decision outlawing school segregation, an Alabama law mandating racially separate classrooms is still on the books.\n",
      "Lowercased Text: alabama to vote on segregation language (ap) ap - fifty years after the u.s. supreme court decision outlawing school segregation, an alabama law mandating racially separate classrooms is still on the books.\n",
      "Removed URLs: alabama to vote on segregation language (ap) ap - fifty years after the u.s. supreme court decision outlawing school segregation, an alabama law mandating racially separate classrooms is still on the books.\n",
      "Removed HTML Tags: alabama to vote on segregation language (ap) ap - fifty years after the u.s. supreme court decision outlawing school segregation, an alabama law mandating racially separate classrooms is still on the books.\n",
      "Removed Special Characters: alabama to vote on segregation language ap ap  fifty years after the us supreme court decision outlawing school segregation an alabama law mandating racially separate classrooms is still on the books\n",
      "Tokens: ['alabama', 'to', 'vote', 'on', 'segregation', 'language', 'ap', 'ap', 'fifty', 'years', 'after', 'the', 'us', 'supreme', 'court', 'decision', 'outlawing', 'school', 'segregation', 'an', 'alabama', 'law', 'mandating', 'racially', 'separate', 'classrooms', 'is', 'still', 'on', 'the', 'books']\n",
      "Removed Stopwords: ['alabama', 'vote', 'segregation', 'language', 'ap', 'ap', 'fifty', 'years', 'us', 'supreme', 'court', 'decision', 'outlawing', 'school', 'segregation', 'alabama', 'law', 'mandating', 'racially', 'separate', 'classrooms', 'still', 'books']\n",
      "Stemmed Tokens: ['alabama', 'vote', 'segreg', 'languag', 'ap', 'ap', 'fifti', 'year', 'us', 'suprem', 'court', 'decis', 'outlaw', 'school', 'segreg', 'alabama', 'law', 'mandat', 'racial', 'separ', 'classroom', 'still', 'book']\n",
      "Final Preprocessed Text: alabama vote segreg languag ap ap fifti year us suprem court decis outlaw school segreg alabama law mandat racial separ classroom still book\n",
      "\n",
      "Original Text: Snipers stall Fallujah blitz; Allawi #39;s kin kidnapped FALLUJAH, Iraq - Advances in Fallujah slowed considerably yesterday after American-led troops took control of about half of the city.\n",
      "Lowercased Text: snipers stall fallujah blitz; allawi #39;s kin kidnapped fallujah, iraq - advances in fallujah slowed considerably yesterday after american-led troops took control of about half of the city.\n",
      "Removed URLs: snipers stall fallujah blitz; allawi #39;s kin kidnapped fallujah, iraq - advances in fallujah slowed considerably yesterday after american-led troops took control of about half of the city.\n",
      "Removed HTML Tags: snipers stall fallujah blitz; allawi #39;s kin kidnapped fallujah, iraq - advances in fallujah slowed considerably yesterday after american-led troops took control of about half of the city.\n",
      "Removed Special Characters: snipers stall fallujah blitz allawi s kin kidnapped fallujah iraq  advances in fallujah slowed considerably yesterday after americanled troops took control of about half of the city\n",
      "Tokens: ['snipers', 'stall', 'fallujah', 'blitz', 'allawi', 's', 'kin', 'kidnapped', 'fallujah', 'iraq', 'advances', 'in', 'fallujah', 'slowed', 'considerably', 'yesterday', 'after', 'americanled', 'troops', 'took', 'control', 'of', 'about', 'half', 'of', 'the', 'city']\n",
      "Removed Stopwords: ['snipers', 'stall', 'fallujah', 'blitz', 'allawi', 'kin', 'kidnapped', 'fallujah', 'iraq', 'advances', 'fallujah', 'slowed', 'considerably', 'yesterday', 'americanled', 'troops', 'took', 'control', 'half', 'city']\n",
      "Stemmed Tokens: ['sniper', 'stall', 'fallujah', 'blitz', 'allawi', 'kin', 'kidnap', 'fallujah', 'iraq', 'advanc', 'fallujah', 'slow', 'consider', 'yesterday', 'americanl', 'troop', 'took', 'control', 'half', 'citi']\n",
      "Final Preprocessed Text: sniper stall fallujah blitz allawi kin kidnap fallujah iraq advanc fallujah slow consider yesterday americanl troop took control half citi\n",
      "\n",
      "Original Text: Chavez Declares Recall Victory; Foes Claim Fraud  CARACAS, Venezuela (Reuters) - Venezuela's left-wing  President Hugo Chavez on Monday declared victory in a historic  recall referendum on his rule, but his opponents vowed to  challenge vote results they rejected as a \"gigantic fraud.\"\n",
      "Lowercased Text: chavez declares recall victory; foes claim fraud  caracas, venezuela (reuters) - venezuela's left-wing  president hugo chavez on monday declared victory in a historic  recall referendum on his rule, but his opponents vowed to  challenge vote results they rejected as a \"gigantic fraud.\"\n",
      "Removed URLs: chavez declares recall victory; foes claim fraud  caracas, venezuela (reuters) - venezuela's left-wing  president hugo chavez on monday declared victory in a historic  recall referendum on his rule, but his opponents vowed to  challenge vote results they rejected as a \"gigantic fraud.\"\n",
      "Removed HTML Tags: chavez declares recall victory; foes claim fraud  caracas, venezuela (reuters) - venezuela's left-wing  president hugo chavez on monday declared victory in a historic  recall referendum on his rule, but his opponents vowed to  challenge vote results they rejected as a \"gigantic fraud.\"\n",
      "Removed Special Characters: chavez declares recall victory foes claim fraud  caracas venezuela reuters  venezuelas leftwing  president hugo chavez on monday declared victory in a historic  recall referendum on his rule but his opponents vowed to  challenge vote results they rejected as a gigantic fraud\n",
      "Tokens: ['chavez', 'declares', 'recall', 'victory', 'foes', 'claim', 'fraud', 'caracas', 'venezuela', 'reuters', 'venezuelas', 'leftwing', 'president', 'hugo', 'chavez', 'on', 'monday', 'declared', 'victory', 'in', 'a', 'historic', 'recall', 'referendum', 'on', 'his', 'rule', 'but', 'his', 'opponents', 'vowed', 'to', 'challenge', 'vote', 'results', 'they', 'rejected', 'as', 'a', 'gigantic', 'fraud']\n",
      "Removed Stopwords: ['chavez', 'declares', 'recall', 'victory', 'foes', 'claim', 'fraud', 'caracas', 'venezuela', 'reuters', 'venezuelas', 'leftwing', 'president', 'hugo', 'chavez', 'monday', 'declared', 'victory', 'historic', 'recall', 'referendum', 'rule', 'opponents', 'vowed', 'challenge', 'vote', 'results', 'rejected', 'gigantic', 'fraud']\n",
      "Stemmed Tokens: ['chavez', 'declar', 'recal', 'victori', 'foe', 'claim', 'fraud', 'caraca', 'venezuela', 'reuter', 'venezuela', 'leftw', 'presid', 'hugo', 'chavez', 'monday', 'declar', 'victori', 'histor', 'recal', 'referendum', 'rule', 'oppon', 'vow', 'challeng', 'vote', 'result', 'reject', 'gigant', 'fraud']\n",
      "Final Preprocessed Text: chavez declar recal victori foe claim fraud caraca venezuela reuter venezuela leftw presid hugo chavez monday declar victori histor recal referendum rule oppon vow challeng vote result reject gigant fraud\n",
      "\n",
      "Original Text: Australian Opposition Sticking by Latham Opposition Labor party leader Mark Latham gestures as he concedes defeat of general election Saturday, Oct. 9, 2004 in Sydney. John Howards conservative coalition party the Liberals, won a fourth consecutive term in power.\n",
      "Lowercased Text: australian opposition sticking by latham opposition labor party leader mark latham gestures as he concedes defeat of general election saturday, oct. 9, 2004 in sydney. john howards conservative coalition party the liberals, won a fourth consecutive term in power.\n",
      "Removed URLs: australian opposition sticking by latham opposition labor party leader mark latham gestures as he concedes defeat of general election saturday, oct. 9, 2004 in sydney. john howards conservative coalition party the liberals, won a fourth consecutive term in power.\n",
      "Removed HTML Tags: australian opposition sticking by latham opposition labor party leader mark latham gestures as he concedes defeat of general election saturday, oct. 9, 2004 in sydney. john howards conservative coalition party the liberals, won a fourth consecutive term in power.\n",
      "Removed Special Characters: australian opposition sticking by latham opposition labor party leader mark latham gestures as he concedes defeat of general election saturday oct   in sydney john howards conservative coalition party the liberals won a fourth consecutive term in power\n",
      "Tokens: ['australian', 'opposition', 'sticking', 'by', 'latham', 'opposition', 'labor', 'party', 'leader', 'mark', 'latham', 'gestures', 'as', 'he', 'concedes', 'defeat', 'of', 'general', 'election', 'saturday', 'oct', 'in', 'sydney', 'john', 'howards', 'conservative', 'coalition', 'party', 'the', 'liberals', 'won', 'a', 'fourth', 'consecutive', 'term', 'in', 'power']\n",
      "Removed Stopwords: ['australian', 'opposition', 'sticking', 'latham', 'opposition', 'labor', 'party', 'leader', 'mark', 'latham', 'gestures', 'concedes', 'defeat', 'general', 'election', 'saturday', 'oct', 'sydney', 'john', 'howards', 'conservative', 'coalition', 'party', 'liberals', 'fourth', 'consecutive', 'term', 'power']\n",
      "Stemmed Tokens: ['australian', 'opposit', 'stick', 'latham', 'opposit', 'labor', 'parti', 'leader', 'mark', 'latham', 'gestur', 'conced', 'defeat', 'gener', 'elect', 'saturday', 'oct', 'sydney', 'john', 'howard', 'conserv', 'coalit', 'parti', 'liber', 'fourth', 'consecut', 'term', 'power']\n",
      "Final Preprocessed Text: australian opposit stick latham opposit labor parti leader mark latham gestur conced defeat gener elect saturday oct sydney john howard conserv coalit parti liber fourth consecut term power\n",
      "\n",
      "Original Text: North Korea Says South #39;s Navy Staged Provocation North Korea accused the South #39;s navy on Tuesday of staging a grave provocation that could lead to a maritime skirmish after South Korean patrol boats fired warning shots to repel navy vessels from the North.\n",
      "Lowercased Text: north korea says south #39;s navy staged provocation north korea accused the south #39;s navy on tuesday of staging a grave provocation that could lead to a maritime skirmish after south korean patrol boats fired warning shots to repel navy vessels from the north.\n",
      "Removed URLs: north korea says south #39;s navy staged provocation north korea accused the south #39;s navy on tuesday of staging a grave provocation that could lead to a maritime skirmish after south korean patrol boats fired warning shots to repel navy vessels from the north.\n",
      "Removed HTML Tags: north korea says south #39;s navy staged provocation north korea accused the south #39;s navy on tuesday of staging a grave provocation that could lead to a maritime skirmish after south korean patrol boats fired warning shots to repel navy vessels from the north.\n",
      "Removed Special Characters: north korea says south s navy staged provocation north korea accused the south s navy on tuesday of staging a grave provocation that could lead to a maritime skirmish after south korean patrol boats fired warning shots to repel navy vessels from the north\n",
      "Tokens: ['north', 'korea', 'says', 'south', 's', 'navy', 'staged', 'provocation', 'north', 'korea', 'accused', 'the', 'south', 's', 'navy', 'on', 'tuesday', 'of', 'staging', 'a', 'grave', 'provocation', 'that', 'could', 'lead', 'to', 'a', 'maritime', 'skirmish', 'after', 'south', 'korean', 'patrol', 'boats', 'fired', 'warning', 'shots', 'to', 'repel', 'navy', 'vessels', 'from', 'the', 'north']\n",
      "Removed Stopwords: ['north', 'korea', 'says', 'south', 'navy', 'staged', 'provocation', 'north', 'korea', 'accused', 'south', 'navy', 'tuesday', 'staging', 'grave', 'provocation', 'could', 'lead', 'maritime', 'skirmish', 'south', 'korean', 'patrol', 'boats', 'fired', 'warning', 'shots', 'repel', 'navy', 'vessels', 'north']\n",
      "Stemmed Tokens: ['north', 'korea', 'say', 'south', 'navi', 'stage', 'provoc', 'north', 'korea', 'accus', 'south', 'navi', 'tuesday', 'stage', 'grave', 'provoc', 'could', 'lead', 'maritim', 'skirmish', 'south', 'korean', 'patrol', 'boat', 'fire', 'warn', 'shot', 'repel', 'navi', 'vessel', 'north']\n",
      "Final Preprocessed Text: north korea say south navi stage provoc north korea accus south navi tuesday stage grave provoc could lead maritim skirmish south korean patrol boat fire warn shot repel navi vessel north\n",
      "\n",
      "Original Text: Iraq seeks tighter borders SHARM EL SHEIKH, Egypt -- Iraqi officials rejected Arab criticism of US actions in their country, as an international conference on Iraq #39;s future opened Monday.\n",
      "Lowercased Text: iraq seeks tighter borders sharm el sheikh, egypt -- iraqi officials rejected arab criticism of us actions in their country, as an international conference on iraq #39;s future opened monday.\n",
      "Removed URLs: iraq seeks tighter borders sharm el sheikh, egypt -- iraqi officials rejected arab criticism of us actions in their country, as an international conference on iraq #39;s future opened monday.\n",
      "Removed HTML Tags: iraq seeks tighter borders sharm el sheikh, egypt -- iraqi officials rejected arab criticism of us actions in their country, as an international conference on iraq #39;s future opened monday.\n",
      "Removed Special Characters: iraq seeks tighter borders sharm el sheikh egypt  iraqi officials rejected arab criticism of us actions in their country as an international conference on iraq s future opened monday\n",
      "Tokens: ['iraq', 'seeks', 'tighter', 'borders', 'sharm', 'el', 'sheikh', 'egypt', 'iraqi', 'officials', 'rejected', 'arab', 'criticism', 'of', 'us', 'actions', 'in', 'their', 'country', 'as', 'an', 'international', 'conference', 'on', 'iraq', 's', 'future', 'opened', 'monday']\n",
      "Removed Stopwords: ['iraq', 'seeks', 'tighter', 'borders', 'sharm', 'el', 'sheikh', 'egypt', 'iraqi', 'officials', 'rejected', 'arab', 'criticism', 'us', 'actions', 'country', 'international', 'conference', 'iraq', 'future', 'opened', 'monday']\n",
      "Stemmed Tokens: ['iraq', 'seek', 'tighter', 'border', 'sharm', 'el', 'sheikh', 'egypt', 'iraqi', 'offici', 'reject', 'arab', 'critic', 'us', 'action', 'countri', 'intern', 'confer', 'iraq', 'futur', 'open', 'monday']\n",
      "Final Preprocessed Text: iraq seek tighter border sharm el sheikh egypt iraqi offici reject arab critic us action countri intern confer iraq futur open monday\n",
      "\n",
      "Original Text: Castro injures knee, arm in fall  HAVANA -- Cuban President Fidel Castro's advancing age -- and ultimately his mortality -- were brought home yesterday, a day after he fractured a knee and arm when he tripped and fell at a public event.\n",
      "Lowercased Text: castro injures knee, arm in fall  havana -- cuban president fidel castro's advancing age -- and ultimately his mortality -- were brought home yesterday, a day after he fractured a knee and arm when he tripped and fell at a public event.\n",
      "Removed URLs: castro injures knee, arm in fall  havana -- cuban president fidel castro's advancing age -- and ultimately his mortality -- were brought home yesterday, a day after he fractured a knee and arm when he tripped and fell at a public event.\n",
      "Removed HTML Tags: castro injures knee, arm in fall  havana -- cuban president fidel castro's advancing age -- and ultimately his mortality -- were brought home yesterday, a day after he fractured a knee and arm when he tripped and fell at a public event.\n",
      "Removed Special Characters: castro injures knee arm in fall  havana  cuban president fidel castros advancing age  and ultimately his mortality  were brought home yesterday a day after he fractured a knee and arm when he tripped and fell at a public event\n",
      "Tokens: ['castro', 'injures', 'knee', 'arm', 'in', 'fall', 'havana', 'cuban', 'president', 'fidel', 'castros', 'advancing', 'age', 'and', 'ultimately', 'his', 'mortality', 'were', 'brought', 'home', 'yesterday', 'a', 'day', 'after', 'he', 'fractured', 'a', 'knee', 'and', 'arm', 'when', 'he', 'tripped', 'and', 'fell', 'at', 'a', 'public', 'event']\n",
      "Removed Stopwords: ['castro', 'injures', 'knee', 'arm', 'fall', 'havana', 'cuban', 'president', 'fidel', 'castros', 'advancing', 'age', 'ultimately', 'mortality', 'brought', 'home', 'yesterday', 'day', 'fractured', 'knee', 'arm', 'tripped', 'fell', 'public', 'event']\n",
      "Stemmed Tokens: ['castro', 'injur', 'knee', 'arm', 'fall', 'havana', 'cuban', 'presid', 'fidel', 'castro', 'advanc', 'age', 'ultim', 'mortal', 'brought', 'home', 'yesterday', 'day', 'fractur', 'knee', 'arm', 'trip', 'fell', 'public', 'event']\n",
      "Final Preprocessed Text: castro injur knee arm fall havana cuban presid fidel castro advanc age ultim mortal brought home yesterday day fractur knee arm trip fell public event\n",
      "\n",
      "Original Text: Latvia remains hive of corruption The latest report on world corruption by Transparency International shows that Latvia is the second most corrupt country in the EU, while Estonia was the least corrupt among the 10 new members in the 25-member union.\n",
      "Lowercased Text: latvia remains hive of corruption the latest report on world corruption by transparency international shows that latvia is the second most corrupt country in the eu, while estonia was the least corrupt among the 10 new members in the 25-member union.\n",
      "Removed URLs: latvia remains hive of corruption the latest report on world corruption by transparency international shows that latvia is the second most corrupt country in the eu, while estonia was the least corrupt among the 10 new members in the 25-member union.\n",
      "Removed HTML Tags: latvia remains hive of corruption the latest report on world corruption by transparency international shows that latvia is the second most corrupt country in the eu, while estonia was the least corrupt among the 10 new members in the 25-member union.\n",
      "Removed Special Characters: latvia remains hive of corruption the latest report on world corruption by transparency international shows that latvia is the second most corrupt country in the eu while estonia was the least corrupt among the  new members in the member union\n",
      "Tokens: ['latvia', 'remains', 'hive', 'of', 'corruption', 'the', 'latest', 'report', 'on', 'world', 'corruption', 'by', 'transparency', 'international', 'shows', 'that', 'latvia', 'is', 'the', 'second', 'most', 'corrupt', 'country', 'in', 'the', 'eu', 'while', 'estonia', 'was', 'the', 'least', 'corrupt', 'among', 'the', 'new', 'members', 'in', 'the', 'member', 'union']\n",
      "Removed Stopwords: ['latvia', 'remains', 'hive', 'corruption', 'latest', 'report', 'world', 'corruption', 'transparency', 'international', 'shows', 'latvia', 'second', 'corrupt', 'country', 'eu', 'estonia', 'least', 'corrupt', 'among', 'new', 'members', 'member', 'union']\n",
      "Stemmed Tokens: ['latvia', 'remain', 'hive', 'corrupt', 'latest', 'report', 'world', 'corrupt', 'transpar', 'intern', 'show', 'latvia', 'second', 'corrupt', 'countri', 'eu', 'estonia', 'least', 'corrupt', 'among', 'new', 'member', 'member', 'union']\n",
      "Final Preprocessed Text: latvia remain hive corrupt latest report world corrupt transpar intern show latvia second corrupt countri eu estonia least corrupt among new member member union\n",
      "\n",
      "Original Text: India offers unqualified talks on Kashmir SRINAGAR, India -- India's prime minister offered yesterday to hold unconditional talks on Kashmir ''with anyone and everyone quot; as his country began withdrawing troops from the divided Himalayan region as a goodwill gesture to rival Pakistan.\n",
      "Lowercased Text: india offers unqualified talks on kashmir srinagar, india -- india's prime minister offered yesterday to hold unconditional talks on kashmir ''with anyone and everyone quot; as his country began withdrawing troops from the divided himalayan region as a goodwill gesture to rival pakistan.\n",
      "Removed URLs: india offers unqualified talks on kashmir srinagar, india -- india's prime minister offered yesterday to hold unconditional talks on kashmir ''with anyone and everyone quot; as his country began withdrawing troops from the divided himalayan region as a goodwill gesture to rival pakistan.\n",
      "Removed HTML Tags: india offers unqualified talks on kashmir srinagar, india -- india's prime minister offered yesterday to hold unconditional talks on kashmir ''with anyone and everyone quot; as his country began withdrawing troops from the divided himalayan region as a goodwill gesture to rival pakistan.\n",
      "Removed Special Characters: india offers unqualified talks on kashmir srinagar india  indias prime minister offered yesterday to hold unconditional talks on kashmir with anyone and everyone quot as his country began withdrawing troops from the divided himalayan region as a goodwill gesture to rival pakistan\n",
      "Tokens: ['india', 'offers', 'unqualified', 'talks', 'on', 'kashmir', 'srinagar', 'india', 'indias', 'prime', 'minister', 'offered', 'yesterday', 'to', 'hold', 'unconditional', 'talks', 'on', 'kashmir', 'with', 'anyone', 'and', 'everyone', 'quot', 'as', 'his', 'country', 'began', 'withdrawing', 'troops', 'from', 'the', 'divided', 'himalayan', 'region', 'as', 'a', 'goodwill', 'gesture', 'to', 'rival', 'pakistan']\n",
      "Removed Stopwords: ['india', 'offers', 'unqualified', 'talks', 'kashmir', 'srinagar', 'india', 'indias', 'prime', 'minister', 'offered', 'yesterday', 'hold', 'unconditional', 'talks', 'kashmir', 'anyone', 'everyone', 'quot', 'country', 'began', 'withdrawing', 'troops', 'divided', 'himalayan', 'region', 'goodwill', 'gesture', 'rival', 'pakistan']\n",
      "Stemmed Tokens: ['india', 'offer', 'unqualifi', 'talk', 'kashmir', 'srinagar', 'india', 'india', 'prime', 'minist', 'offer', 'yesterday', 'hold', 'uncondit', 'talk', 'kashmir', 'anyon', 'everyon', 'quot', 'countri', 'began', 'withdraw', 'troop', 'divid', 'himalayan', 'region', 'goodwil', 'gestur', 'rival', 'pakistan']\n",
      "Final Preprocessed Text: india offer unqualifi talk kashmir srinagar india india prime minist offer yesterday hold uncondit talk kashmir anyon everyon quot countri began withdraw troop divid himalayan region goodwil gestur rival pakistan\n",
      "\n",
      "Original Text: Typhoon Aere menaces Taiwan TAIPEI, Taiwan -- A strong typhoon lashed northern Taiwan on Tuesday, dumping heavy rain, grounding some flights and closing financial markets, schools and businesses across parts of the island.\n",
      "Lowercased Text: typhoon aere menaces taiwan taipei, taiwan -- a strong typhoon lashed northern taiwan on tuesday, dumping heavy rain, grounding some flights and closing financial markets, schools and businesses across parts of the island.\n",
      "Removed URLs: typhoon aere menaces taiwan taipei, taiwan -- a strong typhoon lashed northern taiwan on tuesday, dumping heavy rain, grounding some flights and closing financial markets, schools and businesses across parts of the island.\n",
      "Removed HTML Tags: typhoon aere menaces taiwan taipei, taiwan -- a strong typhoon lashed northern taiwan on tuesday, dumping heavy rain, grounding some flights and closing financial markets, schools and businesses across parts of the island.\n",
      "Removed Special Characters: typhoon aere menaces taiwan taipei taiwan  a strong typhoon lashed northern taiwan on tuesday dumping heavy rain grounding some flights and closing financial markets schools and businesses across parts of the island\n",
      "Tokens: ['typhoon', 'aere', 'menaces', 'taiwan', 'taipei', 'taiwan', 'a', 'strong', 'typhoon', 'lashed', 'northern', 'taiwan', 'on', 'tuesday', 'dumping', 'heavy', 'rain', 'grounding', 'some', 'flights', 'and', 'closing', 'financial', 'markets', 'schools', 'and', 'businesses', 'across', 'parts', 'of', 'the', 'island']\n",
      "Removed Stopwords: ['typhoon', 'aere', 'menaces', 'taiwan', 'taipei', 'taiwan', 'strong', 'typhoon', 'lashed', 'northern', 'taiwan', 'tuesday', 'dumping', 'heavy', 'rain', 'grounding', 'flights', 'closing', 'financial', 'markets', 'schools', 'businesses', 'across', 'parts', 'island']\n",
      "Stemmed Tokens: ['typhoon', 'aer', 'menac', 'taiwan', 'taipei', 'taiwan', 'strong', 'typhoon', 'lash', 'northern', 'taiwan', 'tuesday', 'dump', 'heavi', 'rain', 'ground', 'flight', 'close', 'financi', 'market', 'school', 'busi', 'across', 'part', 'island']\n",
      "Final Preprocessed Text: typhoon aer menac taiwan taipei taiwan strong typhoon lash northern taiwan tuesday dump heavi rain ground flight close financi market school busi across part island\n",
      "\n",
      "Original Text: 14 die as villagers battle bandits in India BHOPAL (India): At least 14 people were killed on Friday in a fierce gunbattle between bandits and villagers in the central Indian state of Madhya Pradesh, officials here said.\n",
      "Lowercased Text: 14 die as villagers battle bandits in india bhopal (india): at least 14 people were killed on friday in a fierce gunbattle between bandits and villagers in the central indian state of madhya pradesh, officials here said.\n",
      "Removed URLs: 14 die as villagers battle bandits in india bhopal (india): at least 14 people were killed on friday in a fierce gunbattle between bandits and villagers in the central indian state of madhya pradesh, officials here said.\n",
      "Removed HTML Tags: 14 die as villagers battle bandits in india bhopal (india): at least 14 people were killed on friday in a fierce gunbattle between bandits and villagers in the central indian state of madhya pradesh, officials here said.\n",
      "Removed Special Characters:  die as villagers battle bandits in india bhopal india at least  people were killed on friday in a fierce gunbattle between bandits and villagers in the central indian state of madhya pradesh officials here said\n",
      "Tokens: ['die', 'as', 'villagers', 'battle', 'bandits', 'in', 'india', 'bhopal', 'india', 'at', 'least', 'people', 'were', 'killed', 'on', 'friday', 'in', 'a', 'fierce', 'gunbattle', 'between', 'bandits', 'and', 'villagers', 'in', 'the', 'central', 'indian', 'state', 'of', 'madhya', 'pradesh', 'officials', 'here', 'said']\n",
      "Removed Stopwords: ['die', 'villagers', 'battle', 'bandits', 'india', 'bhopal', 'india', 'least', 'people', 'killed', 'friday', 'fierce', 'gunbattle', 'bandits', 'villagers', 'central', 'indian', 'state', 'madhya', 'pradesh', 'officials', 'said']\n",
      "Stemmed Tokens: ['die', 'villag', 'battl', 'bandit', 'india', 'bhopal', 'india', 'least', 'peopl', 'kill', 'friday', 'fierc', 'gunbattl', 'bandit', 'villag', 'central', 'indian', 'state', 'madhya', 'pradesh', 'offici', 'said']\n",
      "Final Preprocessed Text: die villag battl bandit india bhopal india least peopl kill friday fierc gunbattl bandit villag central indian state madhya pradesh offici said\n",
      "\n",
      "Original Text: UN finds lack of progress over Darfur THE UN special envoy to Sudan said yesterday that Khartoum had made  quot;hardly any progress quot; in responding to Security Council demands on Darfur.\n",
      "Lowercased Text: un finds lack of progress over darfur the un special envoy to sudan said yesterday that khartoum had made  quot;hardly any progress quot; in responding to security council demands on darfur.\n",
      "Removed URLs: un finds lack of progress over darfur the un special envoy to sudan said yesterday that khartoum had made  quot;hardly any progress quot; in responding to security council demands on darfur.\n",
      "Removed HTML Tags: un finds lack of progress over darfur the un special envoy to sudan said yesterday that khartoum had made  quot;hardly any progress quot; in responding to security council demands on darfur.\n",
      "Removed Special Characters: un finds lack of progress over darfur the un special envoy to sudan said yesterday that khartoum had made  quothardly any progress quot in responding to security council demands on darfur\n",
      "Tokens: ['un', 'finds', 'lack', 'of', 'progress', 'over', 'darfur', 'the', 'un', 'special', 'envoy', 'to', 'sudan', 'said', 'yesterday', 'that', 'khartoum', 'had', 'made', 'quothardly', 'any', 'progress', 'quot', 'in', 'responding', 'to', 'security', 'council', 'demands', 'on', 'darfur']\n",
      "Removed Stopwords: ['un', 'finds', 'lack', 'progress', 'darfur', 'un', 'special', 'envoy', 'sudan', 'said', 'yesterday', 'khartoum', 'made', 'quothardly', 'progress', 'quot', 'responding', 'security', 'council', 'demands', 'darfur']\n",
      "Stemmed Tokens: ['un', 'find', 'lack', 'progress', 'darfur', 'un', 'special', 'envoy', 'sudan', 'said', 'yesterday', 'khartoum', 'made', 'quothardli', 'progress', 'quot', 'respond', 'secur', 'council', 'demand', 'darfur']\n",
      "Final Preprocessed Text: un find lack progress darfur un special envoy sudan said yesterday khartoum made quothardli progress quot respond secur council demand darfur\n",
      "\n",
      "Original Text: Bosnian foreign minister banned from US ISN SECURITY WATCH (17/12/04) - Bosnian Foreign Minister Mladen Ivanic has been banned from entering the US, as Bosnian Serb officials come under pressure for failing to arrest Europes two most-wanted war criminals, Bosnian Serb wartime leader Radovan \n",
      "Lowercased Text: bosnian foreign minister banned from us isn security watch (17/12/04) - bosnian foreign minister mladen ivanic has been banned from entering the us, as bosnian serb officials come under pressure for failing to arrest europes two most-wanted war criminals, bosnian serb wartime leader radovan \n",
      "Removed URLs: bosnian foreign minister banned from us isn security watch (17/12/04) - bosnian foreign minister mladen ivanic has been banned from entering the us, as bosnian serb officials come under pressure for failing to arrest europes two most-wanted war criminals, bosnian serb wartime leader radovan \n",
      "Removed HTML Tags: bosnian foreign minister banned from us isn security watch (17/12/04) - bosnian foreign minister mladen ivanic has been banned from entering the us, as bosnian serb officials come under pressure for failing to arrest europes two most-wanted war criminals, bosnian serb wartime leader radovan \n",
      "Removed Special Characters: bosnian foreign minister banned from us isn security watch   bosnian foreign minister mladen ivanic has been banned from entering the us as bosnian serb officials come under pressure for failing to arrest europes two mostwanted war criminals bosnian serb wartime leader radovan \n",
      "Tokens: ['bosnian', 'foreign', 'minister', 'banned', 'from', 'us', 'isn', 'security', 'watch', 'bosnian', 'foreign', 'minister', 'mladen', 'ivanic', 'has', 'been', 'banned', 'from', 'entering', 'the', 'us', 'as', 'bosnian', 'serb', 'officials', 'come', 'under', 'pressure', 'for', 'failing', 'to', 'arrest', 'europes', 'two', 'mostwanted', 'war', 'criminals', 'bosnian', 'serb', 'wartime', 'leader', 'radovan']\n",
      "Removed Stopwords: ['bosnian', 'foreign', 'minister', 'banned', 'us', 'security', 'watch', 'bosnian', 'foreign', 'minister', 'mladen', 'ivanic', 'banned', 'entering', 'us', 'bosnian', 'serb', 'officials', 'come', 'pressure', 'failing', 'arrest', 'europes', 'two', 'mostwanted', 'war', 'criminals', 'bosnian', 'serb', 'wartime', 'leader', 'radovan']\n",
      "Stemmed Tokens: ['bosnian', 'foreign', 'minist', 'ban', 'us', 'secur', 'watch', 'bosnian', 'foreign', 'minist', 'mladen', 'ivan', 'ban', 'enter', 'us', 'bosnian', 'serb', 'offici', 'come', 'pressur', 'fail', 'arrest', 'europ', 'two', 'mostwant', 'war', 'crimin', 'bosnian', 'serb', 'wartim', 'leader', 'radovan']\n",
      "Final Preprocessed Text: bosnian foreign minist ban us secur watch bosnian foreign minist mladen ivan ban enter us bosnian serb offici come pressur fail arrest europ two mostwant war crimin bosnian serb wartim leader radovan\n",
      "\n",
      "Original Text: Car Bomb Kills Seven, Wounds 20 in Iraq  BAIJI, Iraq (Reuters) - A car bomb in a crowded market  north of Baghdad killed at least seven civilians and wounded 18  Tuesday as a U.S. military patrol passed by.\n",
      "Lowercased Text: car bomb kills seven, wounds 20 in iraq  baiji, iraq (reuters) - a car bomb in a crowded market  north of baghdad killed at least seven civilians and wounded 18  tuesday as a u.s. military patrol passed by.\n",
      "Removed URLs: car bomb kills seven, wounds 20 in iraq  baiji, iraq (reuters) - a car bomb in a crowded market  north of baghdad killed at least seven civilians and wounded 18  tuesday as a u.s. military patrol passed by.\n",
      "Removed HTML Tags: car bomb kills seven, wounds 20 in iraq  baiji, iraq (reuters) - a car bomb in a crowded market  north of baghdad killed at least seven civilians and wounded 18  tuesday as a u.s. military patrol passed by.\n",
      "Removed Special Characters: car bomb kills seven wounds  in iraq  baiji iraq reuters  a car bomb in a crowded market  north of baghdad killed at least seven civilians and wounded   tuesday as a us military patrol passed by\n",
      "Tokens: ['car', 'bomb', 'kills', 'seven', 'wounds', 'in', 'iraq', 'baiji', 'iraq', 'reuters', 'a', 'car', 'bomb', 'in', 'a', 'crowded', 'market', 'north', 'of', 'baghdad', 'killed', 'at', 'least', 'seven', 'civilians', 'and', 'wounded', 'tuesday', 'as', 'a', 'us', 'military', 'patrol', 'passed', 'by']\n",
      "Removed Stopwords: ['car', 'bomb', 'kills', 'seven', 'wounds', 'iraq', 'baiji', 'iraq', 'reuters', 'car', 'bomb', 'crowded', 'market', 'north', 'baghdad', 'killed', 'least', 'seven', 'civilians', 'wounded', 'tuesday', 'us', 'military', 'patrol', 'passed']\n",
      "Stemmed Tokens: ['car', 'bomb', 'kill', 'seven', 'wound', 'iraq', 'baiji', 'iraq', 'reuter', 'car', 'bomb', 'crowd', 'market', 'north', 'baghdad', 'kill', 'least', 'seven', 'civilian', 'wound', 'tuesday', 'us', 'militari', 'patrol', 'pass']\n",
      "Final Preprocessed Text: car bomb kill seven wound iraq baiji iraq reuter car bomb crowd market north baghdad kill least seven civilian wound tuesday us militari patrol pass\n",
      "\n",
      "Original Text: Barnes Upset About Helping Bush Avoid War (AP) AP - Former Texas House Speaker Ben Barnes' recollections over how he helped President Bush get into the Texas Air National Guard during the Vietnam War have evolved over the years from fuzzy to distinct, with him now expressing remorse for what he did.\n",
      "Lowercased Text: barnes upset about helping bush avoid war (ap) ap - former texas house speaker ben barnes' recollections over how he helped president bush get into the texas air national guard during the vietnam war have evolved over the years from fuzzy to distinct, with him now expressing remorse for what he did.\n",
      "Removed URLs: barnes upset about helping bush avoid war (ap) ap - former texas house speaker ben barnes' recollections over how he helped president bush get into the texas air national guard during the vietnam war have evolved over the years from fuzzy to distinct, with him now expressing remorse for what he did.\n",
      "Removed HTML Tags: barnes upset about helping bush avoid war (ap) ap - former texas house speaker ben barnes' recollections over how he helped president bush get into the texas air national guard during the vietnam war have evolved over the years from fuzzy to distinct, with him now expressing remorse for what he did.\n",
      "Removed Special Characters: barnes upset about helping bush avoid war ap ap  former texas house speaker ben barnes recollections over how he helped president bush get into the texas air national guard during the vietnam war have evolved over the years from fuzzy to distinct with him now expressing remorse for what he did\n",
      "Tokens: ['barnes', 'upset', 'about', 'helping', 'bush', 'avoid', 'war', 'ap', 'ap', 'former', 'texas', 'house', 'speaker', 'ben', 'barnes', 'recollections', 'over', 'how', 'he', 'helped', 'president', 'bush', 'get', 'into', 'the', 'texas', 'air', 'national', 'guard', 'during', 'the', 'vietnam', 'war', 'have', 'evolved', 'over', 'the', 'years', 'from', 'fuzzy', 'to', 'distinct', 'with', 'him', 'now', 'expressing', 'remorse', 'for', 'what', 'he', 'did']\n",
      "Removed Stopwords: ['barnes', 'upset', 'helping', 'bush', 'avoid', 'war', 'ap', 'ap', 'former', 'texas', 'house', 'speaker', 'ben', 'barnes', 'recollections', 'helped', 'president', 'bush', 'get', 'texas', 'air', 'national', 'guard', 'vietnam', 'war', 'evolved', 'years', 'fuzzy', 'distinct', 'expressing', 'remorse']\n",
      "Stemmed Tokens: ['barn', 'upset', 'help', 'bush', 'avoid', 'war', 'ap', 'ap', 'former', 'texa', 'hous', 'speaker', 'ben', 'barn', 'recollect', 'help', 'presid', 'bush', 'get', 'texa', 'air', 'nation', 'guard', 'vietnam', 'war', 'evolv', 'year', 'fuzzi', 'distinct', 'express', 'remors']\n",
      "Final Preprocessed Text: barn upset help bush avoid war ap ap former texa hous speaker ben barn recollect help presid bush get texa air nation guard vietnam war evolv year fuzzi distinct express remors\n",
      "\n",
      "Original Text: Moroccan Charged in Europe Terror Probe (AP) AP - A judge charged a jailed Moroccan on Tuesday with being a leading member of Islamic extremist groups in three countries, including an organization suspected in the killing of a Dutch filmmaker.\n",
      "Lowercased Text: moroccan charged in europe terror probe (ap) ap - a judge charged a jailed moroccan on tuesday with being a leading member of islamic extremist groups in three countries, including an organization suspected in the killing of a dutch filmmaker.\n",
      "Removed URLs: moroccan charged in europe terror probe (ap) ap - a judge charged a jailed moroccan on tuesday with being a leading member of islamic extremist groups in three countries, including an organization suspected in the killing of a dutch filmmaker.\n",
      "Removed HTML Tags: moroccan charged in europe terror probe (ap) ap - a judge charged a jailed moroccan on tuesday with being a leading member of islamic extremist groups in three countries, including an organization suspected in the killing of a dutch filmmaker.\n",
      "Removed Special Characters: moroccan charged in europe terror probe ap ap  a judge charged a jailed moroccan on tuesday with being a leading member of islamic extremist groups in three countries including an organization suspected in the killing of a dutch filmmaker\n",
      "Tokens: ['moroccan', 'charged', 'in', 'europe', 'terror', 'probe', 'ap', 'ap', 'a', 'judge', 'charged', 'a', 'jailed', 'moroccan', 'on', 'tuesday', 'with', 'being', 'a', 'leading', 'member', 'of', 'islamic', 'extremist', 'groups', 'in', 'three', 'countries', 'including', 'an', 'organization', 'suspected', 'in', 'the', 'killing', 'of', 'a', 'dutch', 'filmmaker']\n",
      "Removed Stopwords: ['moroccan', 'charged', 'europe', 'terror', 'probe', 'ap', 'ap', 'judge', 'charged', 'jailed', 'moroccan', 'tuesday', 'leading', 'member', 'islamic', 'extremist', 'groups', 'three', 'countries', 'including', 'organization', 'suspected', 'killing', 'dutch', 'filmmaker']\n",
      "Stemmed Tokens: ['moroccan', 'charg', 'europ', 'terror', 'probe', 'ap', 'ap', 'judg', 'charg', 'jail', 'moroccan', 'tuesday', 'lead', 'member', 'islam', 'extremist', 'group', 'three', 'countri', 'includ', 'organ', 'suspect', 'kill', 'dutch', 'filmmak']\n",
      "Final Preprocessed Text: moroccan charg europ terror probe ap ap judg charg jail moroccan tuesday lead member islam extremist group three countri includ organ suspect kill dutch filmmak\n",
      "\n",
      "Original Text: 3rd German  Arrested in Probe Into Arms Trade The man is suspected of selling high-tech equipment on the nuclear black market and is the third German businessman named as a suspect in the past month in an investigation into the trade in several countries.\n",
      "Lowercased Text: 3rd german  arrested in probe into arms trade the man is suspected of selling high-tech equipment on the nuclear black market and is the third german businessman named as a suspect in the past month in an investigation into the trade in several countries.\n",
      "Removed URLs: 3rd german  arrested in probe into arms trade the man is suspected of selling high-tech equipment on the nuclear black market and is the third german businessman named as a suspect in the past month in an investigation into the trade in several countries.\n",
      "Removed HTML Tags: 3rd german  arrested in probe into arms trade the man is suspected of selling high-tech equipment on the nuclear black market and is the third german businessman named as a suspect in the past month in an investigation into the trade in several countries.\n",
      "Removed Special Characters: rd german  arrested in probe into arms trade the man is suspected of selling hightech equipment on the nuclear black market and is the third german businessman named as a suspect in the past month in an investigation into the trade in several countries\n",
      "Tokens: ['rd', 'german', 'arrested', 'in', 'probe', 'into', 'arms', 'trade', 'the', 'man', 'is', 'suspected', 'of', 'selling', 'hightech', 'equipment', 'on', 'the', 'nuclear', 'black', 'market', 'and', 'is', 'the', 'third', 'german', 'businessman', 'named', 'as', 'a', 'suspect', 'in', 'the', 'past', 'month', 'in', 'an', 'investigation', 'into', 'the', 'trade', 'in', 'several', 'countries']\n",
      "Removed Stopwords: ['rd', 'german', 'arrested', 'probe', 'arms', 'trade', 'man', 'suspected', 'selling', 'hightech', 'equipment', 'nuclear', 'black', 'market', 'third', 'german', 'businessman', 'named', 'suspect', 'past', 'month', 'investigation', 'trade', 'several', 'countries']\n",
      "Stemmed Tokens: ['rd', 'german', 'arrest', 'probe', 'arm', 'trade', 'man', 'suspect', 'sell', 'hightech', 'equip', 'nuclear', 'black', 'market', 'third', 'german', 'businessman', 'name', 'suspect', 'past', 'month', 'investig', 'trade', 'sever', 'countri']\n",
      "Final Preprocessed Text: rd german arrest probe arm trade man suspect sell hightech equip nuclear black market third german businessman name suspect past month investig trade sever countri\n",
      "\n",
      "Original Text: Lebanon PM Resigns, Says Will Not Head New Govt  BEIRUT (Reuters) - Lebanon's Prime Minister Rafik al-Hariri  resigned Wednesday, declining to form a new government that  will face international pressure over Syria's interference in  Lebanese affairs.\n",
      "Lowercased Text: lebanon pm resigns, says will not head new govt  beirut (reuters) - lebanon's prime minister rafik al-hariri  resigned wednesday, declining to form a new government that  will face international pressure over syria's interference in  lebanese affairs.\n",
      "Removed URLs: lebanon pm resigns, says will not head new govt  beirut (reuters) - lebanon's prime minister rafik al-hariri  resigned wednesday, declining to form a new government that  will face international pressure over syria's interference in  lebanese affairs.\n",
      "Removed HTML Tags: lebanon pm resigns, says will not head new govt  beirut (reuters) - lebanon's prime minister rafik al-hariri  resigned wednesday, declining to form a new government that  will face international pressure over syria's interference in  lebanese affairs.\n",
      "Removed Special Characters: lebanon pm resigns says will not head new govt  beirut reuters  lebanons prime minister rafik alhariri  resigned wednesday declining to form a new government that  will face international pressure over syrias interference in  lebanese affairs\n",
      "Tokens: ['lebanon', 'pm', 'resigns', 'says', 'will', 'not', 'head', 'new', 'govt', 'beirut', 'reuters', 'lebanons', 'prime', 'minister', 'rafik', 'alhariri', 'resigned', 'wednesday', 'declining', 'to', 'form', 'a', 'new', 'government', 'that', 'will', 'face', 'international', 'pressure', 'over', 'syrias', 'interference', 'in', 'lebanese', 'affairs']\n",
      "Removed Stopwords: ['lebanon', 'pm', 'resigns', 'says', 'head', 'new', 'govt', 'beirut', 'reuters', 'lebanons', 'prime', 'minister', 'rafik', 'alhariri', 'resigned', 'wednesday', 'declining', 'form', 'new', 'government', 'face', 'international', 'pressure', 'syrias', 'interference', 'lebanese', 'affairs']\n",
      "Stemmed Tokens: ['lebanon', 'pm', 'resign', 'say', 'head', 'new', 'govt', 'beirut', 'reuter', 'lebanon', 'prime', 'minist', 'rafik', 'alhariri', 'resign', 'wednesday', 'declin', 'form', 'new', 'govern', 'face', 'intern', 'pressur', 'syria', 'interfer', 'lebanes', 'affair']\n",
      "Final Preprocessed Text: lebanon pm resign say head new govt beirut reuter lebanon prime minist rafik alhariri resign wednesday declin form new govern face intern pressur syria interfer lebanes affair\n",
      "\n",
      "Original Text: Saudi Troops, Gunmen Clash in Riyadh Saudi security forces, battling a wave of terrorist attacks in the country, have clashed with a group of gunmen in the capital, Riyadh.\n",
      "Lowercased Text: saudi troops, gunmen clash in riyadh saudi security forces, battling a wave of terrorist attacks in the country, have clashed with a group of gunmen in the capital, riyadh.\n",
      "Removed URLs: saudi troops, gunmen clash in riyadh saudi security forces, battling a wave of terrorist attacks in the country, have clashed with a group of gunmen in the capital, riyadh.\n",
      "Removed HTML Tags: saudi troops, gunmen clash in riyadh saudi security forces, battling a wave of terrorist attacks in the country, have clashed with a group of gunmen in the capital, riyadh.\n",
      "Removed Special Characters: saudi troops gunmen clash in riyadh saudi security forces battling a wave of terrorist attacks in the country have clashed with a group of gunmen in the capital riyadh\n",
      "Tokens: ['saudi', 'troops', 'gunmen', 'clash', 'in', 'riyadh', 'saudi', 'security', 'forces', 'battling', 'a', 'wave', 'of', 'terrorist', 'attacks', 'in', 'the', 'country', 'have', 'clashed', 'with', 'a', 'group', 'of', 'gunmen', 'in', 'the', 'capital', 'riyadh']\n",
      "Removed Stopwords: ['saudi', 'troops', 'gunmen', 'clash', 'riyadh', 'saudi', 'security', 'forces', 'battling', 'wave', 'terrorist', 'attacks', 'country', 'clashed', 'group', 'gunmen', 'capital', 'riyadh']\n",
      "Stemmed Tokens: ['saudi', 'troop', 'gunmen', 'clash', 'riyadh', 'saudi', 'secur', 'forc', 'battl', 'wave', 'terrorist', 'attack', 'countri', 'clash', 'group', 'gunmen', 'capit', 'riyadh']\n",
      "Final Preprocessed Text: saudi troop gunmen clash riyadh saudi secur forc battl wave terrorist attack countri clash group gunmen capit riyadh\n",
      "\n",
      "Original Text: Sharon vows to stop rockets Gaza City, Gaza Strip - Israel #39;s premier warned that his army #39;s largest operation in Gaza in four years would expand, after troops left dozens of dead and rows of houses destroyed, aiming at stopping Palestinian rocket attacks on border towns.\n",
      "Lowercased Text: sharon vows to stop rockets gaza city, gaza strip - israel #39;s premier warned that his army #39;s largest operation in gaza in four years would expand, after troops left dozens of dead and rows of houses destroyed, aiming at stopping palestinian rocket attacks on border towns.\n",
      "Removed URLs: sharon vows to stop rockets gaza city, gaza strip - israel #39;s premier warned that his army #39;s largest operation in gaza in four years would expand, after troops left dozens of dead and rows of houses destroyed, aiming at stopping palestinian rocket attacks on border towns.\n",
      "Removed HTML Tags: sharon vows to stop rockets gaza city, gaza strip - israel #39;s premier warned that his army #39;s largest operation in gaza in four years would expand, after troops left dozens of dead and rows of houses destroyed, aiming at stopping palestinian rocket attacks on border towns.\n",
      "Removed Special Characters: sharon vows to stop rockets gaza city gaza strip  israel s premier warned that his army s largest operation in gaza in four years would expand after troops left dozens of dead and rows of houses destroyed aiming at stopping palestinian rocket attacks on border towns\n",
      "Tokens: ['sharon', 'vows', 'to', 'stop', 'rockets', 'gaza', 'city', 'gaza', 'strip', 'israel', 's', 'premier', 'warned', 'that', 'his', 'army', 's', 'largest', 'operation', 'in', 'gaza', 'in', 'four', 'years', 'would', 'expand', 'after', 'troops', 'left', 'dozens', 'of', 'dead', 'and', 'rows', 'of', 'houses', 'destroyed', 'aiming', 'at', 'stopping', 'palestinian', 'rocket', 'attacks', 'on', 'border', 'towns']\n",
      "Removed Stopwords: ['sharon', 'vows', 'stop', 'rockets', 'gaza', 'city', 'gaza', 'strip', 'israel', 'premier', 'warned', 'army', 'largest', 'operation', 'gaza', 'four', 'years', 'would', 'expand', 'troops', 'left', 'dozens', 'dead', 'rows', 'houses', 'destroyed', 'aiming', 'stopping', 'palestinian', 'rocket', 'attacks', 'border', 'towns']\n",
      "Stemmed Tokens: ['sharon', 'vow', 'stop', 'rocket', 'gaza', 'citi', 'gaza', 'strip', 'israel', 'premier', 'warn', 'armi', 'largest', 'oper', 'gaza', 'four', 'year', 'would', 'expand', 'troop', 'left', 'dozen', 'dead', 'row', 'hous', 'destroy', 'aim', 'stop', 'palestinian', 'rocket', 'attack', 'border', 'town']\n",
      "Final Preprocessed Text: sharon vow stop rocket gaza citi gaza strip israel premier warn armi largest oper gaza four year would expand troop left dozen dead row hous destroy aim stop palestinian rocket attack border town\n",
      "\n",
      "Original Text: EU Urges Iran to Heed UN Nuclear Freeze Demand  VIENNA (Reuters) - The European Union called on Iran Monday  to comply with the U.N. nuclear watchdog's demand that it  suspend all activities connected with uranium enrichment, a  process that can be used to develop atomic weapons.\n",
      "Lowercased Text: eu urges iran to heed un nuclear freeze demand  vienna (reuters) - the european union called on iran monday  to comply with the u.n. nuclear watchdog's demand that it  suspend all activities connected with uranium enrichment, a  process that can be used to develop atomic weapons.\n",
      "Removed URLs: eu urges iran to heed un nuclear freeze demand  vienna (reuters) - the european union called on iran monday  to comply with the u.n. nuclear watchdog's demand that it  suspend all activities connected with uranium enrichment, a  process that can be used to develop atomic weapons.\n",
      "Removed HTML Tags: eu urges iran to heed un nuclear freeze demand  vienna (reuters) - the european union called on iran monday  to comply with the u.n. nuclear watchdog's demand that it  suspend all activities connected with uranium enrichment, a  process that can be used to develop atomic weapons.\n",
      "Removed Special Characters: eu urges iran to heed un nuclear freeze demand  vienna reuters  the european union called on iran monday  to comply with the un nuclear watchdogs demand that it  suspend all activities connected with uranium enrichment a  process that can be used to develop atomic weapons\n",
      "Tokens: ['eu', 'urges', 'iran', 'to', 'heed', 'un', 'nuclear', 'freeze', 'demand', 'vienna', 'reuters', 'the', 'european', 'union', 'called', 'on', 'iran', 'monday', 'to', 'comply', 'with', 'the', 'un', 'nuclear', 'watchdogs', 'demand', 'that', 'it', 'suspend', 'all', 'activities', 'connected', 'with', 'uranium', 'enrichment', 'a', 'process', 'that', 'can', 'be', 'used', 'to', 'develop', 'atomic', 'weapons']\n",
      "Removed Stopwords: ['eu', 'urges', 'iran', 'heed', 'un', 'nuclear', 'freeze', 'demand', 'vienna', 'reuters', 'european', 'union', 'called', 'iran', 'monday', 'comply', 'un', 'nuclear', 'watchdogs', 'demand', 'suspend', 'activities', 'connected', 'uranium', 'enrichment', 'process', 'used', 'develop', 'atomic', 'weapons']\n",
      "Stemmed Tokens: ['eu', 'urg', 'iran', 'heed', 'un', 'nuclear', 'freez', 'demand', 'vienna', 'reuter', 'european', 'union', 'call', 'iran', 'monday', 'compli', 'un', 'nuclear', 'watchdog', 'demand', 'suspend', 'activ', 'connect', 'uranium', 'enrich', 'process', 'use', 'develop', 'atom', 'weapon']\n",
      "Final Preprocessed Text: eu urg iran heed un nuclear freez demand vienna reuter european union call iran monday compli un nuclear watchdog demand suspend activ connect uranium enrich process use develop atom weapon\n",
      "\n",
      "Original Text: Israel Accuses Syria of 'Directing Terrorism' Israel accused Syria on Monday of \"directing terrorism\" and warned it could face pre-emptive strikes against militants on its territory, but stopped short of saying it killed a Hamas leader in Damascus.\n",
      "Lowercased Text: israel accuses syria of 'directing terrorism' israel accused syria on monday of \"directing terrorism\" and warned it could face pre-emptive strikes against militants on its territory, but stopped short of saying it killed a hamas leader in damascus.\n",
      "Removed URLs: israel accuses syria of 'directing terrorism' israel accused syria on monday of \"directing terrorism\" and warned it could face pre-emptive strikes against militants on its territory, but stopped short of saying it killed a hamas leader in damascus.\n",
      "Removed HTML Tags: israel accuses syria of 'directing terrorism' israel accused syria on monday of \"directing terrorism\" and warned it could face pre-emptive strikes against militants on its territory, but stopped short of saying it killed a hamas leader in damascus.\n",
      "Removed Special Characters: israel accuses syria of directing terrorism israel accused syria on monday of directing terrorism and warned it could face preemptive strikes against militants on its territory but stopped short of saying it killed a hamas leader in damascus\n",
      "Tokens: ['israel', 'accuses', 'syria', 'of', 'directing', 'terrorism', 'israel', 'accused', 'syria', 'on', 'monday', 'of', 'directing', 'terrorism', 'and', 'warned', 'it', 'could', 'face', 'preemptive', 'strikes', 'against', 'militants', 'on', 'its', 'territory', 'but', 'stopped', 'short', 'of', 'saying', 'it', 'killed', 'a', 'hamas', 'leader', 'in', 'damascus']\n",
      "Removed Stopwords: ['israel', 'accuses', 'syria', 'directing', 'terrorism', 'israel', 'accused', 'syria', 'monday', 'directing', 'terrorism', 'warned', 'could', 'face', 'preemptive', 'strikes', 'militants', 'territory', 'stopped', 'short', 'saying', 'killed', 'hamas', 'leader', 'damascus']\n",
      "Stemmed Tokens: ['israel', 'accus', 'syria', 'direct', 'terror', 'israel', 'accus', 'syria', 'monday', 'direct', 'terror', 'warn', 'could', 'face', 'preemptiv', 'strike', 'milit', 'territori', 'stop', 'short', 'say', 'kill', 'hama', 'leader', 'damascu']\n",
      "Final Preprocessed Text: israel accus syria direct terror israel accus syria monday direct terror warn could face preemptiv strike milit territori stop short say kill hama leader damascu\n",
      "\n",
      "Original Text: Schumacher Storms to Sixth Japanese F1 Win &lt;p&gt;&lt;/p&gt;&lt;p&gt; By Alastair Himmer&lt;/p&gt;&lt;p&gt; SUZUKA, Japan (Reuters) - Ferrari's Michael Schumacherpowered to an easy victory in the Japanese Grand Prix on Sundayfor his 13th win of the season.&lt;/p&gt;\n",
      "Lowercased Text: schumacher storms to sixth japanese f1 win &lt;p&gt;&lt;/p&gt;&lt;p&gt; by alastair himmer&lt;/p&gt;&lt;p&gt; suzuka, japan (reuters) - ferrari's michael schumacherpowered to an easy victory in the japanese grand prix on sundayfor his 13th win of the season.&lt;/p&gt;\n",
      "Removed URLs: schumacher storms to sixth japanese f1 win &lt;p&gt;&lt;/p&gt;&lt;p&gt; by alastair himmer&lt;/p&gt;&lt;p&gt; suzuka, japan (reuters) - ferrari's michael schumacherpowered to an easy victory in the japanese grand prix on sundayfor his 13th win of the season.&lt;/p&gt;\n",
      "Removed HTML Tags: schumacher storms to sixth japanese f1 win &lt;p&gt;&lt;/p&gt;&lt;p&gt; by alastair himmer&lt;/p&gt;&lt;p&gt; suzuka, japan (reuters) - ferrari's michael schumacherpowered to an easy victory in the japanese grand prix on sundayfor his 13th win of the season.&lt;/p&gt;\n",
      "Removed Special Characters: schumacher storms to sixth japanese f win ltpgtltpgtltpgt by alastair himmerltpgtltpgt suzuka japan reuters  ferraris michael schumacherpowered to an easy victory in the japanese grand prix on sundayfor his th win of the seasonltpgt\n",
      "Tokens: ['schumacher', 'storms', 'to', 'sixth', 'japanese', 'f', 'win', 'ltpgtltpgtltpgt', 'by', 'alastair', 'himmerltpgtltpgt', 'suzuka', 'japan', 'reuters', 'ferraris', 'michael', 'schumacherpowered', 'to', 'an', 'easy', 'victory', 'in', 'the', 'japanese', 'grand', 'prix', 'on', 'sundayfor', 'his', 'th', 'win', 'of', 'the', 'seasonltpgt']\n",
      "Removed Stopwords: ['schumacher', 'storms', 'sixth', 'japanese', 'f', 'win', 'ltpgtltpgtltpgt', 'alastair', 'himmerltpgtltpgt', 'suzuka', 'japan', 'reuters', 'ferraris', 'michael', 'schumacherpowered', 'easy', 'victory', 'japanese', 'grand', 'prix', 'sundayfor', 'th', 'win', 'seasonltpgt']\n",
      "Stemmed Tokens: ['schumach', 'storm', 'sixth', 'japanes', 'f', 'win', 'ltpgtltpgtltpgt', 'alastair', 'himmerltpgtltpgt', 'suzuka', 'japan', 'reuter', 'ferrari', 'michael', 'schumacherpow', 'easi', 'victori', 'japanes', 'grand', 'prix', 'sundayfor', 'th', 'win', 'seasonltpgt']\n",
      "Final Preprocessed Text: schumach storm sixth japanes f win ltpgtltpgtltpgt alastair himmerltpgtltpgt suzuka japan reuter ferrari michael schumacherpow easi victori japanes grand prix sundayfor th win seasonltpgt\n",
      "\n",
      "Original Text: Suicide bomb kills 16 at guard centre Iraq #39;s insurgency spread to a relatively calm area near the Syrian border yesterday when a suicide car bomber killed at least 16 people at an Iraqi National Guard centre.\n",
      "Lowercased Text: suicide bomb kills 16 at guard centre iraq #39;s insurgency spread to a relatively calm area near the syrian border yesterday when a suicide car bomber killed at least 16 people at an iraqi national guard centre.\n",
      "Removed URLs: suicide bomb kills 16 at guard centre iraq #39;s insurgency spread to a relatively calm area near the syrian border yesterday when a suicide car bomber killed at least 16 people at an iraqi national guard centre.\n",
      "Removed HTML Tags: suicide bomb kills 16 at guard centre iraq #39;s insurgency spread to a relatively calm area near the syrian border yesterday when a suicide car bomber killed at least 16 people at an iraqi national guard centre.\n",
      "Removed Special Characters: suicide bomb kills  at guard centre iraq s insurgency spread to a relatively calm area near the syrian border yesterday when a suicide car bomber killed at least  people at an iraqi national guard centre\n",
      "Tokens: ['suicide', 'bomb', 'kills', 'at', 'guard', 'centre', 'iraq', 's', 'insurgency', 'spread', 'to', 'a', 'relatively', 'calm', 'area', 'near', 'the', 'syrian', 'border', 'yesterday', 'when', 'a', 'suicide', 'car', 'bomber', 'killed', 'at', 'least', 'people', 'at', 'an', 'iraqi', 'national', 'guard', 'centre']\n",
      "Removed Stopwords: ['suicide', 'bomb', 'kills', 'guard', 'centre', 'iraq', 'insurgency', 'spread', 'relatively', 'calm', 'area', 'near', 'syrian', 'border', 'yesterday', 'suicide', 'car', 'bomber', 'killed', 'least', 'people', 'iraqi', 'national', 'guard', 'centre']\n",
      "Stemmed Tokens: ['suicid', 'bomb', 'kill', 'guard', 'centr', 'iraq', 'insurg', 'spread', 'rel', 'calm', 'area', 'near', 'syrian', 'border', 'yesterday', 'suicid', 'car', 'bomber', 'kill', 'least', 'peopl', 'iraqi', 'nation', 'guard', 'centr']\n",
      "Final Preprocessed Text: suicid bomb kill guard centr iraq insurg spread rel calm area near syrian border yesterday suicid car bomber kill least peopl iraqi nation guard centr\n",
      "\n",
      "Original Text: WWW KOTV.com _ Two of three UN workers kidnapped in Afghanistan have called home to say they are OK, officials and relatives said Tuesday, and one hostage said she expected to be released soon.\n",
      "Lowercased Text: www kotv.com _ two of three un workers kidnapped in afghanistan have called home to say they are ok, officials and relatives said tuesday, and one hostage said she expected to be released soon.\n",
      "Removed URLs: www kotv.com _ two of three un workers kidnapped in afghanistan have called home to say they are ok, officials and relatives said tuesday, and one hostage said she expected to be released soon.\n",
      "Removed HTML Tags: www kotv.com _ two of three un workers kidnapped in afghanistan have called home to say they are ok, officials and relatives said tuesday, and one hostage said she expected to be released soon.\n",
      "Removed Special Characters: www kotvcom  two of three un workers kidnapped in afghanistan have called home to say they are ok officials and relatives said tuesday and one hostage said she expected to be released soon\n",
      "Tokens: ['www', 'kotvcom', 'two', 'of', 'three', 'un', 'workers', 'kidnapped', 'in', 'afghanistan', 'have', 'called', 'home', 'to', 'say', 'they', 'are', 'ok', 'officials', 'and', 'relatives', 'said', 'tuesday', 'and', 'one', 'hostage', 'said', 'she', 'expected', 'to', 'be', 'released', 'soon']\n",
      "Removed Stopwords: ['www', 'kotvcom', 'two', 'three', 'un', 'workers', 'kidnapped', 'afghanistan', 'called', 'home', 'say', 'ok', 'officials', 'relatives', 'said', 'tuesday', 'one', 'hostage', 'said', 'expected', 'released', 'soon']\n",
      "Stemmed Tokens: ['www', 'kotvcom', 'two', 'three', 'un', 'worker', 'kidnap', 'afghanistan', 'call', 'home', 'say', 'ok', 'offici', 'rel', 'said', 'tuesday', 'one', 'hostag', 'said', 'expect', 'releas', 'soon']\n",
      "Final Preprocessed Text: www kotvcom two three un worker kidnap afghanistan call home say ok offici rel said tuesday one hostag said expect releas soon\n",
      "\n",
      "Original Text: Russia blasts EU crisis statement Dutch Foreign Minister Bernard Bot tries to defuse a row over a EU statement on Russia's handling of the hostage crisis.\n",
      "Lowercased Text: russia blasts eu crisis statement dutch foreign minister bernard bot tries to defuse a row over a eu statement on russia's handling of the hostage crisis.\n",
      "Removed URLs: russia blasts eu crisis statement dutch foreign minister bernard bot tries to defuse a row over a eu statement on russia's handling of the hostage crisis.\n",
      "Removed HTML Tags: russia blasts eu crisis statement dutch foreign minister bernard bot tries to defuse a row over a eu statement on russia's handling of the hostage crisis.\n",
      "Removed Special Characters: russia blasts eu crisis statement dutch foreign minister bernard bot tries to defuse a row over a eu statement on russias handling of the hostage crisis\n",
      "Tokens: ['russia', 'blasts', 'eu', 'crisis', 'statement', 'dutch', 'foreign', 'minister', 'bernard', 'bot', 'tries', 'to', 'defuse', 'a', 'row', 'over', 'a', 'eu', 'statement', 'on', 'russias', 'handling', 'of', 'the', 'hostage', 'crisis']\n",
      "Removed Stopwords: ['russia', 'blasts', 'eu', 'crisis', 'statement', 'dutch', 'foreign', 'minister', 'bernard', 'bot', 'tries', 'defuse', 'row', 'eu', 'statement', 'russias', 'handling', 'hostage', 'crisis']\n",
      "Stemmed Tokens: ['russia', 'blast', 'eu', 'crisi', 'statement', 'dutch', 'foreign', 'minist', 'bernard', 'bot', 'tri', 'defus', 'row', 'eu', 'statement', 'russia', 'handl', 'hostag', 'crisi']\n",
      "Final Preprocessed Text: russia blast eu crisi statement dutch foreign minist bernard bot tri defus row eu statement russia handl hostag crisi\n",
      "\n",
      "Original Text: Police attack Darfur refugee camp Police drove through a Darfur camp for displaced people on Wednesday, smashing makeshift homes with their trucks, a UN spokesman and Amnesty International said.\n",
      "Lowercased Text: police attack darfur refugee camp police drove through a darfur camp for displaced people on wednesday, smashing makeshift homes with their trucks, a un spokesman and amnesty international said.\n",
      "Removed URLs: police attack darfur refugee camp police drove through a darfur camp for displaced people on wednesday, smashing makeshift homes with their trucks, a un spokesman and amnesty international said.\n",
      "Removed HTML Tags: police attack darfur refugee camp police drove through a darfur camp for displaced people on wednesday, smashing makeshift homes with their trucks, a un spokesman and amnesty international said.\n",
      "Removed Special Characters: police attack darfur refugee camp police drove through a darfur camp for displaced people on wednesday smashing makeshift homes with their trucks a un spokesman and amnesty international said\n",
      "Tokens: ['police', 'attack', 'darfur', 'refugee', 'camp', 'police', 'drove', 'through', 'a', 'darfur', 'camp', 'for', 'displaced', 'people', 'on', 'wednesday', 'smashing', 'makeshift', 'homes', 'with', 'their', 'trucks', 'a', 'un', 'spokesman', 'and', 'amnesty', 'international', 'said']\n",
      "Removed Stopwords: ['police', 'attack', 'darfur', 'refugee', 'camp', 'police', 'drove', 'darfur', 'camp', 'displaced', 'people', 'wednesday', 'smashing', 'makeshift', 'homes', 'trucks', 'un', 'spokesman', 'amnesty', 'international', 'said']\n",
      "Stemmed Tokens: ['polic', 'attack', 'darfur', 'refuge', 'camp', 'polic', 'drove', 'darfur', 'camp', 'displac', 'peopl', 'wednesday', 'smash', 'makeshift', 'home', 'truck', 'un', 'spokesman', 'amnesti', 'intern', 'said']\n",
      "Final Preprocessed Text: polic attack darfur refuge camp polic drove darfur camp displac peopl wednesday smash makeshift home truck un spokesman amnesti intern said\n",
      "\n",
      "Original Text: In Video Message, Bin Laden Issues Warning to U.S. Osama bin Laden said that the best way for the U.S. to avoid a repeat of 9/11 was to stop threatening Muslims' security.\n",
      "Lowercased Text: in video message, bin laden issues warning to u.s. osama bin laden said that the best way for the u.s. to avoid a repeat of 9/11 was to stop threatening muslims' security.\n",
      "Removed URLs: in video message, bin laden issues warning to u.s. osama bin laden said that the best way for the u.s. to avoid a repeat of 9/11 was to stop threatening muslims' security.\n",
      "Removed HTML Tags: in video message, bin laden issues warning to u.s. osama bin laden said that the best way for the u.s. to avoid a repeat of 9/11 was to stop threatening muslims' security.\n",
      "Removed Special Characters: in video message bin laden issues warning to us osama bin laden said that the best way for the us to avoid a repeat of  was to stop threatening muslims security\n",
      "Tokens: ['in', 'video', 'message', 'bin', 'laden', 'issues', 'warning', 'to', 'us', 'osama', 'bin', 'laden', 'said', 'that', 'the', 'best', 'way', 'for', 'the', 'us', 'to', 'avoid', 'a', 'repeat', 'of', 'was', 'to', 'stop', 'threatening', 'muslims', 'security']\n",
      "Removed Stopwords: ['video', 'message', 'bin', 'laden', 'issues', 'warning', 'us', 'osama', 'bin', 'laden', 'said', 'best', 'way', 'us', 'avoid', 'repeat', 'stop', 'threatening', 'muslims', 'security']\n",
      "Stemmed Tokens: ['video', 'messag', 'bin', 'laden', 'issu', 'warn', 'us', 'osama', 'bin', 'laden', 'said', 'best', 'way', 'us', 'avoid', 'repeat', 'stop', 'threaten', 'muslim', 'secur']\n",
      "Final Preprocessed Text: video messag bin laden issu warn us osama bin laden said best way us avoid repeat stop threaten muslim secur\n",
      "\n",
      "Original Text: Japan Scrambles After Report Asian Body Found in Iraq  TOKYO (Reuters) - Japan scrambled on Friday to check a  report that an Asian body had been found in Iraq after a  deadline expired for the beheading of a Japanese man whose  captors had demanded that Tokyo withdraw its troops.\n",
      "Lowercased Text: japan scrambles after report asian body found in iraq  tokyo (reuters) - japan scrambled on friday to check a  report that an asian body had been found in iraq after a  deadline expired for the beheading of a japanese man whose  captors had demanded that tokyo withdraw its troops.\n",
      "Removed URLs: japan scrambles after report asian body found in iraq  tokyo (reuters) - japan scrambled on friday to check a  report that an asian body had been found in iraq after a  deadline expired for the beheading of a japanese man whose  captors had demanded that tokyo withdraw its troops.\n",
      "Removed HTML Tags: japan scrambles after report asian body found in iraq  tokyo (reuters) - japan scrambled on friday to check a  report that an asian body had been found in iraq after a  deadline expired for the beheading of a japanese man whose  captors had demanded that tokyo withdraw its troops.\n",
      "Removed Special Characters: japan scrambles after report asian body found in iraq  tokyo reuters  japan scrambled on friday to check a  report that an asian body had been found in iraq after a  deadline expired for the beheading of a japanese man whose  captors had demanded that tokyo withdraw its troops\n",
      "Tokens: ['japan', 'scrambles', 'after', 'report', 'asian', 'body', 'found', 'in', 'iraq', 'tokyo', 'reuters', 'japan', 'scrambled', 'on', 'friday', 'to', 'check', 'a', 'report', 'that', 'an', 'asian', 'body', 'had', 'been', 'found', 'in', 'iraq', 'after', 'a', 'deadline', 'expired', 'for', 'the', 'beheading', 'of', 'a', 'japanese', 'man', 'whose', 'captors', 'had', 'demanded', 'that', 'tokyo', 'withdraw', 'its', 'troops']\n",
      "Removed Stopwords: ['japan', 'scrambles', 'report', 'asian', 'body', 'found', 'iraq', 'tokyo', 'reuters', 'japan', 'scrambled', 'friday', 'check', 'report', 'asian', 'body', 'found', 'iraq', 'deadline', 'expired', 'beheading', 'japanese', 'man', 'whose', 'captors', 'demanded', 'tokyo', 'withdraw', 'troops']\n",
      "Stemmed Tokens: ['japan', 'scrambl', 'report', 'asian', 'bodi', 'found', 'iraq', 'tokyo', 'reuter', 'japan', 'scrambl', 'friday', 'check', 'report', 'asian', 'bodi', 'found', 'iraq', 'deadlin', 'expir', 'behead', 'japanes', 'man', 'whose', 'captor', 'demand', 'tokyo', 'withdraw', 'troop']\n",
      "Final Preprocessed Text: japan scrambl report asian bodi found iraq tokyo reuter japan scrambl friday check report asian bodi found iraq deadlin expir behead japanes man whose captor demand tokyo withdraw troop\n",
      "\n",
      "Original Text: Briton Jailed for Arms Dealings  HARARE, Zimbabwe, Sept. 10 -- A Zimbabwean court jailed a former British special services officer for seven years Friday in a case prosecutors linked to a foiled coup attempt in the oil-rich country of Equatorial Guinea.\n",
      "Lowercased Text: briton jailed for arms dealings  harare, zimbabwe, sept. 10 -- a zimbabwean court jailed a former british special services officer for seven years friday in a case prosecutors linked to a foiled coup attempt in the oil-rich country of equatorial guinea.\n",
      "Removed URLs: briton jailed for arms dealings  harare, zimbabwe, sept. 10 -- a zimbabwean court jailed a former british special services officer for seven years friday in a case prosecutors linked to a foiled coup attempt in the oil-rich country of equatorial guinea.\n",
      "Removed HTML Tags: briton jailed for arms dealings  harare, zimbabwe, sept. 10 -- a zimbabwean court jailed a former british special services officer for seven years friday in a case prosecutors linked to a foiled coup attempt in the oil-rich country of equatorial guinea.\n",
      "Removed Special Characters: briton jailed for arms dealings  harare zimbabwe sept   a zimbabwean court jailed a former british special services officer for seven years friday in a case prosecutors linked to a foiled coup attempt in the oilrich country of equatorial guinea\n",
      "Tokens: ['briton', 'jailed', 'for', 'arms', 'dealings', 'harare', 'zimbabwe', 'sept', 'a', 'zimbabwean', 'court', 'jailed', 'a', 'former', 'british', 'special', 'services', 'officer', 'for', 'seven', 'years', 'friday', 'in', 'a', 'case', 'prosecutors', 'linked', 'to', 'a', 'foiled', 'coup', 'attempt', 'in', 'the', 'oilrich', 'country', 'of', 'equatorial', 'guinea']\n",
      "Removed Stopwords: ['briton', 'jailed', 'arms', 'dealings', 'harare', 'zimbabwe', 'sept', 'zimbabwean', 'court', 'jailed', 'former', 'british', 'special', 'services', 'officer', 'seven', 'years', 'friday', 'case', 'prosecutors', 'linked', 'foiled', 'coup', 'attempt', 'oilrich', 'country', 'equatorial', 'guinea']\n",
      "Stemmed Tokens: ['briton', 'jail', 'arm', 'deal', 'harar', 'zimbabw', 'sept', 'zimbabwean', 'court', 'jail', 'former', 'british', 'special', 'servic', 'offic', 'seven', 'year', 'friday', 'case', 'prosecutor', 'link', 'foil', 'coup', 'attempt', 'oilrich', 'countri', 'equatori', 'guinea']\n",
      "Final Preprocessed Text: briton jail arm deal harar zimbabw sept zimbabwean court jail former british special servic offic seven year friday case prosecutor link foil coup attempt oilrich countri equatori guinea\n",
      "\n",
      "Original Text: U.K. Family Pleads for Hostage's Release (AP) AP - The government on Friday identified the British engineer who was kidnapped in Baghdad with two American colleagues, and the victim's family urged his captors to free him.\n",
      "Lowercased Text: u.k. family pleads for hostage's release (ap) ap - the government on friday identified the british engineer who was kidnapped in baghdad with two american colleagues, and the victim's family urged his captors to free him.\n",
      "Removed URLs: u.k. family pleads for hostage's release (ap) ap - the government on friday identified the british engineer who was kidnapped in baghdad with two american colleagues, and the victim's family urged his captors to free him.\n",
      "Removed HTML Tags: u.k. family pleads for hostage's release (ap) ap - the government on friday identified the british engineer who was kidnapped in baghdad with two american colleagues, and the victim's family urged his captors to free him.\n",
      "Removed Special Characters: uk family pleads for hostages release ap ap  the government on friday identified the british engineer who was kidnapped in baghdad with two american colleagues and the victims family urged his captors to free him\n",
      "Tokens: ['uk', 'family', 'pleads', 'for', 'hostages', 'release', 'ap', 'ap', 'the', 'government', 'on', 'friday', 'identified', 'the', 'british', 'engineer', 'who', 'was', 'kidnapped', 'in', 'baghdad', 'with', 'two', 'american', 'colleagues', 'and', 'the', 'victims', 'family', 'urged', 'his', 'captors', 'to', 'free', 'him']\n",
      "Removed Stopwords: ['uk', 'family', 'pleads', 'hostages', 'release', 'ap', 'ap', 'government', 'friday', 'identified', 'british', 'engineer', 'kidnapped', 'baghdad', 'two', 'american', 'colleagues', 'victims', 'family', 'urged', 'captors', 'free']\n",
      "Stemmed Tokens: ['uk', 'famili', 'plead', 'hostag', 'releas', 'ap', 'ap', 'govern', 'friday', 'identifi', 'british', 'engin', 'kidnap', 'baghdad', 'two', 'american', 'colleagu', 'victim', 'famili', 'urg', 'captor', 'free']\n",
      "Final Preprocessed Text: uk famili plead hostag releas ap ap govern friday identifi british engin kidnap baghdad two american colleagu victim famili urg captor free\n",
      "\n",
      "Original Text: Arafat: Doctors to Carry Out New Tests Having ruled out leukaemia, French doctors were trying for a third day to determine what was causing the dramatic deterioration in Palestinian leader Yasser Arafats health.\n",
      "Lowercased Text: arafat: doctors to carry out new tests having ruled out leukaemia, french doctors were trying for a third day to determine what was causing the dramatic deterioration in palestinian leader yasser arafats health.\n",
      "Removed URLs: arafat: doctors to carry out new tests having ruled out leukaemia, french doctors were trying for a third day to determine what was causing the dramatic deterioration in palestinian leader yasser arafats health.\n",
      "Removed HTML Tags: arafat: doctors to carry out new tests having ruled out leukaemia, french doctors were trying for a third day to determine what was causing the dramatic deterioration in palestinian leader yasser arafats health.\n",
      "Removed Special Characters: arafat doctors to carry out new tests having ruled out leukaemia french doctors were trying for a third day to determine what was causing the dramatic deterioration in palestinian leader yasser arafats health\n",
      "Tokens: ['arafat', 'doctors', 'to', 'carry', 'out', 'new', 'tests', 'having', 'ruled', 'out', 'leukaemia', 'french', 'doctors', 'were', 'trying', 'for', 'a', 'third', 'day', 'to', 'determine', 'what', 'was', 'causing', 'the', 'dramatic', 'deterioration', 'in', 'palestinian', 'leader', 'yasser', 'arafats', 'health']\n",
      "Removed Stopwords: ['arafat', 'doctors', 'carry', 'new', 'tests', 'ruled', 'leukaemia', 'french', 'doctors', 'trying', 'third', 'day', 'determine', 'causing', 'dramatic', 'deterioration', 'palestinian', 'leader', 'yasser', 'arafats', 'health']\n",
      "Stemmed Tokens: ['arafat', 'doctor', 'carri', 'new', 'test', 'rule', 'leukaemia', 'french', 'doctor', 'tri', 'third', 'day', 'determin', 'caus', 'dramat', 'deterior', 'palestinian', 'leader', 'yasser', 'arafat', 'health']\n",
      "Final Preprocessed Text: arafat doctor carri new test rule leukaemia french doctor tri third day determin caus dramat deterior palestinian leader yasser arafat health\n",
      "\n",
      "Original Text: Journalists journey into the center of the storm NAJAF, Iraq  What we were about to do was more than risky. It was foolish. Thursday, several journalists began organizing a delegation to enter the Imam Ali shrine in ...\n",
      "Lowercased Text: journalists journey into the center of the storm najaf, iraq  what we were about to do was more than risky. it was foolish. thursday, several journalists began organizing a delegation to enter the imam ali shrine in ...\n",
      "Removed URLs: journalists journey into the center of the storm najaf, iraq  what we were about to do was more than risky. it was foolish. thursday, several journalists began organizing a delegation to enter the imam ali shrine in ...\n",
      "Removed HTML Tags: journalists journey into the center of the storm najaf, iraq  what we were about to do was more than risky. it was foolish. thursday, several journalists began organizing a delegation to enter the imam ali shrine in ...\n",
      "Removed Special Characters: journalists journey into the center of the storm najaf iraq  what we were about to do was more than risky it was foolish thursday several journalists began organizing a delegation to enter the imam ali shrine in \n",
      "Tokens: ['journalists', 'journey', 'into', 'the', 'center', 'of', 'the', 'storm', 'najaf', 'iraq', 'what', 'we', 'were', 'about', 'to', 'do', 'was', 'more', 'than', 'risky', 'it', 'was', 'foolish', 'thursday', 'several', 'journalists', 'began', 'organizing', 'a', 'delegation', 'to', 'enter', 'the', 'imam', 'ali', 'shrine', 'in']\n",
      "Removed Stopwords: ['journalists', 'journey', 'center', 'storm', 'najaf', 'iraq', 'risky', 'foolish', 'thursday', 'several', 'journalists', 'began', 'organizing', 'delegation', 'enter', 'imam', 'ali', 'shrine']\n",
      "Stemmed Tokens: ['journalist', 'journey', 'center', 'storm', 'najaf', 'iraq', 'riski', 'foolish', 'thursday', 'sever', 'journalist', 'began', 'organ', 'deleg', 'enter', 'imam', 'ali', 'shrine']\n",
      "Final Preprocessed Text: journalist journey center storm najaf iraq riski foolish thursday sever journalist began organ deleg enter imam ali shrine\n",
      "\n",
      "Original Text: Security Measures Failed to Spot Protesters A multi-million pound security operation today failed to prevent dramatic protests marring Tony Blairs Labour conference speech.\n",
      "Lowercased Text: security measures failed to spot protesters a multi-million pound security operation today failed to prevent dramatic protests marring tony blairs labour conference speech.\n",
      "Removed URLs: security measures failed to spot protesters a multi-million pound security operation today failed to prevent dramatic protests marring tony blairs labour conference speech.\n",
      "Removed HTML Tags: security measures failed to spot protesters a multi-million pound security operation today failed to prevent dramatic protests marring tony blairs labour conference speech.\n",
      "Removed Special Characters: security measures failed to spot protesters a multimillion pound security operation today failed to prevent dramatic protests marring tony blairs labour conference speech\n",
      "Tokens: ['security', 'measures', 'failed', 'to', 'spot', 'protesters', 'a', 'multimillion', 'pound', 'security', 'operation', 'today', 'failed', 'to', 'prevent', 'dramatic', 'protests', 'marring', 'tony', 'blairs', 'labour', 'conference', 'speech']\n",
      "Removed Stopwords: ['security', 'measures', 'failed', 'spot', 'protesters', 'multimillion', 'pound', 'security', 'operation', 'today', 'failed', 'prevent', 'dramatic', 'protests', 'marring', 'tony', 'blairs', 'labour', 'conference', 'speech']\n",
      "Stemmed Tokens: ['secur', 'measur', 'fail', 'spot', 'protest', 'multimillion', 'pound', 'secur', 'oper', 'today', 'fail', 'prevent', 'dramat', 'protest', 'mar', 'toni', 'blair', 'labour', 'confer', 'speech']\n",
      "Final Preprocessed Text: secur measur fail spot protest multimillion pound secur oper today fail prevent dramat protest mar toni blair labour confer speech\n",
      "\n",
      "Original Text: Ransom may save Bigleys life- Report A Kuwaiti newspaper reported that a new group is trying to secure Bigleys release, which could include the possibility of a ransom.\n",
      "Lowercased Text: ransom may save bigleys life- report a kuwaiti newspaper reported that a new group is trying to secure bigleys release, which could include the possibility of a ransom.\n",
      "Removed URLs: ransom may save bigleys life- report a kuwaiti newspaper reported that a new group is trying to secure bigleys release, which could include the possibility of a ransom.\n",
      "Removed HTML Tags: ransom may save bigleys life- report a kuwaiti newspaper reported that a new group is trying to secure bigleys release, which could include the possibility of a ransom.\n",
      "Removed Special Characters: ransom may save bigleys life report a kuwaiti newspaper reported that a new group is trying to secure bigleys release which could include the possibility of a ransom\n",
      "Tokens: ['ransom', 'may', 'save', 'bigleys', 'life', 'report', 'a', 'kuwaiti', 'newspaper', 'reported', 'that', 'a', 'new', 'group', 'is', 'trying', 'to', 'secure', 'bigleys', 'release', 'which', 'could', 'include', 'the', 'possibility', 'of', 'a', 'ransom']\n",
      "Removed Stopwords: ['ransom', 'may', 'save', 'bigleys', 'life', 'report', 'kuwaiti', 'newspaper', 'reported', 'new', 'group', 'trying', 'secure', 'bigleys', 'release', 'could', 'include', 'possibility', 'ransom']\n",
      "Stemmed Tokens: ['ransom', 'may', 'save', 'bigley', 'life', 'report', 'kuwaiti', 'newspap', 'report', 'new', 'group', 'tri', 'secur', 'bigley', 'releas', 'could', 'includ', 'possibl', 'ransom']\n",
      "Final Preprocessed Text: ransom may save bigley life report kuwaiti newspap report new group tri secur bigley releas could includ possibl ransom\n",
      "\n",
      "Original Text: Howard meets Aboriginal star Aboriginal sports star Michael Long highlights discrimination and poverty during talks with Australia's PM John Howard.\n",
      "Lowercased Text: howard meets aboriginal star aboriginal sports star michael long highlights discrimination and poverty during talks with australia's pm john howard.\n",
      "Removed URLs: howard meets aboriginal star aboriginal sports star michael long highlights discrimination and poverty during talks with australia's pm john howard.\n",
      "Removed HTML Tags: howard meets aboriginal star aboriginal sports star michael long highlights discrimination and poverty during talks with australia's pm john howard.\n",
      "Removed Special Characters: howard meets aboriginal star aboriginal sports star michael long highlights discrimination and poverty during talks with australias pm john howard\n",
      "Tokens: ['howard', 'meets', 'aboriginal', 'star', 'aboriginal', 'sports', 'star', 'michael', 'long', 'highlights', 'discrimination', 'and', 'poverty', 'during', 'talks', 'with', 'australias', 'pm', 'john', 'howard']\n",
      "Removed Stopwords: ['howard', 'meets', 'aboriginal', 'star', 'aboriginal', 'sports', 'star', 'michael', 'long', 'highlights', 'discrimination', 'poverty', 'talks', 'australias', 'pm', 'john', 'howard']\n",
      "Stemmed Tokens: ['howard', 'meet', 'aborigin', 'star', 'aborigin', 'sport', 'star', 'michael', 'long', 'highlight', 'discrimin', 'poverti', 'talk', 'australia', 'pm', 'john', 'howard']\n",
      "Final Preprocessed Text: howard meet aborigin star aborigin sport star michael long highlight discrimin poverti talk australia pm john howard\n",
      "\n",
      "Original Text: Iraq Cleric Agrees End Uprising, Fighting Continues  NAJAF, Iraq (Reuters) - A radical Iraqi cleric leading a  Shi'ite uprising agreed Wednesday to disarm his militia and  leave one of the country's holiest Islamic shrines after  warnings of an onslaught by government forces.\n",
      "Lowercased Text: iraq cleric agrees end uprising, fighting continues  najaf, iraq (reuters) - a radical iraqi cleric leading a  shi'ite uprising agreed wednesday to disarm his militia and  leave one of the country's holiest islamic shrines after  warnings of an onslaught by government forces.\n",
      "Removed URLs: iraq cleric agrees end uprising, fighting continues  najaf, iraq (reuters) - a radical iraqi cleric leading a  shi'ite uprising agreed wednesday to disarm his militia and  leave one of the country's holiest islamic shrines after  warnings of an onslaught by government forces.\n",
      "Removed HTML Tags: iraq cleric agrees end uprising, fighting continues  najaf, iraq (reuters) - a radical iraqi cleric leading a  shi'ite uprising agreed wednesday to disarm his militia and  leave one of the country's holiest islamic shrines after  warnings of an onslaught by government forces.\n",
      "Removed Special Characters: iraq cleric agrees end uprising fighting continues  najaf iraq reuters  a radical iraqi cleric leading a  shiite uprising agreed wednesday to disarm his militia and  leave one of the countrys holiest islamic shrines after  warnings of an onslaught by government forces\n",
      "Tokens: ['iraq', 'cleric', 'agrees', 'end', 'uprising', 'fighting', 'continues', 'najaf', 'iraq', 'reuters', 'a', 'radical', 'iraqi', 'cleric', 'leading', 'a', 'shiite', 'uprising', 'agreed', 'wednesday', 'to', 'disarm', 'his', 'militia', 'and', 'leave', 'one', 'of', 'the', 'countrys', 'holiest', 'islamic', 'shrines', 'after', 'warnings', 'of', 'an', 'onslaught', 'by', 'government', 'forces']\n",
      "Removed Stopwords: ['iraq', 'cleric', 'agrees', 'end', 'uprising', 'fighting', 'continues', 'najaf', 'iraq', 'reuters', 'radical', 'iraqi', 'cleric', 'leading', 'shiite', 'uprising', 'agreed', 'wednesday', 'disarm', 'militia', 'leave', 'one', 'countrys', 'holiest', 'islamic', 'shrines', 'warnings', 'onslaught', 'government', 'forces']\n",
      "Stemmed Tokens: ['iraq', 'cleric', 'agre', 'end', 'upris', 'fight', 'continu', 'najaf', 'iraq', 'reuter', 'radic', 'iraqi', 'cleric', 'lead', 'shiit', 'upris', 'agre', 'wednesday', 'disarm', 'militia', 'leav', 'one', 'countri', 'holiest', 'islam', 'shrine', 'warn', 'onslaught', 'govern', 'forc']\n",
      "Final Preprocessed Text: iraq cleric agre end upris fight continu najaf iraq reuter radic iraqi cleric lead shiit upris agre wednesday disarm militia leav one countri holiest islam shrine warn onslaught govern forc\n",
      "\n",
      "Original Text: Powerful Typhoon Poised to Strike Southern Japan A powerful typhoon loomed off southwestern Japan Sunday, threatening large areas of the country with fierce wind and rain. The storm, which is expected to hit Kyushu island early on Monday \n",
      "Lowercased Text: powerful typhoon poised to strike southern japan a powerful typhoon loomed off southwestern japan sunday, threatening large areas of the country with fierce wind and rain. the storm, which is expected to hit kyushu island early on monday \n",
      "Removed URLs: powerful typhoon poised to strike southern japan a powerful typhoon loomed off southwestern japan sunday, threatening large areas of the country with fierce wind and rain. the storm, which is expected to hit kyushu island early on monday \n",
      "Removed HTML Tags: powerful typhoon poised to strike southern japan a powerful typhoon loomed off southwestern japan sunday, threatening large areas of the country with fierce wind and rain. the storm, which is expected to hit kyushu island early on monday \n",
      "Removed Special Characters: powerful typhoon poised to strike southern japan a powerful typhoon loomed off southwestern japan sunday threatening large areas of the country with fierce wind and rain the storm which is expected to hit kyushu island early on monday \n",
      "Tokens: ['powerful', 'typhoon', 'poised', 'to', 'strike', 'southern', 'japan', 'a', 'powerful', 'typhoon', 'loomed', 'off', 'southwestern', 'japan', 'sunday', 'threatening', 'large', 'areas', 'of', 'the', 'country', 'with', 'fierce', 'wind', 'and', 'rain', 'the', 'storm', 'which', 'is', 'expected', 'to', 'hit', 'kyushu', 'island', 'early', 'on', 'monday']\n",
      "Removed Stopwords: ['powerful', 'typhoon', 'poised', 'strike', 'southern', 'japan', 'powerful', 'typhoon', 'loomed', 'southwestern', 'japan', 'sunday', 'threatening', 'large', 'areas', 'country', 'fierce', 'wind', 'rain', 'storm', 'expected', 'hit', 'kyushu', 'island', 'early', 'monday']\n",
      "Stemmed Tokens: ['power', 'typhoon', 'pois', 'strike', 'southern', 'japan', 'power', 'typhoon', 'loom', 'southwestern', 'japan', 'sunday', 'threaten', 'larg', 'area', 'countri', 'fierc', 'wind', 'rain', 'storm', 'expect', 'hit', 'kyushu', 'island', 'earli', 'monday']\n",
      "Final Preprocessed Text: power typhoon pois strike southern japan power typhoon loom southwestern japan sunday threaten larg area countri fierc wind rain storm expect hit kyushu island earli monday\n",
      "\n",
      "Original Text: Gore and Kerry Unite in Search for Black Votes As polls suggest gains for President Bush among black voters, Democrats are trying to solidify their bloc.\n",
      "Lowercased Text: gore and kerry unite in search for black votes as polls suggest gains for president bush among black voters, democrats are trying to solidify their bloc.\n",
      "Removed URLs: gore and kerry unite in search for black votes as polls suggest gains for president bush among black voters, democrats are trying to solidify their bloc.\n",
      "Removed HTML Tags: gore and kerry unite in search for black votes as polls suggest gains for president bush among black voters, democrats are trying to solidify their bloc.\n",
      "Removed Special Characters: gore and kerry unite in search for black votes as polls suggest gains for president bush among black voters democrats are trying to solidify their bloc\n",
      "Tokens: ['gore', 'and', 'kerry', 'unite', 'in', 'search', 'for', 'black', 'votes', 'as', 'polls', 'suggest', 'gains', 'for', 'president', 'bush', 'among', 'black', 'voters', 'democrats', 'are', 'trying', 'to', 'solidify', 'their', 'bloc']\n",
      "Removed Stopwords: ['gore', 'kerry', 'unite', 'search', 'black', 'votes', 'polls', 'suggest', 'gains', 'president', 'bush', 'among', 'black', 'voters', 'democrats', 'trying', 'solidify', 'bloc']\n",
      "Stemmed Tokens: ['gore', 'kerri', 'unit', 'search', 'black', 'vote', 'poll', 'suggest', 'gain', 'presid', 'bush', 'among', 'black', 'voter', 'democrat', 'tri', 'solidifi', 'bloc']\n",
      "Final Preprocessed Text: gore kerri unit search black vote poll suggest gain presid bush among black voter democrat tri solidifi bloc\n",
      "\n",
      "Original Text: Sudan slams Powell's 'genocide' declaration ABUJA -- The US declaration that Sudanese government-allied militiamen have committed genocide in the Darfur region is a ''big mistake quot; that could hinder peace talks and undermine the role of African states mediating the 19-month conflict, Sudanese government officials said yesterday. The announcement by Secretary of State Colin L. Powell Thursday that the killing, raping, and displacement of black Africans ...\n",
      "Lowercased Text: sudan slams powell's 'genocide' declaration abuja -- the us declaration that sudanese government-allied militiamen have committed genocide in the darfur region is a ''big mistake quot; that could hinder peace talks and undermine the role of african states mediating the 19-month conflict, sudanese government officials said yesterday. the announcement by secretary of state colin l. powell thursday that the killing, raping, and displacement of black africans ...\n",
      "Removed URLs: sudan slams powell's 'genocide' declaration abuja -- the us declaration that sudanese government-allied militiamen have committed genocide in the darfur region is a ''big mistake quot; that could hinder peace talks and undermine the role of african states mediating the 19-month conflict, sudanese government officials said yesterday. the announcement by secretary of state colin l. powell thursday that the killing, raping, and displacement of black africans ...\n",
      "Removed HTML Tags: sudan slams powell's 'genocide' declaration abuja -- the us declaration that sudanese government-allied militiamen have committed genocide in the darfur region is a ''big mistake quot; that could hinder peace talks and undermine the role of african states mediating the 19-month conflict, sudanese government officials said yesterday. the announcement by secretary of state colin l. powell thursday that the killing, raping, and displacement of black africans ...\n",
      "Removed Special Characters: sudan slams powells genocide declaration abuja  the us declaration that sudanese governmentallied militiamen have committed genocide in the darfur region is a big mistake quot that could hinder peace talks and undermine the role of african states mediating the month conflict sudanese government officials said yesterday the announcement by secretary of state colin l powell thursday that the killing raping and displacement of black africans \n",
      "Tokens: ['sudan', 'slams', 'powells', 'genocide', 'declaration', 'abuja', 'the', 'us', 'declaration', 'that', 'sudanese', 'governmentallied', 'militiamen', 'have', 'committed', 'genocide', 'in', 'the', 'darfur', 'region', 'is', 'a', 'big', 'mistake', 'quot', 'that', 'could', 'hinder', 'peace', 'talks', 'and', 'undermine', 'the', 'role', 'of', 'african', 'states', 'mediating', 'the', 'month', 'conflict', 'sudanese', 'government', 'officials', 'said', 'yesterday', 'the', 'announcement', 'by', 'secretary', 'of', 'state', 'colin', 'l', 'powell', 'thursday', 'that', 'the', 'killing', 'raping', 'and', 'displacement', 'of', 'black', 'africans']\n",
      "Removed Stopwords: ['sudan', 'slams', 'powells', 'genocide', 'declaration', 'abuja', 'us', 'declaration', 'sudanese', 'governmentallied', 'militiamen', 'committed', 'genocide', 'darfur', 'region', 'big', 'mistake', 'quot', 'could', 'hinder', 'peace', 'talks', 'undermine', 'role', 'african', 'states', 'mediating', 'month', 'conflict', 'sudanese', 'government', 'officials', 'said', 'yesterday', 'announcement', 'secretary', 'state', 'colin', 'l', 'powell', 'thursday', 'killing', 'raping', 'displacement', 'black', 'africans']\n",
      "Stemmed Tokens: ['sudan', 'slam', 'powel', 'genocid', 'declar', 'abuja', 'us', 'declar', 'sudanes', 'government', 'militiamen', 'commit', 'genocid', 'darfur', 'region', 'big', 'mistak', 'quot', 'could', 'hinder', 'peac', 'talk', 'undermin', 'role', 'african', 'state', 'mediat', 'month', 'conflict', 'sudanes', 'govern', 'offici', 'said', 'yesterday', 'announc', 'secretari', 'state', 'colin', 'l', 'powel', 'thursday', 'kill', 'rape', 'displac', 'black', 'african']\n",
      "Final Preprocessed Text: sudan slam powel genocid declar abuja us declar sudanes government militiamen commit genocid darfur region big mistak quot could hinder peac talk undermin role african state mediat month conflict sudanes govern offici said yesterday announc secretari state colin l powel thursday kill rape displac black african\n",
      "\n",
      "Original Text: World Bank in Caribbean to Assess Damage from Ivan The president of the World Bank says his staff is in the Caribbean to assess the damage caused there by Hurricane Ivan, and to ensure that the international financial community provides swift and coordinated relief.\n",
      "Lowercased Text: world bank in caribbean to assess damage from ivan the president of the world bank says his staff is in the caribbean to assess the damage caused there by hurricane ivan, and to ensure that the international financial community provides swift and coordinated relief.\n",
      "Removed URLs: world bank in caribbean to assess damage from ivan the president of the world bank says his staff is in the caribbean to assess the damage caused there by hurricane ivan, and to ensure that the international financial community provides swift and coordinated relief.\n",
      "Removed HTML Tags: world bank in caribbean to assess damage from ivan the president of the world bank says his staff is in the caribbean to assess the damage caused there by hurricane ivan, and to ensure that the international financial community provides swift and coordinated relief.\n",
      "Removed Special Characters: world bank in caribbean to assess damage from ivan the president of the world bank says his staff is in the caribbean to assess the damage caused there by hurricane ivan and to ensure that the international financial community provides swift and coordinated relief\n",
      "Tokens: ['world', 'bank', 'in', 'caribbean', 'to', 'assess', 'damage', 'from', 'ivan', 'the', 'president', 'of', 'the', 'world', 'bank', 'says', 'his', 'staff', 'is', 'in', 'the', 'caribbean', 'to', 'assess', 'the', 'damage', 'caused', 'there', 'by', 'hurricane', 'ivan', 'and', 'to', 'ensure', 'that', 'the', 'international', 'financial', 'community', 'provides', 'swift', 'and', 'coordinated', 'relief']\n",
      "Removed Stopwords: ['world', 'bank', 'caribbean', 'assess', 'damage', 'ivan', 'president', 'world', 'bank', 'says', 'staff', 'caribbean', 'assess', 'damage', 'caused', 'hurricane', 'ivan', 'ensure', 'international', 'financial', 'community', 'provides', 'swift', 'coordinated', 'relief']\n",
      "Stemmed Tokens: ['world', 'bank', 'caribbean', 'assess', 'damag', 'ivan', 'presid', 'world', 'bank', 'say', 'staff', 'caribbean', 'assess', 'damag', 'caus', 'hurrican', 'ivan', 'ensur', 'intern', 'financi', 'commun', 'provid', 'swift', 'coordin', 'relief']\n",
      "Final Preprocessed Text: world bank caribbean assess damag ivan presid world bank say staff caribbean assess damag caus hurrican ivan ensur intern financi commun provid swift coordin relief\n",
      "\n",
      "Original Text: Iraq Bombings Kill 35 Youths, Hurt Scores (AP) AP - A string of bombs killed 35 children and wounded scores of others as U.S. troops handed out candy Thursday at a government-sponsored celebration to inaugurate a sewage plant. It was the largest death toll of children in any insurgent attack since the start of the Iraq conflict.\n",
      "Lowercased Text: iraq bombings kill 35 youths, hurt scores (ap) ap - a string of bombs killed 35 children and wounded scores of others as u.s. troops handed out candy thursday at a government-sponsored celebration to inaugurate a sewage plant. it was the largest death toll of children in any insurgent attack since the start of the iraq conflict.\n",
      "Removed URLs: iraq bombings kill 35 youths, hurt scores (ap) ap - a string of bombs killed 35 children and wounded scores of others as u.s. troops handed out candy thursday at a government-sponsored celebration to inaugurate a sewage plant. it was the largest death toll of children in any insurgent attack since the start of the iraq conflict.\n",
      "Removed HTML Tags: iraq bombings kill 35 youths, hurt scores (ap) ap - a string of bombs killed 35 children and wounded scores of others as u.s. troops handed out candy thursday at a government-sponsored celebration to inaugurate a sewage plant. it was the largest death toll of children in any insurgent attack since the start of the iraq conflict.\n",
      "Removed Special Characters: iraq bombings kill  youths hurt scores ap ap  a string of bombs killed  children and wounded scores of others as us troops handed out candy thursday at a governmentsponsored celebration to inaugurate a sewage plant it was the largest death toll of children in any insurgent attack since the start of the iraq conflict\n",
      "Tokens: ['iraq', 'bombings', 'kill', 'youths', 'hurt', 'scores', 'ap', 'ap', 'a', 'string', 'of', 'bombs', 'killed', 'children', 'and', 'wounded', 'scores', 'of', 'others', 'as', 'us', 'troops', 'handed', 'out', 'candy', 'thursday', 'at', 'a', 'governmentsponsored', 'celebration', 'to', 'inaugurate', 'a', 'sewage', 'plant', 'it', 'was', 'the', 'largest', 'death', 'toll', 'of', 'children', 'in', 'any', 'insurgent', 'attack', 'since', 'the', 'start', 'of', 'the', 'iraq', 'conflict']\n",
      "Removed Stopwords: ['iraq', 'bombings', 'kill', 'youths', 'hurt', 'scores', 'ap', 'ap', 'string', 'bombs', 'killed', 'children', 'wounded', 'scores', 'others', 'us', 'troops', 'handed', 'candy', 'thursday', 'governmentsponsored', 'celebration', 'inaugurate', 'sewage', 'plant', 'largest', 'death', 'toll', 'children', 'insurgent', 'attack', 'since', 'start', 'iraq', 'conflict']\n",
      "Stemmed Tokens: ['iraq', 'bomb', 'kill', 'youth', 'hurt', 'score', 'ap', 'ap', 'string', 'bomb', 'kill', 'children', 'wound', 'score', 'other', 'us', 'troop', 'hand', 'candi', 'thursday', 'governmentsponsor', 'celebr', 'inaugur', 'sewag', 'plant', 'largest', 'death', 'toll', 'children', 'insurg', 'attack', 'sinc', 'start', 'iraq', 'conflict']\n",
      "Final Preprocessed Text: iraq bomb kill youth hurt score ap ap string bomb kill children wound score other us troop hand candi thursday governmentsponsor celebr inaugur sewag plant largest death toll children insurg attack sinc start iraq conflict\n",
      "\n",
      "Original Text: Mid-East summit agreed as peace efforts pay off THE depth and scale of the covert diplomatic manoeuvring to resolve the Israeli-Palestinian conflict was dramatically illuminated yesterday when Egyptian government officials confirmed their involvement in talks leading up to a mid-year peace conference \n",
      "Lowercased Text: mid-east summit agreed as peace efforts pay off the depth and scale of the covert diplomatic manoeuvring to resolve the israeli-palestinian conflict was dramatically illuminated yesterday when egyptian government officials confirmed their involvement in talks leading up to a mid-year peace conference \n",
      "Removed URLs: mid-east summit agreed as peace efforts pay off the depth and scale of the covert diplomatic manoeuvring to resolve the israeli-palestinian conflict was dramatically illuminated yesterday when egyptian government officials confirmed their involvement in talks leading up to a mid-year peace conference \n",
      "Removed HTML Tags: mid-east summit agreed as peace efforts pay off the depth and scale of the covert diplomatic manoeuvring to resolve the israeli-palestinian conflict was dramatically illuminated yesterday when egyptian government officials confirmed their involvement in talks leading up to a mid-year peace conference \n",
      "Removed Special Characters: mideast summit agreed as peace efforts pay off the depth and scale of the covert diplomatic manoeuvring to resolve the israelipalestinian conflict was dramatically illuminated yesterday when egyptian government officials confirmed their involvement in talks leading up to a midyear peace conference \n",
      "Tokens: ['mideast', 'summit', 'agreed', 'as', 'peace', 'efforts', 'pay', 'off', 'the', 'depth', 'and', 'scale', 'of', 'the', 'covert', 'diplomatic', 'manoeuvring', 'to', 'resolve', 'the', 'israelipalestinian', 'conflict', 'was', 'dramatically', 'illuminated', 'yesterday', 'when', 'egyptian', 'government', 'officials', 'confirmed', 'their', 'involvement', 'in', 'talks', 'leading', 'up', 'to', 'a', 'midyear', 'peace', 'conference']\n",
      "Removed Stopwords: ['mideast', 'summit', 'agreed', 'peace', 'efforts', 'pay', 'depth', 'scale', 'covert', 'diplomatic', 'manoeuvring', 'resolve', 'israelipalestinian', 'conflict', 'dramatically', 'illuminated', 'yesterday', 'egyptian', 'government', 'officials', 'confirmed', 'involvement', 'talks', 'leading', 'midyear', 'peace', 'conference']\n",
      "Stemmed Tokens: ['mideast', 'summit', 'agre', 'peac', 'effort', 'pay', 'depth', 'scale', 'covert', 'diplomat', 'manoeuvr', 'resolv', 'israelipalestinian', 'conflict', 'dramat', 'illumin', 'yesterday', 'egyptian', 'govern', 'offici', 'confirm', 'involv', 'talk', 'lead', 'midyear', 'peac', 'confer']\n",
      "Final Preprocessed Text: mideast summit agre peac effort pay depth scale covert diplomat manoeuvr resolv israelipalestinian conflict dramat illumin yesterday egyptian govern offici confirm involv talk lead midyear peac confer\n",
      "\n",
      "Original Text: Chinese finance minister says nine per cent economic growth acceptable (Canadian Press) Canadian Press - BEIJING (AP) - China's finance minister says economic growth of nine per cent this year would be acceptable, state television reported this week in the first acknowledgment by a senior official that growth might exceed the government's target of seven per cent.\n",
      "Lowercased Text: chinese finance minister says nine per cent economic growth acceptable (canadian press) canadian press - beijing (ap) - china's finance minister says economic growth of nine per cent this year would be acceptable, state television reported this week in the first acknowledgment by a senior official that growth might exceed the government's target of seven per cent.\n",
      "Removed URLs: chinese finance minister says nine per cent economic growth acceptable (canadian press) canadian press - beijing (ap) - china's finance minister says economic growth of nine per cent this year would be acceptable, state television reported this week in the first acknowledgment by a senior official that growth might exceed the government's target of seven per cent.\n",
      "Removed HTML Tags: chinese finance minister says nine per cent economic growth acceptable (canadian press) canadian press - beijing (ap) - china's finance minister says economic growth of nine per cent this year would be acceptable, state television reported this week in the first acknowledgment by a senior official that growth might exceed the government's target of seven per cent.\n",
      "Removed Special Characters: chinese finance minister says nine per cent economic growth acceptable canadian press canadian press  beijing ap  chinas finance minister says economic growth of nine per cent this year would be acceptable state television reported this week in the first acknowledgment by a senior official that growth might exceed the governments target of seven per cent\n",
      "Tokens: ['chinese', 'finance', 'minister', 'says', 'nine', 'per', 'cent', 'economic', 'growth', 'acceptable', 'canadian', 'press', 'canadian', 'press', 'beijing', 'ap', 'chinas', 'finance', 'minister', 'says', 'economic', 'growth', 'of', 'nine', 'per', 'cent', 'this', 'year', 'would', 'be', 'acceptable', 'state', 'television', 'reported', 'this', 'week', 'in', 'the', 'first', 'acknowledgment', 'by', 'a', 'senior', 'official', 'that', 'growth', 'might', 'exceed', 'the', 'governments', 'target', 'of', 'seven', 'per', 'cent']\n",
      "Removed Stopwords: ['chinese', 'finance', 'minister', 'says', 'nine', 'per', 'cent', 'economic', 'growth', 'acceptable', 'canadian', 'press', 'canadian', 'press', 'beijing', 'ap', 'chinas', 'finance', 'minister', 'says', 'economic', 'growth', 'nine', 'per', 'cent', 'year', 'would', 'acceptable', 'state', 'television', 'reported', 'week', 'first', 'acknowledgment', 'senior', 'official', 'growth', 'might', 'exceed', 'governments', 'target', 'seven', 'per', 'cent']\n",
      "Stemmed Tokens: ['chines', 'financ', 'minist', 'say', 'nine', 'per', 'cent', 'econom', 'growth', 'accept', 'canadian', 'press', 'canadian', 'press', 'beij', 'ap', 'china', 'financ', 'minist', 'say', 'econom', 'growth', 'nine', 'per', 'cent', 'year', 'would', 'accept', 'state', 'televis', 'report', 'week', 'first', 'acknowledg', 'senior', 'offici', 'growth', 'might', 'exceed', 'govern', 'target', 'seven', 'per', 'cent']\n",
      "Final Preprocessed Text: chines financ minist say nine per cent econom growth accept canadian press canadian press beij ap china financ minist say econom growth nine per cent year would accept state televis report week first acknowledg senior offici growth might exceed govern target seven per cent\n",
      "\n",
      "Original Text: Beslan children return to school Schools in the Russian town of Beslan reopened on Wednesday, two weeks after more than 1,000 people were taken hostage on the first day of term.\n",
      "Lowercased Text: beslan children return to school schools in the russian town of beslan reopened on wednesday, two weeks after more than 1,000 people were taken hostage on the first day of term.\n",
      "Removed URLs: beslan children return to school schools in the russian town of beslan reopened on wednesday, two weeks after more than 1,000 people were taken hostage on the first day of term.\n",
      "Removed HTML Tags: beslan children return to school schools in the russian town of beslan reopened on wednesday, two weeks after more than 1,000 people were taken hostage on the first day of term.\n",
      "Removed Special Characters: beslan children return to school schools in the russian town of beslan reopened on wednesday two weeks after more than  people were taken hostage on the first day of term\n",
      "Tokens: ['beslan', 'children', 'return', 'to', 'school', 'schools', 'in', 'the', 'russian', 'town', 'of', 'beslan', 'reopened', 'on', 'wednesday', 'two', 'weeks', 'after', 'more', 'than', 'people', 'were', 'taken', 'hostage', 'on', 'the', 'first', 'day', 'of', 'term']\n",
      "Removed Stopwords: ['beslan', 'children', 'return', 'school', 'schools', 'russian', 'town', 'beslan', 'reopened', 'wednesday', 'two', 'weeks', 'people', 'taken', 'hostage', 'first', 'day', 'term']\n",
      "Stemmed Tokens: ['beslan', 'children', 'return', 'school', 'school', 'russian', 'town', 'beslan', 'reopen', 'wednesday', 'two', 'week', 'peopl', 'taken', 'hostag', 'first', 'day', 'term']\n",
      "Final Preprocessed Text: beslan children return school school russian town beslan reopen wednesday two week peopl taken hostag first day term\n",
      "\n",
      "Original Text: McLellan defends Martin against questions on his attitude to health care (Canadian Press) Canadian Press - OTTAWA  (CP) - Liberal cabinet ministers are coming to the defence of Prime  Minister Paul Martin over revelations from a book written by Sheila Copps.\n",
      "Lowercased Text: mclellan defends martin against questions on his attitude to health care (canadian press) canadian press - ottawa  (cp) - liberal cabinet ministers are coming to the defence of prime  minister paul martin over revelations from a book written by sheila copps.\n",
      "Removed URLs: mclellan defends martin against questions on his attitude to health care (canadian press) canadian press - ottawa  (cp) - liberal cabinet ministers are coming to the defence of prime  minister paul martin over revelations from a book written by sheila copps.\n",
      "Removed HTML Tags: mclellan defends martin against questions on his attitude to health care (canadian press) canadian press - ottawa  (cp) - liberal cabinet ministers are coming to the defence of prime  minister paul martin over revelations from a book written by sheila copps.\n",
      "Removed Special Characters: mclellan defends martin against questions on his attitude to health care canadian press canadian press  ottawa  cp  liberal cabinet ministers are coming to the defence of prime  minister paul martin over revelations from a book written by sheila copps\n",
      "Tokens: ['mclellan', 'defends', 'martin', 'against', 'questions', 'on', 'his', 'attitude', 'to', 'health', 'care', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'liberal', 'cabinet', 'ministers', 'are', 'coming', 'to', 'the', 'defence', 'of', 'prime', 'minister', 'paul', 'martin', 'over', 'revelations', 'from', 'a', 'book', 'written', 'by', 'sheila', 'copps']\n",
      "Removed Stopwords: ['mclellan', 'defends', 'martin', 'questions', 'attitude', 'health', 'care', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'liberal', 'cabinet', 'ministers', 'coming', 'defence', 'prime', 'minister', 'paul', 'martin', 'revelations', 'book', 'written', 'sheila', 'copps']\n",
      "Stemmed Tokens: ['mclellan', 'defend', 'martin', 'question', 'attitud', 'health', 'care', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'liber', 'cabinet', 'minist', 'come', 'defenc', 'prime', 'minist', 'paul', 'martin', 'revel', 'book', 'written', 'sheila', 'copp']\n",
      "Final Preprocessed Text: mclellan defend martin question attitud health care canadian press canadian press ottawa cp liber cabinet minist come defenc prime minist paul martin revel book written sheila copp\n",
      "\n",
      "Original Text: Opel plans to reintroduce 40-hour week (AFP) AFP - Troubled German car maker Opel, a unit of General Motors, is planning to extend the working week for employees from 35 to 40 hours without any corresponding rise in pay, the mass-circulation daily Bild reported.\n",
      "Lowercased Text: opel plans to reintroduce 40-hour week (afp) afp - troubled german car maker opel, a unit of general motors, is planning to extend the working week for employees from 35 to 40 hours without any corresponding rise in pay, the mass-circulation daily bild reported.\n",
      "Removed URLs: opel plans to reintroduce 40-hour week (afp) afp - troubled german car maker opel, a unit of general motors, is planning to extend the working week for employees from 35 to 40 hours without any corresponding rise in pay, the mass-circulation daily bild reported.\n",
      "Removed HTML Tags: opel plans to reintroduce 40-hour week (afp) afp - troubled german car maker opel, a unit of general motors, is planning to extend the working week for employees from 35 to 40 hours without any corresponding rise in pay, the mass-circulation daily bild reported.\n",
      "Removed Special Characters: opel plans to reintroduce hour week afp afp  troubled german car maker opel a unit of general motors is planning to extend the working week for employees from  to  hours without any corresponding rise in pay the masscirculation daily bild reported\n",
      "Tokens: ['opel', 'plans', 'to', 'reintroduce', 'hour', 'week', 'afp', 'afp', 'troubled', 'german', 'car', 'maker', 'opel', 'a', 'unit', 'of', 'general', 'motors', 'is', 'planning', 'to', 'extend', 'the', 'working', 'week', 'for', 'employees', 'from', 'to', 'hours', 'without', 'any', 'corresponding', 'rise', 'in', 'pay', 'the', 'masscirculation', 'daily', 'bild', 'reported']\n",
      "Removed Stopwords: ['opel', 'plans', 'reintroduce', 'hour', 'week', 'afp', 'afp', 'troubled', 'german', 'car', 'maker', 'opel', 'unit', 'general', 'motors', 'planning', 'extend', 'working', 'week', 'employees', 'hours', 'without', 'corresponding', 'rise', 'pay', 'masscirculation', 'daily', 'bild', 'reported']\n",
      "Stemmed Tokens: ['opel', 'plan', 'reintroduc', 'hour', 'week', 'afp', 'afp', 'troubl', 'german', 'car', 'maker', 'opel', 'unit', 'gener', 'motor', 'plan', 'extend', 'work', 'week', 'employe', 'hour', 'without', 'correspond', 'rise', 'pay', 'masscircul', 'daili', 'bild', 'report']\n",
      "Final Preprocessed Text: opel plan reintroduc hour week afp afp troubl german car maker opel unit gener motor plan extend work week employe hour without correspond rise pay masscircul daili bild report\n",
      "\n",
      "Original Text: Pakistan in  #39;al-Qaeda #39; arrests At least five suspected terrorists, with alleged links to al Qaeda, have been arrested in Pakistan. It is claimed they had been plotting to launch suicide attacks on government leaders and the US Embassy.\n",
      "Lowercased Text: pakistan in  #39;al-qaeda #39; arrests at least five suspected terrorists, with alleged links to al qaeda, have been arrested in pakistan. it is claimed they had been plotting to launch suicide attacks on government leaders and the us embassy.\n",
      "Removed URLs: pakistan in  #39;al-qaeda #39; arrests at least five suspected terrorists, with alleged links to al qaeda, have been arrested in pakistan. it is claimed they had been plotting to launch suicide attacks on government leaders and the us embassy.\n",
      "Removed HTML Tags: pakistan in  #39;al-qaeda #39; arrests at least five suspected terrorists, with alleged links to al qaeda, have been arrested in pakistan. it is claimed they had been plotting to launch suicide attacks on government leaders and the us embassy.\n",
      "Removed Special Characters: pakistan in  alqaeda  arrests at least five suspected terrorists with alleged links to al qaeda have been arrested in pakistan it is claimed they had been plotting to launch suicide attacks on government leaders and the us embassy\n",
      "Tokens: ['pakistan', 'in', 'alqaeda', 'arrests', 'at', 'least', 'five', 'suspected', 'terrorists', 'with', 'alleged', 'links', 'to', 'al', 'qaeda', 'have', 'been', 'arrested', 'in', 'pakistan', 'it', 'is', 'claimed', 'they', 'had', 'been', 'plotting', 'to', 'launch', 'suicide', 'attacks', 'on', 'government', 'leaders', 'and', 'the', 'us', 'embassy']\n",
      "Removed Stopwords: ['pakistan', 'alqaeda', 'arrests', 'least', 'five', 'suspected', 'terrorists', 'alleged', 'links', 'al', 'qaeda', 'arrested', 'pakistan', 'claimed', 'plotting', 'launch', 'suicide', 'attacks', 'government', 'leaders', 'us', 'embassy']\n",
      "Stemmed Tokens: ['pakistan', 'alqaeda', 'arrest', 'least', 'five', 'suspect', 'terrorist', 'alleg', 'link', 'al', 'qaeda', 'arrest', 'pakistan', 'claim', 'plot', 'launch', 'suicid', 'attack', 'govern', 'leader', 'us', 'embassi']\n",
      "Final Preprocessed Text: pakistan alqaeda arrest least five suspect terrorist alleg link al qaeda arrest pakistan claim plot launch suicid attack govern leader us embassi\n",
      "\n",
      "Original Text: Fallujah situation  #39;disastrous #39;, charity says Civilians trapped in Fallujah face a humanitarian disaster unless Iraqi and American authorities allow food, water and medicine into the besieged city, aid agencies warned last night.\n",
      "Lowercased Text: fallujah situation  #39;disastrous #39;, charity says civilians trapped in fallujah face a humanitarian disaster unless iraqi and american authorities allow food, water and medicine into the besieged city, aid agencies warned last night.\n",
      "Removed URLs: fallujah situation  #39;disastrous #39;, charity says civilians trapped in fallujah face a humanitarian disaster unless iraqi and american authorities allow food, water and medicine into the besieged city, aid agencies warned last night.\n",
      "Removed HTML Tags: fallujah situation  #39;disastrous #39;, charity says civilians trapped in fallujah face a humanitarian disaster unless iraqi and american authorities allow food, water and medicine into the besieged city, aid agencies warned last night.\n",
      "Removed Special Characters: fallujah situation  disastrous  charity says civilians trapped in fallujah face a humanitarian disaster unless iraqi and american authorities allow food water and medicine into the besieged city aid agencies warned last night\n",
      "Tokens: ['fallujah', 'situation', 'disastrous', 'charity', 'says', 'civilians', 'trapped', 'in', 'fallujah', 'face', 'a', 'humanitarian', 'disaster', 'unless', 'iraqi', 'and', 'american', 'authorities', 'allow', 'food', 'water', 'and', 'medicine', 'into', 'the', 'besieged', 'city', 'aid', 'agencies', 'warned', 'last', 'night']\n",
      "Removed Stopwords: ['fallujah', 'situation', 'disastrous', 'charity', 'says', 'civilians', 'trapped', 'fallujah', 'face', 'humanitarian', 'disaster', 'unless', 'iraqi', 'american', 'authorities', 'allow', 'food', 'water', 'medicine', 'besieged', 'city', 'aid', 'agencies', 'warned', 'last', 'night']\n",
      "Stemmed Tokens: ['fallujah', 'situat', 'disastr', 'chariti', 'say', 'civilian', 'trap', 'fallujah', 'face', 'humanitarian', 'disast', 'unless', 'iraqi', 'american', 'author', 'allow', 'food', 'water', 'medicin', 'besieg', 'citi', 'aid', 'agenc', 'warn', 'last', 'night']\n",
      "Final Preprocessed Text: fallujah situat disastr chariti say civilian trap fallujah face humanitarian disast unless iraqi american author allow food water medicin besieg citi aid agenc warn last night\n",
      "\n",
      "Original Text: Kerry adviser raps Australian PM over pro-Bush comments SYDNEY : An adviser to US presidential challenger John Kerry has criticised Australian Prime Minister John Howard over  quot;inappropriate quot; public comments wishing for President George W. Bush to be reelected.\n",
      "Lowercased Text: kerry adviser raps australian pm over pro-bush comments sydney : an adviser to us presidential challenger john kerry has criticised australian prime minister john howard over  quot;inappropriate quot; public comments wishing for president george w. bush to be reelected.\n",
      "Removed URLs: kerry adviser raps australian pm over pro-bush comments sydney : an adviser to us presidential challenger john kerry has criticised australian prime minister john howard over  quot;inappropriate quot; public comments wishing for president george w. bush to be reelected.\n",
      "Removed HTML Tags: kerry adviser raps australian pm over pro-bush comments sydney : an adviser to us presidential challenger john kerry has criticised australian prime minister john howard over  quot;inappropriate quot; public comments wishing for president george w. bush to be reelected.\n",
      "Removed Special Characters: kerry adviser raps australian pm over probush comments sydney  an adviser to us presidential challenger john kerry has criticised australian prime minister john howard over  quotinappropriate quot public comments wishing for president george w bush to be reelected\n",
      "Tokens: ['kerry', 'adviser', 'raps', 'australian', 'pm', 'over', 'probush', 'comments', 'sydney', 'an', 'adviser', 'to', 'us', 'presidential', 'challenger', 'john', 'kerry', 'has', 'criticised', 'australian', 'prime', 'minister', 'john', 'howard', 'over', 'quotinappropriate', 'quot', 'public', 'comments', 'wishing', 'for', 'president', 'george', 'w', 'bush', 'to', 'be', 'reelected']\n",
      "Removed Stopwords: ['kerry', 'adviser', 'raps', 'australian', 'pm', 'probush', 'comments', 'sydney', 'adviser', 'us', 'presidential', 'challenger', 'john', 'kerry', 'criticised', 'australian', 'prime', 'minister', 'john', 'howard', 'quotinappropriate', 'quot', 'public', 'comments', 'wishing', 'president', 'george', 'w', 'bush', 'reelected']\n",
      "Stemmed Tokens: ['kerri', 'advis', 'rap', 'australian', 'pm', 'probush', 'comment', 'sydney', 'advis', 'us', 'presidenti', 'challeng', 'john', 'kerri', 'criticis', 'australian', 'prime', 'minist', 'john', 'howard', 'quotinappropri', 'quot', 'public', 'comment', 'wish', 'presid', 'georg', 'w', 'bush', 'reelect']\n",
      "Final Preprocessed Text: kerri advis rap australian pm probush comment sydney advis us presidenti challeng john kerri criticis australian prime minist john howard quotinappropri quot public comment wish presid georg w bush reelect\n",
      "\n",
      "Original Text: Train crash kills 6 PASSENGERS who survived a high-speed rail smash that killed six people, last night spoke of their terror as they realised the train was crashing.\n",
      "Lowercased Text: train crash kills 6 passengers who survived a high-speed rail smash that killed six people, last night spoke of their terror as they realised the train was crashing.\n",
      "Removed URLs: train crash kills 6 passengers who survived a high-speed rail smash that killed six people, last night spoke of their terror as they realised the train was crashing.\n",
      "Removed HTML Tags: train crash kills 6 passengers who survived a high-speed rail smash that killed six people, last night spoke of their terror as they realised the train was crashing.\n",
      "Removed Special Characters: train crash kills  passengers who survived a highspeed rail smash that killed six people last night spoke of their terror as they realised the train was crashing\n",
      "Tokens: ['train', 'crash', 'kills', 'passengers', 'who', 'survived', 'a', 'highspeed', 'rail', 'smash', 'that', 'killed', 'six', 'people', 'last', 'night', 'spoke', 'of', 'their', 'terror', 'as', 'they', 'realised', 'the', 'train', 'was', 'crashing']\n",
      "Removed Stopwords: ['train', 'crash', 'kills', 'passengers', 'survived', 'highspeed', 'rail', 'smash', 'killed', 'six', 'people', 'last', 'night', 'spoke', 'terror', 'realised', 'train', 'crashing']\n",
      "Stemmed Tokens: ['train', 'crash', 'kill', 'passeng', 'surviv', 'highspe', 'rail', 'smash', 'kill', 'six', 'peopl', 'last', 'night', 'spoke', 'terror', 'realis', 'train', 'crash']\n",
      "Final Preprocessed Text: train crash kill passeng surviv highspe rail smash kill six peopl last night spoke terror realis train crash\n",
      "\n",
      "Original Text: Brazilian Soldier Wounded in Haiti Unrest A Brazilian soldier with the UN peacekeeping force in Haiti was shot and wounded Saturday when peacekeepers and local police faced gunfire in a crackdown on armed gangs in the Haitian capital.\n",
      "Lowercased Text: brazilian soldier wounded in haiti unrest a brazilian soldier with the un peacekeeping force in haiti was shot and wounded saturday when peacekeepers and local police faced gunfire in a crackdown on armed gangs in the haitian capital.\n",
      "Removed URLs: brazilian soldier wounded in haiti unrest a brazilian soldier with the un peacekeeping force in haiti was shot and wounded saturday when peacekeepers and local police faced gunfire in a crackdown on armed gangs in the haitian capital.\n",
      "Removed HTML Tags: brazilian soldier wounded in haiti unrest a brazilian soldier with the un peacekeeping force in haiti was shot and wounded saturday when peacekeepers and local police faced gunfire in a crackdown on armed gangs in the haitian capital.\n",
      "Removed Special Characters: brazilian soldier wounded in haiti unrest a brazilian soldier with the un peacekeeping force in haiti was shot and wounded saturday when peacekeepers and local police faced gunfire in a crackdown on armed gangs in the haitian capital\n",
      "Tokens: ['brazilian', 'soldier', 'wounded', 'in', 'haiti', 'unrest', 'a', 'brazilian', 'soldier', 'with', 'the', 'un', 'peacekeeping', 'force', 'in', 'haiti', 'was', 'shot', 'and', 'wounded', 'saturday', 'when', 'peacekeepers', 'and', 'local', 'police', 'faced', 'gunfire', 'in', 'a', 'crackdown', 'on', 'armed', 'gangs', 'in', 'the', 'haitian', 'capital']\n",
      "Removed Stopwords: ['brazilian', 'soldier', 'wounded', 'haiti', 'unrest', 'brazilian', 'soldier', 'un', 'peacekeeping', 'force', 'haiti', 'shot', 'wounded', 'saturday', 'peacekeepers', 'local', 'police', 'faced', 'gunfire', 'crackdown', 'armed', 'gangs', 'haitian', 'capital']\n",
      "Stemmed Tokens: ['brazilian', 'soldier', 'wound', 'haiti', 'unrest', 'brazilian', 'soldier', 'un', 'peacekeep', 'forc', 'haiti', 'shot', 'wound', 'saturday', 'peacekeep', 'local', 'polic', 'face', 'gunfir', 'crackdown', 'arm', 'gang', 'haitian', 'capit']\n",
      "Final Preprocessed Text: brazilian soldier wound haiti unrest brazilian soldier un peacekeep forc haiti shot wound saturday peacekeep local polic face gunfir crackdown arm gang haitian capit\n",
      "\n",
      "Original Text: Four Palestinians, one Israeli soldier killed in Gaza Ezz Eddine al-Qassam groups, the military wing of the Islamic resistance movement Hamas claimed responsibility for the operation held today and resulted in killing one Israeli soldier and injuring other four to the east of al-Shuja #39;eya quarters in Gaza.\n",
      "Lowercased Text: four palestinians, one israeli soldier killed in gaza ezz eddine al-qassam groups, the military wing of the islamic resistance movement hamas claimed responsibility for the operation held today and resulted in killing one israeli soldier and injuring other four to the east of al-shuja #39;eya quarters in gaza.\n",
      "Removed URLs: four palestinians, one israeli soldier killed in gaza ezz eddine al-qassam groups, the military wing of the islamic resistance movement hamas claimed responsibility for the operation held today and resulted in killing one israeli soldier and injuring other four to the east of al-shuja #39;eya quarters in gaza.\n",
      "Removed HTML Tags: four palestinians, one israeli soldier killed in gaza ezz eddine al-qassam groups, the military wing of the islamic resistance movement hamas claimed responsibility for the operation held today and resulted in killing one israeli soldier and injuring other four to the east of al-shuja #39;eya quarters in gaza.\n",
      "Removed Special Characters: four palestinians one israeli soldier killed in gaza ezz eddine alqassam groups the military wing of the islamic resistance movement hamas claimed responsibility for the operation held today and resulted in killing one israeli soldier and injuring other four to the east of alshuja eya quarters in gaza\n",
      "Tokens: ['four', 'palestinians', 'one', 'israeli', 'soldier', 'killed', 'in', 'gaza', 'ezz', 'eddine', 'alqassam', 'groups', 'the', 'military', 'wing', 'of', 'the', 'islamic', 'resistance', 'movement', 'hamas', 'claimed', 'responsibility', 'for', 'the', 'operation', 'held', 'today', 'and', 'resulted', 'in', 'killing', 'one', 'israeli', 'soldier', 'and', 'injuring', 'other', 'four', 'to', 'the', 'east', 'of', 'alshuja', 'eya', 'quarters', 'in', 'gaza']\n",
      "Removed Stopwords: ['four', 'palestinians', 'one', 'israeli', 'soldier', 'killed', 'gaza', 'ezz', 'eddine', 'alqassam', 'groups', 'military', 'wing', 'islamic', 'resistance', 'movement', 'hamas', 'claimed', 'responsibility', 'operation', 'held', 'today', 'resulted', 'killing', 'one', 'israeli', 'soldier', 'injuring', 'four', 'east', 'alshuja', 'eya', 'quarters', 'gaza']\n",
      "Stemmed Tokens: ['four', 'palestinian', 'one', 'isra', 'soldier', 'kill', 'gaza', 'ezz', 'eddin', 'alqassam', 'group', 'militari', 'wing', 'islam', 'resist', 'movement', 'hama', 'claim', 'respons', 'oper', 'held', 'today', 'result', 'kill', 'one', 'isra', 'soldier', 'injur', 'four', 'east', 'alshuja', 'eya', 'quarter', 'gaza']\n",
      "Final Preprocessed Text: four palestinian one isra soldier kill gaza ezz eddin alqassam group militari wing islam resist movement hama claim respons oper held today result kill one isra soldier injur four east alshuja eya quarter gaza\n",
      "\n",
      "Original Text: Qorei urges calm as Arafats condition unchanged CLAMART, France: A senior aide to Yasser Arafat said Saturday that the ailing Palestinian leader had undergone further medical tests and that results were expected within days.\n",
      "Lowercased Text: qorei urges calm as arafats condition unchanged clamart, france: a senior aide to yasser arafat said saturday that the ailing palestinian leader had undergone further medical tests and that results were expected within days.\n",
      "Removed URLs: qorei urges calm as arafats condition unchanged clamart, france: a senior aide to yasser arafat said saturday that the ailing palestinian leader had undergone further medical tests and that results were expected within days.\n",
      "Removed HTML Tags: qorei urges calm as arafats condition unchanged clamart, france: a senior aide to yasser arafat said saturday that the ailing palestinian leader had undergone further medical tests and that results were expected within days.\n",
      "Removed Special Characters: qorei urges calm as arafats condition unchanged clamart france a senior aide to yasser arafat said saturday that the ailing palestinian leader had undergone further medical tests and that results were expected within days\n",
      "Tokens: ['qorei', 'urges', 'calm', 'as', 'arafats', 'condition', 'unchanged', 'clamart', 'france', 'a', 'senior', 'aide', 'to', 'yasser', 'arafat', 'said', 'saturday', 'that', 'the', 'ailing', 'palestinian', 'leader', 'had', 'undergone', 'further', 'medical', 'tests', 'and', 'that', 'results', 'were', 'expected', 'within', 'days']\n",
      "Removed Stopwords: ['qorei', 'urges', 'calm', 'arafats', 'condition', 'unchanged', 'clamart', 'france', 'senior', 'aide', 'yasser', 'arafat', 'said', 'saturday', 'ailing', 'palestinian', 'leader', 'undergone', 'medical', 'tests', 'results', 'expected', 'within', 'days']\n",
      "Stemmed Tokens: ['qorei', 'urg', 'calm', 'arafat', 'condit', 'unchang', 'clamart', 'franc', 'senior', 'aid', 'yasser', 'arafat', 'said', 'saturday', 'ail', 'palestinian', 'leader', 'undergon', 'medic', 'test', 'result', 'expect', 'within', 'day']\n",
      "Final Preprocessed Text: qorei urg calm arafat condit unchang clamart franc senior aid yasser arafat said saturday ail palestinian leader undergon medic test result expect within day\n",
      "\n",
      "Original Text: Astros Rally Past the Giants With one swing of the bat, Lance Berkman revived the Houston Astros' playoff hopes - and gave the Los Angeles Dodgers a much-needed reprieve. Berkman hit a three-run homer off Dustin Hermanson, highlighting a five-run ninth inning that sent Houston to a 7-3 win over San Francisco on Thursday night...\n",
      "Lowercased Text: astros rally past the giants with one swing of the bat, lance berkman revived the houston astros' playoff hopes - and gave the los angeles dodgers a much-needed reprieve. berkman hit a three-run homer off dustin hermanson, highlighting a five-run ninth inning that sent houston to a 7-3 win over san francisco on thursday night...\n",
      "Removed URLs: astros rally past the giants with one swing of the bat, lance berkman revived the houston astros' playoff hopes - and gave the los angeles dodgers a much-needed reprieve. berkman hit a three-run homer off dustin hermanson, highlighting a five-run ninth inning that sent houston to a 7-3 win over san francisco on thursday night...\n",
      "Removed HTML Tags: astros rally past the giants with one swing of the bat, lance berkman revived the houston astros' playoff hopes - and gave the los angeles dodgers a much-needed reprieve. berkman hit a three-run homer off dustin hermanson, highlighting a five-run ninth inning that sent houston to a 7-3 win over san francisco on thursday night...\n",
      "Removed Special Characters: astros rally past the giants with one swing of the bat lance berkman revived the houston astros playoff hopes  and gave the los angeles dodgers a muchneeded reprieve berkman hit a threerun homer off dustin hermanson highlighting a fiverun ninth inning that sent houston to a  win over san francisco on thursday night\n",
      "Tokens: ['astros', 'rally', 'past', 'the', 'giants', 'with', 'one', 'swing', 'of', 'the', 'bat', 'lance', 'berkman', 'revived', 'the', 'houston', 'astros', 'playoff', 'hopes', 'and', 'gave', 'the', 'los', 'angeles', 'dodgers', 'a', 'muchneeded', 'reprieve', 'berkman', 'hit', 'a', 'threerun', 'homer', 'off', 'dustin', 'hermanson', 'highlighting', 'a', 'fiverun', 'ninth', 'inning', 'that', 'sent', 'houston', 'to', 'a', 'win', 'over', 'san', 'francisco', 'on', 'thursday', 'night']\n",
      "Removed Stopwords: ['astros', 'rally', 'past', 'giants', 'one', 'swing', 'bat', 'lance', 'berkman', 'revived', 'houston', 'astros', 'playoff', 'hopes', 'gave', 'los', 'angeles', 'dodgers', 'muchneeded', 'reprieve', 'berkman', 'hit', 'threerun', 'homer', 'dustin', 'hermanson', 'highlighting', 'fiverun', 'ninth', 'inning', 'sent', 'houston', 'win', 'san', 'francisco', 'thursday', 'night']\n",
      "Stemmed Tokens: ['astro', 'ralli', 'past', 'giant', 'one', 'swing', 'bat', 'lanc', 'berkman', 'reviv', 'houston', 'astro', 'playoff', 'hope', 'gave', 'lo', 'angel', 'dodger', 'muchneed', 'repriev', 'berkman', 'hit', 'threerun', 'homer', 'dustin', 'hermanson', 'highlight', 'fiverun', 'ninth', 'inning', 'sent', 'houston', 'win', 'san', 'francisco', 'thursday', 'night']\n",
      "Final Preprocessed Text: astro ralli past giant one swing bat lanc berkman reviv houston astro playoff hope gave lo angel dodger muchneed repriev berkman hit threerun homer dustin hermanson highlight fiverun ninth inning sent houston win san francisco thursday night\n",
      "\n",
      "Original Text: Iraq Sets Election Date But Unrest Threatens Poll Iraq chose Jan. 30 for its first democratic election in decades on Sunday, but violence in Sunni Muslim areas underlined the challenge of holding polls on time.\n",
      "Lowercased Text: iraq sets election date but unrest threatens poll iraq chose jan. 30 for its first democratic election in decades on sunday, but violence in sunni muslim areas underlined the challenge of holding polls on time.\n",
      "Removed URLs: iraq sets election date but unrest threatens poll iraq chose jan. 30 for its first democratic election in decades on sunday, but violence in sunni muslim areas underlined the challenge of holding polls on time.\n",
      "Removed HTML Tags: iraq sets election date but unrest threatens poll iraq chose jan. 30 for its first democratic election in decades on sunday, but violence in sunni muslim areas underlined the challenge of holding polls on time.\n",
      "Removed Special Characters: iraq sets election date but unrest threatens poll iraq chose jan  for its first democratic election in decades on sunday but violence in sunni muslim areas underlined the challenge of holding polls on time\n",
      "Tokens: ['iraq', 'sets', 'election', 'date', 'but', 'unrest', 'threatens', 'poll', 'iraq', 'chose', 'jan', 'for', 'its', 'first', 'democratic', 'election', 'in', 'decades', 'on', 'sunday', 'but', 'violence', 'in', 'sunni', 'muslim', 'areas', 'underlined', 'the', 'challenge', 'of', 'holding', 'polls', 'on', 'time']\n",
      "Removed Stopwords: ['iraq', 'sets', 'election', 'date', 'unrest', 'threatens', 'poll', 'iraq', 'chose', 'jan', 'first', 'democratic', 'election', 'decades', 'sunday', 'violence', 'sunni', 'muslim', 'areas', 'underlined', 'challenge', 'holding', 'polls', 'time']\n",
      "Stemmed Tokens: ['iraq', 'set', 'elect', 'date', 'unrest', 'threaten', 'poll', 'iraq', 'chose', 'jan', 'first', 'democrat', 'elect', 'decad', 'sunday', 'violenc', 'sunni', 'muslim', 'area', 'underlin', 'challeng', 'hold', 'poll', 'time']\n",
      "Final Preprocessed Text: iraq set elect date unrest threaten poll iraq chose jan first democrat elect decad sunday violenc sunni muslim area underlin challeng hold poll time\n",
      "\n",
      "Original Text: Top Hamas Militant Killed in Israeli Missile Strike  GAZA (Reuters) - A senior leader of Hamas's military wing  was killed in an Israeli missile strike on his car in the Gaza  Strip, Palestinian witnesses said.\n",
      "Lowercased Text: top hamas militant killed in israeli missile strike  gaza (reuters) - a senior leader of hamas's military wing  was killed in an israeli missile strike on his car in the gaza  strip, palestinian witnesses said.\n",
      "Removed URLs: top hamas militant killed in israeli missile strike  gaza (reuters) - a senior leader of hamas's military wing  was killed in an israeli missile strike on his car in the gaza  strip, palestinian witnesses said.\n",
      "Removed HTML Tags: top hamas militant killed in israeli missile strike  gaza (reuters) - a senior leader of hamas's military wing  was killed in an israeli missile strike on his car in the gaza  strip, palestinian witnesses said.\n",
      "Removed Special Characters: top hamas militant killed in israeli missile strike  gaza reuters  a senior leader of hamass military wing  was killed in an israeli missile strike on his car in the gaza  strip palestinian witnesses said\n",
      "Tokens: ['top', 'hamas', 'militant', 'killed', 'in', 'israeli', 'missile', 'strike', 'gaza', 'reuters', 'a', 'senior', 'leader', 'of', 'hamass', 'military', 'wing', 'was', 'killed', 'in', 'an', 'israeli', 'missile', 'strike', 'on', 'his', 'car', 'in', 'the', 'gaza', 'strip', 'palestinian', 'witnesses', 'said']\n",
      "Removed Stopwords: ['top', 'hamas', 'militant', 'killed', 'israeli', 'missile', 'strike', 'gaza', 'reuters', 'senior', 'leader', 'hamass', 'military', 'wing', 'killed', 'israeli', 'missile', 'strike', 'car', 'gaza', 'strip', 'palestinian', 'witnesses', 'said']\n",
      "Stemmed Tokens: ['top', 'hama', 'milit', 'kill', 'isra', 'missil', 'strike', 'gaza', 'reuter', 'senior', 'leader', 'hamass', 'militari', 'wing', 'kill', 'isra', 'missil', 'strike', 'car', 'gaza', 'strip', 'palestinian', 'wit', 'said']\n",
      "Final Preprocessed Text: top hama milit kill isra missil strike gaza reuter senior leader hamass militari wing kill isra missil strike car gaza strip palestinian wit said\n",
      "\n",
      "Original Text: China jails officials for spying Two senior Chinese officials in Hong Kong are given long jail terms after being convicted of spying for the UK.\n",
      "Lowercased Text: china jails officials for spying two senior chinese officials in hong kong are given long jail terms after being convicted of spying for the uk.\n",
      "Removed URLs: china jails officials for spying two senior chinese officials in hong kong are given long jail terms after being convicted of spying for the uk.\n",
      "Removed HTML Tags: china jails officials for spying two senior chinese officials in hong kong are given long jail terms after being convicted of spying for the uk.\n",
      "Removed Special Characters: china jails officials for spying two senior chinese officials in hong kong are given long jail terms after being convicted of spying for the uk\n",
      "Tokens: ['china', 'jails', 'officials', 'for', 'spying', 'two', 'senior', 'chinese', 'officials', 'in', 'hong', 'kong', 'are', 'given', 'long', 'jail', 'terms', 'after', 'being', 'convicted', 'of', 'spying', 'for', 'the', 'uk']\n",
      "Removed Stopwords: ['china', 'jails', 'officials', 'spying', 'two', 'senior', 'chinese', 'officials', 'hong', 'kong', 'given', 'long', 'jail', 'terms', 'convicted', 'spying', 'uk']\n",
      "Stemmed Tokens: ['china', 'jail', 'offici', 'spi', 'two', 'senior', 'chines', 'offici', 'hong', 'kong', 'given', 'long', 'jail', 'term', 'convict', 'spi', 'uk']\n",
      "Final Preprocessed Text: china jail offici spi two senior chines offici hong kong given long jail term convict spi uk\n",
      "\n",
      "Original Text: Ukraine Opposition Leader Defiant After Poisoning  KIEV (Reuters) - Ukrainian presidential hopeful Viktor  Yushchenko returned to campaigning Saturday in a defiant mood  after recovering from what his supporters said was an attempt  by authorities to poison him.\n",
      "Lowercased Text: ukraine opposition leader defiant after poisoning  kiev (reuters) - ukrainian presidential hopeful viktor  yushchenko returned to campaigning saturday in a defiant mood  after recovering from what his supporters said was an attempt  by authorities to poison him.\n",
      "Removed URLs: ukraine opposition leader defiant after poisoning  kiev (reuters) - ukrainian presidential hopeful viktor  yushchenko returned to campaigning saturday in a defiant mood  after recovering from what his supporters said was an attempt  by authorities to poison him.\n",
      "Removed HTML Tags: ukraine opposition leader defiant after poisoning  kiev (reuters) - ukrainian presidential hopeful viktor  yushchenko returned to campaigning saturday in a defiant mood  after recovering from what his supporters said was an attempt  by authorities to poison him.\n",
      "Removed Special Characters: ukraine opposition leader defiant after poisoning  kiev reuters  ukrainian presidential hopeful viktor  yushchenko returned to campaigning saturday in a defiant mood  after recovering from what his supporters said was an attempt  by authorities to poison him\n",
      "Tokens: ['ukraine', 'opposition', 'leader', 'defiant', 'after', 'poisoning', 'kiev', 'reuters', 'ukrainian', 'presidential', 'hopeful', 'viktor', 'yushchenko', 'returned', 'to', 'campaigning', 'saturday', 'in', 'a', 'defiant', 'mood', 'after', 'recovering', 'from', 'what', 'his', 'supporters', 'said', 'was', 'an', 'attempt', 'by', 'authorities', 'to', 'poison', 'him']\n",
      "Removed Stopwords: ['ukraine', 'opposition', 'leader', 'defiant', 'poisoning', 'kiev', 'reuters', 'ukrainian', 'presidential', 'hopeful', 'viktor', 'yushchenko', 'returned', 'campaigning', 'saturday', 'defiant', 'mood', 'recovering', 'supporters', 'said', 'attempt', 'authorities', 'poison']\n",
      "Stemmed Tokens: ['ukrain', 'opposit', 'leader', 'defiant', 'poison', 'kiev', 'reuter', 'ukrainian', 'presidenti', 'hope', 'viktor', 'yushchenko', 'return', 'campaign', 'saturday', 'defiant', 'mood', 'recov', 'support', 'said', 'attempt', 'author', 'poison']\n",
      "Final Preprocessed Text: ukrain opposit leader defiant poison kiev reuter ukrainian presidenti hope viktor yushchenko return campaign saturday defiant mood recov support said attempt author poison\n",
      "\n",
      "Original Text: Iraq Cleric Urges Fighters to Drop Arms NAJAF, Iraq - Thousands of pilgrims streamed into the Imam Ali Shrine on Friday and filed out mixed with militants who had been holed up inside, leaving the holy site nearly empty after Iraq's top Shiite cleric brokered a peace deal to end three weeks of fighting in this holy city.    Hours earlier, firebrand Shiite cleric Muqtada al-Sadr issued a statement broadcast over the shrine's loudspeakers, ordering his fighters to lay down their arms and leave Najaf and neighboring Kufa...\n",
      "Lowercased Text: iraq cleric urges fighters to drop arms najaf, iraq - thousands of pilgrims streamed into the imam ali shrine on friday and filed out mixed with militants who had been holed up inside, leaving the holy site nearly empty after iraq's top shiite cleric brokered a peace deal to end three weeks of fighting in this holy city.    hours earlier, firebrand shiite cleric muqtada al-sadr issued a statement broadcast over the shrine's loudspeakers, ordering his fighters to lay down their arms and leave najaf and neighboring kufa...\n",
      "Removed URLs: iraq cleric urges fighters to drop arms najaf, iraq - thousands of pilgrims streamed into the imam ali shrine on friday and filed out mixed with militants who had been holed up inside, leaving the holy site nearly empty after iraq's top shiite cleric brokered a peace deal to end three weeks of fighting in this holy city.    hours earlier, firebrand shiite cleric muqtada al-sadr issued a statement broadcast over the shrine's loudspeakers, ordering his fighters to lay down their arms and leave najaf and neighboring kufa...\n",
      "Removed HTML Tags: iraq cleric urges fighters to drop arms najaf, iraq - thousands of pilgrims streamed into the imam ali shrine on friday and filed out mixed with militants who had been holed up inside, leaving the holy site nearly empty after iraq's top shiite cleric brokered a peace deal to end three weeks of fighting in this holy city.    hours earlier, firebrand shiite cleric muqtada al-sadr issued a statement broadcast over the shrine's loudspeakers, ordering his fighters to lay down their arms and leave najaf and neighboring kufa...\n",
      "Removed Special Characters: iraq cleric urges fighters to drop arms najaf iraq  thousands of pilgrims streamed into the imam ali shrine on friday and filed out mixed with militants who had been holed up inside leaving the holy site nearly empty after iraqs top shiite cleric brokered a peace deal to end three weeks of fighting in this holy city    hours earlier firebrand shiite cleric muqtada alsadr issued a statement broadcast over the shrines loudspeakers ordering his fighters to lay down their arms and leave najaf and neighboring kufa\n",
      "Tokens: ['iraq', 'cleric', 'urges', 'fighters', 'to', 'drop', 'arms', 'najaf', 'iraq', 'thousands', 'of', 'pilgrims', 'streamed', 'into', 'the', 'imam', 'ali', 'shrine', 'on', 'friday', 'and', 'filed', 'out', 'mixed', 'with', 'militants', 'who', 'had', 'been', 'holed', 'up', 'inside', 'leaving', 'the', 'holy', 'site', 'nearly', 'empty', 'after', 'iraqs', 'top', 'shiite', 'cleric', 'brokered', 'a', 'peace', 'deal', 'to', 'end', 'three', 'weeks', 'of', 'fighting', 'in', 'this', 'holy', 'city', 'hours', 'earlier', 'firebrand', 'shiite', 'cleric', 'muqtada', 'alsadr', 'issued', 'a', 'statement', 'broadcast', 'over', 'the', 'shrines', 'loudspeakers', 'ordering', 'his', 'fighters', 'to', 'lay', 'down', 'their', 'arms', 'and', 'leave', 'najaf', 'and', 'neighboring', 'kufa']\n",
      "Removed Stopwords: ['iraq', 'cleric', 'urges', 'fighters', 'drop', 'arms', 'najaf', 'iraq', 'thousands', 'pilgrims', 'streamed', 'imam', 'ali', 'shrine', 'friday', 'filed', 'mixed', 'militants', 'holed', 'inside', 'leaving', 'holy', 'site', 'nearly', 'empty', 'iraqs', 'top', 'shiite', 'cleric', 'brokered', 'peace', 'deal', 'end', 'three', 'weeks', 'fighting', 'holy', 'city', 'hours', 'earlier', 'firebrand', 'shiite', 'cleric', 'muqtada', 'alsadr', 'issued', 'statement', 'broadcast', 'shrines', 'loudspeakers', 'ordering', 'fighters', 'lay', 'arms', 'leave', 'najaf', 'neighboring', 'kufa']\n",
      "Stemmed Tokens: ['iraq', 'cleric', 'urg', 'fighter', 'drop', 'arm', 'najaf', 'iraq', 'thousand', 'pilgrim', 'stream', 'imam', 'ali', 'shrine', 'friday', 'file', 'mix', 'milit', 'hole', 'insid', 'leav', 'holi', 'site', 'nearli', 'empti', 'iraq', 'top', 'shiit', 'cleric', 'broker', 'peac', 'deal', 'end', 'three', 'week', 'fight', 'holi', 'citi', 'hour', 'earlier', 'firebrand', 'shiit', 'cleric', 'muqtada', 'alsadr', 'issu', 'statement', 'broadcast', 'shrine', 'loudspeak', 'order', 'fighter', 'lay', 'arm', 'leav', 'najaf', 'neighbor', 'kufa']\n",
      "Final Preprocessed Text: iraq cleric urg fighter drop arm najaf iraq thousand pilgrim stream imam ali shrine friday file mix milit hole insid leav holi site nearli empti iraq top shiit cleric broker peac deal end three week fight holi citi hour earlier firebrand shiit cleric muqtada alsadr issu statement broadcast shrine loudspeak order fighter lay arm leav najaf neighbor kufa\n",
      "\n",
      "Original Text: Judge Orders Ex-State Senator Back to Jail A judge ordered former state Sen. Guy Velella and four others to return to jail today, but the defense promised an immediate appeal.\n",
      "Lowercased Text: judge orders ex-state senator back to jail a judge ordered former state sen. guy velella and four others to return to jail today, but the defense promised an immediate appeal.\n",
      "Removed URLs: judge orders ex-state senator back to jail a judge ordered former state sen. guy velella and four others to return to jail today, but the defense promised an immediate appeal.\n",
      "Removed HTML Tags: judge orders ex-state senator back to jail a judge ordered former state sen. guy velella and four others to return to jail today, but the defense promised an immediate appeal.\n",
      "Removed Special Characters: judge orders exstate senator back to jail a judge ordered former state sen guy velella and four others to return to jail today but the defense promised an immediate appeal\n",
      "Tokens: ['judge', 'orders', 'exstate', 'senator', 'back', 'to', 'jail', 'a', 'judge', 'ordered', 'former', 'state', 'sen', 'guy', 'velella', 'and', 'four', 'others', 'to', 'return', 'to', 'jail', 'today', 'but', 'the', 'defense', 'promised', 'an', 'immediate', 'appeal']\n",
      "Removed Stopwords: ['judge', 'orders', 'exstate', 'senator', 'back', 'jail', 'judge', 'ordered', 'former', 'state', 'sen', 'guy', 'velella', 'four', 'others', 'return', 'jail', 'today', 'defense', 'promised', 'immediate', 'appeal']\n",
      "Stemmed Tokens: ['judg', 'order', 'exstat', 'senat', 'back', 'jail', 'judg', 'order', 'former', 'state', 'sen', 'guy', 'velella', 'four', 'other', 'return', 'jail', 'today', 'defens', 'promis', 'immedi', 'appeal']\n",
      "Final Preprocessed Text: judg order exstat senat back jail judg order former state sen guy velella four other return jail today defens promis immedi appeal\n",
      "\n",
      "Original Text: Iraq's Forbidding 'Triangle of Death' As the offensive against Fallujah ends, U.S. military commanders have begun turning their attention to other restive regions of Iraq, where an insurgency in Sunni Muslim-dominated areas has proved resilient, possibly endangering nationwide elections scheduled for Jan. 30.\n",
      "Lowercased Text: iraq's forbidding 'triangle of death' as the offensive against fallujah ends, u.s. military commanders have begun turning their attention to other restive regions of iraq, where an insurgency in sunni muslim-dominated areas has proved resilient, possibly endangering nationwide elections scheduled for jan. 30.\n",
      "Removed URLs: iraq's forbidding 'triangle of death' as the offensive against fallujah ends, u.s. military commanders have begun turning their attention to other restive regions of iraq, where an insurgency in sunni muslim-dominated areas has proved resilient, possibly endangering nationwide elections scheduled for jan. 30.\n",
      "Removed HTML Tags: iraq's forbidding 'triangle of death' as the offensive against fallujah ends, u.s. military commanders have begun turning their attention to other restive regions of iraq, where an insurgency in sunni muslim-dominated areas has proved resilient, possibly endangering nationwide elections scheduled for jan. 30.\n",
      "Removed Special Characters: iraqs forbidding triangle of death as the offensive against fallujah ends us military commanders have begun turning their attention to other restive regions of iraq where an insurgency in sunni muslimdominated areas has proved resilient possibly endangering nationwide elections scheduled for jan \n",
      "Tokens: ['iraqs', 'forbidding', 'triangle', 'of', 'death', 'as', 'the', 'offensive', 'against', 'fallujah', 'ends', 'us', 'military', 'commanders', 'have', 'begun', 'turning', 'their', 'attention', 'to', 'other', 'restive', 'regions', 'of', 'iraq', 'where', 'an', 'insurgency', 'in', 'sunni', 'muslimdominated', 'areas', 'has', 'proved', 'resilient', 'possibly', 'endangering', 'nationwide', 'elections', 'scheduled', 'for', 'jan']\n",
      "Removed Stopwords: ['iraqs', 'forbidding', 'triangle', 'death', 'offensive', 'fallujah', 'ends', 'us', 'military', 'commanders', 'begun', 'turning', 'attention', 'restive', 'regions', 'iraq', 'insurgency', 'sunni', 'muslimdominated', 'areas', 'proved', 'resilient', 'possibly', 'endangering', 'nationwide', 'elections', 'scheduled', 'jan']\n",
      "Stemmed Tokens: ['iraq', 'forbid', 'triangl', 'death', 'offens', 'fallujah', 'end', 'us', 'militari', 'command', 'begun', 'turn', 'attent', 'restiv', 'region', 'iraq', 'insurg', 'sunni', 'muslimdomin', 'area', 'prove', 'resili', 'possibl', 'endang', 'nationwid', 'elect', 'schedul', 'jan']\n",
      "Final Preprocessed Text: iraq forbid triangl death offens fallujah end us militari command begun turn attent restiv region iraq insurg sunni muslimdomin area prove resili possibl endang nationwid elect schedul jan\n",
      "\n",
      "Original Text: Gaza plan wins party vote Israel #39;s plan to pull out of Gaza next year passed a crucial test on Thursday when Prime Minister Ariel Sharon easily won party approval to ask the more moderate Labor party to join his coalition.\n",
      "Lowercased Text: gaza plan wins party vote israel #39;s plan to pull out of gaza next year passed a crucial test on thursday when prime minister ariel sharon easily won party approval to ask the more moderate labor party to join his coalition.\n",
      "Removed URLs: gaza plan wins party vote israel #39;s plan to pull out of gaza next year passed a crucial test on thursday when prime minister ariel sharon easily won party approval to ask the more moderate labor party to join his coalition.\n",
      "Removed HTML Tags: gaza plan wins party vote israel #39;s plan to pull out of gaza next year passed a crucial test on thursday when prime minister ariel sharon easily won party approval to ask the more moderate labor party to join his coalition.\n",
      "Removed Special Characters: gaza plan wins party vote israel s plan to pull out of gaza next year passed a crucial test on thursday when prime minister ariel sharon easily won party approval to ask the more moderate labor party to join his coalition\n",
      "Tokens: ['gaza', 'plan', 'wins', 'party', 'vote', 'israel', 's', 'plan', 'to', 'pull', 'out', 'of', 'gaza', 'next', 'year', 'passed', 'a', 'crucial', 'test', 'on', 'thursday', 'when', 'prime', 'minister', 'ariel', 'sharon', 'easily', 'won', 'party', 'approval', 'to', 'ask', 'the', 'more', 'moderate', 'labor', 'party', 'to', 'join', 'his', 'coalition']\n",
      "Removed Stopwords: ['gaza', 'plan', 'wins', 'party', 'vote', 'israel', 'plan', 'pull', 'gaza', 'next', 'year', 'passed', 'crucial', 'test', 'thursday', 'prime', 'minister', 'ariel', 'sharon', 'easily', 'party', 'approval', 'ask', 'moderate', 'labor', 'party', 'join', 'coalition']\n",
      "Stemmed Tokens: ['gaza', 'plan', 'win', 'parti', 'vote', 'israel', 'plan', 'pull', 'gaza', 'next', 'year', 'pass', 'crucial', 'test', 'thursday', 'prime', 'minist', 'ariel', 'sharon', 'easili', 'parti', 'approv', 'ask', 'moder', 'labor', 'parti', 'join', 'coalit']\n",
      "Final Preprocessed Text: gaza plan win parti vote israel plan pull gaza next year pass crucial test thursday prime minist ariel sharon easili parti approv ask moder labor parti join coalit\n",
      "\n",
      "Original Text: U.S.-Led Forces Thrust Towards Central Falluja  FALLUJA, Iraq (Reuters) - U.S.-led forces thrust at least  one km (half a mile) into rebel-held Falluja on Tuesday and  were not far from the Iraqi city's heart, residents and an  Iraqi army officer said.\n",
      "Lowercased Text: u.s.-led forces thrust towards central falluja  falluja, iraq (reuters) - u.s.-led forces thrust at least  one km (half a mile) into rebel-held falluja on tuesday and  were not far from the iraqi city's heart, residents and an  iraqi army officer said.\n",
      "Removed URLs: u.s.-led forces thrust towards central falluja  falluja, iraq (reuters) - u.s.-led forces thrust at least  one km (half a mile) into rebel-held falluja on tuesday and  were not far from the iraqi city's heart, residents and an  iraqi army officer said.\n",
      "Removed HTML Tags: u.s.-led forces thrust towards central falluja  falluja, iraq (reuters) - u.s.-led forces thrust at least  one km (half a mile) into rebel-held falluja on tuesday and  were not far from the iraqi city's heart, residents and an  iraqi army officer said.\n",
      "Removed Special Characters: usled forces thrust towards central falluja  falluja iraq reuters  usled forces thrust at least  one km half a mile into rebelheld falluja on tuesday and  were not far from the iraqi citys heart residents and an  iraqi army officer said\n",
      "Tokens: ['usled', 'forces', 'thrust', 'towards', 'central', 'falluja', 'falluja', 'iraq', 'reuters', 'usled', 'forces', 'thrust', 'at', 'least', 'one', 'km', 'half', 'a', 'mile', 'into', 'rebelheld', 'falluja', 'on', 'tuesday', 'and', 'were', 'not', 'far', 'from', 'the', 'iraqi', 'citys', 'heart', 'residents', 'and', 'an', 'iraqi', 'army', 'officer', 'said']\n",
      "Removed Stopwords: ['usled', 'forces', 'thrust', 'towards', 'central', 'falluja', 'falluja', 'iraq', 'reuters', 'usled', 'forces', 'thrust', 'least', 'one', 'km', 'half', 'mile', 'rebelheld', 'falluja', 'tuesday', 'far', 'iraqi', 'citys', 'heart', 'residents', 'iraqi', 'army', 'officer', 'said']\n",
      "Stemmed Tokens: ['usl', 'forc', 'thrust', 'toward', 'central', 'falluja', 'falluja', 'iraq', 'reuter', 'usl', 'forc', 'thrust', 'least', 'one', 'km', 'half', 'mile', 'rebelheld', 'falluja', 'tuesday', 'far', 'iraqi', 'citi', 'heart', 'resid', 'iraqi', 'armi', 'offic', 'said']\n",
      "Final Preprocessed Text: usl forc thrust toward central falluja falluja iraq reuter usl forc thrust least one km half mile rebelheld falluja tuesday far iraqi citi heart resid iraqi armi offic said\n",
      "\n",
      "Original Text: Swiss voters back stem cell law Voters in Switzerland have backed a new law permitting research on stem cells from human embryos. The Catholic Church and the influential Green Party had opposed the legislation, saying it involved taking human lives.\n",
      "Lowercased Text: swiss voters back stem cell law voters in switzerland have backed a new law permitting research on stem cells from human embryos. the catholic church and the influential green party had opposed the legislation, saying it involved taking human lives.\n",
      "Removed URLs: swiss voters back stem cell law voters in switzerland have backed a new law permitting research on stem cells from human embryos. the catholic church and the influential green party had opposed the legislation, saying it involved taking human lives.\n",
      "Removed HTML Tags: swiss voters back stem cell law voters in switzerland have backed a new law permitting research on stem cells from human embryos. the catholic church and the influential green party had opposed the legislation, saying it involved taking human lives.\n",
      "Removed Special Characters: swiss voters back stem cell law voters in switzerland have backed a new law permitting research on stem cells from human embryos the catholic church and the influential green party had opposed the legislation saying it involved taking human lives\n",
      "Tokens: ['swiss', 'voters', 'back', 'stem', 'cell', 'law', 'voters', 'in', 'switzerland', 'have', 'backed', 'a', 'new', 'law', 'permitting', 'research', 'on', 'stem', 'cells', 'from', 'human', 'embryos', 'the', 'catholic', 'church', 'and', 'the', 'influential', 'green', 'party', 'had', 'opposed', 'the', 'legislation', 'saying', 'it', 'involved', 'taking', 'human', 'lives']\n",
      "Removed Stopwords: ['swiss', 'voters', 'back', 'stem', 'cell', 'law', 'voters', 'switzerland', 'backed', 'new', 'law', 'permitting', 'research', 'stem', 'cells', 'human', 'embryos', 'catholic', 'church', 'influential', 'green', 'party', 'opposed', 'legislation', 'saying', 'involved', 'taking', 'human', 'lives']\n",
      "Stemmed Tokens: ['swiss', 'voter', 'back', 'stem', 'cell', 'law', 'voter', 'switzerland', 'back', 'new', 'law', 'permit', 'research', 'stem', 'cell', 'human', 'embryo', 'cathol', 'church', 'influenti', 'green', 'parti', 'oppos', 'legisl', 'say', 'involv', 'take', 'human', 'live']\n",
      "Final Preprocessed Text: swiss voter back stem cell law voter switzerland back new law permit research stem cell human embryo cathol church influenti green parti oppos legisl say involv take human live\n",
      "\n",
      "Original Text: IRA links destruction of weapons to demand The Irish Republican Army declared yesterday that it is willing to get rid of all its weapons this month - but only if Protestants drop their demands for photographic proof.\n",
      "Lowercased Text: ira links destruction of weapons to demand the irish republican army declared yesterday that it is willing to get rid of all its weapons this month - but only if protestants drop their demands for photographic proof.\n",
      "Removed URLs: ira links destruction of weapons to demand the irish republican army declared yesterday that it is willing to get rid of all its weapons this month - but only if protestants drop their demands for photographic proof.\n",
      "Removed HTML Tags: ira links destruction of weapons to demand the irish republican army declared yesterday that it is willing to get rid of all its weapons this month - but only if protestants drop their demands for photographic proof.\n",
      "Removed Special Characters: ira links destruction of weapons to demand the irish republican army declared yesterday that it is willing to get rid of all its weapons this month  but only if protestants drop their demands for photographic proof\n",
      "Tokens: ['ira', 'links', 'destruction', 'of', 'weapons', 'to', 'demand', 'the', 'irish', 'republican', 'army', 'declared', 'yesterday', 'that', 'it', 'is', 'willing', 'to', 'get', 'rid', 'of', 'all', 'its', 'weapons', 'this', 'month', 'but', 'only', 'if', 'protestants', 'drop', 'their', 'demands', 'for', 'photographic', 'proof']\n",
      "Removed Stopwords: ['ira', 'links', 'destruction', 'weapons', 'demand', 'irish', 'republican', 'army', 'declared', 'yesterday', 'willing', 'get', 'rid', 'weapons', 'month', 'protestants', 'drop', 'demands', 'photographic', 'proof']\n",
      "Stemmed Tokens: ['ira', 'link', 'destruct', 'weapon', 'demand', 'irish', 'republican', 'armi', 'declar', 'yesterday', 'will', 'get', 'rid', 'weapon', 'month', 'protest', 'drop', 'demand', 'photograph', 'proof']\n",
      "Final Preprocessed Text: ira link destruct weapon demand irish republican armi declar yesterday will get rid weapon month protest drop demand photograph proof\n",
      "\n",
      "Original Text: Megawati refuses to concede defeat Megawati Sukarnoputri has declined to concede defeat in Indonesia #39;s first direct presidential election, although with most votes counted, she is too far \n",
      "Lowercased Text: megawati refuses to concede defeat megawati sukarnoputri has declined to concede defeat in indonesia #39;s first direct presidential election, although with most votes counted, she is too far \n",
      "Removed URLs: megawati refuses to concede defeat megawati sukarnoputri has declined to concede defeat in indonesia #39;s first direct presidential election, although with most votes counted, she is too far \n",
      "Removed HTML Tags: megawati refuses to concede defeat megawati sukarnoputri has declined to concede defeat in indonesia #39;s first direct presidential election, although with most votes counted, she is too far \n",
      "Removed Special Characters: megawati refuses to concede defeat megawati sukarnoputri has declined to concede defeat in indonesia s first direct presidential election although with most votes counted she is too far \n",
      "Tokens: ['megawati', 'refuses', 'to', 'concede', 'defeat', 'megawati', 'sukarnoputri', 'has', 'declined', 'to', 'concede', 'defeat', 'in', 'indonesia', 's', 'first', 'direct', 'presidential', 'election', 'although', 'with', 'most', 'votes', 'counted', 'she', 'is', 'too', 'far']\n",
      "Removed Stopwords: ['megawati', 'refuses', 'concede', 'defeat', 'megawati', 'sukarnoputri', 'declined', 'concede', 'defeat', 'indonesia', 'first', 'direct', 'presidential', 'election', 'although', 'votes', 'counted', 'far']\n",
      "Stemmed Tokens: ['megawati', 'refus', 'conced', 'defeat', 'megawati', 'sukarnoputri', 'declin', 'conced', 'defeat', 'indonesia', 'first', 'direct', 'presidenti', 'elect', 'although', 'vote', 'count', 'far']\n",
      "Final Preprocessed Text: megawati refus conced defeat megawati sukarnoputri declin conced defeat indonesia first direct presidenti elect although vote count far\n",
      "\n",
      "Original Text: Nobody Blinked It is easy to feel disappointed by the outcome, or the lack thereof, of the first meeting of the foreign ministers of India and Pakistan after the signing of the historic Islamabad declaration in January.\n",
      "Lowercased Text: nobody blinked it is easy to feel disappointed by the outcome, or the lack thereof, of the first meeting of the foreign ministers of india and pakistan after the signing of the historic islamabad declaration in january.\n",
      "Removed URLs: nobody blinked it is easy to feel disappointed by the outcome, or the lack thereof, of the first meeting of the foreign ministers of india and pakistan after the signing of the historic islamabad declaration in january.\n",
      "Removed HTML Tags: nobody blinked it is easy to feel disappointed by the outcome, or the lack thereof, of the first meeting of the foreign ministers of india and pakistan after the signing of the historic islamabad declaration in january.\n",
      "Removed Special Characters: nobody blinked it is easy to feel disappointed by the outcome or the lack thereof of the first meeting of the foreign ministers of india and pakistan after the signing of the historic islamabad declaration in january\n",
      "Tokens: ['nobody', 'blinked', 'it', 'is', 'easy', 'to', 'feel', 'disappointed', 'by', 'the', 'outcome', 'or', 'the', 'lack', 'thereof', 'of', 'the', 'first', 'meeting', 'of', 'the', 'foreign', 'ministers', 'of', 'india', 'and', 'pakistan', 'after', 'the', 'signing', 'of', 'the', 'historic', 'islamabad', 'declaration', 'in', 'january']\n",
      "Removed Stopwords: ['nobody', 'blinked', 'easy', 'feel', 'disappointed', 'outcome', 'lack', 'thereof', 'first', 'meeting', 'foreign', 'ministers', 'india', 'pakistan', 'signing', 'historic', 'islamabad', 'declaration', 'january']\n",
      "Stemmed Tokens: ['nobodi', 'blink', 'easi', 'feel', 'disappoint', 'outcom', 'lack', 'thereof', 'first', 'meet', 'foreign', 'minist', 'india', 'pakistan', 'sign', 'histor', 'islamabad', 'declar', 'januari']\n",
      "Final Preprocessed Text: nobodi blink easi feel disappoint outcom lack thereof first meet foreign minist india pakistan sign histor islamabad declar januari\n",
      "\n",
      "Original Text: Iranian Hardliners Unhappy with Nuclear Deal (Reuters) Reuters - Iranian hard-liners are angered over a\\deal Tehran has agreed with the European Union to suspend all\\activities related to its enrichment program in a bid to end an\\international standoff over its nuclear program.\n",
      "Lowercased Text: iranian hardliners unhappy with nuclear deal (reuters) reuters - iranian hard-liners are angered over a\\deal tehran has agreed with the european union to suspend all\\activities related to its enrichment program in a bid to end an\\international standoff over its nuclear program.\n",
      "Removed URLs: iranian hardliners unhappy with nuclear deal (reuters) reuters - iranian hard-liners are angered over a\\deal tehran has agreed with the european union to suspend all\\activities related to its enrichment program in a bid to end an\\international standoff over its nuclear program.\n",
      "Removed HTML Tags: iranian hardliners unhappy with nuclear deal (reuters) reuters - iranian hard-liners are angered over a\\deal tehran has agreed with the european union to suspend all\\activities related to its enrichment program in a bid to end an\\international standoff over its nuclear program.\n",
      "Removed Special Characters: iranian hardliners unhappy with nuclear deal reuters reuters  iranian hardliners are angered over adeal tehran has agreed with the european union to suspend allactivities related to its enrichment program in a bid to end aninternational standoff over its nuclear program\n",
      "Tokens: ['iranian', 'hardliners', 'unhappy', 'with', 'nuclear', 'deal', 'reuters', 'reuters', 'iranian', 'hardliners', 'are', 'angered', 'over', 'adeal', 'tehran', 'has', 'agreed', 'with', 'the', 'european', 'union', 'to', 'suspend', 'allactivities', 'related', 'to', 'its', 'enrichment', 'program', 'in', 'a', 'bid', 'to', 'end', 'aninternational', 'standoff', 'over', 'its', 'nuclear', 'program']\n",
      "Removed Stopwords: ['iranian', 'hardliners', 'unhappy', 'nuclear', 'deal', 'reuters', 'reuters', 'iranian', 'hardliners', 'angered', 'adeal', 'tehran', 'agreed', 'european', 'union', 'suspend', 'allactivities', 'related', 'enrichment', 'program', 'bid', 'end', 'aninternational', 'standoff', 'nuclear', 'program']\n",
      "Stemmed Tokens: ['iranian', 'hardlin', 'unhappi', 'nuclear', 'deal', 'reuter', 'reuter', 'iranian', 'hardlin', 'anger', 'adeal', 'tehran', 'agre', 'european', 'union', 'suspend', 'allact', 'relat', 'enrich', 'program', 'bid', 'end', 'anintern', 'standoff', 'nuclear', 'program']\n",
      "Final Preprocessed Text: iranian hardlin unhappi nuclear deal reuter reuter iranian hardlin anger adeal tehran agre european union suspend allact relat enrich program bid end anintern standoff nuclear program\n",
      "\n",
      "Original Text: Japanese youths' rage fuels wave of violent crime SASEBO, Japan -- On a cloudless afternoon in this sleepy port city, an 11-year-old girl drenched in blood and clutching a box cutter walked into the lunchroom at her elementary school. Teachers and students froze, assuming the sixth-grader known for her lighthearted nature had gravely hurt herself -- but she quickly dispelled that impression, witnesses said, by uttering a few ...\n",
      "Lowercased Text: japanese youths' rage fuels wave of violent crime sasebo, japan -- on a cloudless afternoon in this sleepy port city, an 11-year-old girl drenched in blood and clutching a box cutter walked into the lunchroom at her elementary school. teachers and students froze, assuming the sixth-grader known for her lighthearted nature had gravely hurt herself -- but she quickly dispelled that impression, witnesses said, by uttering a few ...\n",
      "Removed URLs: japanese youths' rage fuels wave of violent crime sasebo, japan -- on a cloudless afternoon in this sleepy port city, an 11-year-old girl drenched in blood and clutching a box cutter walked into the lunchroom at her elementary school. teachers and students froze, assuming the sixth-grader known for her lighthearted nature had gravely hurt herself -- but she quickly dispelled that impression, witnesses said, by uttering a few ...\n",
      "Removed HTML Tags: japanese youths' rage fuels wave of violent crime sasebo, japan -- on a cloudless afternoon in this sleepy port city, an 11-year-old girl drenched in blood and clutching a box cutter walked into the lunchroom at her elementary school. teachers and students froze, assuming the sixth-grader known for her lighthearted nature had gravely hurt herself -- but she quickly dispelled that impression, witnesses said, by uttering a few ...\n",
      "Removed Special Characters: japanese youths rage fuels wave of violent crime sasebo japan  on a cloudless afternoon in this sleepy port city an yearold girl drenched in blood and clutching a box cutter walked into the lunchroom at her elementary school teachers and students froze assuming the sixthgrader known for her lighthearted nature had gravely hurt herself  but she quickly dispelled that impression witnesses said by uttering a few \n",
      "Tokens: ['japanese', 'youths', 'rage', 'fuels', 'wave', 'of', 'violent', 'crime', 'sasebo', 'japan', 'on', 'a', 'cloudless', 'afternoon', 'in', 'this', 'sleepy', 'port', 'city', 'an', 'yearold', 'girl', 'drenched', 'in', 'blood', 'and', 'clutching', 'a', 'box', 'cutter', 'walked', 'into', 'the', 'lunchroom', 'at', 'her', 'elementary', 'school', 'teachers', 'and', 'students', 'froze', 'assuming', 'the', 'sixthgrader', 'known', 'for', 'her', 'lighthearted', 'nature', 'had', 'gravely', 'hurt', 'herself', 'but', 'she', 'quickly', 'dispelled', 'that', 'impression', 'witnesses', 'said', 'by', 'uttering', 'a', 'few']\n",
      "Removed Stopwords: ['japanese', 'youths', 'rage', 'fuels', 'wave', 'violent', 'crime', 'sasebo', 'japan', 'cloudless', 'afternoon', 'sleepy', 'port', 'city', 'yearold', 'girl', 'drenched', 'blood', 'clutching', 'box', 'cutter', 'walked', 'lunchroom', 'elementary', 'school', 'teachers', 'students', 'froze', 'assuming', 'sixthgrader', 'known', 'lighthearted', 'nature', 'gravely', 'hurt', 'quickly', 'dispelled', 'impression', 'witnesses', 'said', 'uttering']\n",
      "Stemmed Tokens: ['japanes', 'youth', 'rage', 'fuel', 'wave', 'violent', 'crime', 'sasebo', 'japan', 'cloudless', 'afternoon', 'sleepi', 'port', 'citi', 'yearold', 'girl', 'drench', 'blood', 'clutch', 'box', 'cutter', 'walk', 'lunchroom', 'elementari', 'school', 'teacher', 'student', 'froze', 'assum', 'sixthgrad', 'known', 'lightheart', 'natur', 'grave', 'hurt', 'quickli', 'dispel', 'impress', 'wit', 'said', 'utter']\n",
      "Final Preprocessed Text: japanes youth rage fuel wave violent crime sasebo japan cloudless afternoon sleepi port citi yearold girl drench blood clutch box cutter walk lunchroom elementari school teacher student froze assum sixthgrad known lightheart natur grave hurt quickli dispel impress wit said utter\n",
      "\n",
      "Original Text: CORRECTED: Berlin Bans Controversial Arab-Islamic Congress  BERLIN (Reuters) - The Berlin state government said Monday  it had banned an Arab-Islamic Congress due to be held in the  German capital next month to rally support for \"resistance and  intifada\" in Iraq and the West Bank and Gaza Strip.\n",
      "Lowercased Text: corrected: berlin bans controversial arab-islamic congress  berlin (reuters) - the berlin state government said monday  it had banned an arab-islamic congress due to be held in the  german capital next month to rally support for \"resistance and  intifada\" in iraq and the west bank and gaza strip.\n",
      "Removed URLs: corrected: berlin bans controversial arab-islamic congress  berlin (reuters) - the berlin state government said monday  it had banned an arab-islamic congress due to be held in the  german capital next month to rally support for \"resistance and  intifada\" in iraq and the west bank and gaza strip.\n",
      "Removed HTML Tags: corrected: berlin bans controversial arab-islamic congress  berlin (reuters) - the berlin state government said monday  it had banned an arab-islamic congress due to be held in the  german capital next month to rally support for \"resistance and  intifada\" in iraq and the west bank and gaza strip.\n",
      "Removed Special Characters: corrected berlin bans controversial arabislamic congress  berlin reuters  the berlin state government said monday  it had banned an arabislamic congress due to be held in the  german capital next month to rally support for resistance and  intifada in iraq and the west bank and gaza strip\n",
      "Tokens: ['corrected', 'berlin', 'bans', 'controversial', 'arabislamic', 'congress', 'berlin', 'reuters', 'the', 'berlin', 'state', 'government', 'said', 'monday', 'it', 'had', 'banned', 'an', 'arabislamic', 'congress', 'due', 'to', 'be', 'held', 'in', 'the', 'german', 'capital', 'next', 'month', 'to', 'rally', 'support', 'for', 'resistance', 'and', 'intifada', 'in', 'iraq', 'and', 'the', 'west', 'bank', 'and', 'gaza', 'strip']\n",
      "Removed Stopwords: ['corrected', 'berlin', 'bans', 'controversial', 'arabislamic', 'congress', 'berlin', 'reuters', 'berlin', 'state', 'government', 'said', 'monday', 'banned', 'arabislamic', 'congress', 'due', 'held', 'german', 'capital', 'next', 'month', 'rally', 'support', 'resistance', 'intifada', 'iraq', 'west', 'bank', 'gaza', 'strip']\n",
      "Stemmed Tokens: ['correct', 'berlin', 'ban', 'controversi', 'arabislam', 'congress', 'berlin', 'reuter', 'berlin', 'state', 'govern', 'said', 'monday', 'ban', 'arabislam', 'congress', 'due', 'held', 'german', 'capit', 'next', 'month', 'ralli', 'support', 'resist', 'intifada', 'iraq', 'west', 'bank', 'gaza', 'strip']\n",
      "Final Preprocessed Text: correct berlin ban controversi arabislam congress berlin reuter berlin state govern said monday ban arabislam congress due held german capit next month ralli support resist intifada iraq west bank gaza strip\n",
      "\n",
      "Original Text: Palestinians Reject Sharon's Peace 'Test'  RAMALLAH, West Bank (Reuters) - The Palestinian Authority  on Friday rejected Israeli Prime Minister Ariel Sharon's new  and seemingly softer terms for restarting peace talks, saying  he should drop all conditions for dialogue.\n",
      "Lowercased Text: palestinians reject sharon's peace 'test'  ramallah, west bank (reuters) - the palestinian authority  on friday rejected israeli prime minister ariel sharon's new  and seemingly softer terms for restarting peace talks, saying  he should drop all conditions for dialogue.\n",
      "Removed URLs: palestinians reject sharon's peace 'test'  ramallah, west bank (reuters) - the palestinian authority  on friday rejected israeli prime minister ariel sharon's new  and seemingly softer terms for restarting peace talks, saying  he should drop all conditions for dialogue.\n",
      "Removed HTML Tags: palestinians reject sharon's peace 'test'  ramallah, west bank (reuters) - the palestinian authority  on friday rejected israeli prime minister ariel sharon's new  and seemingly softer terms for restarting peace talks, saying  he should drop all conditions for dialogue.\n",
      "Removed Special Characters: palestinians reject sharons peace test  ramallah west bank reuters  the palestinian authority  on friday rejected israeli prime minister ariel sharons new  and seemingly softer terms for restarting peace talks saying  he should drop all conditions for dialogue\n",
      "Tokens: ['palestinians', 'reject', 'sharons', 'peace', 'test', 'ramallah', 'west', 'bank', 'reuters', 'the', 'palestinian', 'authority', 'on', 'friday', 'rejected', 'israeli', 'prime', 'minister', 'ariel', 'sharons', 'new', 'and', 'seemingly', 'softer', 'terms', 'for', 'restarting', 'peace', 'talks', 'saying', 'he', 'should', 'drop', 'all', 'conditions', 'for', 'dialogue']\n",
      "Removed Stopwords: ['palestinians', 'reject', 'sharons', 'peace', 'test', 'ramallah', 'west', 'bank', 'reuters', 'palestinian', 'authority', 'friday', 'rejected', 'israeli', 'prime', 'minister', 'ariel', 'sharons', 'new', 'seemingly', 'softer', 'terms', 'restarting', 'peace', 'talks', 'saying', 'drop', 'conditions', 'dialogue']\n",
      "Stemmed Tokens: ['palestinian', 'reject', 'sharon', 'peac', 'test', 'ramallah', 'west', 'bank', 'reuter', 'palestinian', 'author', 'friday', 'reject', 'isra', 'prime', 'minist', 'ariel', 'sharon', 'new', 'seemingli', 'softer', 'term', 'restart', 'peac', 'talk', 'say', 'drop', 'condit', 'dialogu']\n",
      "Final Preprocessed Text: palestinian reject sharon peac test ramallah west bank reuter palestinian author friday reject isra prime minist ariel sharon new seemingli softer term restart peac talk say drop condit dialogu\n",
      "\n",
      "Original Text: Mexican firm bids 2.3bn for RMC Mexican group Cemex makes a 2.3bn (\\$4.1bn) offer for UK-based RMC, the world's biggest supplier of ready-mixed concrete.\n",
      "Lowercased Text: mexican firm bids 2.3bn for rmc mexican group cemex makes a 2.3bn (\\$4.1bn) offer for uk-based rmc, the world's biggest supplier of ready-mixed concrete.\n",
      "Removed URLs: mexican firm bids 2.3bn for rmc mexican group cemex makes a 2.3bn (\\$4.1bn) offer for uk-based rmc, the world's biggest supplier of ready-mixed concrete.\n",
      "Removed HTML Tags: mexican firm bids 2.3bn for rmc mexican group cemex makes a 2.3bn (\\$4.1bn) offer for uk-based rmc, the world's biggest supplier of ready-mixed concrete.\n",
      "Removed Special Characters: mexican firm bids bn for rmc mexican group cemex makes a bn bn offer for ukbased rmc the worlds biggest supplier of readymixed concrete\n",
      "Tokens: ['mexican', 'firm', 'bids', 'bn', 'for', 'rmc', 'mexican', 'group', 'cemex', 'makes', 'a', 'bn', 'bn', 'offer', 'for', 'ukbased', 'rmc', 'the', 'worlds', 'biggest', 'supplier', 'of', 'readymixed', 'concrete']\n",
      "Removed Stopwords: ['mexican', 'firm', 'bids', 'bn', 'rmc', 'mexican', 'group', 'cemex', 'makes', 'bn', 'bn', 'offer', 'ukbased', 'rmc', 'worlds', 'biggest', 'supplier', 'readymixed', 'concrete']\n",
      "Stemmed Tokens: ['mexican', 'firm', 'bid', 'bn', 'rmc', 'mexican', 'group', 'cemex', 'make', 'bn', 'bn', 'offer', 'ukbas', 'rmc', 'world', 'biggest', 'supplier', 'readymix', 'concret']\n",
      "Final Preprocessed Text: mexican firm bid bn rmc mexican group cemex make bn bn offer ukbas rmc world biggest supplier readymix concret\n",
      "\n",
      "Original Text: Abu Hamza in Court on 16 Charges Controversial Islamic cleric Abu Hamza will appear at the Old Bailey today charged with a string of offences including soliciting murder.\n",
      "Lowercased Text: abu hamza in court on 16 charges controversial islamic cleric abu hamza will appear at the old bailey today charged with a string of offences including soliciting murder.\n",
      "Removed URLs: abu hamza in court on 16 charges controversial islamic cleric abu hamza will appear at the old bailey today charged with a string of offences including soliciting murder.\n",
      "Removed HTML Tags: abu hamza in court on 16 charges controversial islamic cleric abu hamza will appear at the old bailey today charged with a string of offences including soliciting murder.\n",
      "Removed Special Characters: abu hamza in court on  charges controversial islamic cleric abu hamza will appear at the old bailey today charged with a string of offences including soliciting murder\n",
      "Tokens: ['abu', 'hamza', 'in', 'court', 'on', 'charges', 'controversial', 'islamic', 'cleric', 'abu', 'hamza', 'will', 'appear', 'at', 'the', 'old', 'bailey', 'today', 'charged', 'with', 'a', 'string', 'of', 'offences', 'including', 'soliciting', 'murder']\n",
      "Removed Stopwords: ['abu', 'hamza', 'court', 'charges', 'controversial', 'islamic', 'cleric', 'abu', 'hamza', 'appear', 'old', 'bailey', 'today', 'charged', 'string', 'offences', 'including', 'soliciting', 'murder']\n",
      "Stemmed Tokens: ['abu', 'hamza', 'court', 'charg', 'controversi', 'islam', 'cleric', 'abu', 'hamza', 'appear', 'old', 'bailey', 'today', 'charg', 'string', 'offenc', 'includ', 'solicit', 'murder']\n",
      "Final Preprocessed Text: abu hamza court charg controversi islam cleric abu hamza appear old bailey today charg string offenc includ solicit murder\n",
      "\n",
      "Original Text: Train derailment in Philippines kills 6 A passenger train derailed and plunged into a ravine in the northern Philippines early Friday, killing at least six people and injuring 50 others, police said.\n",
      "Lowercased Text: train derailment in philippines kills 6 a passenger train derailed and plunged into a ravine in the northern philippines early friday, killing at least six people and injuring 50 others, police said.\n",
      "Removed URLs: train derailment in philippines kills 6 a passenger train derailed and plunged into a ravine in the northern philippines early friday, killing at least six people and injuring 50 others, police said.\n",
      "Removed HTML Tags: train derailment in philippines kills 6 a passenger train derailed and plunged into a ravine in the northern philippines early friday, killing at least six people and injuring 50 others, police said.\n",
      "Removed Special Characters: train derailment in philippines kills  a passenger train derailed and plunged into a ravine in the northern philippines early friday killing at least six people and injuring  others police said\n",
      "Tokens: ['train', 'derailment', 'in', 'philippines', 'kills', 'a', 'passenger', 'train', 'derailed', 'and', 'plunged', 'into', 'a', 'ravine', 'in', 'the', 'northern', 'philippines', 'early', 'friday', 'killing', 'at', 'least', 'six', 'people', 'and', 'injuring', 'others', 'police', 'said']\n",
      "Removed Stopwords: ['train', 'derailment', 'philippines', 'kills', 'passenger', 'train', 'derailed', 'plunged', 'ravine', 'northern', 'philippines', 'early', 'friday', 'killing', 'least', 'six', 'people', 'injuring', 'others', 'police', 'said']\n",
      "Stemmed Tokens: ['train', 'derail', 'philippin', 'kill', 'passeng', 'train', 'derail', 'plung', 'ravin', 'northern', 'philippin', 'earli', 'friday', 'kill', 'least', 'six', 'peopl', 'injur', 'other', 'polic', 'said']\n",
      "Final Preprocessed Text: train derail philippin kill passeng train derail plung ravin northern philippin earli friday kill least six peopl injur other polic said\n",
      "\n",
      "Original Text: Bush: Kerry's Plans Would Require Tax Hike COLORADO SPRINGS, Colo. - President Bush told supporters Tuesday in the conservative heart of Colorado that John Kerry cannot pay for the domestic programs he is proposing unless taxes are raised on the middle class...\n",
      "Lowercased Text: bush: kerry's plans would require tax hike colorado springs, colo. - president bush told supporters tuesday in the conservative heart of colorado that john kerry cannot pay for the domestic programs he is proposing unless taxes are raised on the middle class...\n",
      "Removed URLs: bush: kerry's plans would require tax hike colorado springs, colo. - president bush told supporters tuesday in the conservative heart of colorado that john kerry cannot pay for the domestic programs he is proposing unless taxes are raised on the middle class...\n",
      "Removed HTML Tags: bush: kerry's plans would require tax hike colorado springs, colo. - president bush told supporters tuesday in the conservative heart of colorado that john kerry cannot pay for the domestic programs he is proposing unless taxes are raised on the middle class...\n",
      "Removed Special Characters: bush kerrys plans would require tax hike colorado springs colo  president bush told supporters tuesday in the conservative heart of colorado that john kerry cannot pay for the domestic programs he is proposing unless taxes are raised on the middle class\n",
      "Tokens: ['bush', 'kerrys', 'plans', 'would', 'require', 'tax', 'hike', 'colorado', 'springs', 'colo', 'president', 'bush', 'told', 'supporters', 'tuesday', 'in', 'the', 'conservative', 'heart', 'of', 'colorado', 'that', 'john', 'kerry', 'can', 'not', 'pay', 'for', 'the', 'domestic', 'programs', 'he', 'is', 'proposing', 'unless', 'taxes', 'are', 'raised', 'on', 'the', 'middle', 'class']\n",
      "Removed Stopwords: ['bush', 'kerrys', 'plans', 'would', 'require', 'tax', 'hike', 'colorado', 'springs', 'colo', 'president', 'bush', 'told', 'supporters', 'tuesday', 'conservative', 'heart', 'colorado', 'john', 'kerry', 'pay', 'domestic', 'programs', 'proposing', 'unless', 'taxes', 'raised', 'middle', 'class']\n",
      "Stemmed Tokens: ['bush', 'kerri', 'plan', 'would', 'requir', 'tax', 'hike', 'colorado', 'spring', 'colo', 'presid', 'bush', 'told', 'support', 'tuesday', 'conserv', 'heart', 'colorado', 'john', 'kerri', 'pay', 'domest', 'program', 'propos', 'unless', 'tax', 'rais', 'middl', 'class']\n",
      "Final Preprocessed Text: bush kerri plan would requir tax hike colorado spring colo presid bush told support tuesday conserv heart colorado john kerri pay domest program propos unless tax rais middl class\n",
      "\n",
      "Original Text: PM advised complete rest today New Delhi, Aug. 29 (UNI): Prime Minister Manmohan Singh, who was indisposed yesterday, due to viral fever, is taking complete rest today, a PM #39;s aide said.\n",
      "Lowercased Text: pm advised complete rest today new delhi, aug. 29 (uni): prime minister manmohan singh, who was indisposed yesterday, due to viral fever, is taking complete rest today, a pm #39;s aide said.\n",
      "Removed URLs: pm advised complete rest today new delhi, aug. 29 (uni): prime minister manmohan singh, who was indisposed yesterday, due to viral fever, is taking complete rest today, a pm #39;s aide said.\n",
      "Removed HTML Tags: pm advised complete rest today new delhi, aug. 29 (uni): prime minister manmohan singh, who was indisposed yesterday, due to viral fever, is taking complete rest today, a pm #39;s aide said.\n",
      "Removed Special Characters: pm advised complete rest today new delhi aug  uni prime minister manmohan singh who was indisposed yesterday due to viral fever is taking complete rest today a pm s aide said\n",
      "Tokens: ['pm', 'advised', 'complete', 'rest', 'today', 'new', 'delhi', 'aug', 'uni', 'prime', 'minister', 'manmohan', 'singh', 'who', 'was', 'indisposed', 'yesterday', 'due', 'to', 'viral', 'fever', 'is', 'taking', 'complete', 'rest', 'today', 'a', 'pm', 's', 'aide', 'said']\n",
      "Removed Stopwords: ['pm', 'advised', 'complete', 'rest', 'today', 'new', 'delhi', 'aug', 'uni', 'prime', 'minister', 'manmohan', 'singh', 'indisposed', 'yesterday', 'due', 'viral', 'fever', 'taking', 'complete', 'rest', 'today', 'pm', 'aide', 'said']\n",
      "Stemmed Tokens: ['pm', 'advis', 'complet', 'rest', 'today', 'new', 'delhi', 'aug', 'uni', 'prime', 'minist', 'manmohan', 'singh', 'indispos', 'yesterday', 'due', 'viral', 'fever', 'take', 'complet', 'rest', 'today', 'pm', 'aid', 'said']\n",
      "Final Preprocessed Text: pm advis complet rest today new delhi aug uni prime minist manmohan singh indispos yesterday due viral fever take complet rest today pm aid said\n",
      "\n",
      "Original Text: Resistant Israeli Settlers May Get Prison JERUSALEM Sept. 26, 2004 - Armed settlers who resist evacuation could face five years in prison under a law proposed Sunday before next year #39;s planned removal of all 21 Jewish settlements in the Gaza Strip and four in the West Bank.\n",
      "Lowercased Text: resistant israeli settlers may get prison jerusalem sept. 26, 2004 - armed settlers who resist evacuation could face five years in prison under a law proposed sunday before next year #39;s planned removal of all 21 jewish settlements in the gaza strip and four in the west bank.\n",
      "Removed URLs: resistant israeli settlers may get prison jerusalem sept. 26, 2004 - armed settlers who resist evacuation could face five years in prison under a law proposed sunday before next year #39;s planned removal of all 21 jewish settlements in the gaza strip and four in the west bank.\n",
      "Removed HTML Tags: resistant israeli settlers may get prison jerusalem sept. 26, 2004 - armed settlers who resist evacuation could face five years in prison under a law proposed sunday before next year #39;s planned removal of all 21 jewish settlements in the gaza strip and four in the west bank.\n",
      "Removed Special Characters: resistant israeli settlers may get prison jerusalem sept    armed settlers who resist evacuation could face five years in prison under a law proposed sunday before next year s planned removal of all  jewish settlements in the gaza strip and four in the west bank\n",
      "Tokens: ['resistant', 'israeli', 'settlers', 'may', 'get', 'prison', 'jerusalem', 'sept', 'armed', 'settlers', 'who', 'resist', 'evacuation', 'could', 'face', 'five', 'years', 'in', 'prison', 'under', 'a', 'law', 'proposed', 'sunday', 'before', 'next', 'year', 's', 'planned', 'removal', 'of', 'all', 'jewish', 'settlements', 'in', 'the', 'gaza', 'strip', 'and', 'four', 'in', 'the', 'west', 'bank']\n",
      "Removed Stopwords: ['resistant', 'israeli', 'settlers', 'may', 'get', 'prison', 'jerusalem', 'sept', 'armed', 'settlers', 'resist', 'evacuation', 'could', 'face', 'five', 'years', 'prison', 'law', 'proposed', 'sunday', 'next', 'year', 'planned', 'removal', 'jewish', 'settlements', 'gaza', 'strip', 'four', 'west', 'bank']\n",
      "Stemmed Tokens: ['resist', 'isra', 'settler', 'may', 'get', 'prison', 'jerusalem', 'sept', 'arm', 'settler', 'resist', 'evacu', 'could', 'face', 'five', 'year', 'prison', 'law', 'propos', 'sunday', 'next', 'year', 'plan', 'remov', 'jewish', 'settlement', 'gaza', 'strip', 'four', 'west', 'bank']\n",
      "Final Preprocessed Text: resist isra settler may get prison jerusalem sept arm settler resist evacu could face five year prison law propos sunday next year plan remov jewish settlement gaza strip four west bank\n",
      "\n",
      "Original Text: 21 Iraqi guardsmen were kille Around 200 fighters stormed a police station in Haditha, west of Baghdad, and another smaller station in the nearby village of Haqlaniya.\n",
      "Lowercased Text: 21 iraqi guardsmen were kille around 200 fighters stormed a police station in haditha, west of baghdad, and another smaller station in the nearby village of haqlaniya.\n",
      "Removed URLs: 21 iraqi guardsmen were kille around 200 fighters stormed a police station in haditha, west of baghdad, and another smaller station in the nearby village of haqlaniya.\n",
      "Removed HTML Tags: 21 iraqi guardsmen were kille around 200 fighters stormed a police station in haditha, west of baghdad, and another smaller station in the nearby village of haqlaniya.\n",
      "Removed Special Characters:  iraqi guardsmen were kille around  fighters stormed a police station in haditha west of baghdad and another smaller station in the nearby village of haqlaniya\n",
      "Tokens: ['iraqi', 'guardsmen', 'were', 'kille', 'around', 'fighters', 'stormed', 'a', 'police', 'station', 'in', 'haditha', 'west', 'of', 'baghdad', 'and', 'another', 'smaller', 'station', 'in', 'the', 'nearby', 'village', 'of', 'haqlaniya']\n",
      "Removed Stopwords: ['iraqi', 'guardsmen', 'kille', 'around', 'fighters', 'stormed', 'police', 'station', 'haditha', 'west', 'baghdad', 'another', 'smaller', 'station', 'nearby', 'village', 'haqlaniya']\n",
      "Stemmed Tokens: ['iraqi', 'guardsmen', 'kill', 'around', 'fighter', 'storm', 'polic', 'station', 'haditha', 'west', 'baghdad', 'anoth', 'smaller', 'station', 'nearbi', 'villag', 'haqlaniya']\n",
      "Final Preprocessed Text: iraqi guardsmen kill around fighter storm polic station haditha west baghdad anoth smaller station nearbi villag haqlaniya\n",
      "\n",
      "Original Text: McCain Joins Bush to Rein In Groups (washingtonpost.com) washingtonpost.com - President Bush and Sen. John McCain (R-Ariz.) joined forces yesterday to seek legal action to reduce the influence of \"527\" political organizations, but the two remained in disagreement over whether Bush should condemn a television ad by the group Swift Boat Veterans for Truth attacking John F. Kerry's Vietnam service.\n",
      "Lowercased Text: mccain joins bush to rein in groups (washingtonpost.com) washingtonpost.com - president bush and sen. john mccain (r-ariz.) joined forces yesterday to seek legal action to reduce the influence of \"527\" political organizations, but the two remained in disagreement over whether bush should condemn a television ad by the group swift boat veterans for truth attacking john f. kerry's vietnam service.\n",
      "Removed URLs: mccain joins bush to rein in groups (washingtonpost.com) washingtonpost.com - president bush and sen. john mccain (r-ariz.) joined forces yesterday to seek legal action to reduce the influence of \"527\" political organizations, but the two remained in disagreement over whether bush should condemn a television ad by the group swift boat veterans for truth attacking john f. kerry's vietnam service.\n",
      "Removed HTML Tags: mccain joins bush to rein in groups (washingtonpost.com) washingtonpost.com - president bush and sen. john mccain (r-ariz.) joined forces yesterday to seek legal action to reduce the influence of \"527\" political organizations, but the two remained in disagreement over whether bush should condemn a television ad by the group swift boat veterans for truth attacking john f. kerry's vietnam service.\n",
      "Removed Special Characters: mccain joins bush to rein in groups washingtonpostcom washingtonpostcom  president bush and sen john mccain rariz joined forces yesterday to seek legal action to reduce the influence of  political organizations but the two remained in disagreement over whether bush should condemn a television ad by the group swift boat veterans for truth attacking john f kerrys vietnam service\n",
      "Tokens: ['mccain', 'joins', 'bush', 'to', 'rein', 'in', 'groups', 'washingtonpostcom', 'washingtonpostcom', 'president', 'bush', 'and', 'sen', 'john', 'mccain', 'rariz', 'joined', 'forces', 'yesterday', 'to', 'seek', 'legal', 'action', 'to', 'reduce', 'the', 'influence', 'of', 'political', 'organizations', 'but', 'the', 'two', 'remained', 'in', 'disagreement', 'over', 'whether', 'bush', 'should', 'condemn', 'a', 'television', 'ad', 'by', 'the', 'group', 'swift', 'boat', 'veterans', 'for', 'truth', 'attacking', 'john', 'f', 'kerrys', 'vietnam', 'service']\n",
      "Removed Stopwords: ['mccain', 'joins', 'bush', 'rein', 'groups', 'washingtonpostcom', 'washingtonpostcom', 'president', 'bush', 'sen', 'john', 'mccain', 'rariz', 'joined', 'forces', 'yesterday', 'seek', 'legal', 'action', 'reduce', 'influence', 'political', 'organizations', 'two', 'remained', 'disagreement', 'whether', 'bush', 'condemn', 'television', 'ad', 'group', 'swift', 'boat', 'veterans', 'truth', 'attacking', 'john', 'f', 'kerrys', 'vietnam', 'service']\n",
      "Stemmed Tokens: ['mccain', 'join', 'bush', 'rein', 'group', 'washingtonpostcom', 'washingtonpostcom', 'presid', 'bush', 'sen', 'john', 'mccain', 'rariz', 'join', 'forc', 'yesterday', 'seek', 'legal', 'action', 'reduc', 'influenc', 'polit', 'organ', 'two', 'remain', 'disagr', 'whether', 'bush', 'condemn', 'televis', 'ad', 'group', 'swift', 'boat', 'veteran', 'truth', 'attack', 'john', 'f', 'kerri', 'vietnam', 'servic']\n",
      "Final Preprocessed Text: mccain join bush rein group washingtonpostcom washingtonpostcom presid bush sen john mccain rariz join forc yesterday seek legal action reduc influenc polit organ two remain disagr whether bush condemn televis ad group swift boat veteran truth attack john f kerri vietnam servic\n",
      "\n",
      "Original Text: Athens Throws a Party to Celebrate Games ATHENS, Greece - If anyone deserved a party, it was the people of Athens.    The flame went out on the Olympics during a closing ceremony Sunday night that honored the birthplace of the games with an ebullient display of Greek pride and symbolism, a relief-filled celebration of the ancient and the new...\n",
      "Lowercased Text: athens throws a party to celebrate games athens, greece - if anyone deserved a party, it was the people of athens.    the flame went out on the olympics during a closing ceremony sunday night that honored the birthplace of the games with an ebullient display of greek pride and symbolism, a relief-filled celebration of the ancient and the new...\n",
      "Removed URLs: athens throws a party to celebrate games athens, greece - if anyone deserved a party, it was the people of athens.    the flame went out on the olympics during a closing ceremony sunday night that honored the birthplace of the games with an ebullient display of greek pride and symbolism, a relief-filled celebration of the ancient and the new...\n",
      "Removed HTML Tags: athens throws a party to celebrate games athens, greece - if anyone deserved a party, it was the people of athens.    the flame went out on the olympics during a closing ceremony sunday night that honored the birthplace of the games with an ebullient display of greek pride and symbolism, a relief-filled celebration of the ancient and the new...\n",
      "Removed Special Characters: athens throws a party to celebrate games athens greece  if anyone deserved a party it was the people of athens    the flame went out on the olympics during a closing ceremony sunday night that honored the birthplace of the games with an ebullient display of greek pride and symbolism a relieffilled celebration of the ancient and the new\n",
      "Tokens: ['athens', 'throws', 'a', 'party', 'to', 'celebrate', 'games', 'athens', 'greece', 'if', 'anyone', 'deserved', 'a', 'party', 'it', 'was', 'the', 'people', 'of', 'athens', 'the', 'flame', 'went', 'out', 'on', 'the', 'olympics', 'during', 'a', 'closing', 'ceremony', 'sunday', 'night', 'that', 'honored', 'the', 'birthplace', 'of', 'the', 'games', 'with', 'an', 'ebullient', 'display', 'of', 'greek', 'pride', 'and', 'symbolism', 'a', 'relieffilled', 'celebration', 'of', 'the', 'ancient', 'and', 'the', 'new']\n",
      "Removed Stopwords: ['athens', 'throws', 'party', 'celebrate', 'games', 'athens', 'greece', 'anyone', 'deserved', 'party', 'people', 'athens', 'flame', 'went', 'olympics', 'closing', 'ceremony', 'sunday', 'night', 'honored', 'birthplace', 'games', 'ebullient', 'display', 'greek', 'pride', 'symbolism', 'relieffilled', 'celebration', 'ancient', 'new']\n",
      "Stemmed Tokens: ['athen', 'throw', 'parti', 'celebr', 'game', 'athen', 'greec', 'anyon', 'deserv', 'parti', 'peopl', 'athen', 'flame', 'went', 'olymp', 'close', 'ceremoni', 'sunday', 'night', 'honor', 'birthplac', 'game', 'ebulli', 'display', 'greek', 'pride', 'symbol', 'relieffil', 'celebr', 'ancient', 'new']\n",
      "Final Preprocessed Text: athen throw parti celebr game athen greec anyon deserv parti peopl athen flame went olymp close ceremoni sunday night honor birthplac game ebulli display greek pride symbol relieffil celebr ancient new\n",
      "\n",
      "Original Text: Hurricane Ivan Kills 12 in Grenada (AP) AP - The most powerful hurricane to hit Grenada in nearly a decade killed at least 12 people, damaged 90 percent of its homes and destroyed a prison, leaving criminals on the loose, officials said Wednesday. American students took precautions against looters.\n",
      "Lowercased Text: hurricane ivan kills 12 in grenada (ap) ap - the most powerful hurricane to hit grenada in nearly a decade killed at least 12 people, damaged 90 percent of its homes and destroyed a prison, leaving criminals on the loose, officials said wednesday. american students took precautions against looters.\n",
      "Removed URLs: hurricane ivan kills 12 in grenada (ap) ap - the most powerful hurricane to hit grenada in nearly a decade killed at least 12 people, damaged 90 percent of its homes and destroyed a prison, leaving criminals on the loose, officials said wednesday. american students took precautions against looters.\n",
      "Removed HTML Tags: hurricane ivan kills 12 in grenada (ap) ap - the most powerful hurricane to hit grenada in nearly a decade killed at least 12 people, damaged 90 percent of its homes and destroyed a prison, leaving criminals on the loose, officials said wednesday. american students took precautions against looters.\n",
      "Removed Special Characters: hurricane ivan kills  in grenada ap ap  the most powerful hurricane to hit grenada in nearly a decade killed at least  people damaged  percent of its homes and destroyed a prison leaving criminals on the loose officials said wednesday american students took precautions against looters\n",
      "Tokens: ['hurricane', 'ivan', 'kills', 'in', 'grenada', 'ap', 'ap', 'the', 'most', 'powerful', 'hurricane', 'to', 'hit', 'grenada', 'in', 'nearly', 'a', 'decade', 'killed', 'at', 'least', 'people', 'damaged', 'percent', 'of', 'its', 'homes', 'and', 'destroyed', 'a', 'prison', 'leaving', 'criminals', 'on', 'the', 'loose', 'officials', 'said', 'wednesday', 'american', 'students', 'took', 'precautions', 'against', 'looters']\n",
      "Removed Stopwords: ['hurricane', 'ivan', 'kills', 'grenada', 'ap', 'ap', 'powerful', 'hurricane', 'hit', 'grenada', 'nearly', 'decade', 'killed', 'least', 'people', 'damaged', 'percent', 'homes', 'destroyed', 'prison', 'leaving', 'criminals', 'loose', 'officials', 'said', 'wednesday', 'american', 'students', 'took', 'precautions', 'looters']\n",
      "Stemmed Tokens: ['hurrican', 'ivan', 'kill', 'grenada', 'ap', 'ap', 'power', 'hurrican', 'hit', 'grenada', 'nearli', 'decad', 'kill', 'least', 'peopl', 'damag', 'percent', 'home', 'destroy', 'prison', 'leav', 'crimin', 'loos', 'offici', 'said', 'wednesday', 'american', 'student', 'took', 'precaut', 'looter']\n",
      "Final Preprocessed Text: hurrican ivan kill grenada ap ap power hurrican hit grenada nearli decad kill least peopl damag percent home destroy prison leav crimin loos offici said wednesday american student took precaut looter\n",
      "\n",
      "Original Text: Dravid and Gambhir plunder Bangladesh (Reuters) Reuters - Rahul Dravid and Gautam Gambhir lashed big hundreds as India piled up 334 for two on the opening day of the second and final test against Bangladesh on Friday.\n",
      "Lowercased Text: dravid and gambhir plunder bangladesh (reuters) reuters - rahul dravid and gautam gambhir lashed big hundreds as india piled up 334 for two on the opening day of the second and final test against bangladesh on friday.\n",
      "Removed URLs: dravid and gambhir plunder bangladesh (reuters) reuters - rahul dravid and gautam gambhir lashed big hundreds as india piled up 334 for two on the opening day of the second and final test against bangladesh on friday.\n",
      "Removed HTML Tags: dravid and gambhir plunder bangladesh (reuters) reuters - rahul dravid and gautam gambhir lashed big hundreds as india piled up 334 for two on the opening day of the second and final test against bangladesh on friday.\n",
      "Removed Special Characters: dravid and gambhir plunder bangladesh reuters reuters  rahul dravid and gautam gambhir lashed big hundreds as india piled up  for two on the opening day of the second and final test against bangladesh on friday\n",
      "Tokens: ['dravid', 'and', 'gambhir', 'plunder', 'bangladesh', 'reuters', 'reuters', 'rahul', 'dravid', 'and', 'gautam', 'gambhir', 'lashed', 'big', 'hundreds', 'as', 'india', 'piled', 'up', 'for', 'two', 'on', 'the', 'opening', 'day', 'of', 'the', 'second', 'and', 'final', 'test', 'against', 'bangladesh', 'on', 'friday']\n",
      "Removed Stopwords: ['dravid', 'gambhir', 'plunder', 'bangladesh', 'reuters', 'reuters', 'rahul', 'dravid', 'gautam', 'gambhir', 'lashed', 'big', 'hundreds', 'india', 'piled', 'two', 'opening', 'day', 'second', 'final', 'test', 'bangladesh', 'friday']\n",
      "Stemmed Tokens: ['dravid', 'gambhir', 'plunder', 'bangladesh', 'reuter', 'reuter', 'rahul', 'dravid', 'gautam', 'gambhir', 'lash', 'big', 'hundr', 'india', 'pile', 'two', 'open', 'day', 'second', 'final', 'test', 'bangladesh', 'friday']\n",
      "Final Preprocessed Text: dravid gambhir plunder bangladesh reuter reuter rahul dravid gautam gambhir lash big hundr india pile two open day second final test bangladesh friday\n",
      "\n",
      "Original Text: Warring Afghan Factions Say Cease-fire Holding (Reuters) Reuters - A renegade Afghan militia commander and a\\spokesman for the governor of the western province of Herat\\said on Wednesday their forces were honoring a cease-fire\\brokered a day earlier by the U.S. envoy to Afghanistan.\n",
      "Lowercased Text: warring afghan factions say cease-fire holding (reuters) reuters - a renegade afghan militia commander and a\\spokesman for the governor of the western province of herat\\said on wednesday their forces were honoring a cease-fire\\brokered a day earlier by the u.s. envoy to afghanistan.\n",
      "Removed URLs: warring afghan factions say cease-fire holding (reuters) reuters - a renegade afghan militia commander and a\\spokesman for the governor of the western province of herat\\said on wednesday their forces were honoring a cease-fire\\brokered a day earlier by the u.s. envoy to afghanistan.\n",
      "Removed HTML Tags: warring afghan factions say cease-fire holding (reuters) reuters - a renegade afghan militia commander and a\\spokesman for the governor of the western province of herat\\said on wednesday their forces were honoring a cease-fire\\brokered a day earlier by the u.s. envoy to afghanistan.\n",
      "Removed Special Characters: warring afghan factions say ceasefire holding reuters reuters  a renegade afghan militia commander and aspokesman for the governor of the western province of heratsaid on wednesday their forces were honoring a ceasefirebrokered a day earlier by the us envoy to afghanistan\n",
      "Tokens: ['warring', 'afghan', 'factions', 'say', 'ceasefire', 'holding', 'reuters', 'reuters', 'a', 'renegade', 'afghan', 'militia', 'commander', 'and', 'aspokesman', 'for', 'the', 'governor', 'of', 'the', 'western', 'province', 'of', 'heratsaid', 'on', 'wednesday', 'their', 'forces', 'were', 'honoring', 'a', 'ceasefirebrokered', 'a', 'day', 'earlier', 'by', 'the', 'us', 'envoy', 'to', 'afghanistan']\n",
      "Removed Stopwords: ['warring', 'afghan', 'factions', 'say', 'ceasefire', 'holding', 'reuters', 'reuters', 'renegade', 'afghan', 'militia', 'commander', 'aspokesman', 'governor', 'western', 'province', 'heratsaid', 'wednesday', 'forces', 'honoring', 'ceasefirebrokered', 'day', 'earlier', 'us', 'envoy', 'afghanistan']\n",
      "Stemmed Tokens: ['war', 'afghan', 'faction', 'say', 'ceasefir', 'hold', 'reuter', 'reuter', 'renegad', 'afghan', 'militia', 'command', 'aspokesman', 'governor', 'western', 'provinc', 'heratsaid', 'wednesday', 'forc', 'honor', 'ceasefirebrok', 'day', 'earlier', 'us', 'envoy', 'afghanistan']\n",
      "Final Preprocessed Text: war afghan faction say ceasefir hold reuter reuter renegad afghan militia command aspokesman governor western provinc heratsaid wednesday forc honor ceasefirebrok day earlier us envoy afghanistan\n",
      "\n",
      "Original Text: Palestinians Look to Future Without Arafat A day after Yasser Arafat was buried, Palestinians began taking stock of a future without the man who led their fight for independence, while Europe and the US look at ways to revive the stalled peace process.\n",
      "Lowercased Text: palestinians look to future without arafat a day after yasser arafat was buried, palestinians began taking stock of a future without the man who led their fight for independence, while europe and the us look at ways to revive the stalled peace process.\n",
      "Removed URLs: palestinians look to future without arafat a day after yasser arafat was buried, palestinians began taking stock of a future without the man who led their fight for independence, while europe and the us look at ways to revive the stalled peace process.\n",
      "Removed HTML Tags: palestinians look to future without arafat a day after yasser arafat was buried, palestinians began taking stock of a future without the man who led their fight for independence, while europe and the us look at ways to revive the stalled peace process.\n",
      "Removed Special Characters: palestinians look to future without arafat a day after yasser arafat was buried palestinians began taking stock of a future without the man who led their fight for independence while europe and the us look at ways to revive the stalled peace process\n",
      "Tokens: ['palestinians', 'look', 'to', 'future', 'without', 'arafat', 'a', 'day', 'after', 'yasser', 'arafat', 'was', 'buried', 'palestinians', 'began', 'taking', 'stock', 'of', 'a', 'future', 'without', 'the', 'man', 'who', 'led', 'their', 'fight', 'for', 'independence', 'while', 'europe', 'and', 'the', 'us', 'look', 'at', 'ways', 'to', 'revive', 'the', 'stalled', 'peace', 'process']\n",
      "Removed Stopwords: ['palestinians', 'look', 'future', 'without', 'arafat', 'day', 'yasser', 'arafat', 'buried', 'palestinians', 'began', 'taking', 'stock', 'future', 'without', 'man', 'led', 'fight', 'independence', 'europe', 'us', 'look', 'ways', 'revive', 'stalled', 'peace', 'process']\n",
      "Stemmed Tokens: ['palestinian', 'look', 'futur', 'without', 'arafat', 'day', 'yasser', 'arafat', 'buri', 'palestinian', 'began', 'take', 'stock', 'futur', 'without', 'man', 'led', 'fight', 'independ', 'europ', 'us', 'look', 'way', 'reviv', 'stall', 'peac', 'process']\n",
      "Final Preprocessed Text: palestinian look futur without arafat day yasser arafat buri palestinian began take stock futur without man led fight independ europ us look way reviv stall peac process\n",
      "\n",
      "Original Text: Airstrike said to kill 50 at suspected Qaeda site PAKISTAN WANA -- Pakistani warplanes pummeled a suspected Al Qaeda training facility near the border with Afghanistan yesterday, flattening a vast mud-brick compound and killing at least 50 fighters, the military said. The assault was among the fiercest in months of fighting in the border region, considered a possible hideout for Osama bin Laden and his deputy, who are still ...\n",
      "Lowercased Text: airstrike said to kill 50 at suspected qaeda site pakistan wana -- pakistani warplanes pummeled a suspected al qaeda training facility near the border with afghanistan yesterday, flattening a vast mud-brick compound and killing at least 50 fighters, the military said. the assault was among the fiercest in months of fighting in the border region, considered a possible hideout for osama bin laden and his deputy, who are still ...\n",
      "Removed URLs: airstrike said to kill 50 at suspected qaeda site pakistan wana -- pakistani warplanes pummeled a suspected al qaeda training facility near the border with afghanistan yesterday, flattening a vast mud-brick compound and killing at least 50 fighters, the military said. the assault was among the fiercest in months of fighting in the border region, considered a possible hideout for osama bin laden and his deputy, who are still ...\n",
      "Removed HTML Tags: airstrike said to kill 50 at suspected qaeda site pakistan wana -- pakistani warplanes pummeled a suspected al qaeda training facility near the border with afghanistan yesterday, flattening a vast mud-brick compound and killing at least 50 fighters, the military said. the assault was among the fiercest in months of fighting in the border region, considered a possible hideout for osama bin laden and his deputy, who are still ...\n",
      "Removed Special Characters: airstrike said to kill  at suspected qaeda site pakistan wana  pakistani warplanes pummeled a suspected al qaeda training facility near the border with afghanistan yesterday flattening a vast mudbrick compound and killing at least  fighters the military said the assault was among the fiercest in months of fighting in the border region considered a possible hideout for osama bin laden and his deputy who are still \n",
      "Tokens: ['airstrike', 'said', 'to', 'kill', 'at', 'suspected', 'qaeda', 'site', 'pakistan', 'wana', 'pakistani', 'warplanes', 'pummeled', 'a', 'suspected', 'al', 'qaeda', 'training', 'facility', 'near', 'the', 'border', 'with', 'afghanistan', 'yesterday', 'flattening', 'a', 'vast', 'mudbrick', 'compound', 'and', 'killing', 'at', 'least', 'fighters', 'the', 'military', 'said', 'the', 'assault', 'was', 'among', 'the', 'fiercest', 'in', 'months', 'of', 'fighting', 'in', 'the', 'border', 'region', 'considered', 'a', 'possible', 'hideout', 'for', 'osama', 'bin', 'laden', 'and', 'his', 'deputy', 'who', 'are', 'still']\n",
      "Removed Stopwords: ['airstrike', 'said', 'kill', 'suspected', 'qaeda', 'site', 'pakistan', 'wana', 'pakistani', 'warplanes', 'pummeled', 'suspected', 'al', 'qaeda', 'training', 'facility', 'near', 'border', 'afghanistan', 'yesterday', 'flattening', 'vast', 'mudbrick', 'compound', 'killing', 'least', 'fighters', 'military', 'said', 'assault', 'among', 'fiercest', 'months', 'fighting', 'border', 'region', 'considered', 'possible', 'hideout', 'osama', 'bin', 'laden', 'deputy', 'still']\n",
      "Stemmed Tokens: ['airstrik', 'said', 'kill', 'suspect', 'qaeda', 'site', 'pakistan', 'wana', 'pakistani', 'warplan', 'pummel', 'suspect', 'al', 'qaeda', 'train', 'facil', 'near', 'border', 'afghanistan', 'yesterday', 'flatten', 'vast', 'mudbrick', 'compound', 'kill', 'least', 'fighter', 'militari', 'said', 'assault', 'among', 'fiercest', 'month', 'fight', 'border', 'region', 'consid', 'possibl', 'hideout', 'osama', 'bin', 'laden', 'deputi', 'still']\n",
      "Final Preprocessed Text: airstrik said kill suspect qaeda site pakistan wana pakistani warplan pummel suspect al qaeda train facil near border afghanistan yesterday flatten vast mudbrick compound kill least fighter militari said assault among fiercest month fight border region consid possibl hideout osama bin laden deputi still\n",
      "\n",
      "Original Text: Moscow faithful hail return of cherished icon The religious faithful in Moscow are flocking to a Kremlin cathedral for a homecoming of sorts -- the return of a beloved icon, or holy picture.\n",
      "Lowercased Text: moscow faithful hail return of cherished icon the religious faithful in moscow are flocking to a kremlin cathedral for a homecoming of sorts -- the return of a beloved icon, or holy picture.\n",
      "Removed URLs: moscow faithful hail return of cherished icon the religious faithful in moscow are flocking to a kremlin cathedral for a homecoming of sorts -- the return of a beloved icon, or holy picture.\n",
      "Removed HTML Tags: moscow faithful hail return of cherished icon the religious faithful in moscow are flocking to a kremlin cathedral for a homecoming of sorts -- the return of a beloved icon, or holy picture.\n",
      "Removed Special Characters: moscow faithful hail return of cherished icon the religious faithful in moscow are flocking to a kremlin cathedral for a homecoming of sorts  the return of a beloved icon or holy picture\n",
      "Tokens: ['moscow', 'faithful', 'hail', 'return', 'of', 'cherished', 'icon', 'the', 'religious', 'faithful', 'in', 'moscow', 'are', 'flocking', 'to', 'a', 'kremlin', 'cathedral', 'for', 'a', 'homecoming', 'of', 'sorts', 'the', 'return', 'of', 'a', 'beloved', 'icon', 'or', 'holy', 'picture']\n",
      "Removed Stopwords: ['moscow', 'faithful', 'hail', 'return', 'cherished', 'icon', 'religious', 'faithful', 'moscow', 'flocking', 'kremlin', 'cathedral', 'homecoming', 'sorts', 'return', 'beloved', 'icon', 'holy', 'picture']\n",
      "Stemmed Tokens: ['moscow', 'faith', 'hail', 'return', 'cherish', 'icon', 'religi', 'faith', 'moscow', 'flock', 'kremlin', 'cathedr', 'homecom', 'sort', 'return', 'belov', 'icon', 'holi', 'pictur']\n",
      "Final Preprocessed Text: moscow faith hail return cherish icon religi faith moscow flock kremlin cathedr homecom sort return belov icon holi pictur\n",
      "\n",
      "Original Text: UK #39;s Blair Says Weapons Report Shows Iraq Breached UN Rules UK Prime Minister Tony Blair said a US report on Iraqi arms programs shows Saddam Hussein was working to acquire banned weapons in breach of United Nations resolutions, justifying the 2003 war to depose him.\n",
      "Lowercased Text: uk #39;s blair says weapons report shows iraq breached un rules uk prime minister tony blair said a us report on iraqi arms programs shows saddam hussein was working to acquire banned weapons in breach of united nations resolutions, justifying the 2003 war to depose him.\n",
      "Removed URLs: uk #39;s blair says weapons report shows iraq breached un rules uk prime minister tony blair said a us report on iraqi arms programs shows saddam hussein was working to acquire banned weapons in breach of united nations resolutions, justifying the 2003 war to depose him.\n",
      "Removed HTML Tags: uk #39;s blair says weapons report shows iraq breached un rules uk prime minister tony blair said a us report on iraqi arms programs shows saddam hussein was working to acquire banned weapons in breach of united nations resolutions, justifying the 2003 war to depose him.\n",
      "Removed Special Characters: uk s blair says weapons report shows iraq breached un rules uk prime minister tony blair said a us report on iraqi arms programs shows saddam hussein was working to acquire banned weapons in breach of united nations resolutions justifying the  war to depose him\n",
      "Tokens: ['uk', 's', 'blair', 'says', 'weapons', 'report', 'shows', 'iraq', 'breached', 'un', 'rules', 'uk', 'prime', 'minister', 'tony', 'blair', 'said', 'a', 'us', 'report', 'on', 'iraqi', 'arms', 'programs', 'shows', 'saddam', 'hussein', 'was', 'working', 'to', 'acquire', 'banned', 'weapons', 'in', 'breach', 'of', 'united', 'nations', 'resolutions', 'justifying', 'the', 'war', 'to', 'depose', 'him']\n",
      "Removed Stopwords: ['uk', 'blair', 'says', 'weapons', 'report', 'shows', 'iraq', 'breached', 'un', 'rules', 'uk', 'prime', 'minister', 'tony', 'blair', 'said', 'us', 'report', 'iraqi', 'arms', 'programs', 'shows', 'saddam', 'hussein', 'working', 'acquire', 'banned', 'weapons', 'breach', 'united', 'nations', 'resolutions', 'justifying', 'war', 'depose']\n",
      "Stemmed Tokens: ['uk', 'blair', 'say', 'weapon', 'report', 'show', 'iraq', 'breach', 'un', 'rule', 'uk', 'prime', 'minist', 'toni', 'blair', 'said', 'us', 'report', 'iraqi', 'arm', 'program', 'show', 'saddam', 'hussein', 'work', 'acquir', 'ban', 'weapon', 'breach', 'unit', 'nation', 'resolut', 'justifi', 'war', 'depos']\n",
      "Final Preprocessed Text: uk blair say weapon report show iraq breach un rule uk prime minist toni blair said us report iraqi arm program show saddam hussein work acquir ban weapon breach unit nation resolut justifi war depos\n",
      "\n",
      "Original Text: India #39;s ruling Congress party retains power in richest state BOMBAY : India #39;s Congress-led alliance held onto power in the nation #39;s richest state, Maharashtra, after winning the most seats in assembly elections and dealing a humiliating defeat to the opposition Hindu nationalists.\n",
      "Lowercased Text: india #39;s ruling congress party retains power in richest state bombay : india #39;s congress-led alliance held onto power in the nation #39;s richest state, maharashtra, after winning the most seats in assembly elections and dealing a humiliating defeat to the opposition hindu nationalists.\n",
      "Removed URLs: india #39;s ruling congress party retains power in richest state bombay : india #39;s congress-led alliance held onto power in the nation #39;s richest state, maharashtra, after winning the most seats in assembly elections and dealing a humiliating defeat to the opposition hindu nationalists.\n",
      "Removed HTML Tags: india #39;s ruling congress party retains power in richest state bombay : india #39;s congress-led alliance held onto power in the nation #39;s richest state, maharashtra, after winning the most seats in assembly elections and dealing a humiliating defeat to the opposition hindu nationalists.\n",
      "Removed Special Characters: india s ruling congress party retains power in richest state bombay  india s congressled alliance held onto power in the nation s richest state maharashtra after winning the most seats in assembly elections and dealing a humiliating defeat to the opposition hindu nationalists\n",
      "Tokens: ['india', 's', 'ruling', 'congress', 'party', 'retains', 'power', 'in', 'richest', 'state', 'bombay', 'india', 's', 'congressled', 'alliance', 'held', 'onto', 'power', 'in', 'the', 'nation', 's', 'richest', 'state', 'maharashtra', 'after', 'winning', 'the', 'most', 'seats', 'in', 'assembly', 'elections', 'and', 'dealing', 'a', 'humiliating', 'defeat', 'to', 'the', 'opposition', 'hindu', 'nationalists']\n",
      "Removed Stopwords: ['india', 'ruling', 'congress', 'party', 'retains', 'power', 'richest', 'state', 'bombay', 'india', 'congressled', 'alliance', 'held', 'onto', 'power', 'nation', 'richest', 'state', 'maharashtra', 'winning', 'seats', 'assembly', 'elections', 'dealing', 'humiliating', 'defeat', 'opposition', 'hindu', 'nationalists']\n",
      "Stemmed Tokens: ['india', 'rule', 'congress', 'parti', 'retain', 'power', 'richest', 'state', 'bombay', 'india', 'congressl', 'allianc', 'held', 'onto', 'power', 'nation', 'richest', 'state', 'maharashtra', 'win', 'seat', 'assembl', 'elect', 'deal', 'humili', 'defeat', 'opposit', 'hindu', 'nationalist']\n",
      "Final Preprocessed Text: india rule congress parti retain power richest state bombay india congressl allianc held onto power nation richest state maharashtra win seat assembl elect deal humili defeat opposit hindu nationalist\n",
      "\n",
      "Original Text: Clinton Likely to Have Surgery Monday Former President Bill Clinton's heart bypass, expected Monday, likely will be an ordinary replumbing of his ailing heart, not some new whiz-bang robotic or \"keyhole\" surgery, leading surgeons say.    A source close to the former president who spoke on condition of anonymity said Clinton has told him the surgery was scheduled for Monday morning...\n",
      "Lowercased Text: clinton likely to have surgery monday former president bill clinton's heart bypass, expected monday, likely will be an ordinary replumbing of his ailing heart, not some new whiz-bang robotic or \"keyhole\" surgery, leading surgeons say.    a source close to the former president who spoke on condition of anonymity said clinton has told him the surgery was scheduled for monday morning...\n",
      "Removed URLs: clinton likely to have surgery monday former president bill clinton's heart bypass, expected monday, likely will be an ordinary replumbing of his ailing heart, not some new whiz-bang robotic or \"keyhole\" surgery, leading surgeons say.    a source close to the former president who spoke on condition of anonymity said clinton has told him the surgery was scheduled for monday morning...\n",
      "Removed HTML Tags: clinton likely to have surgery monday former president bill clinton's heart bypass, expected monday, likely will be an ordinary replumbing of his ailing heart, not some new whiz-bang robotic or \"keyhole\" surgery, leading surgeons say.    a source close to the former president who spoke on condition of anonymity said clinton has told him the surgery was scheduled for monday morning...\n",
      "Removed Special Characters: clinton likely to have surgery monday former president bill clintons heart bypass expected monday likely will be an ordinary replumbing of his ailing heart not some new whizbang robotic or keyhole surgery leading surgeons say    a source close to the former president who spoke on condition of anonymity said clinton has told him the surgery was scheduled for monday morning\n",
      "Tokens: ['clinton', 'likely', 'to', 'have', 'surgery', 'monday', 'former', 'president', 'bill', 'clintons', 'heart', 'bypass', 'expected', 'monday', 'likely', 'will', 'be', 'an', 'ordinary', 'replumbing', 'of', 'his', 'ailing', 'heart', 'not', 'some', 'new', 'whizbang', 'robotic', 'or', 'keyhole', 'surgery', 'leading', 'surgeons', 'say', 'a', 'source', 'close', 'to', 'the', 'former', 'president', 'who', 'spoke', 'on', 'condition', 'of', 'anonymity', 'said', 'clinton', 'has', 'told', 'him', 'the', 'surgery', 'was', 'scheduled', 'for', 'monday', 'morning']\n",
      "Removed Stopwords: ['clinton', 'likely', 'surgery', 'monday', 'former', 'president', 'bill', 'clintons', 'heart', 'bypass', 'expected', 'monday', 'likely', 'ordinary', 'replumbing', 'ailing', 'heart', 'new', 'whizbang', 'robotic', 'keyhole', 'surgery', 'leading', 'surgeons', 'say', 'source', 'close', 'former', 'president', 'spoke', 'condition', 'anonymity', 'said', 'clinton', 'told', 'surgery', 'scheduled', 'monday', 'morning']\n",
      "Stemmed Tokens: ['clinton', 'like', 'surgeri', 'monday', 'former', 'presid', 'bill', 'clinton', 'heart', 'bypass', 'expect', 'monday', 'like', 'ordinari', 'replumb', 'ail', 'heart', 'new', 'whizbang', 'robot', 'keyhol', 'surgeri', 'lead', 'surgeon', 'say', 'sourc', 'close', 'former', 'presid', 'spoke', 'condit', 'anonym', 'said', 'clinton', 'told', 'surgeri', 'schedul', 'monday', 'morn']\n",
      "Final Preprocessed Text: clinton like surgeri monday former presid bill clinton heart bypass expect monday like ordinari replumb ail heart new whizbang robot keyhol surgeri lead surgeon say sourc close former presid spoke condit anonym said clinton told surgeri schedul monday morn\n",
      "\n",
      "Original Text: British Labor government to step up anti-terror laws if wins next British Home Secretary David Blunkett on Sunday unveiled proposals for more far-reaching laws to tackle terrorism if the Labor government wins the next election widely expected in May next year.\n",
      "Lowercased Text: british labor government to step up anti-terror laws if wins next british home secretary david blunkett on sunday unveiled proposals for more far-reaching laws to tackle terrorism if the labor government wins the next election widely expected in may next year.\n",
      "Removed URLs: british labor government to step up anti-terror laws if wins next british home secretary david blunkett on sunday unveiled proposals for more far-reaching laws to tackle terrorism if the labor government wins the next election widely expected in may next year.\n",
      "Removed HTML Tags: british labor government to step up anti-terror laws if wins next british home secretary david blunkett on sunday unveiled proposals for more far-reaching laws to tackle terrorism if the labor government wins the next election widely expected in may next year.\n",
      "Removed Special Characters: british labor government to step up antiterror laws if wins next british home secretary david blunkett on sunday unveiled proposals for more farreaching laws to tackle terrorism if the labor government wins the next election widely expected in may next year\n",
      "Tokens: ['british', 'labor', 'government', 'to', 'step', 'up', 'antiterror', 'laws', 'if', 'wins', 'next', 'british', 'home', 'secretary', 'david', 'blunkett', 'on', 'sunday', 'unveiled', 'proposals', 'for', 'more', 'farreaching', 'laws', 'to', 'tackle', 'terrorism', 'if', 'the', 'labor', 'government', 'wins', 'the', 'next', 'election', 'widely', 'expected', 'in', 'may', 'next', 'year']\n",
      "Removed Stopwords: ['british', 'labor', 'government', 'step', 'antiterror', 'laws', 'wins', 'next', 'british', 'home', 'secretary', 'david', 'blunkett', 'sunday', 'unveiled', 'proposals', 'farreaching', 'laws', 'tackle', 'terrorism', 'labor', 'government', 'wins', 'next', 'election', 'widely', 'expected', 'may', 'next', 'year']\n",
      "Stemmed Tokens: ['british', 'labor', 'govern', 'step', 'antiterror', 'law', 'win', 'next', 'british', 'home', 'secretari', 'david', 'blunkett', 'sunday', 'unveil', 'propos', 'farreach', 'law', 'tackl', 'terror', 'labor', 'govern', 'win', 'next', 'elect', 'wide', 'expect', 'may', 'next', 'year']\n",
      "Final Preprocessed Text: british labor govern step antiterror law win next british home secretari david blunkett sunday unveil propos farreach law tackl terror labor govern win next elect wide expect may next year\n",
      "\n",
      "Original Text: Raids Kill 8 French Troops and American in Ivory Coast DAKAR, Senegal Nov. 6 - In a swift and alarming escalation of the war in Ivory Coast, aerial bombings by two government warplanes killed eight French peacekeepers, as well as an American citizen, on Saturday \n",
      "Lowercased Text: raids kill 8 french troops and american in ivory coast dakar, senegal nov. 6 - in a swift and alarming escalation of the war in ivory coast, aerial bombings by two government warplanes killed eight french peacekeepers, as well as an american citizen, on saturday \n",
      "Removed URLs: raids kill 8 french troops and american in ivory coast dakar, senegal nov. 6 - in a swift and alarming escalation of the war in ivory coast, aerial bombings by two government warplanes killed eight french peacekeepers, as well as an american citizen, on saturday \n",
      "Removed HTML Tags: raids kill 8 french troops and american in ivory coast dakar, senegal nov. 6 - in a swift and alarming escalation of the war in ivory coast, aerial bombings by two government warplanes killed eight french peacekeepers, as well as an american citizen, on saturday \n",
      "Removed Special Characters: raids kill  french troops and american in ivory coast dakar senegal nov   in a swift and alarming escalation of the war in ivory coast aerial bombings by two government warplanes killed eight french peacekeepers as well as an american citizen on saturday \n",
      "Tokens: ['raids', 'kill', 'french', 'troops', 'and', 'american', 'in', 'ivory', 'coast', 'dakar', 'senegal', 'nov', 'in', 'a', 'swift', 'and', 'alarming', 'escalation', 'of', 'the', 'war', 'in', 'ivory', 'coast', 'aerial', 'bombings', 'by', 'two', 'government', 'warplanes', 'killed', 'eight', 'french', 'peacekeepers', 'as', 'well', 'as', 'an', 'american', 'citizen', 'on', 'saturday']\n",
      "Removed Stopwords: ['raids', 'kill', 'french', 'troops', 'american', 'ivory', 'coast', 'dakar', 'senegal', 'nov', 'swift', 'alarming', 'escalation', 'war', 'ivory', 'coast', 'aerial', 'bombings', 'two', 'government', 'warplanes', 'killed', 'eight', 'french', 'peacekeepers', 'well', 'american', 'citizen', 'saturday']\n",
      "Stemmed Tokens: ['raid', 'kill', 'french', 'troop', 'american', 'ivori', 'coast', 'dakar', 'seneg', 'nov', 'swift', 'alarm', 'escal', 'war', 'ivori', 'coast', 'aerial', 'bomb', 'two', 'govern', 'warplan', 'kill', 'eight', 'french', 'peacekeep', 'well', 'american', 'citizen', 'saturday']\n",
      "Final Preprocessed Text: raid kill french troop american ivori coast dakar seneg nov swift alarm escal war ivori coast aerial bomb two govern warplan kill eight french peacekeep well american citizen saturday\n",
      "\n",
      "Original Text: Car bomb kills five at Iraq education ministry Cameraman working for Reuters killed in Ramadi clashes, US war planes bomb insurgent-held Fallujah. BAGHDAD - At least five people were killed when a car comb exploded outside Iraq #39;s education ministry in Baghdad on Tuesday, hospital sources said.\n",
      "Lowercased Text: car bomb kills five at iraq education ministry cameraman working for reuters killed in ramadi clashes, us war planes bomb insurgent-held fallujah. baghdad - at least five people were killed when a car comb exploded outside iraq #39;s education ministry in baghdad on tuesday, hospital sources said.\n",
      "Removed URLs: car bomb kills five at iraq education ministry cameraman working for reuters killed in ramadi clashes, us war planes bomb insurgent-held fallujah. baghdad - at least five people were killed when a car comb exploded outside iraq #39;s education ministry in baghdad on tuesday, hospital sources said.\n",
      "Removed HTML Tags: car bomb kills five at iraq education ministry cameraman working for reuters killed in ramadi clashes, us war planes bomb insurgent-held fallujah. baghdad - at least five people were killed when a car comb exploded outside iraq #39;s education ministry in baghdad on tuesday, hospital sources said.\n",
      "Removed Special Characters: car bomb kills five at iraq education ministry cameraman working for reuters killed in ramadi clashes us war planes bomb insurgentheld fallujah baghdad  at least five people were killed when a car comb exploded outside iraq s education ministry in baghdad on tuesday hospital sources said\n",
      "Tokens: ['car', 'bomb', 'kills', 'five', 'at', 'iraq', 'education', 'ministry', 'cameraman', 'working', 'for', 'reuters', 'killed', 'in', 'ramadi', 'clashes', 'us', 'war', 'planes', 'bomb', 'insurgentheld', 'fallujah', 'baghdad', 'at', 'least', 'five', 'people', 'were', 'killed', 'when', 'a', 'car', 'comb', 'exploded', 'outside', 'iraq', 's', 'education', 'ministry', 'in', 'baghdad', 'on', 'tuesday', 'hospital', 'sources', 'said']\n",
      "Removed Stopwords: ['car', 'bomb', 'kills', 'five', 'iraq', 'education', 'ministry', 'cameraman', 'working', 'reuters', 'killed', 'ramadi', 'clashes', 'us', 'war', 'planes', 'bomb', 'insurgentheld', 'fallujah', 'baghdad', 'least', 'five', 'people', 'killed', 'car', 'comb', 'exploded', 'outside', 'iraq', 'education', 'ministry', 'baghdad', 'tuesday', 'hospital', 'sources', 'said']\n",
      "Stemmed Tokens: ['car', 'bomb', 'kill', 'five', 'iraq', 'educ', 'ministri', 'cameraman', 'work', 'reuter', 'kill', 'ramadi', 'clash', 'us', 'war', 'plane', 'bomb', 'insurgentheld', 'fallujah', 'baghdad', 'least', 'five', 'peopl', 'kill', 'car', 'comb', 'explod', 'outsid', 'iraq', 'educ', 'ministri', 'baghdad', 'tuesday', 'hospit', 'sourc', 'said']\n",
      "Final Preprocessed Text: car bomb kill five iraq educ ministri cameraman work reuter kill ramadi clash us war plane bomb insurgentheld fallujah baghdad least five peopl kill car comb explod outsid iraq educ ministri baghdad tuesday hospit sourc said\n",
      "\n",
      "Original Text: High Court Considers Immigration Cases (AP) AP - The Supreme Court considered Tuesday whether the government can send immigrants back to countries that haven't agreed to accept them, a question that will determine the fate of thousands of Somalis resisting deportation to their war-torn homeland.\n",
      "Lowercased Text: high court considers immigration cases (ap) ap - the supreme court considered tuesday whether the government can send immigrants back to countries that haven't agreed to accept them, a question that will determine the fate of thousands of somalis resisting deportation to their war-torn homeland.\n",
      "Removed URLs: high court considers immigration cases (ap) ap - the supreme court considered tuesday whether the government can send immigrants back to countries that haven't agreed to accept them, a question that will determine the fate of thousands of somalis resisting deportation to their war-torn homeland.\n",
      "Removed HTML Tags: high court considers immigration cases (ap) ap - the supreme court considered tuesday whether the government can send immigrants back to countries that haven't agreed to accept them, a question that will determine the fate of thousands of somalis resisting deportation to their war-torn homeland.\n",
      "Removed Special Characters: high court considers immigration cases ap ap  the supreme court considered tuesday whether the government can send immigrants back to countries that havent agreed to accept them a question that will determine the fate of thousands of somalis resisting deportation to their wartorn homeland\n",
      "Tokens: ['high', 'court', 'considers', 'immigration', 'cases', 'ap', 'ap', 'the', 'supreme', 'court', 'considered', 'tuesday', 'whether', 'the', 'government', 'can', 'send', 'immigrants', 'back', 'to', 'countries', 'that', 'havent', 'agreed', 'to', 'accept', 'them', 'a', 'question', 'that', 'will', 'determine', 'the', 'fate', 'of', 'thousands', 'of', 'somalis', 'resisting', 'deportation', 'to', 'their', 'wartorn', 'homeland']\n",
      "Removed Stopwords: ['high', 'court', 'considers', 'immigration', 'cases', 'ap', 'ap', 'supreme', 'court', 'considered', 'tuesday', 'whether', 'government', 'send', 'immigrants', 'back', 'countries', 'havent', 'agreed', 'accept', 'question', 'determine', 'fate', 'thousands', 'somalis', 'resisting', 'deportation', 'wartorn', 'homeland']\n",
      "Stemmed Tokens: ['high', 'court', 'consid', 'immigr', 'case', 'ap', 'ap', 'suprem', 'court', 'consid', 'tuesday', 'whether', 'govern', 'send', 'immigr', 'back', 'countri', 'havent', 'agre', 'accept', 'question', 'determin', 'fate', 'thousand', 'somali', 'resist', 'deport', 'wartorn', 'homeland']\n",
      "Final Preprocessed Text: high court consid immigr case ap ap suprem court consid tuesday whether govern send immigr back countri havent agre accept question determin fate thousand somali resist deport wartorn homeland\n",
      "\n",
      "Original Text: Jakarta Hunts Islamic Militants After Embassy Attack  JAKARTA (Reuters) - Indonesian police launched a nationwide  manhunt on Friday for al Qaeda-linked militants blamed for a  suicide car bomb attack outside the Australian embassy that  jolted both countries ahead of elections.\n",
      "Lowercased Text: jakarta hunts islamic militants after embassy attack  jakarta (reuters) - indonesian police launched a nationwide  manhunt on friday for al qaeda-linked militants blamed for a  suicide car bomb attack outside the australian embassy that  jolted both countries ahead of elections.\n",
      "Removed URLs: jakarta hunts islamic militants after embassy attack  jakarta (reuters) - indonesian police launched a nationwide  manhunt on friday for al qaeda-linked militants blamed for a  suicide car bomb attack outside the australian embassy that  jolted both countries ahead of elections.\n",
      "Removed HTML Tags: jakarta hunts islamic militants after embassy attack  jakarta (reuters) - indonesian police launched a nationwide  manhunt on friday for al qaeda-linked militants blamed for a  suicide car bomb attack outside the australian embassy that  jolted both countries ahead of elections.\n",
      "Removed Special Characters: jakarta hunts islamic militants after embassy attack  jakarta reuters  indonesian police launched a nationwide  manhunt on friday for al qaedalinked militants blamed for a  suicide car bomb attack outside the australian embassy that  jolted both countries ahead of elections\n",
      "Tokens: ['jakarta', 'hunts', 'islamic', 'militants', 'after', 'embassy', 'attack', 'jakarta', 'reuters', 'indonesian', 'police', 'launched', 'a', 'nationwide', 'manhunt', 'on', 'friday', 'for', 'al', 'qaedalinked', 'militants', 'blamed', 'for', 'a', 'suicide', 'car', 'bomb', 'attack', 'outside', 'the', 'australian', 'embassy', 'that', 'jolted', 'both', 'countries', 'ahead', 'of', 'elections']\n",
      "Removed Stopwords: ['jakarta', 'hunts', 'islamic', 'militants', 'embassy', 'attack', 'jakarta', 'reuters', 'indonesian', 'police', 'launched', 'nationwide', 'manhunt', 'friday', 'al', 'qaedalinked', 'militants', 'blamed', 'suicide', 'car', 'bomb', 'attack', 'outside', 'australian', 'embassy', 'jolted', 'countries', 'ahead', 'elections']\n",
      "Stemmed Tokens: ['jakarta', 'hunt', 'islam', 'milit', 'embassi', 'attack', 'jakarta', 'reuter', 'indonesian', 'polic', 'launch', 'nationwid', 'manhunt', 'friday', 'al', 'qaedalink', 'milit', 'blame', 'suicid', 'car', 'bomb', 'attack', 'outsid', 'australian', 'embassi', 'jolt', 'countri', 'ahead', 'elect']\n",
      "Final Preprocessed Text: jakarta hunt islam milit embassi attack jakarta reuter indonesian polic launch nationwid manhunt friday al qaedalink milit blame suicid car bomb attack outsid australian embassi jolt countri ahead elect\n",
      "\n",
      "Original Text: Triple attacks in Sinai, Egypt, leaves 33 dead and 130 injured WANTED FOR MURDER OF 33 PEOPLE AND INJURY OF 130 PEOPLE at 3 locations in Sinai, Egypt, at the end of the Jewish high holiday season (at the end of the Simchat Torah holiday).\n",
      "Lowercased Text: triple attacks in sinai, egypt, leaves 33 dead and 130 injured wanted for murder of 33 people and injury of 130 people at 3 locations in sinai, egypt, at the end of the jewish high holiday season (at the end of the simchat torah holiday).\n",
      "Removed URLs: triple attacks in sinai, egypt, leaves 33 dead and 130 injured wanted for murder of 33 people and injury of 130 people at 3 locations in sinai, egypt, at the end of the jewish high holiday season (at the end of the simchat torah holiday).\n",
      "Removed HTML Tags: triple attacks in sinai, egypt, leaves 33 dead and 130 injured wanted for murder of 33 people and injury of 130 people at 3 locations in sinai, egypt, at the end of the jewish high holiday season (at the end of the simchat torah holiday).\n",
      "Removed Special Characters: triple attacks in sinai egypt leaves  dead and  injured wanted for murder of  people and injury of  people at  locations in sinai egypt at the end of the jewish high holiday season at the end of the simchat torah holiday\n",
      "Tokens: ['triple', 'attacks', 'in', 'sinai', 'egypt', 'leaves', 'dead', 'and', 'injured', 'wanted', 'for', 'murder', 'of', 'people', 'and', 'injury', 'of', 'people', 'at', 'locations', 'in', 'sinai', 'egypt', 'at', 'the', 'end', 'of', 'the', 'jewish', 'high', 'holiday', 'season', 'at', 'the', 'end', 'of', 'the', 'simchat', 'torah', 'holiday']\n",
      "Removed Stopwords: ['triple', 'attacks', 'sinai', 'egypt', 'leaves', 'dead', 'injured', 'wanted', 'murder', 'people', 'injury', 'people', 'locations', 'sinai', 'egypt', 'end', 'jewish', 'high', 'holiday', 'season', 'end', 'simchat', 'torah', 'holiday']\n",
      "Stemmed Tokens: ['tripl', 'attack', 'sinai', 'egypt', 'leav', 'dead', 'injur', 'want', 'murder', 'peopl', 'injuri', 'peopl', 'locat', 'sinai', 'egypt', 'end', 'jewish', 'high', 'holiday', 'season', 'end', 'simchat', 'torah', 'holiday']\n",
      "Final Preprocessed Text: tripl attack sinai egypt leav dead injur want murder peopl injuri peopl locat sinai egypt end jewish high holiday season end simchat torah holiday\n",
      "\n",
      "Original Text: Islamic group posts alleged pictures of Nepalese abducted in Iraq (AFP) AFP - An Islamic militant group published on a website the alleged pictures of twelve Nepalese citizens whom it said it had abducted for cooperating with US forces in Iraq.\n",
      "Lowercased Text: islamic group posts alleged pictures of nepalese abducted in iraq (afp) afp - an islamic militant group published on a website the alleged pictures of twelve nepalese citizens whom it said it had abducted for cooperating with us forces in iraq.\n",
      "Removed URLs: islamic group posts alleged pictures of nepalese abducted in iraq (afp) afp - an islamic militant group published on a website the alleged pictures of twelve nepalese citizens whom it said it had abducted for cooperating with us forces in iraq.\n",
      "Removed HTML Tags: islamic group posts alleged pictures of nepalese abducted in iraq (afp) afp - an islamic militant group published on a website the alleged pictures of twelve nepalese citizens whom it said it had abducted for cooperating with us forces in iraq.\n",
      "Removed Special Characters: islamic group posts alleged pictures of nepalese abducted in iraq afp afp  an islamic militant group published on a website the alleged pictures of twelve nepalese citizens whom it said it had abducted for cooperating with us forces in iraq\n",
      "Tokens: ['islamic', 'group', 'posts', 'alleged', 'pictures', 'of', 'nepalese', 'abducted', 'in', 'iraq', 'afp', 'afp', 'an', 'islamic', 'militant', 'group', 'published', 'on', 'a', 'website', 'the', 'alleged', 'pictures', 'of', 'twelve', 'nepalese', 'citizens', 'whom', 'it', 'said', 'it', 'had', 'abducted', 'for', 'cooperating', 'with', 'us', 'forces', 'in', 'iraq']\n",
      "Removed Stopwords: ['islamic', 'group', 'posts', 'alleged', 'pictures', 'nepalese', 'abducted', 'iraq', 'afp', 'afp', 'islamic', 'militant', 'group', 'published', 'website', 'alleged', 'pictures', 'twelve', 'nepalese', 'citizens', 'said', 'abducted', 'cooperating', 'us', 'forces', 'iraq']\n",
      "Stemmed Tokens: ['islam', 'group', 'post', 'alleg', 'pictur', 'nepales', 'abduct', 'iraq', 'afp', 'afp', 'islam', 'milit', 'group', 'publish', 'websit', 'alleg', 'pictur', 'twelv', 'nepales', 'citizen', 'said', 'abduct', 'cooper', 'us', 'forc', 'iraq']\n",
      "Final Preprocessed Text: islam group post alleg pictur nepales abduct iraq afp afp islam milit group publish websit alleg pictur twelv nepales citizen said abduct cooper us forc iraq\n",
      "\n",
      "Original Text: U.N. Wants Stronger Mandate for AU Monitors in Darfur  KHARTOUM, Sudan (Reuters) - African Union (AU) monitors of  a shaky cease-fire in Sudan's remote Darfur region should have  an expanded mandate but stop short of peacekeeping, a United  Nations official in Sudan said Wednesday.\n",
      "Lowercased Text: u.n. wants stronger mandate for au monitors in darfur  khartoum, sudan (reuters) - african union (au) monitors of  a shaky cease-fire in sudan's remote darfur region should have  an expanded mandate but stop short of peacekeeping, a united  nations official in sudan said wednesday.\n",
      "Removed URLs: u.n. wants stronger mandate for au monitors in darfur  khartoum, sudan (reuters) - african union (au) monitors of  a shaky cease-fire in sudan's remote darfur region should have  an expanded mandate but stop short of peacekeeping, a united  nations official in sudan said wednesday.\n",
      "Removed HTML Tags: u.n. wants stronger mandate for au monitors in darfur  khartoum, sudan (reuters) - african union (au) monitors of  a shaky cease-fire in sudan's remote darfur region should have  an expanded mandate but stop short of peacekeeping, a united  nations official in sudan said wednesday.\n",
      "Removed Special Characters: un wants stronger mandate for au monitors in darfur  khartoum sudan reuters  african union au monitors of  a shaky ceasefire in sudans remote darfur region should have  an expanded mandate but stop short of peacekeeping a united  nations official in sudan said wednesday\n",
      "Tokens: ['un', 'wants', 'stronger', 'mandate', 'for', 'au', 'monitors', 'in', 'darfur', 'khartoum', 'sudan', 'reuters', 'african', 'union', 'au', 'monitors', 'of', 'a', 'shaky', 'ceasefire', 'in', 'sudans', 'remote', 'darfur', 'region', 'should', 'have', 'an', 'expanded', 'mandate', 'but', 'stop', 'short', 'of', 'peacekeeping', 'a', 'united', 'nations', 'official', 'in', 'sudan', 'said', 'wednesday']\n",
      "Removed Stopwords: ['un', 'wants', 'stronger', 'mandate', 'au', 'monitors', 'darfur', 'khartoum', 'sudan', 'reuters', 'african', 'union', 'au', 'monitors', 'shaky', 'ceasefire', 'sudans', 'remote', 'darfur', 'region', 'expanded', 'mandate', 'stop', 'short', 'peacekeeping', 'united', 'nations', 'official', 'sudan', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['un', 'want', 'stronger', 'mandat', 'au', 'monitor', 'darfur', 'khartoum', 'sudan', 'reuter', 'african', 'union', 'au', 'monitor', 'shaki', 'ceasefir', 'sudan', 'remot', 'darfur', 'region', 'expand', 'mandat', 'stop', 'short', 'peacekeep', 'unit', 'nation', 'offici', 'sudan', 'said', 'wednesday']\n",
      "Final Preprocessed Text: un want stronger mandat au monitor darfur khartoum sudan reuter african union au monitor shaki ceasefir sudan remot darfur region expand mandat stop short peacekeep unit nation offici sudan said wednesday\n",
      "\n",
      "Original Text: PM asks whats the way out? General says I will get back NEW YORK, SEPTEMBER 24: At their first meeting here this morning, Prime Minister Manmohan Singh popped the question to Pakistan President Pervez Musharraf.\n",
      "Lowercased Text: pm asks whats the way out? general says i will get back new york, september 24: at their first meeting here this morning, prime minister manmohan singh popped the question to pakistan president pervez musharraf.\n",
      "Removed URLs: pm asks whats the way out? general says i will get back new york, september 24: at their first meeting here this morning, prime minister manmohan singh popped the question to pakistan president pervez musharraf.\n",
      "Removed HTML Tags: pm asks whats the way out? general says i will get back new york, september 24: at their first meeting here this morning, prime minister manmohan singh popped the question to pakistan president pervez musharraf.\n",
      "Removed Special Characters: pm asks whats the way out general says i will get back new york september  at their first meeting here this morning prime minister manmohan singh popped the question to pakistan president pervez musharraf\n",
      "Tokens: ['pm', 'asks', 'whats', 'the', 'way', 'out', 'general', 'says', 'i', 'will', 'get', 'back', 'new', 'york', 'september', 'at', 'their', 'first', 'meeting', 'here', 'this', 'morning', 'prime', 'minister', 'manmohan', 'singh', 'popped', 'the', 'question', 'to', 'pakistan', 'president', 'pervez', 'musharraf']\n",
      "Removed Stopwords: ['pm', 'asks', 'whats', 'way', 'general', 'says', 'get', 'back', 'new', 'york', 'september', 'first', 'meeting', 'morning', 'prime', 'minister', 'manmohan', 'singh', 'popped', 'question', 'pakistan', 'president', 'pervez', 'musharraf']\n",
      "Stemmed Tokens: ['pm', 'ask', 'what', 'way', 'gener', 'say', 'get', 'back', 'new', 'york', 'septemb', 'first', 'meet', 'morn', 'prime', 'minist', 'manmohan', 'singh', 'pop', 'question', 'pakistan', 'presid', 'pervez', 'musharraf']\n",
      "Final Preprocessed Text: pm ask what way gener say get back new york septemb first meet morn prime minist manmohan singh pop question pakistan presid pervez musharraf\n",
      "\n",
      "Original Text: U.S. Weapons Inspector: Iraq Had No WMD WASHINGTON - Drafts of a report from the top U.S. inspector in Iraq conclude there were no stockpiles of weapons of mass destruction, but say there are signs the fallen Iraqi President Saddam Hussein had dormant programs he hoped to revive at a later time, according to people familiar with the findings...\n",
      "Lowercased Text: u.s. weapons inspector: iraq had no wmd washington - drafts of a report from the top u.s. inspector in iraq conclude there were no stockpiles of weapons of mass destruction, but say there are signs the fallen iraqi president saddam hussein had dormant programs he hoped to revive at a later time, according to people familiar with the findings...\n",
      "Removed URLs: u.s. weapons inspector: iraq had no wmd washington - drafts of a report from the top u.s. inspector in iraq conclude there were no stockpiles of weapons of mass destruction, but say there are signs the fallen iraqi president saddam hussein had dormant programs he hoped to revive at a later time, according to people familiar with the findings...\n",
      "Removed HTML Tags: u.s. weapons inspector: iraq had no wmd washington - drafts of a report from the top u.s. inspector in iraq conclude there were no stockpiles of weapons of mass destruction, but say there are signs the fallen iraqi president saddam hussein had dormant programs he hoped to revive at a later time, according to people familiar with the findings...\n",
      "Removed Special Characters: us weapons inspector iraq had no wmd washington  drafts of a report from the top us inspector in iraq conclude there were no stockpiles of weapons of mass destruction but say there are signs the fallen iraqi president saddam hussein had dormant programs he hoped to revive at a later time according to people familiar with the findings\n",
      "Tokens: ['us', 'weapons', 'inspector', 'iraq', 'had', 'no', 'wmd', 'washington', 'drafts', 'of', 'a', 'report', 'from', 'the', 'top', 'us', 'inspector', 'in', 'iraq', 'conclude', 'there', 'were', 'no', 'stockpiles', 'of', 'weapons', 'of', 'mass', 'destruction', 'but', 'say', 'there', 'are', 'signs', 'the', 'fallen', 'iraqi', 'president', 'saddam', 'hussein', 'had', 'dormant', 'programs', 'he', 'hoped', 'to', 'revive', 'at', 'a', 'later', 'time', 'according', 'to', 'people', 'familiar', 'with', 'the', 'findings']\n",
      "Removed Stopwords: ['us', 'weapons', 'inspector', 'iraq', 'wmd', 'washington', 'drafts', 'report', 'top', 'us', 'inspector', 'iraq', 'conclude', 'stockpiles', 'weapons', 'mass', 'destruction', 'say', 'signs', 'fallen', 'iraqi', 'president', 'saddam', 'hussein', 'dormant', 'programs', 'hoped', 'revive', 'later', 'time', 'according', 'people', 'familiar', 'findings']\n",
      "Stemmed Tokens: ['us', 'weapon', 'inspector', 'iraq', 'wmd', 'washington', 'draft', 'report', 'top', 'us', 'inspector', 'iraq', 'conclud', 'stockpil', 'weapon', 'mass', 'destruct', 'say', 'sign', 'fallen', 'iraqi', 'presid', 'saddam', 'hussein', 'dormant', 'program', 'hope', 'reviv', 'later', 'time', 'accord', 'peopl', 'familiar', 'find']\n",
      "Final Preprocessed Text: us weapon inspector iraq wmd washington draft report top us inspector iraq conclud stockpil weapon mass destruct say sign fallen iraqi presid saddam hussein dormant program hope reviv later time accord peopl familiar find\n",
      "\n",
      "Original Text: Confusion Surrounds Seizure of Iraqi Mosque NAJAF, Iraq (Reuters) - Iraq #39;s interim government said it had defused a Shi #39;ite rebellion in Najaf on Friday without a shot being fired, but rebel militiamen denied police had seized the city #39;s sacred Imam Ali Mosque from their control. \n",
      "Lowercased Text: confusion surrounds seizure of iraqi mosque najaf, iraq (reuters) - iraq #39;s interim government said it had defused a shi #39;ite rebellion in najaf on friday without a shot being fired, but rebel militiamen denied police had seized the city #39;s sacred imam ali mosque from their control. \n",
      "Removed URLs: confusion surrounds seizure of iraqi mosque najaf, iraq (reuters) - iraq #39;s interim government said it had defused a shi #39;ite rebellion in najaf on friday without a shot being fired, but rebel militiamen denied police had seized the city #39;s sacred imam ali mosque from their control. \n",
      "Removed HTML Tags: confusion surrounds seizure of iraqi mosque najaf, iraq (reuters) - iraq #39;s interim government said it had defused a shi #39;ite rebellion in najaf on friday without a shot being fired, but rebel militiamen denied police had seized the city #39;s sacred imam ali mosque from their control. \n",
      "Removed Special Characters: confusion surrounds seizure of iraqi mosque najaf iraq reuters  iraq s interim government said it had defused a shi ite rebellion in najaf on friday without a shot being fired but rebel militiamen denied police had seized the city s sacred imam ali mosque from their control \n",
      "Tokens: ['confusion', 'surrounds', 'seizure', 'of', 'iraqi', 'mosque', 'najaf', 'iraq', 'reuters', 'iraq', 's', 'interim', 'government', 'said', 'it', 'had', 'defused', 'a', 'shi', 'ite', 'rebellion', 'in', 'najaf', 'on', 'friday', 'without', 'a', 'shot', 'being', 'fired', 'but', 'rebel', 'militiamen', 'denied', 'police', 'had', 'seized', 'the', 'city', 's', 'sacred', 'imam', 'ali', 'mosque', 'from', 'their', 'control']\n",
      "Removed Stopwords: ['confusion', 'surrounds', 'seizure', 'iraqi', 'mosque', 'najaf', 'iraq', 'reuters', 'iraq', 'interim', 'government', 'said', 'defused', 'shi', 'ite', 'rebellion', 'najaf', 'friday', 'without', 'shot', 'fired', 'rebel', 'militiamen', 'denied', 'police', 'seized', 'city', 'sacred', 'imam', 'ali', 'mosque', 'control']\n",
      "Stemmed Tokens: ['confus', 'surround', 'seizur', 'iraqi', 'mosqu', 'najaf', 'iraq', 'reuter', 'iraq', 'interim', 'govern', 'said', 'defus', 'shi', 'ite', 'rebellion', 'najaf', 'friday', 'without', 'shot', 'fire', 'rebel', 'militiamen', 'deni', 'polic', 'seiz', 'citi', 'sacr', 'imam', 'ali', 'mosqu', 'control']\n",
      "Final Preprocessed Text: confus surround seizur iraqi mosqu najaf iraq reuter iraq interim govern said defus shi ite rebellion najaf friday without shot fire rebel militiamen deni polic seiz citi sacr imam ali mosqu control\n",
      "\n",
      "Original Text: Empty Stomach Battle Ends, Some Demands Met GAZA CITY , September 3 (IslamOnline.net  amp; News Agencies) - Palestinian detainees in Israeli jails have decided to call off an 18-day hunger strike after most of their demands for better conditions were met, according to a Palestinian cabinet minister.\n",
      "Lowercased Text: empty stomach battle ends, some demands met gaza city , september 3 (islamonline.net  amp; news agencies) - palestinian detainees in israeli jails have decided to call off an 18-day hunger strike after most of their demands for better conditions were met, according to a palestinian cabinet minister.\n",
      "Removed URLs: empty stomach battle ends, some demands met gaza city , september 3 (islamonline.net  amp; news agencies) - palestinian detainees in israeli jails have decided to call off an 18-day hunger strike after most of their demands for better conditions were met, according to a palestinian cabinet minister.\n",
      "Removed HTML Tags: empty stomach battle ends, some demands met gaza city , september 3 (islamonline.net  amp; news agencies) - palestinian detainees in israeli jails have decided to call off an 18-day hunger strike after most of their demands for better conditions were met, according to a palestinian cabinet minister.\n",
      "Removed Special Characters: empty stomach battle ends some demands met gaza city  september  islamonlinenet  amp news agencies  palestinian detainees in israeli jails have decided to call off an day hunger strike after most of their demands for better conditions were met according to a palestinian cabinet minister\n",
      "Tokens: ['empty', 'stomach', 'battle', 'ends', 'some', 'demands', 'met', 'gaza', 'city', 'september', 'islamonlinenet', 'amp', 'news', 'agencies', 'palestinian', 'detainees', 'in', 'israeli', 'jails', 'have', 'decided', 'to', 'call', 'off', 'an', 'day', 'hunger', 'strike', 'after', 'most', 'of', 'their', 'demands', 'for', 'better', 'conditions', 'were', 'met', 'according', 'to', 'a', 'palestinian', 'cabinet', 'minister']\n",
      "Removed Stopwords: ['empty', 'stomach', 'battle', 'ends', 'demands', 'met', 'gaza', 'city', 'september', 'islamonlinenet', 'amp', 'news', 'agencies', 'palestinian', 'detainees', 'israeli', 'jails', 'decided', 'call', 'day', 'hunger', 'strike', 'demands', 'better', 'conditions', 'met', 'according', 'palestinian', 'cabinet', 'minister']\n",
      "Stemmed Tokens: ['empti', 'stomach', 'battl', 'end', 'demand', 'met', 'gaza', 'citi', 'septemb', 'islamonlinenet', 'amp', 'news', 'agenc', 'palestinian', 'detaine', 'isra', 'jail', 'decid', 'call', 'day', 'hunger', 'strike', 'demand', 'better', 'condit', 'met', 'accord', 'palestinian', 'cabinet', 'minist']\n",
      "Final Preprocessed Text: empti stomach battl end demand met gaza citi septemb islamonlinenet amp news agenc palestinian detaine isra jail decid call day hunger strike demand better condit met accord palestinian cabinet minist\n",
      "\n",
      "Original Text: Chavez names oil chief as FM Venezuelan President Hugo Chavez named Ali Rodriguez, chief of the state-run oil company PDVSA, as the country #39;s new foreign minister, local media quoted government sources as saying on Sunday.\n",
      "Lowercased Text: chavez names oil chief as fm venezuelan president hugo chavez named ali rodriguez, chief of the state-run oil company pdvsa, as the country #39;s new foreign minister, local media quoted government sources as saying on sunday.\n",
      "Removed URLs: chavez names oil chief as fm venezuelan president hugo chavez named ali rodriguez, chief of the state-run oil company pdvsa, as the country #39;s new foreign minister, local media quoted government sources as saying on sunday.\n",
      "Removed HTML Tags: chavez names oil chief as fm venezuelan president hugo chavez named ali rodriguez, chief of the state-run oil company pdvsa, as the country #39;s new foreign minister, local media quoted government sources as saying on sunday.\n",
      "Removed Special Characters: chavez names oil chief as fm venezuelan president hugo chavez named ali rodriguez chief of the staterun oil company pdvsa as the country s new foreign minister local media quoted government sources as saying on sunday\n",
      "Tokens: ['chavez', 'names', 'oil', 'chief', 'as', 'fm', 'venezuelan', 'president', 'hugo', 'chavez', 'named', 'ali', 'rodriguez', 'chief', 'of', 'the', 'staterun', 'oil', 'company', 'pdvsa', 'as', 'the', 'country', 's', 'new', 'foreign', 'minister', 'local', 'media', 'quoted', 'government', 'sources', 'as', 'saying', 'on', 'sunday']\n",
      "Removed Stopwords: ['chavez', 'names', 'oil', 'chief', 'fm', 'venezuelan', 'president', 'hugo', 'chavez', 'named', 'ali', 'rodriguez', 'chief', 'staterun', 'oil', 'company', 'pdvsa', 'country', 'new', 'foreign', 'minister', 'local', 'media', 'quoted', 'government', 'sources', 'saying', 'sunday']\n",
      "Stemmed Tokens: ['chavez', 'name', 'oil', 'chief', 'fm', 'venezuelan', 'presid', 'hugo', 'chavez', 'name', 'ali', 'rodriguez', 'chief', 'staterun', 'oil', 'compani', 'pdvsa', 'countri', 'new', 'foreign', 'minist', 'local', 'media', 'quot', 'govern', 'sourc', 'say', 'sunday']\n",
      "Final Preprocessed Text: chavez name oil chief fm venezuelan presid hugo chavez name ali rodriguez chief staterun oil compani pdvsa countri new foreign minist local media quot govern sourc say sunday\n",
      "\n",
      "Original Text: Palestinian militant killed in Gaza blast: security sources GAZA CITY : An Al-Aqsa Martyrs #39; Brigades militant was killed and two other Palestinians were wounded in an explosion in Gaza City #39;s eastern Shejaya neighborhood, Palestinian security sources told AFP.\n",
      "Lowercased Text: palestinian militant killed in gaza blast: security sources gaza city : an al-aqsa martyrs #39; brigades militant was killed and two other palestinians were wounded in an explosion in gaza city #39;s eastern shejaya neighborhood, palestinian security sources told afp.\n",
      "Removed URLs: palestinian militant killed in gaza blast: security sources gaza city : an al-aqsa martyrs #39; brigades militant was killed and two other palestinians were wounded in an explosion in gaza city #39;s eastern shejaya neighborhood, palestinian security sources told afp.\n",
      "Removed HTML Tags: palestinian militant killed in gaza blast: security sources gaza city : an al-aqsa martyrs #39; brigades militant was killed and two other palestinians were wounded in an explosion in gaza city #39;s eastern shejaya neighborhood, palestinian security sources told afp.\n",
      "Removed Special Characters: palestinian militant killed in gaza blast security sources gaza city  an alaqsa martyrs  brigades militant was killed and two other palestinians were wounded in an explosion in gaza city s eastern shejaya neighborhood palestinian security sources told afp\n",
      "Tokens: ['palestinian', 'militant', 'killed', 'in', 'gaza', 'blast', 'security', 'sources', 'gaza', 'city', 'an', 'alaqsa', 'martyrs', 'brigades', 'militant', 'was', 'killed', 'and', 'two', 'other', 'palestinians', 'were', 'wounded', 'in', 'an', 'explosion', 'in', 'gaza', 'city', 's', 'eastern', 'shejaya', 'neighborhood', 'palestinian', 'security', 'sources', 'told', 'afp']\n",
      "Removed Stopwords: ['palestinian', 'militant', 'killed', 'gaza', 'blast', 'security', 'sources', 'gaza', 'city', 'alaqsa', 'martyrs', 'brigades', 'militant', 'killed', 'two', 'palestinians', 'wounded', 'explosion', 'gaza', 'city', 'eastern', 'shejaya', 'neighborhood', 'palestinian', 'security', 'sources', 'told', 'afp']\n",
      "Stemmed Tokens: ['palestinian', 'milit', 'kill', 'gaza', 'blast', 'secur', 'sourc', 'gaza', 'citi', 'alaqsa', 'martyr', 'brigad', 'milit', 'kill', 'two', 'palestinian', 'wound', 'explos', 'gaza', 'citi', 'eastern', 'shejaya', 'neighborhood', 'palestinian', 'secur', 'sourc', 'told', 'afp']\n",
      "Final Preprocessed Text: palestinian milit kill gaza blast secur sourc gaza citi alaqsa martyr brigad milit kill two palestinian wound explos gaza citi eastern shejaya neighborhood palestinian secur sourc told afp\n",
      "\n",
      "Original Text: Mount St. Helens Releasing Steam After Days of Quakes After a week of gentle rumblings, Mount St. Helens broke open today with a small eruption shortly after noon Pacific time, tossing up a plume of ash and smoke.\n",
      "Lowercased Text: mount st. helens releasing steam after days of quakes after a week of gentle rumblings, mount st. helens broke open today with a small eruption shortly after noon pacific time, tossing up a plume of ash and smoke.\n",
      "Removed URLs: mount st. helens releasing steam after days of quakes after a week of gentle rumblings, mount st. helens broke open today with a small eruption shortly after noon pacific time, tossing up a plume of ash and smoke.\n",
      "Removed HTML Tags: mount st. helens releasing steam after days of quakes after a week of gentle rumblings, mount st. helens broke open today with a small eruption shortly after noon pacific time, tossing up a plume of ash and smoke.\n",
      "Removed Special Characters: mount st helens releasing steam after days of quakes after a week of gentle rumblings mount st helens broke open today with a small eruption shortly after noon pacific time tossing up a plume of ash and smoke\n",
      "Tokens: ['mount', 'st', 'helens', 'releasing', 'steam', 'after', 'days', 'of', 'quakes', 'after', 'a', 'week', 'of', 'gentle', 'rumblings', 'mount', 'st', 'helens', 'broke', 'open', 'today', 'with', 'a', 'small', 'eruption', 'shortly', 'after', 'noon', 'pacific', 'time', 'tossing', 'up', 'a', 'plume', 'of', 'ash', 'and', 'smoke']\n",
      "Removed Stopwords: ['mount', 'st', 'helens', 'releasing', 'steam', 'days', 'quakes', 'week', 'gentle', 'rumblings', 'mount', 'st', 'helens', 'broke', 'open', 'today', 'small', 'eruption', 'shortly', 'noon', 'pacific', 'time', 'tossing', 'plume', 'ash', 'smoke']\n",
      "Stemmed Tokens: ['mount', 'st', 'helen', 'releas', 'steam', 'day', 'quak', 'week', 'gentl', 'rumbl', 'mount', 'st', 'helen', 'broke', 'open', 'today', 'small', 'erupt', 'shortli', 'noon', 'pacif', 'time', 'toss', 'plume', 'ash', 'smoke']\n",
      "Final Preprocessed Text: mount st helen releas steam day quak week gentl rumbl mount st helen broke open today small erupt shortli noon pacif time toss plume ash smoke\n",
      "\n",
      "Original Text: Quest for holy grail of game controllers The quest for a wireless, robust video game controller is a hit and miss task.\n",
      "Lowercased Text: quest for holy grail of game controllers the quest for a wireless, robust video game controller is a hit and miss task.\n",
      "Removed URLs: quest for holy grail of game controllers the quest for a wireless, robust video game controller is a hit and miss task.\n",
      "Removed HTML Tags: quest for holy grail of game controllers the quest for a wireless, robust video game controller is a hit and miss task.\n",
      "Removed Special Characters: quest for holy grail of game controllers the quest for a wireless robust video game controller is a hit and miss task\n",
      "Tokens: ['quest', 'for', 'holy', 'grail', 'of', 'game', 'controllers', 'the', 'quest', 'for', 'a', 'wireless', 'robust', 'video', 'game', 'controller', 'is', 'a', 'hit', 'and', 'miss', 'task']\n",
      "Removed Stopwords: ['quest', 'holy', 'grail', 'game', 'controllers', 'quest', 'wireless', 'robust', 'video', 'game', 'controller', 'hit', 'miss', 'task']\n",
      "Stemmed Tokens: ['quest', 'holi', 'grail', 'game', 'control', 'quest', 'wireless', 'robust', 'video', 'game', 'control', 'hit', 'miss', 'task']\n",
      "Final Preprocessed Text: quest holi grail game control quest wireless robust video game control hit miss task\n",
      "\n",
      "Original Text: Space Capsule Crashes in Utah The Genesis space capsule, which promised scientists potential clues to the origin of the solar system, crashed to Earth today.\n",
      "Lowercased Text: space capsule crashes in utah the genesis space capsule, which promised scientists potential clues to the origin of the solar system, crashed to earth today.\n",
      "Removed URLs: space capsule crashes in utah the genesis space capsule, which promised scientists potential clues to the origin of the solar system, crashed to earth today.\n",
      "Removed HTML Tags: space capsule crashes in utah the genesis space capsule, which promised scientists potential clues to the origin of the solar system, crashed to earth today.\n",
      "Removed Special Characters: space capsule crashes in utah the genesis space capsule which promised scientists potential clues to the origin of the solar system crashed to earth today\n",
      "Tokens: ['space', 'capsule', 'crashes', 'in', 'utah', 'the', 'genesis', 'space', 'capsule', 'which', 'promised', 'scientists', 'potential', 'clues', 'to', 'the', 'origin', 'of', 'the', 'solar', 'system', 'crashed', 'to', 'earth', 'today']\n",
      "Removed Stopwords: ['space', 'capsule', 'crashes', 'utah', 'genesis', 'space', 'capsule', 'promised', 'scientists', 'potential', 'clues', 'origin', 'solar', 'system', 'crashed', 'earth', 'today']\n",
      "Stemmed Tokens: ['space', 'capsul', 'crash', 'utah', 'genesi', 'space', 'capsul', 'promis', 'scientist', 'potenti', 'clue', 'origin', 'solar', 'system', 'crash', 'earth', 'today']\n",
      "Final Preprocessed Text: space capsul crash utah genesi space capsul promis scientist potenti clue origin solar system crash earth today\n",
      "\n",
      "Original Text: Powell Criticizes Some European Allies on Iraq In a fresh sign of lingering tensions over the Iraq war, Secretary of State Colin L. Powell Thursday rapped European allies who declined to assist a NATO-led Iraq training \n",
      "Lowercased Text: powell criticizes some european allies on iraq in a fresh sign of lingering tensions over the iraq war, secretary of state colin l. powell thursday rapped european allies who declined to assist a nato-led iraq training \n",
      "Removed URLs: powell criticizes some european allies on iraq in a fresh sign of lingering tensions over the iraq war, secretary of state colin l. powell thursday rapped european allies who declined to assist a nato-led iraq training \n",
      "Removed HTML Tags: powell criticizes some european allies on iraq in a fresh sign of lingering tensions over the iraq war, secretary of state colin l. powell thursday rapped european allies who declined to assist a nato-led iraq training \n",
      "Removed Special Characters: powell criticizes some european allies on iraq in a fresh sign of lingering tensions over the iraq war secretary of state colin l powell thursday rapped european allies who declined to assist a natoled iraq training \n",
      "Tokens: ['powell', 'criticizes', 'some', 'european', 'allies', 'on', 'iraq', 'in', 'a', 'fresh', 'sign', 'of', 'lingering', 'tensions', 'over', 'the', 'iraq', 'war', 'secretary', 'of', 'state', 'colin', 'l', 'powell', 'thursday', 'rapped', 'european', 'allies', 'who', 'declined', 'to', 'assist', 'a', 'natoled', 'iraq', 'training']\n",
      "Removed Stopwords: ['powell', 'criticizes', 'european', 'allies', 'iraq', 'fresh', 'sign', 'lingering', 'tensions', 'iraq', 'war', 'secretary', 'state', 'colin', 'l', 'powell', 'thursday', 'rapped', 'european', 'allies', 'declined', 'assist', 'natoled', 'iraq', 'training']\n",
      "Stemmed Tokens: ['powel', 'critic', 'european', 'alli', 'iraq', 'fresh', 'sign', 'linger', 'tension', 'iraq', 'war', 'secretari', 'state', 'colin', 'l', 'powel', 'thursday', 'rap', 'european', 'alli', 'declin', 'assist', 'natol', 'iraq', 'train']\n",
      "Final Preprocessed Text: powel critic european alli iraq fresh sign linger tension iraq war secretari state colin l powel thursday rap european alli declin assist natol iraq train\n",
      "\n",
      "Original Text: France backs Turkish EU talks for late-2005 BRUSSELS, Dec 9 (AFP) - France wants the European Union to open membership talks with Turkey at the end of next year or early 2006, Foreign Minister Michel Barnier said on Thursday.\n",
      "Lowercased Text: france backs turkish eu talks for late-2005 brussels, dec 9 (afp) - france wants the european union to open membership talks with turkey at the end of next year or early 2006, foreign minister michel barnier said on thursday.\n",
      "Removed URLs: france backs turkish eu talks for late-2005 brussels, dec 9 (afp) - france wants the european union to open membership talks with turkey at the end of next year or early 2006, foreign minister michel barnier said on thursday.\n",
      "Removed HTML Tags: france backs turkish eu talks for late-2005 brussels, dec 9 (afp) - france wants the european union to open membership talks with turkey at the end of next year or early 2006, foreign minister michel barnier said on thursday.\n",
      "Removed Special Characters: france backs turkish eu talks for late brussels dec  afp  france wants the european union to open membership talks with turkey at the end of next year or early  foreign minister michel barnier said on thursday\n",
      "Tokens: ['france', 'backs', 'turkish', 'eu', 'talks', 'for', 'late', 'brussels', 'dec', 'afp', 'france', 'wants', 'the', 'european', 'union', 'to', 'open', 'membership', 'talks', 'with', 'turkey', 'at', 'the', 'end', 'of', 'next', 'year', 'or', 'early', 'foreign', 'minister', 'michel', 'barnier', 'said', 'on', 'thursday']\n",
      "Removed Stopwords: ['france', 'backs', 'turkish', 'eu', 'talks', 'late', 'brussels', 'dec', 'afp', 'france', 'wants', 'european', 'union', 'open', 'membership', 'talks', 'turkey', 'end', 'next', 'year', 'early', 'foreign', 'minister', 'michel', 'barnier', 'said', 'thursday']\n",
      "Stemmed Tokens: ['franc', 'back', 'turkish', 'eu', 'talk', 'late', 'brussel', 'dec', 'afp', 'franc', 'want', 'european', 'union', 'open', 'membership', 'talk', 'turkey', 'end', 'next', 'year', 'earli', 'foreign', 'minist', 'michel', 'barnier', 'said', 'thursday']\n",
      "Final Preprocessed Text: franc back turkish eu talk late brussel dec afp franc want european union open membership talk turkey end next year earli foreign minist michel barnier said thursday\n",
      "\n",
      "Original Text: IKEA Touts Its 'Democratic Design' (Reuters) Reuters - The design chief of home\\furnishing giant IKEA was recently asked in China, now home to\\two of the blue and yellow warehouses selling the Scandinavian\\lifestyle, if he was worried about being a \"design\\imperialist.\"\n",
      "Lowercased Text: ikea touts its 'democratic design' (reuters) reuters - the design chief of home\\furnishing giant ikea was recently asked in china, now home to\\two of the blue and yellow warehouses selling the scandinavian\\lifestyle, if he was worried about being a \"design\\imperialist.\"\n",
      "Removed URLs: ikea touts its 'democratic design' (reuters) reuters - the design chief of home\\furnishing giant ikea was recently asked in china, now home to\\two of the blue and yellow warehouses selling the scandinavian\\lifestyle, if he was worried about being a \"design\\imperialist.\"\n",
      "Removed HTML Tags: ikea touts its 'democratic design' (reuters) reuters - the design chief of home\\furnishing giant ikea was recently asked in china, now home to\\two of the blue and yellow warehouses selling the scandinavian\\lifestyle, if he was worried about being a \"design\\imperialist.\"\n",
      "Removed Special Characters: ikea touts its democratic design reuters reuters  the design chief of homefurnishing giant ikea was recently asked in china now home totwo of the blue and yellow warehouses selling the scandinavianlifestyle if he was worried about being a designimperialist\n",
      "Tokens: ['ikea', 'touts', 'its', 'democratic', 'design', 'reuters', 'reuters', 'the', 'design', 'chief', 'of', 'homefurnishing', 'giant', 'ikea', 'was', 'recently', 'asked', 'in', 'china', 'now', 'home', 'totwo', 'of', 'the', 'blue', 'and', 'yellow', 'warehouses', 'selling', 'the', 'scandinavianlifestyle', 'if', 'he', 'was', 'worried', 'about', 'being', 'a', 'designimperialist']\n",
      "Removed Stopwords: ['ikea', 'touts', 'democratic', 'design', 'reuters', 'reuters', 'design', 'chief', 'homefurnishing', 'giant', 'ikea', 'recently', 'asked', 'china', 'home', 'totwo', 'blue', 'yellow', 'warehouses', 'selling', 'scandinavianlifestyle', 'worried', 'designimperialist']\n",
      "Stemmed Tokens: ['ikea', 'tout', 'democrat', 'design', 'reuter', 'reuter', 'design', 'chief', 'homefurnish', 'giant', 'ikea', 'recent', 'ask', 'china', 'home', 'totwo', 'blue', 'yellow', 'warehous', 'sell', 'scandinavianlifestyl', 'worri', 'designimperialist']\n",
      "Final Preprocessed Text: ikea tout democrat design reuter reuter design chief homefurnish giant ikea recent ask china home totwo blue yellow warehous sell scandinavianlifestyl worri designimperialist\n",
      "\n",
      "Original Text: Telstra for sale at \\$5 a share TREASURER Peter Costello yesterday declared Telstra would not be sold until its share price was more than \\$5. That came despite the Coalition having secured a Senate majority.\n",
      "Lowercased Text: telstra for sale at \\$5 a share treasurer peter costello yesterday declared telstra would not be sold until its share price was more than \\$5. that came despite the coalition having secured a senate majority.\n",
      "Removed URLs: telstra for sale at \\$5 a share treasurer peter costello yesterday declared telstra would not be sold until its share price was more than \\$5. that came despite the coalition having secured a senate majority.\n",
      "Removed HTML Tags: telstra for sale at \\$5 a share treasurer peter costello yesterday declared telstra would not be sold until its share price was more than \\$5. that came despite the coalition having secured a senate majority.\n",
      "Removed Special Characters: telstra for sale at  a share treasurer peter costello yesterday declared telstra would not be sold until its share price was more than  that came despite the coalition having secured a senate majority\n",
      "Tokens: ['telstra', 'for', 'sale', 'at', 'a', 'share', 'treasurer', 'peter', 'costello', 'yesterday', 'declared', 'telstra', 'would', 'not', 'be', 'sold', 'until', 'its', 'share', 'price', 'was', 'more', 'than', 'that', 'came', 'despite', 'the', 'coalition', 'having', 'secured', 'a', 'senate', 'majority']\n",
      "Removed Stopwords: ['telstra', 'sale', 'share', 'treasurer', 'peter', 'costello', 'yesterday', 'declared', 'telstra', 'would', 'sold', 'share', 'price', 'came', 'despite', 'coalition', 'secured', 'senate', 'majority']\n",
      "Stemmed Tokens: ['telstra', 'sale', 'share', 'treasur', 'peter', 'costello', 'yesterday', 'declar', 'telstra', 'would', 'sold', 'share', 'price', 'came', 'despit', 'coalit', 'secur', 'senat', 'major']\n",
      "Final Preprocessed Text: telstra sale share treasur peter costello yesterday declar telstra would sold share price came despit coalit secur senat major\n",
      "\n",
      "Original Text: Powell begins visit to Mideast The US Secretary of State, Colin Powell, has arrived in the Israeli city of Tel Aviv as part of an attempt to revive the Middle East peace process.\n",
      "Lowercased Text: powell begins visit to mideast the us secretary of state, colin powell, has arrived in the israeli city of tel aviv as part of an attempt to revive the middle east peace process.\n",
      "Removed URLs: powell begins visit to mideast the us secretary of state, colin powell, has arrived in the israeli city of tel aviv as part of an attempt to revive the middle east peace process.\n",
      "Removed HTML Tags: powell begins visit to mideast the us secretary of state, colin powell, has arrived in the israeli city of tel aviv as part of an attempt to revive the middle east peace process.\n",
      "Removed Special Characters: powell begins visit to mideast the us secretary of state colin powell has arrived in the israeli city of tel aviv as part of an attempt to revive the middle east peace process\n",
      "Tokens: ['powell', 'begins', 'visit', 'to', 'mideast', 'the', 'us', 'secretary', 'of', 'state', 'colin', 'powell', 'has', 'arrived', 'in', 'the', 'israeli', 'city', 'of', 'tel', 'aviv', 'as', 'part', 'of', 'an', 'attempt', 'to', 'revive', 'the', 'middle', 'east', 'peace', 'process']\n",
      "Removed Stopwords: ['powell', 'begins', 'visit', 'mideast', 'us', 'secretary', 'state', 'colin', 'powell', 'arrived', 'israeli', 'city', 'tel', 'aviv', 'part', 'attempt', 'revive', 'middle', 'east', 'peace', 'process']\n",
      "Stemmed Tokens: ['powel', 'begin', 'visit', 'mideast', 'us', 'secretari', 'state', 'colin', 'powel', 'arriv', 'isra', 'citi', 'tel', 'aviv', 'part', 'attempt', 'reviv', 'middl', 'east', 'peac', 'process']\n",
      "Final Preprocessed Text: powel begin visit mideast us secretari state colin powel arriv isra citi tel aviv part attempt reviv middl east peac process\n",
      "\n",
      "Original Text: Iraq polls may see more US troops The United States has said it may send more troops to Iraq to protect elections in January against violence if US commanders decide they are needed.\n",
      "Lowercased Text: iraq polls may see more us troops the united states has said it may send more troops to iraq to protect elections in january against violence if us commanders decide they are needed.\n",
      "Removed URLs: iraq polls may see more us troops the united states has said it may send more troops to iraq to protect elections in january against violence if us commanders decide they are needed.\n",
      "Removed HTML Tags: iraq polls may see more us troops the united states has said it may send more troops to iraq to protect elections in january against violence if us commanders decide they are needed.\n",
      "Removed Special Characters: iraq polls may see more us troops the united states has said it may send more troops to iraq to protect elections in january against violence if us commanders decide they are needed\n",
      "Tokens: ['iraq', 'polls', 'may', 'see', 'more', 'us', 'troops', 'the', 'united', 'states', 'has', 'said', 'it', 'may', 'send', 'more', 'troops', 'to', 'iraq', 'to', 'protect', 'elections', 'in', 'january', 'against', 'violence', 'if', 'us', 'commanders', 'decide', 'they', 'are', 'needed']\n",
      "Removed Stopwords: ['iraq', 'polls', 'may', 'see', 'us', 'troops', 'united', 'states', 'said', 'may', 'send', 'troops', 'iraq', 'protect', 'elections', 'january', 'violence', 'us', 'commanders', 'decide', 'needed']\n",
      "Stemmed Tokens: ['iraq', 'poll', 'may', 'see', 'us', 'troop', 'unit', 'state', 'said', 'may', 'send', 'troop', 'iraq', 'protect', 'elect', 'januari', 'violenc', 'us', 'command', 'decid', 'need']\n",
      "Final Preprocessed Text: iraq poll may see us troop unit state said may send troop iraq protect elect januari violenc us command decid need\n",
      "\n",
      "Original Text: Russian army off-duty deaths rise The Russian government says more servicemen died from suicide or in accidents than in the line of duty this year.\n",
      "Lowercased Text: russian army off-duty deaths rise the russian government says more servicemen died from suicide or in accidents than in the line of duty this year.\n",
      "Removed URLs: russian army off-duty deaths rise the russian government says more servicemen died from suicide or in accidents than in the line of duty this year.\n",
      "Removed HTML Tags: russian army off-duty deaths rise the russian government says more servicemen died from suicide or in accidents than in the line of duty this year.\n",
      "Removed Special Characters: russian army offduty deaths rise the russian government says more servicemen died from suicide or in accidents than in the line of duty this year\n",
      "Tokens: ['russian', 'army', 'offduty', 'deaths', 'rise', 'the', 'russian', 'government', 'says', 'more', 'servicemen', 'died', 'from', 'suicide', 'or', 'in', 'accidents', 'than', 'in', 'the', 'line', 'of', 'duty', 'this', 'year']\n",
      "Removed Stopwords: ['russian', 'army', 'offduty', 'deaths', 'rise', 'russian', 'government', 'says', 'servicemen', 'died', 'suicide', 'accidents', 'line', 'duty', 'year']\n",
      "Stemmed Tokens: ['russian', 'armi', 'offduti', 'death', 'rise', 'russian', 'govern', 'say', 'servicemen', 'die', 'suicid', 'accid', 'line', 'duti', 'year']\n",
      "Final Preprocessed Text: russian armi offduti death rise russian govern say servicemen die suicid accid line duti year\n",
      "\n",
      "Original Text: Cardinal hears farewell in John Paul #39;s remarks BRUSSELS One of 15 cardinals with Pope John Paul II during a weekend visit to a French shrine was quoted in Belgian news media on Monday as saying the ailing pontiff may have been making his farewells. \n",
      "Lowercased Text: cardinal hears farewell in john paul #39;s remarks brussels one of 15 cardinals with pope john paul ii during a weekend visit to a french shrine was quoted in belgian news media on monday as saying the ailing pontiff may have been making his farewells. \n",
      "Removed URLs: cardinal hears farewell in john paul #39;s remarks brussels one of 15 cardinals with pope john paul ii during a weekend visit to a french shrine was quoted in belgian news media on monday as saying the ailing pontiff may have been making his farewells. \n",
      "Removed HTML Tags: cardinal hears farewell in john paul #39;s remarks brussels one of 15 cardinals with pope john paul ii during a weekend visit to a french shrine was quoted in belgian news media on monday as saying the ailing pontiff may have been making his farewells. \n",
      "Removed Special Characters: cardinal hears farewell in john paul s remarks brussels one of  cardinals with pope john paul ii during a weekend visit to a french shrine was quoted in belgian news media on monday as saying the ailing pontiff may have been making his farewells \n",
      "Tokens: ['cardinal', 'hears', 'farewell', 'in', 'john', 'paul', 's', 'remarks', 'brussels', 'one', 'of', 'cardinals', 'with', 'pope', 'john', 'paul', 'ii', 'during', 'a', 'weekend', 'visit', 'to', 'a', 'french', 'shrine', 'was', 'quoted', 'in', 'belgian', 'news', 'media', 'on', 'monday', 'as', 'saying', 'the', 'ailing', 'pontiff', 'may', 'have', 'been', 'making', 'his', 'farewells']\n",
      "Removed Stopwords: ['cardinal', 'hears', 'farewell', 'john', 'paul', 'remarks', 'brussels', 'one', 'cardinals', 'pope', 'john', 'paul', 'ii', 'weekend', 'visit', 'french', 'shrine', 'quoted', 'belgian', 'news', 'media', 'monday', 'saying', 'ailing', 'pontiff', 'may', 'making', 'farewells']\n",
      "Stemmed Tokens: ['cardin', 'hear', 'farewel', 'john', 'paul', 'remark', 'brussel', 'one', 'cardin', 'pope', 'john', 'paul', 'ii', 'weekend', 'visit', 'french', 'shrine', 'quot', 'belgian', 'news', 'media', 'monday', 'say', 'ail', 'pontiff', 'may', 'make', 'farewel']\n",
      "Final Preprocessed Text: cardin hear farewel john paul remark brussel one cardin pope john paul ii weekend visit french shrine quot belgian news media monday say ail pontiff may make farewel\n",
      "\n",
      "Original Text: 106 mainland enterprises listed outside mainland market By the end of August 2004, a total of 106 Chinese mainland enterprises had been listed on stockmarkets outside the mainland, an official from China Securities Regulatory Commission (CSRC) said here Friday.\n",
      "Lowercased Text: 106 mainland enterprises listed outside mainland market by the end of august 2004, a total of 106 chinese mainland enterprises had been listed on stockmarkets outside the mainland, an official from china securities regulatory commission (csrc) said here friday.\n",
      "Removed URLs: 106 mainland enterprises listed outside mainland market by the end of august 2004, a total of 106 chinese mainland enterprises had been listed on stockmarkets outside the mainland, an official from china securities regulatory commission (csrc) said here friday.\n",
      "Removed HTML Tags: 106 mainland enterprises listed outside mainland market by the end of august 2004, a total of 106 chinese mainland enterprises had been listed on stockmarkets outside the mainland, an official from china securities regulatory commission (csrc) said here friday.\n",
      "Removed Special Characters:  mainland enterprises listed outside mainland market by the end of august  a total of  chinese mainland enterprises had been listed on stockmarkets outside the mainland an official from china securities regulatory commission csrc said here friday\n",
      "Tokens: ['mainland', 'enterprises', 'listed', 'outside', 'mainland', 'market', 'by', 'the', 'end', 'of', 'august', 'a', 'total', 'of', 'chinese', 'mainland', 'enterprises', 'had', 'been', 'listed', 'on', 'stockmarkets', 'outside', 'the', 'mainland', 'an', 'official', 'from', 'china', 'securities', 'regulatory', 'commission', 'csrc', 'said', 'here', 'friday']\n",
      "Removed Stopwords: ['mainland', 'enterprises', 'listed', 'outside', 'mainland', 'market', 'end', 'august', 'total', 'chinese', 'mainland', 'enterprises', 'listed', 'stockmarkets', 'outside', 'mainland', 'official', 'china', 'securities', 'regulatory', 'commission', 'csrc', 'said', 'friday']\n",
      "Stemmed Tokens: ['mainland', 'enterpris', 'list', 'outsid', 'mainland', 'market', 'end', 'august', 'total', 'chines', 'mainland', 'enterpris', 'list', 'stockmarket', 'outsid', 'mainland', 'offici', 'china', 'secur', 'regulatori', 'commiss', 'csrc', 'said', 'friday']\n",
      "Final Preprocessed Text: mainland enterpris list outsid mainland market end august total chines mainland enterpris list stockmarket outsid mainland offici china secur regulatori commiss csrc said friday\n",
      "\n",
      "Original Text: Bush Rhetoric Becoming More Aggressive CRAWFORD, Texas - President Bush is launching a focus on Western battlegrounds with no sign that the biting rhetoric he has aimed at Democratic challenger John Kerry in recent days is as aggressive as it's going to get.    Bush spent one day off the campaign trail, relaxing on Sunday at his central Texas ranch and engaging in informal preparations for the final debate before Election Day - Wednesday in Tempe, Ariz...\n",
      "Lowercased Text: bush rhetoric becoming more aggressive crawford, texas - president bush is launching a focus on western battlegrounds with no sign that the biting rhetoric he has aimed at democratic challenger john kerry in recent days is as aggressive as it's going to get.    bush spent one day off the campaign trail, relaxing on sunday at his central texas ranch and engaging in informal preparations for the final debate before election day - wednesday in tempe, ariz...\n",
      "Removed URLs: bush rhetoric becoming more aggressive crawford, texas - president bush is launching a focus on western battlegrounds with no sign that the biting rhetoric he has aimed at democratic challenger john kerry in recent days is as aggressive as it's going to get.    bush spent one day off the campaign trail, relaxing on sunday at his central texas ranch and engaging in informal preparations for the final debate before election day - wednesday in tempe, ariz...\n",
      "Removed HTML Tags: bush rhetoric becoming more aggressive crawford, texas - president bush is launching a focus on western battlegrounds with no sign that the biting rhetoric he has aimed at democratic challenger john kerry in recent days is as aggressive as it's going to get.    bush spent one day off the campaign trail, relaxing on sunday at his central texas ranch and engaging in informal preparations for the final debate before election day - wednesday in tempe, ariz...\n",
      "Removed Special Characters: bush rhetoric becoming more aggressive crawford texas  president bush is launching a focus on western battlegrounds with no sign that the biting rhetoric he has aimed at democratic challenger john kerry in recent days is as aggressive as its going to get    bush spent one day off the campaign trail relaxing on sunday at his central texas ranch and engaging in informal preparations for the final debate before election day  wednesday in tempe ariz\n",
      "Tokens: ['bush', 'rhetoric', 'becoming', 'more', 'aggressive', 'crawford', 'texas', 'president', 'bush', 'is', 'launching', 'a', 'focus', 'on', 'western', 'battlegrounds', 'with', 'no', 'sign', 'that', 'the', 'biting', 'rhetoric', 'he', 'has', 'aimed', 'at', 'democratic', 'challenger', 'john', 'kerry', 'in', 'recent', 'days', 'is', 'as', 'aggressive', 'as', 'its', 'going', 'to', 'get', 'bush', 'spent', 'one', 'day', 'off', 'the', 'campaign', 'trail', 'relaxing', 'on', 'sunday', 'at', 'his', 'central', 'texas', 'ranch', 'and', 'engaging', 'in', 'informal', 'preparations', 'for', 'the', 'final', 'debate', 'before', 'election', 'day', 'wednesday', 'in', 'tempe', 'ariz']\n",
      "Removed Stopwords: ['bush', 'rhetoric', 'becoming', 'aggressive', 'crawford', 'texas', 'president', 'bush', 'launching', 'focus', 'western', 'battlegrounds', 'sign', 'biting', 'rhetoric', 'aimed', 'democratic', 'challenger', 'john', 'kerry', 'recent', 'days', 'aggressive', 'going', 'get', 'bush', 'spent', 'one', 'day', 'campaign', 'trail', 'relaxing', 'sunday', 'central', 'texas', 'ranch', 'engaging', 'informal', 'preparations', 'final', 'debate', 'election', 'day', 'wednesday', 'tempe', 'ariz']\n",
      "Stemmed Tokens: ['bush', 'rhetor', 'becom', 'aggress', 'crawford', 'texa', 'presid', 'bush', 'launch', 'focu', 'western', 'battleground', 'sign', 'bite', 'rhetor', 'aim', 'democrat', 'challeng', 'john', 'kerri', 'recent', 'day', 'aggress', 'go', 'get', 'bush', 'spent', 'one', 'day', 'campaign', 'trail', 'relax', 'sunday', 'central', 'texa', 'ranch', 'engag', 'inform', 'prepar', 'final', 'debat', 'elect', 'day', 'wednesday', 'temp', 'ariz']\n",
      "Final Preprocessed Text: bush rhetor becom aggress crawford texa presid bush launch focu western battleground sign bite rhetor aim democrat challeng john kerri recent day aggress go get bush spent one day campaign trail relax sunday central texa ranch engag inform prepar final debat elect day wednesday temp ariz\n",
      "\n",
      "Original Text: Feds, provinces prepare to reshape the fiscal map in eqaulization talks (Canadian Press) Canadian Press - OTTAWA (CP) - The federal government is promising the most sweeping overhaul to date of the 47-year-old equalization program in an effort to guarantee provinces more stable annual funding.\n",
      "Lowercased Text: feds, provinces prepare to reshape the fiscal map in eqaulization talks (canadian press) canadian press - ottawa (cp) - the federal government is promising the most sweeping overhaul to date of the 47-year-old equalization program in an effort to guarantee provinces more stable annual funding.\n",
      "Removed URLs: feds, provinces prepare to reshape the fiscal map in eqaulization talks (canadian press) canadian press - ottawa (cp) - the federal government is promising the most sweeping overhaul to date of the 47-year-old equalization program in an effort to guarantee provinces more stable annual funding.\n",
      "Removed HTML Tags: feds, provinces prepare to reshape the fiscal map in eqaulization talks (canadian press) canadian press - ottawa (cp) - the federal government is promising the most sweeping overhaul to date of the 47-year-old equalization program in an effort to guarantee provinces more stable annual funding.\n",
      "Removed Special Characters: feds provinces prepare to reshape the fiscal map in eqaulization talks canadian press canadian press  ottawa cp  the federal government is promising the most sweeping overhaul to date of the yearold equalization program in an effort to guarantee provinces more stable annual funding\n",
      "Tokens: ['feds', 'provinces', 'prepare', 'to', 'reshape', 'the', 'fiscal', 'map', 'in', 'eqaulization', 'talks', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'the', 'federal', 'government', 'is', 'promising', 'the', 'most', 'sweeping', 'overhaul', 'to', 'date', 'of', 'the', 'yearold', 'equalization', 'program', 'in', 'an', 'effort', 'to', 'guarantee', 'provinces', 'more', 'stable', 'annual', 'funding']\n",
      "Removed Stopwords: ['feds', 'provinces', 'prepare', 'reshape', 'fiscal', 'map', 'eqaulization', 'talks', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'federal', 'government', 'promising', 'sweeping', 'overhaul', 'date', 'yearold', 'equalization', 'program', 'effort', 'guarantee', 'provinces', 'stable', 'annual', 'funding']\n",
      "Stemmed Tokens: ['fed', 'provinc', 'prepar', 'reshap', 'fiscal', 'map', 'eqaul', 'talk', 'canadian', 'press', 'canadian', 'press', 'ottawa', 'cp', 'feder', 'govern', 'promis', 'sweep', 'overhaul', 'date', 'yearold', 'equal', 'program', 'effort', 'guarante', 'provinc', 'stabl', 'annual', 'fund']\n",
      "Final Preprocessed Text: fed provinc prepar reshap fiscal map eqaul talk canadian press canadian press ottawa cp feder govern promis sweep overhaul date yearold equal program effort guarante provinc stabl annual fund\n",
      "\n",
      "Original Text: U.S.-Led Forces Tighten Hold on Rebel Iraqi City  SAMARRA, Iraq (Reuters) - U.S. and Iraqi forces tightened  their grip on Samarra Saturday, pushing ahead with one of the  largest offensives since the fall of Saddam Hussein to try to  regain control of the rebel stronghold.\n",
      "Lowercased Text: u.s.-led forces tighten hold on rebel iraqi city  samarra, iraq (reuters) - u.s. and iraqi forces tightened  their grip on samarra saturday, pushing ahead with one of the  largest offensives since the fall of saddam hussein to try to  regain control of the rebel stronghold.\n",
      "Removed URLs: u.s.-led forces tighten hold on rebel iraqi city  samarra, iraq (reuters) - u.s. and iraqi forces tightened  their grip on samarra saturday, pushing ahead with one of the  largest offensives since the fall of saddam hussein to try to  regain control of the rebel stronghold.\n",
      "Removed HTML Tags: u.s.-led forces tighten hold on rebel iraqi city  samarra, iraq (reuters) - u.s. and iraqi forces tightened  their grip on samarra saturday, pushing ahead with one of the  largest offensives since the fall of saddam hussein to try to  regain control of the rebel stronghold.\n",
      "Removed Special Characters: usled forces tighten hold on rebel iraqi city  samarra iraq reuters  us and iraqi forces tightened  their grip on samarra saturday pushing ahead with one of the  largest offensives since the fall of saddam hussein to try to  regain control of the rebel stronghold\n",
      "Tokens: ['usled', 'forces', 'tighten', 'hold', 'on', 'rebel', 'iraqi', 'city', 'samarra', 'iraq', 'reuters', 'us', 'and', 'iraqi', 'forces', 'tightened', 'their', 'grip', 'on', 'samarra', 'saturday', 'pushing', 'ahead', 'with', 'one', 'of', 'the', 'largest', 'offensives', 'since', 'the', 'fall', 'of', 'saddam', 'hussein', 'to', 'try', 'to', 'regain', 'control', 'of', 'the', 'rebel', 'stronghold']\n",
      "Removed Stopwords: ['usled', 'forces', 'tighten', 'hold', 'rebel', 'iraqi', 'city', 'samarra', 'iraq', 'reuters', 'us', 'iraqi', 'forces', 'tightened', 'grip', 'samarra', 'saturday', 'pushing', 'ahead', 'one', 'largest', 'offensives', 'since', 'fall', 'saddam', 'hussein', 'try', 'regain', 'control', 'rebel', 'stronghold']\n",
      "Stemmed Tokens: ['usl', 'forc', 'tighten', 'hold', 'rebel', 'iraqi', 'citi', 'samarra', 'iraq', 'reuter', 'us', 'iraqi', 'forc', 'tighten', 'grip', 'samarra', 'saturday', 'push', 'ahead', 'one', 'largest', 'offens', 'sinc', 'fall', 'saddam', 'hussein', 'tri', 'regain', 'control', 'rebel', 'stronghold']\n",
      "Final Preprocessed Text: usl forc tighten hold rebel iraqi citi samarra iraq reuter us iraqi forc tighten grip samarra saturday push ahead one largest offens sinc fall saddam hussein tri regain control rebel stronghold\n",
      "\n",
      "Original Text: Italian man may have been taken hostage, killed in Iraq (AFP) AFP - Italian authorities responded cautiously to reports that an Italian national may have been taken hostage and killed in Iraq.\n",
      "Lowercased Text: italian man may have been taken hostage, killed in iraq (afp) afp - italian authorities responded cautiously to reports that an italian national may have been taken hostage and killed in iraq.\n",
      "Removed URLs: italian man may have been taken hostage, killed in iraq (afp) afp - italian authorities responded cautiously to reports that an italian national may have been taken hostage and killed in iraq.\n",
      "Removed HTML Tags: italian man may have been taken hostage, killed in iraq (afp) afp - italian authorities responded cautiously to reports that an italian national may have been taken hostage and killed in iraq.\n",
      "Removed Special Characters: italian man may have been taken hostage killed in iraq afp afp  italian authorities responded cautiously to reports that an italian national may have been taken hostage and killed in iraq\n",
      "Tokens: ['italian', 'man', 'may', 'have', 'been', 'taken', 'hostage', 'killed', 'in', 'iraq', 'afp', 'afp', 'italian', 'authorities', 'responded', 'cautiously', 'to', 'reports', 'that', 'an', 'italian', 'national', 'may', 'have', 'been', 'taken', 'hostage', 'and', 'killed', 'in', 'iraq']\n",
      "Removed Stopwords: ['italian', 'man', 'may', 'taken', 'hostage', 'killed', 'iraq', 'afp', 'afp', 'italian', 'authorities', 'responded', 'cautiously', 'reports', 'italian', 'national', 'may', 'taken', 'hostage', 'killed', 'iraq']\n",
      "Stemmed Tokens: ['italian', 'man', 'may', 'taken', 'hostag', 'kill', 'iraq', 'afp', 'afp', 'italian', 'author', 'respond', 'cautious', 'report', 'italian', 'nation', 'may', 'taken', 'hostag', 'kill', 'iraq']\n",
      "Final Preprocessed Text: italian man may taken hostag kill iraq afp afp italian author respond cautious report italian nation may taken hostag kill iraq\n",
      "\n",
      "Original Text: Eritrean hijackers seek political asylum in Sudan KHARTOUM, Sudan, Aug 28, 2004 (PANA) -- A group of 84 Eritrean deportees who on Friday forced a Libyan plane to land in Khartoum instead of Asmara, their country #39;s capital, has requested for political asylum in Sudan.\n",
      "Lowercased Text: eritrean hijackers seek political asylum in sudan khartoum, sudan, aug 28, 2004 (pana) -- a group of 84 eritrean deportees who on friday forced a libyan plane to land in khartoum instead of asmara, their country #39;s capital, has requested for political asylum in sudan.\n",
      "Removed URLs: eritrean hijackers seek political asylum in sudan khartoum, sudan, aug 28, 2004 (pana) -- a group of 84 eritrean deportees who on friday forced a libyan plane to land in khartoum instead of asmara, their country #39;s capital, has requested for political asylum in sudan.\n",
      "Removed HTML Tags: eritrean hijackers seek political asylum in sudan khartoum, sudan, aug 28, 2004 (pana) -- a group of 84 eritrean deportees who on friday forced a libyan plane to land in khartoum instead of asmara, their country #39;s capital, has requested for political asylum in sudan.\n",
      "Removed Special Characters: eritrean hijackers seek political asylum in sudan khartoum sudan aug   pana  a group of  eritrean deportees who on friday forced a libyan plane to land in khartoum instead of asmara their country s capital has requested for political asylum in sudan\n",
      "Tokens: ['eritrean', 'hijackers', 'seek', 'political', 'asylum', 'in', 'sudan', 'khartoum', 'sudan', 'aug', 'pana', 'a', 'group', 'of', 'eritrean', 'deportees', 'who', 'on', 'friday', 'forced', 'a', 'libyan', 'plane', 'to', 'land', 'in', 'khartoum', 'instead', 'of', 'asmara', 'their', 'country', 's', 'capital', 'has', 'requested', 'for', 'political', 'asylum', 'in', 'sudan']\n",
      "Removed Stopwords: ['eritrean', 'hijackers', 'seek', 'political', 'asylum', 'sudan', 'khartoum', 'sudan', 'aug', 'pana', 'group', 'eritrean', 'deportees', 'friday', 'forced', 'libyan', 'plane', 'land', 'khartoum', 'instead', 'asmara', 'country', 'capital', 'requested', 'political', 'asylum', 'sudan']\n",
      "Stemmed Tokens: ['eritrean', 'hijack', 'seek', 'polit', 'asylum', 'sudan', 'khartoum', 'sudan', 'aug', 'pana', 'group', 'eritrean', 'deporte', 'friday', 'forc', 'libyan', 'plane', 'land', 'khartoum', 'instead', 'asmara', 'countri', 'capit', 'request', 'polit', 'asylum', 'sudan']\n",
      "Final Preprocessed Text: eritrean hijack seek polit asylum sudan khartoum sudan aug pana group eritrean deporte friday forc libyan plane land khartoum instead asmara countri capit request polit asylum sudan\n",
      "\n",
      "Original Text: Death plot Briton jailed in US A British mercenary who conspired to buy a fighter jet as part of a plot to kill a Colombian drugs baron is jailed.\n",
      "Lowercased Text: death plot briton jailed in us a british mercenary who conspired to buy a fighter jet as part of a plot to kill a colombian drugs baron is jailed.\n",
      "Removed URLs: death plot briton jailed in us a british mercenary who conspired to buy a fighter jet as part of a plot to kill a colombian drugs baron is jailed.\n",
      "Removed HTML Tags: death plot briton jailed in us a british mercenary who conspired to buy a fighter jet as part of a plot to kill a colombian drugs baron is jailed.\n",
      "Removed Special Characters: death plot briton jailed in us a british mercenary who conspired to buy a fighter jet as part of a plot to kill a colombian drugs baron is jailed\n",
      "Tokens: ['death', 'plot', 'briton', 'jailed', 'in', 'us', 'a', 'british', 'mercenary', 'who', 'conspired', 'to', 'buy', 'a', 'fighter', 'jet', 'as', 'part', 'of', 'a', 'plot', 'to', 'kill', 'a', 'colombian', 'drugs', 'baron', 'is', 'jailed']\n",
      "Removed Stopwords: ['death', 'plot', 'briton', 'jailed', 'us', 'british', 'mercenary', 'conspired', 'buy', 'fighter', 'jet', 'part', 'plot', 'kill', 'colombian', 'drugs', 'baron', 'jailed']\n",
      "Stemmed Tokens: ['death', 'plot', 'briton', 'jail', 'us', 'british', 'mercenari', 'conspir', 'buy', 'fighter', 'jet', 'part', 'plot', 'kill', 'colombian', 'drug', 'baron', 'jail']\n",
      "Final Preprocessed Text: death plot briton jail us british mercenari conspir buy fighter jet part plot kill colombian drug baron jail\n",
      "\n",
      "Original Text: Williams Claims First Title in 6 Months BEIJING - Serena Williams erased a match point in the second set and came all the way back to beat U.S. Open champion Svetlana Kuznetsova 4-6, 7-5, 6-4 Sunday at the China Open for her first title in six months...\n",
      "Lowercased Text: williams claims first title in 6 months beijing - serena williams erased a match point in the second set and came all the way back to beat u.s. open champion svetlana kuznetsova 4-6, 7-5, 6-4 sunday at the china open for her first title in six months...\n",
      "Removed URLs: williams claims first title in 6 months beijing - serena williams erased a match point in the second set and came all the way back to beat u.s. open champion svetlana kuznetsova 4-6, 7-5, 6-4 sunday at the china open for her first title in six months...\n",
      "Removed HTML Tags: williams claims first title in 6 months beijing - serena williams erased a match point in the second set and came all the way back to beat u.s. open champion svetlana kuznetsova 4-6, 7-5, 6-4 sunday at the china open for her first title in six months...\n",
      "Removed Special Characters: williams claims first title in  months beijing  serena williams erased a match point in the second set and came all the way back to beat us open champion svetlana kuznetsova    sunday at the china open for her first title in six months\n",
      "Tokens: ['williams', 'claims', 'first', 'title', 'in', 'months', 'beijing', 'serena', 'williams', 'erased', 'a', 'match', 'point', 'in', 'the', 'second', 'set', 'and', 'came', 'all', 'the', 'way', 'back', 'to', 'beat', 'us', 'open', 'champion', 'svetlana', 'kuznetsova', 'sunday', 'at', 'the', 'china', 'open', 'for', 'her', 'first', 'title', 'in', 'six', 'months']\n",
      "Removed Stopwords: ['williams', 'claims', 'first', 'title', 'months', 'beijing', 'serena', 'williams', 'erased', 'match', 'point', 'second', 'set', 'came', 'way', 'back', 'beat', 'us', 'open', 'champion', 'svetlana', 'kuznetsova', 'sunday', 'china', 'open', 'first', 'title', 'six', 'months']\n",
      "Stemmed Tokens: ['william', 'claim', 'first', 'titl', 'month', 'beij', 'serena', 'william', 'eras', 'match', 'point', 'second', 'set', 'came', 'way', 'back', 'beat', 'us', 'open', 'champion', 'svetlana', 'kuznetsova', 'sunday', 'china', 'open', 'first', 'titl', 'six', 'month']\n",
      "Final Preprocessed Text: william claim first titl month beij serena william eras match point second set came way back beat us open champion svetlana kuznetsova sunday china open first titl six month\n",
      "\n",
      "Original Text: Mrs Crocodile Dundee, 60, wrestles with reptile to save camper  quot;The crocodile walked into the tent and dragged the man out. A 60-year-old woman in an adjacent tent heard the commotion and jumped on the crocodile quot; - Stephen Pemberthy, Royal Flying Doctor Service.\n",
      "Lowercased Text: mrs crocodile dundee, 60, wrestles with reptile to save camper  quot;the crocodile walked into the tent and dragged the man out. a 60-year-old woman in an adjacent tent heard the commotion and jumped on the crocodile quot; - stephen pemberthy, royal flying doctor service.\n",
      "Removed URLs: mrs crocodile dundee, 60, wrestles with reptile to save camper  quot;the crocodile walked into the tent and dragged the man out. a 60-year-old woman in an adjacent tent heard the commotion and jumped on the crocodile quot; - stephen pemberthy, royal flying doctor service.\n",
      "Removed HTML Tags: mrs crocodile dundee, 60, wrestles with reptile to save camper  quot;the crocodile walked into the tent and dragged the man out. a 60-year-old woman in an adjacent tent heard the commotion and jumped on the crocodile quot; - stephen pemberthy, royal flying doctor service.\n",
      "Removed Special Characters: mrs crocodile dundee  wrestles with reptile to save camper  quotthe crocodile walked into the tent and dragged the man out a yearold woman in an adjacent tent heard the commotion and jumped on the crocodile quot  stephen pemberthy royal flying doctor service\n",
      "Tokens: ['mrs', 'crocodile', 'dundee', 'wrestles', 'with', 'reptile', 'to', 'save', 'camper', 'quotthe', 'crocodile', 'walked', 'into', 'the', 'tent', 'and', 'dragged', 'the', 'man', 'out', 'a', 'yearold', 'woman', 'in', 'an', 'adjacent', 'tent', 'heard', 'the', 'commotion', 'and', 'jumped', 'on', 'the', 'crocodile', 'quot', 'stephen', 'pemberthy', 'royal', 'flying', 'doctor', 'service']\n",
      "Removed Stopwords: ['mrs', 'crocodile', 'dundee', 'wrestles', 'reptile', 'save', 'camper', 'quotthe', 'crocodile', 'walked', 'tent', 'dragged', 'man', 'yearold', 'woman', 'adjacent', 'tent', 'heard', 'commotion', 'jumped', 'crocodile', 'quot', 'stephen', 'pemberthy', 'royal', 'flying', 'doctor', 'service']\n",
      "Stemmed Tokens: ['mr', 'crocodil', 'dunde', 'wrestl', 'reptil', 'save', 'camper', 'quotth', 'crocodil', 'walk', 'tent', 'drag', 'man', 'yearold', 'woman', 'adjac', 'tent', 'heard', 'commot', 'jump', 'crocodil', 'quot', 'stephen', 'pemberthi', 'royal', 'fli', 'doctor', 'servic']\n",
      "Final Preprocessed Text: mr crocodil dunde wrestl reptil save camper quotth crocodil walk tent drag man yearold woman adjac tent heard commot jump crocodil quot stephen pemberthi royal fli doctor servic\n",
      "\n",
      "Original Text: UK PM Announces Plans for ID Cards Britain #39;s Prime Minister Tony Blair holds his Biometric card at the Passport Office in central London, Monday Oct. 25, 2004. Blair visited the Passport Office who are undertaking a Biometrics Enrollment trial \n",
      "Lowercased Text: uk pm announces plans for id cards britain #39;s prime minister tony blair holds his biometric card at the passport office in central london, monday oct. 25, 2004. blair visited the passport office who are undertaking a biometrics enrollment trial \n",
      "Removed URLs: uk pm announces plans for id cards britain #39;s prime minister tony blair holds his biometric card at the passport office in central london, monday oct. 25, 2004. blair visited the passport office who are undertaking a biometrics enrollment trial \n",
      "Removed HTML Tags: uk pm announces plans for id cards britain #39;s prime minister tony blair holds his biometric card at the passport office in central london, monday oct. 25, 2004. blair visited the passport office who are undertaking a biometrics enrollment trial \n",
      "Removed Special Characters: uk pm announces plans for id cards britain s prime minister tony blair holds his biometric card at the passport office in central london monday oct   blair visited the passport office who are undertaking a biometrics enrollment trial \n",
      "Tokens: ['uk', 'pm', 'announces', 'plans', 'for', 'id', 'cards', 'britain', 's', 'prime', 'minister', 'tony', 'blair', 'holds', 'his', 'biometric', 'card', 'at', 'the', 'passport', 'office', 'in', 'central', 'london', 'monday', 'oct', 'blair', 'visited', 'the', 'passport', 'office', 'who', 'are', 'undertaking', 'a', 'biometrics', 'enrollment', 'trial']\n",
      "Removed Stopwords: ['uk', 'pm', 'announces', 'plans', 'id', 'cards', 'britain', 'prime', 'minister', 'tony', 'blair', 'holds', 'biometric', 'card', 'passport', 'office', 'central', 'london', 'monday', 'oct', 'blair', 'visited', 'passport', 'office', 'undertaking', 'biometrics', 'enrollment', 'trial']\n",
      "Stemmed Tokens: ['uk', 'pm', 'announc', 'plan', 'id', 'card', 'britain', 'prime', 'minist', 'toni', 'blair', 'hold', 'biometr', 'card', 'passport', 'offic', 'central', 'london', 'monday', 'oct', 'blair', 'visit', 'passport', 'offic', 'undertak', 'biometr', 'enrol', 'trial']\n",
      "Final Preprocessed Text: uk pm announc plan id card britain prime minist toni blair hold biometr card passport offic central london monday oct blair visit passport offic undertak biometr enrol trial\n",
      "\n",
      "Original Text: Mother of North Korean President #39;s Sons Reported Dead South Korean officials are trying to confirm reports that the most influential woman in North Korea has died. Ko Young Hee, is sometimes referred to as the wife of North Korean leader Kim Jong Il.\n",
      "Lowercased Text: mother of north korean president #39;s sons reported dead south korean officials are trying to confirm reports that the most influential woman in north korea has died. ko young hee, is sometimes referred to as the wife of north korean leader kim jong il.\n",
      "Removed URLs: mother of north korean president #39;s sons reported dead south korean officials are trying to confirm reports that the most influential woman in north korea has died. ko young hee, is sometimes referred to as the wife of north korean leader kim jong il.\n",
      "Removed HTML Tags: mother of north korean president #39;s sons reported dead south korean officials are trying to confirm reports that the most influential woman in north korea has died. ko young hee, is sometimes referred to as the wife of north korean leader kim jong il.\n",
      "Removed Special Characters: mother of north korean president s sons reported dead south korean officials are trying to confirm reports that the most influential woman in north korea has died ko young hee is sometimes referred to as the wife of north korean leader kim jong il\n",
      "Tokens: ['mother', 'of', 'north', 'korean', 'president', 's', 'sons', 'reported', 'dead', 'south', 'korean', 'officials', 'are', 'trying', 'to', 'confirm', 'reports', 'that', 'the', 'most', 'influential', 'woman', 'in', 'north', 'korea', 'has', 'died', 'ko', 'young', 'hee', 'is', 'sometimes', 'referred', 'to', 'as', 'the', 'wife', 'of', 'north', 'korean', 'leader', 'kim', 'jong', 'il']\n",
      "Removed Stopwords: ['mother', 'north', 'korean', 'president', 'sons', 'reported', 'dead', 'south', 'korean', 'officials', 'trying', 'confirm', 'reports', 'influential', 'woman', 'north', 'korea', 'died', 'ko', 'young', 'hee', 'sometimes', 'referred', 'wife', 'north', 'korean', 'leader', 'kim', 'jong', 'il']\n",
      "Stemmed Tokens: ['mother', 'north', 'korean', 'presid', 'son', 'report', 'dead', 'south', 'korean', 'offici', 'tri', 'confirm', 'report', 'influenti', 'woman', 'north', 'korea', 'die', 'ko', 'young', 'hee', 'sometim', 'refer', 'wife', 'north', 'korean', 'leader', 'kim', 'jong', 'il']\n",
      "Final Preprocessed Text: mother north korean presid son report dead south korean offici tri confirm report influenti woman north korea die ko young hee sometim refer wife north korean leader kim jong il\n",
      "\n",
      "Original Text: Barroso makes limited changes to Commission Incoming European Commission President Jose Manuel Duro Barroso yesterday announced the new line-up of his EU executive team, aimed at resolving a row that has left Brussels in limbo.\n",
      "Lowercased Text: barroso makes limited changes to commission incoming european commission president jose manuel duro barroso yesterday announced the new line-up of his eu executive team, aimed at resolving a row that has left brussels in limbo.\n",
      "Removed URLs: barroso makes limited changes to commission incoming european commission president jose manuel duro barroso yesterday announced the new line-up of his eu executive team, aimed at resolving a row that has left brussels in limbo.\n",
      "Removed HTML Tags: barroso makes limited changes to commission incoming european commission president jose manuel duro barroso yesterday announced the new line-up of his eu executive team, aimed at resolving a row that has left brussels in limbo.\n",
      "Removed Special Characters: barroso makes limited changes to commission incoming european commission president jose manuel duro barroso yesterday announced the new lineup of his eu executive team aimed at resolving a row that has left brussels in limbo\n",
      "Tokens: ['barroso', 'makes', 'limited', 'changes', 'to', 'commission', 'incoming', 'european', 'commission', 'president', 'jose', 'manuel', 'duro', 'barroso', 'yesterday', 'announced', 'the', 'new', 'lineup', 'of', 'his', 'eu', 'executive', 'team', 'aimed', 'at', 'resolving', 'a', 'row', 'that', 'has', 'left', 'brussels', 'in', 'limbo']\n",
      "Removed Stopwords: ['barroso', 'makes', 'limited', 'changes', 'commission', 'incoming', 'european', 'commission', 'president', 'jose', 'manuel', 'duro', 'barroso', 'yesterday', 'announced', 'new', 'lineup', 'eu', 'executive', 'team', 'aimed', 'resolving', 'row', 'left', 'brussels', 'limbo']\n",
      "Stemmed Tokens: ['barroso', 'make', 'limit', 'chang', 'commiss', 'incom', 'european', 'commiss', 'presid', 'jose', 'manuel', 'duro', 'barroso', 'yesterday', 'announc', 'new', 'lineup', 'eu', 'execut', 'team', 'aim', 'resolv', 'row', 'left', 'brussel', 'limbo']\n",
      "Final Preprocessed Text: barroso make limit chang commiss incom european commiss presid jose manuel duro barroso yesterday announc new lineup eu execut team aim resolv row left brussel limbo\n",
      "\n",
      "Original Text: Former Nazi Guard Loses Canadian Court Ruling (Reuters) Reuters - Canadian immigration\\officials won a victory on Tuesday in their bid to revoke the\\citizenship of a former Nazi SS prison guard convicted of war\\crimes in Italy.\n",
      "Lowercased Text: former nazi guard loses canadian court ruling (reuters) reuters - canadian immigration\\officials won a victory on tuesday in their bid to revoke the\\citizenship of a former nazi ss prison guard convicted of war\\crimes in italy.\n",
      "Removed URLs: former nazi guard loses canadian court ruling (reuters) reuters - canadian immigration\\officials won a victory on tuesday in their bid to revoke the\\citizenship of a former nazi ss prison guard convicted of war\\crimes in italy.\n",
      "Removed HTML Tags: former nazi guard loses canadian court ruling (reuters) reuters - canadian immigration\\officials won a victory on tuesday in their bid to revoke the\\citizenship of a former nazi ss prison guard convicted of war\\crimes in italy.\n",
      "Removed Special Characters: former nazi guard loses canadian court ruling reuters reuters  canadian immigrationofficials won a victory on tuesday in their bid to revoke thecitizenship of a former nazi ss prison guard convicted of warcrimes in italy\n",
      "Tokens: ['former', 'nazi', 'guard', 'loses', 'canadian', 'court', 'ruling', 'reuters', 'reuters', 'canadian', 'immigrationofficials', 'won', 'a', 'victory', 'on', 'tuesday', 'in', 'their', 'bid', 'to', 'revoke', 'thecitizenship', 'of', 'a', 'former', 'nazi', 'ss', 'prison', 'guard', 'convicted', 'of', 'warcrimes', 'in', 'italy']\n",
      "Removed Stopwords: ['former', 'nazi', 'guard', 'loses', 'canadian', 'court', 'ruling', 'reuters', 'reuters', 'canadian', 'immigrationofficials', 'victory', 'tuesday', 'bid', 'revoke', 'thecitizenship', 'former', 'nazi', 'ss', 'prison', 'guard', 'convicted', 'warcrimes', 'italy']\n",
      "Stemmed Tokens: ['former', 'nazi', 'guard', 'lose', 'canadian', 'court', 'rule', 'reuter', 'reuter', 'canadian', 'immigrationoffici', 'victori', 'tuesday', 'bid', 'revok', 'thecitizenship', 'former', 'nazi', 'ss', 'prison', 'guard', 'convict', 'warcrim', 'itali']\n",
      "Final Preprocessed Text: former nazi guard lose canadian court rule reuter reuter canadian immigrationoffici victori tuesday bid revok thecitizenship former nazi ss prison guard convict warcrim itali\n",
      "\n",
      "Original Text: Car Bomb Blast in Central Baghdad - Police (Reuters) Reuters - A car bomb exploded near a police\\station in central Baghdad on Friday, and a thick column of\\smoke was seen rising from the east side of the Tigris river,\\Iraqi police and witnesses said.\n",
      "Lowercased Text: car bomb blast in central baghdad - police (reuters) reuters - a car bomb exploded near a police\\station in central baghdad on friday, and a thick column of\\smoke was seen rising from the east side of the tigris river,\\iraqi police and witnesses said.\n",
      "Removed URLs: car bomb blast in central baghdad - police (reuters) reuters - a car bomb exploded near a police\\station in central baghdad on friday, and a thick column of\\smoke was seen rising from the east side of the tigris river,\\iraqi police and witnesses said.\n",
      "Removed HTML Tags: car bomb blast in central baghdad - police (reuters) reuters - a car bomb exploded near a police\\station in central baghdad on friday, and a thick column of\\smoke was seen rising from the east side of the tigris river,\\iraqi police and witnesses said.\n",
      "Removed Special Characters: car bomb blast in central baghdad  police reuters reuters  a car bomb exploded near a policestation in central baghdad on friday and a thick column ofsmoke was seen rising from the east side of the tigris riveriraqi police and witnesses said\n",
      "Tokens: ['car', 'bomb', 'blast', 'in', 'central', 'baghdad', 'police', 'reuters', 'reuters', 'a', 'car', 'bomb', 'exploded', 'near', 'a', 'policestation', 'in', 'central', 'baghdad', 'on', 'friday', 'and', 'a', 'thick', 'column', 'ofsmoke', 'was', 'seen', 'rising', 'from', 'the', 'east', 'side', 'of', 'the', 'tigris', 'riveriraqi', 'police', 'and', 'witnesses', 'said']\n",
      "Removed Stopwords: ['car', 'bomb', 'blast', 'central', 'baghdad', 'police', 'reuters', 'reuters', 'car', 'bomb', 'exploded', 'near', 'policestation', 'central', 'baghdad', 'friday', 'thick', 'column', 'ofsmoke', 'seen', 'rising', 'east', 'side', 'tigris', 'riveriraqi', 'police', 'witnesses', 'said']\n",
      "Stemmed Tokens: ['car', 'bomb', 'blast', 'central', 'baghdad', 'polic', 'reuter', 'reuter', 'car', 'bomb', 'explod', 'near', 'policest', 'central', 'baghdad', 'friday', 'thick', 'column', 'ofsmok', 'seen', 'rise', 'east', 'side', 'tigri', 'riveriraqi', 'polic', 'wit', 'said']\n",
      "Final Preprocessed Text: car bomb blast central baghdad polic reuter reuter car bomb explod near policest central baghdad friday thick column ofsmok seen rise east side tigri riveriraqi polic wit said\n",
      "\n",
      "Original Text: Wavering Voters Anti-Iraq, Wary of Kerry (AP) AP - In an election where most voters have already chosen sides, the presidency could be decided by a small slice of America in the mushy middle  #151; wavering voters who are more likely than others to question President Bush's honesty and think the war in Iraq was a mistake.\n",
      "Lowercased Text: wavering voters anti-iraq, wary of kerry (ap) ap - in an election where most voters have already chosen sides, the presidency could be decided by a small slice of america in the mushy middle  #151; wavering voters who are more likely than others to question president bush's honesty and think the war in iraq was a mistake.\n",
      "Removed URLs: wavering voters anti-iraq, wary of kerry (ap) ap - in an election where most voters have already chosen sides, the presidency could be decided by a small slice of america in the mushy middle  #151; wavering voters who are more likely than others to question president bush's honesty and think the war in iraq was a mistake.\n",
      "Removed HTML Tags: wavering voters anti-iraq, wary of kerry (ap) ap - in an election where most voters have already chosen sides, the presidency could be decided by a small slice of america in the mushy middle  #151; wavering voters who are more likely than others to question president bush's honesty and think the war in iraq was a mistake.\n",
      "Removed Special Characters: wavering voters antiiraq wary of kerry ap ap  in an election where most voters have already chosen sides the presidency could be decided by a small slice of america in the mushy middle   wavering voters who are more likely than others to question president bushs honesty and think the war in iraq was a mistake\n",
      "Tokens: ['wavering', 'voters', 'antiiraq', 'wary', 'of', 'kerry', 'ap', 'ap', 'in', 'an', 'election', 'where', 'most', 'voters', 'have', 'already', 'chosen', 'sides', 'the', 'presidency', 'could', 'be', 'decided', 'by', 'a', 'small', 'slice', 'of', 'america', 'in', 'the', 'mushy', 'middle', 'wavering', 'voters', 'who', 'are', 'more', 'likely', 'than', 'others', 'to', 'question', 'president', 'bushs', 'honesty', 'and', 'think', 'the', 'war', 'in', 'iraq', 'was', 'a', 'mistake']\n",
      "Removed Stopwords: ['wavering', 'voters', 'antiiraq', 'wary', 'kerry', 'ap', 'ap', 'election', 'voters', 'already', 'chosen', 'sides', 'presidency', 'could', 'decided', 'small', 'slice', 'america', 'mushy', 'middle', 'wavering', 'voters', 'likely', 'others', 'question', 'president', 'bushs', 'honesty', 'think', 'war', 'iraq', 'mistake']\n",
      "Stemmed Tokens: ['waver', 'voter', 'antiiraq', 'wari', 'kerri', 'ap', 'ap', 'elect', 'voter', 'alreadi', 'chosen', 'side', 'presid', 'could', 'decid', 'small', 'slice', 'america', 'mushi', 'middl', 'waver', 'voter', 'like', 'other', 'question', 'presid', 'bush', 'honesti', 'think', 'war', 'iraq', 'mistak']\n",
      "Final Preprocessed Text: waver voter antiiraq wari kerri ap ap elect voter alreadi chosen side presid could decid small slice america mushi middl waver voter like other question presid bush honesti think war iraq mistak\n",
      "\n",
      "Original Text: Powell rebukes Annan on Iraq Secretary of State Colin L. Powell yesterday expressed strong disapproval of UN Secretary-General Kofi Annan #39;s description of the US-led war in Iraq as illegal, saying the comment was  quot;not a very useful statement to make at this point.\n",
      "Lowercased Text: powell rebukes annan on iraq secretary of state colin l. powell yesterday expressed strong disapproval of un secretary-general kofi annan #39;s description of the us-led war in iraq as illegal, saying the comment was  quot;not a very useful statement to make at this point.\n",
      "Removed URLs: powell rebukes annan on iraq secretary of state colin l. powell yesterday expressed strong disapproval of un secretary-general kofi annan #39;s description of the us-led war in iraq as illegal, saying the comment was  quot;not a very useful statement to make at this point.\n",
      "Removed HTML Tags: powell rebukes annan on iraq secretary of state colin l. powell yesterday expressed strong disapproval of un secretary-general kofi annan #39;s description of the us-led war in iraq as illegal, saying the comment was  quot;not a very useful statement to make at this point.\n",
      "Removed Special Characters: powell rebukes annan on iraq secretary of state colin l powell yesterday expressed strong disapproval of un secretarygeneral kofi annan s description of the usled war in iraq as illegal saying the comment was  quotnot a very useful statement to make at this point\n",
      "Tokens: ['powell', 'rebukes', 'annan', 'on', 'iraq', 'secretary', 'of', 'state', 'colin', 'l', 'powell', 'yesterday', 'expressed', 'strong', 'disapproval', 'of', 'un', 'secretarygeneral', 'kofi', 'annan', 's', 'description', 'of', 'the', 'usled', 'war', 'in', 'iraq', 'as', 'illegal', 'saying', 'the', 'comment', 'was', 'quotnot', 'a', 'very', 'useful', 'statement', 'to', 'make', 'at', 'this', 'point']\n",
      "Removed Stopwords: ['powell', 'rebukes', 'annan', 'iraq', 'secretary', 'state', 'colin', 'l', 'powell', 'yesterday', 'expressed', 'strong', 'disapproval', 'un', 'secretarygeneral', 'kofi', 'annan', 'description', 'usled', 'war', 'iraq', 'illegal', 'saying', 'comment', 'quotnot', 'useful', 'statement', 'make', 'point']\n",
      "Stemmed Tokens: ['powel', 'rebuk', 'annan', 'iraq', 'secretari', 'state', 'colin', 'l', 'powel', 'yesterday', 'express', 'strong', 'disapprov', 'un', 'secretarygener', 'kofi', 'annan', 'descript', 'usl', 'war', 'iraq', 'illeg', 'say', 'comment', 'quotnot', 'use', 'statement', 'make', 'point']\n",
      "Final Preprocessed Text: powel rebuk annan iraq secretari state colin l powel yesterday express strong disapprov un secretarygener kofi annan descript usl war iraq illeg say comment quotnot use statement make point\n",
      "\n",
      "Original Text: Kerry Links Iraq War, U.S. Economic Woes WASHINGTON - Democrat John Kerry sought to link the Iraq war to U.S. economic woes on Wednesday, calling President Bush's move against Baghdad a \"catastrophic choice\" that so far has drained \\$200 billion in needed resources at home...\n",
      "Lowercased Text: kerry links iraq war, u.s. economic woes washington - democrat john kerry sought to link the iraq war to u.s. economic woes on wednesday, calling president bush's move against baghdad a \"catastrophic choice\" that so far has drained \\$200 billion in needed resources at home...\n",
      "Removed URLs: kerry links iraq war, u.s. economic woes washington - democrat john kerry sought to link the iraq war to u.s. economic woes on wednesday, calling president bush's move against baghdad a \"catastrophic choice\" that so far has drained \\$200 billion in needed resources at home...\n",
      "Removed HTML Tags: kerry links iraq war, u.s. economic woes washington - democrat john kerry sought to link the iraq war to u.s. economic woes on wednesday, calling president bush's move against baghdad a \"catastrophic choice\" that so far has drained \\$200 billion in needed resources at home...\n",
      "Removed Special Characters: kerry links iraq war us economic woes washington  democrat john kerry sought to link the iraq war to us economic woes on wednesday calling president bushs move against baghdad a catastrophic choice that so far has drained  billion in needed resources at home\n",
      "Tokens: ['kerry', 'links', 'iraq', 'war', 'us', 'economic', 'woes', 'washington', 'democrat', 'john', 'kerry', 'sought', 'to', 'link', 'the', 'iraq', 'war', 'to', 'us', 'economic', 'woes', 'on', 'wednesday', 'calling', 'president', 'bushs', 'move', 'against', 'baghdad', 'a', 'catastrophic', 'choice', 'that', 'so', 'far', 'has', 'drained', 'billion', 'in', 'needed', 'resources', 'at', 'home']\n",
      "Removed Stopwords: ['kerry', 'links', 'iraq', 'war', 'us', 'economic', 'woes', 'washington', 'democrat', 'john', 'kerry', 'sought', 'link', 'iraq', 'war', 'us', 'economic', 'woes', 'wednesday', 'calling', 'president', 'bushs', 'move', 'baghdad', 'catastrophic', 'choice', 'far', 'drained', 'billion', 'needed', 'resources', 'home']\n",
      "Stemmed Tokens: ['kerri', 'link', 'iraq', 'war', 'us', 'econom', 'woe', 'washington', 'democrat', 'john', 'kerri', 'sought', 'link', 'iraq', 'war', 'us', 'econom', 'woe', 'wednesday', 'call', 'presid', 'bush', 'move', 'baghdad', 'catastroph', 'choic', 'far', 'drain', 'billion', 'need', 'resourc', 'home']\n",
      "Final Preprocessed Text: kerri link iraq war us econom woe washington democrat john kerri sought link iraq war us econom woe wednesday call presid bush move baghdad catastroph choic far drain billion need resourc home\n",
      "\n",
      "Original Text: UPI NewsTrack TopNews President Bush used his weekly radio address Saturday to urge passage of recommendations by the 9/11 commission, so he can sign them into law by Election Day.\n",
      "Lowercased Text: upi newstrack topnews president bush used his weekly radio address saturday to urge passage of recommendations by the 9/11 commission, so he can sign them into law by election day.\n",
      "Removed URLs: upi newstrack topnews president bush used his weekly radio address saturday to urge passage of recommendations by the 9/11 commission, so he can sign them into law by election day.\n",
      "Removed HTML Tags: upi newstrack topnews president bush used his weekly radio address saturday to urge passage of recommendations by the 9/11 commission, so he can sign them into law by election day.\n",
      "Removed Special Characters: upi newstrack topnews president bush used his weekly radio address saturday to urge passage of recommendations by the  commission so he can sign them into law by election day\n",
      "Tokens: ['upi', 'newstrack', 'topnews', 'president', 'bush', 'used', 'his', 'weekly', 'radio', 'address', 'saturday', 'to', 'urge', 'passage', 'of', 'recommendations', 'by', 'the', 'commission', 'so', 'he', 'can', 'sign', 'them', 'into', 'law', 'by', 'election', 'day']\n",
      "Removed Stopwords: ['upi', 'newstrack', 'topnews', 'president', 'bush', 'used', 'weekly', 'radio', 'address', 'saturday', 'urge', 'passage', 'recommendations', 'commission', 'sign', 'law', 'election', 'day']\n",
      "Stemmed Tokens: ['upi', 'newstrack', 'topnew', 'presid', 'bush', 'use', 'weekli', 'radio', 'address', 'saturday', 'urg', 'passag', 'recommend', 'commiss', 'sign', 'law', 'elect', 'day']\n",
      "Final Preprocessed Text: upi newstrack topnew presid bush use weekli radio address saturday urg passag recommend commiss sign law elect day\n",
      "\n",
      "Original Text: Panama state of emergency after fatal mudslides Panama declared a state of emergency on Saturday, a day after torrential rains and mudslides killed at least 14 people and wrecked or damaged the homes of about 10,000 people.\n",
      "Lowercased Text: panama state of emergency after fatal mudslides panama declared a state of emergency on saturday, a day after torrential rains and mudslides killed at least 14 people and wrecked or damaged the homes of about 10,000 people.\n",
      "Removed URLs: panama state of emergency after fatal mudslides panama declared a state of emergency on saturday, a day after torrential rains and mudslides killed at least 14 people and wrecked or damaged the homes of about 10,000 people.\n",
      "Removed HTML Tags: panama state of emergency after fatal mudslides panama declared a state of emergency on saturday, a day after torrential rains and mudslides killed at least 14 people and wrecked or damaged the homes of about 10,000 people.\n",
      "Removed Special Characters: panama state of emergency after fatal mudslides panama declared a state of emergency on saturday a day after torrential rains and mudslides killed at least  people and wrecked or damaged the homes of about  people\n",
      "Tokens: ['panama', 'state', 'of', 'emergency', 'after', 'fatal', 'mudslides', 'panama', 'declared', 'a', 'state', 'of', 'emergency', 'on', 'saturday', 'a', 'day', 'after', 'torrential', 'rains', 'and', 'mudslides', 'killed', 'at', 'least', 'people', 'and', 'wrecked', 'or', 'damaged', 'the', 'homes', 'of', 'about', 'people']\n",
      "Removed Stopwords: ['panama', 'state', 'emergency', 'fatal', 'mudslides', 'panama', 'declared', 'state', 'emergency', 'saturday', 'day', 'torrential', 'rains', 'mudslides', 'killed', 'least', 'people', 'wrecked', 'damaged', 'homes', 'people']\n",
      "Stemmed Tokens: ['panama', 'state', 'emerg', 'fatal', 'mudslid', 'panama', 'declar', 'state', 'emerg', 'saturday', 'day', 'torrenti', 'rain', 'mudslid', 'kill', 'least', 'peopl', 'wreck', 'damag', 'home', 'peopl']\n",
      "Final Preprocessed Text: panama state emerg fatal mudslid panama declar state emerg saturday day torrenti rain mudslid kill least peopl wreck damag home peopl\n",
      "\n",
      "Original Text: At Least 17 Killed in Darfur Fighting (AP) AP - Fighting near a village in Sudan's crisis-plagued Darfur region killed at least 17 people Monday, while helicopters rescued dozens of workers who fled into the bush to escape.\n",
      "Lowercased Text: at least 17 killed in darfur fighting (ap) ap - fighting near a village in sudan's crisis-plagued darfur region killed at least 17 people monday, while helicopters rescued dozens of workers who fled into the bush to escape.\n",
      "Removed URLs: at least 17 killed in darfur fighting (ap) ap - fighting near a village in sudan's crisis-plagued darfur region killed at least 17 people monday, while helicopters rescued dozens of workers who fled into the bush to escape.\n",
      "Removed HTML Tags: at least 17 killed in darfur fighting (ap) ap - fighting near a village in sudan's crisis-plagued darfur region killed at least 17 people monday, while helicopters rescued dozens of workers who fled into the bush to escape.\n",
      "Removed Special Characters: at least  killed in darfur fighting ap ap  fighting near a village in sudans crisisplagued darfur region killed at least  people monday while helicopters rescued dozens of workers who fled into the bush to escape\n",
      "Tokens: ['at', 'least', 'killed', 'in', 'darfur', 'fighting', 'ap', 'ap', 'fighting', 'near', 'a', 'village', 'in', 'sudans', 'crisisplagued', 'darfur', 'region', 'killed', 'at', 'least', 'people', 'monday', 'while', 'helicopters', 'rescued', 'dozens', 'of', 'workers', 'who', 'fled', 'into', 'the', 'bush', 'to', 'escape']\n",
      "Removed Stopwords: ['least', 'killed', 'darfur', 'fighting', 'ap', 'ap', 'fighting', 'near', 'village', 'sudans', 'crisisplagued', 'darfur', 'region', 'killed', 'least', 'people', 'monday', 'helicopters', 'rescued', 'dozens', 'workers', 'fled', 'bush', 'escape']\n",
      "Stemmed Tokens: ['least', 'kill', 'darfur', 'fight', 'ap', 'ap', 'fight', 'near', 'villag', 'sudan', 'crisisplagu', 'darfur', 'region', 'kill', 'least', 'peopl', 'monday', 'helicopt', 'rescu', 'dozen', 'worker', 'fled', 'bush', 'escap']\n",
      "Final Preprocessed Text: least kill darfur fight ap ap fight near villag sudan crisisplagu darfur region kill least peopl monday helicopt rescu dozen worker fled bush escap\n",
      "\n",
      "Original Text: Iraqi Police in Control of Najaf Shrine, According to Reports Hundreds of militiamen were arrested today when police entered the Imam Ali Mosque, but rebel Shiite cleric Moktada al-Sadr was not found, Iraqi officials said.\n",
      "Lowercased Text: iraqi police in control of najaf shrine, according to reports hundreds of militiamen were arrested today when police entered the imam ali mosque, but rebel shiite cleric moktada al-sadr was not found, iraqi officials said.\n",
      "Removed URLs: iraqi police in control of najaf shrine, according to reports hundreds of militiamen were arrested today when police entered the imam ali mosque, but rebel shiite cleric moktada al-sadr was not found, iraqi officials said.\n",
      "Removed HTML Tags: iraqi police in control of najaf shrine, according to reports hundreds of militiamen were arrested today when police entered the imam ali mosque, but rebel shiite cleric moktada al-sadr was not found, iraqi officials said.\n",
      "Removed Special Characters: iraqi police in control of najaf shrine according to reports hundreds of militiamen were arrested today when police entered the imam ali mosque but rebel shiite cleric moktada alsadr was not found iraqi officials said\n",
      "Tokens: ['iraqi', 'police', 'in', 'control', 'of', 'najaf', 'shrine', 'according', 'to', 'reports', 'hundreds', 'of', 'militiamen', 'were', 'arrested', 'today', 'when', 'police', 'entered', 'the', 'imam', 'ali', 'mosque', 'but', 'rebel', 'shiite', 'cleric', 'moktada', 'alsadr', 'was', 'not', 'found', 'iraqi', 'officials', 'said']\n",
      "Removed Stopwords: ['iraqi', 'police', 'control', 'najaf', 'shrine', 'according', 'reports', 'hundreds', 'militiamen', 'arrested', 'today', 'police', 'entered', 'imam', 'ali', 'mosque', 'rebel', 'shiite', 'cleric', 'moktada', 'alsadr', 'found', 'iraqi', 'officials', 'said']\n",
      "Stemmed Tokens: ['iraqi', 'polic', 'control', 'najaf', 'shrine', 'accord', 'report', 'hundr', 'militiamen', 'arrest', 'today', 'polic', 'enter', 'imam', 'ali', 'mosqu', 'rebel', 'shiit', 'cleric', 'moktada', 'alsadr', 'found', 'iraqi', 'offici', 'said']\n",
      "Final Preprocessed Text: iraqi polic control najaf shrine accord report hundr militiamen arrest today polic enter imam ali mosqu rebel shiit cleric moktada alsadr found iraqi offici said\n",
      "\n",
      "Original Text: Shadow Of Iraq Hangs Over UN Meet UNITED NATIONS (AFP) - US President George W. Bush and UN Secretary General Kofi Annan were set to trade barbs on the opening day of the two-week session of the UN General Assembly, with the aftershocks of the Iraq war still at the top of the \n",
      "Lowercased Text: shadow of iraq hangs over un meet united nations (afp) - us president george w. bush and un secretary general kofi annan were set to trade barbs on the opening day of the two-week session of the un general assembly, with the aftershocks of the iraq war still at the top of the \n",
      "Removed URLs: shadow of iraq hangs over un meet united nations (afp) - us president george w. bush and un secretary general kofi annan were set to trade barbs on the opening day of the two-week session of the un general assembly, with the aftershocks of the iraq war still at the top of the \n",
      "Removed HTML Tags: shadow of iraq hangs over un meet united nations (afp) - us president george w. bush and un secretary general kofi annan were set to trade barbs on the opening day of the two-week session of the un general assembly, with the aftershocks of the iraq war still at the top of the \n",
      "Removed Special Characters: shadow of iraq hangs over un meet united nations afp  us president george w bush and un secretary general kofi annan were set to trade barbs on the opening day of the twoweek session of the un general assembly with the aftershocks of the iraq war still at the top of the \n",
      "Tokens: ['shadow', 'of', 'iraq', 'hangs', 'over', 'un', 'meet', 'united', 'nations', 'afp', 'us', 'president', 'george', 'w', 'bush', 'and', 'un', 'secretary', 'general', 'kofi', 'annan', 'were', 'set', 'to', 'trade', 'barbs', 'on', 'the', 'opening', 'day', 'of', 'the', 'twoweek', 'session', 'of', 'the', 'un', 'general', 'assembly', 'with', 'the', 'aftershocks', 'of', 'the', 'iraq', 'war', 'still', 'at', 'the', 'top', 'of', 'the']\n",
      "Removed Stopwords: ['shadow', 'iraq', 'hangs', 'un', 'meet', 'united', 'nations', 'afp', 'us', 'president', 'george', 'w', 'bush', 'un', 'secretary', 'general', 'kofi', 'annan', 'set', 'trade', 'barbs', 'opening', 'day', 'twoweek', 'session', 'un', 'general', 'assembly', 'aftershocks', 'iraq', 'war', 'still', 'top']\n",
      "Stemmed Tokens: ['shadow', 'iraq', 'hang', 'un', 'meet', 'unit', 'nation', 'afp', 'us', 'presid', 'georg', 'w', 'bush', 'un', 'secretari', 'gener', 'kofi', 'annan', 'set', 'trade', 'barb', 'open', 'day', 'twoweek', 'session', 'un', 'gener', 'assembl', 'aftershock', 'iraq', 'war', 'still', 'top']\n",
      "Final Preprocessed Text: shadow iraq hang un meet unit nation afp us presid georg w bush un secretari gener kofi annan set trade barb open day twoweek session un gener assembl aftershock iraq war still top\n",
      "\n",
      "Original Text: Arms, Cars Top Schrders China Trip German Chancellor Gerhard Schrder arrived in Beijing on Monday for a three-day visit focusing on expanding trade ties and the European Unions ban on arms sales to China.\n",
      "Lowercased Text: arms, cars top schrders china trip german chancellor gerhard schrder arrived in beijing on monday for a three-day visit focusing on expanding trade ties and the european unions ban on arms sales to china.\n",
      "Removed URLs: arms, cars top schrders china trip german chancellor gerhard schrder arrived in beijing on monday for a three-day visit focusing on expanding trade ties and the european unions ban on arms sales to china.\n",
      "Removed HTML Tags: arms, cars top schrders china trip german chancellor gerhard schrder arrived in beijing on monday for a three-day visit focusing on expanding trade ties and the european unions ban on arms sales to china.\n",
      "Removed Special Characters: arms cars top schrders china trip german chancellor gerhard schrder arrived in beijing on monday for a threeday visit focusing on expanding trade ties and the european unions ban on arms sales to china\n",
      "Tokens: ['arms', 'cars', 'top', 'schrders', 'china', 'trip', 'german', 'chancellor', 'gerhard', 'schrder', 'arrived', 'in', 'beijing', 'on', 'monday', 'for', 'a', 'threeday', 'visit', 'focusing', 'on', 'expanding', 'trade', 'ties', 'and', 'the', 'european', 'unions', 'ban', 'on', 'arms', 'sales', 'to', 'china']\n",
      "Removed Stopwords: ['arms', 'cars', 'top', 'schrders', 'china', 'trip', 'german', 'chancellor', 'gerhard', 'schrder', 'arrived', 'beijing', 'monday', 'threeday', 'visit', 'focusing', 'expanding', 'trade', 'ties', 'european', 'unions', 'ban', 'arms', 'sales', 'china']\n",
      "Stemmed Tokens: ['arm', 'car', 'top', 'schrder', 'china', 'trip', 'german', 'chancellor', 'gerhard', 'schrder', 'arriv', 'beij', 'monday', 'threeday', 'visit', 'focus', 'expand', 'trade', 'tie', 'european', 'union', 'ban', 'arm', 'sale', 'china']\n",
      "Final Preprocessed Text: arm car top schrder china trip german chancellor gerhard schrder arriv beij monday threeday visit focus expand trade tie european union ban arm sale china\n",
      "\n",
      "Original Text: Links Between Two Chechen Women Grows (AP) AP - They lived in the same apartment in Chechnya, worked in the same market and may have died within moments of each other on separate airliners that crashed in Russia last week.\n",
      "Lowercased Text: links between two chechen women grows (ap) ap - they lived in the same apartment in chechnya, worked in the same market and may have died within moments of each other on separate airliners that crashed in russia last week.\n",
      "Removed URLs: links between two chechen women grows (ap) ap - they lived in the same apartment in chechnya, worked in the same market and may have died within moments of each other on separate airliners that crashed in russia last week.\n",
      "Removed HTML Tags: links between two chechen women grows (ap) ap - they lived in the same apartment in chechnya, worked in the same market and may have died within moments of each other on separate airliners that crashed in russia last week.\n",
      "Removed Special Characters: links between two chechen women grows ap ap  they lived in the same apartment in chechnya worked in the same market and may have died within moments of each other on separate airliners that crashed in russia last week\n",
      "Tokens: ['links', 'between', 'two', 'chechen', 'women', 'grows', 'ap', 'ap', 'they', 'lived', 'in', 'the', 'same', 'apartment', 'in', 'chechnya', 'worked', 'in', 'the', 'same', 'market', 'and', 'may', 'have', 'died', 'within', 'moments', 'of', 'each', 'other', 'on', 'separate', 'airliners', 'that', 'crashed', 'in', 'russia', 'last', 'week']\n",
      "Removed Stopwords: ['links', 'two', 'chechen', 'women', 'grows', 'ap', 'ap', 'lived', 'apartment', 'chechnya', 'worked', 'market', 'may', 'died', 'within', 'moments', 'separate', 'airliners', 'crashed', 'russia', 'last', 'week']\n",
      "Stemmed Tokens: ['link', 'two', 'chechen', 'women', 'grow', 'ap', 'ap', 'live', 'apart', 'chechnya', 'work', 'market', 'may', 'die', 'within', 'moment', 'separ', 'airlin', 'crash', 'russia', 'last', 'week']\n",
      "Final Preprocessed Text: link two chechen women grow ap ap live apart chechnya work market may die within moment separ airlin crash russia last week\n",
      "\n",
      "Original Text: Hurricane Ivan ravages Grenada, killing 15 and damaging 90 per &lt;b&gt;...&lt;/b&gt; The most powerful hurricane to hit the Caribbean in nearly a decade killed at least 15 people including a Canadian, damaged 90 per cent of its homes and destroyed a prison, leaving \n",
      "Lowercased Text: hurricane ivan ravages grenada, killing 15 and damaging 90 per &lt;b&gt;...&lt;/b&gt; the most powerful hurricane to hit the caribbean in nearly a decade killed at least 15 people including a canadian, damaged 90 per cent of its homes and destroyed a prison, leaving \n",
      "Removed URLs: hurricane ivan ravages grenada, killing 15 and damaging 90 per &lt;b&gt;...&lt;/b&gt; the most powerful hurricane to hit the caribbean in nearly a decade killed at least 15 people including a canadian, damaged 90 per cent of its homes and destroyed a prison, leaving \n",
      "Removed HTML Tags: hurricane ivan ravages grenada, killing 15 and damaging 90 per &lt;b&gt;...&lt;/b&gt; the most powerful hurricane to hit the caribbean in nearly a decade killed at least 15 people including a canadian, damaged 90 per cent of its homes and destroyed a prison, leaving \n",
      "Removed Special Characters: hurricane ivan ravages grenada killing  and damaging  per ltbgtltbgt the most powerful hurricane to hit the caribbean in nearly a decade killed at least  people including a canadian damaged  per cent of its homes and destroyed a prison leaving \n",
      "Tokens: ['hurricane', 'ivan', 'ravages', 'grenada', 'killing', 'and', 'damaging', 'per', 'ltbgtltbgt', 'the', 'most', 'powerful', 'hurricane', 'to', 'hit', 'the', 'caribbean', 'in', 'nearly', 'a', 'decade', 'killed', 'at', 'least', 'people', 'including', 'a', 'canadian', 'damaged', 'per', 'cent', 'of', 'its', 'homes', 'and', 'destroyed', 'a', 'prison', 'leaving']\n",
      "Removed Stopwords: ['hurricane', 'ivan', 'ravages', 'grenada', 'killing', 'damaging', 'per', 'ltbgtltbgt', 'powerful', 'hurricane', 'hit', 'caribbean', 'nearly', 'decade', 'killed', 'least', 'people', 'including', 'canadian', 'damaged', 'per', 'cent', 'homes', 'destroyed', 'prison', 'leaving']\n",
      "Stemmed Tokens: ['hurrican', 'ivan', 'ravag', 'grenada', 'kill', 'damag', 'per', 'ltbgtltbgt', 'power', 'hurrican', 'hit', 'caribbean', 'nearli', 'decad', 'kill', 'least', 'peopl', 'includ', 'canadian', 'damag', 'per', 'cent', 'home', 'destroy', 'prison', 'leav']\n",
      "Final Preprocessed Text: hurrican ivan ravag grenada kill damag per ltbgtltbgt power hurrican hit caribbean nearli decad kill least peopl includ canadian damag per cent home destroy prison leav\n",
      "\n",
      "Original Text: BHP Billiton year to June profit seen up sharply on higher prices, demand (AFP) AFP - Australian resources firm BHP Billiton is expected to post sharply higher earnings in the year to June aided by rising commodities prices, high production levels and continued strong demand from China, analysts said.\n",
      "Lowercased Text: bhp billiton year to june profit seen up sharply on higher prices, demand (afp) afp - australian resources firm bhp billiton is expected to post sharply higher earnings in the year to june aided by rising commodities prices, high production levels and continued strong demand from china, analysts said.\n",
      "Removed URLs: bhp billiton year to june profit seen up sharply on higher prices, demand (afp) afp - australian resources firm bhp billiton is expected to post sharply higher earnings in the year to june aided by rising commodities prices, high production levels and continued strong demand from china, analysts said.\n",
      "Removed HTML Tags: bhp billiton year to june profit seen up sharply on higher prices, demand (afp) afp - australian resources firm bhp billiton is expected to post sharply higher earnings in the year to june aided by rising commodities prices, high production levels and continued strong demand from china, analysts said.\n",
      "Removed Special Characters: bhp billiton year to june profit seen up sharply on higher prices demand afp afp  australian resources firm bhp billiton is expected to post sharply higher earnings in the year to june aided by rising commodities prices high production levels and continued strong demand from china analysts said\n",
      "Tokens: ['bhp', 'billiton', 'year', 'to', 'june', 'profit', 'seen', 'up', 'sharply', 'on', 'higher', 'prices', 'demand', 'afp', 'afp', 'australian', 'resources', 'firm', 'bhp', 'billiton', 'is', 'expected', 'to', 'post', 'sharply', 'higher', 'earnings', 'in', 'the', 'year', 'to', 'june', 'aided', 'by', 'rising', 'commodities', 'prices', 'high', 'production', 'levels', 'and', 'continued', 'strong', 'demand', 'from', 'china', 'analysts', 'said']\n",
      "Removed Stopwords: ['bhp', 'billiton', 'year', 'june', 'profit', 'seen', 'sharply', 'higher', 'prices', 'demand', 'afp', 'afp', 'australian', 'resources', 'firm', 'bhp', 'billiton', 'expected', 'post', 'sharply', 'higher', 'earnings', 'year', 'june', 'aided', 'rising', 'commodities', 'prices', 'high', 'production', 'levels', 'continued', 'strong', 'demand', 'china', 'analysts', 'said']\n",
      "Stemmed Tokens: ['bhp', 'billiton', 'year', 'june', 'profit', 'seen', 'sharpli', 'higher', 'price', 'demand', 'afp', 'afp', 'australian', 'resourc', 'firm', 'bhp', 'billiton', 'expect', 'post', 'sharpli', 'higher', 'earn', 'year', 'june', 'aid', 'rise', 'commod', 'price', 'high', 'product', 'level', 'continu', 'strong', 'demand', 'china', 'analyst', 'said']\n",
      "Final Preprocessed Text: bhp billiton year june profit seen sharpli higher price demand afp afp australian resourc firm bhp billiton expect post sharpli higher earn year june aid rise commod price high product level continu strong demand china analyst said\n",
      "\n",
      "Original Text: 880 Pounds of Cocaine Seized Off Colombia A joint French, American and British anti-narcotics operation intercepted four smugglers with 880 pounds of cocaine off the coast of Colombia this week, France's Defense Ministry said Friday.\n",
      "Lowercased Text: 880 pounds of cocaine seized off colombia a joint french, american and british anti-narcotics operation intercepted four smugglers with 880 pounds of cocaine off the coast of colombia this week, france's defense ministry said friday.\n",
      "Removed URLs: 880 pounds of cocaine seized off colombia a joint french, american and british anti-narcotics operation intercepted four smugglers with 880 pounds of cocaine off the coast of colombia this week, france's defense ministry said friday.\n",
      "Removed HTML Tags: 880 pounds of cocaine seized off colombia a joint french, american and british anti-narcotics operation intercepted four smugglers with 880 pounds of cocaine off the coast of colombia this week, france's defense ministry said friday.\n",
      "Removed Special Characters:  pounds of cocaine seized off colombia a joint french american and british antinarcotics operation intercepted four smugglers with  pounds of cocaine off the coast of colombia this week frances defense ministry said friday\n",
      "Tokens: ['pounds', 'of', 'cocaine', 'seized', 'off', 'colombia', 'a', 'joint', 'french', 'american', 'and', 'british', 'antinarcotics', 'operation', 'intercepted', 'four', 'smugglers', 'with', 'pounds', 'of', 'cocaine', 'off', 'the', 'coast', 'of', 'colombia', 'this', 'week', 'frances', 'defense', 'ministry', 'said', 'friday']\n",
      "Removed Stopwords: ['pounds', 'cocaine', 'seized', 'colombia', 'joint', 'french', 'american', 'british', 'antinarcotics', 'operation', 'intercepted', 'four', 'smugglers', 'pounds', 'cocaine', 'coast', 'colombia', 'week', 'frances', 'defense', 'ministry', 'said', 'friday']\n",
      "Stemmed Tokens: ['pound', 'cocain', 'seiz', 'colombia', 'joint', 'french', 'american', 'british', 'antinarcot', 'oper', 'intercept', 'four', 'smuggler', 'pound', 'cocain', 'coast', 'colombia', 'week', 'franc', 'defens', 'ministri', 'said', 'friday']\n",
      "Final Preprocessed Text: pound cocain seiz colombia joint french american british antinarcot oper intercept four smuggler pound cocain coast colombia week franc defens ministri said friday\n",
      "\n",
      "Original Text: Arafat #39;s condition is improving, aide says PARIS -- Yasser Arafat #39;s health is improving, one of his aides said Tuesday, repeating that tests have ruled out leukemia as the cause of the Palestinian leader #39;s health problems.\n",
      "Lowercased Text: arafat #39;s condition is improving, aide says paris -- yasser arafat #39;s health is improving, one of his aides said tuesday, repeating that tests have ruled out leukemia as the cause of the palestinian leader #39;s health problems.\n",
      "Removed URLs: arafat #39;s condition is improving, aide says paris -- yasser arafat #39;s health is improving, one of his aides said tuesday, repeating that tests have ruled out leukemia as the cause of the palestinian leader #39;s health problems.\n",
      "Removed HTML Tags: arafat #39;s condition is improving, aide says paris -- yasser arafat #39;s health is improving, one of his aides said tuesday, repeating that tests have ruled out leukemia as the cause of the palestinian leader #39;s health problems.\n",
      "Removed Special Characters: arafat s condition is improving aide says paris  yasser arafat s health is improving one of his aides said tuesday repeating that tests have ruled out leukemia as the cause of the palestinian leader s health problems\n",
      "Tokens: ['arafat', 's', 'condition', 'is', 'improving', 'aide', 'says', 'paris', 'yasser', 'arafat', 's', 'health', 'is', 'improving', 'one', 'of', 'his', 'aides', 'said', 'tuesday', 'repeating', 'that', 'tests', 'have', 'ruled', 'out', 'leukemia', 'as', 'the', 'cause', 'of', 'the', 'palestinian', 'leader', 's', 'health', 'problems']\n",
      "Removed Stopwords: ['arafat', 'condition', 'improving', 'aide', 'says', 'paris', 'yasser', 'arafat', 'health', 'improving', 'one', 'aides', 'said', 'tuesday', 'repeating', 'tests', 'ruled', 'leukemia', 'cause', 'palestinian', 'leader', 'health', 'problems']\n",
      "Stemmed Tokens: ['arafat', 'condit', 'improv', 'aid', 'say', 'pari', 'yasser', 'arafat', 'health', 'improv', 'one', 'aid', 'said', 'tuesday', 'repeat', 'test', 'rule', 'leukemia', 'caus', 'palestinian', 'leader', 'health', 'problem']\n",
      "Final Preprocessed Text: arafat condit improv aid say pari yasser arafat health improv one aid said tuesday repeat test rule leukemia caus palestinian leader health problem\n",
      "\n",
      "Original Text: Car Bomb Explodes South of Baghdad; 2 Dead BAGHDAD, Iraq - A car bomb exploded in a town south of Baghdad on Wednesday, killing two people and injuring 10, the latest in a spate of attacks that have killed some 150 people in the last four days.    Meanwhile Wednesday, militants released a Turkish man taken hostage in Iraq, according to a videotape obtained by Associated Press Television News...\n",
      "Lowercased Text: car bomb explodes south of baghdad; 2 dead baghdad, iraq - a car bomb exploded in a town south of baghdad on wednesday, killing two people and injuring 10, the latest in a spate of attacks that have killed some 150 people in the last four days.    meanwhile wednesday, militants released a turkish man taken hostage in iraq, according to a videotape obtained by associated press television news...\n",
      "Removed URLs: car bomb explodes south of baghdad; 2 dead baghdad, iraq - a car bomb exploded in a town south of baghdad on wednesday, killing two people and injuring 10, the latest in a spate of attacks that have killed some 150 people in the last four days.    meanwhile wednesday, militants released a turkish man taken hostage in iraq, according to a videotape obtained by associated press television news...\n",
      "Removed HTML Tags: car bomb explodes south of baghdad; 2 dead baghdad, iraq - a car bomb exploded in a town south of baghdad on wednesday, killing two people and injuring 10, the latest in a spate of attacks that have killed some 150 people in the last four days.    meanwhile wednesday, militants released a turkish man taken hostage in iraq, according to a videotape obtained by associated press television news...\n",
      "Removed Special Characters: car bomb explodes south of baghdad  dead baghdad iraq  a car bomb exploded in a town south of baghdad on wednesday killing two people and injuring  the latest in a spate of attacks that have killed some  people in the last four days    meanwhile wednesday militants released a turkish man taken hostage in iraq according to a videotape obtained by associated press television news\n",
      "Tokens: ['car', 'bomb', 'explodes', 'south', 'of', 'baghdad', 'dead', 'baghdad', 'iraq', 'a', 'car', 'bomb', 'exploded', 'in', 'a', 'town', 'south', 'of', 'baghdad', 'on', 'wednesday', 'killing', 'two', 'people', 'and', 'injuring', 'the', 'latest', 'in', 'a', 'spate', 'of', 'attacks', 'that', 'have', 'killed', 'some', 'people', 'in', 'the', 'last', 'four', 'days', 'meanwhile', 'wednesday', 'militants', 'released', 'a', 'turkish', 'man', 'taken', 'hostage', 'in', 'iraq', 'according', 'to', 'a', 'videotape', 'obtained', 'by', 'associated', 'press', 'television', 'news']\n",
      "Removed Stopwords: ['car', 'bomb', 'explodes', 'south', 'baghdad', 'dead', 'baghdad', 'iraq', 'car', 'bomb', 'exploded', 'town', 'south', 'baghdad', 'wednesday', 'killing', 'two', 'people', 'injuring', 'latest', 'spate', 'attacks', 'killed', 'people', 'last', 'four', 'days', 'meanwhile', 'wednesday', 'militants', 'released', 'turkish', 'man', 'taken', 'hostage', 'iraq', 'according', 'videotape', 'obtained', 'associated', 'press', 'television', 'news']\n",
      "Stemmed Tokens: ['car', 'bomb', 'explod', 'south', 'baghdad', 'dead', 'baghdad', 'iraq', 'car', 'bomb', 'explod', 'town', 'south', 'baghdad', 'wednesday', 'kill', 'two', 'peopl', 'injur', 'latest', 'spate', 'attack', 'kill', 'peopl', 'last', 'four', 'day', 'meanwhil', 'wednesday', 'milit', 'releas', 'turkish', 'man', 'taken', 'hostag', 'iraq', 'accord', 'videotap', 'obtain', 'associ', 'press', 'televis', 'news']\n",
      "Final Preprocessed Text: car bomb explod south baghdad dead baghdad iraq car bomb explod town south baghdad wednesday kill two peopl injur latest spate attack kill peopl last four day meanwhil wednesday milit releas turkish man taken hostag iraq accord videotap obtain associ press televis news\n",
      "\n",
      "Original Text: New York Hopes to Win Olympics by Dividing Votes The people behind New York City's bid for the 2012 Summer Games think they have a realistic chance to beat the four European capitals with which they are competing.\n",
      "Lowercased Text: new york hopes to win olympics by dividing votes the people behind new york city's bid for the 2012 summer games think they have a realistic chance to beat the four european capitals with which they are competing.\n",
      "Removed URLs: new york hopes to win olympics by dividing votes the people behind new york city's bid for the 2012 summer games think they have a realistic chance to beat the four european capitals with which they are competing.\n",
      "Removed HTML Tags: new york hopes to win olympics by dividing votes the people behind new york city's bid for the 2012 summer games think they have a realistic chance to beat the four european capitals with which they are competing.\n",
      "Removed Special Characters: new york hopes to win olympics by dividing votes the people behind new york citys bid for the  summer games think they have a realistic chance to beat the four european capitals with which they are competing\n",
      "Tokens: ['new', 'york', 'hopes', 'to', 'win', 'olympics', 'by', 'dividing', 'votes', 'the', 'people', 'behind', 'new', 'york', 'citys', 'bid', 'for', 'the', 'summer', 'games', 'think', 'they', 'have', 'a', 'realistic', 'chance', 'to', 'beat', 'the', 'four', 'european', 'capitals', 'with', 'which', 'they', 'are', 'competing']\n",
      "Removed Stopwords: ['new', 'york', 'hopes', 'win', 'olympics', 'dividing', 'votes', 'people', 'behind', 'new', 'york', 'citys', 'bid', 'summer', 'games', 'think', 'realistic', 'chance', 'beat', 'four', 'european', 'capitals', 'competing']\n",
      "Stemmed Tokens: ['new', 'york', 'hope', 'win', 'olymp', 'divid', 'vote', 'peopl', 'behind', 'new', 'york', 'citi', 'bid', 'summer', 'game', 'think', 'realist', 'chanc', 'beat', 'four', 'european', 'capit', 'compet']\n",
      "Final Preprocessed Text: new york hope win olymp divid vote peopl behind new york citi bid summer game think realist chanc beat four european capit compet\n",
      "\n",
      "Original Text: Mauritania 'on brink of famine' Mauritania repeats its call for urgent aid to combat the largest locust plague to hit the region in over 20 years.\n",
      "Lowercased Text: mauritania 'on brink of famine' mauritania repeats its call for urgent aid to combat the largest locust plague to hit the region in over 20 years.\n",
      "Removed URLs: mauritania 'on brink of famine' mauritania repeats its call for urgent aid to combat the largest locust plague to hit the region in over 20 years.\n",
      "Removed HTML Tags: mauritania 'on brink of famine' mauritania repeats its call for urgent aid to combat the largest locust plague to hit the region in over 20 years.\n",
      "Removed Special Characters: mauritania on brink of famine mauritania repeats its call for urgent aid to combat the largest locust plague to hit the region in over  years\n",
      "Tokens: ['mauritania', 'on', 'brink', 'of', 'famine', 'mauritania', 'repeats', 'its', 'call', 'for', 'urgent', 'aid', 'to', 'combat', 'the', 'largest', 'locust', 'plague', 'to', 'hit', 'the', 'region', 'in', 'over', 'years']\n",
      "Removed Stopwords: ['mauritania', 'brink', 'famine', 'mauritania', 'repeats', 'call', 'urgent', 'aid', 'combat', 'largest', 'locust', 'plague', 'hit', 'region', 'years']\n",
      "Stemmed Tokens: ['mauritania', 'brink', 'famin', 'mauritania', 'repeat', 'call', 'urgent', 'aid', 'combat', 'largest', 'locust', 'plagu', 'hit', 'region', 'year']\n",
      "Final Preprocessed Text: mauritania brink famin mauritania repeat call urgent aid combat largest locust plagu hit region year\n",
      "\n",
      "Original Text: Pinochet Undergoes Psychiatric Tests Former Chilean dictator Augusto Pinochet has undergone psychiatric tests to determine if he is fit to stand trial for alleged human rights abuses during his 17-year rule.\n",
      "Lowercased Text: pinochet undergoes psychiatric tests former chilean dictator augusto pinochet has undergone psychiatric tests to determine if he is fit to stand trial for alleged human rights abuses during his 17-year rule.\n",
      "Removed URLs: pinochet undergoes psychiatric tests former chilean dictator augusto pinochet has undergone psychiatric tests to determine if he is fit to stand trial for alleged human rights abuses during his 17-year rule.\n",
      "Removed HTML Tags: pinochet undergoes psychiatric tests former chilean dictator augusto pinochet has undergone psychiatric tests to determine if he is fit to stand trial for alleged human rights abuses during his 17-year rule.\n",
      "Removed Special Characters: pinochet undergoes psychiatric tests former chilean dictator augusto pinochet has undergone psychiatric tests to determine if he is fit to stand trial for alleged human rights abuses during his year rule\n",
      "Tokens: ['pinochet', 'undergoes', 'psychiatric', 'tests', 'former', 'chilean', 'dictator', 'augusto', 'pinochet', 'has', 'undergone', 'psychiatric', 'tests', 'to', 'determine', 'if', 'he', 'is', 'fit', 'to', 'stand', 'trial', 'for', 'alleged', 'human', 'rights', 'abuses', 'during', 'his', 'year', 'rule']\n",
      "Removed Stopwords: ['pinochet', 'undergoes', 'psychiatric', 'tests', 'former', 'chilean', 'dictator', 'augusto', 'pinochet', 'undergone', 'psychiatric', 'tests', 'determine', 'fit', 'stand', 'trial', 'alleged', 'human', 'rights', 'abuses', 'year', 'rule']\n",
      "Stemmed Tokens: ['pinochet', 'undergo', 'psychiatr', 'test', 'former', 'chilean', 'dictat', 'augusto', 'pinochet', 'undergon', 'psychiatr', 'test', 'determin', 'fit', 'stand', 'trial', 'alleg', 'human', 'right', 'abus', 'year', 'rule']\n",
      "Final Preprocessed Text: pinochet undergo psychiatr test former chilean dictat augusto pinochet undergon psychiatr test determin fit stand trial alleg human right abus year rule\n",
      "\n",
      "Original Text: Jobs Report Could Set Direction of Market NEW YORK - The stock market that meandered through September could gain some direction in the week ahead as the Labor Department releases its latest report on job creation.    For all the economic data that Wall Street parses and analyzes every day, the jobs report, scheduled for release Friday, is one of the few that seem to encapsulate the economy as a whole...\n",
      "Lowercased Text: jobs report could set direction of market new york - the stock market that meandered through september could gain some direction in the week ahead as the labor department releases its latest report on job creation.    for all the economic data that wall street parses and analyzes every day, the jobs report, scheduled for release friday, is one of the few that seem to encapsulate the economy as a whole...\n",
      "Removed URLs: jobs report could set direction of market new york - the stock market that meandered through september could gain some direction in the week ahead as the labor department releases its latest report on job creation.    for all the economic data that wall street parses and analyzes every day, the jobs report, scheduled for release friday, is one of the few that seem to encapsulate the economy as a whole...\n",
      "Removed HTML Tags: jobs report could set direction of market new york - the stock market that meandered through september could gain some direction in the week ahead as the labor department releases its latest report on job creation.    for all the economic data that wall street parses and analyzes every day, the jobs report, scheduled for release friday, is one of the few that seem to encapsulate the economy as a whole...\n",
      "Removed Special Characters: jobs report could set direction of market new york  the stock market that meandered through september could gain some direction in the week ahead as the labor department releases its latest report on job creation    for all the economic data that wall street parses and analyzes every day the jobs report scheduled for release friday is one of the few that seem to encapsulate the economy as a whole\n",
      "Tokens: ['jobs', 'report', 'could', 'set', 'direction', 'of', 'market', 'new', 'york', 'the', 'stock', 'market', 'that', 'meandered', 'through', 'september', 'could', 'gain', 'some', 'direction', 'in', 'the', 'week', 'ahead', 'as', 'the', 'labor', 'department', 'releases', 'its', 'latest', 'report', 'on', 'job', 'creation', 'for', 'all', 'the', 'economic', 'data', 'that', 'wall', 'street', 'parses', 'and', 'analyzes', 'every', 'day', 'the', 'jobs', 'report', 'scheduled', 'for', 'release', 'friday', 'is', 'one', 'of', 'the', 'few', 'that', 'seem', 'to', 'encapsulate', 'the', 'economy', 'as', 'a', 'whole']\n",
      "Removed Stopwords: ['jobs', 'report', 'could', 'set', 'direction', 'market', 'new', 'york', 'stock', 'market', 'meandered', 'september', 'could', 'gain', 'direction', 'week', 'ahead', 'labor', 'department', 'releases', 'latest', 'report', 'job', 'creation', 'economic', 'data', 'wall', 'street', 'parses', 'analyzes', 'every', 'day', 'jobs', 'report', 'scheduled', 'release', 'friday', 'one', 'seem', 'encapsulate', 'economy', 'whole']\n",
      "Stemmed Tokens: ['job', 'report', 'could', 'set', 'direct', 'market', 'new', 'york', 'stock', 'market', 'meander', 'septemb', 'could', 'gain', 'direct', 'week', 'ahead', 'labor', 'depart', 'releas', 'latest', 'report', 'job', 'creation', 'econom', 'data', 'wall', 'street', 'pars', 'analyz', 'everi', 'day', 'job', 'report', 'schedul', 'releas', 'friday', 'one', 'seem', 'encapsul', 'economi', 'whole']\n",
      "Final Preprocessed Text: job report could set direct market new york stock market meander septemb could gain direct week ahead labor depart releas latest report job creation econom data wall street pars analyz everi day job report schedul releas friday one seem encapsul economi whole\n",
      "\n",
      "Original Text: French govt to sell up to 12 in France Tele PARIS / LONDON: France said on Wednesday it will sell up to 12.1 of France Telecom to raise 5.8 billion (\\$6.9bn) and help cut national debt in Europes largest placing in four years.\n",
      "Lowercased Text: french govt to sell up to 12 in france tele paris / london: france said on wednesday it will sell up to 12.1 of france telecom to raise 5.8 billion (\\$6.9bn) and help cut national debt in europes largest placing in four years.\n",
      "Removed URLs: french govt to sell up to 12 in france tele paris / london: france said on wednesday it will sell up to 12.1 of france telecom to raise 5.8 billion (\\$6.9bn) and help cut national debt in europes largest placing in four years.\n",
      "Removed HTML Tags: french govt to sell up to 12 in france tele paris / london: france said on wednesday it will sell up to 12.1 of france telecom to raise 5.8 billion (\\$6.9bn) and help cut national debt in europes largest placing in four years.\n",
      "Removed Special Characters: french govt to sell up to  in france tele paris  london france said on wednesday it will sell up to  of france telecom to raise  billion bn and help cut national debt in europes largest placing in four years\n",
      "Tokens: ['french', 'govt', 'to', 'sell', 'up', 'to', 'in', 'france', 'tele', 'paris', 'london', 'france', 'said', 'on', 'wednesday', 'it', 'will', 'sell', 'up', 'to', 'of', 'france', 'telecom', 'to', 'raise', 'billion', 'bn', 'and', 'help', 'cut', 'national', 'debt', 'in', 'europes', 'largest', 'placing', 'in', 'four', 'years']\n",
      "Removed Stopwords: ['french', 'govt', 'sell', 'france', 'tele', 'paris', 'london', 'france', 'said', 'wednesday', 'sell', 'france', 'telecom', 'raise', 'billion', 'bn', 'help', 'cut', 'national', 'debt', 'europes', 'largest', 'placing', 'four', 'years']\n",
      "Stemmed Tokens: ['french', 'govt', 'sell', 'franc', 'tele', 'pari', 'london', 'franc', 'said', 'wednesday', 'sell', 'franc', 'telecom', 'rais', 'billion', 'bn', 'help', 'cut', 'nation', 'debt', 'europ', 'largest', 'place', 'four', 'year']\n",
      "Final Preprocessed Text: french govt sell franc tele pari london franc said wednesday sell franc telecom rais billion bn help cut nation debt europ largest place four year\n",
      "\n",
      "Original Text: Israel's Peres Urges Election, Pressures Sharon  JERUSALEM (Reuters) - Israel's opposition Labor Party  leader pushed an already embattled prime minister to the wall  by advocating early elections a day after Ariel Sharon's Likud  party barred him from coalition negotiations.\n",
      "Lowercased Text: israel's peres urges election, pressures sharon  jerusalem (reuters) - israel's opposition labor party  leader pushed an already embattled prime minister to the wall  by advocating early elections a day after ariel sharon's likud  party barred him from coalition negotiations.\n",
      "Removed URLs: israel's peres urges election, pressures sharon  jerusalem (reuters) - israel's opposition labor party  leader pushed an already embattled prime minister to the wall  by advocating early elections a day after ariel sharon's likud  party barred him from coalition negotiations.\n",
      "Removed HTML Tags: israel's peres urges election, pressures sharon  jerusalem (reuters) - israel's opposition labor party  leader pushed an already embattled prime minister to the wall  by advocating early elections a day after ariel sharon's likud  party barred him from coalition negotiations.\n",
      "Removed Special Characters: israels peres urges election pressures sharon  jerusalem reuters  israels opposition labor party  leader pushed an already embattled prime minister to the wall  by advocating early elections a day after ariel sharons likud  party barred him from coalition negotiations\n",
      "Tokens: ['israels', 'peres', 'urges', 'election', 'pressures', 'sharon', 'jerusalem', 'reuters', 'israels', 'opposition', 'labor', 'party', 'leader', 'pushed', 'an', 'already', 'embattled', 'prime', 'minister', 'to', 'the', 'wall', 'by', 'advocating', 'early', 'elections', 'a', 'day', 'after', 'ariel', 'sharons', 'likud', 'party', 'barred', 'him', 'from', 'coalition', 'negotiations']\n",
      "Removed Stopwords: ['israels', 'peres', 'urges', 'election', 'pressures', 'sharon', 'jerusalem', 'reuters', 'israels', 'opposition', 'labor', 'party', 'leader', 'pushed', 'already', 'embattled', 'prime', 'minister', 'wall', 'advocating', 'early', 'elections', 'day', 'ariel', 'sharons', 'likud', 'party', 'barred', 'coalition', 'negotiations']\n",
      "Stemmed Tokens: ['israel', 'pere', 'urg', 'elect', 'pressur', 'sharon', 'jerusalem', 'reuter', 'israel', 'opposit', 'labor', 'parti', 'leader', 'push', 'alreadi', 'embattl', 'prime', 'minist', 'wall', 'advoc', 'earli', 'elect', 'day', 'ariel', 'sharon', 'likud', 'parti', 'bar', 'coalit', 'negoti']\n",
      "Final Preprocessed Text: israel pere urg elect pressur sharon jerusalem reuter israel opposit labor parti leader push alreadi embattl prime minist wall advoc earli elect day ariel sharon likud parti bar coalit negoti\n",
      "\n",
      "Original Text: Negotiation offer on Iraq hostage THE Australian Government might help plead for the release of kidnapped CARE Australia worker Margaret Hassan, Foreign Minister Alexander Downer said today.\n",
      "Lowercased Text: negotiation offer on iraq hostage the australian government might help plead for the release of kidnapped care australia worker margaret hassan, foreign minister alexander downer said today.\n",
      "Removed URLs: negotiation offer on iraq hostage the australian government might help plead for the release of kidnapped care australia worker margaret hassan, foreign minister alexander downer said today.\n",
      "Removed HTML Tags: negotiation offer on iraq hostage the australian government might help plead for the release of kidnapped care australia worker margaret hassan, foreign minister alexander downer said today.\n",
      "Removed Special Characters: negotiation offer on iraq hostage the australian government might help plead for the release of kidnapped care australia worker margaret hassan foreign minister alexander downer said today\n",
      "Tokens: ['negotiation', 'offer', 'on', 'iraq', 'hostage', 'the', 'australian', 'government', 'might', 'help', 'plead', 'for', 'the', 'release', 'of', 'kidnapped', 'care', 'australia', 'worker', 'margaret', 'hassan', 'foreign', 'minister', 'alexander', 'downer', 'said', 'today']\n",
      "Removed Stopwords: ['negotiation', 'offer', 'iraq', 'hostage', 'australian', 'government', 'might', 'help', 'plead', 'release', 'kidnapped', 'care', 'australia', 'worker', 'margaret', 'hassan', 'foreign', 'minister', 'alexander', 'downer', 'said', 'today']\n",
      "Stemmed Tokens: ['negoti', 'offer', 'iraq', 'hostag', 'australian', 'govern', 'might', 'help', 'plead', 'releas', 'kidnap', 'care', 'australia', 'worker', 'margaret', 'hassan', 'foreign', 'minist', 'alexand', 'downer', 'said', 'today']\n",
      "Final Preprocessed Text: negoti offer iraq hostag australian govern might help plead releas kidnap care australia worker margaret hassan foreign minist alexand downer said today\n",
      "\n",
      "Original Text: Gbagbo says France backs Ivory Coast rebels Ivory Coast President Laurent Gbagbo accused France on Monday of backing his rebel opponents and compared its military behaviour in his country to the 1968 Soviet invasion of Czechoslovakia.\n",
      "Lowercased Text: gbagbo says france backs ivory coast rebels ivory coast president laurent gbagbo accused france on monday of backing his rebel opponents and compared its military behaviour in his country to the 1968 soviet invasion of czechoslovakia.\n",
      "Removed URLs: gbagbo says france backs ivory coast rebels ivory coast president laurent gbagbo accused france on monday of backing his rebel opponents and compared its military behaviour in his country to the 1968 soviet invasion of czechoslovakia.\n",
      "Removed HTML Tags: gbagbo says france backs ivory coast rebels ivory coast president laurent gbagbo accused france on monday of backing his rebel opponents and compared its military behaviour in his country to the 1968 soviet invasion of czechoslovakia.\n",
      "Removed Special Characters: gbagbo says france backs ivory coast rebels ivory coast president laurent gbagbo accused france on monday of backing his rebel opponents and compared its military behaviour in his country to the  soviet invasion of czechoslovakia\n",
      "Tokens: ['gbagbo', 'says', 'france', 'backs', 'ivory', 'coast', 'rebels', 'ivory', 'coast', 'president', 'laurent', 'gbagbo', 'accused', 'france', 'on', 'monday', 'of', 'backing', 'his', 'rebel', 'opponents', 'and', 'compared', 'its', 'military', 'behaviour', 'in', 'his', 'country', 'to', 'the', 'soviet', 'invasion', 'of', 'czechoslovakia']\n",
      "Removed Stopwords: ['gbagbo', 'says', 'france', 'backs', 'ivory', 'coast', 'rebels', 'ivory', 'coast', 'president', 'laurent', 'gbagbo', 'accused', 'france', 'monday', 'backing', 'rebel', 'opponents', 'compared', 'military', 'behaviour', 'country', 'soviet', 'invasion', 'czechoslovakia']\n",
      "Stemmed Tokens: ['gbagbo', 'say', 'franc', 'back', 'ivori', 'coast', 'rebel', 'ivori', 'coast', 'presid', 'laurent', 'gbagbo', 'accus', 'franc', 'monday', 'back', 'rebel', 'oppon', 'compar', 'militari', 'behaviour', 'countri', 'soviet', 'invas', 'czechoslovakia']\n",
      "Final Preprocessed Text: gbagbo say franc back ivori coast rebel ivori coast presid laurent gbagbo accus franc monday back rebel oppon compar militari behaviour countri soviet invas czechoslovakia\n",
      "\n",
      "Original Text: Top Cleric Looks to Broker Deal in Najaf NAJAF, Iraq - Iraq's most powerful Shiite cleric returned to the country from Britain on Wednesday and his aides called for a nationwide march to Najaf to end nearly three weeks of fierce fighting between U.S. forces and Shiite militants in this holy city...\n",
      "Lowercased Text: top cleric looks to broker deal in najaf najaf, iraq - iraq's most powerful shiite cleric returned to the country from britain on wednesday and his aides called for a nationwide march to najaf to end nearly three weeks of fierce fighting between u.s. forces and shiite militants in this holy city...\n",
      "Removed URLs: top cleric looks to broker deal in najaf najaf, iraq - iraq's most powerful shiite cleric returned to the country from britain on wednesday and his aides called for a nationwide march to najaf to end nearly three weeks of fierce fighting between u.s. forces and shiite militants in this holy city...\n",
      "Removed HTML Tags: top cleric looks to broker deal in najaf najaf, iraq - iraq's most powerful shiite cleric returned to the country from britain on wednesday and his aides called for a nationwide march to najaf to end nearly three weeks of fierce fighting between u.s. forces and shiite militants in this holy city...\n",
      "Removed Special Characters: top cleric looks to broker deal in najaf najaf iraq  iraqs most powerful shiite cleric returned to the country from britain on wednesday and his aides called for a nationwide march to najaf to end nearly three weeks of fierce fighting between us forces and shiite militants in this holy city\n",
      "Tokens: ['top', 'cleric', 'looks', 'to', 'broker', 'deal', 'in', 'najaf', 'najaf', 'iraq', 'iraqs', 'most', 'powerful', 'shiite', 'cleric', 'returned', 'to', 'the', 'country', 'from', 'britain', 'on', 'wednesday', 'and', 'his', 'aides', 'called', 'for', 'a', 'nationwide', 'march', 'to', 'najaf', 'to', 'end', 'nearly', 'three', 'weeks', 'of', 'fierce', 'fighting', 'between', 'us', 'forces', 'and', 'shiite', 'militants', 'in', 'this', 'holy', 'city']\n",
      "Removed Stopwords: ['top', 'cleric', 'looks', 'broker', 'deal', 'najaf', 'najaf', 'iraq', 'iraqs', 'powerful', 'shiite', 'cleric', 'returned', 'country', 'britain', 'wednesday', 'aides', 'called', 'nationwide', 'march', 'najaf', 'end', 'nearly', 'three', 'weeks', 'fierce', 'fighting', 'us', 'forces', 'shiite', 'militants', 'holy', 'city']\n",
      "Stemmed Tokens: ['top', 'cleric', 'look', 'broker', 'deal', 'najaf', 'najaf', 'iraq', 'iraq', 'power', 'shiit', 'cleric', 'return', 'countri', 'britain', 'wednesday', 'aid', 'call', 'nationwid', 'march', 'najaf', 'end', 'nearli', 'three', 'week', 'fierc', 'fight', 'us', 'forc', 'shiit', 'milit', 'holi', 'citi']\n",
      "Final Preprocessed Text: top cleric look broker deal najaf najaf iraq iraq power shiit cleric return countri britain wednesday aid call nationwid march najaf end nearli three week fierc fight us forc shiit milit holi citi\n",
      "\n",
      "Original Text: UK Terror Suspects Were Building Dirty Bomb - Time  WASHINGTON (Reuters) - British terror suspects arrested in  August were trying to construct a dirty bomb and planned to  attack targets in London, including the Heathrow Express  airport rail line, Time magazine reported.\n",
      "Lowercased Text: uk terror suspects were building dirty bomb - time  washington (reuters) - british terror suspects arrested in  august were trying to construct a dirty bomb and planned to  attack targets in london, including the heathrow express  airport rail line, time magazine reported.\n",
      "Removed URLs: uk terror suspects were building dirty bomb - time  washington (reuters) - british terror suspects arrested in  august were trying to construct a dirty bomb and planned to  attack targets in london, including the heathrow express  airport rail line, time magazine reported.\n",
      "Removed HTML Tags: uk terror suspects were building dirty bomb - time  washington (reuters) - british terror suspects arrested in  august were trying to construct a dirty bomb and planned to  attack targets in london, including the heathrow express  airport rail line, time magazine reported.\n",
      "Removed Special Characters: uk terror suspects were building dirty bomb  time  washington reuters  british terror suspects arrested in  august were trying to construct a dirty bomb and planned to  attack targets in london including the heathrow express  airport rail line time magazine reported\n",
      "Tokens: ['uk', 'terror', 'suspects', 'were', 'building', 'dirty', 'bomb', 'time', 'washington', 'reuters', 'british', 'terror', 'suspects', 'arrested', 'in', 'august', 'were', 'trying', 'to', 'construct', 'a', 'dirty', 'bomb', 'and', 'planned', 'to', 'attack', 'targets', 'in', 'london', 'including', 'the', 'heathrow', 'express', 'airport', 'rail', 'line', 'time', 'magazine', 'reported']\n",
      "Removed Stopwords: ['uk', 'terror', 'suspects', 'building', 'dirty', 'bomb', 'time', 'washington', 'reuters', 'british', 'terror', 'suspects', 'arrested', 'august', 'trying', 'construct', 'dirty', 'bomb', 'planned', 'attack', 'targets', 'london', 'including', 'heathrow', 'express', 'airport', 'rail', 'line', 'time', 'magazine', 'reported']\n",
      "Stemmed Tokens: ['uk', 'terror', 'suspect', 'build', 'dirti', 'bomb', 'time', 'washington', 'reuter', 'british', 'terror', 'suspect', 'arrest', 'august', 'tri', 'construct', 'dirti', 'bomb', 'plan', 'attack', 'target', 'london', 'includ', 'heathrow', 'express', 'airport', 'rail', 'line', 'time', 'magazin', 'report']\n",
      "Final Preprocessed Text: uk terror suspect build dirti bomb time washington reuter british terror suspect arrest august tri construct dirti bomb plan attack target london includ heathrow express airport rail line time magazin report\n",
      "\n",
      "Original Text: U.N. Reports Rwandan Troops in Congo (AP) AP - U.N. observers encountered what they believed to be about 100 Rwandan troops in eastern Congo, a U.N. official said Wednesday, marking the first reported U.N. sightings since Rwanda threatened to send in its forces against Rwanda Hutu rebels sheltering here.\n",
      "Lowercased Text: u.n. reports rwandan troops in congo (ap) ap - u.n. observers encountered what they believed to be about 100 rwandan troops in eastern congo, a u.n. official said wednesday, marking the first reported u.n. sightings since rwanda threatened to send in its forces against rwanda hutu rebels sheltering here.\n",
      "Removed URLs: u.n. reports rwandan troops in congo (ap) ap - u.n. observers encountered what they believed to be about 100 rwandan troops in eastern congo, a u.n. official said wednesday, marking the first reported u.n. sightings since rwanda threatened to send in its forces against rwanda hutu rebels sheltering here.\n",
      "Removed HTML Tags: u.n. reports rwandan troops in congo (ap) ap - u.n. observers encountered what they believed to be about 100 rwandan troops in eastern congo, a u.n. official said wednesday, marking the first reported u.n. sightings since rwanda threatened to send in its forces against rwanda hutu rebels sheltering here.\n",
      "Removed Special Characters: un reports rwandan troops in congo ap ap  un observers encountered what they believed to be about  rwandan troops in eastern congo a un official said wednesday marking the first reported un sightings since rwanda threatened to send in its forces against rwanda hutu rebels sheltering here\n",
      "Tokens: ['un', 'reports', 'rwandan', 'troops', 'in', 'congo', 'ap', 'ap', 'un', 'observers', 'encountered', 'what', 'they', 'believed', 'to', 'be', 'about', 'rwandan', 'troops', 'in', 'eastern', 'congo', 'a', 'un', 'official', 'said', 'wednesday', 'marking', 'the', 'first', 'reported', 'un', 'sightings', 'since', 'rwanda', 'threatened', 'to', 'send', 'in', 'its', 'forces', 'against', 'rwanda', 'hutu', 'rebels', 'sheltering', 'here']\n",
      "Removed Stopwords: ['un', 'reports', 'rwandan', 'troops', 'congo', 'ap', 'ap', 'un', 'observers', 'encountered', 'believed', 'rwandan', 'troops', 'eastern', 'congo', 'un', 'official', 'said', 'wednesday', 'marking', 'first', 'reported', 'un', 'sightings', 'since', 'rwanda', 'threatened', 'send', 'forces', 'rwanda', 'hutu', 'rebels', 'sheltering']\n",
      "Stemmed Tokens: ['un', 'report', 'rwandan', 'troop', 'congo', 'ap', 'ap', 'un', 'observ', 'encount', 'believ', 'rwandan', 'troop', 'eastern', 'congo', 'un', 'offici', 'said', 'wednesday', 'mark', 'first', 'report', 'un', 'sight', 'sinc', 'rwanda', 'threaten', 'send', 'forc', 'rwanda', 'hutu', 'rebel', 'shelter']\n",
      "Final Preprocessed Text: un report rwandan troop congo ap ap un observ encount believ rwandan troop eastern congo un offici said wednesday mark first report un sight sinc rwanda threaten send forc rwanda hutu rebel shelter\n",
      "\n",
      "Original Text: US diplomat fatally shot near Green Zone; bomb kills 3 BAGHDAD -- An American diplomat was killed yesterday in an attack near the heavily fortified sector of central Baghdad known as the Green Zone, US officials said.\n",
      "Lowercased Text: us diplomat fatally shot near green zone; bomb kills 3 baghdad -- an american diplomat was killed yesterday in an attack near the heavily fortified sector of central baghdad known as the green zone, us officials said.\n",
      "Removed URLs: us diplomat fatally shot near green zone; bomb kills 3 baghdad -- an american diplomat was killed yesterday in an attack near the heavily fortified sector of central baghdad known as the green zone, us officials said.\n",
      "Removed HTML Tags: us diplomat fatally shot near green zone; bomb kills 3 baghdad -- an american diplomat was killed yesterday in an attack near the heavily fortified sector of central baghdad known as the green zone, us officials said.\n",
      "Removed Special Characters: us diplomat fatally shot near green zone bomb kills  baghdad  an american diplomat was killed yesterday in an attack near the heavily fortified sector of central baghdad known as the green zone us officials said\n",
      "Tokens: ['us', 'diplomat', 'fatally', 'shot', 'near', 'green', 'zone', 'bomb', 'kills', 'baghdad', 'an', 'american', 'diplomat', 'was', 'killed', 'yesterday', 'in', 'an', 'attack', 'near', 'the', 'heavily', 'fortified', 'sector', 'of', 'central', 'baghdad', 'known', 'as', 'the', 'green', 'zone', 'us', 'officials', 'said']\n",
      "Removed Stopwords: ['us', 'diplomat', 'fatally', 'shot', 'near', 'green', 'zone', 'bomb', 'kills', 'baghdad', 'american', 'diplomat', 'killed', 'yesterday', 'attack', 'near', 'heavily', 'fortified', 'sector', 'central', 'baghdad', 'known', 'green', 'zone', 'us', 'officials', 'said']\n",
      "Stemmed Tokens: ['us', 'diplomat', 'fatal', 'shot', 'near', 'green', 'zone', 'bomb', 'kill', 'baghdad', 'american', 'diplomat', 'kill', 'yesterday', 'attack', 'near', 'heavili', 'fortifi', 'sector', 'central', 'baghdad', 'known', 'green', 'zone', 'us', 'offici', 'said']\n",
      "Final Preprocessed Text: us diplomat fatal shot near green zone bomb kill baghdad american diplomat kill yesterday attack near heavili fortifi sector central baghdad known green zone us offici said\n",
      "\n",
      "Original Text: Arsonists Set Fire to Parisian Jewish Soup Kitchen  PARIS (Reuters) - Arsonists set fire to a Jewish soup  kitchen in central Paris early on Sunday morning and daubed  Nazi symbols on the building, police said, in the latest  anti-Semitic act in France.\n",
      "Lowercased Text: arsonists set fire to parisian jewish soup kitchen  paris (reuters) - arsonists set fire to a jewish soup  kitchen in central paris early on sunday morning and daubed  nazi symbols on the building, police said, in the latest  anti-semitic act in france.\n",
      "Removed URLs: arsonists set fire to parisian jewish soup kitchen  paris (reuters) - arsonists set fire to a jewish soup  kitchen in central paris early on sunday morning and daubed  nazi symbols on the building, police said, in the latest  anti-semitic act in france.\n",
      "Removed HTML Tags: arsonists set fire to parisian jewish soup kitchen  paris (reuters) - arsonists set fire to a jewish soup  kitchen in central paris early on sunday morning and daubed  nazi symbols on the building, police said, in the latest  anti-semitic act in france.\n",
      "Removed Special Characters: arsonists set fire to parisian jewish soup kitchen  paris reuters  arsonists set fire to a jewish soup  kitchen in central paris early on sunday morning and daubed  nazi symbols on the building police said in the latest  antisemitic act in france\n",
      "Tokens: ['arsonists', 'set', 'fire', 'to', 'parisian', 'jewish', 'soup', 'kitchen', 'paris', 'reuters', 'arsonists', 'set', 'fire', 'to', 'a', 'jewish', 'soup', 'kitchen', 'in', 'central', 'paris', 'early', 'on', 'sunday', 'morning', 'and', 'daubed', 'nazi', 'symbols', 'on', 'the', 'building', 'police', 'said', 'in', 'the', 'latest', 'antisemitic', 'act', 'in', 'france']\n",
      "Removed Stopwords: ['arsonists', 'set', 'fire', 'parisian', 'jewish', 'soup', 'kitchen', 'paris', 'reuters', 'arsonists', 'set', 'fire', 'jewish', 'soup', 'kitchen', 'central', 'paris', 'early', 'sunday', 'morning', 'daubed', 'nazi', 'symbols', 'building', 'police', 'said', 'latest', 'antisemitic', 'act', 'france']\n",
      "Stemmed Tokens: ['arsonist', 'set', 'fire', 'parisian', 'jewish', 'soup', 'kitchen', 'pari', 'reuter', 'arsonist', 'set', 'fire', 'jewish', 'soup', 'kitchen', 'central', 'pari', 'earli', 'sunday', 'morn', 'daub', 'nazi', 'symbol', 'build', 'polic', 'said', 'latest', 'antisemit', 'act', 'franc']\n",
      "Final Preprocessed Text: arsonist set fire parisian jewish soup kitchen pari reuter arsonist set fire jewish soup kitchen central pari earli sunday morn daub nazi symbol build polic said latest antisemit act franc\n",
      "\n",
      "Original Text: Hurricane Ivan Pounds Eastern Caribbean Islands  PORT OF SPAIN, Trinidad (Reuters) - Hurricane Ivan tore  down trees, blew off roofs, knocked out power and forced  hundreds of people to evacuate coastal areas as it pounded the  tiny islands of the southeastern Caribbean on Tuesday.\n",
      "Lowercased Text: hurricane ivan pounds eastern caribbean islands  port of spain, trinidad (reuters) - hurricane ivan tore  down trees, blew off roofs, knocked out power and forced  hundreds of people to evacuate coastal areas as it pounded the  tiny islands of the southeastern caribbean on tuesday.\n",
      "Removed URLs: hurricane ivan pounds eastern caribbean islands  port of spain, trinidad (reuters) - hurricane ivan tore  down trees, blew off roofs, knocked out power and forced  hundreds of people to evacuate coastal areas as it pounded the  tiny islands of the southeastern caribbean on tuesday.\n",
      "Removed HTML Tags: hurricane ivan pounds eastern caribbean islands  port of spain, trinidad (reuters) - hurricane ivan tore  down trees, blew off roofs, knocked out power and forced  hundreds of people to evacuate coastal areas as it pounded the  tiny islands of the southeastern caribbean on tuesday.\n",
      "Removed Special Characters: hurricane ivan pounds eastern caribbean islands  port of spain trinidad reuters  hurricane ivan tore  down trees blew off roofs knocked out power and forced  hundreds of people to evacuate coastal areas as it pounded the  tiny islands of the southeastern caribbean on tuesday\n",
      "Tokens: ['hurricane', 'ivan', 'pounds', 'eastern', 'caribbean', 'islands', 'port', 'of', 'spain', 'trinidad', 'reuters', 'hurricane', 'ivan', 'tore', 'down', 'trees', 'blew', 'off', 'roofs', 'knocked', 'out', 'power', 'and', 'forced', 'hundreds', 'of', 'people', 'to', 'evacuate', 'coastal', 'areas', 'as', 'it', 'pounded', 'the', 'tiny', 'islands', 'of', 'the', 'southeastern', 'caribbean', 'on', 'tuesday']\n",
      "Removed Stopwords: ['hurricane', 'ivan', 'pounds', 'eastern', 'caribbean', 'islands', 'port', 'spain', 'trinidad', 'reuters', 'hurricane', 'ivan', 'tore', 'trees', 'blew', 'roofs', 'knocked', 'power', 'forced', 'hundreds', 'people', 'evacuate', 'coastal', 'areas', 'pounded', 'tiny', 'islands', 'southeastern', 'caribbean', 'tuesday']\n",
      "Stemmed Tokens: ['hurrican', 'ivan', 'pound', 'eastern', 'caribbean', 'island', 'port', 'spain', 'trinidad', 'reuter', 'hurrican', 'ivan', 'tore', 'tree', 'blew', 'roof', 'knock', 'power', 'forc', 'hundr', 'peopl', 'evacu', 'coastal', 'area', 'pound', 'tini', 'island', 'southeastern', 'caribbean', 'tuesday']\n",
      "Final Preprocessed Text: hurrican ivan pound eastern caribbean island port spain trinidad reuter hurrican ivan tore tree blew roof knock power forc hundr peopl evacu coastal area pound tini island southeastern caribbean tuesday\n",
      "\n",
      "Original Text: Iran has nuclear talks in Europe Iranian and European officials meet in Paris in a bid to finalise a compromise on Iran's nuclear programme.\n",
      "Lowercased Text: iran has nuclear talks in europe iranian and european officials meet in paris in a bid to finalise a compromise on iran's nuclear programme.\n",
      "Removed URLs: iran has nuclear talks in europe iranian and european officials meet in paris in a bid to finalise a compromise on iran's nuclear programme.\n",
      "Removed HTML Tags: iran has nuclear talks in europe iranian and european officials meet in paris in a bid to finalise a compromise on iran's nuclear programme.\n",
      "Removed Special Characters: iran has nuclear talks in europe iranian and european officials meet in paris in a bid to finalise a compromise on irans nuclear programme\n",
      "Tokens: ['iran', 'has', 'nuclear', 'talks', 'in', 'europe', 'iranian', 'and', 'european', 'officials', 'meet', 'in', 'paris', 'in', 'a', 'bid', 'to', 'finalise', 'a', 'compromise', 'on', 'irans', 'nuclear', 'programme']\n",
      "Removed Stopwords: ['iran', 'nuclear', 'talks', 'europe', 'iranian', 'european', 'officials', 'meet', 'paris', 'bid', 'finalise', 'compromise', 'irans', 'nuclear', 'programme']\n",
      "Stemmed Tokens: ['iran', 'nuclear', 'talk', 'europ', 'iranian', 'european', 'offici', 'meet', 'pari', 'bid', 'finalis', 'compromis', 'iran', 'nuclear', 'programm']\n",
      "Final Preprocessed Text: iran nuclear talk europ iranian european offici meet pari bid finalis compromis iran nuclear programm\n",
      "\n",
      "Original Text: Jeanne Plows Into the Dominican Republic SAMANA, Dominican Republic - Hurricane Jeanne plowed into the Dominican Republic Thursday, killing a baby and forcing thousands of people to flee their homes. The storm unleashed floods and left two dead a day earlier in Puerto Rico...\n",
      "Lowercased Text: jeanne plows into the dominican republic samana, dominican republic - hurricane jeanne plowed into the dominican republic thursday, killing a baby and forcing thousands of people to flee their homes. the storm unleashed floods and left two dead a day earlier in puerto rico...\n",
      "Removed URLs: jeanne plows into the dominican republic samana, dominican republic - hurricane jeanne plowed into the dominican republic thursday, killing a baby and forcing thousands of people to flee their homes. the storm unleashed floods and left two dead a day earlier in puerto rico...\n",
      "Removed HTML Tags: jeanne plows into the dominican republic samana, dominican republic - hurricane jeanne plowed into the dominican republic thursday, killing a baby and forcing thousands of people to flee their homes. the storm unleashed floods and left two dead a day earlier in puerto rico...\n",
      "Removed Special Characters: jeanne plows into the dominican republic samana dominican republic  hurricane jeanne plowed into the dominican republic thursday killing a baby and forcing thousands of people to flee their homes the storm unleashed floods and left two dead a day earlier in puerto rico\n",
      "Tokens: ['jeanne', 'plows', 'into', 'the', 'dominican', 'republic', 'samana', 'dominican', 'republic', 'hurricane', 'jeanne', 'plowed', 'into', 'the', 'dominican', 'republic', 'thursday', 'killing', 'a', 'baby', 'and', 'forcing', 'thousands', 'of', 'people', 'to', 'flee', 'their', 'homes', 'the', 'storm', 'unleashed', 'floods', 'and', 'left', 'two', 'dead', 'a', 'day', 'earlier', 'in', 'puerto', 'rico']\n",
      "Removed Stopwords: ['jeanne', 'plows', 'dominican', 'republic', 'samana', 'dominican', 'republic', 'hurricane', 'jeanne', 'plowed', 'dominican', 'republic', 'thursday', 'killing', 'baby', 'forcing', 'thousands', 'people', 'flee', 'homes', 'storm', 'unleashed', 'floods', 'left', 'two', 'dead', 'day', 'earlier', 'puerto', 'rico']\n",
      "Stemmed Tokens: ['jeann', 'plow', 'dominican', 'republ', 'samana', 'dominican', 'republ', 'hurrican', 'jeann', 'plow', 'dominican', 'republ', 'thursday', 'kill', 'babi', 'forc', 'thousand', 'peopl', 'flee', 'home', 'storm', 'unleash', 'flood', 'left', 'two', 'dead', 'day', 'earlier', 'puerto', 'rico']\n",
      "Final Preprocessed Text: jeann plow dominican republ samana dominican republ hurrican jeann plow dominican republ thursday kill babi forc thousand peopl flee home storm unleash flood left two dead day earlier puerto rico\n",
      "\n",
      "Original Text: Tropical Storm Heads for Bahamas   SANTO DOMINGO, Dominican Republic, Sept. 18 -- Tropical Storm Jeanne headed for the Bahamas on Saturday after an assault on the Dominican Republic that killed 10 people, destroyed hundreds of houses and forced thousands from their homes.\n",
      "Lowercased Text: tropical storm heads for bahamas   santo domingo, dominican republic, sept. 18 -- tropical storm jeanne headed for the bahamas on saturday after an assault on the dominican republic that killed 10 people, destroyed hundreds of houses and forced thousands from their homes.\n",
      "Removed URLs: tropical storm heads for bahamas   santo domingo, dominican republic, sept. 18 -- tropical storm jeanne headed for the bahamas on saturday after an assault on the dominican republic that killed 10 people, destroyed hundreds of houses and forced thousands from their homes.\n",
      "Removed HTML Tags: tropical storm heads for bahamas   santo domingo, dominican republic, sept. 18 -- tropical storm jeanne headed for the bahamas on saturday after an assault on the dominican republic that killed 10 people, destroyed hundreds of houses and forced thousands from their homes.\n",
      "Removed Special Characters: tropical storm heads for bahamas   santo domingo dominican republic sept   tropical storm jeanne headed for the bahamas on saturday after an assault on the dominican republic that killed  people destroyed hundreds of houses and forced thousands from their homes\n",
      "Tokens: ['tropical', 'storm', 'heads', 'for', 'bahamas', 'santo', 'domingo', 'dominican', 'republic', 'sept', 'tropical', 'storm', 'jeanne', 'headed', 'for', 'the', 'bahamas', 'on', 'saturday', 'after', 'an', 'assault', 'on', 'the', 'dominican', 'republic', 'that', 'killed', 'people', 'destroyed', 'hundreds', 'of', 'houses', 'and', 'forced', 'thousands', 'from', 'their', 'homes']\n",
      "Removed Stopwords: ['tropical', 'storm', 'heads', 'bahamas', 'santo', 'domingo', 'dominican', 'republic', 'sept', 'tropical', 'storm', 'jeanne', 'headed', 'bahamas', 'saturday', 'assault', 'dominican', 'republic', 'killed', 'people', 'destroyed', 'hundreds', 'houses', 'forced', 'thousands', 'homes']\n",
      "Stemmed Tokens: ['tropic', 'storm', 'head', 'bahama', 'santo', 'domingo', 'dominican', 'republ', 'sept', 'tropic', 'storm', 'jeann', 'head', 'bahama', 'saturday', 'assault', 'dominican', 'republ', 'kill', 'peopl', 'destroy', 'hundr', 'hous', 'forc', 'thousand', 'home']\n",
      "Final Preprocessed Text: tropic storm head bahama santo domingo dominican republ sept tropic storm jeann head bahama saturday assault dominican republ kill peopl destroy hundr hous forc thousand home\n",
      "\n",
      "Original Text: B.C. halfway house seen as killer haven was pressured into closing, says source (Canadian Press) Canadian Press - VANCOUVER (CP) - Operators of the controversial Vernon, B.C. halfway house whose residents were linked to three killings were stampeded into closing it even though there's no evidence of negligence, The Canadian Press has learned.\n",
      "Lowercased Text: b.c. halfway house seen as killer haven was pressured into closing, says source (canadian press) canadian press - vancouver (cp) - operators of the controversial vernon, b.c. halfway house whose residents were linked to three killings were stampeded into closing it even though there's no evidence of negligence, the canadian press has learned.\n",
      "Removed URLs: b.c. halfway house seen as killer haven was pressured into closing, says source (canadian press) canadian press - vancouver (cp) - operators of the controversial vernon, b.c. halfway house whose residents were linked to three killings were stampeded into closing it even though there's no evidence of negligence, the canadian press has learned.\n",
      "Removed HTML Tags: b.c. halfway house seen as killer haven was pressured into closing, says source (canadian press) canadian press - vancouver (cp) - operators of the controversial vernon, b.c. halfway house whose residents were linked to three killings were stampeded into closing it even though there's no evidence of negligence, the canadian press has learned.\n",
      "Removed Special Characters: bc halfway house seen as killer haven was pressured into closing says source canadian press canadian press  vancouver cp  operators of the controversial vernon bc halfway house whose residents were linked to three killings were stampeded into closing it even though theres no evidence of negligence the canadian press has learned\n",
      "Tokens: ['bc', 'halfway', 'house', 'seen', 'as', 'killer', 'haven', 'was', 'pressured', 'into', 'closing', 'says', 'source', 'canadian', 'press', 'canadian', 'press', 'vancouver', 'cp', 'operators', 'of', 'the', 'controversial', 'vernon', 'bc', 'halfway', 'house', 'whose', 'residents', 'were', 'linked', 'to', 'three', 'killings', 'were', 'stampeded', 'into', 'closing', 'it', 'even', 'though', 'theres', 'no', 'evidence', 'of', 'negligence', 'the', 'canadian', 'press', 'has', 'learned']\n",
      "Removed Stopwords: ['bc', 'halfway', 'house', 'seen', 'killer', 'pressured', 'closing', 'says', 'source', 'canadian', 'press', 'canadian', 'press', 'vancouver', 'cp', 'operators', 'controversial', 'vernon', 'bc', 'halfway', 'house', 'whose', 'residents', 'linked', 'three', 'killings', 'stampeded', 'closing', 'even', 'though', 'theres', 'evidence', 'negligence', 'canadian', 'press', 'learned']\n",
      "Stemmed Tokens: ['bc', 'halfway', 'hous', 'seen', 'killer', 'pressur', 'close', 'say', 'sourc', 'canadian', 'press', 'canadian', 'press', 'vancouv', 'cp', 'oper', 'controversi', 'vernon', 'bc', 'halfway', 'hous', 'whose', 'resid', 'link', 'three', 'kill', 'stamped', 'close', 'even', 'though', 'there', 'evid', 'neglig', 'canadian', 'press', 'learn']\n",
      "Final Preprocessed Text: bc halfway hous seen killer pressur close say sourc canadian press canadian press vancouv cp oper controversi vernon bc halfway hous whose resid link three kill stamped close even though there evid neglig canadian press learn\n",
      "\n",
      "Original Text: Hamas threatens to target Israelis abroad GAZA, Gaza Strip - The Palestinian militant group Hamas threatened today to target Israelis abroad after blaming Israel for the killing of a Hamas official in Syria.\n",
      "Lowercased Text: hamas threatens to target israelis abroad gaza, gaza strip - the palestinian militant group hamas threatened today to target israelis abroad after blaming israel for the killing of a hamas official in syria.\n",
      "Removed URLs: hamas threatens to target israelis abroad gaza, gaza strip - the palestinian militant group hamas threatened today to target israelis abroad after blaming israel for the killing of a hamas official in syria.\n",
      "Removed HTML Tags: hamas threatens to target israelis abroad gaza, gaza strip - the palestinian militant group hamas threatened today to target israelis abroad after blaming israel for the killing of a hamas official in syria.\n",
      "Removed Special Characters: hamas threatens to target israelis abroad gaza gaza strip  the palestinian militant group hamas threatened today to target israelis abroad after blaming israel for the killing of a hamas official in syria\n",
      "Tokens: ['hamas', 'threatens', 'to', 'target', 'israelis', 'abroad', 'gaza', 'gaza', 'strip', 'the', 'palestinian', 'militant', 'group', 'hamas', 'threatened', 'today', 'to', 'target', 'israelis', 'abroad', 'after', 'blaming', 'israel', 'for', 'the', 'killing', 'of', 'a', 'hamas', 'official', 'in', 'syria']\n",
      "Removed Stopwords: ['hamas', 'threatens', 'target', 'israelis', 'abroad', 'gaza', 'gaza', 'strip', 'palestinian', 'militant', 'group', 'hamas', 'threatened', 'today', 'target', 'israelis', 'abroad', 'blaming', 'israel', 'killing', 'hamas', 'official', 'syria']\n",
      "Stemmed Tokens: ['hama', 'threaten', 'target', 'isra', 'abroad', 'gaza', 'gaza', 'strip', 'palestinian', 'milit', 'group', 'hama', 'threaten', 'today', 'target', 'isra', 'abroad', 'blame', 'israel', 'kill', 'hama', 'offici', 'syria']\n",
      "Final Preprocessed Text: hama threaten target isra abroad gaza gaza strip palestinian milit group hama threaten today target isra abroad blame israel kill hama offici syria\n",
      "\n",
      "Original Text: Another Hurricane Roars Across Mid-Florida Hurricane Jeanne caused at least five deaths, making landfall almost exactly where Frances did over Labor Day weekend.\n",
      "Lowercased Text: another hurricane roars across mid-florida hurricane jeanne caused at least five deaths, making landfall almost exactly where frances did over labor day weekend.\n",
      "Removed URLs: another hurricane roars across mid-florida hurricane jeanne caused at least five deaths, making landfall almost exactly where frances did over labor day weekend.\n",
      "Removed HTML Tags: another hurricane roars across mid-florida hurricane jeanne caused at least five deaths, making landfall almost exactly where frances did over labor day weekend.\n",
      "Removed Special Characters: another hurricane roars across midflorida hurricane jeanne caused at least five deaths making landfall almost exactly where frances did over labor day weekend\n",
      "Tokens: ['another', 'hurricane', 'roars', 'across', 'midflorida', 'hurricane', 'jeanne', 'caused', 'at', 'least', 'five', 'deaths', 'making', 'landfall', 'almost', 'exactly', 'where', 'frances', 'did', 'over', 'labor', 'day', 'weekend']\n",
      "Removed Stopwords: ['another', 'hurricane', 'roars', 'across', 'midflorida', 'hurricane', 'jeanne', 'caused', 'least', 'five', 'deaths', 'making', 'landfall', 'almost', 'exactly', 'frances', 'labor', 'day', 'weekend']\n",
      "Stemmed Tokens: ['anoth', 'hurrican', 'roar', 'across', 'midflorida', 'hurrican', 'jeann', 'caus', 'least', 'five', 'death', 'make', 'landfal', 'almost', 'exactli', 'franc', 'labor', 'day', 'weekend']\n",
      "Final Preprocessed Text: anoth hurrican roar across midflorida hurrican jeann caus least five death make landfal almost exactli franc labor day weekend\n",
      "\n",
      "Original Text: Haiti Storm Death Toll Could Reach 2,000 Hungry, thirsty and increasingly desperate residents attacked each other in a panic to get scarce food and water Thursday as workers struggled to bury hundreds of corpses six days after the city was struck by Tropical Storm Jeanne.\n",
      "Lowercased Text: haiti storm death toll could reach 2,000 hungry, thirsty and increasingly desperate residents attacked each other in a panic to get scarce food and water thursday as workers struggled to bury hundreds of corpses six days after the city was struck by tropical storm jeanne.\n",
      "Removed URLs: haiti storm death toll could reach 2,000 hungry, thirsty and increasingly desperate residents attacked each other in a panic to get scarce food and water thursday as workers struggled to bury hundreds of corpses six days after the city was struck by tropical storm jeanne.\n",
      "Removed HTML Tags: haiti storm death toll could reach 2,000 hungry, thirsty and increasingly desperate residents attacked each other in a panic to get scarce food and water thursday as workers struggled to bury hundreds of corpses six days after the city was struck by tropical storm jeanne.\n",
      "Removed Special Characters: haiti storm death toll could reach  hungry thirsty and increasingly desperate residents attacked each other in a panic to get scarce food and water thursday as workers struggled to bury hundreds of corpses six days after the city was struck by tropical storm jeanne\n",
      "Tokens: ['haiti', 'storm', 'death', 'toll', 'could', 'reach', 'hungry', 'thirsty', 'and', 'increasingly', 'desperate', 'residents', 'attacked', 'each', 'other', 'in', 'a', 'panic', 'to', 'get', 'scarce', 'food', 'and', 'water', 'thursday', 'as', 'workers', 'struggled', 'to', 'bury', 'hundreds', 'of', 'corpses', 'six', 'days', 'after', 'the', 'city', 'was', 'struck', 'by', 'tropical', 'storm', 'jeanne']\n",
      "Removed Stopwords: ['haiti', 'storm', 'death', 'toll', 'could', 'reach', 'hungry', 'thirsty', 'increasingly', 'desperate', 'residents', 'attacked', 'panic', 'get', 'scarce', 'food', 'water', 'thursday', 'workers', 'struggled', 'bury', 'hundreds', 'corpses', 'six', 'days', 'city', 'struck', 'tropical', 'storm', 'jeanne']\n",
      "Stemmed Tokens: ['haiti', 'storm', 'death', 'toll', 'could', 'reach', 'hungri', 'thirsti', 'increasingli', 'desper', 'resid', 'attack', 'panic', 'get', 'scarc', 'food', 'water', 'thursday', 'worker', 'struggl', 'buri', 'hundr', 'corps', 'six', 'day', 'citi', 'struck', 'tropic', 'storm', 'jeann']\n",
      "Final Preprocessed Text: haiti storm death toll could reach hungri thirsti increasingli desper resid attack panic get scarc food water thursday worker struggl buri hundr corps six day citi struck tropic storm jeann\n",
      "\n",
      "Original Text: At least 300 die in floods as Typhoon Winnie hits Philippines MORE than 300 people died and at least 150 remained missing after flash floods and landslides devastated three coastal towns and left swathes of the northern Philippines under water yesterday.\n",
      "Lowercased Text: at least 300 die in floods as typhoon winnie hits philippines more than 300 people died and at least 150 remained missing after flash floods and landslides devastated three coastal towns and left swathes of the northern philippines under water yesterday.\n",
      "Removed URLs: at least 300 die in floods as typhoon winnie hits philippines more than 300 people died and at least 150 remained missing after flash floods and landslides devastated three coastal towns and left swathes of the northern philippines under water yesterday.\n",
      "Removed HTML Tags: at least 300 die in floods as typhoon winnie hits philippines more than 300 people died and at least 150 remained missing after flash floods and landslides devastated three coastal towns and left swathes of the northern philippines under water yesterday.\n",
      "Removed Special Characters: at least  die in floods as typhoon winnie hits philippines more than  people died and at least  remained missing after flash floods and landslides devastated three coastal towns and left swathes of the northern philippines under water yesterday\n",
      "Tokens: ['at', 'least', 'die', 'in', 'floods', 'as', 'typhoon', 'winnie', 'hits', 'philippines', 'more', 'than', 'people', 'died', 'and', 'at', 'least', 'remained', 'missing', 'after', 'flash', 'floods', 'and', 'landslides', 'devastated', 'three', 'coastal', 'towns', 'and', 'left', 'swathes', 'of', 'the', 'northern', 'philippines', 'under', 'water', 'yesterday']\n",
      "Removed Stopwords: ['least', 'die', 'floods', 'typhoon', 'winnie', 'hits', 'philippines', 'people', 'died', 'least', 'remained', 'missing', 'flash', 'floods', 'landslides', 'devastated', 'three', 'coastal', 'towns', 'left', 'swathes', 'northern', 'philippines', 'water', 'yesterday']\n",
      "Stemmed Tokens: ['least', 'die', 'flood', 'typhoon', 'winni', 'hit', 'philippin', 'peopl', 'die', 'least', 'remain', 'miss', 'flash', 'flood', 'landslid', 'devast', 'three', 'coastal', 'town', 'left', 'swath', 'northern', 'philippin', 'water', 'yesterday']\n",
      "Final Preprocessed Text: least die flood typhoon winni hit philippin peopl die least remain miss flash flood landslid devast three coastal town left swath northern philippin water yesterday\n",
      "\n",
      "Original Text: Water 'wake-up call' given by UN A UN report says key goals to improve clean water and sanitation by 2015 will fail  unless the world acts.\n",
      "Lowercased Text: water 'wake-up call' given by un a un report says key goals to improve clean water and sanitation by 2015 will fail  unless the world acts.\n",
      "Removed URLs: water 'wake-up call' given by un a un report says key goals to improve clean water and sanitation by 2015 will fail  unless the world acts.\n",
      "Removed HTML Tags: water 'wake-up call' given by un a un report says key goals to improve clean water and sanitation by 2015 will fail  unless the world acts.\n",
      "Removed Special Characters: water wakeup call given by un a un report says key goals to improve clean water and sanitation by  will fail  unless the world acts\n",
      "Tokens: ['water', 'wakeup', 'call', 'given', 'by', 'un', 'a', 'un', 'report', 'says', 'key', 'goals', 'to', 'improve', 'clean', 'water', 'and', 'sanitation', 'by', 'will', 'fail', 'unless', 'the', 'world', 'acts']\n",
      "Removed Stopwords: ['water', 'wakeup', 'call', 'given', 'un', 'un', 'report', 'says', 'key', 'goals', 'improve', 'clean', 'water', 'sanitation', 'fail', 'unless', 'world', 'acts']\n",
      "Stemmed Tokens: ['water', 'wakeup', 'call', 'given', 'un', 'un', 'report', 'say', 'key', 'goal', 'improv', 'clean', 'water', 'sanit', 'fail', 'unless', 'world', 'act']\n",
      "Final Preprocessed Text: water wakeup call given un un report say key goal improv clean water sanit fail unless world act\n",
      "\n",
      "Original Text: Kashmiri Separatists to Consider Indian Offer of Peace Talks Kashmir's leading separatist political group said it would meet Thursday to discuss plans to resume peace talks with the Indian government, a day after Prime Minister Manmohan Singh reaffirmed his desire for peace through dialogue.\n",
      "Lowercased Text: kashmiri separatists to consider indian offer of peace talks kashmir's leading separatist political group said it would meet thursday to discuss plans to resume peace talks with the indian government, a day after prime minister manmohan singh reaffirmed his desire for peace through dialogue.\n",
      "Removed URLs: kashmiri separatists to consider indian offer of peace talks kashmir's leading separatist political group said it would meet thursday to discuss plans to resume peace talks with the indian government, a day after prime minister manmohan singh reaffirmed his desire for peace through dialogue.\n",
      "Removed HTML Tags: kashmiri separatists to consider indian offer of peace talks kashmir's leading separatist political group said it would meet thursday to discuss plans to resume peace talks with the indian government, a day after prime minister manmohan singh reaffirmed his desire for peace through dialogue.\n",
      "Removed Special Characters: kashmiri separatists to consider indian offer of peace talks kashmirs leading separatist political group said it would meet thursday to discuss plans to resume peace talks with the indian government a day after prime minister manmohan singh reaffirmed his desire for peace through dialogue\n",
      "Tokens: ['kashmiri', 'separatists', 'to', 'consider', 'indian', 'offer', 'of', 'peace', 'talks', 'kashmirs', 'leading', 'separatist', 'political', 'group', 'said', 'it', 'would', 'meet', 'thursday', 'to', 'discuss', 'plans', 'to', 'resume', 'peace', 'talks', 'with', 'the', 'indian', 'government', 'a', 'day', 'after', 'prime', 'minister', 'manmohan', 'singh', 'reaffirmed', 'his', 'desire', 'for', 'peace', 'through', 'dialogue']\n",
      "Removed Stopwords: ['kashmiri', 'separatists', 'consider', 'indian', 'offer', 'peace', 'talks', 'kashmirs', 'leading', 'separatist', 'political', 'group', 'said', 'would', 'meet', 'thursday', 'discuss', 'plans', 'resume', 'peace', 'talks', 'indian', 'government', 'day', 'prime', 'minister', 'manmohan', 'singh', 'reaffirmed', 'desire', 'peace', 'dialogue']\n",
      "Stemmed Tokens: ['kashmiri', 'separatist', 'consid', 'indian', 'offer', 'peac', 'talk', 'kashmir', 'lead', 'separatist', 'polit', 'group', 'said', 'would', 'meet', 'thursday', 'discuss', 'plan', 'resum', 'peac', 'talk', 'indian', 'govern', 'day', 'prime', 'minist', 'manmohan', 'singh', 'reaffirm', 'desir', 'peac', 'dialogu']\n",
      "Final Preprocessed Text: kashmiri separatist consid indian offer peac talk kashmir lead separatist polit group said would meet thursday discuss plan resum peac talk indian govern day prime minist manmohan singh reaffirm desir peac dialogu\n",
      "\n",
      "Original Text: 64-Year Old American Pleads Guilty to Deserting A 64-year old American soldier pleaded guilty on Wednesday to deserting to North Korea in 1965, receiving a relatively light sentence of up to 30 days confinement and a dishonorable \n",
      "Lowercased Text: 64-year old american pleads guilty to deserting a 64-year old american soldier pleaded guilty on wednesday to deserting to north korea in 1965, receiving a relatively light sentence of up to 30 days confinement and a dishonorable \n",
      "Removed URLs: 64-year old american pleads guilty to deserting a 64-year old american soldier pleaded guilty on wednesday to deserting to north korea in 1965, receiving a relatively light sentence of up to 30 days confinement and a dishonorable \n",
      "Removed HTML Tags: 64-year old american pleads guilty to deserting a 64-year old american soldier pleaded guilty on wednesday to deserting to north korea in 1965, receiving a relatively light sentence of up to 30 days confinement and a dishonorable \n",
      "Removed Special Characters: year old american pleads guilty to deserting a year old american soldier pleaded guilty on wednesday to deserting to north korea in  receiving a relatively light sentence of up to  days confinement and a dishonorable \n",
      "Tokens: ['year', 'old', 'american', 'pleads', 'guilty', 'to', 'deserting', 'a', 'year', 'old', 'american', 'soldier', 'pleaded', 'guilty', 'on', 'wednesday', 'to', 'deserting', 'to', 'north', 'korea', 'in', 'receiving', 'a', 'relatively', 'light', 'sentence', 'of', 'up', 'to', 'days', 'confinement', 'and', 'a', 'dishonorable']\n",
      "Removed Stopwords: ['year', 'old', 'american', 'pleads', 'guilty', 'deserting', 'year', 'old', 'american', 'soldier', 'pleaded', 'guilty', 'wednesday', 'deserting', 'north', 'korea', 'receiving', 'relatively', 'light', 'sentence', 'days', 'confinement', 'dishonorable']\n",
      "Stemmed Tokens: ['year', 'old', 'american', 'plead', 'guilti', 'desert', 'year', 'old', 'american', 'soldier', 'plead', 'guilti', 'wednesday', 'desert', 'north', 'korea', 'receiv', 'rel', 'light', 'sentenc', 'day', 'confin', 'dishonor']\n",
      "Final Preprocessed Text: year old american plead guilti desert year old american soldier plead guilti wednesday desert north korea receiv rel light sentenc day confin dishonor\n",
      "\n",
      "Original Text: Iraq nuclear equipment vanished - UN The UN #39;s nuclear watchdog raised concerns on Monday about material and equipment from Saddam Hussein #39;s regime, which could be used to make a nuclear weapon and have since vanished in Iraq.\n",
      "Lowercased Text: iraq nuclear equipment vanished - un the un #39;s nuclear watchdog raised concerns on monday about material and equipment from saddam hussein #39;s regime, which could be used to make a nuclear weapon and have since vanished in iraq.\n",
      "Removed URLs: iraq nuclear equipment vanished - un the un #39;s nuclear watchdog raised concerns on monday about material and equipment from saddam hussein #39;s regime, which could be used to make a nuclear weapon and have since vanished in iraq.\n",
      "Removed HTML Tags: iraq nuclear equipment vanished - un the un #39;s nuclear watchdog raised concerns on monday about material and equipment from saddam hussein #39;s regime, which could be used to make a nuclear weapon and have since vanished in iraq.\n",
      "Removed Special Characters: iraq nuclear equipment vanished  un the un s nuclear watchdog raised concerns on monday about material and equipment from saddam hussein s regime which could be used to make a nuclear weapon and have since vanished in iraq\n",
      "Tokens: ['iraq', 'nuclear', 'equipment', 'vanished', 'un', 'the', 'un', 's', 'nuclear', 'watchdog', 'raised', 'concerns', 'on', 'monday', 'about', 'material', 'and', 'equipment', 'from', 'saddam', 'hussein', 's', 'regime', 'which', 'could', 'be', 'used', 'to', 'make', 'a', 'nuclear', 'weapon', 'and', 'have', 'since', 'vanished', 'in', 'iraq']\n",
      "Removed Stopwords: ['iraq', 'nuclear', 'equipment', 'vanished', 'un', 'un', 'nuclear', 'watchdog', 'raised', 'concerns', 'monday', 'material', 'equipment', 'saddam', 'hussein', 'regime', 'could', 'used', 'make', 'nuclear', 'weapon', 'since', 'vanished', 'iraq']\n",
      "Stemmed Tokens: ['iraq', 'nuclear', 'equip', 'vanish', 'un', 'un', 'nuclear', 'watchdog', 'rais', 'concern', 'monday', 'materi', 'equip', 'saddam', 'hussein', 'regim', 'could', 'use', 'make', 'nuclear', 'weapon', 'sinc', 'vanish', 'iraq']\n",
      "Final Preprocessed Text: iraq nuclear equip vanish un un nuclear watchdog rais concern monday materi equip saddam hussein regim could use make nuclear weapon sinc vanish iraq\n",
      "\n",
      "Original Text: Israeli Missile Kills Hamas Militant in Gaza-Medics (Reuters) Reuters - An Israeli helicopter gunship fired a\\missile near a house during fighting in the northern Gaza Strip\\Wednesday, killing a Hamas militant, medics said.\n",
      "Lowercased Text: israeli missile kills hamas militant in gaza-medics (reuters) reuters - an israeli helicopter gunship fired a\\missile near a house during fighting in the northern gaza strip\\wednesday, killing a hamas militant, medics said.\n",
      "Removed URLs: israeli missile kills hamas militant in gaza-medics (reuters) reuters - an israeli helicopter gunship fired a\\missile near a house during fighting in the northern gaza strip\\wednesday, killing a hamas militant, medics said.\n",
      "Removed HTML Tags: israeli missile kills hamas militant in gaza-medics (reuters) reuters - an israeli helicopter gunship fired a\\missile near a house during fighting in the northern gaza strip\\wednesday, killing a hamas militant, medics said.\n",
      "Removed Special Characters: israeli missile kills hamas militant in gazamedics reuters reuters  an israeli helicopter gunship fired amissile near a house during fighting in the northern gaza stripwednesday killing a hamas militant medics said\n",
      "Tokens: ['israeli', 'missile', 'kills', 'hamas', 'militant', 'in', 'gazamedics', 'reuters', 'reuters', 'an', 'israeli', 'helicopter', 'gunship', 'fired', 'amissile', 'near', 'a', 'house', 'during', 'fighting', 'in', 'the', 'northern', 'gaza', 'stripwednesday', 'killing', 'a', 'hamas', 'militant', 'medics', 'said']\n",
      "Removed Stopwords: ['israeli', 'missile', 'kills', 'hamas', 'militant', 'gazamedics', 'reuters', 'reuters', 'israeli', 'helicopter', 'gunship', 'fired', 'amissile', 'near', 'house', 'fighting', 'northern', 'gaza', 'stripwednesday', 'killing', 'hamas', 'militant', 'medics', 'said']\n",
      "Stemmed Tokens: ['isra', 'missil', 'kill', 'hama', 'milit', 'gazamed', 'reuter', 'reuter', 'isra', 'helicopt', 'gunship', 'fire', 'amissil', 'near', 'hous', 'fight', 'northern', 'gaza', 'stripwednesday', 'kill', 'hama', 'milit', 'medic', 'said']\n",
      "Final Preprocessed Text: isra missil kill hama milit gazamed reuter reuter isra helicopt gunship fire amissil near hous fight northern gaza stripwednesday kill hama milit medic said\n",
      "\n",
      "Original Text: Powell Says U.S. Can't Hunt Iran Nukes in Caves  WASHINGTON (Reuters) - Secretary of State Colin Powell said  on Friday that Washington had no way to force Iran to allow  U.N. inspectors unrestricted access to suspected nuclear sites  despite U.S. doubts Tehran would come clean on its own.\n",
      "Lowercased Text: powell says u.s. can't hunt iran nukes in caves  washington (reuters) - secretary of state colin powell said  on friday that washington had no way to force iran to allow  u.n. inspectors unrestricted access to suspected nuclear sites  despite u.s. doubts tehran would come clean on its own.\n",
      "Removed URLs: powell says u.s. can't hunt iran nukes in caves  washington (reuters) - secretary of state colin powell said  on friday that washington had no way to force iran to allow  u.n. inspectors unrestricted access to suspected nuclear sites  despite u.s. doubts tehran would come clean on its own.\n",
      "Removed HTML Tags: powell says u.s. can't hunt iran nukes in caves  washington (reuters) - secretary of state colin powell said  on friday that washington had no way to force iran to allow  u.n. inspectors unrestricted access to suspected nuclear sites  despite u.s. doubts tehran would come clean on its own.\n",
      "Removed Special Characters: powell says us cant hunt iran nukes in caves  washington reuters  secretary of state colin powell said  on friday that washington had no way to force iran to allow  un inspectors unrestricted access to suspected nuclear sites  despite us doubts tehran would come clean on its own\n",
      "Tokens: ['powell', 'says', 'us', 'cant', 'hunt', 'iran', 'nukes', 'in', 'caves', 'washington', 'reuters', 'secretary', 'of', 'state', 'colin', 'powell', 'said', 'on', 'friday', 'that', 'washington', 'had', 'no', 'way', 'to', 'force', 'iran', 'to', 'allow', 'un', 'inspectors', 'unrestricted', 'access', 'to', 'suspected', 'nuclear', 'sites', 'despite', 'us', 'doubts', 'tehran', 'would', 'come', 'clean', 'on', 'its', 'own']\n",
      "Removed Stopwords: ['powell', 'says', 'us', 'cant', 'hunt', 'iran', 'nukes', 'caves', 'washington', 'reuters', 'secretary', 'state', 'colin', 'powell', 'said', 'friday', 'washington', 'way', 'force', 'iran', 'allow', 'un', 'inspectors', 'unrestricted', 'access', 'suspected', 'nuclear', 'sites', 'despite', 'us', 'doubts', 'tehran', 'would', 'come', 'clean']\n",
      "Stemmed Tokens: ['powel', 'say', 'us', 'cant', 'hunt', 'iran', 'nuke', 'cave', 'washington', 'reuter', 'secretari', 'state', 'colin', 'powel', 'said', 'friday', 'washington', 'way', 'forc', 'iran', 'allow', 'un', 'inspector', 'unrestrict', 'access', 'suspect', 'nuclear', 'site', 'despit', 'us', 'doubt', 'tehran', 'would', 'come', 'clean']\n",
      "Final Preprocessed Text: powel say us cant hunt iran nuke cave washington reuter secretari state colin powel said friday washington way forc iran allow un inspector unrestrict access suspect nuclear site despit us doubt tehran would come clean\n",
      "\n",
      "Original Text: Gloom for EU growth targets Former Dutch prime minister Wim Kok has delivered a damning report on Europe #39;s growth and competitiveness, warning that it will be  quot;extremely difficult quot; for the EU to meet its 2010 targets.\n",
      "Lowercased Text: gloom for eu growth targets former dutch prime minister wim kok has delivered a damning report on europe #39;s growth and competitiveness, warning that it will be  quot;extremely difficult quot; for the eu to meet its 2010 targets.\n",
      "Removed URLs: gloom for eu growth targets former dutch prime minister wim kok has delivered a damning report on europe #39;s growth and competitiveness, warning that it will be  quot;extremely difficult quot; for the eu to meet its 2010 targets.\n",
      "Removed HTML Tags: gloom for eu growth targets former dutch prime minister wim kok has delivered a damning report on europe #39;s growth and competitiveness, warning that it will be  quot;extremely difficult quot; for the eu to meet its 2010 targets.\n",
      "Removed Special Characters: gloom for eu growth targets former dutch prime minister wim kok has delivered a damning report on europe s growth and competitiveness warning that it will be  quotextremely difficult quot for the eu to meet its  targets\n",
      "Tokens: ['gloom', 'for', 'eu', 'growth', 'targets', 'former', 'dutch', 'prime', 'minister', 'wim', 'kok', 'has', 'delivered', 'a', 'damning', 'report', 'on', 'europe', 's', 'growth', 'and', 'competitiveness', 'warning', 'that', 'it', 'will', 'be', 'quotextremely', 'difficult', 'quot', 'for', 'the', 'eu', 'to', 'meet', 'its', 'targets']\n",
      "Removed Stopwords: ['gloom', 'eu', 'growth', 'targets', 'former', 'dutch', 'prime', 'minister', 'wim', 'kok', 'delivered', 'damning', 'report', 'europe', 'growth', 'competitiveness', 'warning', 'quotextremely', 'difficult', 'quot', 'eu', 'meet', 'targets']\n",
      "Stemmed Tokens: ['gloom', 'eu', 'growth', 'target', 'former', 'dutch', 'prime', 'minist', 'wim', 'kok', 'deliv', 'damn', 'report', 'europ', 'growth', 'competit', 'warn', 'quotextrem', 'difficult', 'quot', 'eu', 'meet', 'target']\n",
      "Final Preprocessed Text: gloom eu growth target former dutch prime minist wim kok deliv damn report europ growth competit warn quotextrem difficult quot eu meet target\n",
      "\n",
      "Original Text: New Threats Against Americans in Kabul American officials warned U.S. citizens Monday to avoid high-profile locations and government facilities in the Afghan capital after Sunday's car bombing outside the office of an American security firm here.\n",
      "Lowercased Text: new threats against americans in kabul american officials warned u.s. citizens monday to avoid high-profile locations and government facilities in the afghan capital after sunday's car bombing outside the office of an american security firm here.\n",
      "Removed URLs: new threats against americans in kabul american officials warned u.s. citizens monday to avoid high-profile locations and government facilities in the afghan capital after sunday's car bombing outside the office of an american security firm here.\n",
      "Removed HTML Tags: new threats against americans in kabul american officials warned u.s. citizens monday to avoid high-profile locations and government facilities in the afghan capital after sunday's car bombing outside the office of an american security firm here.\n",
      "Removed Special Characters: new threats against americans in kabul american officials warned us citizens monday to avoid highprofile locations and government facilities in the afghan capital after sundays car bombing outside the office of an american security firm here\n",
      "Tokens: ['new', 'threats', 'against', 'americans', 'in', 'kabul', 'american', 'officials', 'warned', 'us', 'citizens', 'monday', 'to', 'avoid', 'highprofile', 'locations', 'and', 'government', 'facilities', 'in', 'the', 'afghan', 'capital', 'after', 'sundays', 'car', 'bombing', 'outside', 'the', 'office', 'of', 'an', 'american', 'security', 'firm', 'here']\n",
      "Removed Stopwords: ['new', 'threats', 'americans', 'kabul', 'american', 'officials', 'warned', 'us', 'citizens', 'monday', 'avoid', 'highprofile', 'locations', 'government', 'facilities', 'afghan', 'capital', 'sundays', 'car', 'bombing', 'outside', 'office', 'american', 'security', 'firm']\n",
      "Stemmed Tokens: ['new', 'threat', 'american', 'kabul', 'american', 'offici', 'warn', 'us', 'citizen', 'monday', 'avoid', 'highprofil', 'locat', 'govern', 'facil', 'afghan', 'capit', 'sunday', 'car', 'bomb', 'outsid', 'offic', 'american', 'secur', 'firm']\n",
      "Final Preprocessed Text: new threat american kabul american offici warn us citizen monday avoid highprofil locat govern facil afghan capit sunday car bomb outsid offic american secur firm\n",
      "\n",
      "Original Text: Blasts, Gunfire Shake Najaf As Talks Drag NAJAF, Iraq - Explosions and gunfire shook Najaf's Old City on Sunday in a fierce battle between U.S. forces and Shiite militants, as negotiations dragged on for the handover of the shrine that the fighters have used for their stronghold...\n",
      "Lowercased Text: blasts, gunfire shake najaf as talks drag najaf, iraq - explosions and gunfire shook najaf's old city on sunday in a fierce battle between u.s. forces and shiite militants, as negotiations dragged on for the handover of the shrine that the fighters have used for their stronghold...\n",
      "Removed URLs: blasts, gunfire shake najaf as talks drag najaf, iraq - explosions and gunfire shook najaf's old city on sunday in a fierce battle between u.s. forces and shiite militants, as negotiations dragged on for the handover of the shrine that the fighters have used for their stronghold...\n",
      "Removed HTML Tags: blasts, gunfire shake najaf as talks drag najaf, iraq - explosions and gunfire shook najaf's old city on sunday in a fierce battle between u.s. forces and shiite militants, as negotiations dragged on for the handover of the shrine that the fighters have used for their stronghold...\n",
      "Removed Special Characters: blasts gunfire shake najaf as talks drag najaf iraq  explosions and gunfire shook najafs old city on sunday in a fierce battle between us forces and shiite militants as negotiations dragged on for the handover of the shrine that the fighters have used for their stronghold\n",
      "Tokens: ['blasts', 'gunfire', 'shake', 'najaf', 'as', 'talks', 'drag', 'najaf', 'iraq', 'explosions', 'and', 'gunfire', 'shook', 'najafs', 'old', 'city', 'on', 'sunday', 'in', 'a', 'fierce', 'battle', 'between', 'us', 'forces', 'and', 'shiite', 'militants', 'as', 'negotiations', 'dragged', 'on', 'for', 'the', 'handover', 'of', 'the', 'shrine', 'that', 'the', 'fighters', 'have', 'used', 'for', 'their', 'stronghold']\n",
      "Removed Stopwords: ['blasts', 'gunfire', 'shake', 'najaf', 'talks', 'drag', 'najaf', 'iraq', 'explosions', 'gunfire', 'shook', 'najafs', 'old', 'city', 'sunday', 'fierce', 'battle', 'us', 'forces', 'shiite', 'militants', 'negotiations', 'dragged', 'handover', 'shrine', 'fighters', 'used', 'stronghold']\n",
      "Stemmed Tokens: ['blast', 'gunfir', 'shake', 'najaf', 'talk', 'drag', 'najaf', 'iraq', 'explos', 'gunfir', 'shook', 'najaf', 'old', 'citi', 'sunday', 'fierc', 'battl', 'us', 'forc', 'shiit', 'milit', 'negoti', 'drag', 'handov', 'shrine', 'fighter', 'use', 'stronghold']\n",
      "Final Preprocessed Text: blast gunfir shake najaf talk drag najaf iraq explos gunfir shook najaf old citi sunday fierc battl us forc shiit milit negoti drag handov shrine fighter use stronghold\n",
      "\n",
      "Original Text: Colo. Senate Candidates Clash Over Terror (AP) AP - The candidates for Colorado's tightly contested open Senate seat  #151; beer heir Peter Coors and state Attorney General Ken Salazar  #151; clashed Sunday over whether Osama bin Laden deserves the death penalty and the legal age for drinking.\n",
      "Lowercased Text: colo. senate candidates clash over terror (ap) ap - the candidates for colorado's tightly contested open senate seat  #151; beer heir peter coors and state attorney general ken salazar  #151; clashed sunday over whether osama bin laden deserves the death penalty and the legal age for drinking.\n",
      "Removed URLs: colo. senate candidates clash over terror (ap) ap - the candidates for colorado's tightly contested open senate seat  #151; beer heir peter coors and state attorney general ken salazar  #151; clashed sunday over whether osama bin laden deserves the death penalty and the legal age for drinking.\n",
      "Removed HTML Tags: colo. senate candidates clash over terror (ap) ap - the candidates for colorado's tightly contested open senate seat  #151; beer heir peter coors and state attorney general ken salazar  #151; clashed sunday over whether osama bin laden deserves the death penalty and the legal age for drinking.\n",
      "Removed Special Characters: colo senate candidates clash over terror ap ap  the candidates for colorados tightly contested open senate seat   beer heir peter coors and state attorney general ken salazar   clashed sunday over whether osama bin laden deserves the death penalty and the legal age for drinking\n",
      "Tokens: ['colo', 'senate', 'candidates', 'clash', 'over', 'terror', 'ap', 'ap', 'the', 'candidates', 'for', 'colorados', 'tightly', 'contested', 'open', 'senate', 'seat', 'beer', 'heir', 'peter', 'coors', 'and', 'state', 'attorney', 'general', 'ken', 'salazar', 'clashed', 'sunday', 'over', 'whether', 'osama', 'bin', 'laden', 'deserves', 'the', 'death', 'penalty', 'and', 'the', 'legal', 'age', 'for', 'drinking']\n",
      "Removed Stopwords: ['colo', 'senate', 'candidates', 'clash', 'terror', 'ap', 'ap', 'candidates', 'colorados', 'tightly', 'contested', 'open', 'senate', 'seat', 'beer', 'heir', 'peter', 'coors', 'state', 'attorney', 'general', 'ken', 'salazar', 'clashed', 'sunday', 'whether', 'osama', 'bin', 'laden', 'deserves', 'death', 'penalty', 'legal', 'age', 'drinking']\n",
      "Stemmed Tokens: ['colo', 'senat', 'candid', 'clash', 'terror', 'ap', 'ap', 'candid', 'colorado', 'tightli', 'contest', 'open', 'senat', 'seat', 'beer', 'heir', 'peter', 'coor', 'state', 'attorney', 'gener', 'ken', 'salazar', 'clash', 'sunday', 'whether', 'osama', 'bin', 'laden', 'deserv', 'death', 'penalti', 'legal', 'age', 'drink']\n",
      "Final Preprocessed Text: colo senat candid clash terror ap ap candid colorado tightli contest open senat seat beer heir peter coor state attorney gener ken salazar clash sunday whether osama bin laden deserv death penalti legal age drink\n",
      "\n",
      "Original Text: Sunnis drop out In the first major political backlash over the assault on Fallujah, Iraqs most prominent Sunni political party said Tuesday it was withdrawing from the interim Iraqi government, while the leading group of Sunni clerics called for Iraqis to boycott the \n",
      "Lowercased Text: sunnis drop out in the first major political backlash over the assault on fallujah, iraqs most prominent sunni political party said tuesday it was withdrawing from the interim iraqi government, while the leading group of sunni clerics called for iraqis to boycott the \n",
      "Removed URLs: sunnis drop out in the first major political backlash over the assault on fallujah, iraqs most prominent sunni political party said tuesday it was withdrawing from the interim iraqi government, while the leading group of sunni clerics called for iraqis to boycott the \n",
      "Removed HTML Tags: sunnis drop out in the first major political backlash over the assault on fallujah, iraqs most prominent sunni political party said tuesday it was withdrawing from the interim iraqi government, while the leading group of sunni clerics called for iraqis to boycott the \n",
      "Removed Special Characters: sunnis drop out in the first major political backlash over the assault on fallujah iraqs most prominent sunni political party said tuesday it was withdrawing from the interim iraqi government while the leading group of sunni clerics called for iraqis to boycott the \n",
      "Tokens: ['sunnis', 'drop', 'out', 'in', 'the', 'first', 'major', 'political', 'backlash', 'over', 'the', 'assault', 'on', 'fallujah', 'iraqs', 'most', 'prominent', 'sunni', 'political', 'party', 'said', 'tuesday', 'it', 'was', 'withdrawing', 'from', 'the', 'interim', 'iraqi', 'government', 'while', 'the', 'leading', 'group', 'of', 'sunni', 'clerics', 'called', 'for', 'iraqis', 'to', 'boycott', 'the']\n",
      "Removed Stopwords: ['sunnis', 'drop', 'first', 'major', 'political', 'backlash', 'assault', 'fallujah', 'iraqs', 'prominent', 'sunni', 'political', 'party', 'said', 'tuesday', 'withdrawing', 'interim', 'iraqi', 'government', 'leading', 'group', 'sunni', 'clerics', 'called', 'iraqis', 'boycott']\n",
      "Stemmed Tokens: ['sunni', 'drop', 'first', 'major', 'polit', 'backlash', 'assault', 'fallujah', 'iraq', 'promin', 'sunni', 'polit', 'parti', 'said', 'tuesday', 'withdraw', 'interim', 'iraqi', 'govern', 'lead', 'group', 'sunni', 'cleric', 'call', 'iraqi', 'boycott']\n",
      "Final Preprocessed Text: sunni drop first major polit backlash assault fallujah iraq promin sunni polit parti said tuesday withdraw interim iraqi govern lead group sunni cleric call iraqi boycott\n",
      "\n",
      "Original Text: Security Council agrees on Sudan resolution as foes pledge imminent deal (AFP) AFP - UN ambassadors agreed here unanimously on the text of a resolution aimed at restoring peace to war-ravaged Sudan, as the country's main foes promised to conclude talks on their 21-year-old conflict by the end of the year.\n",
      "Lowercased Text: security council agrees on sudan resolution as foes pledge imminent deal (afp) afp - un ambassadors agreed here unanimously on the text of a resolution aimed at restoring peace to war-ravaged sudan, as the country's main foes promised to conclude talks on their 21-year-old conflict by the end of the year.\n",
      "Removed URLs: security council agrees on sudan resolution as foes pledge imminent deal (afp) afp - un ambassadors agreed here unanimously on the text of a resolution aimed at restoring peace to war-ravaged sudan, as the country's main foes promised to conclude talks on their 21-year-old conflict by the end of the year.\n",
      "Removed HTML Tags: security council agrees on sudan resolution as foes pledge imminent deal (afp) afp - un ambassadors agreed here unanimously on the text of a resolution aimed at restoring peace to war-ravaged sudan, as the country's main foes promised to conclude talks on their 21-year-old conflict by the end of the year.\n",
      "Removed Special Characters: security council agrees on sudan resolution as foes pledge imminent deal afp afp  un ambassadors agreed here unanimously on the text of a resolution aimed at restoring peace to warravaged sudan as the countrys main foes promised to conclude talks on their yearold conflict by the end of the year\n",
      "Tokens: ['security', 'council', 'agrees', 'on', 'sudan', 'resolution', 'as', 'foes', 'pledge', 'imminent', 'deal', 'afp', 'afp', 'un', 'ambassadors', 'agreed', 'here', 'unanimously', 'on', 'the', 'text', 'of', 'a', 'resolution', 'aimed', 'at', 'restoring', 'peace', 'to', 'warravaged', 'sudan', 'as', 'the', 'countrys', 'main', 'foes', 'promised', 'to', 'conclude', 'talks', 'on', 'their', 'yearold', 'conflict', 'by', 'the', 'end', 'of', 'the', 'year']\n",
      "Removed Stopwords: ['security', 'council', 'agrees', 'sudan', 'resolution', 'foes', 'pledge', 'imminent', 'deal', 'afp', 'afp', 'un', 'ambassadors', 'agreed', 'unanimously', 'text', 'resolution', 'aimed', 'restoring', 'peace', 'warravaged', 'sudan', 'countrys', 'main', 'foes', 'promised', 'conclude', 'talks', 'yearold', 'conflict', 'end', 'year']\n",
      "Stemmed Tokens: ['secur', 'council', 'agre', 'sudan', 'resolut', 'foe', 'pledg', 'immin', 'deal', 'afp', 'afp', 'un', 'ambassador', 'agre', 'unanim', 'text', 'resolut', 'aim', 'restor', 'peac', 'warravag', 'sudan', 'countri', 'main', 'foe', 'promis', 'conclud', 'talk', 'yearold', 'conflict', 'end', 'year']\n",
      "Final Preprocessed Text: secur council agre sudan resolut foe pledg immin deal afp afp un ambassador agre unanim text resolut aim restor peac warravag sudan countri main foe promis conclud talk yearold conflict end year\n",
      "\n",
      "Original Text: Dutch court blocks Kurd rebel extradition A district court in the Netherlands has blocked the extradition of an alleged Kurdish rebel leader wanted in Turkey for her suspected role in a series of bombings in the 1990s.\n",
      "Lowercased Text: dutch court blocks kurd rebel extradition a district court in the netherlands has blocked the extradition of an alleged kurdish rebel leader wanted in turkey for her suspected role in a series of bombings in the 1990s.\n",
      "Removed URLs: dutch court blocks kurd rebel extradition a district court in the netherlands has blocked the extradition of an alleged kurdish rebel leader wanted in turkey for her suspected role in a series of bombings in the 1990s.\n",
      "Removed HTML Tags: dutch court blocks kurd rebel extradition a district court in the netherlands has blocked the extradition of an alleged kurdish rebel leader wanted in turkey for her suspected role in a series of bombings in the 1990s.\n",
      "Removed Special Characters: dutch court blocks kurd rebel extradition a district court in the netherlands has blocked the extradition of an alleged kurdish rebel leader wanted in turkey for her suspected role in a series of bombings in the s\n",
      "Tokens: ['dutch', 'court', 'blocks', 'kurd', 'rebel', 'extradition', 'a', 'district', 'court', 'in', 'the', 'netherlands', 'has', 'blocked', 'the', 'extradition', 'of', 'an', 'alleged', 'kurdish', 'rebel', 'leader', 'wanted', 'in', 'turkey', 'for', 'her', 'suspected', 'role', 'in', 'a', 'series', 'of', 'bombings', 'in', 'the', 's']\n",
      "Removed Stopwords: ['dutch', 'court', 'blocks', 'kurd', 'rebel', 'extradition', 'district', 'court', 'netherlands', 'blocked', 'extradition', 'alleged', 'kurdish', 'rebel', 'leader', 'wanted', 'turkey', 'suspected', 'role', 'series', 'bombings']\n",
      "Stemmed Tokens: ['dutch', 'court', 'block', 'kurd', 'rebel', 'extradit', 'district', 'court', 'netherland', 'block', 'extradit', 'alleg', 'kurdish', 'rebel', 'leader', 'want', 'turkey', 'suspect', 'role', 'seri', 'bomb']\n",
      "Final Preprocessed Text: dutch court block kurd rebel extradit district court netherland block extradit alleg kurdish rebel leader want turkey suspect role seri bomb\n",
      "\n",
      "Original Text: Bush senior: US will work with Blair on Mideast Prime Minister Tony Blair #39;s call for a new Mideast peace push  quot;was heard loud and clear in Washington, quot; former US President George HW Bush said in comments broadcast Sunday.\n",
      "Lowercased Text: bush senior: us will work with blair on mideast prime minister tony blair #39;s call for a new mideast peace push  quot;was heard loud and clear in washington, quot; former us president george hw bush said in comments broadcast sunday.\n",
      "Removed URLs: bush senior: us will work with blair on mideast prime minister tony blair #39;s call for a new mideast peace push  quot;was heard loud and clear in washington, quot; former us president george hw bush said in comments broadcast sunday.\n",
      "Removed HTML Tags: bush senior: us will work with blair on mideast prime minister tony blair #39;s call for a new mideast peace push  quot;was heard loud and clear in washington, quot; former us president george hw bush said in comments broadcast sunday.\n",
      "Removed Special Characters: bush senior us will work with blair on mideast prime minister tony blair s call for a new mideast peace push  quotwas heard loud and clear in washington quot former us president george hw bush said in comments broadcast sunday\n",
      "Tokens: ['bush', 'senior', 'us', 'will', 'work', 'with', 'blair', 'on', 'mideast', 'prime', 'minister', 'tony', 'blair', 's', 'call', 'for', 'a', 'new', 'mideast', 'peace', 'push', 'quotwas', 'heard', 'loud', 'and', 'clear', 'in', 'washington', 'quot', 'former', 'us', 'president', 'george', 'hw', 'bush', 'said', 'in', 'comments', 'broadcast', 'sunday']\n",
      "Removed Stopwords: ['bush', 'senior', 'us', 'work', 'blair', 'mideast', 'prime', 'minister', 'tony', 'blair', 'call', 'new', 'mideast', 'peace', 'push', 'quotwas', 'heard', 'loud', 'clear', 'washington', 'quot', 'former', 'us', 'president', 'george', 'hw', 'bush', 'said', 'comments', 'broadcast', 'sunday']\n",
      "Stemmed Tokens: ['bush', 'senior', 'us', 'work', 'blair', 'mideast', 'prime', 'minist', 'toni', 'blair', 'call', 'new', 'mideast', 'peac', 'push', 'quotwa', 'heard', 'loud', 'clear', 'washington', 'quot', 'former', 'us', 'presid', 'georg', 'hw', 'bush', 'said', 'comment', 'broadcast', 'sunday']\n",
      "Final Preprocessed Text: bush senior us work blair mideast prime minist toni blair call new mideast peac push quotwa heard loud clear washington quot former us presid georg hw bush said comment broadcast sunday\n",
      "\n",
      "Original Text: UN probe backs Iran nuclear claim Iran has not diverted declared nuclear materials for weapons but concern remains, the UN watchdog says.\n",
      "Lowercased Text: un probe backs iran nuclear claim iran has not diverted declared nuclear materials for weapons but concern remains, the un watchdog says.\n",
      "Removed URLs: un probe backs iran nuclear claim iran has not diverted declared nuclear materials for weapons but concern remains, the un watchdog says.\n",
      "Removed HTML Tags: un probe backs iran nuclear claim iran has not diverted declared nuclear materials for weapons but concern remains, the un watchdog says.\n",
      "Removed Special Characters: un probe backs iran nuclear claim iran has not diverted declared nuclear materials for weapons but concern remains the un watchdog says\n",
      "Tokens: ['un', 'probe', 'backs', 'iran', 'nuclear', 'claim', 'iran', 'has', 'not', 'diverted', 'declared', 'nuclear', 'materials', 'for', 'weapons', 'but', 'concern', 'remains', 'the', 'un', 'watchdog', 'says']\n",
      "Removed Stopwords: ['un', 'probe', 'backs', 'iran', 'nuclear', 'claim', 'iran', 'diverted', 'declared', 'nuclear', 'materials', 'weapons', 'concern', 'remains', 'un', 'watchdog', 'says']\n",
      "Stemmed Tokens: ['un', 'probe', 'back', 'iran', 'nuclear', 'claim', 'iran', 'divert', 'declar', 'nuclear', 'materi', 'weapon', 'concern', 'remain', 'un', 'watchdog', 'say']\n",
      "Final Preprocessed Text: un probe back iran nuclear claim iran divert declar nuclear materi weapon concern remain un watchdog say\n",
      "\n",
      "Original Text: Arafat doctors say he doesn #39;t have cancer RAMALLAH, West Bank Yasser Arafat #39;s doctors have been looking over the results of his blood tests and they #39;re ruling out cancer.\n",
      "Lowercased Text: arafat doctors say he doesn #39;t have cancer ramallah, west bank yasser arafat #39;s doctors have been looking over the results of his blood tests and they #39;re ruling out cancer.\n",
      "Removed URLs: arafat doctors say he doesn #39;t have cancer ramallah, west bank yasser arafat #39;s doctors have been looking over the results of his blood tests and they #39;re ruling out cancer.\n",
      "Removed HTML Tags: arafat doctors say he doesn #39;t have cancer ramallah, west bank yasser arafat #39;s doctors have been looking over the results of his blood tests and they #39;re ruling out cancer.\n",
      "Removed Special Characters: arafat doctors say he doesn t have cancer ramallah west bank yasser arafat s doctors have been looking over the results of his blood tests and they re ruling out cancer\n",
      "Tokens: ['arafat', 'doctors', 'say', 'he', 'doesn', 't', 'have', 'cancer', 'ramallah', 'west', 'bank', 'yasser', 'arafat', 's', 'doctors', 'have', 'been', 'looking', 'over', 'the', 'results', 'of', 'his', 'blood', 'tests', 'and', 'they', 're', 'ruling', 'out', 'cancer']\n",
      "Removed Stopwords: ['arafat', 'doctors', 'say', 'cancer', 'ramallah', 'west', 'bank', 'yasser', 'arafat', 'doctors', 'looking', 'results', 'blood', 'tests', 'ruling', 'cancer']\n",
      "Stemmed Tokens: ['arafat', 'doctor', 'say', 'cancer', 'ramallah', 'west', 'bank', 'yasser', 'arafat', 'doctor', 'look', 'result', 'blood', 'test', 'rule', 'cancer']\n",
      "Final Preprocessed Text: arafat doctor say cancer ramallah west bank yasser arafat doctor look result blood test rule cancer\n",
      "\n",
      "Original Text: Clock ticks down for French hostages, Iraq government in security &lt;b&gt;...&lt;/b&gt; BAGHDAD : The clock was ticking down for two French hostages whose Islamist abductors have served Paris with an ultimatum to lift a ban on Muslim headscarves in schools, while Iraq #39;s government continued efforts to end the chaos prevailing in the country.\n",
      "Lowercased Text: clock ticks down for french hostages, iraq government in security &lt;b&gt;...&lt;/b&gt; baghdad : the clock was ticking down for two french hostages whose islamist abductors have served paris with an ultimatum to lift a ban on muslim headscarves in schools, while iraq #39;s government continued efforts to end the chaos prevailing in the country.\n",
      "Removed URLs: clock ticks down for french hostages, iraq government in security &lt;b&gt;...&lt;/b&gt; baghdad : the clock was ticking down for two french hostages whose islamist abductors have served paris with an ultimatum to lift a ban on muslim headscarves in schools, while iraq #39;s government continued efforts to end the chaos prevailing in the country.\n",
      "Removed HTML Tags: clock ticks down for french hostages, iraq government in security &lt;b&gt;...&lt;/b&gt; baghdad : the clock was ticking down for two french hostages whose islamist abductors have served paris with an ultimatum to lift a ban on muslim headscarves in schools, while iraq #39;s government continued efforts to end the chaos prevailing in the country.\n",
      "Removed Special Characters: clock ticks down for french hostages iraq government in security ltbgtltbgt baghdad  the clock was ticking down for two french hostages whose islamist abductors have served paris with an ultimatum to lift a ban on muslim headscarves in schools while iraq s government continued efforts to end the chaos prevailing in the country\n",
      "Tokens: ['clock', 'ticks', 'down', 'for', 'french', 'hostages', 'iraq', 'government', 'in', 'security', 'ltbgtltbgt', 'baghdad', 'the', 'clock', 'was', 'ticking', 'down', 'for', 'two', 'french', 'hostages', 'whose', 'islamist', 'abductors', 'have', 'served', 'paris', 'with', 'an', 'ultimatum', 'to', 'lift', 'a', 'ban', 'on', 'muslim', 'headscarves', 'in', 'schools', 'while', 'iraq', 's', 'government', 'continued', 'efforts', 'to', 'end', 'the', 'chaos', 'prevailing', 'in', 'the', 'country']\n",
      "Removed Stopwords: ['clock', 'ticks', 'french', 'hostages', 'iraq', 'government', 'security', 'ltbgtltbgt', 'baghdad', 'clock', 'ticking', 'two', 'french', 'hostages', 'whose', 'islamist', 'abductors', 'served', 'paris', 'ultimatum', 'lift', 'ban', 'muslim', 'headscarves', 'schools', 'iraq', 'government', 'continued', 'efforts', 'end', 'chaos', 'prevailing', 'country']\n",
      "Stemmed Tokens: ['clock', 'tick', 'french', 'hostag', 'iraq', 'govern', 'secur', 'ltbgtltbgt', 'baghdad', 'clock', 'tick', 'two', 'french', 'hostag', 'whose', 'islamist', 'abductor', 'serv', 'pari', 'ultimatum', 'lift', 'ban', 'muslim', 'headscarv', 'school', 'iraq', 'govern', 'continu', 'effort', 'end', 'chao', 'prevail', 'countri']\n",
      "Final Preprocessed Text: clock tick french hostag iraq govern secur ltbgtltbgt baghdad clock tick two french hostag whose islamist abductor serv pari ultimatum lift ban muslim headscarv school iraq govern continu effort end chao prevail countri\n",
      "\n",
      "Original Text: MEPs:  #39;Homophobic #39; justice chief must quit Italy #39;s European commissioner-designate, Rocco Buttiglione, faced a formal call from MEPs for his resignation yesterday over his description of homosexuality as a  quot;sin quot;.\n",
      "Lowercased Text: meps:  #39;homophobic #39; justice chief must quit italy #39;s european commissioner-designate, rocco buttiglione, faced a formal call from meps for his resignation yesterday over his description of homosexuality as a  quot;sin quot;.\n",
      "Removed URLs: meps:  #39;homophobic #39; justice chief must quit italy #39;s european commissioner-designate, rocco buttiglione, faced a formal call from meps for his resignation yesterday over his description of homosexuality as a  quot;sin quot;.\n",
      "Removed HTML Tags: meps:  #39;homophobic #39; justice chief must quit italy #39;s european commissioner-designate, rocco buttiglione, faced a formal call from meps for his resignation yesterday over his description of homosexuality as a  quot;sin quot;.\n",
      "Removed Special Characters: meps  homophobic  justice chief must quit italy s european commissionerdesignate rocco buttiglione faced a formal call from meps for his resignation yesterday over his description of homosexuality as a  quotsin quot\n",
      "Tokens: ['meps', 'homophobic', 'justice', 'chief', 'must', 'quit', 'italy', 's', 'european', 'commissionerdesignate', 'rocco', 'buttiglione', 'faced', 'a', 'formal', 'call', 'from', 'meps', 'for', 'his', 'resignation', 'yesterday', 'over', 'his', 'description', 'of', 'homosexuality', 'as', 'a', 'quotsin', 'quot']\n",
      "Removed Stopwords: ['meps', 'homophobic', 'justice', 'chief', 'must', 'quit', 'italy', 'european', 'commissionerdesignate', 'rocco', 'buttiglione', 'faced', 'formal', 'call', 'meps', 'resignation', 'yesterday', 'description', 'homosexuality', 'quotsin', 'quot']\n",
      "Stemmed Tokens: ['mep', 'homophob', 'justic', 'chief', 'must', 'quit', 'itali', 'european', 'commissionerdesign', 'rocco', 'buttiglion', 'face', 'formal', 'call', 'mep', 'resign', 'yesterday', 'descript', 'homosexu', 'quotsin', 'quot']\n",
      "Final Preprocessed Text: mep homophob justic chief must quit itali european commissionerdesign rocco buttiglion face formal call mep resign yesterday descript homosexu quotsin quot\n",
      "\n",
      "Original Text: Kenya Anti-Graft Chief Resigns The chairman of Kenya #39;s Anti-Corruption Advisory Board has resigned, accusing President Mwai Kibaki of interfering in the board #39;s work.\n",
      "Lowercased Text: kenya anti-graft chief resigns the chairman of kenya #39;s anti-corruption advisory board has resigned, accusing president mwai kibaki of interfering in the board #39;s work.\n",
      "Removed URLs: kenya anti-graft chief resigns the chairman of kenya #39;s anti-corruption advisory board has resigned, accusing president mwai kibaki of interfering in the board #39;s work.\n",
      "Removed HTML Tags: kenya anti-graft chief resigns the chairman of kenya #39;s anti-corruption advisory board has resigned, accusing president mwai kibaki of interfering in the board #39;s work.\n",
      "Removed Special Characters: kenya antigraft chief resigns the chairman of kenya s anticorruption advisory board has resigned accusing president mwai kibaki of interfering in the board s work\n",
      "Tokens: ['kenya', 'antigraft', 'chief', 'resigns', 'the', 'chairman', 'of', 'kenya', 's', 'anticorruption', 'advisory', 'board', 'has', 'resigned', 'accusing', 'president', 'mwai', 'kibaki', 'of', 'interfering', 'in', 'the', 'board', 's', 'work']\n",
      "Removed Stopwords: ['kenya', 'antigraft', 'chief', 'resigns', 'chairman', 'kenya', 'anticorruption', 'advisory', 'board', 'resigned', 'accusing', 'president', 'mwai', 'kibaki', 'interfering', 'board', 'work']\n",
      "Stemmed Tokens: ['kenya', 'antigraft', 'chief', 'resign', 'chairman', 'kenya', 'anticorrupt', 'advisori', 'board', 'resign', 'accus', 'presid', 'mwai', 'kibaki', 'interf', 'board', 'work']\n",
      "Final Preprocessed Text: kenya antigraft chief resign chairman kenya anticorrupt advisori board resign accus presid mwai kibaki interf board work\n",
      "\n",
      "Original Text: Bush Hits Kerry on U.S. Needing 'Global Test' (Reuters) Reuters - President Bush said on Saturday\\Democrat John Kerry's debate remark that U.S. preemptive\\military action should be subject to a \"global test\" would give\\other nations a veto over American national security decisions.\n",
      "Lowercased Text: bush hits kerry on u.s. needing 'global test' (reuters) reuters - president bush said on saturday\\democrat john kerry's debate remark that u.s. preemptive\\military action should be subject to a \"global test\" would give\\other nations a veto over american national security decisions.\n",
      "Removed URLs: bush hits kerry on u.s. needing 'global test' (reuters) reuters - president bush said on saturday\\democrat john kerry's debate remark that u.s. preemptive\\military action should be subject to a \"global test\" would give\\other nations a veto over american national security decisions.\n",
      "Removed HTML Tags: bush hits kerry on u.s. needing 'global test' (reuters) reuters - president bush said on saturday\\democrat john kerry's debate remark that u.s. preemptive\\military action should be subject to a \"global test\" would give\\other nations a veto over american national security decisions.\n",
      "Removed Special Characters: bush hits kerry on us needing global test reuters reuters  president bush said on saturdaydemocrat john kerrys debate remark that us preemptivemilitary action should be subject to a global test would giveother nations a veto over american national security decisions\n",
      "Tokens: ['bush', 'hits', 'kerry', 'on', 'us', 'needing', 'global', 'test', 'reuters', 'reuters', 'president', 'bush', 'said', 'on', 'saturdaydemocrat', 'john', 'kerrys', 'debate', 'remark', 'that', 'us', 'preemptivemilitary', 'action', 'should', 'be', 'subject', 'to', 'a', 'global', 'test', 'would', 'giveother', 'nations', 'a', 'veto', 'over', 'american', 'national', 'security', 'decisions']\n",
      "Removed Stopwords: ['bush', 'hits', 'kerry', 'us', 'needing', 'global', 'test', 'reuters', 'reuters', 'president', 'bush', 'said', 'saturdaydemocrat', 'john', 'kerrys', 'debate', 'remark', 'us', 'preemptivemilitary', 'action', 'subject', 'global', 'test', 'would', 'giveother', 'nations', 'veto', 'american', 'national', 'security', 'decisions']\n",
      "Stemmed Tokens: ['bush', 'hit', 'kerri', 'us', 'need', 'global', 'test', 'reuter', 'reuter', 'presid', 'bush', 'said', 'saturdaydemocrat', 'john', 'kerri', 'debat', 'remark', 'us', 'preemptivemilitari', 'action', 'subject', 'global', 'test', 'would', 'giveoth', 'nation', 'veto', 'american', 'nation', 'secur', 'decis']\n",
      "Final Preprocessed Text: bush hit kerri us need global test reuter reuter presid bush said saturdaydemocrat john kerri debat remark us preemptivemilitari action subject global test would giveoth nation veto american nation secur decis\n",
      "\n",
      "Original Text: Suicide bombs and rebel attacks as disillusioned Chechnya votes THEIR previous leader was assassinated in a bomb blast, scores of their fellow countrymen have been killed this month and yesterday it was confirmed that terrorist explosives were responsible for downing a civilian aircraft last week.\n",
      "Lowercased Text: suicide bombs and rebel attacks as disillusioned chechnya votes their previous leader was assassinated in a bomb blast, scores of their fellow countrymen have been killed this month and yesterday it was confirmed that terrorist explosives were responsible for downing a civilian aircraft last week.\n",
      "Removed URLs: suicide bombs and rebel attacks as disillusioned chechnya votes their previous leader was assassinated in a bomb blast, scores of their fellow countrymen have been killed this month and yesterday it was confirmed that terrorist explosives were responsible for downing a civilian aircraft last week.\n",
      "Removed HTML Tags: suicide bombs and rebel attacks as disillusioned chechnya votes their previous leader was assassinated in a bomb blast, scores of their fellow countrymen have been killed this month and yesterday it was confirmed that terrorist explosives were responsible for downing a civilian aircraft last week.\n",
      "Removed Special Characters: suicide bombs and rebel attacks as disillusioned chechnya votes their previous leader was assassinated in a bomb blast scores of their fellow countrymen have been killed this month and yesterday it was confirmed that terrorist explosives were responsible for downing a civilian aircraft last week\n",
      "Tokens: ['suicide', 'bombs', 'and', 'rebel', 'attacks', 'as', 'disillusioned', 'chechnya', 'votes', 'their', 'previous', 'leader', 'was', 'assassinated', 'in', 'a', 'bomb', 'blast', 'scores', 'of', 'their', 'fellow', 'countrymen', 'have', 'been', 'killed', 'this', 'month', 'and', 'yesterday', 'it', 'was', 'confirmed', 'that', 'terrorist', 'explosives', 'were', 'responsible', 'for', 'downing', 'a', 'civilian', 'aircraft', 'last', 'week']\n",
      "Removed Stopwords: ['suicide', 'bombs', 'rebel', 'attacks', 'disillusioned', 'chechnya', 'votes', 'previous', 'leader', 'assassinated', 'bomb', 'blast', 'scores', 'fellow', 'countrymen', 'killed', 'month', 'yesterday', 'confirmed', 'terrorist', 'explosives', 'responsible', 'downing', 'civilian', 'aircraft', 'last', 'week']\n",
      "Stemmed Tokens: ['suicid', 'bomb', 'rebel', 'attack', 'disillus', 'chechnya', 'vote', 'previou', 'leader', 'assassin', 'bomb', 'blast', 'score', 'fellow', 'countrymen', 'kill', 'month', 'yesterday', 'confirm', 'terrorist', 'explos', 'respons', 'down', 'civilian', 'aircraft', 'last', 'week']\n",
      "Final Preprocessed Text: suicid bomb rebel attack disillus chechnya vote previou leader assassin bomb blast score fellow countrymen kill month yesterday confirm terrorist explos respons down civilian aircraft last week\n",
      "\n",
      "Original Text: Italy calls time on Libya embargo Italian Interior Minister Giuseppe Pisanu says Italy is ready to lift EU sanctions on Libya unilaterally if the whole EU fails to do so next week.\n",
      "Lowercased Text: italy calls time on libya embargo italian interior minister giuseppe pisanu says italy is ready to lift eu sanctions on libya unilaterally if the whole eu fails to do so next week.\n",
      "Removed URLs: italy calls time on libya embargo italian interior minister giuseppe pisanu says italy is ready to lift eu sanctions on libya unilaterally if the whole eu fails to do so next week.\n",
      "Removed HTML Tags: italy calls time on libya embargo italian interior minister giuseppe pisanu says italy is ready to lift eu sanctions on libya unilaterally if the whole eu fails to do so next week.\n",
      "Removed Special Characters: italy calls time on libya embargo italian interior minister giuseppe pisanu says italy is ready to lift eu sanctions on libya unilaterally if the whole eu fails to do so next week\n",
      "Tokens: ['italy', 'calls', 'time', 'on', 'libya', 'embargo', 'italian', 'interior', 'minister', 'giuseppe', 'pisanu', 'says', 'italy', 'is', 'ready', 'to', 'lift', 'eu', 'sanctions', 'on', 'libya', 'unilaterally', 'if', 'the', 'whole', 'eu', 'fails', 'to', 'do', 'so', 'next', 'week']\n",
      "Removed Stopwords: ['italy', 'calls', 'time', 'libya', 'embargo', 'italian', 'interior', 'minister', 'giuseppe', 'pisanu', 'says', 'italy', 'ready', 'lift', 'eu', 'sanctions', 'libya', 'unilaterally', 'whole', 'eu', 'fails', 'next', 'week']\n",
      "Stemmed Tokens: ['itali', 'call', 'time', 'libya', 'embargo', 'italian', 'interior', 'minist', 'giusepp', 'pisanu', 'say', 'itali', 'readi', 'lift', 'eu', 'sanction', 'libya', 'unilater', 'whole', 'eu', 'fail', 'next', 'week']\n",
      "Final Preprocessed Text: itali call time libya embargo italian interior minist giusepp pisanu say itali readi lift eu sanction libya unilater whole eu fail next week\n",
      "\n",
      "Original Text: Cricket: SA rock England  England are reduced to 95-4 in reply to South Africa's 441 in the third Test in Cape Town.\n",
      "Lowercased Text: cricket: sa rock england  england are reduced to 95-4 in reply to south africa's 441 in the third test in cape town.\n",
      "Removed URLs: cricket: sa rock england  england are reduced to 95-4 in reply to south africa's 441 in the third test in cape town.\n",
      "Removed HTML Tags: cricket: sa rock england  england are reduced to 95-4 in reply to south africa's 441 in the third test in cape town.\n",
      "Removed Special Characters: cricket sa rock england  england are reduced to  in reply to south africas  in the third test in cape town\n",
      "Tokens: ['cricket', 'sa', 'rock', 'england', 'england', 'are', 'reduced', 'to', 'in', 'reply', 'to', 'south', 'africas', 'in', 'the', 'third', 'test', 'in', 'cape', 'town']\n",
      "Removed Stopwords: ['cricket', 'sa', 'rock', 'england', 'england', 'reduced', 'reply', 'south', 'africas', 'third', 'test', 'cape', 'town']\n",
      "Stemmed Tokens: ['cricket', 'sa', 'rock', 'england', 'england', 'reduc', 'repli', 'south', 'africa', 'third', 'test', 'cape', 'town']\n",
      "Final Preprocessed Text: cricket sa rock england england reduc repli south africa third test cape town\n",
      "\n",
      "Original Text: Canadian Navy say stricken sub was seaworthy The Canadian Navy says it is absolutely convinced the submarine Chicoutimi was seaworthy when they took possession of it. It comes as they prepare to give further details of the devastating fire which crippled the vessel.\n",
      "Lowercased Text: canadian navy say stricken sub was seaworthy the canadian navy says it is absolutely convinced the submarine chicoutimi was seaworthy when they took possession of it. it comes as they prepare to give further details of the devastating fire which crippled the vessel.\n",
      "Removed URLs: canadian navy say stricken sub was seaworthy the canadian navy says it is absolutely convinced the submarine chicoutimi was seaworthy when they took possession of it. it comes as they prepare to give further details of the devastating fire which crippled the vessel.\n",
      "Removed HTML Tags: canadian navy say stricken sub was seaworthy the canadian navy says it is absolutely convinced the submarine chicoutimi was seaworthy when they took possession of it. it comes as they prepare to give further details of the devastating fire which crippled the vessel.\n",
      "Removed Special Characters: canadian navy say stricken sub was seaworthy the canadian navy says it is absolutely convinced the submarine chicoutimi was seaworthy when they took possession of it it comes as they prepare to give further details of the devastating fire which crippled the vessel\n",
      "Tokens: ['canadian', 'navy', 'say', 'stricken', 'sub', 'was', 'seaworthy', 'the', 'canadian', 'navy', 'says', 'it', 'is', 'absolutely', 'convinced', 'the', 'submarine', 'chicoutimi', 'was', 'seaworthy', 'when', 'they', 'took', 'possession', 'of', 'it', 'it', 'comes', 'as', 'they', 'prepare', 'to', 'give', 'further', 'details', 'of', 'the', 'devastating', 'fire', 'which', 'crippled', 'the', 'vessel']\n",
      "Removed Stopwords: ['canadian', 'navy', 'say', 'stricken', 'sub', 'seaworthy', 'canadian', 'navy', 'says', 'absolutely', 'convinced', 'submarine', 'chicoutimi', 'seaworthy', 'took', 'possession', 'comes', 'prepare', 'give', 'details', 'devastating', 'fire', 'crippled', 'vessel']\n",
      "Stemmed Tokens: ['canadian', 'navi', 'say', 'stricken', 'sub', 'seaworthi', 'canadian', 'navi', 'say', 'absolut', 'convinc', 'submarin', 'chicoutimi', 'seaworthi', 'took', 'possess', 'come', 'prepar', 'give', 'detail', 'devast', 'fire', 'crippl', 'vessel']\n",
      "Final Preprocessed Text: canadian navi say stricken sub seaworthi canadian navi say absolut convinc submarin chicoutimi seaworthi took possess come prepar give detail devast fire crippl vessel\n",
      "\n",
      "Original Text: Putin woos Ukraine with a Russian common market The choice in Sunday's presidential election: move closer to Europe or Russia?\n",
      "Lowercased Text: putin woos ukraine with a russian common market the choice in sunday's presidential election: move closer to europe or russia?\n",
      "Removed URLs: putin woos ukraine with a russian common market the choice in sunday's presidential election: move closer to europe or russia?\n",
      "Removed HTML Tags: putin woos ukraine with a russian common market the choice in sunday's presidential election: move closer to europe or russia?\n",
      "Removed Special Characters: putin woos ukraine with a russian common market the choice in sundays presidential election move closer to europe or russia\n",
      "Tokens: ['putin', 'woos', 'ukraine', 'with', 'a', 'russian', 'common', 'market', 'the', 'choice', 'in', 'sundays', 'presidential', 'election', 'move', 'closer', 'to', 'europe', 'or', 'russia']\n",
      "Removed Stopwords: ['putin', 'woos', 'ukraine', 'russian', 'common', 'market', 'choice', 'sundays', 'presidential', 'election', 'move', 'closer', 'europe', 'russia']\n",
      "Stemmed Tokens: ['putin', 'woo', 'ukrain', 'russian', 'common', 'market', 'choic', 'sunday', 'presidenti', 'elect', 'move', 'closer', 'europ', 'russia']\n",
      "Final Preprocessed Text: putin woo ukrain russian common market choic sunday presidenti elect move closer europ russia\n",
      "\n",
      "Original Text: Egyptian police block solidarity group accompanying aid to Palestinians (AFP) AFP - Members of an international solidarity group trying accompanying humanitarian assistance to the Gaza Strip abandoned their trip after a standoff with security forces, a member of the group said.\n",
      "Lowercased Text: egyptian police block solidarity group accompanying aid to palestinians (afp) afp - members of an international solidarity group trying accompanying humanitarian assistance to the gaza strip abandoned their trip after a standoff with security forces, a member of the group said.\n",
      "Removed URLs: egyptian police block solidarity group accompanying aid to palestinians (afp) afp - members of an international solidarity group trying accompanying humanitarian assistance to the gaza strip abandoned their trip after a standoff with security forces, a member of the group said.\n",
      "Removed HTML Tags: egyptian police block solidarity group accompanying aid to palestinians (afp) afp - members of an international solidarity group trying accompanying humanitarian assistance to the gaza strip abandoned their trip after a standoff with security forces, a member of the group said.\n",
      "Removed Special Characters: egyptian police block solidarity group accompanying aid to palestinians afp afp  members of an international solidarity group trying accompanying humanitarian assistance to the gaza strip abandoned their trip after a standoff with security forces a member of the group said\n",
      "Tokens: ['egyptian', 'police', 'block', 'solidarity', 'group', 'accompanying', 'aid', 'to', 'palestinians', 'afp', 'afp', 'members', 'of', 'an', 'international', 'solidarity', 'group', 'trying', 'accompanying', 'humanitarian', 'assistance', 'to', 'the', 'gaza', 'strip', 'abandoned', 'their', 'trip', 'after', 'a', 'standoff', 'with', 'security', 'forces', 'a', 'member', 'of', 'the', 'group', 'said']\n",
      "Removed Stopwords: ['egyptian', 'police', 'block', 'solidarity', 'group', 'accompanying', 'aid', 'palestinians', 'afp', 'afp', 'members', 'international', 'solidarity', 'group', 'trying', 'accompanying', 'humanitarian', 'assistance', 'gaza', 'strip', 'abandoned', 'trip', 'standoff', 'security', 'forces', 'member', 'group', 'said']\n",
      "Stemmed Tokens: ['egyptian', 'polic', 'block', 'solidar', 'group', 'accompani', 'aid', 'palestinian', 'afp', 'afp', 'member', 'intern', 'solidar', 'group', 'tri', 'accompani', 'humanitarian', 'assist', 'gaza', 'strip', 'abandon', 'trip', 'standoff', 'secur', 'forc', 'member', 'group', 'said']\n",
      "Final Preprocessed Text: egyptian polic block solidar group accompani aid palestinian afp afp member intern solidar group tri accompani humanitarian assist gaza strip abandon trip standoff secur forc member group said\n",
      "\n",
      "Original Text: Guitarist killer's motive unknown US police say they still have no idea why a gunman shot and killed guitarist Darrell Abbott and three others at a rock concert.\n",
      "Lowercased Text: guitarist killer's motive unknown us police say they still have no idea why a gunman shot and killed guitarist darrell abbott and three others at a rock concert.\n",
      "Removed URLs: guitarist killer's motive unknown us police say they still have no idea why a gunman shot and killed guitarist darrell abbott and three others at a rock concert.\n",
      "Removed HTML Tags: guitarist killer's motive unknown us police say they still have no idea why a gunman shot and killed guitarist darrell abbott and three others at a rock concert.\n",
      "Removed Special Characters: guitarist killers motive unknown us police say they still have no idea why a gunman shot and killed guitarist darrell abbott and three others at a rock concert\n",
      "Tokens: ['guitarist', 'killers', 'motive', 'unknown', 'us', 'police', 'say', 'they', 'still', 'have', 'no', 'idea', 'why', 'a', 'gunman', 'shot', 'and', 'killed', 'guitarist', 'darrell', 'abbott', 'and', 'three', 'others', 'at', 'a', 'rock', 'concert']\n",
      "Removed Stopwords: ['guitarist', 'killers', 'motive', 'unknown', 'us', 'police', 'say', 'still', 'idea', 'gunman', 'shot', 'killed', 'guitarist', 'darrell', 'abbott', 'three', 'others', 'rock', 'concert']\n",
      "Stemmed Tokens: ['guitarist', 'killer', 'motiv', 'unknown', 'us', 'polic', 'say', 'still', 'idea', 'gunman', 'shot', 'kill', 'guitarist', 'darrel', 'abbott', 'three', 'other', 'rock', 'concert']\n",
      "Final Preprocessed Text: guitarist killer motiv unknown us polic say still idea gunman shot kill guitarist darrel abbott three other rock concert\n",
      "\n",
      "Original Text: Attackers Detonate Car Bombs in Baghdad BAGHDAD, Iraq - Suicide attackers exploded a pair of car bombs outside an Iraqi National Guard compound west of the capital Sunday, wounding American and Iraqi forces, and the U.S. military announced the arrest of a senior Iraqi commander for alleged ties to the insurgency...\n",
      "Lowercased Text: attackers detonate car bombs in baghdad baghdad, iraq - suicide attackers exploded a pair of car bombs outside an iraqi national guard compound west of the capital sunday, wounding american and iraqi forces, and the u.s. military announced the arrest of a senior iraqi commander for alleged ties to the insurgency...\n",
      "Removed URLs: attackers detonate car bombs in baghdad baghdad, iraq - suicide attackers exploded a pair of car bombs outside an iraqi national guard compound west of the capital sunday, wounding american and iraqi forces, and the u.s. military announced the arrest of a senior iraqi commander for alleged ties to the insurgency...\n",
      "Removed HTML Tags: attackers detonate car bombs in baghdad baghdad, iraq - suicide attackers exploded a pair of car bombs outside an iraqi national guard compound west of the capital sunday, wounding american and iraqi forces, and the u.s. military announced the arrest of a senior iraqi commander for alleged ties to the insurgency...\n",
      "Removed Special Characters: attackers detonate car bombs in baghdad baghdad iraq  suicide attackers exploded a pair of car bombs outside an iraqi national guard compound west of the capital sunday wounding american and iraqi forces and the us military announced the arrest of a senior iraqi commander for alleged ties to the insurgency\n",
      "Tokens: ['attackers', 'detonate', 'car', 'bombs', 'in', 'baghdad', 'baghdad', 'iraq', 'suicide', 'attackers', 'exploded', 'a', 'pair', 'of', 'car', 'bombs', 'outside', 'an', 'iraqi', 'national', 'guard', 'compound', 'west', 'of', 'the', 'capital', 'sunday', 'wounding', 'american', 'and', 'iraqi', 'forces', 'and', 'the', 'us', 'military', 'announced', 'the', 'arrest', 'of', 'a', 'senior', 'iraqi', 'commander', 'for', 'alleged', 'ties', 'to', 'the', 'insurgency']\n",
      "Removed Stopwords: ['attackers', 'detonate', 'car', 'bombs', 'baghdad', 'baghdad', 'iraq', 'suicide', 'attackers', 'exploded', 'pair', 'car', 'bombs', 'outside', 'iraqi', 'national', 'guard', 'compound', 'west', 'capital', 'sunday', 'wounding', 'american', 'iraqi', 'forces', 'us', 'military', 'announced', 'arrest', 'senior', 'iraqi', 'commander', 'alleged', 'ties', 'insurgency']\n",
      "Stemmed Tokens: ['attack', 'deton', 'car', 'bomb', 'baghdad', 'baghdad', 'iraq', 'suicid', 'attack', 'explod', 'pair', 'car', 'bomb', 'outsid', 'iraqi', 'nation', 'guard', 'compound', 'west', 'capit', 'sunday', 'wound', 'american', 'iraqi', 'forc', 'us', 'militari', 'announc', 'arrest', 'senior', 'iraqi', 'command', 'alleg', 'tie', 'insurg']\n",
      "Final Preprocessed Text: attack deton car bomb baghdad baghdad iraq suicid attack explod pair car bomb outsid iraqi nation guard compound west capit sunday wound american iraqi forc us militari announc arrest senior iraqi command alleg tie insurg\n",
      "\n",
      "Original Text: Karzai: Don #39;t Spray Our Poppies A UN survey released this week showed Afghanistan this year supplied 87 percent of the world #39;s opium - the raw material for heroin - following record-high cultivation that has skyrocketed since the fall of the Taliban in 2001.\n",
      "Lowercased Text: karzai: don #39;t spray our poppies a un survey released this week showed afghanistan this year supplied 87 percent of the world #39;s opium - the raw material for heroin - following record-high cultivation that has skyrocketed since the fall of the taliban in 2001.\n",
      "Removed URLs: karzai: don #39;t spray our poppies a un survey released this week showed afghanistan this year supplied 87 percent of the world #39;s opium - the raw material for heroin - following record-high cultivation that has skyrocketed since the fall of the taliban in 2001.\n",
      "Removed HTML Tags: karzai: don #39;t spray our poppies a un survey released this week showed afghanistan this year supplied 87 percent of the world #39;s opium - the raw material for heroin - following record-high cultivation that has skyrocketed since the fall of the taliban in 2001.\n",
      "Removed Special Characters: karzai don t spray our poppies a un survey released this week showed afghanistan this year supplied  percent of the world s opium  the raw material for heroin  following recordhigh cultivation that has skyrocketed since the fall of the taliban in \n",
      "Tokens: ['karzai', 'don', 't', 'spray', 'our', 'poppies', 'a', 'un', 'survey', 'released', 'this', 'week', 'showed', 'afghanistan', 'this', 'year', 'supplied', 'percent', 'of', 'the', 'world', 's', 'opium', 'the', 'raw', 'material', 'for', 'heroin', 'following', 'recordhigh', 'cultivation', 'that', 'has', 'skyrocketed', 'since', 'the', 'fall', 'of', 'the', 'taliban', 'in']\n",
      "Removed Stopwords: ['karzai', 'spray', 'poppies', 'un', 'survey', 'released', 'week', 'showed', 'afghanistan', 'year', 'supplied', 'percent', 'world', 'opium', 'raw', 'material', 'heroin', 'following', 'recordhigh', 'cultivation', 'skyrocketed', 'since', 'fall', 'taliban']\n",
      "Stemmed Tokens: ['karzai', 'spray', 'poppi', 'un', 'survey', 'releas', 'week', 'show', 'afghanistan', 'year', 'suppli', 'percent', 'world', 'opium', 'raw', 'materi', 'heroin', 'follow', 'recordhigh', 'cultiv', 'skyrocket', 'sinc', 'fall', 'taliban']\n",
      "Final Preprocessed Text: karzai spray poppi un survey releas week show afghanistan year suppli percent world opium raw materi heroin follow recordhigh cultiv skyrocket sinc fall taliban\n",
      "\n",
      "Original Text: Annan Tells Powell UN Will Aid Iraq Vote UN Secretary-General Kofi Annan, fending off Republican demands for his resignation over alleged corruption, said Thursday he will expand UN support for Iraqi elections if need be.\n",
      "Lowercased Text: annan tells powell un will aid iraq vote un secretary-general kofi annan, fending off republican demands for his resignation over alleged corruption, said thursday he will expand un support for iraqi elections if need be.\n",
      "Removed URLs: annan tells powell un will aid iraq vote un secretary-general kofi annan, fending off republican demands for his resignation over alleged corruption, said thursday he will expand un support for iraqi elections if need be.\n",
      "Removed HTML Tags: annan tells powell un will aid iraq vote un secretary-general kofi annan, fending off republican demands for his resignation over alleged corruption, said thursday he will expand un support for iraqi elections if need be.\n",
      "Removed Special Characters: annan tells powell un will aid iraq vote un secretarygeneral kofi annan fending off republican demands for his resignation over alleged corruption said thursday he will expand un support for iraqi elections if need be\n",
      "Tokens: ['annan', 'tells', 'powell', 'un', 'will', 'aid', 'iraq', 'vote', 'un', 'secretarygeneral', 'kofi', 'annan', 'fending', 'off', 'republican', 'demands', 'for', 'his', 'resignation', 'over', 'alleged', 'corruption', 'said', 'thursday', 'he', 'will', 'expand', 'un', 'support', 'for', 'iraqi', 'elections', 'if', 'need', 'be']\n",
      "Removed Stopwords: ['annan', 'tells', 'powell', 'un', 'aid', 'iraq', 'vote', 'un', 'secretarygeneral', 'kofi', 'annan', 'fending', 'republican', 'demands', 'resignation', 'alleged', 'corruption', 'said', 'thursday', 'expand', 'un', 'support', 'iraqi', 'elections', 'need']\n",
      "Stemmed Tokens: ['annan', 'tell', 'powel', 'un', 'aid', 'iraq', 'vote', 'un', 'secretarygener', 'kofi', 'annan', 'fend', 'republican', 'demand', 'resign', 'alleg', 'corrupt', 'said', 'thursday', 'expand', 'un', 'support', 'iraqi', 'elect', 'need']\n",
      "Final Preprocessed Text: annan tell powel un aid iraq vote un secretarygener kofi annan fend republican demand resign alleg corrupt said thursday expand un support iraqi elect need\n",
      "\n",
      "Original Text: PM #39;s Senate win opens Telstra sale CANBERRA - Australia #39;s Government cemented the most powerful mandate in nearly 25 years by winning control of the Upper House, freeing it to push ahead with reforms such as the full sale of telecommunications group Telstra.\n",
      "Lowercased Text: pm #39;s senate win opens telstra sale canberra - australia #39;s government cemented the most powerful mandate in nearly 25 years by winning control of the upper house, freeing it to push ahead with reforms such as the full sale of telecommunications group telstra.\n",
      "Removed URLs: pm #39;s senate win opens telstra sale canberra - australia #39;s government cemented the most powerful mandate in nearly 25 years by winning control of the upper house, freeing it to push ahead with reforms such as the full sale of telecommunications group telstra.\n",
      "Removed HTML Tags: pm #39;s senate win opens telstra sale canberra - australia #39;s government cemented the most powerful mandate in nearly 25 years by winning control of the upper house, freeing it to push ahead with reforms such as the full sale of telecommunications group telstra.\n",
      "Removed Special Characters: pm s senate win opens telstra sale canberra  australia s government cemented the most powerful mandate in nearly  years by winning control of the upper house freeing it to push ahead with reforms such as the full sale of telecommunications group telstra\n",
      "Tokens: ['pm', 's', 'senate', 'win', 'opens', 'telstra', 'sale', 'canberra', 'australia', 's', 'government', 'cemented', 'the', 'most', 'powerful', 'mandate', 'in', 'nearly', 'years', 'by', 'winning', 'control', 'of', 'the', 'upper', 'house', 'freeing', 'it', 'to', 'push', 'ahead', 'with', 'reforms', 'such', 'as', 'the', 'full', 'sale', 'of', 'telecommunications', 'group', 'telstra']\n",
      "Removed Stopwords: ['pm', 'senate', 'win', 'opens', 'telstra', 'sale', 'canberra', 'australia', 'government', 'cemented', 'powerful', 'mandate', 'nearly', 'years', 'winning', 'control', 'upper', 'house', 'freeing', 'push', 'ahead', 'reforms', 'full', 'sale', 'telecommunications', 'group', 'telstra']\n",
      "Stemmed Tokens: ['pm', 'senat', 'win', 'open', 'telstra', 'sale', 'canberra', 'australia', 'govern', 'cement', 'power', 'mandat', 'nearli', 'year', 'win', 'control', 'upper', 'hous', 'free', 'push', 'ahead', 'reform', 'full', 'sale', 'telecommun', 'group', 'telstra']\n",
      "Final Preprocessed Text: pm senat win open telstra sale canberra australia govern cement power mandat nearli year win control upper hous free push ahead reform full sale telecommun group telstra\n",
      "\n",
      "Original Text:  #39;Sudden jump #39; in greenhouse gases LONDON, England -- A US scientist is reported to have observed a surprising jump in the amount of carbon dioxide, the main greenhouse gas.\n",
      "Lowercased Text:  #39;sudden jump #39; in greenhouse gases london, england -- a us scientist is reported to have observed a surprising jump in the amount of carbon dioxide, the main greenhouse gas.\n",
      "Removed URLs:  #39;sudden jump #39; in greenhouse gases london, england -- a us scientist is reported to have observed a surprising jump in the amount of carbon dioxide, the main greenhouse gas.\n",
      "Removed HTML Tags:  #39;sudden jump #39; in greenhouse gases london, england -- a us scientist is reported to have observed a surprising jump in the amount of carbon dioxide, the main greenhouse gas.\n",
      "Removed Special Characters:  sudden jump  in greenhouse gases london england  a us scientist is reported to have observed a surprising jump in the amount of carbon dioxide the main greenhouse gas\n",
      "Tokens: ['sudden', 'jump', 'in', 'greenhouse', 'gases', 'london', 'england', 'a', 'us', 'scientist', 'is', 'reported', 'to', 'have', 'observed', 'a', 'surprising', 'jump', 'in', 'the', 'amount', 'of', 'carbon', 'dioxide', 'the', 'main', 'greenhouse', 'gas']\n",
      "Removed Stopwords: ['sudden', 'jump', 'greenhouse', 'gases', 'london', 'england', 'us', 'scientist', 'reported', 'observed', 'surprising', 'jump', 'amount', 'carbon', 'dioxide', 'main', 'greenhouse', 'gas']\n",
      "Stemmed Tokens: ['sudden', 'jump', 'greenhous', 'gase', 'london', 'england', 'us', 'scientist', 'report', 'observ', 'surpris', 'jump', 'amount', 'carbon', 'dioxid', 'main', 'greenhous', 'ga']\n",
      "Final Preprocessed Text: sudden jump greenhous gase london england us scientist report observ surpris jump amount carbon dioxid main greenhous ga\n",
      "\n",
      "Original Text: Courtney Love Pleads Innocent to Assault LOS ANGELES - Courtney Love pleaded innocent Friday to a felony assault charge for allegedly attacking a woman with a liquor bottle at her ex-boyfriend's home in April.    The mercurial rocker, wearing a long black dress, was composed in court, responding to Los Angeles Superior Court Commissioner Dennis Mulcahy's questions with \"yes\" or \"no.\" Outside, she appeared shaken while talking with reporters...\n",
      "Lowercased Text: courtney love pleads innocent to assault los angeles - courtney love pleaded innocent friday to a felony assault charge for allegedly attacking a woman with a liquor bottle at her ex-boyfriend's home in april.    the mercurial rocker, wearing a long black dress, was composed in court, responding to los angeles superior court commissioner dennis mulcahy's questions with \"yes\" or \"no.\" outside, she appeared shaken while talking with reporters...\n",
      "Removed URLs: courtney love pleads innocent to assault los angeles - courtney love pleaded innocent friday to a felony assault charge for allegedly attacking a woman with a liquor bottle at her ex-boyfriend's home in april.    the mercurial rocker, wearing a long black dress, was composed in court, responding to los angeles superior court commissioner dennis mulcahy's questions with \"yes\" or \"no.\" outside, she appeared shaken while talking with reporters...\n",
      "Removed HTML Tags: courtney love pleads innocent to assault los angeles - courtney love pleaded innocent friday to a felony assault charge for allegedly attacking a woman with a liquor bottle at her ex-boyfriend's home in april.    the mercurial rocker, wearing a long black dress, was composed in court, responding to los angeles superior court commissioner dennis mulcahy's questions with \"yes\" or \"no.\" outside, she appeared shaken while talking with reporters...\n",
      "Removed Special Characters: courtney love pleads innocent to assault los angeles  courtney love pleaded innocent friday to a felony assault charge for allegedly attacking a woman with a liquor bottle at her exboyfriends home in april    the mercurial rocker wearing a long black dress was composed in court responding to los angeles superior court commissioner dennis mulcahys questions with yes or no outside she appeared shaken while talking with reporters\n",
      "Tokens: ['courtney', 'love', 'pleads', 'innocent', 'to', 'assault', 'los', 'angeles', 'courtney', 'love', 'pleaded', 'innocent', 'friday', 'to', 'a', 'felony', 'assault', 'charge', 'for', 'allegedly', 'attacking', 'a', 'woman', 'with', 'a', 'liquor', 'bottle', 'at', 'her', 'exboyfriends', 'home', 'in', 'april', 'the', 'mercurial', 'rocker', 'wearing', 'a', 'long', 'black', 'dress', 'was', 'composed', 'in', 'court', 'responding', 'to', 'los', 'angeles', 'superior', 'court', 'commissioner', 'dennis', 'mulcahys', 'questions', 'with', 'yes', 'or', 'no', 'outside', 'she', 'appeared', 'shaken', 'while', 'talking', 'with', 'reporters']\n",
      "Removed Stopwords: ['courtney', 'love', 'pleads', 'innocent', 'assault', 'los', 'angeles', 'courtney', 'love', 'pleaded', 'innocent', 'friday', 'felony', 'assault', 'charge', 'allegedly', 'attacking', 'woman', 'liquor', 'bottle', 'exboyfriends', 'home', 'april', 'mercurial', 'rocker', 'wearing', 'long', 'black', 'dress', 'composed', 'court', 'responding', 'los', 'angeles', 'superior', 'court', 'commissioner', 'dennis', 'mulcahys', 'questions', 'yes', 'outside', 'appeared', 'shaken', 'talking', 'reporters']\n",
      "Stemmed Tokens: ['courtney', 'love', 'plead', 'innoc', 'assault', 'lo', 'angel', 'courtney', 'love', 'plead', 'innoc', 'friday', 'feloni', 'assault', 'charg', 'allegedli', 'attack', 'woman', 'liquor', 'bottl', 'exboyfriend', 'home', 'april', 'mercuri', 'rocker', 'wear', 'long', 'black', 'dress', 'compos', 'court', 'respond', 'lo', 'angel', 'superior', 'court', 'commission', 'denni', 'mulcahi', 'question', 'ye', 'outsid', 'appear', 'shaken', 'talk', 'report']\n",
      "Final Preprocessed Text: courtney love plead innoc assault lo angel courtney love plead innoc friday feloni assault charg allegedli attack woman liquor bottl exboyfriend home april mercuri rocker wear long black dress compos court respond lo angel superior court commission denni mulcahi question ye outsid appear shaken talk report\n",
      "\n",
      "Original Text: Pakistan test-fires nuclear-capable missile ISLAMABAD: Pakistan has test-fired an intermediate-range nuclear-capable missile able to hit targets deep inside rival neighbour India, the military announced.\n",
      "Lowercased Text: pakistan test-fires nuclear-capable missile islamabad: pakistan has test-fired an intermediate-range nuclear-capable missile able to hit targets deep inside rival neighbour india, the military announced.\n",
      "Removed URLs: pakistan test-fires nuclear-capable missile islamabad: pakistan has test-fired an intermediate-range nuclear-capable missile able to hit targets deep inside rival neighbour india, the military announced.\n",
      "Removed HTML Tags: pakistan test-fires nuclear-capable missile islamabad: pakistan has test-fired an intermediate-range nuclear-capable missile able to hit targets deep inside rival neighbour india, the military announced.\n",
      "Removed Special Characters: pakistan testfires nuclearcapable missile islamabad pakistan has testfired an intermediaterange nuclearcapable missile able to hit targets deep inside rival neighbour india the military announced\n",
      "Tokens: ['pakistan', 'testfires', 'nuclearcapable', 'missile', 'islamabad', 'pakistan', 'has', 'testfired', 'an', 'intermediaterange', 'nuclearcapable', 'missile', 'able', 'to', 'hit', 'targets', 'deep', 'inside', 'rival', 'neighbour', 'india', 'the', 'military', 'announced']\n",
      "Removed Stopwords: ['pakistan', 'testfires', 'nuclearcapable', 'missile', 'islamabad', 'pakistan', 'testfired', 'intermediaterange', 'nuclearcapable', 'missile', 'able', 'hit', 'targets', 'deep', 'inside', 'rival', 'neighbour', 'india', 'military', 'announced']\n",
      "Stemmed Tokens: ['pakistan', 'testfir', 'nuclearcap', 'missil', 'islamabad', 'pakistan', 'testfir', 'intermediaterang', 'nuclearcap', 'missil', 'abl', 'hit', 'target', 'deep', 'insid', 'rival', 'neighbour', 'india', 'militari', 'announc']\n",
      "Final Preprocessed Text: pakistan testfir nuclearcap missil islamabad pakistan testfir intermediaterang nuclearcap missil abl hit target deep insid rival neighbour india militari announc\n",
      "\n",
      "Original Text: Taiwan Denies Wrongdoing in Ex-U.S. Diplomat Meetings  TAIPEI (Reuters) - Premier Yu Shyi-kun said on Friday that  Taiwan intelligence officers had held secret dealings with a  former senior U.S. diplomat but denied that the government had  committed any wrongdoing.\n",
      "Lowercased Text: taiwan denies wrongdoing in ex-u.s. diplomat meetings  taipei (reuters) - premier yu shyi-kun said on friday that  taiwan intelligence officers had held secret dealings with a  former senior u.s. diplomat but denied that the government had  committed any wrongdoing.\n",
      "Removed URLs: taiwan denies wrongdoing in ex-u.s. diplomat meetings  taipei (reuters) - premier yu shyi-kun said on friday that  taiwan intelligence officers had held secret dealings with a  former senior u.s. diplomat but denied that the government had  committed any wrongdoing.\n",
      "Removed HTML Tags: taiwan denies wrongdoing in ex-u.s. diplomat meetings  taipei (reuters) - premier yu shyi-kun said on friday that  taiwan intelligence officers had held secret dealings with a  former senior u.s. diplomat but denied that the government had  committed any wrongdoing.\n",
      "Removed Special Characters: taiwan denies wrongdoing in exus diplomat meetings  taipei reuters  premier yu shyikun said on friday that  taiwan intelligence officers had held secret dealings with a  former senior us diplomat but denied that the government had  committed any wrongdoing\n",
      "Tokens: ['taiwan', 'denies', 'wrongdoing', 'in', 'exus', 'diplomat', 'meetings', 'taipei', 'reuters', 'premier', 'yu', 'shyikun', 'said', 'on', 'friday', 'that', 'taiwan', 'intelligence', 'officers', 'had', 'held', 'secret', 'dealings', 'with', 'a', 'former', 'senior', 'us', 'diplomat', 'but', 'denied', 'that', 'the', 'government', 'had', 'committed', 'any', 'wrongdoing']\n",
      "Removed Stopwords: ['taiwan', 'denies', 'wrongdoing', 'exus', 'diplomat', 'meetings', 'taipei', 'reuters', 'premier', 'yu', 'shyikun', 'said', 'friday', 'taiwan', 'intelligence', 'officers', 'held', 'secret', 'dealings', 'former', 'senior', 'us', 'diplomat', 'denied', 'government', 'committed', 'wrongdoing']\n",
      "Stemmed Tokens: ['taiwan', 'deni', 'wrongdo', 'exu', 'diplomat', 'meet', 'taipei', 'reuter', 'premier', 'yu', 'shyikun', 'said', 'friday', 'taiwan', 'intellig', 'offic', 'held', 'secret', 'deal', 'former', 'senior', 'us', 'diplomat', 'deni', 'govern', 'commit', 'wrongdo']\n",
      "Final Preprocessed Text: taiwan deni wrongdo exu diplomat meet taipei reuter premier yu shyikun said friday taiwan intellig offic held secret deal former senior us diplomat deni govern commit wrongdo\n",
      "\n",
      "Original Text: Suspected Militants Kill 16 in Algeria (AP) AP - Suspected Islamic militants killed 16 people heading to a soccer match in a pre-dawn ambush south of Algeria's capital Saturday  #151; the first bloodshed since the start of the Muslim holy month of Ramadan, an official statement said.\n",
      "Lowercased Text: suspected militants kill 16 in algeria (ap) ap - suspected islamic militants killed 16 people heading to a soccer match in a pre-dawn ambush south of algeria's capital saturday  #151; the first bloodshed since the start of the muslim holy month of ramadan, an official statement said.\n",
      "Removed URLs: suspected militants kill 16 in algeria (ap) ap - suspected islamic militants killed 16 people heading to a soccer match in a pre-dawn ambush south of algeria's capital saturday  #151; the first bloodshed since the start of the muslim holy month of ramadan, an official statement said.\n",
      "Removed HTML Tags: suspected militants kill 16 in algeria (ap) ap - suspected islamic militants killed 16 people heading to a soccer match in a pre-dawn ambush south of algeria's capital saturday  #151; the first bloodshed since the start of the muslim holy month of ramadan, an official statement said.\n",
      "Removed Special Characters: suspected militants kill  in algeria ap ap  suspected islamic militants killed  people heading to a soccer match in a predawn ambush south of algerias capital saturday   the first bloodshed since the start of the muslim holy month of ramadan an official statement said\n",
      "Tokens: ['suspected', 'militants', 'kill', 'in', 'algeria', 'ap', 'ap', 'suspected', 'islamic', 'militants', 'killed', 'people', 'heading', 'to', 'a', 'soccer', 'match', 'in', 'a', 'predawn', 'ambush', 'south', 'of', 'algerias', 'capital', 'saturday', 'the', 'first', 'bloodshed', 'since', 'the', 'start', 'of', 'the', 'muslim', 'holy', 'month', 'of', 'ramadan', 'an', 'official', 'statement', 'said']\n",
      "Removed Stopwords: ['suspected', 'militants', 'kill', 'algeria', 'ap', 'ap', 'suspected', 'islamic', 'militants', 'killed', 'people', 'heading', 'soccer', 'match', 'predawn', 'ambush', 'south', 'algerias', 'capital', 'saturday', 'first', 'bloodshed', 'since', 'start', 'muslim', 'holy', 'month', 'ramadan', 'official', 'statement', 'said']\n",
      "Stemmed Tokens: ['suspect', 'milit', 'kill', 'algeria', 'ap', 'ap', 'suspect', 'islam', 'milit', 'kill', 'peopl', 'head', 'soccer', 'match', 'predawn', 'ambush', 'south', 'algeria', 'capit', 'saturday', 'first', 'bloodsh', 'sinc', 'start', 'muslim', 'holi', 'month', 'ramadan', 'offici', 'statement', 'said']\n",
      "Final Preprocessed Text: suspect milit kill algeria ap ap suspect islam milit kill peopl head soccer match predawn ambush south algeria capit saturday first bloodsh sinc start muslim holi month ramadan offici statement said\n",
      "\n",
      "Original Text: Colombian Far-Right Leader Gunned Down-Police A far-right Colombian warlord participating in peace talks with the government was shot dead by his own men, police said on Monday, in another bloody incident that could undermine the negotiations.\n",
      "Lowercased Text: colombian far-right leader gunned down-police a far-right colombian warlord participating in peace talks with the government was shot dead by his own men, police said on monday, in another bloody incident that could undermine the negotiations.\n",
      "Removed URLs: colombian far-right leader gunned down-police a far-right colombian warlord participating in peace talks with the government was shot dead by his own men, police said on monday, in another bloody incident that could undermine the negotiations.\n",
      "Removed HTML Tags: colombian far-right leader gunned down-police a far-right colombian warlord participating in peace talks with the government was shot dead by his own men, police said on monday, in another bloody incident that could undermine the negotiations.\n",
      "Removed Special Characters: colombian farright leader gunned downpolice a farright colombian warlord participating in peace talks with the government was shot dead by his own men police said on monday in another bloody incident that could undermine the negotiations\n",
      "Tokens: ['colombian', 'farright', 'leader', 'gunned', 'downpolice', 'a', 'farright', 'colombian', 'warlord', 'participating', 'in', 'peace', 'talks', 'with', 'the', 'government', 'was', 'shot', 'dead', 'by', 'his', 'own', 'men', 'police', 'said', 'on', 'monday', 'in', 'another', 'bloody', 'incident', 'that', 'could', 'undermine', 'the', 'negotiations']\n",
      "Removed Stopwords: ['colombian', 'farright', 'leader', 'gunned', 'downpolice', 'farright', 'colombian', 'warlord', 'participating', 'peace', 'talks', 'government', 'shot', 'dead', 'men', 'police', 'said', 'monday', 'another', 'bloody', 'incident', 'could', 'undermine', 'negotiations']\n",
      "Stemmed Tokens: ['colombian', 'farright', 'leader', 'gun', 'downpolic', 'farright', 'colombian', 'warlord', 'particip', 'peac', 'talk', 'govern', 'shot', 'dead', 'men', 'polic', 'said', 'monday', 'anoth', 'bloodi', 'incid', 'could', 'undermin', 'negoti']\n",
      "Final Preprocessed Text: colombian farright leader gun downpolic farright colombian warlord particip peac talk govern shot dead men polic said monday anoth bloodi incid could undermin negoti\n",
      "\n",
      "Original Text: Mortars Fired at Iraq National Assembly Opening Insurgents fired mortars and rockets at a venue where Iraq #39;s interim national assembly held its first session Wednesday, a stark reminder of the country #39;s risky road to elections in January.\n",
      "Lowercased Text: mortars fired at iraq national assembly opening insurgents fired mortars and rockets at a venue where iraq #39;s interim national assembly held its first session wednesday, a stark reminder of the country #39;s risky road to elections in january.\n",
      "Removed URLs: mortars fired at iraq national assembly opening insurgents fired mortars and rockets at a venue where iraq #39;s interim national assembly held its first session wednesday, a stark reminder of the country #39;s risky road to elections in january.\n",
      "Removed HTML Tags: mortars fired at iraq national assembly opening insurgents fired mortars and rockets at a venue where iraq #39;s interim national assembly held its first session wednesday, a stark reminder of the country #39;s risky road to elections in january.\n",
      "Removed Special Characters: mortars fired at iraq national assembly opening insurgents fired mortars and rockets at a venue where iraq s interim national assembly held its first session wednesday a stark reminder of the country s risky road to elections in january\n",
      "Tokens: ['mortars', 'fired', 'at', 'iraq', 'national', 'assembly', 'opening', 'insurgents', 'fired', 'mortars', 'and', 'rockets', 'at', 'a', 'venue', 'where', 'iraq', 's', 'interim', 'national', 'assembly', 'held', 'its', 'first', 'session', 'wednesday', 'a', 'stark', 'reminder', 'of', 'the', 'country', 's', 'risky', 'road', 'to', 'elections', 'in', 'january']\n",
      "Removed Stopwords: ['mortars', 'fired', 'iraq', 'national', 'assembly', 'opening', 'insurgents', 'fired', 'mortars', 'rockets', 'venue', 'iraq', 'interim', 'national', 'assembly', 'held', 'first', 'session', 'wednesday', 'stark', 'reminder', 'country', 'risky', 'road', 'elections', 'january']\n",
      "Stemmed Tokens: ['mortar', 'fire', 'iraq', 'nation', 'assembl', 'open', 'insurg', 'fire', 'mortar', 'rocket', 'venu', 'iraq', 'interim', 'nation', 'assembl', 'held', 'first', 'session', 'wednesday', 'stark', 'remind', 'countri', 'riski', 'road', 'elect', 'januari']\n",
      "Final Preprocessed Text: mortar fire iraq nation assembl open insurg fire mortar rocket venu iraq interim nation assembl held first session wednesday stark remind countri riski road elect januari\n",
      "\n",
      "Original Text:  #39;Pakistan impeding Kashmir talks #39; India has accused Pakistan of trying to derail its plan to begin talks with Kashmiri separatists. The accusation was made by Indian Home Minister Shivraj Patil who is visiting the Indian-administered Kashmir.\n",
      "Lowercased Text:  #39;pakistan impeding kashmir talks #39; india has accused pakistan of trying to derail its plan to begin talks with kashmiri separatists. the accusation was made by indian home minister shivraj patil who is visiting the indian-administered kashmir.\n",
      "Removed URLs:  #39;pakistan impeding kashmir talks #39; india has accused pakistan of trying to derail its plan to begin talks with kashmiri separatists. the accusation was made by indian home minister shivraj patil who is visiting the indian-administered kashmir.\n",
      "Removed HTML Tags:  #39;pakistan impeding kashmir talks #39; india has accused pakistan of trying to derail its plan to begin talks with kashmiri separatists. the accusation was made by indian home minister shivraj patil who is visiting the indian-administered kashmir.\n",
      "Removed Special Characters:  pakistan impeding kashmir talks  india has accused pakistan of trying to derail its plan to begin talks with kashmiri separatists the accusation was made by indian home minister shivraj patil who is visiting the indianadministered kashmir\n",
      "Tokens: ['pakistan', 'impeding', 'kashmir', 'talks', 'india', 'has', 'accused', 'pakistan', 'of', 'trying', 'to', 'derail', 'its', 'plan', 'to', 'begin', 'talks', 'with', 'kashmiri', 'separatists', 'the', 'accusation', 'was', 'made', 'by', 'indian', 'home', 'minister', 'shivraj', 'patil', 'who', 'is', 'visiting', 'the', 'indianadministered', 'kashmir']\n",
      "Removed Stopwords: ['pakistan', 'impeding', 'kashmir', 'talks', 'india', 'accused', 'pakistan', 'trying', 'derail', 'plan', 'begin', 'talks', 'kashmiri', 'separatists', 'accusation', 'made', 'indian', 'home', 'minister', 'shivraj', 'patil', 'visiting', 'indianadministered', 'kashmir']\n",
      "Stemmed Tokens: ['pakistan', 'imped', 'kashmir', 'talk', 'india', 'accus', 'pakistan', 'tri', 'derail', 'plan', 'begin', 'talk', 'kashmiri', 'separatist', 'accus', 'made', 'indian', 'home', 'minist', 'shivraj', 'patil', 'visit', 'indianadminist', 'kashmir']\n",
      "Final Preprocessed Text: pakistan imped kashmir talk india accus pakistan tri derail plan begin talk kashmiri separatist accus made indian home minist shivraj patil visit indianadminist kashmir\n",
      "\n",
      "Original Text: Earthquake hit Indonesia, killing 11 and injuring 65 A heavy quake rocked Indonesia #39;s Papua province killing at least 11 people and wounding 75. The quake destroyed 150 buildings, including churches, mosques and schools.\n",
      "Lowercased Text: earthquake hit indonesia, killing 11 and injuring 65 a heavy quake rocked indonesia #39;s papua province killing at least 11 people and wounding 75. the quake destroyed 150 buildings, including churches, mosques and schools.\n",
      "Removed URLs: earthquake hit indonesia, killing 11 and injuring 65 a heavy quake rocked indonesia #39;s papua province killing at least 11 people and wounding 75. the quake destroyed 150 buildings, including churches, mosques and schools.\n",
      "Removed HTML Tags: earthquake hit indonesia, killing 11 and injuring 65 a heavy quake rocked indonesia #39;s papua province killing at least 11 people and wounding 75. the quake destroyed 150 buildings, including churches, mosques and schools.\n",
      "Removed Special Characters: earthquake hit indonesia killing  and injuring  a heavy quake rocked indonesia s papua province killing at least  people and wounding  the quake destroyed  buildings including churches mosques and schools\n",
      "Tokens: ['earthquake', 'hit', 'indonesia', 'killing', 'and', 'injuring', 'a', 'heavy', 'quake', 'rocked', 'indonesia', 's', 'papua', 'province', 'killing', 'at', 'least', 'people', 'and', 'wounding', 'the', 'quake', 'destroyed', 'buildings', 'including', 'churches', 'mosques', 'and', 'schools']\n",
      "Removed Stopwords: ['earthquake', 'hit', 'indonesia', 'killing', 'injuring', 'heavy', 'quake', 'rocked', 'indonesia', 'papua', 'province', 'killing', 'least', 'people', 'wounding', 'quake', 'destroyed', 'buildings', 'including', 'churches', 'mosques', 'schools']\n",
      "Stemmed Tokens: ['earthquak', 'hit', 'indonesia', 'kill', 'injur', 'heavi', 'quak', 'rock', 'indonesia', 'papua', 'provinc', 'kill', 'least', 'peopl', 'wound', 'quak', 'destroy', 'build', 'includ', 'church', 'mosqu', 'school']\n",
      "Final Preprocessed Text: earthquak hit indonesia kill injur heavi quak rock indonesia papua provinc kill least peopl wound quak destroy build includ church mosqu school\n",
      "\n",
      "Original Text: Three Car Bombs Explode Across Iraq, Killing at Least 26 The horrific day of carnage demonstrated the effortlessness with which insurgents are striking in the hearts of major cities.\n",
      "Lowercased Text: three car bombs explode across iraq, killing at least 26 the horrific day of carnage demonstrated the effortlessness with which insurgents are striking in the hearts of major cities.\n",
      "Removed URLs: three car bombs explode across iraq, killing at least 26 the horrific day of carnage demonstrated the effortlessness with which insurgents are striking in the hearts of major cities.\n",
      "Removed HTML Tags: three car bombs explode across iraq, killing at least 26 the horrific day of carnage demonstrated the effortlessness with which insurgents are striking in the hearts of major cities.\n",
      "Removed Special Characters: three car bombs explode across iraq killing at least  the horrific day of carnage demonstrated the effortlessness with which insurgents are striking in the hearts of major cities\n",
      "Tokens: ['three', 'car', 'bombs', 'explode', 'across', 'iraq', 'killing', 'at', 'least', 'the', 'horrific', 'day', 'of', 'carnage', 'demonstrated', 'the', 'effortlessness', 'with', 'which', 'insurgents', 'are', 'striking', 'in', 'the', 'hearts', 'of', 'major', 'cities']\n",
      "Removed Stopwords: ['three', 'car', 'bombs', 'explode', 'across', 'iraq', 'killing', 'least', 'horrific', 'day', 'carnage', 'demonstrated', 'effortlessness', 'insurgents', 'striking', 'hearts', 'major', 'cities']\n",
      "Stemmed Tokens: ['three', 'car', 'bomb', 'explod', 'across', 'iraq', 'kill', 'least', 'horrif', 'day', 'carnag', 'demonstr', 'effortless', 'insurg', 'strike', 'heart', 'major', 'citi']\n",
      "Final Preprocessed Text: three car bomb explod across iraq kill least horrif day carnag demonstr effortless insurg strike heart major citi\n",
      "\n",
      "Original Text: Egyptian cooperation insufficient in rescue work: Israeli fire &lt;b&gt;...&lt;/b&gt; Israel #39;s fire chief complained of insufficient cooperation from Egypt on Friday in rescue efforts at an Egyptian Red Sea resort hotel, torn apart by a bomb blast.\n",
      "Lowercased Text: egyptian cooperation insufficient in rescue work: israeli fire &lt;b&gt;...&lt;/b&gt; israel #39;s fire chief complained of insufficient cooperation from egypt on friday in rescue efforts at an egyptian red sea resort hotel, torn apart by a bomb blast.\n",
      "Removed URLs: egyptian cooperation insufficient in rescue work: israeli fire &lt;b&gt;...&lt;/b&gt; israel #39;s fire chief complained of insufficient cooperation from egypt on friday in rescue efforts at an egyptian red sea resort hotel, torn apart by a bomb blast.\n",
      "Removed HTML Tags: egyptian cooperation insufficient in rescue work: israeli fire &lt;b&gt;...&lt;/b&gt; israel #39;s fire chief complained of insufficient cooperation from egypt on friday in rescue efforts at an egyptian red sea resort hotel, torn apart by a bomb blast.\n",
      "Removed Special Characters: egyptian cooperation insufficient in rescue work israeli fire ltbgtltbgt israel s fire chief complained of insufficient cooperation from egypt on friday in rescue efforts at an egyptian red sea resort hotel torn apart by a bomb blast\n",
      "Tokens: ['egyptian', 'cooperation', 'insufficient', 'in', 'rescue', 'work', 'israeli', 'fire', 'ltbgtltbgt', 'israel', 's', 'fire', 'chief', 'complained', 'of', 'insufficient', 'cooperation', 'from', 'egypt', 'on', 'friday', 'in', 'rescue', 'efforts', 'at', 'an', 'egyptian', 'red', 'sea', 'resort', 'hotel', 'torn', 'apart', 'by', 'a', 'bomb', 'blast']\n",
      "Removed Stopwords: ['egyptian', 'cooperation', 'insufficient', 'rescue', 'work', 'israeli', 'fire', 'ltbgtltbgt', 'israel', 'fire', 'chief', 'complained', 'insufficient', 'cooperation', 'egypt', 'friday', 'rescue', 'efforts', 'egyptian', 'red', 'sea', 'resort', 'hotel', 'torn', 'apart', 'bomb', 'blast']\n",
      "Stemmed Tokens: ['egyptian', 'cooper', 'insuffici', 'rescu', 'work', 'isra', 'fire', 'ltbgtltbgt', 'israel', 'fire', 'chief', 'complain', 'insuffici', 'cooper', 'egypt', 'friday', 'rescu', 'effort', 'egyptian', 'red', 'sea', 'resort', 'hotel', 'torn', 'apart', 'bomb', 'blast']\n",
      "Final Preprocessed Text: egyptian cooper insuffici rescu work isra fire ltbgtltbgt israel fire chief complain insuffici cooper egypt friday rescu effort egyptian red sea resort hotel torn apart bomb blast\n",
      "\n",
      "Original Text: Israel kills Hamas #39;s top bomb-maker Israel has killed Hamas #39;s top bomb and rocket-maker in Gaza ahead of a Knesset vote on a pull-out from the area. Adnan al-Ghoul died when an Israeli missile hit his car, witnesses said.\n",
      "Lowercased Text: israel kills hamas #39;s top bomb-maker israel has killed hamas #39;s top bomb and rocket-maker in gaza ahead of a knesset vote on a pull-out from the area. adnan al-ghoul died when an israeli missile hit his car, witnesses said.\n",
      "Removed URLs: israel kills hamas #39;s top bomb-maker israel has killed hamas #39;s top bomb and rocket-maker in gaza ahead of a knesset vote on a pull-out from the area. adnan al-ghoul died when an israeli missile hit his car, witnesses said.\n",
      "Removed HTML Tags: israel kills hamas #39;s top bomb-maker israel has killed hamas #39;s top bomb and rocket-maker in gaza ahead of a knesset vote on a pull-out from the area. adnan al-ghoul died when an israeli missile hit his car, witnesses said.\n",
      "Removed Special Characters: israel kills hamas s top bombmaker israel has killed hamas s top bomb and rocketmaker in gaza ahead of a knesset vote on a pullout from the area adnan alghoul died when an israeli missile hit his car witnesses said\n",
      "Tokens: ['israel', 'kills', 'hamas', 's', 'top', 'bombmaker', 'israel', 'has', 'killed', 'hamas', 's', 'top', 'bomb', 'and', 'rocketmaker', 'in', 'gaza', 'ahead', 'of', 'a', 'knesset', 'vote', 'on', 'a', 'pullout', 'from', 'the', 'area', 'adnan', 'alghoul', 'died', 'when', 'an', 'israeli', 'missile', 'hit', 'his', 'car', 'witnesses', 'said']\n",
      "Removed Stopwords: ['israel', 'kills', 'hamas', 'top', 'bombmaker', 'israel', 'killed', 'hamas', 'top', 'bomb', 'rocketmaker', 'gaza', 'ahead', 'knesset', 'vote', 'pullout', 'area', 'adnan', 'alghoul', 'died', 'israeli', 'missile', 'hit', 'car', 'witnesses', 'said']\n",
      "Stemmed Tokens: ['israel', 'kill', 'hama', 'top', 'bombmak', 'israel', 'kill', 'hama', 'top', 'bomb', 'rocketmak', 'gaza', 'ahead', 'knesset', 'vote', 'pullout', 'area', 'adnan', 'alghoul', 'die', 'isra', 'missil', 'hit', 'car', 'wit', 'said']\n",
      "Final Preprocessed Text: israel kill hama top bombmak israel kill hama top bomb rocketmak gaza ahead knesset vote pullout area adnan alghoul die isra missil hit car wit said\n",
      "\n",
      "Original Text: Lawyers file Abu Ghraib complaint BERLIN -- A group of American civil rights lawyers filed a criminal complaint in a German court yesterday against top US officials, including Defense Secretary Donald H. Rumsfeld, for acts of torture committed at Abu Ghraib prison in Iraq.\n",
      "Lowercased Text: lawyers file abu ghraib complaint berlin -- a group of american civil rights lawyers filed a criminal complaint in a german court yesterday against top us officials, including defense secretary donald h. rumsfeld, for acts of torture committed at abu ghraib prison in iraq.\n",
      "Removed URLs: lawyers file abu ghraib complaint berlin -- a group of american civil rights lawyers filed a criminal complaint in a german court yesterday against top us officials, including defense secretary donald h. rumsfeld, for acts of torture committed at abu ghraib prison in iraq.\n",
      "Removed HTML Tags: lawyers file abu ghraib complaint berlin -- a group of american civil rights lawyers filed a criminal complaint in a german court yesterday against top us officials, including defense secretary donald h. rumsfeld, for acts of torture committed at abu ghraib prison in iraq.\n",
      "Removed Special Characters: lawyers file abu ghraib complaint berlin  a group of american civil rights lawyers filed a criminal complaint in a german court yesterday against top us officials including defense secretary donald h rumsfeld for acts of torture committed at abu ghraib prison in iraq\n",
      "Tokens: ['lawyers', 'file', 'abu', 'ghraib', 'complaint', 'berlin', 'a', 'group', 'of', 'american', 'civil', 'rights', 'lawyers', 'filed', 'a', 'criminal', 'complaint', 'in', 'a', 'german', 'court', 'yesterday', 'against', 'top', 'us', 'officials', 'including', 'defense', 'secretary', 'donald', 'h', 'rumsfeld', 'for', 'acts', 'of', 'torture', 'committed', 'at', 'abu', 'ghraib', 'prison', 'in', 'iraq']\n",
      "Removed Stopwords: ['lawyers', 'file', 'abu', 'ghraib', 'complaint', 'berlin', 'group', 'american', 'civil', 'rights', 'lawyers', 'filed', 'criminal', 'complaint', 'german', 'court', 'yesterday', 'top', 'us', 'officials', 'including', 'defense', 'secretary', 'donald', 'h', 'rumsfeld', 'acts', 'torture', 'committed', 'abu', 'ghraib', 'prison', 'iraq']\n",
      "Stemmed Tokens: ['lawyer', 'file', 'abu', 'ghraib', 'complaint', 'berlin', 'group', 'american', 'civil', 'right', 'lawyer', 'file', 'crimin', 'complaint', 'german', 'court', 'yesterday', 'top', 'us', 'offici', 'includ', 'defens', 'secretari', 'donald', 'h', 'rumsfeld', 'act', 'tortur', 'commit', 'abu', 'ghraib', 'prison', 'iraq']\n",
      "Final Preprocessed Text: lawyer file abu ghraib complaint berlin group american civil right lawyer file crimin complaint german court yesterday top us offici includ defens secretari donald h rumsfeld act tortur commit abu ghraib prison iraq\n",
      "\n",
      "Original Text: Adultery law stops Turkey at EU gates TURKEY #39;S 40-year campaign to join the European Union is on the verge of collapse after its Islamist Government scrapped a package of reforms aimed at stamping out  quot;honour killings quot; and torture.\n",
      "Lowercased Text: adultery law stops turkey at eu gates turkey #39;s 40-year campaign to join the european union is on the verge of collapse after its islamist government scrapped a package of reforms aimed at stamping out  quot;honour killings quot; and torture.\n",
      "Removed URLs: adultery law stops turkey at eu gates turkey #39;s 40-year campaign to join the european union is on the verge of collapse after its islamist government scrapped a package of reforms aimed at stamping out  quot;honour killings quot; and torture.\n",
      "Removed HTML Tags: adultery law stops turkey at eu gates turkey #39;s 40-year campaign to join the european union is on the verge of collapse after its islamist government scrapped a package of reforms aimed at stamping out  quot;honour killings quot; and torture.\n",
      "Removed Special Characters: adultery law stops turkey at eu gates turkey s year campaign to join the european union is on the verge of collapse after its islamist government scrapped a package of reforms aimed at stamping out  quothonour killings quot and torture\n",
      "Tokens: ['adultery', 'law', 'stops', 'turkey', 'at', 'eu', 'gates', 'turkey', 's', 'year', 'campaign', 'to', 'join', 'the', 'european', 'union', 'is', 'on', 'the', 'verge', 'of', 'collapse', 'after', 'its', 'islamist', 'government', 'scrapped', 'a', 'package', 'of', 'reforms', 'aimed', 'at', 'stamping', 'out', 'quothonour', 'killings', 'quot', 'and', 'torture']\n",
      "Removed Stopwords: ['adultery', 'law', 'stops', 'turkey', 'eu', 'gates', 'turkey', 'year', 'campaign', 'join', 'european', 'union', 'verge', 'collapse', 'islamist', 'government', 'scrapped', 'package', 'reforms', 'aimed', 'stamping', 'quothonour', 'killings', 'quot', 'torture']\n",
      "Stemmed Tokens: ['adulteri', 'law', 'stop', 'turkey', 'eu', 'gate', 'turkey', 'year', 'campaign', 'join', 'european', 'union', 'verg', 'collaps', 'islamist', 'govern', 'scrap', 'packag', 'reform', 'aim', 'stamp', 'quothonour', 'kill', 'quot', 'tortur']\n",
      "Final Preprocessed Text: adulteri law stop turkey eu gate turkey year campaign join european union verg collaps islamist govern scrap packag reform aim stamp quothonour kill quot tortur\n",
      "\n",
      "Original Text: Senate Approves Goss As Head of CIA WASHINGTON - The Republican-led Senate approved President Bush's choice to head the CIA, Rep. Porter Goss, over protests from some Democrats who said he has too many Republican ties for a job that requires independence...\n",
      "Lowercased Text: senate approves goss as head of cia washington - the republican-led senate approved president bush's choice to head the cia, rep. porter goss, over protests from some democrats who said he has too many republican ties for a job that requires independence...\n",
      "Removed URLs: senate approves goss as head of cia washington - the republican-led senate approved president bush's choice to head the cia, rep. porter goss, over protests from some democrats who said he has too many republican ties for a job that requires independence...\n",
      "Removed HTML Tags: senate approves goss as head of cia washington - the republican-led senate approved president bush's choice to head the cia, rep. porter goss, over protests from some democrats who said he has too many republican ties for a job that requires independence...\n",
      "Removed Special Characters: senate approves goss as head of cia washington  the republicanled senate approved president bushs choice to head the cia rep porter goss over protests from some democrats who said he has too many republican ties for a job that requires independence\n",
      "Tokens: ['senate', 'approves', 'goss', 'as', 'head', 'of', 'cia', 'washington', 'the', 'republicanled', 'senate', 'approved', 'president', 'bushs', 'choice', 'to', 'head', 'the', 'cia', 'rep', 'porter', 'goss', 'over', 'protests', 'from', 'some', 'democrats', 'who', 'said', 'he', 'has', 'too', 'many', 'republican', 'ties', 'for', 'a', 'job', 'that', 'requires', 'independence']\n",
      "Removed Stopwords: ['senate', 'approves', 'goss', 'head', 'cia', 'washington', 'republicanled', 'senate', 'approved', 'president', 'bushs', 'choice', 'head', 'cia', 'rep', 'porter', 'goss', 'protests', 'democrats', 'said', 'many', 'republican', 'ties', 'job', 'requires', 'independence']\n",
      "Stemmed Tokens: ['senat', 'approv', 'goss', 'head', 'cia', 'washington', 'republicanl', 'senat', 'approv', 'presid', 'bush', 'choic', 'head', 'cia', 'rep', 'porter', 'goss', 'protest', 'democrat', 'said', 'mani', 'republican', 'tie', 'job', 'requir', 'independ']\n",
      "Final Preprocessed Text: senat approv goss head cia washington republicanl senat approv presid bush choic head cia rep porter goss protest democrat said mani republican tie job requir independ\n",
      "\n",
      "Original Text: Three survive 11 days under collapsed building Two adults and a three-year-old girl have been pulled out alive after 11 days buried under a collapsed two-storey building in the Philippines #39; storm-hit town of Real, the local military commander said.\n",
      "Lowercased Text: three survive 11 days under collapsed building two adults and a three-year-old girl have been pulled out alive after 11 days buried under a collapsed two-storey building in the philippines #39; storm-hit town of real, the local military commander said.\n",
      "Removed URLs: three survive 11 days under collapsed building two adults and a three-year-old girl have been pulled out alive after 11 days buried under a collapsed two-storey building in the philippines #39; storm-hit town of real, the local military commander said.\n",
      "Removed HTML Tags: three survive 11 days under collapsed building two adults and a three-year-old girl have been pulled out alive after 11 days buried under a collapsed two-storey building in the philippines #39; storm-hit town of real, the local military commander said.\n",
      "Removed Special Characters: three survive  days under collapsed building two adults and a threeyearold girl have been pulled out alive after  days buried under a collapsed twostorey building in the philippines  stormhit town of real the local military commander said\n",
      "Tokens: ['three', 'survive', 'days', 'under', 'collapsed', 'building', 'two', 'adults', 'and', 'a', 'threeyearold', 'girl', 'have', 'been', 'pulled', 'out', 'alive', 'after', 'days', 'buried', 'under', 'a', 'collapsed', 'twostorey', 'building', 'in', 'the', 'philippines', 'stormhit', 'town', 'of', 'real', 'the', 'local', 'military', 'commander', 'said']\n",
      "Removed Stopwords: ['three', 'survive', 'days', 'collapsed', 'building', 'two', 'adults', 'threeyearold', 'girl', 'pulled', 'alive', 'days', 'buried', 'collapsed', 'twostorey', 'building', 'philippines', 'stormhit', 'town', 'real', 'local', 'military', 'commander', 'said']\n",
      "Stemmed Tokens: ['three', 'surviv', 'day', 'collaps', 'build', 'two', 'adult', 'threeyearold', 'girl', 'pull', 'aliv', 'day', 'buri', 'collaps', 'twostorey', 'build', 'philippin', 'stormhit', 'town', 'real', 'local', 'militari', 'command', 'said']\n",
      "Final Preprocessed Text: three surviv day collaps build two adult threeyearold girl pull aliv day buri collaps twostorey build philippin stormhit town real local militari command said\n",
      "\n",
      "Original Text: Volkswagen Says  #39;No Room #39; for Wage Hikes FRANKFURT, Germany Aug. 23, 2004 - Automaker Volkswagen said Monday there is  quot;no room quot; for wage increases this year as it prepares for pay talks with Germany #39;s largest industrial union.\n",
      "Lowercased Text: volkswagen says  #39;no room #39; for wage hikes frankfurt, germany aug. 23, 2004 - automaker volkswagen said monday there is  quot;no room quot; for wage increases this year as it prepares for pay talks with germany #39;s largest industrial union.\n",
      "Removed URLs: volkswagen says  #39;no room #39; for wage hikes frankfurt, germany aug. 23, 2004 - automaker volkswagen said monday there is  quot;no room quot; for wage increases this year as it prepares for pay talks with germany #39;s largest industrial union.\n",
      "Removed HTML Tags: volkswagen says  #39;no room #39; for wage hikes frankfurt, germany aug. 23, 2004 - automaker volkswagen said monday there is  quot;no room quot; for wage increases this year as it prepares for pay talks with germany #39;s largest industrial union.\n",
      "Removed Special Characters: volkswagen says  no room  for wage hikes frankfurt germany aug    automaker volkswagen said monday there is  quotno room quot for wage increases this year as it prepares for pay talks with germany s largest industrial union\n",
      "Tokens: ['volkswagen', 'says', 'no', 'room', 'for', 'wage', 'hikes', 'frankfurt', 'germany', 'aug', 'automaker', 'volkswagen', 'said', 'monday', 'there', 'is', 'quotno', 'room', 'quot', 'for', 'wage', 'increases', 'this', 'year', 'as', 'it', 'prepares', 'for', 'pay', 'talks', 'with', 'germany', 's', 'largest', 'industrial', 'union']\n",
      "Removed Stopwords: ['volkswagen', 'says', 'room', 'wage', 'hikes', 'frankfurt', 'germany', 'aug', 'automaker', 'volkswagen', 'said', 'monday', 'quotno', 'room', 'quot', 'wage', 'increases', 'year', 'prepares', 'pay', 'talks', 'germany', 'largest', 'industrial', 'union']\n",
      "Stemmed Tokens: ['volkswagen', 'say', 'room', 'wage', 'hike', 'frankfurt', 'germani', 'aug', 'automak', 'volkswagen', 'said', 'monday', 'quotno', 'room', 'quot', 'wage', 'increas', 'year', 'prepar', 'pay', 'talk', 'germani', 'largest', 'industri', 'union']\n",
      "Final Preprocessed Text: volkswagen say room wage hike frankfurt germani aug automak volkswagen said monday quotno room quot wage increas year prepar pay talk germani largest industri union\n",
      "\n",
      "Original Text: Secret Photos  #39;Helped Plan Batman #39;s Palace Protest #39; A member of the campaign group Fathers 4 Justice tonight claimed he took secret pictures inside Buckingham Palace more than a month before a fellow protester climbed the walls of the Queens official residence.\n",
      "Lowercased Text: secret photos  #39;helped plan batman #39;s palace protest #39; a member of the campaign group fathers 4 justice tonight claimed he took secret pictures inside buckingham palace more than a month before a fellow protester climbed the walls of the queens official residence.\n",
      "Removed URLs: secret photos  #39;helped plan batman #39;s palace protest #39; a member of the campaign group fathers 4 justice tonight claimed he took secret pictures inside buckingham palace more than a month before a fellow protester climbed the walls of the queens official residence.\n",
      "Removed HTML Tags: secret photos  #39;helped plan batman #39;s palace protest #39; a member of the campaign group fathers 4 justice tonight claimed he took secret pictures inside buckingham palace more than a month before a fellow protester climbed the walls of the queens official residence.\n",
      "Removed Special Characters: secret photos  helped plan batman s palace protest  a member of the campaign group fathers  justice tonight claimed he took secret pictures inside buckingham palace more than a month before a fellow protester climbed the walls of the queens official residence\n",
      "Tokens: ['secret', 'photos', 'helped', 'plan', 'batman', 's', 'palace', 'protest', 'a', 'member', 'of', 'the', 'campaign', 'group', 'fathers', 'justice', 'tonight', 'claimed', 'he', 'took', 'secret', 'pictures', 'inside', 'buckingham', 'palace', 'more', 'than', 'a', 'month', 'before', 'a', 'fellow', 'protester', 'climbed', 'the', 'walls', 'of', 'the', 'queens', 'official', 'residence']\n",
      "Removed Stopwords: ['secret', 'photos', 'helped', 'plan', 'batman', 'palace', 'protest', 'member', 'campaign', 'group', 'fathers', 'justice', 'tonight', 'claimed', 'took', 'secret', 'pictures', 'inside', 'buckingham', 'palace', 'month', 'fellow', 'protester', 'climbed', 'walls', 'queens', 'official', 'residence']\n",
      "Stemmed Tokens: ['secret', 'photo', 'help', 'plan', 'batman', 'palac', 'protest', 'member', 'campaign', 'group', 'father', 'justic', 'tonight', 'claim', 'took', 'secret', 'pictur', 'insid', 'buckingham', 'palac', 'month', 'fellow', 'protest', 'climb', 'wall', 'queen', 'offici', 'resid']\n",
      "Final Preprocessed Text: secret photo help plan batman palac protest member campaign group father justic tonight claim took secret pictur insid buckingham palac month fellow protest climb wall queen offici resid\n",
      "\n",
      "Original Text: Iraq Blames US-Led Forces for Army Massacre Iraq #39;s US-backed government said on Tuesday that  quot;major neglect quot; by its American-led allies led to a massacre of 49 army recruits at the weekend.\n",
      "Lowercased Text: iraq blames us-led forces for army massacre iraq #39;s us-backed government said on tuesday that  quot;major neglect quot; by its american-led allies led to a massacre of 49 army recruits at the weekend.\n",
      "Removed URLs: iraq blames us-led forces for army massacre iraq #39;s us-backed government said on tuesday that  quot;major neglect quot; by its american-led allies led to a massacre of 49 army recruits at the weekend.\n",
      "Removed HTML Tags: iraq blames us-led forces for army massacre iraq #39;s us-backed government said on tuesday that  quot;major neglect quot; by its american-led allies led to a massacre of 49 army recruits at the weekend.\n",
      "Removed Special Characters: iraq blames usled forces for army massacre iraq s usbacked government said on tuesday that  quotmajor neglect quot by its americanled allies led to a massacre of  army recruits at the weekend\n",
      "Tokens: ['iraq', 'blames', 'usled', 'forces', 'for', 'army', 'massacre', 'iraq', 's', 'usbacked', 'government', 'said', 'on', 'tuesday', 'that', 'quotmajor', 'neglect', 'quot', 'by', 'its', 'americanled', 'allies', 'led', 'to', 'a', 'massacre', 'of', 'army', 'recruits', 'at', 'the', 'weekend']\n",
      "Removed Stopwords: ['iraq', 'blames', 'usled', 'forces', 'army', 'massacre', 'iraq', 'usbacked', 'government', 'said', 'tuesday', 'quotmajor', 'neglect', 'quot', 'americanled', 'allies', 'led', 'massacre', 'army', 'recruits', 'weekend']\n",
      "Stemmed Tokens: ['iraq', 'blame', 'usl', 'forc', 'armi', 'massacr', 'iraq', 'usback', 'govern', 'said', 'tuesday', 'quotmajor', 'neglect', 'quot', 'americanl', 'alli', 'led', 'massacr', 'armi', 'recruit', 'weekend']\n",
      "Final Preprocessed Text: iraq blame usl forc armi massacr iraq usback govern said tuesday quotmajor neglect quot americanl alli led massacr armi recruit weekend\n",
      "\n",
      "Original Text: Up to 30 Militants Killed by Police in Nigeria Police say up to 30 armed militants have been killed as a result of clashes in Nigeria #39;s mountainous border region with Cameroon.\n",
      "Lowercased Text: up to 30 militants killed by police in nigeria police say up to 30 armed militants have been killed as a result of clashes in nigeria #39;s mountainous border region with cameroon.\n",
      "Removed URLs: up to 30 militants killed by police in nigeria police say up to 30 armed militants have been killed as a result of clashes in nigeria #39;s mountainous border region with cameroon.\n",
      "Removed HTML Tags: up to 30 militants killed by police in nigeria police say up to 30 armed militants have been killed as a result of clashes in nigeria #39;s mountainous border region with cameroon.\n",
      "Removed Special Characters: up to  militants killed by police in nigeria police say up to  armed militants have been killed as a result of clashes in nigeria s mountainous border region with cameroon\n",
      "Tokens: ['up', 'to', 'militants', 'killed', 'by', 'police', 'in', 'nigeria', 'police', 'say', 'up', 'to', 'armed', 'militants', 'have', 'been', 'killed', 'as', 'a', 'result', 'of', 'clashes', 'in', 'nigeria', 's', 'mountainous', 'border', 'region', 'with', 'cameroon']\n",
      "Removed Stopwords: ['militants', 'killed', 'police', 'nigeria', 'police', 'say', 'armed', 'militants', 'killed', 'result', 'clashes', 'nigeria', 'mountainous', 'border', 'region', 'cameroon']\n",
      "Stemmed Tokens: ['milit', 'kill', 'polic', 'nigeria', 'polic', 'say', 'arm', 'milit', 'kill', 'result', 'clash', 'nigeria', 'mountain', 'border', 'region', 'cameroon']\n",
      "Final Preprocessed Text: milit kill polic nigeria polic say arm milit kill result clash nigeria mountain border region cameroon\n",
      "\n",
      "Original Text: Sudan Talks in Nigeria Said Deadlocked (Reuters) Reuters - After two weeks of talks to end the\\crisis in Sudan's Darfur region, government and rebel\\negotiators remain far apart on key security issues, including\\disarming warring factions, rebels and diplomats said on\\Monday.\n",
      "Lowercased Text: sudan talks in nigeria said deadlocked (reuters) reuters - after two weeks of talks to end the\\crisis in sudan's darfur region, government and rebel\\negotiators remain far apart on key security issues, including\\disarming warring factions, rebels and diplomats said on\\monday.\n",
      "Removed URLs: sudan talks in nigeria said deadlocked (reuters) reuters - after two weeks of talks to end the\\crisis in sudan's darfur region, government and rebel\\negotiators remain far apart on key security issues, including\\disarming warring factions, rebels and diplomats said on\\monday.\n",
      "Removed HTML Tags: sudan talks in nigeria said deadlocked (reuters) reuters - after two weeks of talks to end the\\crisis in sudan's darfur region, government and rebel\\negotiators remain far apart on key security issues, including\\disarming warring factions, rebels and diplomats said on\\monday.\n",
      "Removed Special Characters: sudan talks in nigeria said deadlocked reuters reuters  after two weeks of talks to end thecrisis in sudans darfur region government and rebelnegotiators remain far apart on key security issues includingdisarming warring factions rebels and diplomats said onmonday\n",
      "Tokens: ['sudan', 'talks', 'in', 'nigeria', 'said', 'deadlocked', 'reuters', 'reuters', 'after', 'two', 'weeks', 'of', 'talks', 'to', 'end', 'thecrisis', 'in', 'sudans', 'darfur', 'region', 'government', 'and', 'rebelnegotiators', 'remain', 'far', 'apart', 'on', 'key', 'security', 'issues', 'includingdisarming', 'warring', 'factions', 'rebels', 'and', 'diplomats', 'said', 'onmonday']\n",
      "Removed Stopwords: ['sudan', 'talks', 'nigeria', 'said', 'deadlocked', 'reuters', 'reuters', 'two', 'weeks', 'talks', 'end', 'thecrisis', 'sudans', 'darfur', 'region', 'government', 'rebelnegotiators', 'remain', 'far', 'apart', 'key', 'security', 'issues', 'includingdisarming', 'warring', 'factions', 'rebels', 'diplomats', 'said', 'onmonday']\n",
      "Stemmed Tokens: ['sudan', 'talk', 'nigeria', 'said', 'deadlock', 'reuter', 'reuter', 'two', 'week', 'talk', 'end', 'thecrisi', 'sudan', 'darfur', 'region', 'govern', 'rebelnegoti', 'remain', 'far', 'apart', 'key', 'secur', 'issu', 'includingdisarm', 'war', 'faction', 'rebel', 'diplomat', 'said', 'onmonday']\n",
      "Final Preprocessed Text: sudan talk nigeria said deadlock reuter reuter two week talk end thecrisi sudan darfur region govern rebelnegoti remain far apart key secur issu includingdisarm war faction rebel diplomat said onmonday\n",
      "\n",
      "Original Text: Heavy storms pound Italy; two killed when landslide sweeps house Two Italians were killed in a landslide this weekend as fierce storms pounded the country, causing floods that slowed trains, cut off traffic and forced hundreds of people to evacuate their homes.\n",
      "Lowercased Text: heavy storms pound italy; two killed when landslide sweeps house two italians were killed in a landslide this weekend as fierce storms pounded the country, causing floods that slowed trains, cut off traffic and forced hundreds of people to evacuate their homes.\n",
      "Removed URLs: heavy storms pound italy; two killed when landslide sweeps house two italians were killed in a landslide this weekend as fierce storms pounded the country, causing floods that slowed trains, cut off traffic and forced hundreds of people to evacuate their homes.\n",
      "Removed HTML Tags: heavy storms pound italy; two killed when landslide sweeps house two italians were killed in a landslide this weekend as fierce storms pounded the country, causing floods that slowed trains, cut off traffic and forced hundreds of people to evacuate their homes.\n",
      "Removed Special Characters: heavy storms pound italy two killed when landslide sweeps house two italians were killed in a landslide this weekend as fierce storms pounded the country causing floods that slowed trains cut off traffic and forced hundreds of people to evacuate their homes\n",
      "Tokens: ['heavy', 'storms', 'pound', 'italy', 'two', 'killed', 'when', 'landslide', 'sweeps', 'house', 'two', 'italians', 'were', 'killed', 'in', 'a', 'landslide', 'this', 'weekend', 'as', 'fierce', 'storms', 'pounded', 'the', 'country', 'causing', 'floods', 'that', 'slowed', 'trains', 'cut', 'off', 'traffic', 'and', 'forced', 'hundreds', 'of', 'people', 'to', 'evacuate', 'their', 'homes']\n",
      "Removed Stopwords: ['heavy', 'storms', 'pound', 'italy', 'two', 'killed', 'landslide', 'sweeps', 'house', 'two', 'italians', 'killed', 'landslide', 'weekend', 'fierce', 'storms', 'pounded', 'country', 'causing', 'floods', 'slowed', 'trains', 'cut', 'traffic', 'forced', 'hundreds', 'people', 'evacuate', 'homes']\n",
      "Stemmed Tokens: ['heavi', 'storm', 'pound', 'itali', 'two', 'kill', 'landslid', 'sweep', 'hous', 'two', 'italian', 'kill', 'landslid', 'weekend', 'fierc', 'storm', 'pound', 'countri', 'caus', 'flood', 'slow', 'train', 'cut', 'traffic', 'forc', 'hundr', 'peopl', 'evacu', 'home']\n",
      "Final Preprocessed Text: heavi storm pound itali two kill landslid sweep hous two italian kill landslid weekend fierc storm pound countri caus flood slow train cut traffic forc hundr peopl evacu home\n",
      "\n",
      "Original Text: South Dakota Sen. Race Deemed Most Costly (AP) AP - The South Dakota race that will determine whether Senate Democratic leader Tom Daschle stays on Capitol Hill is the costliest congressional election so far this year.\n",
      "Lowercased Text: south dakota sen. race deemed most costly (ap) ap - the south dakota race that will determine whether senate democratic leader tom daschle stays on capitol hill is the costliest congressional election so far this year.\n",
      "Removed URLs: south dakota sen. race deemed most costly (ap) ap - the south dakota race that will determine whether senate democratic leader tom daschle stays on capitol hill is the costliest congressional election so far this year.\n",
      "Removed HTML Tags: south dakota sen. race deemed most costly (ap) ap - the south dakota race that will determine whether senate democratic leader tom daschle stays on capitol hill is the costliest congressional election so far this year.\n",
      "Removed Special Characters: south dakota sen race deemed most costly ap ap  the south dakota race that will determine whether senate democratic leader tom daschle stays on capitol hill is the costliest congressional election so far this year\n",
      "Tokens: ['south', 'dakota', 'sen', 'race', 'deemed', 'most', 'costly', 'ap', 'ap', 'the', 'south', 'dakota', 'race', 'that', 'will', 'determine', 'whether', 'senate', 'democratic', 'leader', 'tom', 'daschle', 'stays', 'on', 'capitol', 'hill', 'is', 'the', 'costliest', 'congressional', 'election', 'so', 'far', 'this', 'year']\n",
      "Removed Stopwords: ['south', 'dakota', 'sen', 'race', 'deemed', 'costly', 'ap', 'ap', 'south', 'dakota', 'race', 'determine', 'whether', 'senate', 'democratic', 'leader', 'tom', 'daschle', 'stays', 'capitol', 'hill', 'costliest', 'congressional', 'election', 'far', 'year']\n",
      "Stemmed Tokens: ['south', 'dakota', 'sen', 'race', 'deem', 'costli', 'ap', 'ap', 'south', 'dakota', 'race', 'determin', 'whether', 'senat', 'democrat', 'leader', 'tom', 'daschl', 'stay', 'capitol', 'hill', 'costliest', 'congression', 'elect', 'far', 'year']\n",
      "Final Preprocessed Text: south dakota sen race deem costli ap ap south dakota race determin whether senat democrat leader tom daschl stay capitol hill costliest congression elect far year\n",
      "\n",
      "Original Text: Progress in Jakarta blast probe Police investigating last week's car bombing in Jakarta find the chassis number of the vehicle used.\n",
      "Lowercased Text: progress in jakarta blast probe police investigating last week's car bombing in jakarta find the chassis number of the vehicle used.\n",
      "Removed URLs: progress in jakarta blast probe police investigating last week's car bombing in jakarta find the chassis number of the vehicle used.\n",
      "Removed HTML Tags: progress in jakarta blast probe police investigating last week's car bombing in jakarta find the chassis number of the vehicle used.\n",
      "Removed Special Characters: progress in jakarta blast probe police investigating last weeks car bombing in jakarta find the chassis number of the vehicle used\n",
      "Tokens: ['progress', 'in', 'jakarta', 'blast', 'probe', 'police', 'investigating', 'last', 'weeks', 'car', 'bombing', 'in', 'jakarta', 'find', 'the', 'chassis', 'number', 'of', 'the', 'vehicle', 'used']\n",
      "Removed Stopwords: ['progress', 'jakarta', 'blast', 'probe', 'police', 'investigating', 'last', 'weeks', 'car', 'bombing', 'jakarta', 'find', 'chassis', 'number', 'vehicle', 'used']\n",
      "Stemmed Tokens: ['progress', 'jakarta', 'blast', 'probe', 'polic', 'investig', 'last', 'week', 'car', 'bomb', 'jakarta', 'find', 'chassi', 'number', 'vehicl', 'use']\n",
      "Final Preprocessed Text: progress jakarta blast probe polic investig last week car bomb jakarta find chassi number vehicl use\n",
      "\n",
      "Original Text: Bush Defends Decision to Oust Saddam UNITED NATIONS - President Bush delivered an unapologetic defense of his decision to invade Iraq, telling the United Nations Tuesday that his decision \"helped to deliver the Iraqi people from an outlaw dictator.\" He appealed to the world community to join together in supporting the new Iraqi interim government.    Bush's speech to the U.N...\n",
      "Lowercased Text: bush defends decision to oust saddam united nations - president bush delivered an unapologetic defense of his decision to invade iraq, telling the united nations tuesday that his decision \"helped to deliver the iraqi people from an outlaw dictator.\" he appealed to the world community to join together in supporting the new iraqi interim government.    bush's speech to the u.n...\n",
      "Removed URLs: bush defends decision to oust saddam united nations - president bush delivered an unapologetic defense of his decision to invade iraq, telling the united nations tuesday that his decision \"helped to deliver the iraqi people from an outlaw dictator.\" he appealed to the world community to join together in supporting the new iraqi interim government.    bush's speech to the u.n...\n",
      "Removed HTML Tags: bush defends decision to oust saddam united nations - president bush delivered an unapologetic defense of his decision to invade iraq, telling the united nations tuesday that his decision \"helped to deliver the iraqi people from an outlaw dictator.\" he appealed to the world community to join together in supporting the new iraqi interim government.    bush's speech to the u.n...\n",
      "Removed Special Characters: bush defends decision to oust saddam united nations  president bush delivered an unapologetic defense of his decision to invade iraq telling the united nations tuesday that his decision helped to deliver the iraqi people from an outlaw dictator he appealed to the world community to join together in supporting the new iraqi interim government    bushs speech to the un\n",
      "Tokens: ['bush', 'defends', 'decision', 'to', 'oust', 'saddam', 'united', 'nations', 'president', 'bush', 'delivered', 'an', 'unapologetic', 'defense', 'of', 'his', 'decision', 'to', 'invade', 'iraq', 'telling', 'the', 'united', 'nations', 'tuesday', 'that', 'his', 'decision', 'helped', 'to', 'deliver', 'the', 'iraqi', 'people', 'from', 'an', 'outlaw', 'dictator', 'he', 'appealed', 'to', 'the', 'world', 'community', 'to', 'join', 'together', 'in', 'supporting', 'the', 'new', 'iraqi', 'interim', 'government', 'bushs', 'speech', 'to', 'the', 'un']\n",
      "Removed Stopwords: ['bush', 'defends', 'decision', 'oust', 'saddam', 'united', 'nations', 'president', 'bush', 'delivered', 'unapologetic', 'defense', 'decision', 'invade', 'iraq', 'telling', 'united', 'nations', 'tuesday', 'decision', 'helped', 'deliver', 'iraqi', 'people', 'outlaw', 'dictator', 'appealed', 'world', 'community', 'join', 'together', 'supporting', 'new', 'iraqi', 'interim', 'government', 'bushs', 'speech', 'un']\n",
      "Stemmed Tokens: ['bush', 'defend', 'decis', 'oust', 'saddam', 'unit', 'nation', 'presid', 'bush', 'deliv', 'unapologet', 'defens', 'decis', 'invad', 'iraq', 'tell', 'unit', 'nation', 'tuesday', 'decis', 'help', 'deliv', 'iraqi', 'peopl', 'outlaw', 'dictat', 'appeal', 'world', 'commun', 'join', 'togeth', 'support', 'new', 'iraqi', 'interim', 'govern', 'bush', 'speech', 'un']\n",
      "Final Preprocessed Text: bush defend decis oust saddam unit nation presid bush deliv unapologet defens decis invad iraq tell unit nation tuesday decis help deliv iraqi peopl outlaw dictat appeal world commun join togeth support new iraqi interim govern bush speech un\n",
      "\n",
      "Original Text: Unruly Guinea-Bissau troops return to barracks, two officers &lt;b&gt;...&lt;/b&gt; BISSAU : Heavily-armed Guinea Bissau troops took to the streets of the capital of the former Portuguese colony, killing two officers, in a protest to demand payment for their tours of duty as UN peacekeepers.\n",
      "Lowercased Text: unruly guinea-bissau troops return to barracks, two officers &lt;b&gt;...&lt;/b&gt; bissau : heavily-armed guinea bissau troops took to the streets of the capital of the former portuguese colony, killing two officers, in a protest to demand payment for their tours of duty as un peacekeepers.\n",
      "Removed URLs: unruly guinea-bissau troops return to barracks, two officers &lt;b&gt;...&lt;/b&gt; bissau : heavily-armed guinea bissau troops took to the streets of the capital of the former portuguese colony, killing two officers, in a protest to demand payment for their tours of duty as un peacekeepers.\n",
      "Removed HTML Tags: unruly guinea-bissau troops return to barracks, two officers &lt;b&gt;...&lt;/b&gt; bissau : heavily-armed guinea bissau troops took to the streets of the capital of the former portuguese colony, killing two officers, in a protest to demand payment for their tours of duty as un peacekeepers.\n",
      "Removed Special Characters: unruly guineabissau troops return to barracks two officers ltbgtltbgt bissau  heavilyarmed guinea bissau troops took to the streets of the capital of the former portuguese colony killing two officers in a protest to demand payment for their tours of duty as un peacekeepers\n",
      "Tokens: ['unruly', 'guineabissau', 'troops', 'return', 'to', 'barracks', 'two', 'officers', 'ltbgtltbgt', 'bissau', 'heavilyarmed', 'guinea', 'bissau', 'troops', 'took', 'to', 'the', 'streets', 'of', 'the', 'capital', 'of', 'the', 'former', 'portuguese', 'colony', 'killing', 'two', 'officers', 'in', 'a', 'protest', 'to', 'demand', 'payment', 'for', 'their', 'tours', 'of', 'duty', 'as', 'un', 'peacekeepers']\n",
      "Removed Stopwords: ['unruly', 'guineabissau', 'troops', 'return', 'barracks', 'two', 'officers', 'ltbgtltbgt', 'bissau', 'heavilyarmed', 'guinea', 'bissau', 'troops', 'took', 'streets', 'capital', 'former', 'portuguese', 'colony', 'killing', 'two', 'officers', 'protest', 'demand', 'payment', 'tours', 'duty', 'un', 'peacekeepers']\n",
      "Stemmed Tokens: ['unruli', 'guineabissau', 'troop', 'return', 'barrack', 'two', 'offic', 'ltbgtltbgt', 'bissau', 'heavilyarm', 'guinea', 'bissau', 'troop', 'took', 'street', 'capit', 'former', 'portugues', 'coloni', 'kill', 'two', 'offic', 'protest', 'demand', 'payment', 'tour', 'duti', 'un', 'peacekeep']\n",
      "Final Preprocessed Text: unruli guineabissau troop return barrack two offic ltbgtltbgt bissau heavilyarm guinea bissau troop took street capit former portugues coloni kill two offic protest demand payment tour duti un peacekeep\n",
      "\n",
      "Original Text: Israel may limit worshippers at Jerusalem Israel has warned that a part of a hotly disputed religious site could collapse on top of thousands of Muslims during the upcoming Islamic holy month.\n",
      "Lowercased Text: israel may limit worshippers at jerusalem israel has warned that a part of a hotly disputed religious site could collapse on top of thousands of muslims during the upcoming islamic holy month.\n",
      "Removed URLs: israel may limit worshippers at jerusalem israel has warned that a part of a hotly disputed religious site could collapse on top of thousands of muslims during the upcoming islamic holy month.\n",
      "Removed HTML Tags: israel may limit worshippers at jerusalem israel has warned that a part of a hotly disputed religious site could collapse on top of thousands of muslims during the upcoming islamic holy month.\n",
      "Removed Special Characters: israel may limit worshippers at jerusalem israel has warned that a part of a hotly disputed religious site could collapse on top of thousands of muslims during the upcoming islamic holy month\n",
      "Tokens: ['israel', 'may', 'limit', 'worshippers', 'at', 'jerusalem', 'israel', 'has', 'warned', 'that', 'a', 'part', 'of', 'a', 'hotly', 'disputed', 'religious', 'site', 'could', 'collapse', 'on', 'top', 'of', 'thousands', 'of', 'muslims', 'during', 'the', 'upcoming', 'islamic', 'holy', 'month']\n",
      "Removed Stopwords: ['israel', 'may', 'limit', 'worshippers', 'jerusalem', 'israel', 'warned', 'part', 'hotly', 'disputed', 'religious', 'site', 'could', 'collapse', 'top', 'thousands', 'muslims', 'upcoming', 'islamic', 'holy', 'month']\n",
      "Stemmed Tokens: ['israel', 'may', 'limit', 'worshipp', 'jerusalem', 'israel', 'warn', 'part', 'hotli', 'disput', 'religi', 'site', 'could', 'collaps', 'top', 'thousand', 'muslim', 'upcom', 'islam', 'holi', 'month']\n",
      "Final Preprocessed Text: israel may limit worshipp jerusalem israel warn part hotli disput religi site could collaps top thousand muslim upcom islam holi month\n",
      "\n",
      "Original Text: Pakistan changes tack on Kashmir PAKISTAN has said for the first time that it is willing to pursue a negotiated settlement over the disputed territory of Kashmir, calling for independence or joint sovereignty with India.\n",
      "Lowercased Text: pakistan changes tack on kashmir pakistan has said for the first time that it is willing to pursue a negotiated settlement over the disputed territory of kashmir, calling for independence or joint sovereignty with india.\n",
      "Removed URLs: pakistan changes tack on kashmir pakistan has said for the first time that it is willing to pursue a negotiated settlement over the disputed territory of kashmir, calling for independence or joint sovereignty with india.\n",
      "Removed HTML Tags: pakistan changes tack on kashmir pakistan has said for the first time that it is willing to pursue a negotiated settlement over the disputed territory of kashmir, calling for independence or joint sovereignty with india.\n",
      "Removed Special Characters: pakistan changes tack on kashmir pakistan has said for the first time that it is willing to pursue a negotiated settlement over the disputed territory of kashmir calling for independence or joint sovereignty with india\n",
      "Tokens: ['pakistan', 'changes', 'tack', 'on', 'kashmir', 'pakistan', 'has', 'said', 'for', 'the', 'first', 'time', 'that', 'it', 'is', 'willing', 'to', 'pursue', 'a', 'negotiated', 'settlement', 'over', 'the', 'disputed', 'territory', 'of', 'kashmir', 'calling', 'for', 'independence', 'or', 'joint', 'sovereignty', 'with', 'india']\n",
      "Removed Stopwords: ['pakistan', 'changes', 'tack', 'kashmir', 'pakistan', 'said', 'first', 'time', 'willing', 'pursue', 'negotiated', 'settlement', 'disputed', 'territory', 'kashmir', 'calling', 'independence', 'joint', 'sovereignty', 'india']\n",
      "Stemmed Tokens: ['pakistan', 'chang', 'tack', 'kashmir', 'pakistan', 'said', 'first', 'time', 'will', 'pursu', 'negoti', 'settlement', 'disput', 'territori', 'kashmir', 'call', 'independ', 'joint', 'sovereignti', 'india']\n",
      "Final Preprocessed Text: pakistan chang tack kashmir pakistan said first time will pursu negoti settlement disput territori kashmir call independ joint sovereignti india\n",
      "\n",
      "Original Text: Activists Worry Election Reform May Wane (AP) AP - Sure, there were hours-long lines, temperamental electronic machines and some old-fashioned misplaced ballots, but America's democracy worked well enough on Nov. 2 to elect a president.\n",
      "Lowercased Text: activists worry election reform may wane (ap) ap - sure, there were hours-long lines, temperamental electronic machines and some old-fashioned misplaced ballots, but america's democracy worked well enough on nov. 2 to elect a president.\n",
      "Removed URLs: activists worry election reform may wane (ap) ap - sure, there were hours-long lines, temperamental electronic machines and some old-fashioned misplaced ballots, but america's democracy worked well enough on nov. 2 to elect a president.\n",
      "Removed HTML Tags: activists worry election reform may wane (ap) ap - sure, there were hours-long lines, temperamental electronic machines and some old-fashioned misplaced ballots, but america's democracy worked well enough on nov. 2 to elect a president.\n",
      "Removed Special Characters: activists worry election reform may wane ap ap  sure there were hourslong lines temperamental electronic machines and some oldfashioned misplaced ballots but americas democracy worked well enough on nov  to elect a president\n",
      "Tokens: ['activists', 'worry', 'election', 'reform', 'may', 'wane', 'ap', 'ap', 'sure', 'there', 'were', 'hourslong', 'lines', 'temperamental', 'electronic', 'machines', 'and', 'some', 'oldfashioned', 'misplaced', 'ballots', 'but', 'americas', 'democracy', 'worked', 'well', 'enough', 'on', 'nov', 'to', 'elect', 'a', 'president']\n",
      "Removed Stopwords: ['activists', 'worry', 'election', 'reform', 'may', 'wane', 'ap', 'ap', 'sure', 'hourslong', 'lines', 'temperamental', 'electronic', 'machines', 'oldfashioned', 'misplaced', 'ballots', 'americas', 'democracy', 'worked', 'well', 'enough', 'nov', 'elect', 'president']\n",
      "Stemmed Tokens: ['activist', 'worri', 'elect', 'reform', 'may', 'wane', 'ap', 'ap', 'sure', 'hourslong', 'line', 'temperament', 'electron', 'machin', 'oldfashion', 'misplac', 'ballot', 'america', 'democraci', 'work', 'well', 'enough', 'nov', 'elect', 'presid']\n",
      "Final Preprocessed Text: activist worri elect reform may wane ap ap sure hourslong line temperament electron machin oldfashion misplac ballot america democraci work well enough nov elect presid\n",
      "\n",
      "Original Text: Outside camp walls, life still treacherous for Darfur refugees Despite government claims, insecurity remains in western Sudan.\n",
      "Lowercased Text: outside camp walls, life still treacherous for darfur refugees despite government claims, insecurity remains in western sudan.\n",
      "Removed URLs: outside camp walls, life still treacherous for darfur refugees despite government claims, insecurity remains in western sudan.\n",
      "Removed HTML Tags: outside camp walls, life still treacherous for darfur refugees despite government claims, insecurity remains in western sudan.\n",
      "Removed Special Characters: outside camp walls life still treacherous for darfur refugees despite government claims insecurity remains in western sudan\n",
      "Tokens: ['outside', 'camp', 'walls', 'life', 'still', 'treacherous', 'for', 'darfur', 'refugees', 'despite', 'government', 'claims', 'insecurity', 'remains', 'in', 'western', 'sudan']\n",
      "Removed Stopwords: ['outside', 'camp', 'walls', 'life', 'still', 'treacherous', 'darfur', 'refugees', 'despite', 'government', 'claims', 'insecurity', 'remains', 'western', 'sudan']\n",
      "Stemmed Tokens: ['outsid', 'camp', 'wall', 'life', 'still', 'treacher', 'darfur', 'refuge', 'despit', 'govern', 'claim', 'insecur', 'remain', 'western', 'sudan']\n",
      "Final Preprocessed Text: outsid camp wall life still treacher darfur refuge despit govern claim insecur remain western sudan\n",
      "\n",
      "Original Text: Adams and Paisley Edge Towards Peace Deal Gerry Adams shook the hand of Northern Ireland Chief Constable Hugh Orde in Tony Blairs Downing Street office today, as the republican leadership and the Reverend \n",
      "Lowercased Text: adams and paisley edge towards peace deal gerry adams shook the hand of northern ireland chief constable hugh orde in tony blairs downing street office today, as the republican leadership and the reverend \n",
      "Removed URLs: adams and paisley edge towards peace deal gerry adams shook the hand of northern ireland chief constable hugh orde in tony blairs downing street office today, as the republican leadership and the reverend \n",
      "Removed HTML Tags: adams and paisley edge towards peace deal gerry adams shook the hand of northern ireland chief constable hugh orde in tony blairs downing street office today, as the republican leadership and the reverend \n",
      "Removed Special Characters: adams and paisley edge towards peace deal gerry adams shook the hand of northern ireland chief constable hugh orde in tony blairs downing street office today as the republican leadership and the reverend \n",
      "Tokens: ['adams', 'and', 'paisley', 'edge', 'towards', 'peace', 'deal', 'gerry', 'adams', 'shook', 'the', 'hand', 'of', 'northern', 'ireland', 'chief', 'constable', 'hugh', 'orde', 'in', 'tony', 'blairs', 'downing', 'street', 'office', 'today', 'as', 'the', 'republican', 'leadership', 'and', 'the', 'reverend']\n",
      "Removed Stopwords: ['adams', 'paisley', 'edge', 'towards', 'peace', 'deal', 'gerry', 'adams', 'shook', 'hand', 'northern', 'ireland', 'chief', 'constable', 'hugh', 'orde', 'tony', 'blairs', 'downing', 'street', 'office', 'today', 'republican', 'leadership', 'reverend']\n",
      "Stemmed Tokens: ['adam', 'paisley', 'edg', 'toward', 'peac', 'deal', 'gerri', 'adam', 'shook', 'hand', 'northern', 'ireland', 'chief', 'constabl', 'hugh', 'ord', 'toni', 'blair', 'down', 'street', 'offic', 'today', 'republican', 'leadership', 'reverend']\n",
      "Final Preprocessed Text: adam paisley edg toward peac deal gerri adam shook hand northern ireland chief constabl hugh ord toni blair down street offic today republican leadership reverend\n",
      "\n",
      "Original Text: Death toll from Sinai bombings reaches 33 as Egypt pursues suspects (AFP) AFP - Three more bodies were pulled from the rubble of a Red Sea hotel as Egyptian investigators said they had identified a number of suspects in the bombings of packed Sinai resorts that have so far killed 33 people.\n",
      "Lowercased Text: death toll from sinai bombings reaches 33 as egypt pursues suspects (afp) afp - three more bodies were pulled from the rubble of a red sea hotel as egyptian investigators said they had identified a number of suspects in the bombings of packed sinai resorts that have so far killed 33 people.\n",
      "Removed URLs: death toll from sinai bombings reaches 33 as egypt pursues suspects (afp) afp - three more bodies were pulled from the rubble of a red sea hotel as egyptian investigators said they had identified a number of suspects in the bombings of packed sinai resorts that have so far killed 33 people.\n",
      "Removed HTML Tags: death toll from sinai bombings reaches 33 as egypt pursues suspects (afp) afp - three more bodies were pulled from the rubble of a red sea hotel as egyptian investigators said they had identified a number of suspects in the bombings of packed sinai resorts that have so far killed 33 people.\n",
      "Removed Special Characters: death toll from sinai bombings reaches  as egypt pursues suspects afp afp  three more bodies were pulled from the rubble of a red sea hotel as egyptian investigators said they had identified a number of suspects in the bombings of packed sinai resorts that have so far killed  people\n",
      "Tokens: ['death', 'toll', 'from', 'sinai', 'bombings', 'reaches', 'as', 'egypt', 'pursues', 'suspects', 'afp', 'afp', 'three', 'more', 'bodies', 'were', 'pulled', 'from', 'the', 'rubble', 'of', 'a', 'red', 'sea', 'hotel', 'as', 'egyptian', 'investigators', 'said', 'they', 'had', 'identified', 'a', 'number', 'of', 'suspects', 'in', 'the', 'bombings', 'of', 'packed', 'sinai', 'resorts', 'that', 'have', 'so', 'far', 'killed', 'people']\n",
      "Removed Stopwords: ['death', 'toll', 'sinai', 'bombings', 'reaches', 'egypt', 'pursues', 'suspects', 'afp', 'afp', 'three', 'bodies', 'pulled', 'rubble', 'red', 'sea', 'hotel', 'egyptian', 'investigators', 'said', 'identified', 'number', 'suspects', 'bombings', 'packed', 'sinai', 'resorts', 'far', 'killed', 'people']\n",
      "Stemmed Tokens: ['death', 'toll', 'sinai', 'bomb', 'reach', 'egypt', 'pursu', 'suspect', 'afp', 'afp', 'three', 'bodi', 'pull', 'rubbl', 'red', 'sea', 'hotel', 'egyptian', 'investig', 'said', 'identifi', 'number', 'suspect', 'bomb', 'pack', 'sinai', 'resort', 'far', 'kill', 'peopl']\n",
      "Final Preprocessed Text: death toll sinai bomb reach egypt pursu suspect afp afp three bodi pull rubbl red sea hotel egyptian investig said identifi number suspect bomb pack sinai resort far kill peopl\n",
      "\n",
      "Original Text: Iran dug tunnel for military nuclear work-magazine BERLIN - Iran is working on a secret nuclear programme for military purposes despite promising the European Union it would halt all activities related to uranium enrichment, the news magazine Der Spiegel said on Saturday.\n",
      "Lowercased Text: iran dug tunnel for military nuclear work-magazine berlin - iran is working on a secret nuclear programme for military purposes despite promising the european union it would halt all activities related to uranium enrichment, the news magazine der spiegel said on saturday.\n",
      "Removed URLs: iran dug tunnel for military nuclear work-magazine berlin - iran is working on a secret nuclear programme for military purposes despite promising the european union it would halt all activities related to uranium enrichment, the news magazine der spiegel said on saturday.\n",
      "Removed HTML Tags: iran dug tunnel for military nuclear work-magazine berlin - iran is working on a secret nuclear programme for military purposes despite promising the european union it would halt all activities related to uranium enrichment, the news magazine der spiegel said on saturday.\n",
      "Removed Special Characters: iran dug tunnel for military nuclear workmagazine berlin  iran is working on a secret nuclear programme for military purposes despite promising the european union it would halt all activities related to uranium enrichment the news magazine der spiegel said on saturday\n",
      "Tokens: ['iran', 'dug', 'tunnel', 'for', 'military', 'nuclear', 'workmagazine', 'berlin', 'iran', 'is', 'working', 'on', 'a', 'secret', 'nuclear', 'programme', 'for', 'military', 'purposes', 'despite', 'promising', 'the', 'european', 'union', 'it', 'would', 'halt', 'all', 'activities', 'related', 'to', 'uranium', 'enrichment', 'the', 'news', 'magazine', 'der', 'spiegel', 'said', 'on', 'saturday']\n",
      "Removed Stopwords: ['iran', 'dug', 'tunnel', 'military', 'nuclear', 'workmagazine', 'berlin', 'iran', 'working', 'secret', 'nuclear', 'programme', 'military', 'purposes', 'despite', 'promising', 'european', 'union', 'would', 'halt', 'activities', 'related', 'uranium', 'enrichment', 'news', 'magazine', 'der', 'spiegel', 'said', 'saturday']\n",
      "Stemmed Tokens: ['iran', 'dug', 'tunnel', 'militari', 'nuclear', 'workmagazin', 'berlin', 'iran', 'work', 'secret', 'nuclear', 'programm', 'militari', 'purpos', 'despit', 'promis', 'european', 'union', 'would', 'halt', 'activ', 'relat', 'uranium', 'enrich', 'news', 'magazin', 'der', 'spiegel', 'said', 'saturday']\n",
      "Final Preprocessed Text: iran dug tunnel militari nuclear workmagazin berlin iran work secret nuclear programm militari purpos despit promis european union would halt activ relat uranium enrich news magazin der spiegel said saturday\n",
      "\n",
      "Original Text: Pakistanis Arrest More Militant Suspects Pakistani forces following up on a raid that killed a top al-Qaida fugitive arrested four more suspected extremists Monday, while the US Embassy warned that security constraints \n",
      "Lowercased Text: pakistanis arrest more militant suspects pakistani forces following up on a raid that killed a top al-qaida fugitive arrested four more suspected extremists monday, while the us embassy warned that security constraints \n",
      "Removed URLs: pakistanis arrest more militant suspects pakistani forces following up on a raid that killed a top al-qaida fugitive arrested four more suspected extremists monday, while the us embassy warned that security constraints \n",
      "Removed HTML Tags: pakistanis arrest more militant suspects pakistani forces following up on a raid that killed a top al-qaida fugitive arrested four more suspected extremists monday, while the us embassy warned that security constraints \n",
      "Removed Special Characters: pakistanis arrest more militant suspects pakistani forces following up on a raid that killed a top alqaida fugitive arrested four more suspected extremists monday while the us embassy warned that security constraints \n",
      "Tokens: ['pakistanis', 'arrest', 'more', 'militant', 'suspects', 'pakistani', 'forces', 'following', 'up', 'on', 'a', 'raid', 'that', 'killed', 'a', 'top', 'alqaida', 'fugitive', 'arrested', 'four', 'more', 'suspected', 'extremists', 'monday', 'while', 'the', 'us', 'embassy', 'warned', 'that', 'security', 'constraints']\n",
      "Removed Stopwords: ['pakistanis', 'arrest', 'militant', 'suspects', 'pakistani', 'forces', 'following', 'raid', 'killed', 'top', 'alqaida', 'fugitive', 'arrested', 'four', 'suspected', 'extremists', 'monday', 'us', 'embassy', 'warned', 'security', 'constraints']\n",
      "Stemmed Tokens: ['pakistani', 'arrest', 'milit', 'suspect', 'pakistani', 'forc', 'follow', 'raid', 'kill', 'top', 'alqaida', 'fugit', 'arrest', 'four', 'suspect', 'extremist', 'monday', 'us', 'embassi', 'warn', 'secur', 'constraint']\n",
      "Final Preprocessed Text: pakistani arrest milit suspect pakistani forc follow raid kill top alqaida fugit arrest four suspect extremist monday us embassi warn secur constraint\n",
      "\n",
      "Original Text: Guerrillas kill US soldier north of Baghdad BAGHDAD - Guerrillas attacked a US patrol north of Baghdad on Monday, killing one 1st Infantry Division soldier, the US military said in a statement.\n",
      "Lowercased Text: guerrillas kill us soldier north of baghdad baghdad - guerrillas attacked a us patrol north of baghdad on monday, killing one 1st infantry division soldier, the us military said in a statement.\n",
      "Removed URLs: guerrillas kill us soldier north of baghdad baghdad - guerrillas attacked a us patrol north of baghdad on monday, killing one 1st infantry division soldier, the us military said in a statement.\n",
      "Removed HTML Tags: guerrillas kill us soldier north of baghdad baghdad - guerrillas attacked a us patrol north of baghdad on monday, killing one 1st infantry division soldier, the us military said in a statement.\n",
      "Removed Special Characters: guerrillas kill us soldier north of baghdad baghdad  guerrillas attacked a us patrol north of baghdad on monday killing one st infantry division soldier the us military said in a statement\n",
      "Tokens: ['guerrillas', 'kill', 'us', 'soldier', 'north', 'of', 'baghdad', 'baghdad', 'guerrillas', 'attacked', 'a', 'us', 'patrol', 'north', 'of', 'baghdad', 'on', 'monday', 'killing', 'one', 'st', 'infantry', 'division', 'soldier', 'the', 'us', 'military', 'said', 'in', 'a', 'statement']\n",
      "Removed Stopwords: ['guerrillas', 'kill', 'us', 'soldier', 'north', 'baghdad', 'baghdad', 'guerrillas', 'attacked', 'us', 'patrol', 'north', 'baghdad', 'monday', 'killing', 'one', 'st', 'infantry', 'division', 'soldier', 'us', 'military', 'said', 'statement']\n",
      "Stemmed Tokens: ['guerrilla', 'kill', 'us', 'soldier', 'north', 'baghdad', 'baghdad', 'guerrilla', 'attack', 'us', 'patrol', 'north', 'baghdad', 'monday', 'kill', 'one', 'st', 'infantri', 'divis', 'soldier', 'us', 'militari', 'said', 'statement']\n",
      "Final Preprocessed Text: guerrilla kill us soldier north baghdad baghdad guerrilla attack us patrol north baghdad monday kill one st infantri divis soldier us militari said statement\n",
      "\n",
      "Original Text: Premiers differ on air security plan THE Federal Government #39;s plan to boost security at regional airports was inadequate because it did not include permanent passenger screening, Victorian Premier Steve Bracks said today.\n",
      "Lowercased Text: premiers differ on air security plan the federal government #39;s plan to boost security at regional airports was inadequate because it did not include permanent passenger screening, victorian premier steve bracks said today.\n",
      "Removed URLs: premiers differ on air security plan the federal government #39;s plan to boost security at regional airports was inadequate because it did not include permanent passenger screening, victorian premier steve bracks said today.\n",
      "Removed HTML Tags: premiers differ on air security plan the federal government #39;s plan to boost security at regional airports was inadequate because it did not include permanent passenger screening, victorian premier steve bracks said today.\n",
      "Removed Special Characters: premiers differ on air security plan the federal government s plan to boost security at regional airports was inadequate because it did not include permanent passenger screening victorian premier steve bracks said today\n",
      "Tokens: ['premiers', 'differ', 'on', 'air', 'security', 'plan', 'the', 'federal', 'government', 's', 'plan', 'to', 'boost', 'security', 'at', 'regional', 'airports', 'was', 'inadequate', 'because', 'it', 'did', 'not', 'include', 'permanent', 'passenger', 'screening', 'victorian', 'premier', 'steve', 'bracks', 'said', 'today']\n",
      "Removed Stopwords: ['premiers', 'differ', 'air', 'security', 'plan', 'federal', 'government', 'plan', 'boost', 'security', 'regional', 'airports', 'inadequate', 'include', 'permanent', 'passenger', 'screening', 'victorian', 'premier', 'steve', 'bracks', 'said', 'today']\n",
      "Stemmed Tokens: ['premier', 'differ', 'air', 'secur', 'plan', 'feder', 'govern', 'plan', 'boost', 'secur', 'region', 'airport', 'inadequ', 'includ', 'perman', 'passeng', 'screen', 'victorian', 'premier', 'steve', 'brack', 'said', 'today']\n",
      "Final Preprocessed Text: premier differ air secur plan feder govern plan boost secur region airport inadequ includ perman passeng screen victorian premier steve brack said today\n",
      "\n",
      "Original Text: Ramirez OK After Fouling Ball Off Knee The most satisfying images from the Boston Red Sox's latest win are the X-rays of Manny Ramirez's knee. The Boston slugger fouled a ball off his knee in the fourth inning of the Red Sox's 5-3 home victory over the Detroit Tigers on Friday night...\n",
      "Lowercased Text: ramirez ok after fouling ball off knee the most satisfying images from the boston red sox's latest win are the x-rays of manny ramirez's knee. the boston slugger fouled a ball off his knee in the fourth inning of the red sox's 5-3 home victory over the detroit tigers on friday night...\n",
      "Removed URLs: ramirez ok after fouling ball off knee the most satisfying images from the boston red sox's latest win are the x-rays of manny ramirez's knee. the boston slugger fouled a ball off his knee in the fourth inning of the red sox's 5-3 home victory over the detroit tigers on friday night...\n",
      "Removed HTML Tags: ramirez ok after fouling ball off knee the most satisfying images from the boston red sox's latest win are the x-rays of manny ramirez's knee. the boston slugger fouled a ball off his knee in the fourth inning of the red sox's 5-3 home victory over the detroit tigers on friday night...\n",
      "Removed Special Characters: ramirez ok after fouling ball off knee the most satisfying images from the boston red soxs latest win are the xrays of manny ramirezs knee the boston slugger fouled a ball off his knee in the fourth inning of the red soxs  home victory over the detroit tigers on friday night\n",
      "Tokens: ['ramirez', 'ok', 'after', 'fouling', 'ball', 'off', 'knee', 'the', 'most', 'satisfying', 'images', 'from', 'the', 'boston', 'red', 'soxs', 'latest', 'win', 'are', 'the', 'xrays', 'of', 'manny', 'ramirezs', 'knee', 'the', 'boston', 'slugger', 'fouled', 'a', 'ball', 'off', 'his', 'knee', 'in', 'the', 'fourth', 'inning', 'of', 'the', 'red', 'soxs', 'home', 'victory', 'over', 'the', 'detroit', 'tigers', 'on', 'friday', 'night']\n",
      "Removed Stopwords: ['ramirez', 'ok', 'fouling', 'ball', 'knee', 'satisfying', 'images', 'boston', 'red', 'soxs', 'latest', 'win', 'xrays', 'manny', 'ramirezs', 'knee', 'boston', 'slugger', 'fouled', 'ball', 'knee', 'fourth', 'inning', 'red', 'soxs', 'home', 'victory', 'detroit', 'tigers', 'friday', 'night']\n",
      "Stemmed Tokens: ['ramirez', 'ok', 'foul', 'ball', 'knee', 'satisfi', 'imag', 'boston', 'red', 'sox', 'latest', 'win', 'xray', 'manni', 'ramirez', 'knee', 'boston', 'slugger', 'foul', 'ball', 'knee', 'fourth', 'inning', 'red', 'sox', 'home', 'victori', 'detroit', 'tiger', 'friday', 'night']\n",
      "Final Preprocessed Text: ramirez ok foul ball knee satisfi imag boston red sox latest win xray manni ramirez knee boston slugger foul ball knee fourth inning red sox home victori detroit tiger friday night\n",
      "\n",
      "Original Text: Nine arrested after Australian island riot protesting against the death of a man in custody burnt down a police station, police residence and a courthouse. northeast coast, said Queensland state police minister Judy Spence.\n",
      "Lowercased Text: nine arrested after australian island riot protesting against the death of a man in custody burnt down a police station, police residence and a courthouse. northeast coast, said queensland state police minister judy spence.\n",
      "Removed URLs: nine arrested after australian island riot protesting against the death of a man in custody burnt down a police station, police residence and a courthouse. northeast coast, said queensland state police minister judy spence.\n",
      "Removed HTML Tags: nine arrested after australian island riot protesting against the death of a man in custody burnt down a police station, police residence and a courthouse. northeast coast, said queensland state police minister judy spence.\n",
      "Removed Special Characters: nine arrested after australian island riot protesting against the death of a man in custody burnt down a police station police residence and a courthouse northeast coast said queensland state police minister judy spence\n",
      "Tokens: ['nine', 'arrested', 'after', 'australian', 'island', 'riot', 'protesting', 'against', 'the', 'death', 'of', 'a', 'man', 'in', 'custody', 'burnt', 'down', 'a', 'police', 'station', 'police', 'residence', 'and', 'a', 'courthouse', 'northeast', 'coast', 'said', 'queensland', 'state', 'police', 'minister', 'judy', 'spence']\n",
      "Removed Stopwords: ['nine', 'arrested', 'australian', 'island', 'riot', 'protesting', 'death', 'man', 'custody', 'burnt', 'police', 'station', 'police', 'residence', 'courthouse', 'northeast', 'coast', 'said', 'queensland', 'state', 'police', 'minister', 'judy', 'spence']\n",
      "Stemmed Tokens: ['nine', 'arrest', 'australian', 'island', 'riot', 'protest', 'death', 'man', 'custodi', 'burnt', 'polic', 'station', 'polic', 'resid', 'courthous', 'northeast', 'coast', 'said', 'queensland', 'state', 'polic', 'minist', 'judi', 'spenc']\n",
      "Final Preprocessed Text: nine arrest australian island riot protest death man custodi burnt polic station polic resid courthous northeast coast said queensland state polic minist judi spenc\n",
      "\n",
      "Original Text: Saudis Set Up Checkpoints Ahead of Protest (AP) AP - Police set up checkpoints and checked identity cards Thursday along streets leading to the area in the Saudi capital where anti-monarchists were expected to try to hold an illegal demonstration called by an exiled dissident.\n",
      "Lowercased Text: saudis set up checkpoints ahead of protest (ap) ap - police set up checkpoints and checked identity cards thursday along streets leading to the area in the saudi capital where anti-monarchists were expected to try to hold an illegal demonstration called by an exiled dissident.\n",
      "Removed URLs: saudis set up checkpoints ahead of protest (ap) ap - police set up checkpoints and checked identity cards thursday along streets leading to the area in the saudi capital where anti-monarchists were expected to try to hold an illegal demonstration called by an exiled dissident.\n",
      "Removed HTML Tags: saudis set up checkpoints ahead of protest (ap) ap - police set up checkpoints and checked identity cards thursday along streets leading to the area in the saudi capital where anti-monarchists were expected to try to hold an illegal demonstration called by an exiled dissident.\n",
      "Removed Special Characters: saudis set up checkpoints ahead of protest ap ap  police set up checkpoints and checked identity cards thursday along streets leading to the area in the saudi capital where antimonarchists were expected to try to hold an illegal demonstration called by an exiled dissident\n",
      "Tokens: ['saudis', 'set', 'up', 'checkpoints', 'ahead', 'of', 'protest', 'ap', 'ap', 'police', 'set', 'up', 'checkpoints', 'and', 'checked', 'identity', 'cards', 'thursday', 'along', 'streets', 'leading', 'to', 'the', 'area', 'in', 'the', 'saudi', 'capital', 'where', 'antimonarchists', 'were', 'expected', 'to', 'try', 'to', 'hold', 'an', 'illegal', 'demonstration', 'called', 'by', 'an', 'exiled', 'dissident']\n",
      "Removed Stopwords: ['saudis', 'set', 'checkpoints', 'ahead', 'protest', 'ap', 'ap', 'police', 'set', 'checkpoints', 'checked', 'identity', 'cards', 'thursday', 'along', 'streets', 'leading', 'area', 'saudi', 'capital', 'antimonarchists', 'expected', 'try', 'hold', 'illegal', 'demonstration', 'called', 'exiled', 'dissident']\n",
      "Stemmed Tokens: ['saudi', 'set', 'checkpoint', 'ahead', 'protest', 'ap', 'ap', 'polic', 'set', 'checkpoint', 'check', 'ident', 'card', 'thursday', 'along', 'street', 'lead', 'area', 'saudi', 'capit', 'antimonarchist', 'expect', 'tri', 'hold', 'illeg', 'demonstr', 'call', 'exil', 'dissid']\n",
      "Final Preprocessed Text: saudi set checkpoint ahead protest ap ap polic set checkpoint check ident card thursday along street lead area saudi capit antimonarchist expect tri hold illeg demonstr call exil dissid\n",
      "\n",
      "Original Text: Iran: U.N. Uranium Program Ban 'Illegal' (AP) AP - Iran on Sunday denounced as \"illegal\" demands from the U.N. atomic watchdog agency that it freeze all work on uranium enrichment  #151; a technology that can be used for nuclear weapons  #151; and threatened to limit cooperation with the agency if it moves toward sanctions.\n",
      "Lowercased Text: iran: u.n. uranium program ban 'illegal' (ap) ap - iran on sunday denounced as \"illegal\" demands from the u.n. atomic watchdog agency that it freeze all work on uranium enrichment  #151; a technology that can be used for nuclear weapons  #151; and threatened to limit cooperation with the agency if it moves toward sanctions.\n",
      "Removed URLs: iran: u.n. uranium program ban 'illegal' (ap) ap - iran on sunday denounced as \"illegal\" demands from the u.n. atomic watchdog agency that it freeze all work on uranium enrichment  #151; a technology that can be used for nuclear weapons  #151; and threatened to limit cooperation with the agency if it moves toward sanctions.\n",
      "Removed HTML Tags: iran: u.n. uranium program ban 'illegal' (ap) ap - iran on sunday denounced as \"illegal\" demands from the u.n. atomic watchdog agency that it freeze all work on uranium enrichment  #151; a technology that can be used for nuclear weapons  #151; and threatened to limit cooperation with the agency if it moves toward sanctions.\n",
      "Removed Special Characters: iran un uranium program ban illegal ap ap  iran on sunday denounced as illegal demands from the un atomic watchdog agency that it freeze all work on uranium enrichment   a technology that can be used for nuclear weapons   and threatened to limit cooperation with the agency if it moves toward sanctions\n",
      "Tokens: ['iran', 'un', 'uranium', 'program', 'ban', 'illegal', 'ap', 'ap', 'iran', 'on', 'sunday', 'denounced', 'as', 'illegal', 'demands', 'from', 'the', 'un', 'atomic', 'watchdog', 'agency', 'that', 'it', 'freeze', 'all', 'work', 'on', 'uranium', 'enrichment', 'a', 'technology', 'that', 'can', 'be', 'used', 'for', 'nuclear', 'weapons', 'and', 'threatened', 'to', 'limit', 'cooperation', 'with', 'the', 'agency', 'if', 'it', 'moves', 'toward', 'sanctions']\n",
      "Removed Stopwords: ['iran', 'un', 'uranium', 'program', 'ban', 'illegal', 'ap', 'ap', 'iran', 'sunday', 'denounced', 'illegal', 'demands', 'un', 'atomic', 'watchdog', 'agency', 'freeze', 'work', 'uranium', 'enrichment', 'technology', 'used', 'nuclear', 'weapons', 'threatened', 'limit', 'cooperation', 'agency', 'moves', 'toward', 'sanctions']\n",
      "Stemmed Tokens: ['iran', 'un', 'uranium', 'program', 'ban', 'illeg', 'ap', 'ap', 'iran', 'sunday', 'denounc', 'illeg', 'demand', 'un', 'atom', 'watchdog', 'agenc', 'freez', 'work', 'uranium', 'enrich', 'technolog', 'use', 'nuclear', 'weapon', 'threaten', 'limit', 'cooper', 'agenc', 'move', 'toward', 'sanction']\n",
      "Final Preprocessed Text: iran un uranium program ban illeg ap ap iran sunday denounc illeg demand un atom watchdog agenc freez work uranium enrich technolog use nuclear weapon threaten limit cooper agenc move toward sanction\n",
      "\n",
      "Original Text: EU's highest court says Greece can tax ouzo at lower rate than other liquors (Canadian Press) Canadian Press - BRUSSELS (AP) - nreece can continue to tax its trademark liqueur ouzo at half the other rate of other alcohols, the European Union's highest court ruled Tuesday.\n",
      "Lowercased Text: eu's highest court says greece can tax ouzo at lower rate than other liquors (canadian press) canadian press - brussels (ap) - nreece can continue to tax its trademark liqueur ouzo at half the other rate of other alcohols, the european union's highest court ruled tuesday.\n",
      "Removed URLs: eu's highest court says greece can tax ouzo at lower rate than other liquors (canadian press) canadian press - brussels (ap) - nreece can continue to tax its trademark liqueur ouzo at half the other rate of other alcohols, the european union's highest court ruled tuesday.\n",
      "Removed HTML Tags: eu's highest court says greece can tax ouzo at lower rate than other liquors (canadian press) canadian press - brussels (ap) - nreece can continue to tax its trademark liqueur ouzo at half the other rate of other alcohols, the european union's highest court ruled tuesday.\n",
      "Removed Special Characters: eus highest court says greece can tax ouzo at lower rate than other liquors canadian press canadian press  brussels ap  nreece can continue to tax its trademark liqueur ouzo at half the other rate of other alcohols the european unions highest court ruled tuesday\n",
      "Tokens: ['eus', 'highest', 'court', 'says', 'greece', 'can', 'tax', 'ouzo', 'at', 'lower', 'rate', 'than', 'other', 'liquors', 'canadian', 'press', 'canadian', 'press', 'brussels', 'ap', 'nreece', 'can', 'continue', 'to', 'tax', 'its', 'trademark', 'liqueur', 'ouzo', 'at', 'half', 'the', 'other', 'rate', 'of', 'other', 'alcohols', 'the', 'european', 'unions', 'highest', 'court', 'ruled', 'tuesday']\n",
      "Removed Stopwords: ['eus', 'highest', 'court', 'says', 'greece', 'tax', 'ouzo', 'lower', 'rate', 'liquors', 'canadian', 'press', 'canadian', 'press', 'brussels', 'ap', 'nreece', 'continue', 'tax', 'trademark', 'liqueur', 'ouzo', 'half', 'rate', 'alcohols', 'european', 'unions', 'highest', 'court', 'ruled', 'tuesday']\n",
      "Stemmed Tokens: ['eu', 'highest', 'court', 'say', 'greec', 'tax', 'ouzo', 'lower', 'rate', 'liquor', 'canadian', 'press', 'canadian', 'press', 'brussel', 'ap', 'nreec', 'continu', 'tax', 'trademark', 'liqueur', 'ouzo', 'half', 'rate', 'alcohol', 'european', 'union', 'highest', 'court', 'rule', 'tuesday']\n",
      "Final Preprocessed Text: eu highest court say greec tax ouzo lower rate liquor canadian press canadian press brussel ap nreec continu tax trademark liqueur ouzo half rate alcohol european union highest court rule tuesday\n",
      "\n",
      "Original Text: Shell, Sinopec launch 187 million dollar service station venture (AFP) AFP - Anglo-Dutch oil giant Royal Dutch/Shell and China Petroleum and Chemical Corp (Sinopec Group) have launched a 187 million dollar service station joint venture, the companies said.\n",
      "Lowercased Text: shell, sinopec launch 187 million dollar service station venture (afp) afp - anglo-dutch oil giant royal dutch/shell and china petroleum and chemical corp (sinopec group) have launched a 187 million dollar service station joint venture, the companies said.\n",
      "Removed URLs: shell, sinopec launch 187 million dollar service station venture (afp) afp - anglo-dutch oil giant royal dutch/shell and china petroleum and chemical corp (sinopec group) have launched a 187 million dollar service station joint venture, the companies said.\n",
      "Removed HTML Tags: shell, sinopec launch 187 million dollar service station venture (afp) afp - anglo-dutch oil giant royal dutch/shell and china petroleum and chemical corp (sinopec group) have launched a 187 million dollar service station joint venture, the companies said.\n",
      "Removed Special Characters: shell sinopec launch  million dollar service station venture afp afp  anglodutch oil giant royal dutchshell and china petroleum and chemical corp sinopec group have launched a  million dollar service station joint venture the companies said\n",
      "Tokens: ['shell', 'sinopec', 'launch', 'million', 'dollar', 'service', 'station', 'venture', 'afp', 'afp', 'anglodutch', 'oil', 'giant', 'royal', 'dutchshell', 'and', 'china', 'petroleum', 'and', 'chemical', 'corp', 'sinopec', 'group', 'have', 'launched', 'a', 'million', 'dollar', 'service', 'station', 'joint', 'venture', 'the', 'companies', 'said']\n",
      "Removed Stopwords: ['shell', 'sinopec', 'launch', 'million', 'dollar', 'service', 'station', 'venture', 'afp', 'afp', 'anglodutch', 'oil', 'giant', 'royal', 'dutchshell', 'china', 'petroleum', 'chemical', 'corp', 'sinopec', 'group', 'launched', 'million', 'dollar', 'service', 'station', 'joint', 'venture', 'companies', 'said']\n",
      "Stemmed Tokens: ['shell', 'sinopec', 'launch', 'million', 'dollar', 'servic', 'station', 'ventur', 'afp', 'afp', 'anglodutch', 'oil', 'giant', 'royal', 'dutchshel', 'china', 'petroleum', 'chemic', 'corp', 'sinopec', 'group', 'launch', 'million', 'dollar', 'servic', 'station', 'joint', 'ventur', 'compani', 'said']\n",
      "Final Preprocessed Text: shell sinopec launch million dollar servic station ventur afp afp anglodutch oil giant royal dutchshel china petroleum chemic corp sinopec group launch million dollar servic station joint ventur compani said\n",
      "\n",
      "Original Text: Sri Lanka restrict Pakistan after Samaraweera's hundred (AFP) AFP - Sri Lanka fought back with seven wickets in the last two sessions to restrict Pakistan's first innings lead on the second day of the first Test.\n",
      "Lowercased Text: sri lanka restrict pakistan after samaraweera's hundred (afp) afp - sri lanka fought back with seven wickets in the last two sessions to restrict pakistan's first innings lead on the second day of the first test.\n",
      "Removed URLs: sri lanka restrict pakistan after samaraweera's hundred (afp) afp - sri lanka fought back with seven wickets in the last two sessions to restrict pakistan's first innings lead on the second day of the first test.\n",
      "Removed HTML Tags: sri lanka restrict pakistan after samaraweera's hundred (afp) afp - sri lanka fought back with seven wickets in the last two sessions to restrict pakistan's first innings lead on the second day of the first test.\n",
      "Removed Special Characters: sri lanka restrict pakistan after samaraweeras hundred afp afp  sri lanka fought back with seven wickets in the last two sessions to restrict pakistans first innings lead on the second day of the first test\n",
      "Tokens: ['sri', 'lanka', 'restrict', 'pakistan', 'after', 'samaraweeras', 'hundred', 'afp', 'afp', 'sri', 'lanka', 'fought', 'back', 'with', 'seven', 'wickets', 'in', 'the', 'last', 'two', 'sessions', 'to', 'restrict', 'pakistans', 'first', 'innings', 'lead', 'on', 'the', 'second', 'day', 'of', 'the', 'first', 'test']\n",
      "Removed Stopwords: ['sri', 'lanka', 'restrict', 'pakistan', 'samaraweeras', 'hundred', 'afp', 'afp', 'sri', 'lanka', 'fought', 'back', 'seven', 'wickets', 'last', 'two', 'sessions', 'restrict', 'pakistans', 'first', 'innings', 'lead', 'second', 'day', 'first', 'test']\n",
      "Stemmed Tokens: ['sri', 'lanka', 'restrict', 'pakistan', 'samaraweera', 'hundr', 'afp', 'afp', 'sri', 'lanka', 'fought', 'back', 'seven', 'wicket', 'last', 'two', 'session', 'restrict', 'pakistan', 'first', 'inning', 'lead', 'second', 'day', 'first', 'test']\n",
      "Final Preprocessed Text: sri lanka restrict pakistan samaraweera hundr afp afp sri lanka fought back seven wicket last two session restrict pakistan first inning lead second day first test\n",
      "\n",
      "Original Text: Sharon aide tells of pullback motive A top aide to Prime Minister Ariel Sharon was quoted as saying yesterday that Israel #39;s planned withdrawal from the Gaza Strip is intended to block Palestinian statehood indefinitely and that the policy had US backing.\n",
      "Lowercased Text: sharon aide tells of pullback motive a top aide to prime minister ariel sharon was quoted as saying yesterday that israel #39;s planned withdrawal from the gaza strip is intended to block palestinian statehood indefinitely and that the policy had us backing.\n",
      "Removed URLs: sharon aide tells of pullback motive a top aide to prime minister ariel sharon was quoted as saying yesterday that israel #39;s planned withdrawal from the gaza strip is intended to block palestinian statehood indefinitely and that the policy had us backing.\n",
      "Removed HTML Tags: sharon aide tells of pullback motive a top aide to prime minister ariel sharon was quoted as saying yesterday that israel #39;s planned withdrawal from the gaza strip is intended to block palestinian statehood indefinitely and that the policy had us backing.\n",
      "Removed Special Characters: sharon aide tells of pullback motive a top aide to prime minister ariel sharon was quoted as saying yesterday that israel s planned withdrawal from the gaza strip is intended to block palestinian statehood indefinitely and that the policy had us backing\n",
      "Tokens: ['sharon', 'aide', 'tells', 'of', 'pullback', 'motive', 'a', 'top', 'aide', 'to', 'prime', 'minister', 'ariel', 'sharon', 'was', 'quoted', 'as', 'saying', 'yesterday', 'that', 'israel', 's', 'planned', 'withdrawal', 'from', 'the', 'gaza', 'strip', 'is', 'intended', 'to', 'block', 'palestinian', 'statehood', 'indefinitely', 'and', 'that', 'the', 'policy', 'had', 'us', 'backing']\n",
      "Removed Stopwords: ['sharon', 'aide', 'tells', 'pullback', 'motive', 'top', 'aide', 'prime', 'minister', 'ariel', 'sharon', 'quoted', 'saying', 'yesterday', 'israel', 'planned', 'withdrawal', 'gaza', 'strip', 'intended', 'block', 'palestinian', 'statehood', 'indefinitely', 'policy', 'us', 'backing']\n",
      "Stemmed Tokens: ['sharon', 'aid', 'tell', 'pullback', 'motiv', 'top', 'aid', 'prime', 'minist', 'ariel', 'sharon', 'quot', 'say', 'yesterday', 'israel', 'plan', 'withdraw', 'gaza', 'strip', 'intend', 'block', 'palestinian', 'statehood', 'indefinit', 'polici', 'us', 'back']\n",
      "Final Preprocessed Text: sharon aid tell pullback motiv top aid prime minist ariel sharon quot say yesterday israel plan withdraw gaza strip intend block palestinian statehood indefinit polici us back\n",
      "\n",
      "Original Text: Baby Charlotte can be allowed to die, judge rules Charlotte Wyatt, the premature baby clinging to life in a hospital oxygen box, is to be allowed to die if her breathing stops. A High Court judge today gave Charlotte #39;s doctors permission not to resuscitate \n",
      "Lowercased Text: baby charlotte can be allowed to die, judge rules charlotte wyatt, the premature baby clinging to life in a hospital oxygen box, is to be allowed to die if her breathing stops. a high court judge today gave charlotte #39;s doctors permission not to resuscitate \n",
      "Removed URLs: baby charlotte can be allowed to die, judge rules charlotte wyatt, the premature baby clinging to life in a hospital oxygen box, is to be allowed to die if her breathing stops. a high court judge today gave charlotte #39;s doctors permission not to resuscitate \n",
      "Removed HTML Tags: baby charlotte can be allowed to die, judge rules charlotte wyatt, the premature baby clinging to life in a hospital oxygen box, is to be allowed to die if her breathing stops. a high court judge today gave charlotte #39;s doctors permission not to resuscitate \n",
      "Removed Special Characters: baby charlotte can be allowed to die judge rules charlotte wyatt the premature baby clinging to life in a hospital oxygen box is to be allowed to die if her breathing stops a high court judge today gave charlotte s doctors permission not to resuscitate \n",
      "Tokens: ['baby', 'charlotte', 'can', 'be', 'allowed', 'to', 'die', 'judge', 'rules', 'charlotte', 'wyatt', 'the', 'premature', 'baby', 'clinging', 'to', 'life', 'in', 'a', 'hospital', 'oxygen', 'box', 'is', 'to', 'be', 'allowed', 'to', 'die', 'if', 'her', 'breathing', 'stops', 'a', 'high', 'court', 'judge', 'today', 'gave', 'charlotte', 's', 'doctors', 'permission', 'not', 'to', 'resuscitate']\n",
      "Removed Stopwords: ['baby', 'charlotte', 'allowed', 'die', 'judge', 'rules', 'charlotte', 'wyatt', 'premature', 'baby', 'clinging', 'life', 'hospital', 'oxygen', 'box', 'allowed', 'die', 'breathing', 'stops', 'high', 'court', 'judge', 'today', 'gave', 'charlotte', 'doctors', 'permission', 'resuscitate']\n",
      "Stemmed Tokens: ['babi', 'charlott', 'allow', 'die', 'judg', 'rule', 'charlott', 'wyatt', 'prematur', 'babi', 'cling', 'life', 'hospit', 'oxygen', 'box', 'allow', 'die', 'breath', 'stop', 'high', 'court', 'judg', 'today', 'gave', 'charlott', 'doctor', 'permiss', 'resuscit']\n",
      "Final Preprocessed Text: babi charlott allow die judg rule charlott wyatt prematur babi cling life hospit oxygen box allow die breath stop high court judg today gave charlott doctor permiss resuscit\n",
      "\n",
      "Original Text: Ethiopia Ally Elected Somali President  NAIROBI (Reuters) - Ethiopian-backed warlord Abdullahi  Yusuf was elected Somali president by lawmakers on Sunday in  the 14th attempt in a decade to restore government to the  lawless African country.\n",
      "Lowercased Text: ethiopia ally elected somali president  nairobi (reuters) - ethiopian-backed warlord abdullahi  yusuf was elected somali president by lawmakers on sunday in  the 14th attempt in a decade to restore government to the  lawless african country.\n",
      "Removed URLs: ethiopia ally elected somali president  nairobi (reuters) - ethiopian-backed warlord abdullahi  yusuf was elected somali president by lawmakers on sunday in  the 14th attempt in a decade to restore government to the  lawless african country.\n",
      "Removed HTML Tags: ethiopia ally elected somali president  nairobi (reuters) - ethiopian-backed warlord abdullahi  yusuf was elected somali president by lawmakers on sunday in  the 14th attempt in a decade to restore government to the  lawless african country.\n",
      "Removed Special Characters: ethiopia ally elected somali president  nairobi reuters  ethiopianbacked warlord abdullahi  yusuf was elected somali president by lawmakers on sunday in  the th attempt in a decade to restore government to the  lawless african country\n",
      "Tokens: ['ethiopia', 'ally', 'elected', 'somali', 'president', 'nairobi', 'reuters', 'ethiopianbacked', 'warlord', 'abdullahi', 'yusuf', 'was', 'elected', 'somali', 'president', 'by', 'lawmakers', 'on', 'sunday', 'in', 'the', 'th', 'attempt', 'in', 'a', 'decade', 'to', 'restore', 'government', 'to', 'the', 'lawless', 'african', 'country']\n",
      "Removed Stopwords: ['ethiopia', 'ally', 'elected', 'somali', 'president', 'nairobi', 'reuters', 'ethiopianbacked', 'warlord', 'abdullahi', 'yusuf', 'elected', 'somali', 'president', 'lawmakers', 'sunday', 'th', 'attempt', 'decade', 'restore', 'government', 'lawless', 'african', 'country']\n",
      "Stemmed Tokens: ['ethiopia', 'alli', 'elect', 'somali', 'presid', 'nairobi', 'reuter', 'ethiopianback', 'warlord', 'abdullahi', 'yusuf', 'elect', 'somali', 'presid', 'lawmak', 'sunday', 'th', 'attempt', 'decad', 'restor', 'govern', 'lawless', 'african', 'countri']\n",
      "Final Preprocessed Text: ethiopia alli elect somali presid nairobi reuter ethiopianback warlord abdullahi yusuf elect somali presid lawmak sunday th attempt decad restor govern lawless african countri\n",
      "\n",
      "Original Text: British soldier killed in Basra A British soldier was believed to have been killed and another seriously injured last night after clashes with Shia fighters in the southern Iraqi city of Basra. \n",
      "Lowercased Text: british soldier killed in basra a british soldier was believed to have been killed and another seriously injured last night after clashes with shia fighters in the southern iraqi city of basra. \n",
      "Removed URLs: british soldier killed in basra a british soldier was believed to have been killed and another seriously injured last night after clashes with shia fighters in the southern iraqi city of basra. \n",
      "Removed HTML Tags: british soldier killed in basra a british soldier was believed to have been killed and another seriously injured last night after clashes with shia fighters in the southern iraqi city of basra. \n",
      "Removed Special Characters: british soldier killed in basra a british soldier was believed to have been killed and another seriously injured last night after clashes with shia fighters in the southern iraqi city of basra \n",
      "Tokens: ['british', 'soldier', 'killed', 'in', 'basra', 'a', 'british', 'soldier', 'was', 'believed', 'to', 'have', 'been', 'killed', 'and', 'another', 'seriously', 'injured', 'last', 'night', 'after', 'clashes', 'with', 'shia', 'fighters', 'in', 'the', 'southern', 'iraqi', 'city', 'of', 'basra']\n",
      "Removed Stopwords: ['british', 'soldier', 'killed', 'basra', 'british', 'soldier', 'believed', 'killed', 'another', 'seriously', 'injured', 'last', 'night', 'clashes', 'shia', 'fighters', 'southern', 'iraqi', 'city', 'basra']\n",
      "Stemmed Tokens: ['british', 'soldier', 'kill', 'basra', 'british', 'soldier', 'believ', 'kill', 'anoth', 'serious', 'injur', 'last', 'night', 'clash', 'shia', 'fighter', 'southern', 'iraqi', 'citi', 'basra']\n",
      "Final Preprocessed Text: british soldier kill basra british soldier believ kill anoth serious injur last night clash shia fighter southern iraqi citi basra\n",
      "\n",
      "Original Text: Algerian Al Qaeda Ally Says Appoints New Leader (Reuters) Reuters - Algeria's largest Islamic rebel group\\with ties to al Qaeda said it has appointed a new chief, known\\as an explosives expert, as it tries to regroup following the\\loss of key leaders in recent gun battles with authorities.\n",
      "Lowercased Text: algerian al qaeda ally says appoints new leader (reuters) reuters - algeria's largest islamic rebel group\\with ties to al qaeda said it has appointed a new chief, known\\as an explosives expert, as it tries to regroup following the\\loss of key leaders in recent gun battles with authorities.\n",
      "Removed URLs: algerian al qaeda ally says appoints new leader (reuters) reuters - algeria's largest islamic rebel group\\with ties to al qaeda said it has appointed a new chief, known\\as an explosives expert, as it tries to regroup following the\\loss of key leaders in recent gun battles with authorities.\n",
      "Removed HTML Tags: algerian al qaeda ally says appoints new leader (reuters) reuters - algeria's largest islamic rebel group\\with ties to al qaeda said it has appointed a new chief, known\\as an explosives expert, as it tries to regroup following the\\loss of key leaders in recent gun battles with authorities.\n",
      "Removed Special Characters: algerian al qaeda ally says appoints new leader reuters reuters  algerias largest islamic rebel groupwith ties to al qaeda said it has appointed a new chief knownas an explosives expert as it tries to regroup following theloss of key leaders in recent gun battles with authorities\n",
      "Tokens: ['algerian', 'al', 'qaeda', 'ally', 'says', 'appoints', 'new', 'leader', 'reuters', 'reuters', 'algerias', 'largest', 'islamic', 'rebel', 'groupwith', 'ties', 'to', 'al', 'qaeda', 'said', 'it', 'has', 'appointed', 'a', 'new', 'chief', 'knownas', 'an', 'explosives', 'expert', 'as', 'it', 'tries', 'to', 'regroup', 'following', 'theloss', 'of', 'key', 'leaders', 'in', 'recent', 'gun', 'battles', 'with', 'authorities']\n",
      "Removed Stopwords: ['algerian', 'al', 'qaeda', 'ally', 'says', 'appoints', 'new', 'leader', 'reuters', 'reuters', 'algerias', 'largest', 'islamic', 'rebel', 'groupwith', 'ties', 'al', 'qaeda', 'said', 'appointed', 'new', 'chief', 'knownas', 'explosives', 'expert', 'tries', 'regroup', 'following', 'theloss', 'key', 'leaders', 'recent', 'gun', 'battles', 'authorities']\n",
      "Stemmed Tokens: ['algerian', 'al', 'qaeda', 'alli', 'say', 'appoint', 'new', 'leader', 'reuter', 'reuter', 'algeria', 'largest', 'islam', 'rebel', 'groupwith', 'tie', 'al', 'qaeda', 'said', 'appoint', 'new', 'chief', 'knowna', 'explos', 'expert', 'tri', 'regroup', 'follow', 'theloss', 'key', 'leader', 'recent', 'gun', 'battl', 'author']\n",
      "Final Preprocessed Text: algerian al qaeda alli say appoint new leader reuter reuter algeria largest islam rebel groupwith tie al qaeda said appoint new chief knowna explos expert tri regroup follow theloss key leader recent gun battl author\n",
      "\n",
      "Original Text: Red Sox Rally Past Yankees in Ninth NEW YORK - The way the Boston Red Sox are playing these days, nothing seems to be able to stop them. Not even Mariano Rivera...\n",
      "Lowercased Text: red sox rally past yankees in ninth new york - the way the boston red sox are playing these days, nothing seems to be able to stop them. not even mariano rivera...\n",
      "Removed URLs: red sox rally past yankees in ninth new york - the way the boston red sox are playing these days, nothing seems to be able to stop them. not even mariano rivera...\n",
      "Removed HTML Tags: red sox rally past yankees in ninth new york - the way the boston red sox are playing these days, nothing seems to be able to stop them. not even mariano rivera...\n",
      "Removed Special Characters: red sox rally past yankees in ninth new york  the way the boston red sox are playing these days nothing seems to be able to stop them not even mariano rivera\n",
      "Tokens: ['red', 'sox', 'rally', 'past', 'yankees', 'in', 'ninth', 'new', 'york', 'the', 'way', 'the', 'boston', 'red', 'sox', 'are', 'playing', 'these', 'days', 'nothing', 'seems', 'to', 'be', 'able', 'to', 'stop', 'them', 'not', 'even', 'mariano', 'rivera']\n",
      "Removed Stopwords: ['red', 'sox', 'rally', 'past', 'yankees', 'ninth', 'new', 'york', 'way', 'boston', 'red', 'sox', 'playing', 'days', 'nothing', 'seems', 'able', 'stop', 'even', 'mariano', 'rivera']\n",
      "Stemmed Tokens: ['red', 'sox', 'ralli', 'past', 'yanke', 'ninth', 'new', 'york', 'way', 'boston', 'red', 'sox', 'play', 'day', 'noth', 'seem', 'abl', 'stop', 'even', 'mariano', 'rivera']\n",
      "Final Preprocessed Text: red sox ralli past yanke ninth new york way boston red sox play day noth seem abl stop even mariano rivera\n",
      "\n",
      "Original Text: Democratic Rep. Bob Matsui Dies at 63 (AP) AP - Rep. Robert T. Matsui of California, who spent time in an internment camp for Japanese-Americans as an infant during World War II and went on to serve 26 years in Congress, has died of complications from a rare disease, his family said Sunday.\n",
      "Lowercased Text: democratic rep. bob matsui dies at 63 (ap) ap - rep. robert t. matsui of california, who spent time in an internment camp for japanese-americans as an infant during world war ii and went on to serve 26 years in congress, has died of complications from a rare disease, his family said sunday.\n",
      "Removed URLs: democratic rep. bob matsui dies at 63 (ap) ap - rep. robert t. matsui of california, who spent time in an internment camp for japanese-americans as an infant during world war ii and went on to serve 26 years in congress, has died of complications from a rare disease, his family said sunday.\n",
      "Removed HTML Tags: democratic rep. bob matsui dies at 63 (ap) ap - rep. robert t. matsui of california, who spent time in an internment camp for japanese-americans as an infant during world war ii and went on to serve 26 years in congress, has died of complications from a rare disease, his family said sunday.\n",
      "Removed Special Characters: democratic rep bob matsui dies at  ap ap  rep robert t matsui of california who spent time in an internment camp for japaneseamericans as an infant during world war ii and went on to serve  years in congress has died of complications from a rare disease his family said sunday\n",
      "Tokens: ['democratic', 'rep', 'bob', 'matsui', 'dies', 'at', 'ap', 'ap', 'rep', 'robert', 't', 'matsui', 'of', 'california', 'who', 'spent', 'time', 'in', 'an', 'internment', 'camp', 'for', 'japaneseamericans', 'as', 'an', 'infant', 'during', 'world', 'war', 'ii', 'and', 'went', 'on', 'to', 'serve', 'years', 'in', 'congress', 'has', 'died', 'of', 'complications', 'from', 'a', 'rare', 'disease', 'his', 'family', 'said', 'sunday']\n",
      "Removed Stopwords: ['democratic', 'rep', 'bob', 'matsui', 'dies', 'ap', 'ap', 'rep', 'robert', 'matsui', 'california', 'spent', 'time', 'internment', 'camp', 'japaneseamericans', 'infant', 'world', 'war', 'ii', 'went', 'serve', 'years', 'congress', 'died', 'complications', 'rare', 'disease', 'family', 'said', 'sunday']\n",
      "Stemmed Tokens: ['democrat', 'rep', 'bob', 'matsui', 'die', 'ap', 'ap', 'rep', 'robert', 'matsui', 'california', 'spent', 'time', 'intern', 'camp', 'japaneseamerican', 'infant', 'world', 'war', 'ii', 'went', 'serv', 'year', 'congress', 'die', 'complic', 'rare', 'diseas', 'famili', 'said', 'sunday']\n",
      "Final Preprocessed Text: democrat rep bob matsui die ap ap rep robert matsui california spent time intern camp japaneseamerican infant world war ii went serv year congress die complic rare diseas famili said sunday\n",
      "\n",
      "Original Text: UK Police arrest four trying to buy radioactive material LONDON: British police said they had arrested four men under anti-terrorism legislation as the suspects tried to buy explosives for a dirty bomb.\n",
      "Lowercased Text: uk police arrest four trying to buy radioactive material london: british police said they had arrested four men under anti-terrorism legislation as the suspects tried to buy explosives for a dirty bomb.\n",
      "Removed URLs: uk police arrest four trying to buy radioactive material london: british police said they had arrested four men under anti-terrorism legislation as the suspects tried to buy explosives for a dirty bomb.\n",
      "Removed HTML Tags: uk police arrest four trying to buy radioactive material london: british police said they had arrested four men under anti-terrorism legislation as the suspects tried to buy explosives for a dirty bomb.\n",
      "Removed Special Characters: uk police arrest four trying to buy radioactive material london british police said they had arrested four men under antiterrorism legislation as the suspects tried to buy explosives for a dirty bomb\n",
      "Tokens: ['uk', 'police', 'arrest', 'four', 'trying', 'to', 'buy', 'radioactive', 'material', 'london', 'british', 'police', 'said', 'they', 'had', 'arrested', 'four', 'men', 'under', 'antiterrorism', 'legislation', 'as', 'the', 'suspects', 'tried', 'to', 'buy', 'explosives', 'for', 'a', 'dirty', 'bomb']\n",
      "Removed Stopwords: ['uk', 'police', 'arrest', 'four', 'trying', 'buy', 'radioactive', 'material', 'london', 'british', 'police', 'said', 'arrested', 'four', 'men', 'antiterrorism', 'legislation', 'suspects', 'tried', 'buy', 'explosives', 'dirty', 'bomb']\n",
      "Stemmed Tokens: ['uk', 'polic', 'arrest', 'four', 'tri', 'buy', 'radioact', 'materi', 'london', 'british', 'polic', 'said', 'arrest', 'four', 'men', 'antiterror', 'legisl', 'suspect', 'tri', 'buy', 'explos', 'dirti', 'bomb']\n",
      "Final Preprocessed Text: uk polic arrest four tri buy radioact materi london british polic said arrest four men antiterror legisl suspect tri buy explos dirti bomb\n",
      "\n",
      "Original Text: House Republicans Act to Protect DeLay (washingtonpost.com) washingtonpost.com - Emboldened by their election success, House Republicans changed their rules yesterday to allow Majority Leader Tom DeLay (Tex.) to keep his post even if a grand jury indicts him, and Senate GOP leaders continued to weigh changing long-standing rules governing filibusters to prevent Democrats from blocking President Bush's most conservative judicial nominees.\n",
      "Lowercased Text: house republicans act to protect delay (washingtonpost.com) washingtonpost.com - emboldened by their election success, house republicans changed their rules yesterday to allow majority leader tom delay (tex.) to keep his post even if a grand jury indicts him, and senate gop leaders continued to weigh changing long-standing rules governing filibusters to prevent democrats from blocking president bush's most conservative judicial nominees.\n",
      "Removed URLs: house republicans act to protect delay (washingtonpost.com) washingtonpost.com - emboldened by their election success, house republicans changed their rules yesterday to allow majority leader tom delay (tex.) to keep his post even if a grand jury indicts him, and senate gop leaders continued to weigh changing long-standing rules governing filibusters to prevent democrats from blocking president bush's most conservative judicial nominees.\n",
      "Removed HTML Tags: house republicans act to protect delay (washingtonpost.com) washingtonpost.com - emboldened by their election success, house republicans changed their rules yesterday to allow majority leader tom delay (tex.) to keep his post even if a grand jury indicts him, and senate gop leaders continued to weigh changing long-standing rules governing filibusters to prevent democrats from blocking president bush's most conservative judicial nominees.\n",
      "Removed Special Characters: house republicans act to protect delay washingtonpostcom washingtonpostcom  emboldened by their election success house republicans changed their rules yesterday to allow majority leader tom delay tex to keep his post even if a grand jury indicts him and senate gop leaders continued to weigh changing longstanding rules governing filibusters to prevent democrats from blocking president bushs most conservative judicial nominees\n",
      "Tokens: ['house', 'republicans', 'act', 'to', 'protect', 'delay', 'washingtonpostcom', 'washingtonpostcom', 'emboldened', 'by', 'their', 'election', 'success', 'house', 'republicans', 'changed', 'their', 'rules', 'yesterday', 'to', 'allow', 'majority', 'leader', 'tom', 'delay', 'tex', 'to', 'keep', 'his', 'post', 'even', 'if', 'a', 'grand', 'jury', 'indicts', 'him', 'and', 'senate', 'gop', 'leaders', 'continued', 'to', 'weigh', 'changing', 'longstanding', 'rules', 'governing', 'filibusters', 'to', 'prevent', 'democrats', 'from', 'blocking', 'president', 'bushs', 'most', 'conservative', 'judicial', 'nominees']\n",
      "Removed Stopwords: ['house', 'republicans', 'act', 'protect', 'delay', 'washingtonpostcom', 'washingtonpostcom', 'emboldened', 'election', 'success', 'house', 'republicans', 'changed', 'rules', 'yesterday', 'allow', 'majority', 'leader', 'tom', 'delay', 'tex', 'keep', 'post', 'even', 'grand', 'jury', 'indicts', 'senate', 'gop', 'leaders', 'continued', 'weigh', 'changing', 'longstanding', 'rules', 'governing', 'filibusters', 'prevent', 'democrats', 'blocking', 'president', 'bushs', 'conservative', 'judicial', 'nominees']\n",
      "Stemmed Tokens: ['hous', 'republican', 'act', 'protect', 'delay', 'washingtonpostcom', 'washingtonpostcom', 'embolden', 'elect', 'success', 'hous', 'republican', 'chang', 'rule', 'yesterday', 'allow', 'major', 'leader', 'tom', 'delay', 'tex', 'keep', 'post', 'even', 'grand', 'juri', 'indict', 'senat', 'gop', 'leader', 'continu', 'weigh', 'chang', 'longstand', 'rule', 'govern', 'filibust', 'prevent', 'democrat', 'block', 'presid', 'bush', 'conserv', 'judici', 'nomine']\n",
      "Final Preprocessed Text: hous republican act protect delay washingtonpostcom washingtonpostcom embolden elect success hous republican chang rule yesterday allow major leader tom delay tex keep post even grand juri indict senat gop leader continu weigh chang longstand rule govern filibust prevent democrat block presid bush conserv judici nomine\n",
      "\n",
      "Original Text: Putin Gets Duma Nod for Reforms to Boost Power  MOSCOW (Reuters) - Russia's parliament backed on Friday  President Vladimir Putin's plan to scrap elections for  governors under sweeping political reforms aimed at  strengthening his grip on power.\n",
      "Lowercased Text: putin gets duma nod for reforms to boost power  moscow (reuters) - russia's parliament backed on friday  president vladimir putin's plan to scrap elections for  governors under sweeping political reforms aimed at  strengthening his grip on power.\n",
      "Removed URLs: putin gets duma nod for reforms to boost power  moscow (reuters) - russia's parliament backed on friday  president vladimir putin's plan to scrap elections for  governors under sweeping political reforms aimed at  strengthening his grip on power.\n",
      "Removed HTML Tags: putin gets duma nod for reforms to boost power  moscow (reuters) - russia's parliament backed on friday  president vladimir putin's plan to scrap elections for  governors under sweeping political reforms aimed at  strengthening his grip on power.\n",
      "Removed Special Characters: putin gets duma nod for reforms to boost power  moscow reuters  russias parliament backed on friday  president vladimir putins plan to scrap elections for  governors under sweeping political reforms aimed at  strengthening his grip on power\n",
      "Tokens: ['putin', 'gets', 'duma', 'nod', 'for', 'reforms', 'to', 'boost', 'power', 'moscow', 'reuters', 'russias', 'parliament', 'backed', 'on', 'friday', 'president', 'vladimir', 'putins', 'plan', 'to', 'scrap', 'elections', 'for', 'governors', 'under', 'sweeping', 'political', 'reforms', 'aimed', 'at', 'strengthening', 'his', 'grip', 'on', 'power']\n",
      "Removed Stopwords: ['putin', 'gets', 'duma', 'nod', 'reforms', 'boost', 'power', 'moscow', 'reuters', 'russias', 'parliament', 'backed', 'friday', 'president', 'vladimir', 'putins', 'plan', 'scrap', 'elections', 'governors', 'sweeping', 'political', 'reforms', 'aimed', 'strengthening', 'grip', 'power']\n",
      "Stemmed Tokens: ['putin', 'get', 'duma', 'nod', 'reform', 'boost', 'power', 'moscow', 'reuter', 'russia', 'parliament', 'back', 'friday', 'presid', 'vladimir', 'putin', 'plan', 'scrap', 'elect', 'governor', 'sweep', 'polit', 'reform', 'aim', 'strengthen', 'grip', 'power']\n",
      "Final Preprocessed Text: putin get duma nod reform boost power moscow reuter russia parliament back friday presid vladimir putin plan scrap elect governor sweep polit reform aim strengthen grip power\n",
      "\n",
      "Original Text: Pakistan: at least 36 people died in suicide car bomb attack Car detonated at a rally in the city of Multan when people had gathered to commemorate first anniversary of the assassination of extremist Sunni religious leader Azam Tariq.\n",
      "Lowercased Text: pakistan: at least 36 people died in suicide car bomb attack car detonated at a rally in the city of multan when people had gathered to commemorate first anniversary of the assassination of extremist sunni religious leader azam tariq.\n",
      "Removed URLs: pakistan: at least 36 people died in suicide car bomb attack car detonated at a rally in the city of multan when people had gathered to commemorate first anniversary of the assassination of extremist sunni religious leader azam tariq.\n",
      "Removed HTML Tags: pakistan: at least 36 people died in suicide car bomb attack car detonated at a rally in the city of multan when people had gathered to commemorate first anniversary of the assassination of extremist sunni religious leader azam tariq.\n",
      "Removed Special Characters: pakistan at least  people died in suicide car bomb attack car detonated at a rally in the city of multan when people had gathered to commemorate first anniversary of the assassination of extremist sunni religious leader azam tariq\n",
      "Tokens: ['pakistan', 'at', 'least', 'people', 'died', 'in', 'suicide', 'car', 'bomb', 'attack', 'car', 'detonated', 'at', 'a', 'rally', 'in', 'the', 'city', 'of', 'multan', 'when', 'people', 'had', 'gathered', 'to', 'commemorate', 'first', 'anniversary', 'of', 'the', 'assassination', 'of', 'extremist', 'sunni', 'religious', 'leader', 'azam', 'tariq']\n",
      "Removed Stopwords: ['pakistan', 'least', 'people', 'died', 'suicide', 'car', 'bomb', 'attack', 'car', 'detonated', 'rally', 'city', 'multan', 'people', 'gathered', 'commemorate', 'first', 'anniversary', 'assassination', 'extremist', 'sunni', 'religious', 'leader', 'azam', 'tariq']\n",
      "Stemmed Tokens: ['pakistan', 'least', 'peopl', 'die', 'suicid', 'car', 'bomb', 'attack', 'car', 'deton', 'ralli', 'citi', 'multan', 'peopl', 'gather', 'commemor', 'first', 'anniversari', 'assassin', 'extremist', 'sunni', 'religi', 'leader', 'azam', 'tariq']\n",
      "Final Preprocessed Text: pakistan least peopl die suicid car bomb attack car deton ralli citi multan peopl gather commemor first anniversari assassin extremist sunni religi leader azam tariq\n",
      "\n",
      "Original Text: Bomb at India Independence Parade Kills 15 (AP) AP - A bomb exploded during an Independence Day parade in India's remote northeast Sunday, killing at least 15 people, including schoolchildren, while a rocket attack during a celebration at a school in the separatist region of Kashmir injured 17, officials said.\n",
      "Lowercased Text: bomb at india independence parade kills 15 (ap) ap - a bomb exploded during an independence day parade in india's remote northeast sunday, killing at least 15 people, including schoolchildren, while a rocket attack during a celebration at a school in the separatist region of kashmir injured 17, officials said.\n",
      "Removed URLs: bomb at india independence parade kills 15 (ap) ap - a bomb exploded during an independence day parade in india's remote northeast sunday, killing at least 15 people, including schoolchildren, while a rocket attack during a celebration at a school in the separatist region of kashmir injured 17, officials said.\n",
      "Removed HTML Tags: bomb at india independence parade kills 15 (ap) ap - a bomb exploded during an independence day parade in india's remote northeast sunday, killing at least 15 people, including schoolchildren, while a rocket attack during a celebration at a school in the separatist region of kashmir injured 17, officials said.\n",
      "Removed Special Characters: bomb at india independence parade kills  ap ap  a bomb exploded during an independence day parade in indias remote northeast sunday killing at least  people including schoolchildren while a rocket attack during a celebration at a school in the separatist region of kashmir injured  officials said\n",
      "Tokens: ['bomb', 'at', 'india', 'independence', 'parade', 'kills', 'ap', 'ap', 'a', 'bomb', 'exploded', 'during', 'an', 'independence', 'day', 'parade', 'in', 'indias', 'remote', 'northeast', 'sunday', 'killing', 'at', 'least', 'people', 'including', 'schoolchildren', 'while', 'a', 'rocket', 'attack', 'during', 'a', 'celebration', 'at', 'a', 'school', 'in', 'the', 'separatist', 'region', 'of', 'kashmir', 'injured', 'officials', 'said']\n",
      "Removed Stopwords: ['bomb', 'india', 'independence', 'parade', 'kills', 'ap', 'ap', 'bomb', 'exploded', 'independence', 'day', 'parade', 'indias', 'remote', 'northeast', 'sunday', 'killing', 'least', 'people', 'including', 'schoolchildren', 'rocket', 'attack', 'celebration', 'school', 'separatist', 'region', 'kashmir', 'injured', 'officials', 'said']\n",
      "Stemmed Tokens: ['bomb', 'india', 'independ', 'parad', 'kill', 'ap', 'ap', 'bomb', 'explod', 'independ', 'day', 'parad', 'india', 'remot', 'northeast', 'sunday', 'kill', 'least', 'peopl', 'includ', 'schoolchildren', 'rocket', 'attack', 'celebr', 'school', 'separatist', 'region', 'kashmir', 'injur', 'offici', 'said']\n",
      "Final Preprocessed Text: bomb india independ parad kill ap ap bomb explod independ day parad india remot northeast sunday kill least peopl includ schoolchildren rocket attack celebr school separatist region kashmir injur offici said\n",
      "\n",
      "Original Text: China's Key Inflation Index Slows (AP) AP - Growth in China's main indicator for inflation slowed to 4.3 percent in October, significantly lower than the 5.2 percent annual increase the month before, the government reported Friday.\n",
      "Lowercased Text: china's key inflation index slows (ap) ap - growth in china's main indicator for inflation slowed to 4.3 percent in october, significantly lower than the 5.2 percent annual increase the month before, the government reported friday.\n",
      "Removed URLs: china's key inflation index slows (ap) ap - growth in china's main indicator for inflation slowed to 4.3 percent in october, significantly lower than the 5.2 percent annual increase the month before, the government reported friday.\n",
      "Removed HTML Tags: china's key inflation index slows (ap) ap - growth in china's main indicator for inflation slowed to 4.3 percent in october, significantly lower than the 5.2 percent annual increase the month before, the government reported friday.\n",
      "Removed Special Characters: chinas key inflation index slows ap ap  growth in chinas main indicator for inflation slowed to  percent in october significantly lower than the  percent annual increase the month before the government reported friday\n",
      "Tokens: ['chinas', 'key', 'inflation', 'index', 'slows', 'ap', 'ap', 'growth', 'in', 'chinas', 'main', 'indicator', 'for', 'inflation', 'slowed', 'to', 'percent', 'in', 'october', 'significantly', 'lower', 'than', 'the', 'percent', 'annual', 'increase', 'the', 'month', 'before', 'the', 'government', 'reported', 'friday']\n",
      "Removed Stopwords: ['chinas', 'key', 'inflation', 'index', 'slows', 'ap', 'ap', 'growth', 'chinas', 'main', 'indicator', 'inflation', 'slowed', 'percent', 'october', 'significantly', 'lower', 'percent', 'annual', 'increase', 'month', 'government', 'reported', 'friday']\n",
      "Stemmed Tokens: ['china', 'key', 'inflat', 'index', 'slow', 'ap', 'ap', 'growth', 'china', 'main', 'indic', 'inflat', 'slow', 'percent', 'octob', 'significantli', 'lower', 'percent', 'annual', 'increas', 'month', 'govern', 'report', 'friday']\n",
      "Final Preprocessed Text: china key inflat index slow ap ap growth china main indic inflat slow percent octob significantli lower percent annual increas month govern report friday\n",
      "\n",
      "Original Text: Venezuela Voters Crowd Polls in Chavez Referendum  CARACAS, Venezuela (Reuters) - Venezuelans crowded polling  stations on Sunday to vote on whether to recall left-wing  President Hugo Chavez or back his mandate to govern the world's  No. 5 oil exporter for the next two years.\n",
      "Lowercased Text: venezuela voters crowd polls in chavez referendum  caracas, venezuela (reuters) - venezuelans crowded polling  stations on sunday to vote on whether to recall left-wing  president hugo chavez or back his mandate to govern the world's  no. 5 oil exporter for the next two years.\n",
      "Removed URLs: venezuela voters crowd polls in chavez referendum  caracas, venezuela (reuters) - venezuelans crowded polling  stations on sunday to vote on whether to recall left-wing  president hugo chavez or back his mandate to govern the world's  no. 5 oil exporter for the next two years.\n",
      "Removed HTML Tags: venezuela voters crowd polls in chavez referendum  caracas, venezuela (reuters) - venezuelans crowded polling  stations on sunday to vote on whether to recall left-wing  president hugo chavez or back his mandate to govern the world's  no. 5 oil exporter for the next two years.\n",
      "Removed Special Characters: venezuela voters crowd polls in chavez referendum  caracas venezuela reuters  venezuelans crowded polling  stations on sunday to vote on whether to recall leftwing  president hugo chavez or back his mandate to govern the worlds  no  oil exporter for the next two years\n",
      "Tokens: ['venezuela', 'voters', 'crowd', 'polls', 'in', 'chavez', 'referendum', 'caracas', 'venezuela', 'reuters', 'venezuelans', 'crowded', 'polling', 'stations', 'on', 'sunday', 'to', 'vote', 'on', 'whether', 'to', 'recall', 'leftwing', 'president', 'hugo', 'chavez', 'or', 'back', 'his', 'mandate', 'to', 'govern', 'the', 'worlds', 'no', 'oil', 'exporter', 'for', 'the', 'next', 'two', 'years']\n",
      "Removed Stopwords: ['venezuela', 'voters', 'crowd', 'polls', 'chavez', 'referendum', 'caracas', 'venezuela', 'reuters', 'venezuelans', 'crowded', 'polling', 'stations', 'sunday', 'vote', 'whether', 'recall', 'leftwing', 'president', 'hugo', 'chavez', 'back', 'mandate', 'govern', 'worlds', 'oil', 'exporter', 'next', 'two', 'years']\n",
      "Stemmed Tokens: ['venezuela', 'voter', 'crowd', 'poll', 'chavez', 'referendum', 'caraca', 'venezuela', 'reuter', 'venezuelan', 'crowd', 'poll', 'station', 'sunday', 'vote', 'whether', 'recal', 'leftw', 'presid', 'hugo', 'chavez', 'back', 'mandat', 'govern', 'world', 'oil', 'export', 'next', 'two', 'year']\n",
      "Final Preprocessed Text: venezuela voter crowd poll chavez referendum caraca venezuela reuter venezuelan crowd poll station sunday vote whether recal leftw presid hugo chavez back mandat govern world oil export next two year\n",
      "\n",
      "Original Text: Pessimism over latest attempts to restart peace talks in Sri Lanka A high-level Norwegian delegation led by Foreign Minister Jan Petersen arrived in Sri Lanka this week as part of international efforts to save the countrys tottering peace process.\n",
      "Lowercased Text: pessimism over latest attempts to restart peace talks in sri lanka a high-level norwegian delegation led by foreign minister jan petersen arrived in sri lanka this week as part of international efforts to save the countrys tottering peace process.\n",
      "Removed URLs: pessimism over latest attempts to restart peace talks in sri lanka a high-level norwegian delegation led by foreign minister jan petersen arrived in sri lanka this week as part of international efforts to save the countrys tottering peace process.\n",
      "Removed HTML Tags: pessimism over latest attempts to restart peace talks in sri lanka a high-level norwegian delegation led by foreign minister jan petersen arrived in sri lanka this week as part of international efforts to save the countrys tottering peace process.\n",
      "Removed Special Characters: pessimism over latest attempts to restart peace talks in sri lanka a highlevel norwegian delegation led by foreign minister jan petersen arrived in sri lanka this week as part of international efforts to save the countrys tottering peace process\n",
      "Tokens: ['pessimism', 'over', 'latest', 'attempts', 'to', 'restart', 'peace', 'talks', 'in', 'sri', 'lanka', 'a', 'highlevel', 'norwegian', 'delegation', 'led', 'by', 'foreign', 'minister', 'jan', 'petersen', 'arrived', 'in', 'sri', 'lanka', 'this', 'week', 'as', 'part', 'of', 'international', 'efforts', 'to', 'save', 'the', 'countrys', 'tottering', 'peace', 'process']\n",
      "Removed Stopwords: ['pessimism', 'latest', 'attempts', 'restart', 'peace', 'talks', 'sri', 'lanka', 'highlevel', 'norwegian', 'delegation', 'led', 'foreign', 'minister', 'jan', 'petersen', 'arrived', 'sri', 'lanka', 'week', 'part', 'international', 'efforts', 'save', 'countrys', 'tottering', 'peace', 'process']\n",
      "Stemmed Tokens: ['pessim', 'latest', 'attempt', 'restart', 'peac', 'talk', 'sri', 'lanka', 'highlevel', 'norwegian', 'deleg', 'led', 'foreign', 'minist', 'jan', 'petersen', 'arriv', 'sri', 'lanka', 'week', 'part', 'intern', 'effort', 'save', 'countri', 'totter', 'peac', 'process']\n",
      "Final Preprocessed Text: pessim latest attempt restart peac talk sri lanka highlevel norwegian deleg led foreign minist jan petersen arriv sri lanka week part intern effort save countri totter peac process\n",
      "\n",
      "Original Text: British Hostage Pleads to Tony Blair BAGHDAD, Iraq - The Arab news network Al-Jazeera on Wednesday broadcast footage of British hostage Kenneth Bigley pleading to British Prime Minister Tony Blair to work for his release.    The footage showed a sobbing Bigley talking from behind bars of what appeared to be a prison cell...\n",
      "Lowercased Text: british hostage pleads to tony blair baghdad, iraq - the arab news network al-jazeera on wednesday broadcast footage of british hostage kenneth bigley pleading to british prime minister tony blair to work for his release.    the footage showed a sobbing bigley talking from behind bars of what appeared to be a prison cell...\n",
      "Removed URLs: british hostage pleads to tony blair baghdad, iraq - the arab news network al-jazeera on wednesday broadcast footage of british hostage kenneth bigley pleading to british prime minister tony blair to work for his release.    the footage showed a sobbing bigley talking from behind bars of what appeared to be a prison cell...\n",
      "Removed HTML Tags: british hostage pleads to tony blair baghdad, iraq - the arab news network al-jazeera on wednesday broadcast footage of british hostage kenneth bigley pleading to british prime minister tony blair to work for his release.    the footage showed a sobbing bigley talking from behind bars of what appeared to be a prison cell...\n",
      "Removed Special Characters: british hostage pleads to tony blair baghdad iraq  the arab news network aljazeera on wednesday broadcast footage of british hostage kenneth bigley pleading to british prime minister tony blair to work for his release    the footage showed a sobbing bigley talking from behind bars of what appeared to be a prison cell\n",
      "Tokens: ['british', 'hostage', 'pleads', 'to', 'tony', 'blair', 'baghdad', 'iraq', 'the', 'arab', 'news', 'network', 'aljazeera', 'on', 'wednesday', 'broadcast', 'footage', 'of', 'british', 'hostage', 'kenneth', 'bigley', 'pleading', 'to', 'british', 'prime', 'minister', 'tony', 'blair', 'to', 'work', 'for', 'his', 'release', 'the', 'footage', 'showed', 'a', 'sobbing', 'bigley', 'talking', 'from', 'behind', 'bars', 'of', 'what', 'appeared', 'to', 'be', 'a', 'prison', 'cell']\n",
      "Removed Stopwords: ['british', 'hostage', 'pleads', 'tony', 'blair', 'baghdad', 'iraq', 'arab', 'news', 'network', 'aljazeera', 'wednesday', 'broadcast', 'footage', 'british', 'hostage', 'kenneth', 'bigley', 'pleading', 'british', 'prime', 'minister', 'tony', 'blair', 'work', 'release', 'footage', 'showed', 'sobbing', 'bigley', 'talking', 'behind', 'bars', 'appeared', 'prison', 'cell']\n",
      "Stemmed Tokens: ['british', 'hostag', 'plead', 'toni', 'blair', 'baghdad', 'iraq', 'arab', 'news', 'network', 'aljazeera', 'wednesday', 'broadcast', 'footag', 'british', 'hostag', 'kenneth', 'bigley', 'plead', 'british', 'prime', 'minist', 'toni', 'blair', 'work', 'releas', 'footag', 'show', 'sob', 'bigley', 'talk', 'behind', 'bar', 'appear', 'prison', 'cell']\n",
      "Final Preprocessed Text: british hostag plead toni blair baghdad iraq arab news network aljazeera wednesday broadcast footag british hostag kenneth bigley plead british prime minist toni blair work releas footag show sob bigley talk behind bar appear prison cell\n",
      "\n",
      "Original Text: Detroit 'African Town' Plan Stirs Debate (AP) AP - Detroit has a Greektown section that tempts visitors with moussaka and baklava, and a Mexicantown neighborhood with Latin American groceries and restaurants. Now, politicians are pushing for a business district identified with the city's biggest minority group  #151; blacks.\n",
      "Lowercased Text: detroit 'african town' plan stirs debate (ap) ap - detroit has a greektown section that tempts visitors with moussaka and baklava, and a mexicantown neighborhood with latin american groceries and restaurants. now, politicians are pushing for a business district identified with the city's biggest minority group  #151; blacks.\n",
      "Removed URLs: detroit 'african town' plan stirs debate (ap) ap - detroit has a greektown section that tempts visitors with moussaka and baklava, and a mexicantown neighborhood with latin american groceries and restaurants. now, politicians are pushing for a business district identified with the city's biggest minority group  #151; blacks.\n",
      "Removed HTML Tags: detroit 'african town' plan stirs debate (ap) ap - detroit has a greektown section that tempts visitors with moussaka and baklava, and a mexicantown neighborhood with latin american groceries and restaurants. now, politicians are pushing for a business district identified with the city's biggest minority group  #151; blacks.\n",
      "Removed Special Characters: detroit african town plan stirs debate ap ap  detroit has a greektown section that tempts visitors with moussaka and baklava and a mexicantown neighborhood with latin american groceries and restaurants now politicians are pushing for a business district identified with the citys biggest minority group   blacks\n",
      "Tokens: ['detroit', 'african', 'town', 'plan', 'stirs', 'debate', 'ap', 'ap', 'detroit', 'has', 'a', 'greektown', 'section', 'that', 'tempts', 'visitors', 'with', 'moussaka', 'and', 'baklava', 'and', 'a', 'mexicantown', 'neighborhood', 'with', 'latin', 'american', 'groceries', 'and', 'restaurants', 'now', 'politicians', 'are', 'pushing', 'for', 'a', 'business', 'district', 'identified', 'with', 'the', 'citys', 'biggest', 'minority', 'group', 'blacks']\n",
      "Removed Stopwords: ['detroit', 'african', 'town', 'plan', 'stirs', 'debate', 'ap', 'ap', 'detroit', 'greektown', 'section', 'tempts', 'visitors', 'moussaka', 'baklava', 'mexicantown', 'neighborhood', 'latin', 'american', 'groceries', 'restaurants', 'politicians', 'pushing', 'business', 'district', 'identified', 'citys', 'biggest', 'minority', 'group', 'blacks']\n",
      "Stemmed Tokens: ['detroit', 'african', 'town', 'plan', 'stir', 'debat', 'ap', 'ap', 'detroit', 'greektown', 'section', 'tempt', 'visitor', 'moussaka', 'baklava', 'mexicantown', 'neighborhood', 'latin', 'american', 'groceri', 'restaur', 'politician', 'push', 'busi', 'district', 'identifi', 'citi', 'biggest', 'minor', 'group', 'black']\n",
      "Final Preprocessed Text: detroit african town plan stir debat ap ap detroit greektown section tempt visitor moussaka baklava mexicantown neighborhood latin american groceri restaur politician push busi district identifi citi biggest minor group black\n",
      "\n",
      "Original Text: Sudan, Rebels to Sign Partial Peace Pact (AP) AP - The Sudanese government and rebel representatives signed accords Tuesday aimed at ending hostilities in the troubled western region of Darfur and guaranteeing aid groups access to 1.6 million civilians uprooted by the conflict.\n",
      "Lowercased Text: sudan, rebels to sign partial peace pact (ap) ap - the sudanese government and rebel representatives signed accords tuesday aimed at ending hostilities in the troubled western region of darfur and guaranteeing aid groups access to 1.6 million civilians uprooted by the conflict.\n",
      "Removed URLs: sudan, rebels to sign partial peace pact (ap) ap - the sudanese government and rebel representatives signed accords tuesday aimed at ending hostilities in the troubled western region of darfur and guaranteeing aid groups access to 1.6 million civilians uprooted by the conflict.\n",
      "Removed HTML Tags: sudan, rebels to sign partial peace pact (ap) ap - the sudanese government and rebel representatives signed accords tuesday aimed at ending hostilities in the troubled western region of darfur and guaranteeing aid groups access to 1.6 million civilians uprooted by the conflict.\n",
      "Removed Special Characters: sudan rebels to sign partial peace pact ap ap  the sudanese government and rebel representatives signed accords tuesday aimed at ending hostilities in the troubled western region of darfur and guaranteeing aid groups access to  million civilians uprooted by the conflict\n",
      "Tokens: ['sudan', 'rebels', 'to', 'sign', 'partial', 'peace', 'pact', 'ap', 'ap', 'the', 'sudanese', 'government', 'and', 'rebel', 'representatives', 'signed', 'accords', 'tuesday', 'aimed', 'at', 'ending', 'hostilities', 'in', 'the', 'troubled', 'western', 'region', 'of', 'darfur', 'and', 'guaranteeing', 'aid', 'groups', 'access', 'to', 'million', 'civilians', 'uprooted', 'by', 'the', 'conflict']\n",
      "Removed Stopwords: ['sudan', 'rebels', 'sign', 'partial', 'peace', 'pact', 'ap', 'ap', 'sudanese', 'government', 'rebel', 'representatives', 'signed', 'accords', 'tuesday', 'aimed', 'ending', 'hostilities', 'troubled', 'western', 'region', 'darfur', 'guaranteeing', 'aid', 'groups', 'access', 'million', 'civilians', 'uprooted', 'conflict']\n",
      "Stemmed Tokens: ['sudan', 'rebel', 'sign', 'partial', 'peac', 'pact', 'ap', 'ap', 'sudanes', 'govern', 'rebel', 'repres', 'sign', 'accord', 'tuesday', 'aim', 'end', 'hostil', 'troubl', 'western', 'region', 'darfur', 'guarante', 'aid', 'group', 'access', 'million', 'civilian', 'uproot', 'conflict']\n",
      "Final Preprocessed Text: sudan rebel sign partial peac pact ap ap sudanes govern rebel repres sign accord tuesday aim end hostil troubl western region darfur guarante aid group access million civilian uproot conflict\n",
      "\n",
      "Original Text: Afghanistan Explosions Kill at Least 17 People, AFP Reports Two explosions, one at a religious school Saturday night and another in the Afghan capital Kabul Sunday, killed at least 17 people, including five children, and the Taliban militia has \n",
      "Lowercased Text: afghanistan explosions kill at least 17 people, afp reports two explosions, one at a religious school saturday night and another in the afghan capital kabul sunday, killed at least 17 people, including five children, and the taliban militia has \n",
      "Removed URLs: afghanistan explosions kill at least 17 people, afp reports two explosions, one at a religious school saturday night and another in the afghan capital kabul sunday, killed at least 17 people, including five children, and the taliban militia has \n",
      "Removed HTML Tags: afghanistan explosions kill at least 17 people, afp reports two explosions, one at a religious school saturday night and another in the afghan capital kabul sunday, killed at least 17 people, including five children, and the taliban militia has \n",
      "Removed Special Characters: afghanistan explosions kill at least  people afp reports two explosions one at a religious school saturday night and another in the afghan capital kabul sunday killed at least  people including five children and the taliban militia has \n",
      "Tokens: ['afghanistan', 'explosions', 'kill', 'at', 'least', 'people', 'afp', 'reports', 'two', 'explosions', 'one', 'at', 'a', 'religious', 'school', 'saturday', 'night', 'and', 'another', 'in', 'the', 'afghan', 'capital', 'kabul', 'sunday', 'killed', 'at', 'least', 'people', 'including', 'five', 'children', 'and', 'the', 'taliban', 'militia', 'has']\n",
      "Removed Stopwords: ['afghanistan', 'explosions', 'kill', 'least', 'people', 'afp', 'reports', 'two', 'explosions', 'one', 'religious', 'school', 'saturday', 'night', 'another', 'afghan', 'capital', 'kabul', 'sunday', 'killed', 'least', 'people', 'including', 'five', 'children', 'taliban', 'militia']\n",
      "Stemmed Tokens: ['afghanistan', 'explos', 'kill', 'least', 'peopl', 'afp', 'report', 'two', 'explos', 'one', 'religi', 'school', 'saturday', 'night', 'anoth', 'afghan', 'capit', 'kabul', 'sunday', 'kill', 'least', 'peopl', 'includ', 'five', 'children', 'taliban', 'militia']\n",
      "Final Preprocessed Text: afghanistan explos kill least peopl afp report two explos one religi school saturday night anoth afghan capit kabul sunday kill least peopl includ five children taliban militia\n",
      "\n",
      "Original Text: North Korea Says Talks with U.S. Are Pointless (Reuters) Reuters - North Korea described President Bush on\\Monday as a tyrannical political imbecile who put Adolf Hitler\\in the shade and said Pyongyang could see no justification for\\talks with his administration.\n",
      "Lowercased Text: north korea says talks with u.s. are pointless (reuters) reuters - north korea described president bush on\\monday as a tyrannical political imbecile who put adolf hitler\\in the shade and said pyongyang could see no justification for\\talks with his administration.\n",
      "Removed URLs: north korea says talks with u.s. are pointless (reuters) reuters - north korea described president bush on\\monday as a tyrannical political imbecile who put adolf hitler\\in the shade and said pyongyang could see no justification for\\talks with his administration.\n",
      "Removed HTML Tags: north korea says talks with u.s. are pointless (reuters) reuters - north korea described president bush on\\monday as a tyrannical political imbecile who put adolf hitler\\in the shade and said pyongyang could see no justification for\\talks with his administration.\n",
      "Removed Special Characters: north korea says talks with us are pointless reuters reuters  north korea described president bush onmonday as a tyrannical political imbecile who put adolf hitlerin the shade and said pyongyang could see no justification fortalks with his administration\n",
      "Tokens: ['north', 'korea', 'says', 'talks', 'with', 'us', 'are', 'pointless', 'reuters', 'reuters', 'north', 'korea', 'described', 'president', 'bush', 'onmonday', 'as', 'a', 'tyrannical', 'political', 'imbecile', 'who', 'put', 'adolf', 'hitlerin', 'the', 'shade', 'and', 'said', 'pyongyang', 'could', 'see', 'no', 'justification', 'fortalks', 'with', 'his', 'administration']\n",
      "Removed Stopwords: ['north', 'korea', 'says', 'talks', 'us', 'pointless', 'reuters', 'reuters', 'north', 'korea', 'described', 'president', 'bush', 'onmonday', 'tyrannical', 'political', 'imbecile', 'put', 'adolf', 'hitlerin', 'shade', 'said', 'pyongyang', 'could', 'see', 'justification', 'fortalks', 'administration']\n",
      "Stemmed Tokens: ['north', 'korea', 'say', 'talk', 'us', 'pointless', 'reuter', 'reuter', 'north', 'korea', 'describ', 'presid', 'bush', 'onmonday', 'tyrann', 'polit', 'imbecil', 'put', 'adolf', 'hitlerin', 'shade', 'said', 'pyongyang', 'could', 'see', 'justif', 'fortalk', 'administr']\n",
      "Final Preprocessed Text: north korea say talk us pointless reuter reuter north korea describ presid bush onmonday tyrann polit imbecil put adolf hitlerin shade said pyongyang could see justif fortalk administr\n",
      "\n",
      "Original Text: Moore election special is dropped A three-hour election show from film-maker Michael Moore has been dropped by a US cable TV company.\n",
      "Lowercased Text: moore election special is dropped a three-hour election show from film-maker michael moore has been dropped by a us cable tv company.\n",
      "Removed URLs: moore election special is dropped a three-hour election show from film-maker michael moore has been dropped by a us cable tv company.\n",
      "Removed HTML Tags: moore election special is dropped a three-hour election show from film-maker michael moore has been dropped by a us cable tv company.\n",
      "Removed Special Characters: moore election special is dropped a threehour election show from filmmaker michael moore has been dropped by a us cable tv company\n",
      "Tokens: ['moore', 'election', 'special', 'is', 'dropped', 'a', 'threehour', 'election', 'show', 'from', 'filmmaker', 'michael', 'moore', 'has', 'been', 'dropped', 'by', 'a', 'us', 'cable', 'tv', 'company']\n",
      "Removed Stopwords: ['moore', 'election', 'special', 'dropped', 'threehour', 'election', 'show', 'filmmaker', 'michael', 'moore', 'dropped', 'us', 'cable', 'tv', 'company']\n",
      "Stemmed Tokens: ['moor', 'elect', 'special', 'drop', 'threehour', 'elect', 'show', 'filmmak', 'michael', 'moor', 'drop', 'us', 'cabl', 'tv', 'compani']\n",
      "Final Preprocessed Text: moor elect special drop threehour elect show filmmak michael moor drop us cabl tv compani\n",
      "\n",
      "Original Text: Christmas Cracker In its first reaction to rebel warnings to return to their  quot;freedom struggle quot; unless the 19-month impasse in peace talks was ended by Colombo, the government said the rebel position was unacceptable.\n",
      "Lowercased Text: christmas cracker in its first reaction to rebel warnings to return to their  quot;freedom struggle quot; unless the 19-month impasse in peace talks was ended by colombo, the government said the rebel position was unacceptable.\n",
      "Removed URLs: christmas cracker in its first reaction to rebel warnings to return to their  quot;freedom struggle quot; unless the 19-month impasse in peace talks was ended by colombo, the government said the rebel position was unacceptable.\n",
      "Removed HTML Tags: christmas cracker in its first reaction to rebel warnings to return to their  quot;freedom struggle quot; unless the 19-month impasse in peace talks was ended by colombo, the government said the rebel position was unacceptable.\n",
      "Removed Special Characters: christmas cracker in its first reaction to rebel warnings to return to their  quotfreedom struggle quot unless the month impasse in peace talks was ended by colombo the government said the rebel position was unacceptable\n",
      "Tokens: ['christmas', 'cracker', 'in', 'its', 'first', 'reaction', 'to', 'rebel', 'warnings', 'to', 'return', 'to', 'their', 'quotfreedom', 'struggle', 'quot', 'unless', 'the', 'month', 'impasse', 'in', 'peace', 'talks', 'was', 'ended', 'by', 'colombo', 'the', 'government', 'said', 'the', 'rebel', 'position', 'was', 'unacceptable']\n",
      "Removed Stopwords: ['christmas', 'cracker', 'first', 'reaction', 'rebel', 'warnings', 'return', 'quotfreedom', 'struggle', 'quot', 'unless', 'month', 'impasse', 'peace', 'talks', 'ended', 'colombo', 'government', 'said', 'rebel', 'position', 'unacceptable']\n",
      "Stemmed Tokens: ['christma', 'cracker', 'first', 'reaction', 'rebel', 'warn', 'return', 'quotfreedom', 'struggl', 'quot', 'unless', 'month', 'impass', 'peac', 'talk', 'end', 'colombo', 'govern', 'said', 'rebel', 'posit', 'unaccept']\n",
      "Final Preprocessed Text: christma cracker first reaction rebel warn return quotfreedom struggl quot unless month impass peac talk end colombo govern said rebel posit unaccept\n",
      "\n",
      "Original Text: Spilled Oil, Gas Ignite in Iraq #39;s South Rumaila Field Oil and gas spilled during recent sabotage attacks on Iraq #39;s southern oil pipelines ignited Sunday and firefighters battled to douse the flames.\n",
      "Lowercased Text: spilled oil, gas ignite in iraq #39;s south rumaila field oil and gas spilled during recent sabotage attacks on iraq #39;s southern oil pipelines ignited sunday and firefighters battled to douse the flames.\n",
      "Removed URLs: spilled oil, gas ignite in iraq #39;s south rumaila field oil and gas spilled during recent sabotage attacks on iraq #39;s southern oil pipelines ignited sunday and firefighters battled to douse the flames.\n",
      "Removed HTML Tags: spilled oil, gas ignite in iraq #39;s south rumaila field oil and gas spilled during recent sabotage attacks on iraq #39;s southern oil pipelines ignited sunday and firefighters battled to douse the flames.\n",
      "Removed Special Characters: spilled oil gas ignite in iraq s south rumaila field oil and gas spilled during recent sabotage attacks on iraq s southern oil pipelines ignited sunday and firefighters battled to douse the flames\n",
      "Tokens: ['spilled', 'oil', 'gas', 'ignite', 'in', 'iraq', 's', 'south', 'rumaila', 'field', 'oil', 'and', 'gas', 'spilled', 'during', 'recent', 'sabotage', 'attacks', 'on', 'iraq', 's', 'southern', 'oil', 'pipelines', 'ignited', 'sunday', 'and', 'firefighters', 'battled', 'to', 'douse', 'the', 'flames']\n",
      "Removed Stopwords: ['spilled', 'oil', 'gas', 'ignite', 'iraq', 'south', 'rumaila', 'field', 'oil', 'gas', 'spilled', 'recent', 'sabotage', 'attacks', 'iraq', 'southern', 'oil', 'pipelines', 'ignited', 'sunday', 'firefighters', 'battled', 'douse', 'flames']\n",
      "Stemmed Tokens: ['spill', 'oil', 'ga', 'ignit', 'iraq', 'south', 'rumaila', 'field', 'oil', 'ga', 'spill', 'recent', 'sabotag', 'attack', 'iraq', 'southern', 'oil', 'pipelin', 'ignit', 'sunday', 'firefight', 'battl', 'dous', 'flame']\n",
      "Final Preprocessed Text: spill oil ga ignit iraq south rumaila field oil ga spill recent sabotag attack iraq southern oil pipelin ignit sunday firefight battl dous flame\n",
      "\n",
      "Original Text: Opposition in Ukraine eases siege KIEV -- Opposition protesters began to lift their two-week siege of Ukraine's Stalin-era Cabinet headquarters yesterday, a day after parliament adopted electoral laws to ensure a fair ballot in the repeat presidential runoff.\n",
      "Lowercased Text: opposition in ukraine eases siege kiev -- opposition protesters began to lift their two-week siege of ukraine's stalin-era cabinet headquarters yesterday, a day after parliament adopted electoral laws to ensure a fair ballot in the repeat presidential runoff.\n",
      "Removed URLs: opposition in ukraine eases siege kiev -- opposition protesters began to lift their two-week siege of ukraine's stalin-era cabinet headquarters yesterday, a day after parliament adopted electoral laws to ensure a fair ballot in the repeat presidential runoff.\n",
      "Removed HTML Tags: opposition in ukraine eases siege kiev -- opposition protesters began to lift their two-week siege of ukraine's stalin-era cabinet headquarters yesterday, a day after parliament adopted electoral laws to ensure a fair ballot in the repeat presidential runoff.\n",
      "Removed Special Characters: opposition in ukraine eases siege kiev  opposition protesters began to lift their twoweek siege of ukraines stalinera cabinet headquarters yesterday a day after parliament adopted electoral laws to ensure a fair ballot in the repeat presidential runoff\n",
      "Tokens: ['opposition', 'in', 'ukraine', 'eases', 'siege', 'kiev', 'opposition', 'protesters', 'began', 'to', 'lift', 'their', 'twoweek', 'siege', 'of', 'ukraines', 'stalinera', 'cabinet', 'headquarters', 'yesterday', 'a', 'day', 'after', 'parliament', 'adopted', 'electoral', 'laws', 'to', 'ensure', 'a', 'fair', 'ballot', 'in', 'the', 'repeat', 'presidential', 'runoff']\n",
      "Removed Stopwords: ['opposition', 'ukraine', 'eases', 'siege', 'kiev', 'opposition', 'protesters', 'began', 'lift', 'twoweek', 'siege', 'ukraines', 'stalinera', 'cabinet', 'headquarters', 'yesterday', 'day', 'parliament', 'adopted', 'electoral', 'laws', 'ensure', 'fair', 'ballot', 'repeat', 'presidential', 'runoff']\n",
      "Stemmed Tokens: ['opposit', 'ukrain', 'eas', 'sieg', 'kiev', 'opposit', 'protest', 'began', 'lift', 'twoweek', 'sieg', 'ukrain', 'stalinera', 'cabinet', 'headquart', 'yesterday', 'day', 'parliament', 'adopt', 'elector', 'law', 'ensur', 'fair', 'ballot', 'repeat', 'presidenti', 'runoff']\n",
      "Final Preprocessed Text: opposit ukrain eas sieg kiev opposit protest began lift twoweek sieg ukrain stalinera cabinet headquart yesterday day parliament adopt elector law ensur fair ballot repeat presidenti runoff\n",
      "\n",
      "Original Text: Fresh Unrest in Ivory Coast Despite Peace Efforts  ABIDJAN (Reuters) - French soldiers fired to disperse  protesters in Ivory Coast on Tuesday after days of rioting in  the main city Abidjan.\n",
      "Lowercased Text: fresh unrest in ivory coast despite peace efforts  abidjan (reuters) - french soldiers fired to disperse  protesters in ivory coast on tuesday after days of rioting in  the main city abidjan.\n",
      "Removed URLs: fresh unrest in ivory coast despite peace efforts  abidjan (reuters) - french soldiers fired to disperse  protesters in ivory coast on tuesday after days of rioting in  the main city abidjan.\n",
      "Removed HTML Tags: fresh unrest in ivory coast despite peace efforts  abidjan (reuters) - french soldiers fired to disperse  protesters in ivory coast on tuesday after days of rioting in  the main city abidjan.\n",
      "Removed Special Characters: fresh unrest in ivory coast despite peace efforts  abidjan reuters  french soldiers fired to disperse  protesters in ivory coast on tuesday after days of rioting in  the main city abidjan\n",
      "Tokens: ['fresh', 'unrest', 'in', 'ivory', 'coast', 'despite', 'peace', 'efforts', 'abidjan', 'reuters', 'french', 'soldiers', 'fired', 'to', 'disperse', 'protesters', 'in', 'ivory', 'coast', 'on', 'tuesday', 'after', 'days', 'of', 'rioting', 'in', 'the', 'main', 'city', 'abidjan']\n",
      "Removed Stopwords: ['fresh', 'unrest', 'ivory', 'coast', 'despite', 'peace', 'efforts', 'abidjan', 'reuters', 'french', 'soldiers', 'fired', 'disperse', 'protesters', 'ivory', 'coast', 'tuesday', 'days', 'rioting', 'main', 'city', 'abidjan']\n",
      "Stemmed Tokens: ['fresh', 'unrest', 'ivori', 'coast', 'despit', 'peac', 'effort', 'abidjan', 'reuter', 'french', 'soldier', 'fire', 'dispers', 'protest', 'ivori', 'coast', 'tuesday', 'day', 'riot', 'main', 'citi', 'abidjan']\n",
      "Final Preprocessed Text: fresh unrest ivori coast despit peac effort abidjan reuter french soldier fire dispers protest ivori coast tuesday day riot main citi abidjan\n",
      "\n",
      "Original Text: Iran Hints at Agreeing to Enrichment Freeze (Reuters) Reuters - Iran's top security official suggested\\on Monday Tehran may agree to extend its freeze on uranium\\enrichment but warned it could not be forced to scrap its\\nuclear technology for good.\n",
      "Lowercased Text: iran hints at agreeing to enrichment freeze (reuters) reuters - iran's top security official suggested\\on monday tehran may agree to extend its freeze on uranium\\enrichment but warned it could not be forced to scrap its\\nuclear technology for good.\n",
      "Removed URLs: iran hints at agreeing to enrichment freeze (reuters) reuters - iran's top security official suggested\\on monday tehran may agree to extend its freeze on uranium\\enrichment but warned it could not be forced to scrap its\\nuclear technology for good.\n",
      "Removed HTML Tags: iran hints at agreeing to enrichment freeze (reuters) reuters - iran's top security official suggested\\on monday tehran may agree to extend its freeze on uranium\\enrichment but warned it could not be forced to scrap its\\nuclear technology for good.\n",
      "Removed Special Characters: iran hints at agreeing to enrichment freeze reuters reuters  irans top security official suggestedon monday tehran may agree to extend its freeze on uraniumenrichment but warned it could not be forced to scrap itsnuclear technology for good\n",
      "Tokens: ['iran', 'hints', 'at', 'agreeing', 'to', 'enrichment', 'freeze', 'reuters', 'reuters', 'irans', 'top', 'security', 'official', 'suggestedon', 'monday', 'tehran', 'may', 'agree', 'to', 'extend', 'its', 'freeze', 'on', 'uraniumenrichment', 'but', 'warned', 'it', 'could', 'not', 'be', 'forced', 'to', 'scrap', 'itsnuclear', 'technology', 'for', 'good']\n",
      "Removed Stopwords: ['iran', 'hints', 'agreeing', 'enrichment', 'freeze', 'reuters', 'reuters', 'irans', 'top', 'security', 'official', 'suggestedon', 'monday', 'tehran', 'may', 'agree', 'extend', 'freeze', 'uraniumenrichment', 'warned', 'could', 'forced', 'scrap', 'itsnuclear', 'technology', 'good']\n",
      "Stemmed Tokens: ['iran', 'hint', 'agre', 'enrich', 'freez', 'reuter', 'reuter', 'iran', 'top', 'secur', 'offici', 'suggestedon', 'monday', 'tehran', 'may', 'agre', 'extend', 'freez', 'uraniumenrich', 'warn', 'could', 'forc', 'scrap', 'itsnuclear', 'technolog', 'good']\n",
      "Final Preprocessed Text: iran hint agre enrich freez reuter reuter iran top secur offici suggestedon monday tehran may agre extend freez uraniumenrich warn could forc scrap itsnuclear technolog good\n",
      "\n",
      "Original Text: Norway FM takes peace message to Tamil Tigers COLOMBO - Sri Lankas president Chandrika Kumaratunga offered to revive stalled peace talks with the Tamil Tigers in a message conveyed to rebels by Norways foreign minister Jan Petersen, her office said on Thursday.\n",
      "Lowercased Text: norway fm takes peace message to tamil tigers colombo - sri lankas president chandrika kumaratunga offered to revive stalled peace talks with the tamil tigers in a message conveyed to rebels by norways foreign minister jan petersen, her office said on thursday.\n",
      "Removed URLs: norway fm takes peace message to tamil tigers colombo - sri lankas president chandrika kumaratunga offered to revive stalled peace talks with the tamil tigers in a message conveyed to rebels by norways foreign minister jan petersen, her office said on thursday.\n",
      "Removed HTML Tags: norway fm takes peace message to tamil tigers colombo - sri lankas president chandrika kumaratunga offered to revive stalled peace talks with the tamil tigers in a message conveyed to rebels by norways foreign minister jan petersen, her office said on thursday.\n",
      "Removed Special Characters: norway fm takes peace message to tamil tigers colombo  sri lankas president chandrika kumaratunga offered to revive stalled peace talks with the tamil tigers in a message conveyed to rebels by norways foreign minister jan petersen her office said on thursday\n",
      "Tokens: ['norway', 'fm', 'takes', 'peace', 'message', 'to', 'tamil', 'tigers', 'colombo', 'sri', 'lankas', 'president', 'chandrika', 'kumaratunga', 'offered', 'to', 'revive', 'stalled', 'peace', 'talks', 'with', 'the', 'tamil', 'tigers', 'in', 'a', 'message', 'conveyed', 'to', 'rebels', 'by', 'norways', 'foreign', 'minister', 'jan', 'petersen', 'her', 'office', 'said', 'on', 'thursday']\n",
      "Removed Stopwords: ['norway', 'fm', 'takes', 'peace', 'message', 'tamil', 'tigers', 'colombo', 'sri', 'lankas', 'president', 'chandrika', 'kumaratunga', 'offered', 'revive', 'stalled', 'peace', 'talks', 'tamil', 'tigers', 'message', 'conveyed', 'rebels', 'norways', 'foreign', 'minister', 'jan', 'petersen', 'office', 'said', 'thursday']\n",
      "Stemmed Tokens: ['norway', 'fm', 'take', 'peac', 'messag', 'tamil', 'tiger', 'colombo', 'sri', 'lanka', 'presid', 'chandrika', 'kumaratunga', 'offer', 'reviv', 'stall', 'peac', 'talk', 'tamil', 'tiger', 'messag', 'convey', 'rebel', 'norway', 'foreign', 'minist', 'jan', 'petersen', 'offic', 'said', 'thursday']\n",
      "Final Preprocessed Text: norway fm take peac messag tamil tiger colombo sri lanka presid chandrika kumaratunga offer reviv stall peac talk tamil tiger messag convey rebel norway foreign minist jan petersen offic said thursday\n",
      "\n",
      "Original Text: Mr Palestine is dead Throughout last week, the name of Yasser Arafat dominated the news of the world. Arafat was the 75-year-old Palestinian leader who had ruled 40 years.\n",
      "Lowercased Text: mr palestine is dead throughout last week, the name of yasser arafat dominated the news of the world. arafat was the 75-year-old palestinian leader who had ruled 40 years.\n",
      "Removed URLs: mr palestine is dead throughout last week, the name of yasser arafat dominated the news of the world. arafat was the 75-year-old palestinian leader who had ruled 40 years.\n",
      "Removed HTML Tags: mr palestine is dead throughout last week, the name of yasser arafat dominated the news of the world. arafat was the 75-year-old palestinian leader who had ruled 40 years.\n",
      "Removed Special Characters: mr palestine is dead throughout last week the name of yasser arafat dominated the news of the world arafat was the yearold palestinian leader who had ruled  years\n",
      "Tokens: ['mr', 'palestine', 'is', 'dead', 'throughout', 'last', 'week', 'the', 'name', 'of', 'yasser', 'arafat', 'dominated', 'the', 'news', 'of', 'the', 'world', 'arafat', 'was', 'the', 'yearold', 'palestinian', 'leader', 'who', 'had', 'ruled', 'years']\n",
      "Removed Stopwords: ['mr', 'palestine', 'dead', 'throughout', 'last', 'week', 'name', 'yasser', 'arafat', 'dominated', 'news', 'world', 'arafat', 'yearold', 'palestinian', 'leader', 'ruled', 'years']\n",
      "Stemmed Tokens: ['mr', 'palestin', 'dead', 'throughout', 'last', 'week', 'name', 'yasser', 'arafat', 'domin', 'news', 'world', 'arafat', 'yearold', 'palestinian', 'leader', 'rule', 'year']\n",
      "Final Preprocessed Text: mr palestin dead throughout last week name yasser arafat domin news world arafat yearold palestinian leader rule year\n",
      "\n",
      "Original Text: Fuel Rods Turned into Weapons, North Claims North Korean Vice Foreign Minister Choe Su-hon, currently attending the UN general assemblys annual ministerial meeting, disclosed on Monday that the North has reprocessed 8,000 spent nuclear fuel rods into weapons-grade.\n",
      "Lowercased Text: fuel rods turned into weapons, north claims north korean vice foreign minister choe su-hon, currently attending the un general assemblys annual ministerial meeting, disclosed on monday that the north has reprocessed 8,000 spent nuclear fuel rods into weapons-grade.\n",
      "Removed URLs: fuel rods turned into weapons, north claims north korean vice foreign minister choe su-hon, currently attending the un general assemblys annual ministerial meeting, disclosed on monday that the north has reprocessed 8,000 spent nuclear fuel rods into weapons-grade.\n",
      "Removed HTML Tags: fuel rods turned into weapons, north claims north korean vice foreign minister choe su-hon, currently attending the un general assemblys annual ministerial meeting, disclosed on monday that the north has reprocessed 8,000 spent nuclear fuel rods into weapons-grade.\n",
      "Removed Special Characters: fuel rods turned into weapons north claims north korean vice foreign minister choe suhon currently attending the un general assemblys annual ministerial meeting disclosed on monday that the north has reprocessed  spent nuclear fuel rods into weaponsgrade\n",
      "Tokens: ['fuel', 'rods', 'turned', 'into', 'weapons', 'north', 'claims', 'north', 'korean', 'vice', 'foreign', 'minister', 'choe', 'suhon', 'currently', 'attending', 'the', 'un', 'general', 'assemblys', 'annual', 'ministerial', 'meeting', 'disclosed', 'on', 'monday', 'that', 'the', 'north', 'has', 'reprocessed', 'spent', 'nuclear', 'fuel', 'rods', 'into', 'weaponsgrade']\n",
      "Removed Stopwords: ['fuel', 'rods', 'turned', 'weapons', 'north', 'claims', 'north', 'korean', 'vice', 'foreign', 'minister', 'choe', 'suhon', 'currently', 'attending', 'un', 'general', 'assemblys', 'annual', 'ministerial', 'meeting', 'disclosed', 'monday', 'north', 'reprocessed', 'spent', 'nuclear', 'fuel', 'rods', 'weaponsgrade']\n",
      "Stemmed Tokens: ['fuel', 'rod', 'turn', 'weapon', 'north', 'claim', 'north', 'korean', 'vice', 'foreign', 'minist', 'choe', 'suhon', 'current', 'attend', 'un', 'gener', 'assembl', 'annual', 'ministeri', 'meet', 'disclos', 'monday', 'north', 'reprocess', 'spent', 'nuclear', 'fuel', 'rod', 'weaponsgrad']\n",
      "Final Preprocessed Text: fuel rod turn weapon north claim north korean vice foreign minist choe suhon current attend un gener assembl annual ministeri meet disclos monday north reprocess spent nuclear fuel rod weaponsgrad\n",
      "\n",
      "Original Text: British hostage pleads for his life as US officials rule out &lt;b&gt;...&lt;/b&gt; A British hostage appeared on a video posted on an Islamic Web site Wednesday weeping and pleading for his life as Iraq #39;s leader and US \n",
      "Lowercased Text: british hostage pleads for his life as us officials rule out &lt;b&gt;...&lt;/b&gt; a british hostage appeared on a video posted on an islamic web site wednesday weeping and pleading for his life as iraq #39;s leader and us \n",
      "Removed URLs: british hostage pleads for his life as us officials rule out &lt;b&gt;...&lt;/b&gt; a british hostage appeared on a video posted on an islamic web site wednesday weeping and pleading for his life as iraq #39;s leader and us \n",
      "Removed HTML Tags: british hostage pleads for his life as us officials rule out &lt;b&gt;...&lt;/b&gt; a british hostage appeared on a video posted on an islamic web site wednesday weeping and pleading for his life as iraq #39;s leader and us \n",
      "Removed Special Characters: british hostage pleads for his life as us officials rule out ltbgtltbgt a british hostage appeared on a video posted on an islamic web site wednesday weeping and pleading for his life as iraq s leader and us \n",
      "Tokens: ['british', 'hostage', 'pleads', 'for', 'his', 'life', 'as', 'us', 'officials', 'rule', 'out', 'ltbgtltbgt', 'a', 'british', 'hostage', 'appeared', 'on', 'a', 'video', 'posted', 'on', 'an', 'islamic', 'web', 'site', 'wednesday', 'weeping', 'and', 'pleading', 'for', 'his', 'life', 'as', 'iraq', 's', 'leader', 'and', 'us']\n",
      "Removed Stopwords: ['british', 'hostage', 'pleads', 'life', 'us', 'officials', 'rule', 'ltbgtltbgt', 'british', 'hostage', 'appeared', 'video', 'posted', 'islamic', 'web', 'site', 'wednesday', 'weeping', 'pleading', 'life', 'iraq', 'leader', 'us']\n",
      "Stemmed Tokens: ['british', 'hostag', 'plead', 'life', 'us', 'offici', 'rule', 'ltbgtltbgt', 'british', 'hostag', 'appear', 'video', 'post', 'islam', 'web', 'site', 'wednesday', 'weep', 'plead', 'life', 'iraq', 'leader', 'us']\n",
      "Final Preprocessed Text: british hostag plead life us offici rule ltbgtltbgt british hostag appear video post islam web site wednesday weep plead life iraq leader us\n",
      "\n",
      "Original Text: Ukraine Election in the Balance Ukrainian Prime Minister Viktor Yanukovych led the high-tension presidential race in this post-Soviet republic with about 45 of the vote, too little to clinch a first-round victory, the Central Elections Commission said early today.\n",
      "Lowercased Text: ukraine election in the balance ukrainian prime minister viktor yanukovych led the high-tension presidential race in this post-soviet republic with about 45 of the vote, too little to clinch a first-round victory, the central elections commission said early today.\n",
      "Removed URLs: ukraine election in the balance ukrainian prime minister viktor yanukovych led the high-tension presidential race in this post-soviet republic with about 45 of the vote, too little to clinch a first-round victory, the central elections commission said early today.\n",
      "Removed HTML Tags: ukraine election in the balance ukrainian prime minister viktor yanukovych led the high-tension presidential race in this post-soviet republic with about 45 of the vote, too little to clinch a first-round victory, the central elections commission said early today.\n",
      "Removed Special Characters: ukraine election in the balance ukrainian prime minister viktor yanukovych led the hightension presidential race in this postsoviet republic with about  of the vote too little to clinch a firstround victory the central elections commission said early today\n",
      "Tokens: ['ukraine', 'election', 'in', 'the', 'balance', 'ukrainian', 'prime', 'minister', 'viktor', 'yanukovych', 'led', 'the', 'hightension', 'presidential', 'race', 'in', 'this', 'postsoviet', 'republic', 'with', 'about', 'of', 'the', 'vote', 'too', 'little', 'to', 'clinch', 'a', 'firstround', 'victory', 'the', 'central', 'elections', 'commission', 'said', 'early', 'today']\n",
      "Removed Stopwords: ['ukraine', 'election', 'balance', 'ukrainian', 'prime', 'minister', 'viktor', 'yanukovych', 'led', 'hightension', 'presidential', 'race', 'postsoviet', 'republic', 'vote', 'little', 'clinch', 'firstround', 'victory', 'central', 'elections', 'commission', 'said', 'early', 'today']\n",
      "Stemmed Tokens: ['ukrain', 'elect', 'balanc', 'ukrainian', 'prime', 'minist', 'viktor', 'yanukovych', 'led', 'hightens', 'presidenti', 'race', 'postsoviet', 'republ', 'vote', 'littl', 'clinch', 'firstround', 'victori', 'central', 'elect', 'commiss', 'said', 'earli', 'today']\n",
      "Final Preprocessed Text: ukrain elect balanc ukrainian prime minist viktor yanukovych led hightens presidenti race postsoviet republ vote littl clinch firstround victori central elect commiss said earli today\n",
      "\n",
      "Original Text: Israeli Missile Hits Militants in Gaza Camp, 3 Hurt  GAZA (Reuters) - The Israeli air force struck Palestinian  militants as they planted a bomb intended for use against  Israeli troops in a Gaza Strip refugee camp Sunday, wounding  three of them, witnesses and military sources said.\n",
      "Lowercased Text: israeli missile hits militants in gaza camp, 3 hurt  gaza (reuters) - the israeli air force struck palestinian  militants as they planted a bomb intended for use against  israeli troops in a gaza strip refugee camp sunday, wounding  three of them, witnesses and military sources said.\n",
      "Removed URLs: israeli missile hits militants in gaza camp, 3 hurt  gaza (reuters) - the israeli air force struck palestinian  militants as they planted a bomb intended for use against  israeli troops in a gaza strip refugee camp sunday, wounding  three of them, witnesses and military sources said.\n",
      "Removed HTML Tags: israeli missile hits militants in gaza camp, 3 hurt  gaza (reuters) - the israeli air force struck palestinian  militants as they planted a bomb intended for use against  israeli troops in a gaza strip refugee camp sunday, wounding  three of them, witnesses and military sources said.\n",
      "Removed Special Characters: israeli missile hits militants in gaza camp  hurt  gaza reuters  the israeli air force struck palestinian  militants as they planted a bomb intended for use against  israeli troops in a gaza strip refugee camp sunday wounding  three of them witnesses and military sources said\n",
      "Tokens: ['israeli', 'missile', 'hits', 'militants', 'in', 'gaza', 'camp', 'hurt', 'gaza', 'reuters', 'the', 'israeli', 'air', 'force', 'struck', 'palestinian', 'militants', 'as', 'they', 'planted', 'a', 'bomb', 'intended', 'for', 'use', 'against', 'israeli', 'troops', 'in', 'a', 'gaza', 'strip', 'refugee', 'camp', 'sunday', 'wounding', 'three', 'of', 'them', 'witnesses', 'and', 'military', 'sources', 'said']\n",
      "Removed Stopwords: ['israeli', 'missile', 'hits', 'militants', 'gaza', 'camp', 'hurt', 'gaza', 'reuters', 'israeli', 'air', 'force', 'struck', 'palestinian', 'militants', 'planted', 'bomb', 'intended', 'use', 'israeli', 'troops', 'gaza', 'strip', 'refugee', 'camp', 'sunday', 'wounding', 'three', 'witnesses', 'military', 'sources', 'said']\n",
      "Stemmed Tokens: ['isra', 'missil', 'hit', 'milit', 'gaza', 'camp', 'hurt', 'gaza', 'reuter', 'isra', 'air', 'forc', 'struck', 'palestinian', 'milit', 'plant', 'bomb', 'intend', 'use', 'isra', 'troop', 'gaza', 'strip', 'refuge', 'camp', 'sunday', 'wound', 'three', 'wit', 'militari', 'sourc', 'said']\n",
      "Final Preprocessed Text: isra missil hit milit gaza camp hurt gaza reuter isra air forc struck palestinian milit plant bomb intend use isra troop gaza strip refuge camp sunday wound three wit militari sourc said\n",
      "\n",
      "Original Text: Karzai turns to war on drugs and insurgents Freshly installed Afghan Pres-ident Hamid Karzai was gearing up yesterday to address tribal leaders on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Lowercased Text: karzai turns to war on drugs and insurgents freshly installed afghan pres-ident hamid karzai was gearing up yesterday to address tribal leaders on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Removed URLs: karzai turns to war on drugs and insurgents freshly installed afghan pres-ident hamid karzai was gearing up yesterday to address tribal leaders on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Removed HTML Tags: karzai turns to war on drugs and insurgents freshly installed afghan pres-ident hamid karzai was gearing up yesterday to address tribal leaders on the need to eliminate this war-ravaged country #39;s booming drug trade, an aide said.\n",
      "Removed Special Characters: karzai turns to war on drugs and insurgents freshly installed afghan president hamid karzai was gearing up yesterday to address tribal leaders on the need to eliminate this warravaged country s booming drug trade an aide said\n",
      "Tokens: ['karzai', 'turns', 'to', 'war', 'on', 'drugs', 'and', 'insurgents', 'freshly', 'installed', 'afghan', 'president', 'hamid', 'karzai', 'was', 'gearing', 'up', 'yesterday', 'to', 'address', 'tribal', 'leaders', 'on', 'the', 'need', 'to', 'eliminate', 'this', 'warravaged', 'country', 's', 'booming', 'drug', 'trade', 'an', 'aide', 'said']\n",
      "Removed Stopwords: ['karzai', 'turns', 'war', 'drugs', 'insurgents', 'freshly', 'installed', 'afghan', 'president', 'hamid', 'karzai', 'gearing', 'yesterday', 'address', 'tribal', 'leaders', 'need', 'eliminate', 'warravaged', 'country', 'booming', 'drug', 'trade', 'aide', 'said']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The Jupyter server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--ServerApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "ServerApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "ServerApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stemmed Tokens: ['nfl', 'suspend', 'seattl', 'receiv', 'four', 'game', 'ap', 'ap', 'seattl', 'receiv', 'koren', 'robinson', 'suspend', 'without', 'pay', 'monday', 'next', 'four', 'game', 'violat', 'nfl', 'substanceabus', 'polici']\n",
      "Final Preprocessed Text: nfl suspend seattl receiv four game ap ap seattl receiv koren robinson suspend without pay monday next four game violat nfl substanceabus polici\n",
      "\n",
      "Original Text: Serena Williams, Sharapova reach quarterfinals Serena Williams struggled before finding her game Wednesday and reached the China Open quarterfinals with Wimbledon champion Maria Sharapova.\n",
      "Lowercased Text: serena williams, sharapova reach quarterfinals serena williams struggled before finding her game wednesday and reached the china open quarterfinals with wimbledon champion maria sharapova.\n",
      "Removed URLs: serena williams, sharapova reach quarterfinals serena williams struggled before finding her game wednesday and reached the china open quarterfinals with wimbledon champion maria sharapova.\n",
      "Removed HTML Tags: serena williams, sharapova reach quarterfinals serena williams struggled before finding her game wednesday and reached the china open quarterfinals with wimbledon champion maria sharapova.\n",
      "Removed Special Characters: serena williams sharapova reach quarterfinals serena williams struggled before finding her game wednesday and reached the china open quarterfinals with wimbledon champion maria sharapova\n",
      "Tokens: ['serena', 'williams', 'sharapova', 'reach', 'quarterfinals', 'serena', 'williams', 'struggled', 'before', 'finding', 'her', 'game', 'wednesday', 'and', 'reached', 'the', 'china', 'open', 'quarterfinals', 'with', 'wimbledon', 'champion', 'maria', 'sharapova']\n",
      "Removed Stopwords: ['serena', 'williams', 'sharapova', 'reach', 'quarterfinals', 'serena', 'williams', 'struggled', 'finding', 'game', 'wednesday', 'reached', 'china', 'open', 'quarterfinals', 'wimbledon', 'champion', 'maria', 'sharapova']\n",
      "Stemmed Tokens: ['serena', 'william', 'sharapova', 'reach', 'quarterfin', 'serena', 'william', 'struggl', 'find', 'game', 'wednesday', 'reach', 'china', 'open', 'quarterfin', 'wimbledon', 'champion', 'maria', 'sharapova']\n",
      "Final Preprocessed Text: serena william sharapova reach quarterfin serena william struggl find game wednesday reach china open quarterfin wimbledon champion maria sharapova\n",
      "\n",
      "Original Text: England sweeps Zims England has swept its one-day series against Zimbabwe 4-0 with a 74-run win in Bulawayo. Veteran Darren Gough took 4-34 as Zimbabwe was bowled out for 187 chasing 262 for victory.\n",
      "Lowercased Text: england sweeps zims england has swept its one-day series against zimbabwe 4-0 with a 74-run win in bulawayo. veteran darren gough took 4-34 as zimbabwe was bowled out for 187 chasing 262 for victory.\n",
      "Removed URLs: england sweeps zims england has swept its one-day series against zimbabwe 4-0 with a 74-run win in bulawayo. veteran darren gough took 4-34 as zimbabwe was bowled out for 187 chasing 262 for victory.\n",
      "Removed HTML Tags: england sweeps zims england has swept its one-day series against zimbabwe 4-0 with a 74-run win in bulawayo. veteran darren gough took 4-34 as zimbabwe was bowled out for 187 chasing 262 for victory.\n",
      "Removed Special Characters: england sweeps zims england has swept its oneday series against zimbabwe  with a run win in bulawayo veteran darren gough took  as zimbabwe was bowled out for  chasing  for victory\n",
      "Tokens: ['england', 'sweeps', 'zims', 'england', 'has', 'swept', 'its', 'oneday', 'series', 'against', 'zimbabwe', 'with', 'a', 'run', 'win', 'in', 'bulawayo', 'veteran', 'darren', 'gough', 'took', 'as', 'zimbabwe', 'was', 'bowled', 'out', 'for', 'chasing', 'for', 'victory']\n",
      "Removed Stopwords: ['england', 'sweeps', 'zims', 'england', 'swept', 'oneday', 'series', 'zimbabwe', 'run', 'win', 'bulawayo', 'veteran', 'darren', 'gough', 'took', 'zimbabwe', 'bowled', 'chasing', 'victory']\n",
      "Stemmed Tokens: ['england', 'sweep', 'zim', 'england', 'swept', 'oneday', 'seri', 'zimbabw', 'run', 'win', 'bulawayo', 'veteran', 'darren', 'gough', 'took', 'zimbabw', 'bowl', 'chase', 'victori']\n",
      "Final Preprocessed Text: england sweep zim england swept oneday seri zimbabw run win bulawayo veteran darren gough took zimbabw bowl chase victori\n",
      "\n",
      "Original Text: Mr. Chang, Strike a Pose Halfway around the world, standing virtually in the middle of the Pacific Ocean, the incomparable Timmy Chang is just days away from throwing his first pass of the season. From my tattered sofa, I will be watching him. I want you to watch him, too.\n",
      "Lowercased Text: mr. chang, strike a pose halfway around the world, standing virtually in the middle of the pacific ocean, the incomparable timmy chang is just days away from throwing his first pass of the season. from my tattered sofa, i will be watching him. i want you to watch him, too.\n",
      "Removed URLs: mr. chang, strike a pose halfway around the world, standing virtually in the middle of the pacific ocean, the incomparable timmy chang is just days away from throwing his first pass of the season. from my tattered sofa, i will be watching him. i want you to watch him, too.\n",
      "Removed HTML Tags: mr. chang, strike a pose halfway around the world, standing virtually in the middle of the pacific ocean, the incomparable timmy chang is just days away from throwing his first pass of the season. from my tattered sofa, i will be watching him. i want you to watch him, too.\n",
      "Removed Special Characters: mr chang strike a pose halfway around the world standing virtually in the middle of the pacific ocean the incomparable timmy chang is just days away from throwing his first pass of the season from my tattered sofa i will be watching him i want you to watch him too\n",
      "Tokens: ['mr', 'chang', 'strike', 'a', 'pose', 'halfway', 'around', 'the', 'world', 'standing', 'virtually', 'in', 'the', 'middle', 'of', 'the', 'pacific', 'ocean', 'the', 'incomparable', 'timmy', 'chang', 'is', 'just', 'days', 'away', 'from', 'throwing', 'his', 'first', 'pass', 'of', 'the', 'season', 'from', 'my', 'tattered', 'sofa', 'i', 'will', 'be', 'watching', 'him', 'i', 'want', 'you', 'to', 'watch', 'him', 'too']\n",
      "Removed Stopwords: ['mr', 'chang', 'strike', 'pose', 'halfway', 'around', 'world', 'standing', 'virtually', 'middle', 'pacific', 'ocean', 'incomparable', 'timmy', 'chang', 'days', 'away', 'throwing', 'first', 'pass', 'season', 'tattered', 'sofa', 'watching', 'want', 'watch']\n",
      "Stemmed Tokens: ['mr', 'chang', 'strike', 'pose', 'halfway', 'around', 'world', 'stand', 'virtual', 'middl', 'pacif', 'ocean', 'incompar', 'timmi', 'chang', 'day', 'away', 'throw', 'first', 'pass', 'season', 'tatter', 'sofa', 'watch', 'want', 'watch']\n",
      "Final Preprocessed Text: mr chang strike pose halfway around world stand virtual middl pacif ocean incompar timmi chang day away throw first pass season tatter sofa watch want watch\n",
      "\n",
      "Original Text: Reeling Pack sends McKenzie to New Orleans Green Bay #39;s front office apparently had seen enough of cornerback Mike McKenzie. His holdout and mystery hamstring injury, which had kept him out of the past \n",
      "Lowercased Text: reeling pack sends mckenzie to new orleans green bay #39;s front office apparently had seen enough of cornerback mike mckenzie. his holdout and mystery hamstring injury, which had kept him out of the past \n",
      "Removed URLs: reeling pack sends mckenzie to new orleans green bay #39;s front office apparently had seen enough of cornerback mike mckenzie. his holdout and mystery hamstring injury, which had kept him out of the past \n",
      "Removed HTML Tags: reeling pack sends mckenzie to new orleans green bay #39;s front office apparently had seen enough of cornerback mike mckenzie. his holdout and mystery hamstring injury, which had kept him out of the past \n",
      "Removed Special Characters: reeling pack sends mckenzie to new orleans green bay s front office apparently had seen enough of cornerback mike mckenzie his holdout and mystery hamstring injury which had kept him out of the past \n",
      "Tokens: ['reeling', 'pack', 'sends', 'mckenzie', 'to', 'new', 'orleans', 'green', 'bay', 's', 'front', 'office', 'apparently', 'had', 'seen', 'enough', 'of', 'cornerback', 'mike', 'mckenzie', 'his', 'holdout', 'and', 'mystery', 'hamstring', 'injury', 'which', 'had', 'kept', 'him', 'out', 'of', 'the', 'past']\n",
      "Removed Stopwords: ['reeling', 'pack', 'sends', 'mckenzie', 'new', 'orleans', 'green', 'bay', 'front', 'office', 'apparently', 'seen', 'enough', 'cornerback', 'mike', 'mckenzie', 'holdout', 'mystery', 'hamstring', 'injury', 'kept', 'past']\n",
      "Stemmed Tokens: ['reel', 'pack', 'send', 'mckenzi', 'new', 'orlean', 'green', 'bay', 'front', 'offic', 'appar', 'seen', 'enough', 'cornerback', 'mike', 'mckenzi', 'holdout', 'mysteri', 'hamstr', 'injuri', 'kept', 'past']\n",
      "Final Preprocessed Text: reel pack send mckenzi new orlean green bay front offic appar seen enough cornerback mike mckenzi holdout mysteri hamstr injuri kept past\n",
      "\n",
      "Original Text: Brand, Clippers Clobber Pacers INDIANAPOLIS, Nov. 10 (Ticker) -- The Indiana Pacers were looking for a first. The Los Angeles Clippers accomplished one. Elton Brand had 19 points and a season-high 16 rebounds as the Clippers pounded the Pacers, 102-68.\n",
      "Lowercased Text: brand, clippers clobber pacers indianapolis, nov. 10 (ticker) -- the indiana pacers were looking for a first. the los angeles clippers accomplished one. elton brand had 19 points and a season-high 16 rebounds as the clippers pounded the pacers, 102-68.\n",
      "Removed URLs: brand, clippers clobber pacers indianapolis, nov. 10 (ticker) -- the indiana pacers were looking for a first. the los angeles clippers accomplished one. elton brand had 19 points and a season-high 16 rebounds as the clippers pounded the pacers, 102-68.\n",
      "Removed HTML Tags: brand, clippers clobber pacers indianapolis, nov. 10 (ticker) -- the indiana pacers were looking for a first. the los angeles clippers accomplished one. elton brand had 19 points and a season-high 16 rebounds as the clippers pounded the pacers, 102-68.\n",
      "Removed Special Characters: brand clippers clobber pacers indianapolis nov  ticker  the indiana pacers were looking for a first the los angeles clippers accomplished one elton brand had  points and a seasonhigh  rebounds as the clippers pounded the pacers \n",
      "Tokens: ['brand', 'clippers', 'clobber', 'pacers', 'indianapolis', 'nov', 'ticker', 'the', 'indiana', 'pacers', 'were', 'looking', 'for', 'a', 'first', 'the', 'los', 'angeles', 'clippers', 'accomplished', 'one', 'elton', 'brand', 'had', 'points', 'and', 'a', 'seasonhigh', 'rebounds', 'as', 'the', 'clippers', 'pounded', 'the', 'pacers']\n",
      "Removed Stopwords: ['brand', 'clippers', 'clobber', 'pacers', 'indianapolis', 'nov', 'ticker', 'indiana', 'pacers', 'looking', 'first', 'los', 'angeles', 'clippers', 'accomplished', 'one', 'elton', 'brand', 'points', 'seasonhigh', 'rebounds', 'clippers', 'pounded', 'pacers']\n",
      "Stemmed Tokens: ['brand', 'clipper', 'clobber', 'pacer', 'indianapoli', 'nov', 'ticker', 'indiana', 'pacer', 'look', 'first', 'lo', 'angel', 'clipper', 'accomplish', 'one', 'elton', 'brand', 'point', 'seasonhigh', 'rebound', 'clipper', 'pound', 'pacer']\n",
      "Final Preprocessed Text: brand clipper clobber pacer indianapoli nov ticker indiana pacer look first lo angel clipper accomplish one elton brand point seasonhigh rebound clipper pound pacer\n",
      "\n",
      "Original Text: Iverson Answers Bell in OT PHILADELPHIA, Nov. 12 (Ticker) -- It seemed like a highly unlikely game for Allen Iverson to sink his first career game-winning buzzer-beater.\n",
      "Lowercased Text: iverson answers bell in ot philadelphia, nov. 12 (ticker) -- it seemed like a highly unlikely game for allen iverson to sink his first career game-winning buzzer-beater.\n",
      "Removed URLs: iverson answers bell in ot philadelphia, nov. 12 (ticker) -- it seemed like a highly unlikely game for allen iverson to sink his first career game-winning buzzer-beater.\n",
      "Removed HTML Tags: iverson answers bell in ot philadelphia, nov. 12 (ticker) -- it seemed like a highly unlikely game for allen iverson to sink his first career game-winning buzzer-beater.\n",
      "Removed Special Characters: iverson answers bell in ot philadelphia nov  ticker  it seemed like a highly unlikely game for allen iverson to sink his first career gamewinning buzzerbeater\n",
      "Tokens: ['iverson', 'answers', 'bell', 'in', 'ot', 'philadelphia', 'nov', 'ticker', 'it', 'seemed', 'like', 'a', 'highly', 'unlikely', 'game', 'for', 'allen', 'iverson', 'to', 'sink', 'his', 'first', 'career', 'gamewinning', 'buzzerbeater']\n",
      "Removed Stopwords: ['iverson', 'answers', 'bell', 'ot', 'philadelphia', 'nov', 'ticker', 'seemed', 'like', 'highly', 'unlikely', 'game', 'allen', 'iverson', 'sink', 'first', 'career', 'gamewinning', 'buzzerbeater']\n",
      "Stemmed Tokens: ['iverson', 'answer', 'bell', 'ot', 'philadelphia', 'nov', 'ticker', 'seem', 'like', 'highli', 'unlik', 'game', 'allen', 'iverson', 'sink', 'first', 'career', 'gamewin', 'buzzerbeat']\n",
      "Final Preprocessed Text: iverson answer bell ot philadelphia nov ticker seem like highli unlik game allen iverson sink first career gamewin buzzerbeat\n",
      "\n",
      "Original Text: Tigers celebrating after Beavers don #39;t get their kicks Freshman Alexis Serna is down on the field kneeling, pounding the Tiger Stadium turf. He wanted to hide. But couldn #39;t find a place.\n",
      "Lowercased Text: tigers celebrating after beavers don #39;t get their kicks freshman alexis serna is down on the field kneeling, pounding the tiger stadium turf. he wanted to hide. but couldn #39;t find a place.\n",
      "Removed URLs: tigers celebrating after beavers don #39;t get their kicks freshman alexis serna is down on the field kneeling, pounding the tiger stadium turf. he wanted to hide. but couldn #39;t find a place.\n",
      "Removed HTML Tags: tigers celebrating after beavers don #39;t get their kicks freshman alexis serna is down on the field kneeling, pounding the tiger stadium turf. he wanted to hide. but couldn #39;t find a place.\n",
      "Removed Special Characters: tigers celebrating after beavers don t get their kicks freshman alexis serna is down on the field kneeling pounding the tiger stadium turf he wanted to hide but couldn t find a place\n",
      "Tokens: ['tigers', 'celebrating', 'after', 'beavers', 'don', 't', 'get', 'their', 'kicks', 'freshman', 'alexis', 'serna', 'is', 'down', 'on', 'the', 'field', 'kneeling', 'pounding', 'the', 'tiger', 'stadium', 'turf', 'he', 'wanted', 'to', 'hide', 'but', 'couldn', 't', 'find', 'a', 'place']\n",
      "Removed Stopwords: ['tigers', 'celebrating', 'beavers', 'get', 'kicks', 'freshman', 'alexis', 'serna', 'field', 'kneeling', 'pounding', 'tiger', 'stadium', 'turf', 'wanted', 'hide', 'find', 'place']\n",
      "Stemmed Tokens: ['tiger', 'celebr', 'beaver', 'get', 'kick', 'freshman', 'alexi', 'serna', 'field', 'kneel', 'pound', 'tiger', 'stadium', 'turf', 'want', 'hide', 'find', 'place']\n",
      "Final Preprocessed Text: tiger celebr beaver get kick freshman alexi serna field kneel pound tiger stadium turf want hide find place\n",
      "\n",
      "Original Text: Browns day after: Week one The Browns started the season on a good note for the first time since 1994, and the win buoys the teams hopes for the near future.\n",
      "Lowercased Text: browns day after: week one the browns started the season on a good note for the first time since 1994, and the win buoys the teams hopes for the near future.\n",
      "Removed URLs: browns day after: week one the browns started the season on a good note for the first time since 1994, and the win buoys the teams hopes for the near future.\n",
      "Removed HTML Tags: browns day after: week one the browns started the season on a good note for the first time since 1994, and the win buoys the teams hopes for the near future.\n",
      "Removed Special Characters: browns day after week one the browns started the season on a good note for the first time since  and the win buoys the teams hopes for the near future\n",
      "Tokens: ['browns', 'day', 'after', 'week', 'one', 'the', 'browns', 'started', 'the', 'season', 'on', 'a', 'good', 'note', 'for', 'the', 'first', 'time', 'since', 'and', 'the', 'win', 'buoys', 'the', 'teams', 'hopes', 'for', 'the', 'near', 'future']\n",
      "Removed Stopwords: ['browns', 'day', 'week', 'one', 'browns', 'started', 'season', 'good', 'note', 'first', 'time', 'since', 'win', 'buoys', 'teams', 'hopes', 'near', 'future']\n",
      "Stemmed Tokens: ['brown', 'day', 'week', 'one', 'brown', 'start', 'season', 'good', 'note', 'first', 'time', 'sinc', 'win', 'buoy', 'team', 'hope', 'near', 'futur']\n",
      "Final Preprocessed Text: brown day week one brown start season good note first time sinc win buoy team hope near futur\n",
      "\n",
      "Original Text: Poutiainen Wins But Plays Down Cup Hopes Finland #39;s Tanja Poutiainen snatched back the women #39;s World Cup lead with her third victory of the Alpine ski season on Sunday but played down her chances of winning the overall title.\n",
      "Lowercased Text: poutiainen wins but plays down cup hopes finland #39;s tanja poutiainen snatched back the women #39;s world cup lead with her third victory of the alpine ski season on sunday but played down her chances of winning the overall title.\n",
      "Removed URLs: poutiainen wins but plays down cup hopes finland #39;s tanja poutiainen snatched back the women #39;s world cup lead with her third victory of the alpine ski season on sunday but played down her chances of winning the overall title.\n",
      "Removed HTML Tags: poutiainen wins but plays down cup hopes finland #39;s tanja poutiainen snatched back the women #39;s world cup lead with her third victory of the alpine ski season on sunday but played down her chances of winning the overall title.\n",
      "Removed Special Characters: poutiainen wins but plays down cup hopes finland s tanja poutiainen snatched back the women s world cup lead with her third victory of the alpine ski season on sunday but played down her chances of winning the overall title\n",
      "Tokens: ['poutiainen', 'wins', 'but', 'plays', 'down', 'cup', 'hopes', 'finland', 's', 'tanja', 'poutiainen', 'snatched', 'back', 'the', 'women', 's', 'world', 'cup', 'lead', 'with', 'her', 'third', 'victory', 'of', 'the', 'alpine', 'ski', 'season', 'on', 'sunday', 'but', 'played', 'down', 'her', 'chances', 'of', 'winning', 'the', 'overall', 'title']\n",
      "Removed Stopwords: ['poutiainen', 'wins', 'plays', 'cup', 'hopes', 'finland', 'tanja', 'poutiainen', 'snatched', 'back', 'women', 'world', 'cup', 'lead', 'third', 'victory', 'alpine', 'ski', 'season', 'sunday', 'played', 'chances', 'winning', 'overall', 'title']\n",
      "Stemmed Tokens: ['poutiainen', 'win', 'play', 'cup', 'hope', 'finland', 'tanja', 'poutiainen', 'snatch', 'back', 'women', 'world', 'cup', 'lead', 'third', 'victori', 'alpin', 'ski', 'season', 'sunday', 'play', 'chanc', 'win', 'overal', 'titl']\n",
      "Final Preprocessed Text: poutiainen win play cup hope finland tanja poutiainen snatch back women world cup lead third victori alpin ski season sunday play chanc win overal titl\n",
      "\n",
      "Original Text: Stewart hopes Silverstone can hold F1 Jackie Stewart is optimistic Silverstones place on next years Formula One calendar can be saved. Talks between Formula One chiefs and Silverstones owners are understood to be at an advanced stage \n",
      "Lowercased Text: stewart hopes silverstone can hold f1 jackie stewart is optimistic silverstones place on next years formula one calendar can be saved. talks between formula one chiefs and silverstones owners are understood to be at an advanced stage \n",
      "Removed URLs: stewart hopes silverstone can hold f1 jackie stewart is optimistic silverstones place on next years formula one calendar can be saved. talks between formula one chiefs and silverstones owners are understood to be at an advanced stage \n",
      "Removed HTML Tags: stewart hopes silverstone can hold f1 jackie stewart is optimistic silverstones place on next years formula one calendar can be saved. talks between formula one chiefs and silverstones owners are understood to be at an advanced stage \n",
      "Removed Special Characters: stewart hopes silverstone can hold f jackie stewart is optimistic silverstones place on next years formula one calendar can be saved talks between formula one chiefs and silverstones owners are understood to be at an advanced stage \n",
      "Tokens: ['stewart', 'hopes', 'silverstone', 'can', 'hold', 'f', 'jackie', 'stewart', 'is', 'optimistic', 'silverstones', 'place', 'on', 'next', 'years', 'formula', 'one', 'calendar', 'can', 'be', 'saved', 'talks', 'between', 'formula', 'one', 'chiefs', 'and', 'silverstones', 'owners', 'are', 'understood', 'to', 'be', 'at', 'an', 'advanced', 'stage']\n",
      "Removed Stopwords: ['stewart', 'hopes', 'silverstone', 'hold', 'f', 'jackie', 'stewart', 'optimistic', 'silverstones', 'place', 'next', 'years', 'formula', 'one', 'calendar', 'saved', 'talks', 'formula', 'one', 'chiefs', 'silverstones', 'owners', 'understood', 'advanced', 'stage']\n",
      "Stemmed Tokens: ['stewart', 'hope', 'silverston', 'hold', 'f', 'jacki', 'stewart', 'optimist', 'silverston', 'place', 'next', 'year', 'formula', 'one', 'calendar', 'save', 'talk', 'formula', 'one', 'chief', 'silverston', 'owner', 'understood', 'advanc', 'stage']\n",
      "Final Preprocessed Text: stewart hope silverston hold f jacki stewart optimist silverston place next year formula one calendar save talk formula one chief silverston owner understood advanc stage\n",
      "\n",
      "Original Text: KERR CRUISES INTO LEAD Cristie Kerr carded a nine-under-par 63 to take a four-stroke lead after the third round of the State Farm Classic in Illinois. Kerr entered the day four shots behind Christina Kim but showed the youngster that Tour veterans must never be underestimated.\n",
      "Lowercased Text: kerr cruises into lead cristie kerr carded a nine-under-par 63 to take a four-stroke lead after the third round of the state farm classic in illinois. kerr entered the day four shots behind christina kim but showed the youngster that tour veterans must never be underestimated.\n",
      "Removed URLs: kerr cruises into lead cristie kerr carded a nine-under-par 63 to take a four-stroke lead after the third round of the state farm classic in illinois. kerr entered the day four shots behind christina kim but showed the youngster that tour veterans must never be underestimated.\n",
      "Removed HTML Tags: kerr cruises into lead cristie kerr carded a nine-under-par 63 to take a four-stroke lead after the third round of the state farm classic in illinois. kerr entered the day four shots behind christina kim but showed the youngster that tour veterans must never be underestimated.\n",
      "Removed Special Characters: kerr cruises into lead cristie kerr carded a nineunderpar  to take a fourstroke lead after the third round of the state farm classic in illinois kerr entered the day four shots behind christina kim but showed the youngster that tour veterans must never be underestimated\n",
      "Tokens: ['kerr', 'cruises', 'into', 'lead', 'cristie', 'kerr', 'carded', 'a', 'nineunderpar', 'to', 'take', 'a', 'fourstroke', 'lead', 'after', 'the', 'third', 'round', 'of', 'the', 'state', 'farm', 'classic', 'in', 'illinois', 'kerr', 'entered', 'the', 'day', 'four', 'shots', 'behind', 'christina', 'kim', 'but', 'showed', 'the', 'youngster', 'that', 'tour', 'veterans', 'must', 'never', 'be', 'underestimated']\n",
      "Removed Stopwords: ['kerr', 'cruises', 'lead', 'cristie', 'kerr', 'carded', 'nineunderpar', 'take', 'fourstroke', 'lead', 'third', 'round', 'state', 'farm', 'classic', 'illinois', 'kerr', 'entered', 'day', 'four', 'shots', 'behind', 'christina', 'kim', 'showed', 'youngster', 'tour', 'veterans', 'must', 'never', 'underestimated']\n",
      "Stemmed Tokens: ['kerr', 'cruis', 'lead', 'cristi', 'kerr', 'card', 'nineunderpar', 'take', 'fourstrok', 'lead', 'third', 'round', 'state', 'farm', 'classic', 'illinoi', 'kerr', 'enter', 'day', 'four', 'shot', 'behind', 'christina', 'kim', 'show', 'youngster', 'tour', 'veteran', 'must', 'never', 'underestim']\n",
      "Final Preprocessed Text: kerr cruis lead cristi kerr card nineunderpar take fourstrok lead third round state farm classic illinoi kerr enter day four shot behind christina kim show youngster tour veteran must never underestim\n",
      "\n",
      "Original Text: Sorenstam wins Hammons Classic Annika Sorenstam won her fifth LPGA Tour event of the year, closing with a 1-under 70 Sunday for a four-shot victory at the John Q. Hammons Classic.\n",
      "Lowercased Text: sorenstam wins hammons classic annika sorenstam won her fifth lpga tour event of the year, closing with a 1-under 70 sunday for a four-shot victory at the john q. hammons classic.\n",
      "Removed URLs: sorenstam wins hammons classic annika sorenstam won her fifth lpga tour event of the year, closing with a 1-under 70 sunday for a four-shot victory at the john q. hammons classic.\n",
      "Removed HTML Tags: sorenstam wins hammons classic annika sorenstam won her fifth lpga tour event of the year, closing with a 1-under 70 sunday for a four-shot victory at the john q. hammons classic.\n",
      "Removed Special Characters: sorenstam wins hammons classic annika sorenstam won her fifth lpga tour event of the year closing with a under  sunday for a fourshot victory at the john q hammons classic\n",
      "Tokens: ['sorenstam', 'wins', 'hammons', 'classic', 'annika', 'sorenstam', 'won', 'her', 'fifth', 'lpga', 'tour', 'event', 'of', 'the', 'year', 'closing', 'with', 'a', 'under', 'sunday', 'for', 'a', 'fourshot', 'victory', 'at', 'the', 'john', 'q', 'hammons', 'classic']\n",
      "Removed Stopwords: ['sorenstam', 'wins', 'hammons', 'classic', 'annika', 'sorenstam', 'fifth', 'lpga', 'tour', 'event', 'year', 'closing', 'sunday', 'fourshot', 'victory', 'john', 'q', 'hammons', 'classic']\n",
      "Stemmed Tokens: ['sorenstam', 'win', 'hammon', 'classic', 'annika', 'sorenstam', 'fifth', 'lpga', 'tour', 'event', 'year', 'close', 'sunday', 'fourshot', 'victori', 'john', 'q', 'hammon', 'classic']\n",
      "Final Preprocessed Text: sorenstam win hammon classic annika sorenstam fifth lpga tour event year close sunday fourshot victori john q hammon classic\n",
      "\n",
      "Original Text: Dolphins and Steelers Will Play Sunday Night (Reuters) Reuters - The Miami Dolphins and\\Pittsburgh Steelers will play their scheduled game Sunday night\\at 8:30 p.m.\n",
      "Lowercased Text: dolphins and steelers will play sunday night (reuters) reuters - the miami dolphins and\\pittsburgh steelers will play their scheduled game sunday night\\at 8:30 p.m.\n",
      "Removed URLs: dolphins and steelers will play sunday night (reuters) reuters - the miami dolphins and\\pittsburgh steelers will play their scheduled game sunday night\\at 8:30 p.m.\n",
      "Removed HTML Tags: dolphins and steelers will play sunday night (reuters) reuters - the miami dolphins and\\pittsburgh steelers will play their scheduled game sunday night\\at 8:30 p.m.\n",
      "Removed Special Characters: dolphins and steelers will play sunday night reuters reuters  the miami dolphins andpittsburgh steelers will play their scheduled game sunday nightat  pm\n",
      "Tokens: ['dolphins', 'and', 'steelers', 'will', 'play', 'sunday', 'night', 'reuters', 'reuters', 'the', 'miami', 'dolphins', 'andpittsburgh', 'steelers', 'will', 'play', 'their', 'scheduled', 'game', 'sunday', 'nightat', 'pm']\n",
      "Removed Stopwords: ['dolphins', 'steelers', 'play', 'sunday', 'night', 'reuters', 'reuters', 'miami', 'dolphins', 'andpittsburgh', 'steelers', 'play', 'scheduled', 'game', 'sunday', 'nightat', 'pm']\n",
      "Stemmed Tokens: ['dolphin', 'steeler', 'play', 'sunday', 'night', 'reuter', 'reuter', 'miami', 'dolphin', 'andpittsburgh', 'steeler', 'play', 'schedul', 'game', 'sunday', 'nightat', 'pm']\n",
      "Final Preprocessed Text: dolphin steeler play sunday night reuter reuter miami dolphin andpittsburgh steeler play schedul game sunday nightat pm\n",
      "\n",
      "Original Text: England stars refuse to face media despite World Cup soccer &lt;b&gt;...&lt;/b&gt; England #39;s soccer team refused to face the media after their 2-1 World Cup qualifying victory in Poland on Wednesday in protest at negative publicity they received after Saturday #39;s 2-2 tie with Austria.\n",
      "Lowercased Text: england stars refuse to face media despite world cup soccer &lt;b&gt;...&lt;/b&gt; england #39;s soccer team refused to face the media after their 2-1 world cup qualifying victory in poland on wednesday in protest at negative publicity they received after saturday #39;s 2-2 tie with austria.\n",
      "Removed URLs: england stars refuse to face media despite world cup soccer &lt;b&gt;...&lt;/b&gt; england #39;s soccer team refused to face the media after their 2-1 world cup qualifying victory in poland on wednesday in protest at negative publicity they received after saturday #39;s 2-2 tie with austria.\n",
      "Removed HTML Tags: england stars refuse to face media despite world cup soccer &lt;b&gt;...&lt;/b&gt; england #39;s soccer team refused to face the media after their 2-1 world cup qualifying victory in poland on wednesday in protest at negative publicity they received after saturday #39;s 2-2 tie with austria.\n",
      "Removed Special Characters: england stars refuse to face media despite world cup soccer ltbgtltbgt england s soccer team refused to face the media after their  world cup qualifying victory in poland on wednesday in protest at negative publicity they received after saturday s  tie with austria\n",
      "Tokens: ['england', 'stars', 'refuse', 'to', 'face', 'media', 'despite', 'world', 'cup', 'soccer', 'ltbgtltbgt', 'england', 's', 'soccer', 'team', 'refused', 'to', 'face', 'the', 'media', 'after', 'their', 'world', 'cup', 'qualifying', 'victory', 'in', 'poland', 'on', 'wednesday', 'in', 'protest', 'at', 'negative', 'publicity', 'they', 'received', 'after', 'saturday', 's', 'tie', 'with', 'austria']\n",
      "Removed Stopwords: ['england', 'stars', 'refuse', 'face', 'media', 'despite', 'world', 'cup', 'soccer', 'ltbgtltbgt', 'england', 'soccer', 'team', 'refused', 'face', 'media', 'world', 'cup', 'qualifying', 'victory', 'poland', 'wednesday', 'protest', 'negative', 'publicity', 'received', 'saturday', 'tie', 'austria']\n",
      "Stemmed Tokens: ['england', 'star', 'refus', 'face', 'media', 'despit', 'world', 'cup', 'soccer', 'ltbgtltbgt', 'england', 'soccer', 'team', 'refus', 'face', 'media', 'world', 'cup', 'qualifi', 'victori', 'poland', 'wednesday', 'protest', 'neg', 'public', 'receiv', 'saturday', 'tie', 'austria']\n",
      "Final Preprocessed Text: england star refus face media despit world cup soccer ltbgtltbgt england soccer team refus face media world cup qualifi victori poland wednesday protest neg public receiv saturday tie austria\n",
      "\n",
      "Original Text: Silvestre #39;s double goals help Man. United beat Liverpool Silvestre became Man. United #39;s hero as he scored twice to lift a 2-1 victory over Liverpool for home side when all eyes were on Rio Ferdinand as he returned after an eight-match ban on Monday.\n",
      "Lowercased Text: silvestre #39;s double goals help man. united beat liverpool silvestre became man. united #39;s hero as he scored twice to lift a 2-1 victory over liverpool for home side when all eyes were on rio ferdinand as he returned after an eight-match ban on monday.\n",
      "Removed URLs: silvestre #39;s double goals help man. united beat liverpool silvestre became man. united #39;s hero as he scored twice to lift a 2-1 victory over liverpool for home side when all eyes were on rio ferdinand as he returned after an eight-match ban on monday.\n",
      "Removed HTML Tags: silvestre #39;s double goals help man. united beat liverpool silvestre became man. united #39;s hero as he scored twice to lift a 2-1 victory over liverpool for home side when all eyes were on rio ferdinand as he returned after an eight-match ban on monday.\n",
      "Removed Special Characters: silvestre s double goals help man united beat liverpool silvestre became man united s hero as he scored twice to lift a  victory over liverpool for home side when all eyes were on rio ferdinand as he returned after an eightmatch ban on monday\n",
      "Tokens: ['silvestre', 's', 'double', 'goals', 'help', 'man', 'united', 'beat', 'liverpool', 'silvestre', 'became', 'man', 'united', 's', 'hero', 'as', 'he', 'scored', 'twice', 'to', 'lift', 'a', 'victory', 'over', 'liverpool', 'for', 'home', 'side', 'when', 'all', 'eyes', 'were', 'on', 'rio', 'ferdinand', 'as', 'he', 'returned', 'after', 'an', 'eightmatch', 'ban', 'on', 'monday']\n",
      "Removed Stopwords: ['silvestre', 'double', 'goals', 'help', 'man', 'united', 'beat', 'liverpool', 'silvestre', 'became', 'man', 'united', 'hero', 'scored', 'twice', 'lift', 'victory', 'liverpool', 'home', 'side', 'eyes', 'rio', 'ferdinand', 'returned', 'eightmatch', 'ban', 'monday']\n",
      "Stemmed Tokens: ['silvestr', 'doubl', 'goal', 'help', 'man', 'unit', 'beat', 'liverpool', 'silvestr', 'becam', 'man', 'unit', 'hero', 'score', 'twice', 'lift', 'victori', 'liverpool', 'home', 'side', 'eye', 'rio', 'ferdinand', 'return', 'eightmatch', 'ban', 'monday']\n",
      "Final Preprocessed Text: silvestr doubl goal help man unit beat liverpool silvestr becam man unit hero score twice lift victori liverpool home side eye rio ferdinand return eightmatch ban monday\n",
      "\n",
      "Original Text: Chance to Measure Up During his 14 seasons as an NFL assistant and head coach, Virginia Coach Al Groh was often involved in the evaluation of college prospects.\n",
      "Lowercased Text: chance to measure up during his 14 seasons as an nfl assistant and head coach, virginia coach al groh was often involved in the evaluation of college prospects.\n",
      "Removed URLs: chance to measure up during his 14 seasons as an nfl assistant and head coach, virginia coach al groh was often involved in the evaluation of college prospects.\n",
      "Removed HTML Tags: chance to measure up during his 14 seasons as an nfl assistant and head coach, virginia coach al groh was often involved in the evaluation of college prospects.\n",
      "Removed Special Characters: chance to measure up during his  seasons as an nfl assistant and head coach virginia coach al groh was often involved in the evaluation of college prospects\n",
      "Tokens: ['chance', 'to', 'measure', 'up', 'during', 'his', 'seasons', 'as', 'an', 'nfl', 'assistant', 'and', 'head', 'coach', 'virginia', 'coach', 'al', 'groh', 'was', 'often', 'involved', 'in', 'the', 'evaluation', 'of', 'college', 'prospects']\n",
      "Removed Stopwords: ['chance', 'measure', 'seasons', 'nfl', 'assistant', 'head', 'coach', 'virginia', 'coach', 'al', 'groh', 'often', 'involved', 'evaluation', 'college', 'prospects']\n",
      "Stemmed Tokens: ['chanc', 'measur', 'season', 'nfl', 'assist', 'head', 'coach', 'virginia', 'coach', 'al', 'groh', 'often', 'involv', 'evalu', 'colleg', 'prospect']\n",
      "Final Preprocessed Text: chanc measur season nfl assist head coach virginia coach al groh often involv evalu colleg prospect\n",
      "\n",
      "Original Text: Sports: Braves 6 Rockies 4 ATLANTA Mike Hampton hit an RBI single and Atlanta stretched its lead in the NL East by winning its fourth in a row 6-to-4 over Colorado.\n",
      "Lowercased Text: sports: braves 6 rockies 4 atlanta mike hampton hit an rbi single and atlanta stretched its lead in the nl east by winning its fourth in a row 6-to-4 over colorado.\n",
      "Removed URLs: sports: braves 6 rockies 4 atlanta mike hampton hit an rbi single and atlanta stretched its lead in the nl east by winning its fourth in a row 6-to-4 over colorado.\n",
      "Removed HTML Tags: sports: braves 6 rockies 4 atlanta mike hampton hit an rbi single and atlanta stretched its lead in the nl east by winning its fourth in a row 6-to-4 over colorado.\n",
      "Removed Special Characters: sports braves  rockies  atlanta mike hampton hit an rbi single and atlanta stretched its lead in the nl east by winning its fourth in a row to over colorado\n",
      "Tokens: ['sports', 'braves', 'rockies', 'atlanta', 'mike', 'hampton', 'hit', 'an', 'rbi', 'single', 'and', 'atlanta', 'stretched', 'its', 'lead', 'in', 'the', 'nl', 'east', 'by', 'winning', 'its', 'fourth', 'in', 'a', 'row', 'to', 'over', 'colorado']\n",
      "Removed Stopwords: ['sports', 'braves', 'rockies', 'atlanta', 'mike', 'hampton', 'hit', 'rbi', 'single', 'atlanta', 'stretched', 'lead', 'nl', 'east', 'winning', 'fourth', 'row', 'colorado']\n",
      "Stemmed Tokens: ['sport', 'brave', 'rocki', 'atlanta', 'mike', 'hampton', 'hit', 'rbi', 'singl', 'atlanta', 'stretch', 'lead', 'nl', 'east', 'win', 'fourth', 'row', 'colorado']\n",
      "Final Preprocessed Text: sport brave rocki atlanta mike hampton hit rbi singl atlanta stretch lead nl east win fourth row colorado\n",
      "\n",
      "Original Text: Angels Rally Past A's to Clinch AL West Crown (Reuters) Reuters - Garret Anderson capped a three-run\\eighth inning rally with a run-scoring single as the Anaheim\\Angels edged the Oakland Athletics 5-4 Saturday to capture\\their first AL West pennant in 18 years.\n",
      "Lowercased Text: angels rally past a's to clinch al west crown (reuters) reuters - garret anderson capped a three-run\\eighth inning rally with a run-scoring single as the anaheim\\angels edged the oakland athletics 5-4 saturday to capture\\their first al west pennant in 18 years.\n",
      "Removed URLs: angels rally past a's to clinch al west crown (reuters) reuters - garret anderson capped a three-run\\eighth inning rally with a run-scoring single as the anaheim\\angels edged the oakland athletics 5-4 saturday to capture\\their first al west pennant in 18 years.\n",
      "Removed HTML Tags: angels rally past a's to clinch al west crown (reuters) reuters - garret anderson capped a three-run\\eighth inning rally with a run-scoring single as the anaheim\\angels edged the oakland athletics 5-4 saturday to capture\\their first al west pennant in 18 years.\n",
      "Removed Special Characters: angels rally past as to clinch al west crown reuters reuters  garret anderson capped a threeruneighth inning rally with a runscoring single as the anaheimangels edged the oakland athletics  saturday to capturetheir first al west pennant in  years\n",
      "Tokens: ['angels', 'rally', 'past', 'as', 'to', 'clinch', 'al', 'west', 'crown', 'reuters', 'reuters', 'garret', 'anderson', 'capped', 'a', 'threeruneighth', 'inning', 'rally', 'with', 'a', 'runscoring', 'single', 'as', 'the', 'anaheimangels', 'edged', 'the', 'oakland', 'athletics', 'saturday', 'to', 'capturetheir', 'first', 'al', 'west', 'pennant', 'in', 'years']\n",
      "Removed Stopwords: ['angels', 'rally', 'past', 'clinch', 'al', 'west', 'crown', 'reuters', 'reuters', 'garret', 'anderson', 'capped', 'threeruneighth', 'inning', 'rally', 'runscoring', 'single', 'anaheimangels', 'edged', 'oakland', 'athletics', 'saturday', 'capturetheir', 'first', 'al', 'west', 'pennant', 'years']\n",
      "Stemmed Tokens: ['angel', 'ralli', 'past', 'clinch', 'al', 'west', 'crown', 'reuter', 'reuter', 'garret', 'anderson', 'cap', 'threeruneighth', 'inning', 'ralli', 'runscor', 'singl', 'anaheimangel', 'edg', 'oakland', 'athlet', 'saturday', 'capturetheir', 'first', 'al', 'west', 'pennant', 'year']\n",
      "Final Preprocessed Text: angel ralli past clinch al west crown reuter reuter garret anderson cap threeruneighth inning ralli runscor singl anaheimangel edg oakland athlet saturday capturetheir first al west pennant year\n",
      "\n",
      "Original Text: Transactions BASEBALL Boston (AL): Activated DH Ellis Burks from the 60-day disabled list; released P Phil Seibel. Milwaukee (NL): Sent INF Matt Erickson outright to Indianapolis (IL).\n",
      "Lowercased Text: transactions baseball boston (al): activated dh ellis burks from the 60-day disabled list; released p phil seibel. milwaukee (nl): sent inf matt erickson outright to indianapolis (il).\n",
      "Removed URLs: transactions baseball boston (al): activated dh ellis burks from the 60-day disabled list; released p phil seibel. milwaukee (nl): sent inf matt erickson outright to indianapolis (il).\n",
      "Removed HTML Tags: transactions baseball boston (al): activated dh ellis burks from the 60-day disabled list; released p phil seibel. milwaukee (nl): sent inf matt erickson outright to indianapolis (il).\n",
      "Removed Special Characters: transactions baseball boston al activated dh ellis burks from the day disabled list released p phil seibel milwaukee nl sent inf matt erickson outright to indianapolis il\n",
      "Tokens: ['transactions', 'baseball', 'boston', 'al', 'activated', 'dh', 'ellis', 'burks', 'from', 'the', 'day', 'disabled', 'list', 'released', 'p', 'phil', 'seibel', 'milwaukee', 'nl', 'sent', 'inf', 'matt', 'erickson', 'outright', 'to', 'indianapolis', 'il']\n",
      "Removed Stopwords: ['transactions', 'baseball', 'boston', 'al', 'activated', 'dh', 'ellis', 'burks', 'day', 'disabled', 'list', 'released', 'p', 'phil', 'seibel', 'milwaukee', 'nl', 'sent', 'inf', 'matt', 'erickson', 'outright', 'indianapolis', 'il']\n",
      "Stemmed Tokens: ['transact', 'basebal', 'boston', 'al', 'activ', 'dh', 'elli', 'burk', 'day', 'disabl', 'list', 'releas', 'p', 'phil', 'seibel', 'milwauke', 'nl', 'sent', 'inf', 'matt', 'erickson', 'outright', 'indianapoli', 'il']\n",
      "Final Preprocessed Text: transact basebal boston al activ dh elli burk day disabl list releas p phil seibel milwauke nl sent inf matt erickson outright indianapoli il\n",
      "\n",
      "Original Text: Brewers Hand Cards Fourth Straight Loss (AP) AP - Matt Morris struggled in his final tuneup for the playoffs, and the Milwaukee Brewers beat the St. Louis Cardinals 7-6 Thursday night to send the NL Central champions to their first four-game losing streak of the season.\n",
      "Lowercased Text: brewers hand cards fourth straight loss (ap) ap - matt morris struggled in his final tuneup for the playoffs, and the milwaukee brewers beat the st. louis cardinals 7-6 thursday night to send the nl central champions to their first four-game losing streak of the season.\n",
      "Removed URLs: brewers hand cards fourth straight loss (ap) ap - matt morris struggled in his final tuneup for the playoffs, and the milwaukee brewers beat the st. louis cardinals 7-6 thursday night to send the nl central champions to their first four-game losing streak of the season.\n",
      "Removed HTML Tags: brewers hand cards fourth straight loss (ap) ap - matt morris struggled in his final tuneup for the playoffs, and the milwaukee brewers beat the st. louis cardinals 7-6 thursday night to send the nl central champions to their first four-game losing streak of the season.\n",
      "Removed Special Characters: brewers hand cards fourth straight loss ap ap  matt morris struggled in his final tuneup for the playoffs and the milwaukee brewers beat the st louis cardinals  thursday night to send the nl central champions to their first fourgame losing streak of the season\n",
      "Tokens: ['brewers', 'hand', 'cards', 'fourth', 'straight', 'loss', 'ap', 'ap', 'matt', 'morris', 'struggled', 'in', 'his', 'final', 'tuneup', 'for', 'the', 'playoffs', 'and', 'the', 'milwaukee', 'brewers', 'beat', 'the', 'st', 'louis', 'cardinals', 'thursday', 'night', 'to', 'send', 'the', 'nl', 'central', 'champions', 'to', 'their', 'first', 'fourgame', 'losing', 'streak', 'of', 'the', 'season']\n",
      "Removed Stopwords: ['brewers', 'hand', 'cards', 'fourth', 'straight', 'loss', 'ap', 'ap', 'matt', 'morris', 'struggled', 'final', 'tuneup', 'playoffs', 'milwaukee', 'brewers', 'beat', 'st', 'louis', 'cardinals', 'thursday', 'night', 'send', 'nl', 'central', 'champions', 'first', 'fourgame', 'losing', 'streak', 'season']\n",
      "Stemmed Tokens: ['brewer', 'hand', 'card', 'fourth', 'straight', 'loss', 'ap', 'ap', 'matt', 'morri', 'struggl', 'final', 'tuneup', 'playoff', 'milwauke', 'brewer', 'beat', 'st', 'loui', 'cardin', 'thursday', 'night', 'send', 'nl', 'central', 'champion', 'first', 'fourgam', 'lose', 'streak', 'season']\n",
      "Final Preprocessed Text: brewer hand card fourth straight loss ap ap matt morri struggl final tuneup playoff milwauke brewer beat st loui cardin thursday night send nl central champion first fourgam lose streak season\n",
      "\n",
      "Original Text: Cardinals unable to solve Schilling The first at-bat of the game seemed to go on and on, with Red Sox starting pitcher Curt Schilling aiming to end the inning with little damage, and St. Louis leadoff batter Edgar Renteria aiming to throw a wrench is his game plan. Twelve pitches later, after several fouls, Schilling got Renteria to ground out to shortstop.\n",
      "Lowercased Text: cardinals unable to solve schilling the first at-bat of the game seemed to go on and on, with red sox starting pitcher curt schilling aiming to end the inning with little damage, and st. louis leadoff batter edgar renteria aiming to throw a wrench is his game plan. twelve pitches later, after several fouls, schilling got renteria to ground out to shortstop.\n",
      "Removed URLs: cardinals unable to solve schilling the first at-bat of the game seemed to go on and on, with red sox starting pitcher curt schilling aiming to end the inning with little damage, and st. louis leadoff batter edgar renteria aiming to throw a wrench is his game plan. twelve pitches later, after several fouls, schilling got renteria to ground out to shortstop.\n",
      "Removed HTML Tags: cardinals unable to solve schilling the first at-bat of the game seemed to go on and on, with red sox starting pitcher curt schilling aiming to end the inning with little damage, and st. louis leadoff batter edgar renteria aiming to throw a wrench is his game plan. twelve pitches later, after several fouls, schilling got renteria to ground out to shortstop.\n",
      "Removed Special Characters: cardinals unable to solve schilling the first atbat of the game seemed to go on and on with red sox starting pitcher curt schilling aiming to end the inning with little damage and st louis leadoff batter edgar renteria aiming to throw a wrench is his game plan twelve pitches later after several fouls schilling got renteria to ground out to shortstop\n",
      "Tokens: ['cardinals', 'unable', 'to', 'solve', 'schilling', 'the', 'first', 'atbat', 'of', 'the', 'game', 'seemed', 'to', 'go', 'on', 'and', 'on', 'with', 'red', 'sox', 'starting', 'pitcher', 'curt', 'schilling', 'aiming', 'to', 'end', 'the', 'inning', 'with', 'little', 'damage', 'and', 'st', 'louis', 'leadoff', 'batter', 'edgar', 'renteria', 'aiming', 'to', 'throw', 'a', 'wrench', 'is', 'his', 'game', 'plan', 'twelve', 'pitches', 'later', 'after', 'several', 'fouls', 'schilling', 'got', 'renteria', 'to', 'ground', 'out', 'to', 'shortstop']\n",
      "Removed Stopwords: ['cardinals', 'unable', 'solve', 'schilling', 'first', 'atbat', 'game', 'seemed', 'go', 'red', 'sox', 'starting', 'pitcher', 'curt', 'schilling', 'aiming', 'end', 'inning', 'little', 'damage', 'st', 'louis', 'leadoff', 'batter', 'edgar', 'renteria', 'aiming', 'throw', 'wrench', 'game', 'plan', 'twelve', 'pitches', 'later', 'several', 'fouls', 'schilling', 'got', 'renteria', 'ground', 'shortstop']\n",
      "Stemmed Tokens: ['cardin', 'unabl', 'solv', 'schill', 'first', 'atbat', 'game', 'seem', 'go', 'red', 'sox', 'start', 'pitcher', 'curt', 'schill', 'aim', 'end', 'inning', 'littl', 'damag', 'st', 'loui', 'leadoff', 'batter', 'edgar', 'renteria', 'aim', 'throw', 'wrench', 'game', 'plan', 'twelv', 'pitch', 'later', 'sever', 'foul', 'schill', 'got', 'renteria', 'ground', 'shortstop']\n",
      "Final Preprocessed Text: cardin unabl solv schill first atbat game seem go red sox start pitcher curt schill aim end inning littl damag st loui leadoff batter edgar renteria aim throw wrench game plan twelv pitch later sever foul schill got renteria ground shortstop\n",
      "\n",
      "Original Text: Senna suspension stands Madrid, Spain (Sports Network) - UEFA #39;s suspension and fine of Villarreal #39;s Marcos Senna was upheld on Thursday after an investigation into the player #39;s positive drug test.\n",
      "Lowercased Text: senna suspension stands madrid, spain (sports network) - uefa #39;s suspension and fine of villarreal #39;s marcos senna was upheld on thursday after an investigation into the player #39;s positive drug test.\n",
      "Removed URLs: senna suspension stands madrid, spain (sports network) - uefa #39;s suspension and fine of villarreal #39;s marcos senna was upheld on thursday after an investigation into the player #39;s positive drug test.\n",
      "Removed HTML Tags: senna suspension stands madrid, spain (sports network) - uefa #39;s suspension and fine of villarreal #39;s marcos senna was upheld on thursday after an investigation into the player #39;s positive drug test.\n",
      "Removed Special Characters: senna suspension stands madrid spain sports network  uefa s suspension and fine of villarreal s marcos senna was upheld on thursday after an investigation into the player s positive drug test\n",
      "Tokens: ['senna', 'suspension', 'stands', 'madrid', 'spain', 'sports', 'network', 'uefa', 's', 'suspension', 'and', 'fine', 'of', 'villarreal', 's', 'marcos', 'senna', 'was', 'upheld', 'on', 'thursday', 'after', 'an', 'investigation', 'into', 'the', 'player', 's', 'positive', 'drug', 'test']\n",
      "Removed Stopwords: ['senna', 'suspension', 'stands', 'madrid', 'spain', 'sports', 'network', 'uefa', 'suspension', 'fine', 'villarreal', 'marcos', 'senna', 'upheld', 'thursday', 'investigation', 'player', 'positive', 'drug', 'test']\n",
      "Stemmed Tokens: ['senna', 'suspens', 'stand', 'madrid', 'spain', 'sport', 'network', 'uefa', 'suspens', 'fine', 'villarr', 'marco', 'senna', 'upheld', 'thursday', 'investig', 'player', 'posit', 'drug', 'test']\n",
      "Final Preprocessed Text: senna suspens stand madrid spain sport network uefa suspens fine villarr marco senna upheld thursday investig player posit drug test\n",
      "\n",
      "Original Text: Braves' Smoltz May Rejoin Team's Rotation (AP) AP - John Smoltz might rejoin the Braves' rotation if Atlanta finds another closer.\n",
      "Lowercased Text: braves' smoltz may rejoin team's rotation (ap) ap - john smoltz might rejoin the braves' rotation if atlanta finds another closer.\n",
      "Removed URLs: braves' smoltz may rejoin team's rotation (ap) ap - john smoltz might rejoin the braves' rotation if atlanta finds another closer.\n",
      "Removed HTML Tags: braves' smoltz may rejoin team's rotation (ap) ap - john smoltz might rejoin the braves' rotation if atlanta finds another closer.\n",
      "Removed Special Characters: braves smoltz may rejoin teams rotation ap ap  john smoltz might rejoin the braves rotation if atlanta finds another closer\n",
      "Tokens: ['braves', 'smoltz', 'may', 'rejoin', 'teams', 'rotation', 'ap', 'ap', 'john', 'smoltz', 'might', 'rejoin', 'the', 'braves', 'rotation', 'if', 'atlanta', 'finds', 'another', 'closer']\n",
      "Removed Stopwords: ['braves', 'smoltz', 'may', 'rejoin', 'teams', 'rotation', 'ap', 'ap', 'john', 'smoltz', 'might', 'rejoin', 'braves', 'rotation', 'atlanta', 'finds', 'another', 'closer']\n",
      "Stemmed Tokens: ['brave', 'smoltz', 'may', 'rejoin', 'team', 'rotat', 'ap', 'ap', 'john', 'smoltz', 'might', 'rejoin', 'brave', 'rotat', 'atlanta', 'find', 'anoth', 'closer']\n",
      "Final Preprocessed Text: brave smoltz may rejoin team rotat ap ap john smoltz might rejoin brave rotat atlanta find anoth closer\n",
      "\n",
      "Original Text: MLB: Houston 8, Pittsburgh 6 Carlos Beltran went two for four with a homer and scored three times Friday night as Houston downed Pittsburgh, 8-6. Craig Biggio, Jose Vizcaino and Jeff Bagwell also homered for \n",
      "Lowercased Text: mlb: houston 8, pittsburgh 6 carlos beltran went two for four with a homer and scored three times friday night as houston downed pittsburgh, 8-6. craig biggio, jose vizcaino and jeff bagwell also homered for \n",
      "Removed URLs: mlb: houston 8, pittsburgh 6 carlos beltran went two for four with a homer and scored three times friday night as houston downed pittsburgh, 8-6. craig biggio, jose vizcaino and jeff bagwell also homered for \n",
      "Removed HTML Tags: mlb: houston 8, pittsburgh 6 carlos beltran went two for four with a homer and scored three times friday night as houston downed pittsburgh, 8-6. craig biggio, jose vizcaino and jeff bagwell also homered for \n",
      "Removed Special Characters: mlb houston  pittsburgh  carlos beltran went two for four with a homer and scored three times friday night as houston downed pittsburgh  craig biggio jose vizcaino and jeff bagwell also homered for \n",
      "Tokens: ['mlb', 'houston', 'pittsburgh', 'carlos', 'beltran', 'went', 'two', 'for', 'four', 'with', 'a', 'homer', 'and', 'scored', 'three', 'times', 'friday', 'night', 'as', 'houston', 'downed', 'pittsburgh', 'craig', 'biggio', 'jose', 'vizcaino', 'and', 'jeff', 'bagwell', 'also', 'homered', 'for']\n",
      "Removed Stopwords: ['mlb', 'houston', 'pittsburgh', 'carlos', 'beltran', 'went', 'two', 'four', 'homer', 'scored', 'three', 'times', 'friday', 'night', 'houston', 'downed', 'pittsburgh', 'craig', 'biggio', 'jose', 'vizcaino', 'jeff', 'bagwell', 'also', 'homered']\n",
      "Stemmed Tokens: ['mlb', 'houston', 'pittsburgh', 'carlo', 'beltran', 'went', 'two', 'four', 'homer', 'score', 'three', 'time', 'friday', 'night', 'houston', 'down', 'pittsburgh', 'craig', 'biggio', 'jose', 'vizcaino', 'jeff', 'bagwel', 'also', 'homer']\n",
      "Final Preprocessed Text: mlb houston pittsburgh carlo beltran went two four homer score three time friday night houston down pittsburgh craig biggio jose vizcaino jeff bagwel also homer\n",
      "\n",
      "Original Text: Texans follow Astros #39; lead The News sports editor. HOUSTON - The Houston Astros weren #39;t the only team in the Bayou City toasting a watershed achievement Sunday afternoon.\n",
      "Lowercased Text: texans follow astros #39; lead the news sports editor. houston - the houston astros weren #39;t the only team in the bayou city toasting a watershed achievement sunday afternoon.\n",
      "Removed URLs: texans follow astros #39; lead the news sports editor. houston - the houston astros weren #39;t the only team in the bayou city toasting a watershed achievement sunday afternoon.\n",
      "Removed HTML Tags: texans follow astros #39; lead the news sports editor. houston - the houston astros weren #39;t the only team in the bayou city toasting a watershed achievement sunday afternoon.\n",
      "Removed Special Characters: texans follow astros  lead the news sports editor houston  the houston astros weren t the only team in the bayou city toasting a watershed achievement sunday afternoon\n",
      "Tokens: ['texans', 'follow', 'astros', 'lead', 'the', 'news', 'sports', 'editor', 'houston', 'the', 'houston', 'astros', 'weren', 't', 'the', 'only', 'team', 'in', 'the', 'bayou', 'city', 'toasting', 'a', 'watershed', 'achievement', 'sunday', 'afternoon']\n",
      "Removed Stopwords: ['texans', 'follow', 'astros', 'lead', 'news', 'sports', 'editor', 'houston', 'houston', 'astros', 'team', 'bayou', 'city', 'toasting', 'watershed', 'achievement', 'sunday', 'afternoon']\n",
      "Stemmed Tokens: ['texan', 'follow', 'astro', 'lead', 'news', 'sport', 'editor', 'houston', 'houston', 'astro', 'team', 'bayou', 'citi', 'toast', 'watersh', 'achiev', 'sunday', 'afternoon']\n",
      "Final Preprocessed Text: texan follow astro lead news sport editor houston houston astro team bayou citi toast watersh achiev sunday afternoon\n",
      "\n",
      "Original Text: Champions League: Arsenal 1, PSV Eindhoven 0 Arsenal benefited from an own-goal in a 1-0 win over PSV Eindhoven in its opening Champions League match at Highbury on Tuesday. The Gunners largely dominated the Group E match, with Jose Antonio \n",
      "Lowercased Text: champions league: arsenal 1, psv eindhoven 0 arsenal benefited from an own-goal in a 1-0 win over psv eindhoven in its opening champions league match at highbury on tuesday. the gunners largely dominated the group e match, with jose antonio \n",
      "Removed URLs: champions league: arsenal 1, psv eindhoven 0 arsenal benefited from an own-goal in a 1-0 win over psv eindhoven in its opening champions league match at highbury on tuesday. the gunners largely dominated the group e match, with jose antonio \n",
      "Removed HTML Tags: champions league: arsenal 1, psv eindhoven 0 arsenal benefited from an own-goal in a 1-0 win over psv eindhoven in its opening champions league match at highbury on tuesday. the gunners largely dominated the group e match, with jose antonio \n",
      "Removed Special Characters: champions league arsenal  psv eindhoven  arsenal benefited from an owngoal in a  win over psv eindhoven in its opening champions league match at highbury on tuesday the gunners largely dominated the group e match with jose antonio \n",
      "Tokens: ['champions', 'league', 'arsenal', 'psv', 'eindhoven', 'arsenal', 'benefited', 'from', 'an', 'owngoal', 'in', 'a', 'win', 'over', 'psv', 'eindhoven', 'in', 'its', 'opening', 'champions', 'league', 'match', 'at', 'highbury', 'on', 'tuesday', 'the', 'gunners', 'largely', 'dominated', 'the', 'group', 'e', 'match', 'with', 'jose', 'antonio']\n",
      "Removed Stopwords: ['champions', 'league', 'arsenal', 'psv', 'eindhoven', 'arsenal', 'benefited', 'owngoal', 'win', 'psv', 'eindhoven', 'opening', 'champions', 'league', 'match', 'highbury', 'tuesday', 'gunners', 'largely', 'dominated', 'group', 'e', 'match', 'jose', 'antonio']\n",
      "Stemmed Tokens: ['champion', 'leagu', 'arsen', 'psv', 'eindhoven', 'arsen', 'benefit', 'owngoal', 'win', 'psv', 'eindhoven', 'open', 'champion', 'leagu', 'match', 'highburi', 'tuesday', 'gunner', 'larg', 'domin', 'group', 'e', 'match', 'jose', 'antonio']\n",
      "Final Preprocessed Text: champion leagu arsen psv eindhoven arsen benefit owngoal win psv eindhoven open champion leagu match highburi tuesday gunner larg domin group e match jose antonio\n",
      "\n",
      "Original Text: Forsyth Forges Clear He may be 120 places lower in the world, but it was advantage Alastair Forsyth in his Volvo Masters duel with Sergio Garcia today before a thunderstorm suspended play.\n",
      "Lowercased Text: forsyth forges clear he may be 120 places lower in the world, but it was advantage alastair forsyth in his volvo masters duel with sergio garcia today before a thunderstorm suspended play.\n",
      "Removed URLs: forsyth forges clear he may be 120 places lower in the world, but it was advantage alastair forsyth in his volvo masters duel with sergio garcia today before a thunderstorm suspended play.\n",
      "Removed HTML Tags: forsyth forges clear he may be 120 places lower in the world, but it was advantage alastair forsyth in his volvo masters duel with sergio garcia today before a thunderstorm suspended play.\n",
      "Removed Special Characters: forsyth forges clear he may be  places lower in the world but it was advantage alastair forsyth in his volvo masters duel with sergio garcia today before a thunderstorm suspended play\n",
      "Tokens: ['forsyth', 'forges', 'clear', 'he', 'may', 'be', 'places', 'lower', 'in', 'the', 'world', 'but', 'it', 'was', 'advantage', 'alastair', 'forsyth', 'in', 'his', 'volvo', 'masters', 'duel', 'with', 'sergio', 'garcia', 'today', 'before', 'a', 'thunderstorm', 'suspended', 'play']\n",
      "Removed Stopwords: ['forsyth', 'forges', 'clear', 'may', 'places', 'lower', 'world', 'advantage', 'alastair', 'forsyth', 'volvo', 'masters', 'duel', 'sergio', 'garcia', 'today', 'thunderstorm', 'suspended', 'play']\n",
      "Stemmed Tokens: ['forsyth', 'forg', 'clear', 'may', 'place', 'lower', 'world', 'advantag', 'alastair', 'forsyth', 'volvo', 'master', 'duel', 'sergio', 'garcia', 'today', 'thunderstorm', 'suspend', 'play']\n",
      "Final Preprocessed Text: forsyth forg clear may place lower world advantag alastair forsyth volvo master duel sergio garcia today thunderstorm suspend play\n",
      "\n",
      "Original Text: Plane of NASCAR Team Hendrick Missing (AP) AP - A plane carrying members of the Hendrick Motorsports organization was missing Sunday after losing contact with the Federal Aviation Administration on its way to a NASCAR race, and a search was underway for the aircraft.\n",
      "Lowercased Text: plane of nascar team hendrick missing (ap) ap - a plane carrying members of the hendrick motorsports organization was missing sunday after losing contact with the federal aviation administration on its way to a nascar race, and a search was underway for the aircraft.\n",
      "Removed URLs: plane of nascar team hendrick missing (ap) ap - a plane carrying members of the hendrick motorsports organization was missing sunday after losing contact with the federal aviation administration on its way to a nascar race, and a search was underway for the aircraft.\n",
      "Removed HTML Tags: plane of nascar team hendrick missing (ap) ap - a plane carrying members of the hendrick motorsports organization was missing sunday after losing contact with the federal aviation administration on its way to a nascar race, and a search was underway for the aircraft.\n",
      "Removed Special Characters: plane of nascar team hendrick missing ap ap  a plane carrying members of the hendrick motorsports organization was missing sunday after losing contact with the federal aviation administration on its way to a nascar race and a search was underway for the aircraft\n",
      "Tokens: ['plane', 'of', 'nascar', 'team', 'hendrick', 'missing', 'ap', 'ap', 'a', 'plane', 'carrying', 'members', 'of', 'the', 'hendrick', 'motorsports', 'organization', 'was', 'missing', 'sunday', 'after', 'losing', 'contact', 'with', 'the', 'federal', 'aviation', 'administration', 'on', 'its', 'way', 'to', 'a', 'nascar', 'race', 'and', 'a', 'search', 'was', 'underway', 'for', 'the', 'aircraft']\n",
      "Removed Stopwords: ['plane', 'nascar', 'team', 'hendrick', 'missing', 'ap', 'ap', 'plane', 'carrying', 'members', 'hendrick', 'motorsports', 'organization', 'missing', 'sunday', 'losing', 'contact', 'federal', 'aviation', 'administration', 'way', 'nascar', 'race', 'search', 'underway', 'aircraft']\n",
      "Stemmed Tokens: ['plane', 'nascar', 'team', 'hendrick', 'miss', 'ap', 'ap', 'plane', 'carri', 'member', 'hendrick', 'motorsport', 'organ', 'miss', 'sunday', 'lose', 'contact', 'feder', 'aviat', 'administr', 'way', 'nascar', 'race', 'search', 'underway', 'aircraft']\n",
      "Final Preprocessed Text: plane nascar team hendrick miss ap ap plane carri member hendrick motorsport organ miss sunday lose contact feder aviat administr way nascar race search underway aircraft\n",
      "\n",
      "Original Text: Dream team In March, when his free agency tour stopped here, five-time Pro Bowl safety John Lynch got a glimpse of the formula that has the New England Patriots poised to establish an NFL record for consecutive victories and become just the second team to win three Super Bowls in four years. Lynch ultimately signed a few days later with ...\n",
      "Lowercased Text: dream team in march, when his free agency tour stopped here, five-time pro bowl safety john lynch got a glimpse of the formula that has the new england patriots poised to establish an nfl record for consecutive victories and become just the second team to win three super bowls in four years. lynch ultimately signed a few days later with ...\n",
      "Removed URLs: dream team in march, when his free agency tour stopped here, five-time pro bowl safety john lynch got a glimpse of the formula that has the new england patriots poised to establish an nfl record for consecutive victories and become just the second team to win three super bowls in four years. lynch ultimately signed a few days later with ...\n",
      "Removed HTML Tags: dream team in march, when his free agency tour stopped here, five-time pro bowl safety john lynch got a glimpse of the formula that has the new england patriots poised to establish an nfl record for consecutive victories and become just the second team to win three super bowls in four years. lynch ultimately signed a few days later with ...\n",
      "Removed Special Characters: dream team in march when his free agency tour stopped here fivetime pro bowl safety john lynch got a glimpse of the formula that has the new england patriots poised to establish an nfl record for consecutive victories and become just the second team to win three super bowls in four years lynch ultimately signed a few days later with \n",
      "Tokens: ['dream', 'team', 'in', 'march', 'when', 'his', 'free', 'agency', 'tour', 'stopped', 'here', 'fivetime', 'pro', 'bowl', 'safety', 'john', 'lynch', 'got', 'a', 'glimpse', 'of', 'the', 'formula', 'that', 'has', 'the', 'new', 'england', 'patriots', 'poised', 'to', 'establish', 'an', 'nfl', 'record', 'for', 'consecutive', 'victories', 'and', 'become', 'just', 'the', 'second', 'team', 'to', 'win', 'three', 'super', 'bowls', 'in', 'four', 'years', 'lynch', 'ultimately', 'signed', 'a', 'few', 'days', 'later', 'with']\n",
      "Removed Stopwords: ['dream', 'team', 'march', 'free', 'agency', 'tour', 'stopped', 'fivetime', 'pro', 'bowl', 'safety', 'john', 'lynch', 'got', 'glimpse', 'formula', 'new', 'england', 'patriots', 'poised', 'establish', 'nfl', 'record', 'consecutive', 'victories', 'become', 'second', 'team', 'win', 'three', 'super', 'bowls', 'four', 'years', 'lynch', 'ultimately', 'signed', 'days', 'later']\n",
      "Stemmed Tokens: ['dream', 'team', 'march', 'free', 'agenc', 'tour', 'stop', 'fivetim', 'pro', 'bowl', 'safeti', 'john', 'lynch', 'got', 'glimps', 'formula', 'new', 'england', 'patriot', 'pois', 'establish', 'nfl', 'record', 'consecut', 'victori', 'becom', 'second', 'team', 'win', 'three', 'super', 'bowl', 'four', 'year', 'lynch', 'ultim', 'sign', 'day', 'later']\n",
      "Final Preprocessed Text: dream team march free agenc tour stop fivetim pro bowl safeti john lynch got glimps formula new england patriot pois establish nfl record consecut victori becom second team win three super bowl four year lynch ultim sign day later\n",
      "\n",
      "Original Text: Colonials upend Medford For most of the season, the Acton-Boxboro football team has garnered the headlines with its record-setting win streak. Last night, the boys' soccer team proved A-B is not just a football school, claiming MIAA Division 1 North sectional title with a 1-0 win over two-time defending champion Medford.\n",
      "Lowercased Text: colonials upend medford for most of the season, the acton-boxboro football team has garnered the headlines with its record-setting win streak. last night, the boys' soccer team proved a-b is not just a football school, claiming miaa division 1 north sectional title with a 1-0 win over two-time defending champion medford.\n",
      "Removed URLs: colonials upend medford for most of the season, the acton-boxboro football team has garnered the headlines with its record-setting win streak. last night, the boys' soccer team proved a-b is not just a football school, claiming miaa division 1 north sectional title with a 1-0 win over two-time defending champion medford.\n",
      "Removed HTML Tags: colonials upend medford for most of the season, the acton-boxboro football team has garnered the headlines with its record-setting win streak. last night, the boys' soccer team proved a-b is not just a football school, claiming miaa division 1 north sectional title with a 1-0 win over two-time defending champion medford.\n",
      "Removed Special Characters: colonials upend medford for most of the season the actonboxboro football team has garnered the headlines with its recordsetting win streak last night the boys soccer team proved ab is not just a football school claiming miaa division  north sectional title with a  win over twotime defending champion medford\n",
      "Tokens: ['colonials', 'upend', 'medford', 'for', 'most', 'of', 'the', 'season', 'the', 'actonboxboro', 'football', 'team', 'has', 'garnered', 'the', 'headlines', 'with', 'its', 'recordsetting', 'win', 'streak', 'last', 'night', 'the', 'boys', 'soccer', 'team', 'proved', 'ab', 'is', 'not', 'just', 'a', 'football', 'school', 'claiming', 'miaa', 'division', 'north', 'sectional', 'title', 'with', 'a', 'win', 'over', 'twotime', 'defending', 'champion', 'medford']\n",
      "Removed Stopwords: ['colonials', 'upend', 'medford', 'season', 'actonboxboro', 'football', 'team', 'garnered', 'headlines', 'recordsetting', 'win', 'streak', 'last', 'night', 'boys', 'soccer', 'team', 'proved', 'ab', 'football', 'school', 'claiming', 'miaa', 'division', 'north', 'sectional', 'title', 'win', 'twotime', 'defending', 'champion', 'medford']\n",
      "Stemmed Tokens: ['coloni', 'upend', 'medford', 'season', 'actonboxboro', 'footbal', 'team', 'garner', 'headlin', 'recordset', 'win', 'streak', 'last', 'night', 'boy', 'soccer', 'team', 'prove', 'ab', 'footbal', 'school', 'claim', 'miaa', 'divis', 'north', 'section', 'titl', 'win', 'twotim', 'defend', 'champion', 'medford']\n",
      "Final Preprocessed Text: coloni upend medford season actonboxboro footbal team garner headlin recordset win streak last night boy soccer team prove ab footbal school claim miaa divis north section titl win twotim defend champion medford\n",
      "\n",
      "Original Text: Games hammered with controversy The International Gymnastics Federation suspended three judges yesterday for a mistake they made in scoring the men #39;s all-around final, but said results would not be changed and Paul Hamm of the United States would keep his gold medal.\n",
      "Lowercased Text: games hammered with controversy the international gymnastics federation suspended three judges yesterday for a mistake they made in scoring the men #39;s all-around final, but said results would not be changed and paul hamm of the united states would keep his gold medal.\n",
      "Removed URLs: games hammered with controversy the international gymnastics federation suspended three judges yesterday for a mistake they made in scoring the men #39;s all-around final, but said results would not be changed and paul hamm of the united states would keep his gold medal.\n",
      "Removed HTML Tags: games hammered with controversy the international gymnastics federation suspended three judges yesterday for a mistake they made in scoring the men #39;s all-around final, but said results would not be changed and paul hamm of the united states would keep his gold medal.\n",
      "Removed Special Characters: games hammered with controversy the international gymnastics federation suspended three judges yesterday for a mistake they made in scoring the men s allaround final but said results would not be changed and paul hamm of the united states would keep his gold medal\n",
      "Tokens: ['games', 'hammered', 'with', 'controversy', 'the', 'international', 'gymnastics', 'federation', 'suspended', 'three', 'judges', 'yesterday', 'for', 'a', 'mistake', 'they', 'made', 'in', 'scoring', 'the', 'men', 's', 'allaround', 'final', 'but', 'said', 'results', 'would', 'not', 'be', 'changed', 'and', 'paul', 'hamm', 'of', 'the', 'united', 'states', 'would', 'keep', 'his', 'gold', 'medal']\n",
      "Removed Stopwords: ['games', 'hammered', 'controversy', 'international', 'gymnastics', 'federation', 'suspended', 'three', 'judges', 'yesterday', 'mistake', 'made', 'scoring', 'men', 'allaround', 'final', 'said', 'results', 'would', 'changed', 'paul', 'hamm', 'united', 'states', 'would', 'keep', 'gold', 'medal']\n",
      "Stemmed Tokens: ['game', 'hammer', 'controversi', 'intern', 'gymnast', 'feder', 'suspend', 'three', 'judg', 'yesterday', 'mistak', 'made', 'score', 'men', 'allaround', 'final', 'said', 'result', 'would', 'chang', 'paul', 'hamm', 'unit', 'state', 'would', 'keep', 'gold', 'medal']\n",
      "Final Preprocessed Text: game hammer controversi intern gymnast feder suspend three judg yesterday mistak made score men allaround final said result would chang paul hamm unit state would keep gold medal\n",
      "\n",
      "Original Text: Hamm should support Yang Paul Hamm needs a new marketing strategy. Either that, or he needs a clue. One harmless gesture separates him from lionization in America and canonization in South Korea, and \n",
      "Lowercased Text: hamm should support yang paul hamm needs a new marketing strategy. either that, or he needs a clue. one harmless gesture separates him from lionization in america and canonization in south korea, and \n",
      "Removed URLs: hamm should support yang paul hamm needs a new marketing strategy. either that, or he needs a clue. one harmless gesture separates him from lionization in america and canonization in south korea, and \n",
      "Removed HTML Tags: hamm should support yang paul hamm needs a new marketing strategy. either that, or he needs a clue. one harmless gesture separates him from lionization in america and canonization in south korea, and \n",
      "Removed Special Characters: hamm should support yang paul hamm needs a new marketing strategy either that or he needs a clue one harmless gesture separates him from lionization in america and canonization in south korea and \n",
      "Tokens: ['hamm', 'should', 'support', 'yang', 'paul', 'hamm', 'needs', 'a', 'new', 'marketing', 'strategy', 'either', 'that', 'or', 'he', 'needs', 'a', 'clue', 'one', 'harmless', 'gesture', 'separates', 'him', 'from', 'lionization', 'in', 'america', 'and', 'canonization', 'in', 'south', 'korea', 'and']\n",
      "Removed Stopwords: ['hamm', 'support', 'yang', 'paul', 'hamm', 'needs', 'new', 'marketing', 'strategy', 'either', 'needs', 'clue', 'one', 'harmless', 'gesture', 'separates', 'lionization', 'america', 'canonization', 'south', 'korea']\n",
      "Stemmed Tokens: ['hamm', 'support', 'yang', 'paul', 'hamm', 'need', 'new', 'market', 'strategi', 'either', 'need', 'clue', 'one', 'harmless', 'gestur', 'separ', 'lioniz', 'america', 'canon', 'south', 'korea']\n",
      "Final Preprocessed Text: hamm support yang paul hamm need new market strategi either need clue one harmless gestur separ lioniz america canon south korea\n",
      "\n",
      "Original Text: Golf Capsules JL Lewis shot a 10-under 62 for his best start ever on the PGA Tour and a two-shot lead Thursday in the Funai Classic at Disney. Lewis putted for birdie on every hole and made 11 of them on the Magnolia course to match his career-low round.\n",
      "Lowercased Text: golf capsules jl lewis shot a 10-under 62 for his best start ever on the pga tour and a two-shot lead thursday in the funai classic at disney. lewis putted for birdie on every hole and made 11 of them on the magnolia course to match his career-low round.\n",
      "Removed URLs: golf capsules jl lewis shot a 10-under 62 for his best start ever on the pga tour and a two-shot lead thursday in the funai classic at disney. lewis putted for birdie on every hole and made 11 of them on the magnolia course to match his career-low round.\n",
      "Removed HTML Tags: golf capsules jl lewis shot a 10-under 62 for his best start ever on the pga tour and a two-shot lead thursday in the funai classic at disney. lewis putted for birdie on every hole and made 11 of them on the magnolia course to match his career-low round.\n",
      "Removed Special Characters: golf capsules jl lewis shot a under  for his best start ever on the pga tour and a twoshot lead thursday in the funai classic at disney lewis putted for birdie on every hole and made  of them on the magnolia course to match his careerlow round\n",
      "Tokens: ['golf', 'capsules', 'jl', 'lewis', 'shot', 'a', 'under', 'for', 'his', 'best', 'start', 'ever', 'on', 'the', 'pga', 'tour', 'and', 'a', 'twoshot', 'lead', 'thursday', 'in', 'the', 'funai', 'classic', 'at', 'disney', 'lewis', 'putted', 'for', 'birdie', 'on', 'every', 'hole', 'and', 'made', 'of', 'them', 'on', 'the', 'magnolia', 'course', 'to', 'match', 'his', 'careerlow', 'round']\n",
      "Removed Stopwords: ['golf', 'capsules', 'jl', 'lewis', 'shot', 'best', 'start', 'ever', 'pga', 'tour', 'twoshot', 'lead', 'thursday', 'funai', 'classic', 'disney', 'lewis', 'putted', 'birdie', 'every', 'hole', 'made', 'magnolia', 'course', 'match', 'careerlow', 'round']\n",
      "Stemmed Tokens: ['golf', 'capsul', 'jl', 'lewi', 'shot', 'best', 'start', 'ever', 'pga', 'tour', 'twoshot', 'lead', 'thursday', 'funai', 'classic', 'disney', 'lewi', 'put', 'birdi', 'everi', 'hole', 'made', 'magnolia', 'cours', 'match', 'careerlow', 'round']\n",
      "Final Preprocessed Text: golf capsul jl lewi shot best start ever pga tour twoshot lead thursday funai classic disney lewi put birdi everi hole made magnolia cours match careerlow round\n",
      "\n",
      "Original Text: Dolphins owner Huizenga stayed with likeable Wannstedt a little &lt;b&gt;...&lt;/b&gt; This bit of coaching euthanasia -- Dave Wannstedt getting whacked (or whatever they called it) by the Dolphins -- had to happen. I #39;m  quot;stepping aside for the good of the team #39; #39; is what he told me just after noon today.\n",
      "Lowercased Text: dolphins owner huizenga stayed with likeable wannstedt a little &lt;b&gt;...&lt;/b&gt; this bit of coaching euthanasia -- dave wannstedt getting whacked (or whatever they called it) by the dolphins -- had to happen. i #39;m  quot;stepping aside for the good of the team #39; #39; is what he told me just after noon today.\n",
      "Removed URLs: dolphins owner huizenga stayed with likeable wannstedt a little &lt;b&gt;...&lt;/b&gt; this bit of coaching euthanasia -- dave wannstedt getting whacked (or whatever they called it) by the dolphins -- had to happen. i #39;m  quot;stepping aside for the good of the team #39; #39; is what he told me just after noon today.\n",
      "Removed HTML Tags: dolphins owner huizenga stayed with likeable wannstedt a little &lt;b&gt;...&lt;/b&gt; this bit of coaching euthanasia -- dave wannstedt getting whacked (or whatever they called it) by the dolphins -- had to happen. i #39;m  quot;stepping aside for the good of the team #39; #39; is what he told me just after noon today.\n",
      "Removed Special Characters: dolphins owner huizenga stayed with likeable wannstedt a little ltbgtltbgt this bit of coaching euthanasia  dave wannstedt getting whacked or whatever they called it by the dolphins  had to happen i m  quotstepping aside for the good of the team   is what he told me just after noon today\n",
      "Tokens: ['dolphins', 'owner', 'huizenga', 'stayed', 'with', 'likeable', 'wannstedt', 'a', 'little', 'ltbgtltbgt', 'this', 'bit', 'of', 'coaching', 'euthanasia', 'dave', 'wannstedt', 'getting', 'whacked', 'or', 'whatever', 'they', 'called', 'it', 'by', 'the', 'dolphins', 'had', 'to', 'happen', 'i', 'm', 'quotstepping', 'aside', 'for', 'the', 'good', 'of', 'the', 'team', 'is', 'what', 'he', 'told', 'me', 'just', 'after', 'noon', 'today']\n",
      "Removed Stopwords: ['dolphins', 'owner', 'huizenga', 'stayed', 'likeable', 'wannstedt', 'little', 'ltbgtltbgt', 'bit', 'coaching', 'euthanasia', 'dave', 'wannstedt', 'getting', 'whacked', 'whatever', 'called', 'dolphins', 'happen', 'quotstepping', 'aside', 'good', 'team', 'told', 'noon', 'today']\n",
      "Stemmed Tokens: ['dolphin', 'owner', 'huizenga', 'stay', 'likeabl', 'wannstedt', 'littl', 'ltbgtltbgt', 'bit', 'coach', 'euthanasia', 'dave', 'wannstedt', 'get', 'whack', 'whatev', 'call', 'dolphin', 'happen', 'quotstep', 'asid', 'good', 'team', 'told', 'noon', 'today']\n",
      "Final Preprocessed Text: dolphin owner huizenga stay likeabl wannstedt littl ltbgtltbgt bit coach euthanasia dave wannstedt get whack whatev call dolphin happen quotstep asid good team told noon today\n",
      "\n",
      "Original Text: Florida deaths blamed on Hurricane Frances State and local officials Tuesday said nine people have died in Florida because of Hurricane Frances. The following describes those deaths: - A 15-year-old grandson and a former son \n",
      "Lowercased Text: florida deaths blamed on hurricane frances state and local officials tuesday said nine people have died in florida because of hurricane frances. the following describes those deaths: - a 15-year-old grandson and a former son \n",
      "Removed URLs: florida deaths blamed on hurricane frances state and local officials tuesday said nine people have died in florida because of hurricane frances. the following describes those deaths: - a 15-year-old grandson and a former son \n",
      "Removed HTML Tags: florida deaths blamed on hurricane frances state and local officials tuesday said nine people have died in florida because of hurricane frances. the following describes those deaths: - a 15-year-old grandson and a former son \n",
      "Removed Special Characters: florida deaths blamed on hurricane frances state and local officials tuesday said nine people have died in florida because of hurricane frances the following describes those deaths  a yearold grandson and a former son \n",
      "Tokens: ['florida', 'deaths', 'blamed', 'on', 'hurricane', 'frances', 'state', 'and', 'local', 'officials', 'tuesday', 'said', 'nine', 'people', 'have', 'died', 'in', 'florida', 'because', 'of', 'hurricane', 'frances', 'the', 'following', 'describes', 'those', 'deaths', 'a', 'yearold', 'grandson', 'and', 'a', 'former', 'son']\n",
      "Removed Stopwords: ['florida', 'deaths', 'blamed', 'hurricane', 'frances', 'state', 'local', 'officials', 'tuesday', 'said', 'nine', 'people', 'died', 'florida', 'hurricane', 'frances', 'following', 'describes', 'deaths', 'yearold', 'grandson', 'former', 'son']\n",
      "Stemmed Tokens: ['florida', 'death', 'blame', 'hurrican', 'franc', 'state', 'local', 'offici', 'tuesday', 'said', 'nine', 'peopl', 'die', 'florida', 'hurrican', 'franc', 'follow', 'describ', 'death', 'yearold', 'grandson', 'former', 'son']\n",
      "Final Preprocessed Text: florida death blame hurrican franc state local offici tuesday said nine peopl die florida hurrican franc follow describ death yearold grandson former son\n",
      "\n",
      "Original Text: AUBURN 21, ALABAMA 13 Auburn #39;s Strong Second Half Keeps It in &lt;b&gt;...&lt;/b&gt; For one half Saturday, the controversy over the Bowl Championship Series looked like it might disappear in the dampness of Bryant-Denny Stadium as undefeated Auburn found itself in a fight with archrival Alabama.\n",
      "Lowercased Text: auburn 21, alabama 13 auburn #39;s strong second half keeps it in &lt;b&gt;...&lt;/b&gt; for one half saturday, the controversy over the bowl championship series looked like it might disappear in the dampness of bryant-denny stadium as undefeated auburn found itself in a fight with archrival alabama.\n",
      "Removed URLs: auburn 21, alabama 13 auburn #39;s strong second half keeps it in &lt;b&gt;...&lt;/b&gt; for one half saturday, the controversy over the bowl championship series looked like it might disappear in the dampness of bryant-denny stadium as undefeated auburn found itself in a fight with archrival alabama.\n",
      "Removed HTML Tags: auburn 21, alabama 13 auburn #39;s strong second half keeps it in &lt;b&gt;...&lt;/b&gt; for one half saturday, the controversy over the bowl championship series looked like it might disappear in the dampness of bryant-denny stadium as undefeated auburn found itself in a fight with archrival alabama.\n",
      "Removed Special Characters: auburn  alabama  auburn s strong second half keeps it in ltbgtltbgt for one half saturday the controversy over the bowl championship series looked like it might disappear in the dampness of bryantdenny stadium as undefeated auburn found itself in a fight with archrival alabama\n",
      "Tokens: ['auburn', 'alabama', 'auburn', 's', 'strong', 'second', 'half', 'keeps', 'it', 'in', 'ltbgtltbgt', 'for', 'one', 'half', 'saturday', 'the', 'controversy', 'over', 'the', 'bowl', 'championship', 'series', 'looked', 'like', 'it', 'might', 'disappear', 'in', 'the', 'dampness', 'of', 'bryantdenny', 'stadium', 'as', 'undefeated', 'auburn', 'found', 'itself', 'in', 'a', 'fight', 'with', 'archrival', 'alabama']\n",
      "Removed Stopwords: ['auburn', 'alabama', 'auburn', 'strong', 'second', 'half', 'keeps', 'ltbgtltbgt', 'one', 'half', 'saturday', 'controversy', 'bowl', 'championship', 'series', 'looked', 'like', 'might', 'disappear', 'dampness', 'bryantdenny', 'stadium', 'undefeated', 'auburn', 'found', 'fight', 'archrival', 'alabama']\n",
      "Stemmed Tokens: ['auburn', 'alabama', 'auburn', 'strong', 'second', 'half', 'keep', 'ltbgtltbgt', 'one', 'half', 'saturday', 'controversi', 'bowl', 'championship', 'seri', 'look', 'like', 'might', 'disappear', 'damp', 'bryantdenni', 'stadium', 'undef', 'auburn', 'found', 'fight', 'archriv', 'alabama']\n",
      "Final Preprocessed Text: auburn alabama auburn strong second half keep ltbgtltbgt one half saturday controversi bowl championship seri look like might disappear damp bryantdenni stadium undef auburn found fight archriv alabama\n",
      "\n",
      "Original Text: Manchester United admits paying 11m to transfer middle-men The role of agents in multimillion-pound football transfer deals came under fresh scrutiny yesterday after Manchester United revealed payments of 11m to middle-men for their help in signing players.\n",
      "Lowercased Text: manchester united admits paying 11m to transfer middle-men the role of agents in multimillion-pound football transfer deals came under fresh scrutiny yesterday after manchester united revealed payments of 11m to middle-men for their help in signing players.\n",
      "Removed URLs: manchester united admits paying 11m to transfer middle-men the role of agents in multimillion-pound football transfer deals came under fresh scrutiny yesterday after manchester united revealed payments of 11m to middle-men for their help in signing players.\n",
      "Removed HTML Tags: manchester united admits paying 11m to transfer middle-men the role of agents in multimillion-pound football transfer deals came under fresh scrutiny yesterday after manchester united revealed payments of 11m to middle-men for their help in signing players.\n",
      "Removed Special Characters: manchester united admits paying m to transfer middlemen the role of agents in multimillionpound football transfer deals came under fresh scrutiny yesterday after manchester united revealed payments of m to middlemen for their help in signing players\n",
      "Tokens: ['manchester', 'united', 'admits', 'paying', 'm', 'to', 'transfer', 'middlemen', 'the', 'role', 'of', 'agents', 'in', 'multimillionpound', 'football', 'transfer', 'deals', 'came', 'under', 'fresh', 'scrutiny', 'yesterday', 'after', 'manchester', 'united', 'revealed', 'payments', 'of', 'm', 'to', 'middlemen', 'for', 'their', 'help', 'in', 'signing', 'players']\n",
      "Removed Stopwords: ['manchester', 'united', 'admits', 'paying', 'transfer', 'middlemen', 'role', 'agents', 'multimillionpound', 'football', 'transfer', 'deals', 'came', 'fresh', 'scrutiny', 'yesterday', 'manchester', 'united', 'revealed', 'payments', 'middlemen', 'help', 'signing', 'players']\n",
      "Stemmed Tokens: ['manchest', 'unit', 'admit', 'pay', 'transfer', 'middlemen', 'role', 'agent', 'multimillionpound', 'footbal', 'transfer', 'deal', 'came', 'fresh', 'scrutini', 'yesterday', 'manchest', 'unit', 'reveal', 'payment', 'middlemen', 'help', 'sign', 'player']\n",
      "Final Preprocessed Text: manchest unit admit pay transfer middlemen role agent multimillionpound footbal transfer deal came fresh scrutini yesterday manchest unit reveal payment middlemen help sign player\n",
      "\n",
      "Original Text: Feyenoord cuts PSV #39;s lead to three Feyenoord cut PSV Eindhoven #39;s lead atop the Dutch Premiership to three points on Sunday as Bart Goor equalized two minutes into injury time for a 3-3 draw with the leaders.\n",
      "Lowercased Text: feyenoord cuts psv #39;s lead to three feyenoord cut psv eindhoven #39;s lead atop the dutch premiership to three points on sunday as bart goor equalized two minutes into injury time for a 3-3 draw with the leaders.\n",
      "Removed URLs: feyenoord cuts psv #39;s lead to three feyenoord cut psv eindhoven #39;s lead atop the dutch premiership to three points on sunday as bart goor equalized two minutes into injury time for a 3-3 draw with the leaders.\n",
      "Removed HTML Tags: feyenoord cuts psv #39;s lead to three feyenoord cut psv eindhoven #39;s lead atop the dutch premiership to three points on sunday as bart goor equalized two minutes into injury time for a 3-3 draw with the leaders.\n",
      "Removed Special Characters: feyenoord cuts psv s lead to three feyenoord cut psv eindhoven s lead atop the dutch premiership to three points on sunday as bart goor equalized two minutes into injury time for a  draw with the leaders\n",
      "Tokens: ['feyenoord', 'cuts', 'psv', 's', 'lead', 'to', 'three', 'feyenoord', 'cut', 'psv', 'eindhoven', 's', 'lead', 'atop', 'the', 'dutch', 'premiership', 'to', 'three', 'points', 'on', 'sunday', 'as', 'bart', 'goor', 'equalized', 'two', 'minutes', 'into', 'injury', 'time', 'for', 'a', 'draw', 'with', 'the', 'leaders']\n",
      "Removed Stopwords: ['feyenoord', 'cuts', 'psv', 'lead', 'three', 'feyenoord', 'cut', 'psv', 'eindhoven', 'lead', 'atop', 'dutch', 'premiership', 'three', 'points', 'sunday', 'bart', 'goor', 'equalized', 'two', 'minutes', 'injury', 'time', 'draw', 'leaders']\n",
      "Stemmed Tokens: ['feyenoord', 'cut', 'psv', 'lead', 'three', 'feyenoord', 'cut', 'psv', 'eindhoven', 'lead', 'atop', 'dutch', 'premiership', 'three', 'point', 'sunday', 'bart', 'goor', 'equal', 'two', 'minut', 'injuri', 'time', 'draw', 'leader']\n",
      "Final Preprocessed Text: feyenoord cut psv lead three feyenoord cut psv eindhoven lead atop dutch premiership three point sunday bart goor equal two minut injuri time draw leader\n",
      "\n",
      "Original Text: Yankees' Holding Pattern Is Sure to Change Brian Cashman, the general manager of the Yankees, on Friday looked as if he had been up deep into the night plotting how to improve the team.\n",
      "Lowercased Text: yankees' holding pattern is sure to change brian cashman, the general manager of the yankees, on friday looked as if he had been up deep into the night plotting how to improve the team.\n",
      "Removed URLs: yankees' holding pattern is sure to change brian cashman, the general manager of the yankees, on friday looked as if he had been up deep into the night plotting how to improve the team.\n",
      "Removed HTML Tags: yankees' holding pattern is sure to change brian cashman, the general manager of the yankees, on friday looked as if he had been up deep into the night plotting how to improve the team.\n",
      "Removed Special Characters: yankees holding pattern is sure to change brian cashman the general manager of the yankees on friday looked as if he had been up deep into the night plotting how to improve the team\n",
      "Tokens: ['yankees', 'holding', 'pattern', 'is', 'sure', 'to', 'change', 'brian', 'cashman', 'the', 'general', 'manager', 'of', 'the', 'yankees', 'on', 'friday', 'looked', 'as', 'if', 'he', 'had', 'been', 'up', 'deep', 'into', 'the', 'night', 'plotting', 'how', 'to', 'improve', 'the', 'team']\n",
      "Removed Stopwords: ['yankees', 'holding', 'pattern', 'sure', 'change', 'brian', 'cashman', 'general', 'manager', 'yankees', 'friday', 'looked', 'deep', 'night', 'plotting', 'improve', 'team']\n",
      "Stemmed Tokens: ['yanke', 'hold', 'pattern', 'sure', 'chang', 'brian', 'cashman', 'gener', 'manag', 'yanke', 'friday', 'look', 'deep', 'night', 'plot', 'improv', 'team']\n",
      "Final Preprocessed Text: yanke hold pattern sure chang brian cashman gener manag yanke friday look deep night plot improv team\n",
      "\n",
      "Original Text: US team stumbles Marion Jones, the queen of Sydney who finished those 2000 Olympics with a record five track-and-field medals, ended her next Olympics much differently Friday -- out of medals and in tears.\n",
      "Lowercased Text: us team stumbles marion jones, the queen of sydney who finished those 2000 olympics with a record five track-and-field medals, ended her next olympics much differently friday -- out of medals and in tears.\n",
      "Removed URLs: us team stumbles marion jones, the queen of sydney who finished those 2000 olympics with a record five track-and-field medals, ended her next olympics much differently friday -- out of medals and in tears.\n",
      "Removed HTML Tags: us team stumbles marion jones, the queen of sydney who finished those 2000 olympics with a record five track-and-field medals, ended her next olympics much differently friday -- out of medals and in tears.\n",
      "Removed Special Characters: us team stumbles marion jones the queen of sydney who finished those  olympics with a record five trackandfield medals ended her next olympics much differently friday  out of medals and in tears\n",
      "Tokens: ['us', 'team', 'stumbles', 'marion', 'jones', 'the', 'queen', 'of', 'sydney', 'who', 'finished', 'those', 'olympics', 'with', 'a', 'record', 'five', 'trackandfield', 'medals', 'ended', 'her', 'next', 'olympics', 'much', 'differently', 'friday', 'out', 'of', 'medals', 'and', 'in', 'tears']\n",
      "Removed Stopwords: ['us', 'team', 'stumbles', 'marion', 'jones', 'queen', 'sydney', 'finished', 'olympics', 'record', 'five', 'trackandfield', 'medals', 'ended', 'next', 'olympics', 'much', 'differently', 'friday', 'medals', 'tears']\n",
      "Stemmed Tokens: ['us', 'team', 'stumbl', 'marion', 'jone', 'queen', 'sydney', 'finish', 'olymp', 'record', 'five', 'trackandfield', 'medal', 'end', 'next', 'olymp', 'much', 'differ', 'friday', 'medal', 'tear']\n",
      "Final Preprocessed Text: us team stumbl marion jone queen sydney finish olymp record five trackandfield medal end next olymp much differ friday medal tear\n",
      "\n",
      "Original Text: Junior swears by win at Talladega Dale Earnhardt Jr. went from 11th on a restart on Lap 184 to first less than two laps later to win the EA Sports 500. He led nine times for 78 laps.\n",
      "Lowercased Text: junior swears by win at talladega dale earnhardt jr. went from 11th on a restart on lap 184 to first less than two laps later to win the ea sports 500. he led nine times for 78 laps.\n",
      "Removed URLs: junior swears by win at talladega dale earnhardt jr. went from 11th on a restart on lap 184 to first less than two laps later to win the ea sports 500. he led nine times for 78 laps.\n",
      "Removed HTML Tags: junior swears by win at talladega dale earnhardt jr. went from 11th on a restart on lap 184 to first less than two laps later to win the ea sports 500. he led nine times for 78 laps.\n",
      "Removed Special Characters: junior swears by win at talladega dale earnhardt jr went from th on a restart on lap  to first less than two laps later to win the ea sports  he led nine times for  laps\n",
      "Tokens: ['junior', 'swears', 'by', 'win', 'at', 'talladega', 'dale', 'earnhardt', 'jr', 'went', 'from', 'th', 'on', 'a', 'restart', 'on', 'lap', 'to', 'first', 'less', 'than', 'two', 'laps', 'later', 'to', 'win', 'the', 'ea', 'sports', 'he', 'led', 'nine', 'times', 'for', 'laps']\n",
      "Removed Stopwords: ['junior', 'swears', 'win', 'talladega', 'dale', 'earnhardt', 'jr', 'went', 'th', 'restart', 'lap', 'first', 'less', 'two', 'laps', 'later', 'win', 'ea', 'sports', 'led', 'nine', 'times', 'laps']\n",
      "Stemmed Tokens: ['junior', 'swear', 'win', 'talladega', 'dale', 'earnhardt', 'jr', 'went', 'th', 'restart', 'lap', 'first', 'less', 'two', 'lap', 'later', 'win', 'ea', 'sport', 'led', 'nine', 'time', 'lap']\n",
      "Final Preprocessed Text: junior swear win talladega dale earnhardt jr went th restart lap first less two lap later win ea sport led nine time lap\n",
      "\n",
      "Original Text: Chargers, Rivers Agree to Deal The San Diego Chargers finally reached a contract agreement last night with quarterback Philip Rivers. Rivers, the fourth overall choice in April #39;s draft, agreed to a six-year deal worth about \\$40 million, including \n",
      "Lowercased Text: chargers, rivers agree to deal the san diego chargers finally reached a contract agreement last night with quarterback philip rivers. rivers, the fourth overall choice in april #39;s draft, agreed to a six-year deal worth about \\$40 million, including \n",
      "Removed URLs: chargers, rivers agree to deal the san diego chargers finally reached a contract agreement last night with quarterback philip rivers. rivers, the fourth overall choice in april #39;s draft, agreed to a six-year deal worth about \\$40 million, including \n",
      "Removed HTML Tags: chargers, rivers agree to deal the san diego chargers finally reached a contract agreement last night with quarterback philip rivers. rivers, the fourth overall choice in april #39;s draft, agreed to a six-year deal worth about \\$40 million, including \n",
      "Removed Special Characters: chargers rivers agree to deal the san diego chargers finally reached a contract agreement last night with quarterback philip rivers rivers the fourth overall choice in april s draft agreed to a sixyear deal worth about  million including \n",
      "Tokens: ['chargers', 'rivers', 'agree', 'to', 'deal', 'the', 'san', 'diego', 'chargers', 'finally', 'reached', 'a', 'contract', 'agreement', 'last', 'night', 'with', 'quarterback', 'philip', 'rivers', 'rivers', 'the', 'fourth', 'overall', 'choice', 'in', 'april', 's', 'draft', 'agreed', 'to', 'a', 'sixyear', 'deal', 'worth', 'about', 'million', 'including']\n",
      "Removed Stopwords: ['chargers', 'rivers', 'agree', 'deal', 'san', 'diego', 'chargers', 'finally', 'reached', 'contract', 'agreement', 'last', 'night', 'quarterback', 'philip', 'rivers', 'rivers', 'fourth', 'overall', 'choice', 'april', 'draft', 'agreed', 'sixyear', 'deal', 'worth', 'million', 'including']\n",
      "Stemmed Tokens: ['charger', 'river', 'agre', 'deal', 'san', 'diego', 'charger', 'final', 'reach', 'contract', 'agreement', 'last', 'night', 'quarterback', 'philip', 'river', 'river', 'fourth', 'overal', 'choic', 'april', 'draft', 'agre', 'sixyear', 'deal', 'worth', 'million', 'includ']\n",
      "Final Preprocessed Text: charger river agre deal san diego charger final reach contract agreement last night quarterback philip river river fourth overal choic april draft agre sixyear deal worth million includ\n",
      "\n",
      "Original Text: Andreas Herzog Retires From Pro Soccer (AP) AP - Los Angeles Galaxy midfielder Andreas Herzog, who played for Austria in the 1990 and 1998 World Cups, retired from professional soccer Wednesday.\n",
      "Lowercased Text: andreas herzog retires from pro soccer (ap) ap - los angeles galaxy midfielder andreas herzog, who played for austria in the 1990 and 1998 world cups, retired from professional soccer wednesday.\n",
      "Removed URLs: andreas herzog retires from pro soccer (ap) ap - los angeles galaxy midfielder andreas herzog, who played for austria in the 1990 and 1998 world cups, retired from professional soccer wednesday.\n",
      "Removed HTML Tags: andreas herzog retires from pro soccer (ap) ap - los angeles galaxy midfielder andreas herzog, who played for austria in the 1990 and 1998 world cups, retired from professional soccer wednesday.\n",
      "Removed Special Characters: andreas herzog retires from pro soccer ap ap  los angeles galaxy midfielder andreas herzog who played for austria in the  and  world cups retired from professional soccer wednesday\n",
      "Tokens: ['andreas', 'herzog', 'retires', 'from', 'pro', 'soccer', 'ap', 'ap', 'los', 'angeles', 'galaxy', 'midfielder', 'andreas', 'herzog', 'who', 'played', 'for', 'austria', 'in', 'the', 'and', 'world', 'cups', 'retired', 'from', 'professional', 'soccer', 'wednesday']\n",
      "Removed Stopwords: ['andreas', 'herzog', 'retires', 'pro', 'soccer', 'ap', 'ap', 'los', 'angeles', 'galaxy', 'midfielder', 'andreas', 'herzog', 'played', 'austria', 'world', 'cups', 'retired', 'professional', 'soccer', 'wednesday']\n",
      "Stemmed Tokens: ['andrea', 'herzog', 'retir', 'pro', 'soccer', 'ap', 'ap', 'lo', 'angel', 'galaxi', 'midfield', 'andrea', 'herzog', 'play', 'austria', 'world', 'cup', 'retir', 'profession', 'soccer', 'wednesday']\n",
      "Final Preprocessed Text: andrea herzog retir pro soccer ap ap lo angel galaxi midfield andrea herzog play austria world cup retir profession soccer wednesday\n",
      "\n",
      "Original Text: Warriors lock up young veterans Staring at the possibility of watching two of his young standouts stage a walkout on opening night, Chris Mullin made one of the most important decisions in recent Golden State Warriors history Monday.\n",
      "Lowercased Text: warriors lock up young veterans staring at the possibility of watching two of his young standouts stage a walkout on opening night, chris mullin made one of the most important decisions in recent golden state warriors history monday.\n",
      "Removed URLs: warriors lock up young veterans staring at the possibility of watching two of his young standouts stage a walkout on opening night, chris mullin made one of the most important decisions in recent golden state warriors history monday.\n",
      "Removed HTML Tags: warriors lock up young veterans staring at the possibility of watching two of his young standouts stage a walkout on opening night, chris mullin made one of the most important decisions in recent golden state warriors history monday.\n",
      "Removed Special Characters: warriors lock up young veterans staring at the possibility of watching two of his young standouts stage a walkout on opening night chris mullin made one of the most important decisions in recent golden state warriors history monday\n",
      "Tokens: ['warriors', 'lock', 'up', 'young', 'veterans', 'staring', 'at', 'the', 'possibility', 'of', 'watching', 'two', 'of', 'his', 'young', 'standouts', 'stage', 'a', 'walkout', 'on', 'opening', 'night', 'chris', 'mullin', 'made', 'one', 'of', 'the', 'most', 'important', 'decisions', 'in', 'recent', 'golden', 'state', 'warriors', 'history', 'monday']\n",
      "Removed Stopwords: ['warriors', 'lock', 'young', 'veterans', 'staring', 'possibility', 'watching', 'two', 'young', 'standouts', 'stage', 'walkout', 'opening', 'night', 'chris', 'mullin', 'made', 'one', 'important', 'decisions', 'recent', 'golden', 'state', 'warriors', 'history', 'monday']\n",
      "Stemmed Tokens: ['warrior', 'lock', 'young', 'veteran', 'stare', 'possibl', 'watch', 'two', 'young', 'standout', 'stage', 'walkout', 'open', 'night', 'chri', 'mullin', 'made', 'one', 'import', 'decis', 'recent', 'golden', 'state', 'warrior', 'histori', 'monday']\n",
      "Final Preprocessed Text: warrior lock young veteran stare possibl watch two young standout stage walkout open night chri mullin made one import decis recent golden state warrior histori monday\n",
      "\n",
      "Original Text: Dogged Astros Refocus Eyes on Texas On the strength of Carlos Beltran and a tireless bullpen, the Astros came back from a three-run deficit on Sunday to defeat the Cardinals, 6-5.\n",
      "Lowercased Text: dogged astros refocus eyes on texas on the strength of carlos beltran and a tireless bullpen, the astros came back from a three-run deficit on sunday to defeat the cardinals, 6-5.\n",
      "Removed URLs: dogged astros refocus eyes on texas on the strength of carlos beltran and a tireless bullpen, the astros came back from a three-run deficit on sunday to defeat the cardinals, 6-5.\n",
      "Removed HTML Tags: dogged astros refocus eyes on texas on the strength of carlos beltran and a tireless bullpen, the astros came back from a three-run deficit on sunday to defeat the cardinals, 6-5.\n",
      "Removed Special Characters: dogged astros refocus eyes on texas on the strength of carlos beltran and a tireless bullpen the astros came back from a threerun deficit on sunday to defeat the cardinals \n",
      "Tokens: ['dogged', 'astros', 'refocus', 'eyes', 'on', 'texas', 'on', 'the', 'strength', 'of', 'carlos', 'beltran', 'and', 'a', 'tireless', 'bullpen', 'the', 'astros', 'came', 'back', 'from', 'a', 'threerun', 'deficit', 'on', 'sunday', 'to', 'defeat', 'the', 'cardinals']\n",
      "Removed Stopwords: ['dogged', 'astros', 'refocus', 'eyes', 'texas', 'strength', 'carlos', 'beltran', 'tireless', 'bullpen', 'astros', 'came', 'back', 'threerun', 'deficit', 'sunday', 'defeat', 'cardinals']\n",
      "Stemmed Tokens: ['dog', 'astro', 'refocu', 'eye', 'texa', 'strength', 'carlo', 'beltran', 'tireless', 'bullpen', 'astro', 'came', 'back', 'threerun', 'deficit', 'sunday', 'defeat', 'cardin']\n",
      "Final Preprocessed Text: dog astro refocu eye texa strength carlo beltran tireless bullpen astro came back threerun deficit sunday defeat cardin\n",
      "\n",
      "Original Text: Krzyzewski Wins No. 700 Shelden Williams collects 18 points and 15 rebounds to give Duke an 82-54 triumph over Toledo and Coach Mike Krzyzewski his 700th career win on Sunday.\n",
      "Lowercased Text: krzyzewski wins no. 700 shelden williams collects 18 points and 15 rebounds to give duke an 82-54 triumph over toledo and coach mike krzyzewski his 700th career win on sunday.\n",
      "Removed URLs: krzyzewski wins no. 700 shelden williams collects 18 points and 15 rebounds to give duke an 82-54 triumph over toledo and coach mike krzyzewski his 700th career win on sunday.\n",
      "Removed HTML Tags: krzyzewski wins no. 700 shelden williams collects 18 points and 15 rebounds to give duke an 82-54 triumph over toledo and coach mike krzyzewski his 700th career win on sunday.\n",
      "Removed Special Characters: krzyzewski wins no  shelden williams collects  points and  rebounds to give duke an  triumph over toledo and coach mike krzyzewski his th career win on sunday\n",
      "Tokens: ['krzyzewski', 'wins', 'no', 'shelden', 'williams', 'collects', 'points', 'and', 'rebounds', 'to', 'give', 'duke', 'an', 'triumph', 'over', 'toledo', 'and', 'coach', 'mike', 'krzyzewski', 'his', 'th', 'career', 'win', 'on', 'sunday']\n",
      "Removed Stopwords: ['krzyzewski', 'wins', 'shelden', 'williams', 'collects', 'points', 'rebounds', 'give', 'duke', 'triumph', 'toledo', 'coach', 'mike', 'krzyzewski', 'th', 'career', 'win', 'sunday']\n",
      "Stemmed Tokens: ['krzyzewski', 'win', 'shelden', 'william', 'collect', 'point', 'rebound', 'give', 'duke', 'triumph', 'toledo', 'coach', 'mike', 'krzyzewski', 'th', 'career', 'win', 'sunday']\n",
      "Final Preprocessed Text: krzyzewski win shelden william collect point rebound give duke triumph toledo coach mike krzyzewski th career win sunday\n",
      "\n",
      "Original Text: Skier Tests Positive Olympic silver medalist Hans Knauss tests positive for the steroid nandrolone after a World Cup race last month.\n",
      "Lowercased Text: skier tests positive olympic silver medalist hans knauss tests positive for the steroid nandrolone after a world cup race last month.\n",
      "Removed URLs: skier tests positive olympic silver medalist hans knauss tests positive for the steroid nandrolone after a world cup race last month.\n",
      "Removed HTML Tags: skier tests positive olympic silver medalist hans knauss tests positive for the steroid nandrolone after a world cup race last month.\n",
      "Removed Special Characters: skier tests positive olympic silver medalist hans knauss tests positive for the steroid nandrolone after a world cup race last month\n",
      "Tokens: ['skier', 'tests', 'positive', 'olympic', 'silver', 'medalist', 'hans', 'knauss', 'tests', 'positive', 'for', 'the', 'steroid', 'nandrolone', 'after', 'a', 'world', 'cup', 'race', 'last', 'month']\n",
      "Removed Stopwords: ['skier', 'tests', 'positive', 'olympic', 'silver', 'medalist', 'hans', 'knauss', 'tests', 'positive', 'steroid', 'nandrolone', 'world', 'cup', 'race', 'last', 'month']\n",
      "Stemmed Tokens: ['skier', 'test', 'posit', 'olymp', 'silver', 'medalist', 'han', 'knauss', 'test', 'posit', 'steroid', 'nandrolon', 'world', 'cup', 'race', 'last', 'month']\n",
      "Final Preprocessed Text: skier test posit olymp silver medalist han knauss test posit steroid nandrolon world cup race last month\n",
      "\n",
      "Original Text: Chiefs Have Opportunity to Get Back on Track Kansas City needs a win in the worst way. Thats obvious but tonight they face a tough Baltimore Ravens team that has as many question marks as our hometown Chiefs.\n",
      "Lowercased Text: chiefs have opportunity to get back on track kansas city needs a win in the worst way. thats obvious but tonight they face a tough baltimore ravens team that has as many question marks as our hometown chiefs.\n",
      "Removed URLs: chiefs have opportunity to get back on track kansas city needs a win in the worst way. thats obvious but tonight they face a tough baltimore ravens team that has as many question marks as our hometown chiefs.\n",
      "Removed HTML Tags: chiefs have opportunity to get back on track kansas city needs a win in the worst way. thats obvious but tonight they face a tough baltimore ravens team that has as many question marks as our hometown chiefs.\n",
      "Removed Special Characters: chiefs have opportunity to get back on track kansas city needs a win in the worst way thats obvious but tonight they face a tough baltimore ravens team that has as many question marks as our hometown chiefs\n",
      "Tokens: ['chiefs', 'have', 'opportunity', 'to', 'get', 'back', 'on', 'track', 'kansas', 'city', 'needs', 'a', 'win', 'in', 'the', 'worst', 'way', 'thats', 'obvious', 'but', 'tonight', 'they', 'face', 'a', 'tough', 'baltimore', 'ravens', 'team', 'that', 'has', 'as', 'many', 'question', 'marks', 'as', 'our', 'hometown', 'chiefs']\n",
      "Removed Stopwords: ['chiefs', 'opportunity', 'get', 'back', 'track', 'kansas', 'city', 'needs', 'win', 'worst', 'way', 'thats', 'obvious', 'tonight', 'face', 'tough', 'baltimore', 'ravens', 'team', 'many', 'question', 'marks', 'hometown', 'chiefs']\n",
      "Stemmed Tokens: ['chief', 'opportun', 'get', 'back', 'track', 'kansa', 'citi', 'need', 'win', 'worst', 'way', 'that', 'obviou', 'tonight', 'face', 'tough', 'baltimor', 'raven', 'team', 'mani', 'question', 'mark', 'hometown', 'chief']\n",
      "Final Preprocessed Text: chief opportun get back track kansa citi need win worst way that obviou tonight face tough baltimor raven team mani question mark hometown chief\n",
      "\n",
      "Original Text: Tendulkar not giving up on first Test India #39;s star batsman Sachin Tendulkar says he may be fit for next week #39;s first Test against Australia, after revealing the tennis elbow injury was showing  quot;tremendous improvement.\n",
      "Lowercased Text: tendulkar not giving up on first test india #39;s star batsman sachin tendulkar says he may be fit for next week #39;s first test against australia, after revealing the tennis elbow injury was showing  quot;tremendous improvement.\n",
      "Removed URLs: tendulkar not giving up on first test india #39;s star batsman sachin tendulkar says he may be fit for next week #39;s first test against australia, after revealing the tennis elbow injury was showing  quot;tremendous improvement.\n",
      "Removed HTML Tags: tendulkar not giving up on first test india #39;s star batsman sachin tendulkar says he may be fit for next week #39;s first test against australia, after revealing the tennis elbow injury was showing  quot;tremendous improvement.\n",
      "Removed Special Characters: tendulkar not giving up on first test india s star batsman sachin tendulkar says he may be fit for next week s first test against australia after revealing the tennis elbow injury was showing  quottremendous improvement\n",
      "Tokens: ['tendulkar', 'not', 'giving', 'up', 'on', 'first', 'test', 'india', 's', 'star', 'batsman', 'sachin', 'tendulkar', 'says', 'he', 'may', 'be', 'fit', 'for', 'next', 'week', 's', 'first', 'test', 'against', 'australia', 'after', 'revealing', 'the', 'tennis', 'elbow', 'injury', 'was', 'showing', 'quottremendous', 'improvement']\n",
      "Removed Stopwords: ['tendulkar', 'giving', 'first', 'test', 'india', 'star', 'batsman', 'sachin', 'tendulkar', 'says', 'may', 'fit', 'next', 'week', 'first', 'test', 'australia', 'revealing', 'tennis', 'elbow', 'injury', 'showing', 'quottremendous', 'improvement']\n",
      "Stemmed Tokens: ['tendulkar', 'give', 'first', 'test', 'india', 'star', 'batsman', 'sachin', 'tendulkar', 'say', 'may', 'fit', 'next', 'week', 'first', 'test', 'australia', 'reveal', 'tenni', 'elbow', 'injuri', 'show', 'quottremend', 'improv']\n",
      "Final Preprocessed Text: tendulkar give first test india star batsman sachin tendulkar say may fit next week first test australia reveal tenni elbow injuri show quottremend improv\n",
      "\n",
      "Original Text: Raiders notes: Gallery appreciates the silence Because his name is called infrequently, he is having a solid season as a rookie. By Gregg Bell -- Bee Staff Writer. It #39;s not too late to get into a Fantasy Sports League.\n",
      "Lowercased Text: raiders notes: gallery appreciates the silence because his name is called infrequently, he is having a solid season as a rookie. by gregg bell -- bee staff writer. it #39;s not too late to get into a fantasy sports league.\n",
      "Removed URLs: raiders notes: gallery appreciates the silence because his name is called infrequently, he is having a solid season as a rookie. by gregg bell -- bee staff writer. it #39;s not too late to get into a fantasy sports league.\n",
      "Removed HTML Tags: raiders notes: gallery appreciates the silence because his name is called infrequently, he is having a solid season as a rookie. by gregg bell -- bee staff writer. it #39;s not too late to get into a fantasy sports league.\n",
      "Removed Special Characters: raiders notes gallery appreciates the silence because his name is called infrequently he is having a solid season as a rookie by gregg bell  bee staff writer it s not too late to get into a fantasy sports league\n",
      "Tokens: ['raiders', 'notes', 'gallery', 'appreciates', 'the', 'silence', 'because', 'his', 'name', 'is', 'called', 'infrequently', 'he', 'is', 'having', 'a', 'solid', 'season', 'as', 'a', 'rookie', 'by', 'gregg', 'bell', 'bee', 'staff', 'writer', 'it', 's', 'not', 'too', 'late', 'to', 'get', 'into', 'a', 'fantasy', 'sports', 'league']\n",
      "Removed Stopwords: ['raiders', 'notes', 'gallery', 'appreciates', 'silence', 'name', 'called', 'infrequently', 'solid', 'season', 'rookie', 'gregg', 'bell', 'bee', 'staff', 'writer', 'late', 'get', 'fantasy', 'sports', 'league']\n",
      "Stemmed Tokens: ['raider', 'note', 'galleri', 'appreci', 'silenc', 'name', 'call', 'infrequ', 'solid', 'season', 'rooki', 'gregg', 'bell', 'bee', 'staff', 'writer', 'late', 'get', 'fantasi', 'sport', 'leagu']\n",
      "Final Preprocessed Text: raider note galleri appreci silenc name call infrequ solid season rooki gregg bell bee staff writer late get fantasi sport leagu\n",
      "\n",
      "Original Text: Cocky Arsene Arsene Wenger is confident that Arsenal will make the knockout stages of the Champions League, despite needing to beat Rosenborg to make sure.\n",
      "Lowercased Text: cocky arsene arsene wenger is confident that arsenal will make the knockout stages of the champions league, despite needing to beat rosenborg to make sure.\n",
      "Removed URLs: cocky arsene arsene wenger is confident that arsenal will make the knockout stages of the champions league, despite needing to beat rosenborg to make sure.\n",
      "Removed HTML Tags: cocky arsene arsene wenger is confident that arsenal will make the knockout stages of the champions league, despite needing to beat rosenborg to make sure.\n",
      "Removed Special Characters: cocky arsene arsene wenger is confident that arsenal will make the knockout stages of the champions league despite needing to beat rosenborg to make sure\n",
      "Tokens: ['cocky', 'arsene', 'arsene', 'wenger', 'is', 'confident', 'that', 'arsenal', 'will', 'make', 'the', 'knockout', 'stages', 'of', 'the', 'champions', 'league', 'despite', 'needing', 'to', 'beat', 'rosenborg', 'to', 'make', 'sure']\n",
      "Removed Stopwords: ['cocky', 'arsene', 'arsene', 'wenger', 'confident', 'arsenal', 'make', 'knockout', 'stages', 'champions', 'league', 'despite', 'needing', 'beat', 'rosenborg', 'make', 'sure']\n",
      "Stemmed Tokens: ['cocki', 'arsen', 'arsen', 'wenger', 'confid', 'arsen', 'make', 'knockout', 'stage', 'champion', 'leagu', 'despit', 'need', 'beat', 'rosenborg', 'make', 'sure']\n",
      "Final Preprocessed Text: cocki arsen arsen wenger confid arsen make knockout stage champion leagu despit need beat rosenborg make sure\n",
      "\n",
      "Original Text: Islamic threaten women #39;s soccer tournament in Bangladesh The organizers of Bangladesh #39;s first women #39;s soccer tournament promised to keep playing despite protests by a Muslim group that called the event  quot;indecent and against Islamic norms quot;.\n",
      "Lowercased Text: islamic threaten women #39;s soccer tournament in bangladesh the organizers of bangladesh #39;s first women #39;s soccer tournament promised to keep playing despite protests by a muslim group that called the event  quot;indecent and against islamic norms quot;.\n",
      "Removed URLs: islamic threaten women #39;s soccer tournament in bangladesh the organizers of bangladesh #39;s first women #39;s soccer tournament promised to keep playing despite protests by a muslim group that called the event  quot;indecent and against islamic norms quot;.\n",
      "Removed HTML Tags: islamic threaten women #39;s soccer tournament in bangladesh the organizers of bangladesh #39;s first women #39;s soccer tournament promised to keep playing despite protests by a muslim group that called the event  quot;indecent and against islamic norms quot;.\n",
      "Removed Special Characters: islamic threaten women s soccer tournament in bangladesh the organizers of bangladesh s first women s soccer tournament promised to keep playing despite protests by a muslim group that called the event  quotindecent and against islamic norms quot\n",
      "Tokens: ['islamic', 'threaten', 'women', 's', 'soccer', 'tournament', 'in', 'bangladesh', 'the', 'organizers', 'of', 'bangladesh', 's', 'first', 'women', 's', 'soccer', 'tournament', 'promised', 'to', 'keep', 'playing', 'despite', 'protests', 'by', 'a', 'muslim', 'group', 'that', 'called', 'the', 'event', 'quotindecent', 'and', 'against', 'islamic', 'norms', 'quot']\n",
      "Removed Stopwords: ['islamic', 'threaten', 'women', 'soccer', 'tournament', 'bangladesh', 'organizers', 'bangladesh', 'first', 'women', 'soccer', 'tournament', 'promised', 'keep', 'playing', 'despite', 'protests', 'muslim', 'group', 'called', 'event', 'quotindecent', 'islamic', 'norms', 'quot']\n",
      "Stemmed Tokens: ['islam', 'threaten', 'women', 'soccer', 'tournament', 'bangladesh', 'organ', 'bangladesh', 'first', 'women', 'soccer', 'tournament', 'promis', 'keep', 'play', 'despit', 'protest', 'muslim', 'group', 'call', 'event', 'quotindec', 'islam', 'norm', 'quot']\n",
      "Final Preprocessed Text: islam threaten women soccer tournament bangladesh organ bangladesh first women soccer tournament promis keep play despit protest muslim group call event quotindec islam norm quot\n",
      "\n",
      "Original Text: Johnson Back to His Best as D-Backs End Streak  NEW YORK (Reuters) - Randy Johnson struck out 14 batters in  8 1/3 innings to help the Arizona Diamondbacks end a nine-game  losing streak with a 2-0 win over the host New York Mets in the  National League Sunday.\n",
      "Lowercased Text: johnson back to his best as d-backs end streak  new york (reuters) - randy johnson struck out 14 batters in  8 1/3 innings to help the arizona diamondbacks end a nine-game  losing streak with a 2-0 win over the host new york mets in the  national league sunday.\n",
      "Removed URLs: johnson back to his best as d-backs end streak  new york (reuters) - randy johnson struck out 14 batters in  8 1/3 innings to help the arizona diamondbacks end a nine-game  losing streak with a 2-0 win over the host new york mets in the  national league sunday.\n",
      "Removed HTML Tags: johnson back to his best as d-backs end streak  new york (reuters) - randy johnson struck out 14 batters in  8 1/3 innings to help the arizona diamondbacks end a nine-game  losing streak with a 2-0 win over the host new york mets in the  national league sunday.\n",
      "Removed Special Characters: johnson back to his best as dbacks end streak  new york reuters  randy johnson struck out  batters in    innings to help the arizona diamondbacks end a ninegame  losing streak with a  win over the host new york mets in the  national league sunday\n",
      "Tokens: ['johnson', 'back', 'to', 'his', 'best', 'as', 'dbacks', 'end', 'streak', 'new', 'york', 'reuters', 'randy', 'johnson', 'struck', 'out', 'batters', 'in', 'innings', 'to', 'help', 'the', 'arizona', 'diamondbacks', 'end', 'a', 'ninegame', 'losing', 'streak', 'with', 'a', 'win', 'over', 'the', 'host', 'new', 'york', 'mets', 'in', 'the', 'national', 'league', 'sunday']\n",
      "Removed Stopwords: ['johnson', 'back', 'best', 'dbacks', 'end', 'streak', 'new', 'york', 'reuters', 'randy', 'johnson', 'struck', 'batters', 'innings', 'help', 'arizona', 'diamondbacks', 'end', 'ninegame', 'losing', 'streak', 'win', 'host', 'new', 'york', 'mets', 'national', 'league', 'sunday']\n",
      "Stemmed Tokens: ['johnson', 'back', 'best', 'dback', 'end', 'streak', 'new', 'york', 'reuter', 'randi', 'johnson', 'struck', 'batter', 'inning', 'help', 'arizona', 'diamondback', 'end', 'ninegam', 'lose', 'streak', 'win', 'host', 'new', 'york', 'met', 'nation', 'leagu', 'sunday']\n",
      "Final Preprocessed Text: johnson back best dback end streak new york reuter randi johnson struck batter inning help arizona diamondback end ninegam lose streak win host new york met nation leagu sunday\n",
      "\n",
      "Original Text: Rison Free After Making Support Payment (AP) AP - Former Pro Bowl receiver Andre Rison was released from jail Monday after paying  #36;10,000 in child support.\n",
      "Lowercased Text: rison free after making support payment (ap) ap - former pro bowl receiver andre rison was released from jail monday after paying  #36;10,000 in child support.\n",
      "Removed URLs: rison free after making support payment (ap) ap - former pro bowl receiver andre rison was released from jail monday after paying  #36;10,000 in child support.\n",
      "Removed HTML Tags: rison free after making support payment (ap) ap - former pro bowl receiver andre rison was released from jail monday after paying  #36;10,000 in child support.\n",
      "Removed Special Characters: rison free after making support payment ap ap  former pro bowl receiver andre rison was released from jail monday after paying   in child support\n",
      "Tokens: ['rison', 'free', 'after', 'making', 'support', 'payment', 'ap', 'ap', 'former', 'pro', 'bowl', 'receiver', 'andre', 'rison', 'was', 'released', 'from', 'jail', 'monday', 'after', 'paying', 'in', 'child', 'support']\n",
      "Removed Stopwords: ['rison', 'free', 'making', 'support', 'payment', 'ap', 'ap', 'former', 'pro', 'bowl', 'receiver', 'andre', 'rison', 'released', 'jail', 'monday', 'paying', 'child', 'support']\n",
      "Stemmed Tokens: ['rison', 'free', 'make', 'support', 'payment', 'ap', 'ap', 'former', 'pro', 'bowl', 'receiv', 'andr', 'rison', 'releas', 'jail', 'monday', 'pay', 'child', 'support']\n",
      "Final Preprocessed Text: rison free make support payment ap ap former pro bowl receiv andr rison releas jail monday pay child support\n",
      "\n",
      "Original Text: Parma keeps Italian hopes alive Parma rallied from an early deficit to beat Besiktas 3-2 yesterday and maintain Italy #39;s hopes of winning a UEFA Cup championship it used to dominate.\n",
      "Lowercased Text: parma keeps italian hopes alive parma rallied from an early deficit to beat besiktas 3-2 yesterday and maintain italy #39;s hopes of winning a uefa cup championship it used to dominate.\n",
      "Removed URLs: parma keeps italian hopes alive parma rallied from an early deficit to beat besiktas 3-2 yesterday and maintain italy #39;s hopes of winning a uefa cup championship it used to dominate.\n",
      "Removed HTML Tags: parma keeps italian hopes alive parma rallied from an early deficit to beat besiktas 3-2 yesterday and maintain italy #39;s hopes of winning a uefa cup championship it used to dominate.\n",
      "Removed Special Characters: parma keeps italian hopes alive parma rallied from an early deficit to beat besiktas  yesterday and maintain italy s hopes of winning a uefa cup championship it used to dominate\n",
      "Tokens: ['parma', 'keeps', 'italian', 'hopes', 'alive', 'parma', 'rallied', 'from', 'an', 'early', 'deficit', 'to', 'beat', 'besiktas', 'yesterday', 'and', 'maintain', 'italy', 's', 'hopes', 'of', 'winning', 'a', 'uefa', 'cup', 'championship', 'it', 'used', 'to', 'dominate']\n",
      "Removed Stopwords: ['parma', 'keeps', 'italian', 'hopes', 'alive', 'parma', 'rallied', 'early', 'deficit', 'beat', 'besiktas', 'yesterday', 'maintain', 'italy', 'hopes', 'winning', 'uefa', 'cup', 'championship', 'used', 'dominate']\n",
      "Stemmed Tokens: ['parma', 'keep', 'italian', 'hope', 'aliv', 'parma', 'ralli', 'earli', 'deficit', 'beat', 'besikta', 'yesterday', 'maintain', 'itali', 'hope', 'win', 'uefa', 'cup', 'championship', 'use', 'domin']\n",
      "Final Preprocessed Text: parma keep italian hope aliv parma ralli earli deficit beat besikta yesterday maintain itali hope win uefa cup championship use domin\n",
      "\n",
      "Original Text: A serving of football EFL style Can't wait to see the Super Bowl champion New England Patriots look to continue their 15-game winning streak when they host the Indianapolis Colts next Thursday? Gridiron junkies will whet their appetite tomorrow at 7 p.m. at Battis Field in Middleborough, where the Middleboro Cobras and Brockton Buccaneers will tangle for Eastern Football League supremacy.\n",
      "Lowercased Text: a serving of football efl style can't wait to see the super bowl champion new england patriots look to continue their 15-game winning streak when they host the indianapolis colts next thursday? gridiron junkies will whet their appetite tomorrow at 7 p.m. at battis field in middleborough, where the middleboro cobras and brockton buccaneers will tangle for eastern football league supremacy.\n",
      "Removed URLs: a serving of football efl style can't wait to see the super bowl champion new england patriots look to continue their 15-game winning streak when they host the indianapolis colts next thursday? gridiron junkies will whet their appetite tomorrow at 7 p.m. at battis field in middleborough, where the middleboro cobras and brockton buccaneers will tangle for eastern football league supremacy.\n",
      "Removed HTML Tags: a serving of football efl style can't wait to see the super bowl champion new england patriots look to continue their 15-game winning streak when they host the indianapolis colts next thursday? gridiron junkies will whet their appetite tomorrow at 7 p.m. at battis field in middleborough, where the middleboro cobras and brockton buccaneers will tangle for eastern football league supremacy.\n",
      "Removed Special Characters: a serving of football efl style cant wait to see the super bowl champion new england patriots look to continue their game winning streak when they host the indianapolis colts next thursday gridiron junkies will whet their appetite tomorrow at  pm at battis field in middleborough where the middleboro cobras and brockton buccaneers will tangle for eastern football league supremacy\n",
      "Tokens: ['a', 'serving', 'of', 'football', 'efl', 'style', 'cant', 'wait', 'to', 'see', 'the', 'super', 'bowl', 'champion', 'new', 'england', 'patriots', 'look', 'to', 'continue', 'their', 'game', 'winning', 'streak', 'when', 'they', 'host', 'the', 'indianapolis', 'colts', 'next', 'thursday', 'gridiron', 'junkies', 'will', 'whet', 'their', 'appetite', 'tomorrow', 'at', 'pm', 'at', 'battis', 'field', 'in', 'middleborough', 'where', 'the', 'middleboro', 'cobras', 'and', 'brockton', 'buccaneers', 'will', 'tangle', 'for', 'eastern', 'football', 'league', 'supremacy']\n",
      "Removed Stopwords: ['serving', 'football', 'efl', 'style', 'cant', 'wait', 'see', 'super', 'bowl', 'champion', 'new', 'england', 'patriots', 'look', 'continue', 'game', 'winning', 'streak', 'host', 'indianapolis', 'colts', 'next', 'thursday', 'gridiron', 'junkies', 'whet', 'appetite', 'tomorrow', 'pm', 'battis', 'field', 'middleborough', 'middleboro', 'cobras', 'brockton', 'buccaneers', 'tangle', 'eastern', 'football', 'league', 'supremacy']\n",
      "Stemmed Tokens: ['serv', 'footbal', 'efl', 'style', 'cant', 'wait', 'see', 'super', 'bowl', 'champion', 'new', 'england', 'patriot', 'look', 'continu', 'game', 'win', 'streak', 'host', 'indianapoli', 'colt', 'next', 'thursday', 'gridiron', 'junki', 'whet', 'appetit', 'tomorrow', 'pm', 'batti', 'field', 'middleborough', 'middleboro', 'cobra', 'brockton', 'buccan', 'tangl', 'eastern', 'footbal', 'leagu', 'supremaci']\n",
      "Final Preprocessed Text: serv footbal efl style cant wait see super bowl champion new england patriot look continu game win streak host indianapoli colt next thursday gridiron junki whet appetit tomorrow pm batti field middleborough middleboro cobra brockton buccan tangl eastern footbal leagu supremaci\n",
      "\n",
      "Original Text: The Russians are back St. Paul, Minn.Outclassed and completely humiliated by the Russians here last night, the reeling and desperate Americans are planning wholesale lineup changes to get back on track in the World Cup.\n",
      "Lowercased Text: the russians are back st. paul, minn.outclassed and completely humiliated by the russians here last night, the reeling and desperate americans are planning wholesale lineup changes to get back on track in the world cup.\n",
      "Removed URLs: the russians are back st. paul, minn.outclassed and completely humiliated by the russians here last night, the reeling and desperate americans are planning wholesale lineup changes to get back on track in the world cup.\n",
      "Removed HTML Tags: the russians are back st. paul, minn.outclassed and completely humiliated by the russians here last night, the reeling and desperate americans are planning wholesale lineup changes to get back on track in the world cup.\n",
      "Removed Special Characters: the russians are back st paul minnoutclassed and completely humiliated by the russians here last night the reeling and desperate americans are planning wholesale lineup changes to get back on track in the world cup\n",
      "Tokens: ['the', 'russians', 'are', 'back', 'st', 'paul', 'minnoutclassed', 'and', 'completely', 'humiliated', 'by', 'the', 'russians', 'here', 'last', 'night', 'the', 'reeling', 'and', 'desperate', 'americans', 'are', 'planning', 'wholesale', 'lineup', 'changes', 'to', 'get', 'back', 'on', 'track', 'in', 'the', 'world', 'cup']\n",
      "Removed Stopwords: ['russians', 'back', 'st', 'paul', 'minnoutclassed', 'completely', 'humiliated', 'russians', 'last', 'night', 'reeling', 'desperate', 'americans', 'planning', 'wholesale', 'lineup', 'changes', 'get', 'back', 'track', 'world', 'cup']\n",
      "Stemmed Tokens: ['russian', 'back', 'st', 'paul', 'minnoutclass', 'complet', 'humili', 'russian', 'last', 'night', 'reel', 'desper', 'american', 'plan', 'wholesal', 'lineup', 'chang', 'get', 'back', 'track', 'world', 'cup']\n",
      "Final Preprocessed Text: russian back st paul minnoutclass complet humili russian last night reel desper american plan wholesal lineup chang get back track world cup\n",
      "\n",
      "Original Text: Millwall to complain to UEFA The Lions lost 3-1 to Ferencvaros - failing to progress to the next round of the UEFA Cup - on a night that saw four visiting fans suffering stab wounds and numerous other incidents of inter-fan violence.\n",
      "Lowercased Text: millwall to complain to uefa the lions lost 3-1 to ferencvaros - failing to progress to the next round of the uefa cup - on a night that saw four visiting fans suffering stab wounds and numerous other incidents of inter-fan violence.\n",
      "Removed URLs: millwall to complain to uefa the lions lost 3-1 to ferencvaros - failing to progress to the next round of the uefa cup - on a night that saw four visiting fans suffering stab wounds and numerous other incidents of inter-fan violence.\n",
      "Removed HTML Tags: millwall to complain to uefa the lions lost 3-1 to ferencvaros - failing to progress to the next round of the uefa cup - on a night that saw four visiting fans suffering stab wounds and numerous other incidents of inter-fan violence.\n",
      "Removed Special Characters: millwall to complain to uefa the lions lost  to ferencvaros  failing to progress to the next round of the uefa cup  on a night that saw four visiting fans suffering stab wounds and numerous other incidents of interfan violence\n",
      "Tokens: ['millwall', 'to', 'complain', 'to', 'uefa', 'the', 'lions', 'lost', 'to', 'ferencvaros', 'failing', 'to', 'progress', 'to', 'the', 'next', 'round', 'of', 'the', 'uefa', 'cup', 'on', 'a', 'night', 'that', 'saw', 'four', 'visiting', 'fans', 'suffering', 'stab', 'wounds', 'and', 'numerous', 'other', 'incidents', 'of', 'interfan', 'violence']\n",
      "Removed Stopwords: ['millwall', 'complain', 'uefa', 'lions', 'lost', 'ferencvaros', 'failing', 'progress', 'next', 'round', 'uefa', 'cup', 'night', 'saw', 'four', 'visiting', 'fans', 'suffering', 'stab', 'wounds', 'numerous', 'incidents', 'interfan', 'violence']\n",
      "Stemmed Tokens: ['millwal', 'complain', 'uefa', 'lion', 'lost', 'ferencvaro', 'fail', 'progress', 'next', 'round', 'uefa', 'cup', 'night', 'saw', 'four', 'visit', 'fan', 'suffer', 'stab', 'wound', 'numer', 'incid', 'interfan', 'violenc']\n",
      "Final Preprocessed Text: millwal complain uefa lion lost ferencvaro fail progress next round uefa cup night saw four visit fan suffer stab wound numer incid interfan violenc\n",
      "\n",
      "Original Text: Wenger keep tabs on SWP Arsenal boss Arsene Wenger has upped the stakes ahead of Saturday #39;s clash against Manchester City by claiming he would love to sign Shaun-Wright Phillips.\n",
      "Lowercased Text: wenger keep tabs on swp arsenal boss arsene wenger has upped the stakes ahead of saturday #39;s clash against manchester city by claiming he would love to sign shaun-wright phillips.\n",
      "Removed URLs: wenger keep tabs on swp arsenal boss arsene wenger has upped the stakes ahead of saturday #39;s clash against manchester city by claiming he would love to sign shaun-wright phillips.\n",
      "Removed HTML Tags: wenger keep tabs on swp arsenal boss arsene wenger has upped the stakes ahead of saturday #39;s clash against manchester city by claiming he would love to sign shaun-wright phillips.\n",
      "Removed Special Characters: wenger keep tabs on swp arsenal boss arsene wenger has upped the stakes ahead of saturday s clash against manchester city by claiming he would love to sign shaunwright phillips\n",
      "Tokens: ['wenger', 'keep', 'tabs', 'on', 'swp', 'arsenal', 'boss', 'arsene', 'wenger', 'has', 'upped', 'the', 'stakes', 'ahead', 'of', 'saturday', 's', 'clash', 'against', 'manchester', 'city', 'by', 'claiming', 'he', 'would', 'love', 'to', 'sign', 'shaunwright', 'phillips']\n",
      "Removed Stopwords: ['wenger', 'keep', 'tabs', 'swp', 'arsenal', 'boss', 'arsene', 'wenger', 'upped', 'stakes', 'ahead', 'saturday', 'clash', 'manchester', 'city', 'claiming', 'would', 'love', 'sign', 'shaunwright', 'phillips']\n",
      "Stemmed Tokens: ['wenger', 'keep', 'tab', 'swp', 'arsen', 'boss', 'arsen', 'wenger', 'up', 'stake', 'ahead', 'saturday', 'clash', 'manchest', 'citi', 'claim', 'would', 'love', 'sign', 'shaunwright', 'phillip']\n",
      "Final Preprocessed Text: wenger keep tab swp arsen boss arsen wenger up stake ahead saturday clash manchest citi claim would love sign shaunwright phillip\n",
      "\n",
      "Original Text: Pires prepared to pay fine for wearing wrong kit Arsenal star Robert Pires said Monday he is prepared to pay a fine for not wearing the official French team sponsor #39;s kit in a television interview last month.\n",
      "Lowercased Text: pires prepared to pay fine for wearing wrong kit arsenal star robert pires said monday he is prepared to pay a fine for not wearing the official french team sponsor #39;s kit in a television interview last month.\n",
      "Removed URLs: pires prepared to pay fine for wearing wrong kit arsenal star robert pires said monday he is prepared to pay a fine for not wearing the official french team sponsor #39;s kit in a television interview last month.\n",
      "Removed HTML Tags: pires prepared to pay fine for wearing wrong kit arsenal star robert pires said monday he is prepared to pay a fine for not wearing the official french team sponsor #39;s kit in a television interview last month.\n",
      "Removed Special Characters: pires prepared to pay fine for wearing wrong kit arsenal star robert pires said monday he is prepared to pay a fine for not wearing the official french team sponsor s kit in a television interview last month\n",
      "Tokens: ['pires', 'prepared', 'to', 'pay', 'fine', 'for', 'wearing', 'wrong', 'kit', 'arsenal', 'star', 'robert', 'pires', 'said', 'monday', 'he', 'is', 'prepared', 'to', 'pay', 'a', 'fine', 'for', 'not', 'wearing', 'the', 'official', 'french', 'team', 'sponsor', 's', 'kit', 'in', 'a', 'television', 'interview', 'last', 'month']\n",
      "Removed Stopwords: ['pires', 'prepared', 'pay', 'fine', 'wearing', 'wrong', 'kit', 'arsenal', 'star', 'robert', 'pires', 'said', 'monday', 'prepared', 'pay', 'fine', 'wearing', 'official', 'french', 'team', 'sponsor', 'kit', 'television', 'interview', 'last', 'month']\n",
      "Stemmed Tokens: ['pire', 'prepar', 'pay', 'fine', 'wear', 'wrong', 'kit', 'arsen', 'star', 'robert', 'pire', 'said', 'monday', 'prepar', 'pay', 'fine', 'wear', 'offici', 'french', 'team', 'sponsor', 'kit', 'televis', 'interview', 'last', 'month']\n",
      "Final Preprocessed Text: pire prepar pay fine wear wrong kit arsen star robert pire said monday prepar pay fine wear offici french team sponsor kit televis interview last month\n",
      "\n",
      "Original Text: Arsenal's Unbeaten Streak Reaches 48 Games (AP) AP - Arsenal extended its unbeaten streak in the Premier League to 48 games Saturday, getting two goals from Thierry Henry in a 4-0 victory over Charlton and bouncing back from a Champions League tie.\n",
      "Lowercased Text: arsenal's unbeaten streak reaches 48 games (ap) ap - arsenal extended its unbeaten streak in the premier league to 48 games saturday, getting two goals from thierry henry in a 4-0 victory over charlton and bouncing back from a champions league tie.\n",
      "Removed URLs: arsenal's unbeaten streak reaches 48 games (ap) ap - arsenal extended its unbeaten streak in the premier league to 48 games saturday, getting two goals from thierry henry in a 4-0 victory over charlton and bouncing back from a champions league tie.\n",
      "Removed HTML Tags: arsenal's unbeaten streak reaches 48 games (ap) ap - arsenal extended its unbeaten streak in the premier league to 48 games saturday, getting two goals from thierry henry in a 4-0 victory over charlton and bouncing back from a champions league tie.\n",
      "Removed Special Characters: arsenals unbeaten streak reaches  games ap ap  arsenal extended its unbeaten streak in the premier league to  games saturday getting two goals from thierry henry in a  victory over charlton and bouncing back from a champions league tie\n",
      "Tokens: ['arsenals', 'unbeaten', 'streak', 'reaches', 'games', 'ap', 'ap', 'arsenal', 'extended', 'its', 'unbeaten', 'streak', 'in', 'the', 'premier', 'league', 'to', 'games', 'saturday', 'getting', 'two', 'goals', 'from', 'thierry', 'henry', 'in', 'a', 'victory', 'over', 'charlton', 'and', 'bouncing', 'back', 'from', 'a', 'champions', 'league', 'tie']\n",
      "Removed Stopwords: ['arsenals', 'unbeaten', 'streak', 'reaches', 'games', 'ap', 'ap', 'arsenal', 'extended', 'unbeaten', 'streak', 'premier', 'league', 'games', 'saturday', 'getting', 'two', 'goals', 'thierry', 'henry', 'victory', 'charlton', 'bouncing', 'back', 'champions', 'league', 'tie']\n",
      "Stemmed Tokens: ['arsen', 'unbeaten', 'streak', 'reach', 'game', 'ap', 'ap', 'arsen', 'extend', 'unbeaten', 'streak', 'premier', 'leagu', 'game', 'saturday', 'get', 'two', 'goal', 'thierri', 'henri', 'victori', 'charlton', 'bounc', 'back', 'champion', 'leagu', 'tie']\n",
      "Final Preprocessed Text: arsen unbeaten streak reach game ap ap arsen extend unbeaten streak premier leagu game saturday get two goal thierri henri victori charlton bounc back champion leagu tie\n",
      "\n",
      "Original Text: Sports: Graham says he sent the syringe ATHENS, Greece Track coach Trevor Graham admits he was the person who triggered the BALCO investigation. Graham says he #39;s the one who anonymously sent a syringe of THG to the US Anti-Doping Agency.\n",
      "Lowercased Text: sports: graham says he sent the syringe athens, greece track coach trevor graham admits he was the person who triggered the balco investigation. graham says he #39;s the one who anonymously sent a syringe of thg to the us anti-doping agency.\n",
      "Removed URLs: sports: graham says he sent the syringe athens, greece track coach trevor graham admits he was the person who triggered the balco investigation. graham says he #39;s the one who anonymously sent a syringe of thg to the us anti-doping agency.\n",
      "Removed HTML Tags: sports: graham says he sent the syringe athens, greece track coach trevor graham admits he was the person who triggered the balco investigation. graham says he #39;s the one who anonymously sent a syringe of thg to the us anti-doping agency.\n",
      "Removed Special Characters: sports graham says he sent the syringe athens greece track coach trevor graham admits he was the person who triggered the balco investigation graham says he s the one who anonymously sent a syringe of thg to the us antidoping agency\n",
      "Tokens: ['sports', 'graham', 'says', 'he', 'sent', 'the', 'syringe', 'athens', 'greece', 'track', 'coach', 'trevor', 'graham', 'admits', 'he', 'was', 'the', 'person', 'who', 'triggered', 'the', 'balco', 'investigation', 'graham', 'says', 'he', 's', 'the', 'one', 'who', 'anonymously', 'sent', 'a', 'syringe', 'of', 'thg', 'to', 'the', 'us', 'antidoping', 'agency']\n",
      "Removed Stopwords: ['sports', 'graham', 'says', 'sent', 'syringe', 'athens', 'greece', 'track', 'coach', 'trevor', 'graham', 'admits', 'person', 'triggered', 'balco', 'investigation', 'graham', 'says', 'one', 'anonymously', 'sent', 'syringe', 'thg', 'us', 'antidoping', 'agency']\n",
      "Stemmed Tokens: ['sport', 'graham', 'say', 'sent', 'syring', 'athen', 'greec', 'track', 'coach', 'trevor', 'graham', 'admit', 'person', 'trigger', 'balco', 'investig', 'graham', 'say', 'one', 'anonym', 'sent', 'syring', 'thg', 'us', 'antidop', 'agenc']\n",
      "Final Preprocessed Text: sport graham say sent syring athen greec track coach trevor graham admit person trigger balco investig graham say one anonym sent syring thg us antidop agenc\n",
      "\n",
      "Original Text: UNITED V ARSENAL: MATCH REPORT United are back in the title race after bringing Arsenal #39;s long unbeaten run to a grisly end in the Manchester rain. Ruud van Nistelrooy erased the misery of his penalty miss in last season #39;s fixture by slotting a second-half spot-kick past Jens Lehmann.\n",
      "Lowercased Text: united v arsenal: match report united are back in the title race after bringing arsenal #39;s long unbeaten run to a grisly end in the manchester rain. ruud van nistelrooy erased the misery of his penalty miss in last season #39;s fixture by slotting a second-half spot-kick past jens lehmann.\n",
      "Removed URLs: united v arsenal: match report united are back in the title race after bringing arsenal #39;s long unbeaten run to a grisly end in the manchester rain. ruud van nistelrooy erased the misery of his penalty miss in last season #39;s fixture by slotting a second-half spot-kick past jens lehmann.\n",
      "Removed HTML Tags: united v arsenal: match report united are back in the title race after bringing arsenal #39;s long unbeaten run to a grisly end in the manchester rain. ruud van nistelrooy erased the misery of his penalty miss in last season #39;s fixture by slotting a second-half spot-kick past jens lehmann.\n",
      "Removed Special Characters: united v arsenal match report united are back in the title race after bringing arsenal s long unbeaten run to a grisly end in the manchester rain ruud van nistelrooy erased the misery of his penalty miss in last season s fixture by slotting a secondhalf spotkick past jens lehmann\n",
      "Tokens: ['united', 'v', 'arsenal', 'match', 'report', 'united', 'are', 'back', 'in', 'the', 'title', 'race', 'after', 'bringing', 'arsenal', 's', 'long', 'unbeaten', 'run', 'to', 'a', 'grisly', 'end', 'in', 'the', 'manchester', 'rain', 'ruud', 'van', 'nistelrooy', 'erased', 'the', 'misery', 'of', 'his', 'penalty', 'miss', 'in', 'last', 'season', 's', 'fixture', 'by', 'slotting', 'a', 'secondhalf', 'spotkick', 'past', 'jens', 'lehmann']\n",
      "Removed Stopwords: ['united', 'v', 'arsenal', 'match', 'report', 'united', 'back', 'title', 'race', 'bringing', 'arsenal', 'long', 'unbeaten', 'run', 'grisly', 'end', 'manchester', 'rain', 'ruud', 'van', 'nistelrooy', 'erased', 'misery', 'penalty', 'miss', 'last', 'season', 'fixture', 'slotting', 'secondhalf', 'spotkick', 'past', 'jens', 'lehmann']\n",
      "Stemmed Tokens: ['unit', 'v', 'arsen', 'match', 'report', 'unit', 'back', 'titl', 'race', 'bring', 'arsen', 'long', 'unbeaten', 'run', 'grisli', 'end', 'manchest', 'rain', 'ruud', 'van', 'nistelrooy', 'eras', 'miseri', 'penalti', 'miss', 'last', 'season', 'fixtur', 'slot', 'secondhalf', 'spotkick', 'past', 'jen', 'lehmann']\n",
      "Final Preprocessed Text: unit v arsen match report unit back titl race bring arsen long unbeaten run grisli end manchest rain ruud van nistelrooy eras miseri penalti miss last season fixtur slot secondhalf spotkick past jen lehmann\n",
      "\n",
      "Original Text: Titans Release No. 3 QB Jason Gesser (AP) AP - The Tennessee Titans released Jason Gesser, their third quarterback, on Sunday and plan to replace him with a veteran.\n",
      "Lowercased Text: titans release no. 3 qb jason gesser (ap) ap - the tennessee titans released jason gesser, their third quarterback, on sunday and plan to replace him with a veteran.\n",
      "Removed URLs: titans release no. 3 qb jason gesser (ap) ap - the tennessee titans released jason gesser, their third quarterback, on sunday and plan to replace him with a veteran.\n",
      "Removed HTML Tags: titans release no. 3 qb jason gesser (ap) ap - the tennessee titans released jason gesser, their third quarterback, on sunday and plan to replace him with a veteran.\n",
      "Removed Special Characters: titans release no  qb jason gesser ap ap  the tennessee titans released jason gesser their third quarterback on sunday and plan to replace him with a veteran\n",
      "Tokens: ['titans', 'release', 'no', 'qb', 'jason', 'gesser', 'ap', 'ap', 'the', 'tennessee', 'titans', 'released', 'jason', 'gesser', 'their', 'third', 'quarterback', 'on', 'sunday', 'and', 'plan', 'to', 'replace', 'him', 'with', 'a', 'veteran']\n",
      "Removed Stopwords: ['titans', 'release', 'qb', 'jason', 'gesser', 'ap', 'ap', 'tennessee', 'titans', 'released', 'jason', 'gesser', 'third', 'quarterback', 'sunday', 'plan', 'replace', 'veteran']\n",
      "Stemmed Tokens: ['titan', 'releas', 'qb', 'jason', 'gesser', 'ap', 'ap', 'tennesse', 'titan', 'releas', 'jason', 'gesser', 'third', 'quarterback', 'sunday', 'plan', 'replac', 'veteran']\n",
      "Final Preprocessed Text: titan releas qb jason gesser ap ap tennesse titan releas jason gesser third quarterback sunday plan replac veteran\n",
      "\n",
      "Original Text: Germany to kick off 2006 World Cup FRANKFURT, Germany -- Hosts Germany will play in the opening match of the 2006 World Cup, the organizing committee of the governing body FIFA announced on Wednesday.\n",
      "Lowercased Text: germany to kick off 2006 world cup frankfurt, germany -- hosts germany will play in the opening match of the 2006 world cup, the organizing committee of the governing body fifa announced on wednesday.\n",
      "Removed URLs: germany to kick off 2006 world cup frankfurt, germany -- hosts germany will play in the opening match of the 2006 world cup, the organizing committee of the governing body fifa announced on wednesday.\n",
      "Removed HTML Tags: germany to kick off 2006 world cup frankfurt, germany -- hosts germany will play in the opening match of the 2006 world cup, the organizing committee of the governing body fifa announced on wednesday.\n",
      "Removed Special Characters: germany to kick off  world cup frankfurt germany  hosts germany will play in the opening match of the  world cup the organizing committee of the governing body fifa announced on wednesday\n",
      "Tokens: ['germany', 'to', 'kick', 'off', 'world', 'cup', 'frankfurt', 'germany', 'hosts', 'germany', 'will', 'play', 'in', 'the', 'opening', 'match', 'of', 'the', 'world', 'cup', 'the', 'organizing', 'committee', 'of', 'the', 'governing', 'body', 'fifa', 'announced', 'on', 'wednesday']\n",
      "Removed Stopwords: ['germany', 'kick', 'world', 'cup', 'frankfurt', 'germany', 'hosts', 'germany', 'play', 'opening', 'match', 'world', 'cup', 'organizing', 'committee', 'governing', 'body', 'fifa', 'announced', 'wednesday']\n",
      "Stemmed Tokens: ['germani', 'kick', 'world', 'cup', 'frankfurt', 'germani', 'host', 'germani', 'play', 'open', 'match', 'world', 'cup', 'organ', 'committe', 'govern', 'bodi', 'fifa', 'announc', 'wednesday']\n",
      "Final Preprocessed Text: germani kick world cup frankfurt germani host germani play open match world cup organ committe govern bodi fifa announc wednesday\n",
      "\n",
      "Original Text: Arsenal boss Wenger has keeper worries Arsenal bounced back to winning ways with a comfortable 3-0 victory over struggling Birmingham City yesterday. A brace from Thierry Henry came after Robert Pires #39; opener, but it was the shaky Premiership debut \n",
      "Lowercased Text: arsenal boss wenger has keeper worries arsenal bounced back to winning ways with a comfortable 3-0 victory over struggling birmingham city yesterday. a brace from thierry henry came after robert pires #39; opener, but it was the shaky premiership debut \n",
      "Removed URLs: arsenal boss wenger has keeper worries arsenal bounced back to winning ways with a comfortable 3-0 victory over struggling birmingham city yesterday. a brace from thierry henry came after robert pires #39; opener, but it was the shaky premiership debut \n",
      "Removed HTML Tags: arsenal boss wenger has keeper worries arsenal bounced back to winning ways with a comfortable 3-0 victory over struggling birmingham city yesterday. a brace from thierry henry came after robert pires #39; opener, but it was the shaky premiership debut \n",
      "Removed Special Characters: arsenal boss wenger has keeper worries arsenal bounced back to winning ways with a comfortable  victory over struggling birmingham city yesterday a brace from thierry henry came after robert pires  opener but it was the shaky premiership debut \n",
      "Tokens: ['arsenal', 'boss', 'wenger', 'has', 'keeper', 'worries', 'arsenal', 'bounced', 'back', 'to', 'winning', 'ways', 'with', 'a', 'comfortable', 'victory', 'over', 'struggling', 'birmingham', 'city', 'yesterday', 'a', 'brace', 'from', 'thierry', 'henry', 'came', 'after', 'robert', 'pires', 'opener', 'but', 'it', 'was', 'the', 'shaky', 'premiership', 'debut']\n",
      "Removed Stopwords: ['arsenal', 'boss', 'wenger', 'keeper', 'worries', 'arsenal', 'bounced', 'back', 'winning', 'ways', 'comfortable', 'victory', 'struggling', 'birmingham', 'city', 'yesterday', 'brace', 'thierry', 'henry', 'came', 'robert', 'pires', 'opener', 'shaky', 'premiership', 'debut']\n",
      "Stemmed Tokens: ['arsen', 'boss', 'wenger', 'keeper', 'worri', 'arsen', 'bounc', 'back', 'win', 'way', 'comfort', 'victori', 'struggl', 'birmingham', 'citi', 'yesterday', 'brace', 'thierri', 'henri', 'came', 'robert', 'pire', 'open', 'shaki', 'premiership', 'debut']\n",
      "Final Preprocessed Text: arsen boss wenger keeper worri arsen bounc back win way comfort victori struggl birmingham citi yesterday brace thierri henri came robert pire open shaki premiership debut\n",
      "\n",
      "Original Text: Ravens Star Jamal Lewis Pleads Guilty to Drug Charge (Reuters) Reuters - Baltimore Ravens football star Jamal\\Lewis pleaded guilty on Thursday to using a cell phone to try\\to broker a cocaine deal, avoiding more serious federal drug\\charges that could have sent him to prison for life.\n",
      "Lowercased Text: ravens star jamal lewis pleads guilty to drug charge (reuters) reuters - baltimore ravens football star jamal\\lewis pleaded guilty on thursday to using a cell phone to try\\to broker a cocaine deal, avoiding more serious federal drug\\charges that could have sent him to prison for life.\n",
      "Removed URLs: ravens star jamal lewis pleads guilty to drug charge (reuters) reuters - baltimore ravens football star jamal\\lewis pleaded guilty on thursday to using a cell phone to try\\to broker a cocaine deal, avoiding more serious federal drug\\charges that could have sent him to prison for life.\n",
      "Removed HTML Tags: ravens star jamal lewis pleads guilty to drug charge (reuters) reuters - baltimore ravens football star jamal\\lewis pleaded guilty on thursday to using a cell phone to try\\to broker a cocaine deal, avoiding more serious federal drug\\charges that could have sent him to prison for life.\n",
      "Removed Special Characters: ravens star jamal lewis pleads guilty to drug charge reuters reuters  baltimore ravens football star jamallewis pleaded guilty on thursday to using a cell phone to tryto broker a cocaine deal avoiding more serious federal drugcharges that could have sent him to prison for life\n",
      "Tokens: ['ravens', 'star', 'jamal', 'lewis', 'pleads', 'guilty', 'to', 'drug', 'charge', 'reuters', 'reuters', 'baltimore', 'ravens', 'football', 'star', 'jamallewis', 'pleaded', 'guilty', 'on', 'thursday', 'to', 'using', 'a', 'cell', 'phone', 'to', 'tryto', 'broker', 'a', 'cocaine', 'deal', 'avoiding', 'more', 'serious', 'federal', 'drugcharges', 'that', 'could', 'have', 'sent', 'him', 'to', 'prison', 'for', 'life']\n",
      "Removed Stopwords: ['ravens', 'star', 'jamal', 'lewis', 'pleads', 'guilty', 'drug', 'charge', 'reuters', 'reuters', 'baltimore', 'ravens', 'football', 'star', 'jamallewis', 'pleaded', 'guilty', 'thursday', 'using', 'cell', 'phone', 'tryto', 'broker', 'cocaine', 'deal', 'avoiding', 'serious', 'federal', 'drugcharges', 'could', 'sent', 'prison', 'life']\n",
      "Stemmed Tokens: ['raven', 'star', 'jamal', 'lewi', 'plead', 'guilti', 'drug', 'charg', 'reuter', 'reuter', 'baltimor', 'raven', 'footbal', 'star', 'jamallewi', 'plead', 'guilti', 'thursday', 'use', 'cell', 'phone', 'tryto', 'broker', 'cocain', 'deal', 'avoid', 'seriou', 'feder', 'drugcharg', 'could', 'sent', 'prison', 'life']\n",
      "Final Preprocessed Text: raven star jamal lewi plead guilti drug charg reuter reuter baltimor raven footbal star jamallewi plead guilti thursday use cell phone tryto broker cocain deal avoid seriou feder drugcharg could sent prison life\n",
      "\n",
      "Original Text: Rockets' McGrady Puts on Memorable Finish (AP) AP - Tracy McGrady needed only 35 seconds to turn a sure loss into an improbable win and a listless 20-point night into one of the league's most memorable clutch performances.\n",
      "Lowercased Text: rockets' mcgrady puts on memorable finish (ap) ap - tracy mcgrady needed only 35 seconds to turn a sure loss into an improbable win and a listless 20-point night into one of the league's most memorable clutch performances.\n",
      "Removed URLs: rockets' mcgrady puts on memorable finish (ap) ap - tracy mcgrady needed only 35 seconds to turn a sure loss into an improbable win and a listless 20-point night into one of the league's most memorable clutch performances.\n",
      "Removed HTML Tags: rockets' mcgrady puts on memorable finish (ap) ap - tracy mcgrady needed only 35 seconds to turn a sure loss into an improbable win and a listless 20-point night into one of the league's most memorable clutch performances.\n",
      "Removed Special Characters: rockets mcgrady puts on memorable finish ap ap  tracy mcgrady needed only  seconds to turn a sure loss into an improbable win and a listless point night into one of the leagues most memorable clutch performances\n",
      "Tokens: ['rockets', 'mcgrady', 'puts', 'on', 'memorable', 'finish', 'ap', 'ap', 'tracy', 'mcgrady', 'needed', 'only', 'seconds', 'to', 'turn', 'a', 'sure', 'loss', 'into', 'an', 'improbable', 'win', 'and', 'a', 'listless', 'point', 'night', 'into', 'one', 'of', 'the', 'leagues', 'most', 'memorable', 'clutch', 'performances']\n",
      "Removed Stopwords: ['rockets', 'mcgrady', 'puts', 'memorable', 'finish', 'ap', 'ap', 'tracy', 'mcgrady', 'needed', 'seconds', 'turn', 'sure', 'loss', 'improbable', 'win', 'listless', 'point', 'night', 'one', 'leagues', 'memorable', 'clutch', 'performances']\n",
      "Stemmed Tokens: ['rocket', 'mcgradi', 'put', 'memor', 'finish', 'ap', 'ap', 'traci', 'mcgradi', 'need', 'second', 'turn', 'sure', 'loss', 'improb', 'win', 'listless', 'point', 'night', 'one', 'leagu', 'memor', 'clutch', 'perform']\n",
      "Final Preprocessed Text: rocket mcgradi put memor finish ap ap traci mcgradi need second turn sure loss improb win listless point night one leagu memor clutch perform\n",
      "\n",
      "Original Text: Wolfpack, Canes Clash at Carter-Finley Since becoming NC State #39;s head football coach in January of 2000, Chuck Amato has endeavored to change the culture of a program that had rarely flirted with greatness.\n",
      "Lowercased Text: wolfpack, canes clash at carter-finley since becoming nc state #39;s head football coach in january of 2000, chuck amato has endeavored to change the culture of a program that had rarely flirted with greatness.\n",
      "Removed URLs: wolfpack, canes clash at carter-finley since becoming nc state #39;s head football coach in january of 2000, chuck amato has endeavored to change the culture of a program that had rarely flirted with greatness.\n",
      "Removed HTML Tags: wolfpack, canes clash at carter-finley since becoming nc state #39;s head football coach in january of 2000, chuck amato has endeavored to change the culture of a program that had rarely flirted with greatness.\n",
      "Removed Special Characters: wolfpack canes clash at carterfinley since becoming nc state s head football coach in january of  chuck amato has endeavored to change the culture of a program that had rarely flirted with greatness\n",
      "Tokens: ['wolfpack', 'canes', 'clash', 'at', 'carterfinley', 'since', 'becoming', 'nc', 'state', 's', 'head', 'football', 'coach', 'in', 'january', 'of', 'chuck', 'amato', 'has', 'endeavored', 'to', 'change', 'the', 'culture', 'of', 'a', 'program', 'that', 'had', 'rarely', 'flirted', 'with', 'greatness']\n",
      "Removed Stopwords: ['wolfpack', 'canes', 'clash', 'carterfinley', 'since', 'becoming', 'nc', 'state', 'head', 'football', 'coach', 'january', 'chuck', 'amato', 'endeavored', 'change', 'culture', 'program', 'rarely', 'flirted', 'greatness']\n",
      "Stemmed Tokens: ['wolfpack', 'cane', 'clash', 'carterfinley', 'sinc', 'becom', 'nc', 'state', 'head', 'footbal', 'coach', 'januari', 'chuck', 'amato', 'endeavor', 'chang', 'cultur', 'program', 'rare', 'flirt', 'great']\n",
      "Final Preprocessed Text: wolfpack cane clash carterfinley sinc becom nc state head footbal coach januari chuck amato endeavor chang cultur program rare flirt great\n",
      "\n",
      "Original Text: Drink-drive swimmer  #39;very sorry #39; AN apologetic Michael Phelps today said he made a dangerous mistake when he was arrested for drink-driving last week. The Olympic swimming champion was arrested and charged with drink driving after a trooper \n",
      "Lowercased Text: drink-drive swimmer  #39;very sorry #39; an apologetic michael phelps today said he made a dangerous mistake when he was arrested for drink-driving last week. the olympic swimming champion was arrested and charged with drink driving after a trooper \n",
      "Removed URLs: drink-drive swimmer  #39;very sorry #39; an apologetic michael phelps today said he made a dangerous mistake when he was arrested for drink-driving last week. the olympic swimming champion was arrested and charged with drink driving after a trooper \n",
      "Removed HTML Tags: drink-drive swimmer  #39;very sorry #39; an apologetic michael phelps today said he made a dangerous mistake when he was arrested for drink-driving last week. the olympic swimming champion was arrested and charged with drink driving after a trooper \n",
      "Removed Special Characters: drinkdrive swimmer  very sorry  an apologetic michael phelps today said he made a dangerous mistake when he was arrested for drinkdriving last week the olympic swimming champion was arrested and charged with drink driving after a trooper \n",
      "Tokens: ['drinkdrive', 'swimmer', 'very', 'sorry', 'an', 'apologetic', 'michael', 'phelps', 'today', 'said', 'he', 'made', 'a', 'dangerous', 'mistake', 'when', 'he', 'was', 'arrested', 'for', 'drinkdriving', 'last', 'week', 'the', 'olympic', 'swimming', 'champion', 'was', 'arrested', 'and', 'charged', 'with', 'drink', 'driving', 'after', 'a', 'trooper']\n",
      "Removed Stopwords: ['drinkdrive', 'swimmer', 'sorry', 'apologetic', 'michael', 'phelps', 'today', 'said', 'made', 'dangerous', 'mistake', 'arrested', 'drinkdriving', 'last', 'week', 'olympic', 'swimming', 'champion', 'arrested', 'charged', 'drink', 'driving', 'trooper']\n",
      "Stemmed Tokens: ['drinkdriv', 'swimmer', 'sorri', 'apologet', 'michael', 'phelp', 'today', 'said', 'made', 'danger', 'mistak', 'arrest', 'drinkdriv', 'last', 'week', 'olymp', 'swim', 'champion', 'arrest', 'charg', 'drink', 'drive', 'trooper']\n",
      "Final Preprocessed Text: drinkdriv swimmer sorri apologet michael phelp today said made danger mistak arrest drinkdriv last week olymp swim champion arrest charg drink drive trooper\n",
      "\n",
      "Original Text: Soccer Coach Raymond Goethals Dies at 83 (AP) AP - Raymond Goethals, the Belgian soccer coach who led Olympique Marseille to the 1993 European Champions Cup title, died Monday, according to news reports. He was 83.\n",
      "Lowercased Text: soccer coach raymond goethals dies at 83 (ap) ap - raymond goethals, the belgian soccer coach who led olympique marseille to the 1993 european champions cup title, died monday, according to news reports. he was 83.\n",
      "Removed URLs: soccer coach raymond goethals dies at 83 (ap) ap - raymond goethals, the belgian soccer coach who led olympique marseille to the 1993 european champions cup title, died monday, according to news reports. he was 83.\n",
      "Removed HTML Tags: soccer coach raymond goethals dies at 83 (ap) ap - raymond goethals, the belgian soccer coach who led olympique marseille to the 1993 european champions cup title, died monday, according to news reports. he was 83.\n",
      "Removed Special Characters: soccer coach raymond goethals dies at  ap ap  raymond goethals the belgian soccer coach who led olympique marseille to the  european champions cup title died monday according to news reports he was \n",
      "Tokens: ['soccer', 'coach', 'raymond', 'goethals', 'dies', 'at', 'ap', 'ap', 'raymond', 'goethals', 'the', 'belgian', 'soccer', 'coach', 'who', 'led', 'olympique', 'marseille', 'to', 'the', 'european', 'champions', 'cup', 'title', 'died', 'monday', 'according', 'to', 'news', 'reports', 'he', 'was']\n",
      "Removed Stopwords: ['soccer', 'coach', 'raymond', 'goethals', 'dies', 'ap', 'ap', 'raymond', 'goethals', 'belgian', 'soccer', 'coach', 'led', 'olympique', 'marseille', 'european', 'champions', 'cup', 'title', 'died', 'monday', 'according', 'news', 'reports']\n",
      "Stemmed Tokens: ['soccer', 'coach', 'raymond', 'goethal', 'die', 'ap', 'ap', 'raymond', 'goethal', 'belgian', 'soccer', 'coach', 'led', 'olympiqu', 'marseil', 'european', 'champion', 'cup', 'titl', 'die', 'monday', 'accord', 'news', 'report']\n",
      "Final Preprocessed Text: soccer coach raymond goethal die ap ap raymond goethal belgian soccer coach led olympiqu marseil european champion cup titl die monday accord news report\n",
      "\n",
      "Original Text: Here's the catch: Branch is back Deion Branch lists the Revolution among his favorite soccer teams in his press guide biography. And Branch's Patriot season has mirrored that of the Revolution -- a long-term injury sustained in the second game, followed by a spectacular recovery after the halfway point in the season. Branch strained his knee in the Patriots' 23-12 win at Arizona Sept. ...\n",
      "Lowercased Text: here's the catch: branch is back deion branch lists the revolution among his favorite soccer teams in his press guide biography. and branch's patriot season has mirrored that of the revolution -- a long-term injury sustained in the second game, followed by a spectacular recovery after the halfway point in the season. branch strained his knee in the patriots' 23-12 win at arizona sept. ...\n",
      "Removed URLs: here's the catch: branch is back deion branch lists the revolution among his favorite soccer teams in his press guide biography. and branch's patriot season has mirrored that of the revolution -- a long-term injury sustained in the second game, followed by a spectacular recovery after the halfway point in the season. branch strained his knee in the patriots' 23-12 win at arizona sept. ...\n",
      "Removed HTML Tags: here's the catch: branch is back deion branch lists the revolution among his favorite soccer teams in his press guide biography. and branch's patriot season has mirrored that of the revolution -- a long-term injury sustained in the second game, followed by a spectacular recovery after the halfway point in the season. branch strained his knee in the patriots' 23-12 win at arizona sept. ...\n",
      "Removed Special Characters: heres the catch branch is back deion branch lists the revolution among his favorite soccer teams in his press guide biography and branchs patriot season has mirrored that of the revolution  a longterm injury sustained in the second game followed by a spectacular recovery after the halfway point in the season branch strained his knee in the patriots  win at arizona sept \n",
      "Tokens: ['heres', 'the', 'catch', 'branch', 'is', 'back', 'deion', 'branch', 'lists', 'the', 'revolution', 'among', 'his', 'favorite', 'soccer', 'teams', 'in', 'his', 'press', 'guide', 'biography', 'and', 'branchs', 'patriot', 'season', 'has', 'mirrored', 'that', 'of', 'the', 'revolution', 'a', 'longterm', 'injury', 'sustained', 'in', 'the', 'second', 'game', 'followed', 'by', 'a', 'spectacular', 'recovery', 'after', 'the', 'halfway', 'point', 'in', 'the', 'season', 'branch', 'strained', 'his', 'knee', 'in', 'the', 'patriots', 'win', 'at', 'arizona', 'sept']\n",
      "Removed Stopwords: ['heres', 'catch', 'branch', 'back', 'deion', 'branch', 'lists', 'revolution', 'among', 'favorite', 'soccer', 'teams', 'press', 'guide', 'biography', 'branchs', 'patriot', 'season', 'mirrored', 'revolution', 'longterm', 'injury', 'sustained', 'second', 'game', 'followed', 'spectacular', 'recovery', 'halfway', 'point', 'season', 'branch', 'strained', 'knee', 'patriots', 'win', 'arizona', 'sept']\n",
      "Stemmed Tokens: ['here', 'catch', 'branch', 'back', 'deion', 'branch', 'list', 'revolut', 'among', 'favorit', 'soccer', 'team', 'press', 'guid', 'biographi', 'branch', 'patriot', 'season', 'mirror', 'revolut', 'longterm', 'injuri', 'sustain', 'second', 'game', 'follow', 'spectacular', 'recoveri', 'halfway', 'point', 'season', 'branch', 'strain', 'knee', 'patriot', 'win', 'arizona', 'sept']\n",
      "Final Preprocessed Text: here catch branch back deion branch list revolut among favorit soccer team press guid biographi branch patriot season mirror revolut longterm injuri sustain second game follow spectacular recoveri halfway point season branch strain knee patriot win arizona sept\n",
      "\n",
      "Original Text: Desert turns into Parks place Annika Sorenstam may be the reigning queen of the LPGA Tour, but its Grace Park who seems to be royalty in the desert these days.\n",
      "Lowercased Text: desert turns into parks place annika sorenstam may be the reigning queen of the lpga tour, but its grace park who seems to be royalty in the desert these days.\n",
      "Removed URLs: desert turns into parks place annika sorenstam may be the reigning queen of the lpga tour, but its grace park who seems to be royalty in the desert these days.\n",
      "Removed HTML Tags: desert turns into parks place annika sorenstam may be the reigning queen of the lpga tour, but its grace park who seems to be royalty in the desert these days.\n",
      "Removed Special Characters: desert turns into parks place annika sorenstam may be the reigning queen of the lpga tour but its grace park who seems to be royalty in the desert these days\n",
      "Tokens: ['desert', 'turns', 'into', 'parks', 'place', 'annika', 'sorenstam', 'may', 'be', 'the', 'reigning', 'queen', 'of', 'the', 'lpga', 'tour', 'but', 'its', 'grace', 'park', 'who', 'seems', 'to', 'be', 'royalty', 'in', 'the', 'desert', 'these', 'days']\n",
      "Removed Stopwords: ['desert', 'turns', 'parks', 'place', 'annika', 'sorenstam', 'may', 'reigning', 'queen', 'lpga', 'tour', 'grace', 'park', 'seems', 'royalty', 'desert', 'days']\n",
      "Stemmed Tokens: ['desert', 'turn', 'park', 'place', 'annika', 'sorenstam', 'may', 'reign', 'queen', 'lpga', 'tour', 'grace', 'park', 'seem', 'royalti', 'desert', 'day']\n",
      "Final Preprocessed Text: desert turn park place annika sorenstam may reign queen lpga tour grace park seem royalti desert day\n",
      "\n",
      "Original Text: Bryant Prosecutors Question Defense DNA Evidence  DENVER (Reuters) - Prosecutors in the rape case against  U.S. basketball star Kobe Bryant are questioning the validity  of DNA evidence crucial to the defense's case, saying data  appeared to have been manipulated and might have to be thrown  out.\n",
      "Lowercased Text: bryant prosecutors question defense dna evidence  denver (reuters) - prosecutors in the rape case against  u.s. basketball star kobe bryant are questioning the validity  of dna evidence crucial to the defense's case, saying data  appeared to have been manipulated and might have to be thrown  out.\n",
      "Removed URLs: bryant prosecutors question defense dna evidence  denver (reuters) - prosecutors in the rape case against  u.s. basketball star kobe bryant are questioning the validity  of dna evidence crucial to the defense's case, saying data  appeared to have been manipulated and might have to be thrown  out.\n",
      "Removed HTML Tags: bryant prosecutors question defense dna evidence  denver (reuters) - prosecutors in the rape case against  u.s. basketball star kobe bryant are questioning the validity  of dna evidence crucial to the defense's case, saying data  appeared to have been manipulated and might have to be thrown  out.\n",
      "Removed Special Characters: bryant prosecutors question defense dna evidence  denver reuters  prosecutors in the rape case against  us basketball star kobe bryant are questioning the validity  of dna evidence crucial to the defenses case saying data  appeared to have been manipulated and might have to be thrown  out\n",
      "Tokens: ['bryant', 'prosecutors', 'question', 'defense', 'dna', 'evidence', 'denver', 'reuters', 'prosecutors', 'in', 'the', 'rape', 'case', 'against', 'us', 'basketball', 'star', 'kobe', 'bryant', 'are', 'questioning', 'the', 'validity', 'of', 'dna', 'evidence', 'crucial', 'to', 'the', 'defenses', 'case', 'saying', 'data', 'appeared', 'to', 'have', 'been', 'manipulated', 'and', 'might', 'have', 'to', 'be', 'thrown', 'out']\n",
      "Removed Stopwords: ['bryant', 'prosecutors', 'question', 'defense', 'dna', 'evidence', 'denver', 'reuters', 'prosecutors', 'rape', 'case', 'us', 'basketball', 'star', 'kobe', 'bryant', 'questioning', 'validity', 'dna', 'evidence', 'crucial', 'defenses', 'case', 'saying', 'data', 'appeared', 'manipulated', 'might', 'thrown']\n",
      "Stemmed Tokens: ['bryant', 'prosecutor', 'question', 'defens', 'dna', 'evid', 'denver', 'reuter', 'prosecutor', 'rape', 'case', 'us', 'basketbal', 'star', 'kobe', 'bryant', 'question', 'valid', 'dna', 'evid', 'crucial', 'defens', 'case', 'say', 'data', 'appear', 'manipul', 'might', 'thrown']\n",
      "Final Preprocessed Text: bryant prosecutor question defens dna evid denver reuter prosecutor rape case us basketbal star kobe bryant question valid dna evid crucial defens case say data appear manipul might thrown\n",
      "\n",
      "Original Text: Tressel discounts replay COLUMBUS - Ohio State head coach Jim Tressel admitted it was a stretch to point to a videotape review of an apparent fumble by Wisconsin early in the third quarter of yesterday #39;s 24-13 loss to the Badgers, but a live microphone created some talk in the \n",
      "Lowercased Text: tressel discounts replay columbus - ohio state head coach jim tressel admitted it was a stretch to point to a videotape review of an apparent fumble by wisconsin early in the third quarter of yesterday #39;s 24-13 loss to the badgers, but a live microphone created some talk in the \n",
      "Removed URLs: tressel discounts replay columbus - ohio state head coach jim tressel admitted it was a stretch to point to a videotape review of an apparent fumble by wisconsin early in the third quarter of yesterday #39;s 24-13 loss to the badgers, but a live microphone created some talk in the \n",
      "Removed HTML Tags: tressel discounts replay columbus - ohio state head coach jim tressel admitted it was a stretch to point to a videotape review of an apparent fumble by wisconsin early in the third quarter of yesterday #39;s 24-13 loss to the badgers, but a live microphone created some talk in the \n",
      "Removed Special Characters: tressel discounts replay columbus  ohio state head coach jim tressel admitted it was a stretch to point to a videotape review of an apparent fumble by wisconsin early in the third quarter of yesterday s  loss to the badgers but a live microphone created some talk in the \n",
      "Tokens: ['tressel', 'discounts', 'replay', 'columbus', 'ohio', 'state', 'head', 'coach', 'jim', 'tressel', 'admitted', 'it', 'was', 'a', 'stretch', 'to', 'point', 'to', 'a', 'videotape', 'review', 'of', 'an', 'apparent', 'fumble', 'by', 'wisconsin', 'early', 'in', 'the', 'third', 'quarter', 'of', 'yesterday', 's', 'loss', 'to', 'the', 'badgers', 'but', 'a', 'live', 'microphone', 'created', 'some', 'talk', 'in', 'the']\n",
      "Removed Stopwords: ['tressel', 'discounts', 'replay', 'columbus', 'ohio', 'state', 'head', 'coach', 'jim', 'tressel', 'admitted', 'stretch', 'point', 'videotape', 'review', 'apparent', 'fumble', 'wisconsin', 'early', 'third', 'quarter', 'yesterday', 'loss', 'badgers', 'live', 'microphone', 'created', 'talk']\n",
      "Stemmed Tokens: ['tressel', 'discount', 'replay', 'columbu', 'ohio', 'state', 'head', 'coach', 'jim', 'tressel', 'admit', 'stretch', 'point', 'videotap', 'review', 'appar', 'fumbl', 'wisconsin', 'earli', 'third', 'quarter', 'yesterday', 'loss', 'badger', 'live', 'microphon', 'creat', 'talk']\n",
      "Final Preprocessed Text: tressel discount replay columbu ohio state head coach jim tressel admit stretch point videotap review appar fumbl wisconsin earli third quarter yesterday loss badger live microphon creat talk\n",
      "\n",
      "Original Text: Yanks beat Pedro again; Santana wins 20th All the Boston Red Sox got from Pedro Martinez this week was a pair of losses to the Yankees. The AL Central-champion Twins drank a champagne toast to Santana after he became the second 20-game winner in the \n",
      "Lowercased Text: yanks beat pedro again; santana wins 20th all the boston red sox got from pedro martinez this week was a pair of losses to the yankees. the al central-champion twins drank a champagne toast to santana after he became the second 20-game winner in the \n",
      "Removed URLs: yanks beat pedro again; santana wins 20th all the boston red sox got from pedro martinez this week was a pair of losses to the yankees. the al central-champion twins drank a champagne toast to santana after he became the second 20-game winner in the \n",
      "Removed HTML Tags: yanks beat pedro again; santana wins 20th all the boston red sox got from pedro martinez this week was a pair of losses to the yankees. the al central-champion twins drank a champagne toast to santana after he became the second 20-game winner in the \n",
      "Removed Special Characters: yanks beat pedro again santana wins th all the boston red sox got from pedro martinez this week was a pair of losses to the yankees the al centralchampion twins drank a champagne toast to santana after he became the second game winner in the \n",
      "Tokens: ['yanks', 'beat', 'pedro', 'again', 'santana', 'wins', 'th', 'all', 'the', 'boston', 'red', 'sox', 'got', 'from', 'pedro', 'martinez', 'this', 'week', 'was', 'a', 'pair', 'of', 'losses', 'to', 'the', 'yankees', 'the', 'al', 'centralchampion', 'twins', 'drank', 'a', 'champagne', 'toast', 'to', 'santana', 'after', 'he', 'became', 'the', 'second', 'game', 'winner', 'in', 'the']\n",
      "Removed Stopwords: ['yanks', 'beat', 'pedro', 'santana', 'wins', 'th', 'boston', 'red', 'sox', 'got', 'pedro', 'martinez', 'week', 'pair', 'losses', 'yankees', 'al', 'centralchampion', 'twins', 'drank', 'champagne', 'toast', 'santana', 'became', 'second', 'game', 'winner']\n",
      "Stemmed Tokens: ['yank', 'beat', 'pedro', 'santana', 'win', 'th', 'boston', 'red', 'sox', 'got', 'pedro', 'martinez', 'week', 'pair', 'loss', 'yanke', 'al', 'centralchampion', 'twin', 'drank', 'champagn', 'toast', 'santana', 'becam', 'second', 'game', 'winner']\n",
      "Final Preprocessed Text: yank beat pedro santana win th boston red sox got pedro martinez week pair loss yanke al centralchampion twin drank champagn toast santana becam second game winner\n",
      "\n",
      "Original Text: Nalbandian Is Stunned at the Chica Open  BEIJING (Reuters) - Resurgent Finn Jarkko Nieminen  overpowered David Nalbandian 6-2, 2-6, 6-2 at the China Open on  Friday as the seeds continued to tumble in Beijing.\n",
      "Lowercased Text: nalbandian is stunned at the chica open  beijing (reuters) - resurgent finn jarkko nieminen  overpowered david nalbandian 6-2, 2-6, 6-2 at the china open on  friday as the seeds continued to tumble in beijing.\n",
      "Removed URLs: nalbandian is stunned at the chica open  beijing (reuters) - resurgent finn jarkko nieminen  overpowered david nalbandian 6-2, 2-6, 6-2 at the china open on  friday as the seeds continued to tumble in beijing.\n",
      "Removed HTML Tags: nalbandian is stunned at the chica open  beijing (reuters) - resurgent finn jarkko nieminen  overpowered david nalbandian 6-2, 2-6, 6-2 at the china open on  friday as the seeds continued to tumble in beijing.\n",
      "Removed Special Characters: nalbandian is stunned at the chica open  beijing reuters  resurgent finn jarkko nieminen  overpowered david nalbandian    at the china open on  friday as the seeds continued to tumble in beijing\n",
      "Tokens: ['nalbandian', 'is', 'stunned', 'at', 'the', 'chica', 'open', 'beijing', 'reuters', 'resurgent', 'finn', 'jarkko', 'nieminen', 'overpowered', 'david', 'nalbandian', 'at', 'the', 'china', 'open', 'on', 'friday', 'as', 'the', 'seeds', 'continued', 'to', 'tumble', 'in', 'beijing']\n",
      "Removed Stopwords: ['nalbandian', 'stunned', 'chica', 'open', 'beijing', 'reuters', 'resurgent', 'finn', 'jarkko', 'nieminen', 'overpowered', 'david', 'nalbandian', 'china', 'open', 'friday', 'seeds', 'continued', 'tumble', 'beijing']\n",
      "Stemmed Tokens: ['nalbandian', 'stun', 'chica', 'open', 'beij', 'reuter', 'resurg', 'finn', 'jarkko', 'nieminen', 'overpow', 'david', 'nalbandian', 'china', 'open', 'friday', 'seed', 'continu', 'tumbl', 'beij']\n",
      "Final Preprocessed Text: nalbandian stun chica open beij reuter resurg finn jarkko nieminen overpow david nalbandian china open friday seed continu tumbl beij\n",
      "\n",
      "Original Text: Cricket-Sri Lanka #39;s wicketkeeper calls it quits COLOMBO (AFP) - Sri Lanka #39;s wicketkeeper Romesh Kaluwitharana has announced his retirement from international cricket after being left out of the squad for next month #39;s tour to New Zealand.\n",
      "Lowercased Text: cricket-sri lanka #39;s wicketkeeper calls it quits colombo (afp) - sri lanka #39;s wicketkeeper romesh kaluwitharana has announced his retirement from international cricket after being left out of the squad for next month #39;s tour to new zealand.\n",
      "Removed URLs: cricket-sri lanka #39;s wicketkeeper calls it quits colombo (afp) - sri lanka #39;s wicketkeeper romesh kaluwitharana has announced his retirement from international cricket after being left out of the squad for next month #39;s tour to new zealand.\n",
      "Removed HTML Tags: cricket-sri lanka #39;s wicketkeeper calls it quits colombo (afp) - sri lanka #39;s wicketkeeper romesh kaluwitharana has announced his retirement from international cricket after being left out of the squad for next month #39;s tour to new zealand.\n",
      "Removed Special Characters: cricketsri lanka s wicketkeeper calls it quits colombo afp  sri lanka s wicketkeeper romesh kaluwitharana has announced his retirement from international cricket after being left out of the squad for next month s tour to new zealand\n",
      "Tokens: ['cricketsri', 'lanka', 's', 'wicketkeeper', 'calls', 'it', 'quits', 'colombo', 'afp', 'sri', 'lanka', 's', 'wicketkeeper', 'romesh', 'kaluwitharana', 'has', 'announced', 'his', 'retirement', 'from', 'international', 'cricket', 'after', 'being', 'left', 'out', 'of', 'the', 'squad', 'for', 'next', 'month', 's', 'tour', 'to', 'new', 'zealand']\n",
      "Removed Stopwords: ['cricketsri', 'lanka', 'wicketkeeper', 'calls', 'quits', 'colombo', 'afp', 'sri', 'lanka', 'wicketkeeper', 'romesh', 'kaluwitharana', 'announced', 'retirement', 'international', 'cricket', 'left', 'squad', 'next', 'month', 'tour', 'new', 'zealand']\n",
      "Stemmed Tokens: ['cricketsri', 'lanka', 'wicketkeep', 'call', 'quit', 'colombo', 'afp', 'sri', 'lanka', 'wicketkeep', 'romesh', 'kaluwitharana', 'announc', 'retir', 'intern', 'cricket', 'left', 'squad', 'next', 'month', 'tour', 'new', 'zealand']\n",
      "Final Preprocessed Text: cricketsri lanka wicketkeep call quit colombo afp sri lanka wicketkeep romesh kaluwitharana announc retir intern cricket left squad next month tour new zealand\n",
      "\n",
      "Original Text: Bucs still seeking first offensive touchdown In good times and bad, the Tampa Bay Buccaneers could count on two things -taunch defense and stench offense. By Chris O #39;Meara, AP.\n",
      "Lowercased Text: bucs still seeking first offensive touchdown in good times and bad, the tampa bay buccaneers could count on two things -taunch defense and stench offense. by chris o #39;meara, ap.\n",
      "Removed URLs: bucs still seeking first offensive touchdown in good times and bad, the tampa bay buccaneers could count on two things -taunch defense and stench offense. by chris o #39;meara, ap.\n",
      "Removed HTML Tags: bucs still seeking first offensive touchdown in good times and bad, the tampa bay buccaneers could count on two things -taunch defense and stench offense. by chris o #39;meara, ap.\n",
      "Removed Special Characters: bucs still seeking first offensive touchdown in good times and bad the tampa bay buccaneers could count on two things taunch defense and stench offense by chris o meara ap\n",
      "Tokens: ['bucs', 'still', 'seeking', 'first', 'offensive', 'touchdown', 'in', 'good', 'times', 'and', 'bad', 'the', 'tampa', 'bay', 'buccaneers', 'could', 'count', 'on', 'two', 'things', 'taunch', 'defense', 'and', 'stench', 'offense', 'by', 'chris', 'o', 'meara', 'ap']\n",
      "Removed Stopwords: ['bucs', 'still', 'seeking', 'first', 'offensive', 'touchdown', 'good', 'times', 'bad', 'tampa', 'bay', 'buccaneers', 'could', 'count', 'two', 'things', 'taunch', 'defense', 'stench', 'offense', 'chris', 'meara', 'ap']\n",
      "Stemmed Tokens: ['buc', 'still', 'seek', 'first', 'offens', 'touchdown', 'good', 'time', 'bad', 'tampa', 'bay', 'buccan', 'could', 'count', 'two', 'thing', 'taunch', 'defens', 'stench', 'offens', 'chri', 'meara', 'ap']\n",
      "Final Preprocessed Text: buc still seek first offens touchdown good time bad tampa bay buccan could count two thing taunch defens stench offens chri meara ap\n",
      "\n",
      "Original Text: 'Dream Team' Out of Gold Race After Loss to Argentina  ATHENS (Reuters) - The U.S. men's basketball team was  beaten by Argentina Friday, denying it an Olympic gold medal  for the first time since 1992 when NBA players started  competing.\n",
      "Lowercased Text: 'dream team' out of gold race after loss to argentina  athens (reuters) - the u.s. men's basketball team was  beaten by argentina friday, denying it an olympic gold medal  for the first time since 1992 when nba players started  competing.\n",
      "Removed URLs: 'dream team' out of gold race after loss to argentina  athens (reuters) - the u.s. men's basketball team was  beaten by argentina friday, denying it an olympic gold medal  for the first time since 1992 when nba players started  competing.\n",
      "Removed HTML Tags: 'dream team' out of gold race after loss to argentina  athens (reuters) - the u.s. men's basketball team was  beaten by argentina friday, denying it an olympic gold medal  for the first time since 1992 when nba players started  competing.\n",
      "Removed Special Characters: dream team out of gold race after loss to argentina  athens reuters  the us mens basketball team was  beaten by argentina friday denying it an olympic gold medal  for the first time since  when nba players started  competing\n",
      "Tokens: ['dream', 'team', 'out', 'of', 'gold', 'race', 'after', 'loss', 'to', 'argentina', 'athens', 'reuters', 'the', 'us', 'mens', 'basketball', 'team', 'was', 'beaten', 'by', 'argentina', 'friday', 'denying', 'it', 'an', 'olympic', 'gold', 'medal', 'for', 'the', 'first', 'time', 'since', 'when', 'nba', 'players', 'started', 'competing']\n",
      "Removed Stopwords: ['dream', 'team', 'gold', 'race', 'loss', 'argentina', 'athens', 'reuters', 'us', 'mens', 'basketball', 'team', 'beaten', 'argentina', 'friday', 'denying', 'olympic', 'gold', 'medal', 'first', 'time', 'since', 'nba', 'players', 'started', 'competing']\n",
      "Stemmed Tokens: ['dream', 'team', 'gold', 'race', 'loss', 'argentina', 'athen', 'reuter', 'us', 'men', 'basketbal', 'team', 'beaten', 'argentina', 'friday', 'deni', 'olymp', 'gold', 'medal', 'first', 'time', 'sinc', 'nba', 'player', 'start', 'compet']\n",
      "Final Preprocessed Text: dream team gold race loss argentina athen reuter us men basketbal team beaten argentina friday deni olymp gold medal first time sinc nba player start compet\n",
      "\n",
      "Original Text: Timberwolves go all way back Trailing by 12 points with 4 minutes, 27 seconds left, having gone longer than that since they last scored, the Minnesota Timberwolves could have been thinking about finally getting home after a week on the road.\n",
      "Lowercased Text: timberwolves go all way back trailing by 12 points with 4 minutes, 27 seconds left, having gone longer than that since they last scored, the minnesota timberwolves could have been thinking about finally getting home after a week on the road.\n",
      "Removed URLs: timberwolves go all way back trailing by 12 points with 4 minutes, 27 seconds left, having gone longer than that since they last scored, the minnesota timberwolves could have been thinking about finally getting home after a week on the road.\n",
      "Removed HTML Tags: timberwolves go all way back trailing by 12 points with 4 minutes, 27 seconds left, having gone longer than that since they last scored, the minnesota timberwolves could have been thinking about finally getting home after a week on the road.\n",
      "Removed Special Characters: timberwolves go all way back trailing by  points with  minutes  seconds left having gone longer than that since they last scored the minnesota timberwolves could have been thinking about finally getting home after a week on the road\n",
      "Tokens: ['timberwolves', 'go', 'all', 'way', 'back', 'trailing', 'by', 'points', 'with', 'minutes', 'seconds', 'left', 'having', 'gone', 'longer', 'than', 'that', 'since', 'they', 'last', 'scored', 'the', 'minnesota', 'timberwolves', 'could', 'have', 'been', 'thinking', 'about', 'finally', 'getting', 'home', 'after', 'a', 'week', 'on', 'the', 'road']\n",
      "Removed Stopwords: ['timberwolves', 'go', 'way', 'back', 'trailing', 'points', 'minutes', 'seconds', 'left', 'gone', 'longer', 'since', 'last', 'scored', 'minnesota', 'timberwolves', 'could', 'thinking', 'finally', 'getting', 'home', 'week', 'road']\n",
      "Stemmed Tokens: ['timberwolv', 'go', 'way', 'back', 'trail', 'point', 'minut', 'second', 'left', 'gone', 'longer', 'sinc', 'last', 'score', 'minnesota', 'timberwolv', 'could', 'think', 'final', 'get', 'home', 'week', 'road']\n",
      "Final Preprocessed Text: timberwolv go way back trail point minut second left gone longer sinc last score minnesota timberwolv could think final get home week road\n",
      "\n",
      "Original Text: Louisiana Tech Bulldogs RUSTON, Louisiana (Ticker) -- No. 17 Fresno State could not overcome a dominant performance by Ryan Moats or a poor one by Paul Pinegar.\n",
      "Lowercased Text: louisiana tech bulldogs ruston, louisiana (ticker) -- no. 17 fresno state could not overcome a dominant performance by ryan moats or a poor one by paul pinegar.\n",
      "Removed URLs: louisiana tech bulldogs ruston, louisiana (ticker) -- no. 17 fresno state could not overcome a dominant performance by ryan moats or a poor one by paul pinegar.\n",
      "Removed HTML Tags: louisiana tech bulldogs ruston, louisiana (ticker) -- no. 17 fresno state could not overcome a dominant performance by ryan moats or a poor one by paul pinegar.\n",
      "Removed Special Characters: louisiana tech bulldogs ruston louisiana ticker  no  fresno state could not overcome a dominant performance by ryan moats or a poor one by paul pinegar\n",
      "Tokens: ['louisiana', 'tech', 'bulldogs', 'ruston', 'louisiana', 'ticker', 'no', 'fresno', 'state', 'could', 'not', 'overcome', 'a', 'dominant', 'performance', 'by', 'ryan', 'moats', 'or', 'a', 'poor', 'one', 'by', 'paul', 'pinegar']\n",
      "Removed Stopwords: ['louisiana', 'tech', 'bulldogs', 'ruston', 'louisiana', 'ticker', 'fresno', 'state', 'could', 'overcome', 'dominant', 'performance', 'ryan', 'moats', 'poor', 'one', 'paul', 'pinegar']\n",
      "Stemmed Tokens: ['louisiana', 'tech', 'bulldog', 'ruston', 'louisiana', 'ticker', 'fresno', 'state', 'could', 'overcom', 'domin', 'perform', 'ryan', 'moat', 'poor', 'one', 'paul', 'pinegar']\n",
      "Final Preprocessed Text: louisiana tech bulldog ruston louisiana ticker fresno state could overcom domin perform ryan moat poor one paul pinegar\n",
      "\n",
      "Original Text: Cal Extends Tedford California Bears head coach Jeff Tedford agrees to a five-year contract extension through 2009 on Monday.\n",
      "Lowercased Text: cal extends tedford california bears head coach jeff tedford agrees to a five-year contract extension through 2009 on monday.\n",
      "Removed URLs: cal extends tedford california bears head coach jeff tedford agrees to a five-year contract extension through 2009 on monday.\n",
      "Removed HTML Tags: cal extends tedford california bears head coach jeff tedford agrees to a five-year contract extension through 2009 on monday.\n",
      "Removed Special Characters: cal extends tedford california bears head coach jeff tedford agrees to a fiveyear contract extension through  on monday\n",
      "Tokens: ['cal', 'extends', 'tedford', 'california', 'bears', 'head', 'coach', 'jeff', 'tedford', 'agrees', 'to', 'a', 'fiveyear', 'contract', 'extension', 'through', 'on', 'monday']\n",
      "Removed Stopwords: ['cal', 'extends', 'tedford', 'california', 'bears', 'head', 'coach', 'jeff', 'tedford', 'agrees', 'fiveyear', 'contract', 'extension', 'monday']\n",
      "Stemmed Tokens: ['cal', 'extend', 'tedford', 'california', 'bear', 'head', 'coach', 'jeff', 'tedford', 'agre', 'fiveyear', 'contract', 'extens', 'monday']\n",
      "Final Preprocessed Text: cal extend tedford california bear head coach jeff tedford agre fiveyear contract extens monday\n",
      "\n",
      "Original Text: Source: Dolphins, Bears on Verge of Deal (AP) AP - The Chicago Bears agreed Saturday to trade receiver Marty Booker to the Miami Dolphins for unsigned Adewale Ogunleye  #151; if the Bears can reach a contract agreement with the Pro Bowl defensive end, a source close to the negotiations said.\n",
      "Lowercased Text: source: dolphins, bears on verge of deal (ap) ap - the chicago bears agreed saturday to trade receiver marty booker to the miami dolphins for unsigned adewale ogunleye  #151; if the bears can reach a contract agreement with the pro bowl defensive end, a source close to the negotiations said.\n",
      "Removed URLs: source: dolphins, bears on verge of deal (ap) ap - the chicago bears agreed saturday to trade receiver marty booker to the miami dolphins for unsigned adewale ogunleye  #151; if the bears can reach a contract agreement with the pro bowl defensive end, a source close to the negotiations said.\n",
      "Removed HTML Tags: source: dolphins, bears on verge of deal (ap) ap - the chicago bears agreed saturday to trade receiver marty booker to the miami dolphins for unsigned adewale ogunleye  #151; if the bears can reach a contract agreement with the pro bowl defensive end, a source close to the negotiations said.\n",
      "Removed Special Characters: source dolphins bears on verge of deal ap ap  the chicago bears agreed saturday to trade receiver marty booker to the miami dolphins for unsigned adewale ogunleye   if the bears can reach a contract agreement with the pro bowl defensive end a source close to the negotiations said\n",
      "Tokens: ['source', 'dolphins', 'bears', 'on', 'verge', 'of', 'deal', 'ap', 'ap', 'the', 'chicago', 'bears', 'agreed', 'saturday', 'to', 'trade', 'receiver', 'marty', 'booker', 'to', 'the', 'miami', 'dolphins', 'for', 'unsigned', 'adewale', 'ogunleye', 'if', 'the', 'bears', 'can', 'reach', 'a', 'contract', 'agreement', 'with', 'the', 'pro', 'bowl', 'defensive', 'end', 'a', 'source', 'close', 'to', 'the', 'negotiations', 'said']\n",
      "Removed Stopwords: ['source', 'dolphins', 'bears', 'verge', 'deal', 'ap', 'ap', 'chicago', 'bears', 'agreed', 'saturday', 'trade', 'receiver', 'marty', 'booker', 'miami', 'dolphins', 'unsigned', 'adewale', 'ogunleye', 'bears', 'reach', 'contract', 'agreement', 'pro', 'bowl', 'defensive', 'end', 'source', 'close', 'negotiations', 'said']\n",
      "Stemmed Tokens: ['sourc', 'dolphin', 'bear', 'verg', 'deal', 'ap', 'ap', 'chicago', 'bear', 'agre', 'saturday', 'trade', 'receiv', 'marti', 'booker', 'miami', 'dolphin', 'unsign', 'adewal', 'ogunley', 'bear', 'reach', 'contract', 'agreement', 'pro', 'bowl', 'defens', 'end', 'sourc', 'close', 'negoti', 'said']\n",
      "Final Preprocessed Text: sourc dolphin bear verg deal ap ap chicago bear agre saturday trade receiv marti booker miami dolphin unsign adewal ogunley bear reach contract agreement pro bowl defens end sourc close negoti said\n",
      "\n",
      "Original Text: Seminoles Monday recap Despite myriad miscues, Florida State rallied from a seven-point halftime deficit to defeat Syracuse 17-13 before 40,539 fans at the Carrier Dome.\n",
      "Lowercased Text: seminoles monday recap despite myriad miscues, florida state rallied from a seven-point halftime deficit to defeat syracuse 17-13 before 40,539 fans at the carrier dome.\n",
      "Removed URLs: seminoles monday recap despite myriad miscues, florida state rallied from a seven-point halftime deficit to defeat syracuse 17-13 before 40,539 fans at the carrier dome.\n",
      "Removed HTML Tags: seminoles monday recap despite myriad miscues, florida state rallied from a seven-point halftime deficit to defeat syracuse 17-13 before 40,539 fans at the carrier dome.\n",
      "Removed Special Characters: seminoles monday recap despite myriad miscues florida state rallied from a sevenpoint halftime deficit to defeat syracuse  before  fans at the carrier dome\n",
      "Tokens: ['seminoles', 'monday', 'recap', 'despite', 'myriad', 'miscues', 'florida', 'state', 'rallied', 'from', 'a', 'sevenpoint', 'halftime', 'deficit', 'to', 'defeat', 'syracuse', 'before', 'fans', 'at', 'the', 'carrier', 'dome']\n",
      "Removed Stopwords: ['seminoles', 'monday', 'recap', 'despite', 'myriad', 'miscues', 'florida', 'state', 'rallied', 'sevenpoint', 'halftime', 'deficit', 'defeat', 'syracuse', 'fans', 'carrier', 'dome']\n",
      "Stemmed Tokens: ['seminol', 'monday', 'recap', 'despit', 'myriad', 'miscu', 'florida', 'state', 'ralli', 'sevenpoint', 'halftim', 'deficit', 'defeat', 'syracus', 'fan', 'carrier', 'dome']\n",
      "Final Preprocessed Text: seminol monday recap despit myriad miscu florida state ralli sevenpoint halftim deficit defeat syracus fan carrier dome\n",
      "\n",
      "Original Text: Baseball's Homeless Franchise Bud Selig, the Major League Baseball commissioner, didn't realize he was gambling when he awarded the Expos to Washington.\n",
      "Lowercased Text: baseball's homeless franchise bud selig, the major league baseball commissioner, didn't realize he was gambling when he awarded the expos to washington.\n",
      "Removed URLs: baseball's homeless franchise bud selig, the major league baseball commissioner, didn't realize he was gambling when he awarded the expos to washington.\n",
      "Removed HTML Tags: baseball's homeless franchise bud selig, the major league baseball commissioner, didn't realize he was gambling when he awarded the expos to washington.\n",
      "Removed Special Characters: baseballs homeless franchise bud selig the major league baseball commissioner didnt realize he was gambling when he awarded the expos to washington\n",
      "Tokens: ['baseballs', 'homeless', 'franchise', 'bud', 'selig', 'the', 'major', 'league', 'baseball', 'commissioner', 'didnt', 'realize', 'he', 'was', 'gambling', 'when', 'he', 'awarded', 'the', 'expos', 'to', 'washington']\n",
      "Removed Stopwords: ['baseballs', 'homeless', 'franchise', 'bud', 'selig', 'major', 'league', 'baseball', 'commissioner', 'didnt', 'realize', 'gambling', 'awarded', 'expos', 'washington']\n",
      "Stemmed Tokens: ['basebal', 'homeless', 'franchis', 'bud', 'selig', 'major', 'leagu', 'basebal', 'commission', 'didnt', 'realiz', 'gambl', 'award', 'expo', 'washington']\n",
      "Final Preprocessed Text: basebal homeless franchis bud selig major leagu basebal commission didnt realiz gambl award expo washington\n",
      "\n",
      "Original Text: Allen Wins Triathlon Kate Allen of Austria wins the triathlon with a late surge Wednesday, passing more than half of the field in the final leg and edging Loretta Harrop of Australia at the finish line.\n",
      "Lowercased Text: allen wins triathlon kate allen of austria wins the triathlon with a late surge wednesday, passing more than half of the field in the final leg and edging loretta harrop of australia at the finish line.\n",
      "Removed URLs: allen wins triathlon kate allen of austria wins the triathlon with a late surge wednesday, passing more than half of the field in the final leg and edging loretta harrop of australia at the finish line.\n",
      "Removed HTML Tags: allen wins triathlon kate allen of austria wins the triathlon with a late surge wednesday, passing more than half of the field in the final leg and edging loretta harrop of australia at the finish line.\n",
      "Removed Special Characters: allen wins triathlon kate allen of austria wins the triathlon with a late surge wednesday passing more than half of the field in the final leg and edging loretta harrop of australia at the finish line\n",
      "Tokens: ['allen', 'wins', 'triathlon', 'kate', 'allen', 'of', 'austria', 'wins', 'the', 'triathlon', 'with', 'a', 'late', 'surge', 'wednesday', 'passing', 'more', 'than', 'half', 'of', 'the', 'field', 'in', 'the', 'final', 'leg', 'and', 'edging', 'loretta', 'harrop', 'of', 'australia', 'at', 'the', 'finish', 'line']\n",
      "Removed Stopwords: ['allen', 'wins', 'triathlon', 'kate', 'allen', 'austria', 'wins', 'triathlon', 'late', 'surge', 'wednesday', 'passing', 'half', 'field', 'final', 'leg', 'edging', 'loretta', 'harrop', 'australia', 'finish', 'line']\n",
      "Stemmed Tokens: ['allen', 'win', 'triathlon', 'kate', 'allen', 'austria', 'win', 'triathlon', 'late', 'surg', 'wednesday', 'pass', 'half', 'field', 'final', 'leg', 'edg', 'loretta', 'harrop', 'australia', 'finish', 'line']\n",
      "Final Preprocessed Text: allen win triathlon kate allen austria win triathlon late surg wednesday pass half field final leg edg loretta harrop australia finish line\n",
      "\n",
      "Original Text: Dolphins' Fiedler Not Happy About Benching (AP) AP - Dave Wannstedt wasn't happy with Jay Fiedler on Saturday, and the feeling was mutual. Wannstedt benched Fiedler at halftime of the Miami Dolphins' 17-7 loss to the Tennessee Titans, and the quarterback said he was disappointed about the quick hook.\n",
      "Lowercased Text: dolphins' fiedler not happy about benching (ap) ap - dave wannstedt wasn't happy with jay fiedler on saturday, and the feeling was mutual. wannstedt benched fiedler at halftime of the miami dolphins' 17-7 loss to the tennessee titans, and the quarterback said he was disappointed about the quick hook.\n",
      "Removed URLs: dolphins' fiedler not happy about benching (ap) ap - dave wannstedt wasn't happy with jay fiedler on saturday, and the feeling was mutual. wannstedt benched fiedler at halftime of the miami dolphins' 17-7 loss to the tennessee titans, and the quarterback said he was disappointed about the quick hook.\n",
      "Removed HTML Tags: dolphins' fiedler not happy about benching (ap) ap - dave wannstedt wasn't happy with jay fiedler on saturday, and the feeling was mutual. wannstedt benched fiedler at halftime of the miami dolphins' 17-7 loss to the tennessee titans, and the quarterback said he was disappointed about the quick hook.\n",
      "Removed Special Characters: dolphins fiedler not happy about benching ap ap  dave wannstedt wasnt happy with jay fiedler on saturday and the feeling was mutual wannstedt benched fiedler at halftime of the miami dolphins  loss to the tennessee titans and the quarterback said he was disappointed about the quick hook\n",
      "Tokens: ['dolphins', 'fiedler', 'not', 'happy', 'about', 'benching', 'ap', 'ap', 'dave', 'wannstedt', 'wasnt', 'happy', 'with', 'jay', 'fiedler', 'on', 'saturday', 'and', 'the', 'feeling', 'was', 'mutual', 'wannstedt', 'benched', 'fiedler', 'at', 'halftime', 'of', 'the', 'miami', 'dolphins', 'loss', 'to', 'the', 'tennessee', 'titans', 'and', 'the', 'quarterback', 'said', 'he', 'was', 'disappointed', 'about', 'the', 'quick', 'hook']\n",
      "Removed Stopwords: ['dolphins', 'fiedler', 'happy', 'benching', 'ap', 'ap', 'dave', 'wannstedt', 'wasnt', 'happy', 'jay', 'fiedler', 'saturday', 'feeling', 'mutual', 'wannstedt', 'benched', 'fiedler', 'halftime', 'miami', 'dolphins', 'loss', 'tennessee', 'titans', 'quarterback', 'said', 'disappointed', 'quick', 'hook']\n",
      "Stemmed Tokens: ['dolphin', 'fiedler', 'happi', 'bench', 'ap', 'ap', 'dave', 'wannstedt', 'wasnt', 'happi', 'jay', 'fiedler', 'saturday', 'feel', 'mutual', 'wannstedt', 'bench', 'fiedler', 'halftim', 'miami', 'dolphin', 'loss', 'tennesse', 'titan', 'quarterback', 'said', 'disappoint', 'quick', 'hook']\n",
      "Final Preprocessed Text: dolphin fiedler happi bench ap ap dave wannstedt wasnt happi jay fiedler saturday feel mutual wannstedt bench fiedler halftim miami dolphin loss tennesse titan quarterback said disappoint quick hook\n",
      "\n",
      "Original Text: No. 15 West Virginia, Syracuse battle it out for control of first MORGANTOWN, W.Va. (U-WIRE) -- Syracuse may enter Morgantown, W.Va., for Wednesday #39;s game under different circumstances than Mountaineer fans are used to from the former Big East powerhouse.\n",
      "Lowercased Text: no. 15 west virginia, syracuse battle it out for control of first morgantown, w.va. (u-wire) -- syracuse may enter morgantown, w.va., for wednesday #39;s game under different circumstances than mountaineer fans are used to from the former big east powerhouse.\n",
      "Removed URLs: no. 15 west virginia, syracuse battle it out for control of first morgantown, w.va. (u-wire) -- syracuse may enter morgantown, w.va., for wednesday #39;s game under different circumstances than mountaineer fans are used to from the former big east powerhouse.\n",
      "Removed HTML Tags: no. 15 west virginia, syracuse battle it out for control of first morgantown, w.va. (u-wire) -- syracuse may enter morgantown, w.va., for wednesday #39;s game under different circumstances than mountaineer fans are used to from the former big east powerhouse.\n",
      "Removed Special Characters: no  west virginia syracuse battle it out for control of first morgantown wva uwire  syracuse may enter morgantown wva for wednesday s game under different circumstances than mountaineer fans are used to from the former big east powerhouse\n",
      "Tokens: ['no', 'west', 'virginia', 'syracuse', 'battle', 'it', 'out', 'for', 'control', 'of', 'first', 'morgantown', 'wva', 'uwire', 'syracuse', 'may', 'enter', 'morgantown', 'wva', 'for', 'wednesday', 's', 'game', 'under', 'different', 'circumstances', 'than', 'mountaineer', 'fans', 'are', 'used', 'to', 'from', 'the', 'former', 'big', 'east', 'powerhouse']\n",
      "Removed Stopwords: ['west', 'virginia', 'syracuse', 'battle', 'control', 'first', 'morgantown', 'wva', 'uwire', 'syracuse', 'may', 'enter', 'morgantown', 'wva', 'wednesday', 'game', 'different', 'circumstances', 'mountaineer', 'fans', 'used', 'former', 'big', 'east', 'powerhouse']\n",
      "Stemmed Tokens: ['west', 'virginia', 'syracus', 'battl', 'control', 'first', 'morgantown', 'wva', 'uwir', 'syracus', 'may', 'enter', 'morgantown', 'wva', 'wednesday', 'game', 'differ', 'circumst', 'mountain', 'fan', 'use', 'former', 'big', 'east', 'powerhous']\n",
      "Final Preprocessed Text: west virginia syracus battl control first morgantown wva uwir syracus may enter morgantown wva wednesday game differ circumst mountain fan use former big east powerhous\n",
      "\n",
      "Original Text: Canadian Driving Champion Jacques Villeneuve to Join Swiss Team Former world driving champion Jacques Villeneuve of Canada has signed a deal to drive for the Swiss-based Sauber Petronas Formula One team next season.\n",
      "Lowercased Text: canadian driving champion jacques villeneuve to join swiss team former world driving champion jacques villeneuve of canada has signed a deal to drive for the swiss-based sauber petronas formula one team next season.\n",
      "Removed URLs: canadian driving champion jacques villeneuve to join swiss team former world driving champion jacques villeneuve of canada has signed a deal to drive for the swiss-based sauber petronas formula one team next season.\n",
      "Removed HTML Tags: canadian driving champion jacques villeneuve to join swiss team former world driving champion jacques villeneuve of canada has signed a deal to drive for the swiss-based sauber petronas formula one team next season.\n",
      "Removed Special Characters: canadian driving champion jacques villeneuve to join swiss team former world driving champion jacques villeneuve of canada has signed a deal to drive for the swissbased sauber petronas formula one team next season\n",
      "Tokens: ['canadian', 'driving', 'champion', 'jacques', 'villeneuve', 'to', 'join', 'swiss', 'team', 'former', 'world', 'driving', 'champion', 'jacques', 'villeneuve', 'of', 'canada', 'has', 'signed', 'a', 'deal', 'to', 'drive', 'for', 'the', 'swissbased', 'sauber', 'petronas', 'formula', 'one', 'team', 'next', 'season']\n",
      "Removed Stopwords: ['canadian', 'driving', 'champion', 'jacques', 'villeneuve', 'join', 'swiss', 'team', 'former', 'world', 'driving', 'champion', 'jacques', 'villeneuve', 'canada', 'signed', 'deal', 'drive', 'swissbased', 'sauber', 'petronas', 'formula', 'one', 'team', 'next', 'season']\n",
      "Stemmed Tokens: ['canadian', 'drive', 'champion', 'jacqu', 'villeneuv', 'join', 'swiss', 'team', 'former', 'world', 'drive', 'champion', 'jacqu', 'villeneuv', 'canada', 'sign', 'deal', 'drive', 'swissbas', 'sauber', 'petrona', 'formula', 'one', 'team', 'next', 'season']\n",
      "Final Preprocessed Text: canadian drive champion jacqu villeneuv join swiss team former world drive champion jacqu villeneuv canada sign deal drive swissbas sauber petrona formula one team next season\n",
      "\n",
      "Original Text: US moves on to final round The United States national soccer team revealed both its immediate and long-term future in a 6-0 victory over Panama last night.\n",
      "Lowercased Text: us moves on to final round the united states national soccer team revealed both its immediate and long-term future in a 6-0 victory over panama last night.\n",
      "Removed URLs: us moves on to final round the united states national soccer team revealed both its immediate and long-term future in a 6-0 victory over panama last night.\n",
      "Removed HTML Tags: us moves on to final round the united states national soccer team revealed both its immediate and long-term future in a 6-0 victory over panama last night.\n",
      "Removed Special Characters: us moves on to final round the united states national soccer team revealed both its immediate and longterm future in a  victory over panama last night\n",
      "Tokens: ['us', 'moves', 'on', 'to', 'final', 'round', 'the', 'united', 'states', 'national', 'soccer', 'team', 'revealed', 'both', 'its', 'immediate', 'and', 'longterm', 'future', 'in', 'a', 'victory', 'over', 'panama', 'last', 'night']\n",
      "Removed Stopwords: ['us', 'moves', 'final', 'round', 'united', 'states', 'national', 'soccer', 'team', 'revealed', 'immediate', 'longterm', 'future', 'victory', 'panama', 'last', 'night']\n",
      "Stemmed Tokens: ['us', 'move', 'final', 'round', 'unit', 'state', 'nation', 'soccer', 'team', 'reveal', 'immedi', 'longterm', 'futur', 'victori', 'panama', 'last', 'night']\n",
      "Final Preprocessed Text: us move final round unit state nation soccer team reveal immedi longterm futur victori panama last night\n",
      "\n",
      "Original Text: Kim Captures 1-Shot Win at Longs Drugs (AP) AP - Christina Kim made a charge on the back nine Sunday, shooting a 6-under 65 at the Longs Drugs Challenge for a one-shot victory over Karrie Webb and her first LPGA win.\n",
      "Lowercased Text: kim captures 1-shot win at longs drugs (ap) ap - christina kim made a charge on the back nine sunday, shooting a 6-under 65 at the longs drugs challenge for a one-shot victory over karrie webb and her first lpga win.\n",
      "Removed URLs: kim captures 1-shot win at longs drugs (ap) ap - christina kim made a charge on the back nine sunday, shooting a 6-under 65 at the longs drugs challenge for a one-shot victory over karrie webb and her first lpga win.\n",
      "Removed HTML Tags: kim captures 1-shot win at longs drugs (ap) ap - christina kim made a charge on the back nine sunday, shooting a 6-under 65 at the longs drugs challenge for a one-shot victory over karrie webb and her first lpga win.\n",
      "Removed Special Characters: kim captures shot win at longs drugs ap ap  christina kim made a charge on the back nine sunday shooting a under  at the longs drugs challenge for a oneshot victory over karrie webb and her first lpga win\n",
      "Tokens: ['kim', 'captures', 'shot', 'win', 'at', 'longs', 'drugs', 'ap', 'ap', 'christina', 'kim', 'made', 'a', 'charge', 'on', 'the', 'back', 'nine', 'sunday', 'shooting', 'a', 'under', 'at', 'the', 'longs', 'drugs', 'challenge', 'for', 'a', 'oneshot', 'victory', 'over', 'karrie', 'webb', 'and', 'her', 'first', 'lpga', 'win']\n",
      "Removed Stopwords: ['kim', 'captures', 'shot', 'win', 'longs', 'drugs', 'ap', 'ap', 'christina', 'kim', 'made', 'charge', 'back', 'nine', 'sunday', 'shooting', 'longs', 'drugs', 'challenge', 'oneshot', 'victory', 'karrie', 'webb', 'first', 'lpga', 'win']\n",
      "Stemmed Tokens: ['kim', 'captur', 'shot', 'win', 'long', 'drug', 'ap', 'ap', 'christina', 'kim', 'made', 'charg', 'back', 'nine', 'sunday', 'shoot', 'long', 'drug', 'challeng', 'oneshot', 'victori', 'karri', 'webb', 'first', 'lpga', 'win']\n",
      "Final Preprocessed Text: kim captur shot win long drug ap ap christina kim made charg back nine sunday shoot long drug challeng oneshot victori karri webb first lpga win\n",
      "\n",
      "Original Text: Schilling will not start Game 5 of ALCS That #39;s the state of the Boston Red Sox pitching rotation after Schilling was scratched from his scheduled Game 5 start because of a sore ankle.\n",
      "Lowercased Text: schilling will not start game 5 of alcs that #39;s the state of the boston red sox pitching rotation after schilling was scratched from his scheduled game 5 start because of a sore ankle.\n",
      "Removed URLs: schilling will not start game 5 of alcs that #39;s the state of the boston red sox pitching rotation after schilling was scratched from his scheduled game 5 start because of a sore ankle.\n",
      "Removed HTML Tags: schilling will not start game 5 of alcs that #39;s the state of the boston red sox pitching rotation after schilling was scratched from his scheduled game 5 start because of a sore ankle.\n",
      "Removed Special Characters: schilling will not start game  of alcs that s the state of the boston red sox pitching rotation after schilling was scratched from his scheduled game  start because of a sore ankle\n",
      "Tokens: ['schilling', 'will', 'not', 'start', 'game', 'of', 'alcs', 'that', 's', 'the', 'state', 'of', 'the', 'boston', 'red', 'sox', 'pitching', 'rotation', 'after', 'schilling', 'was', 'scratched', 'from', 'his', 'scheduled', 'game', 'start', 'because', 'of', 'a', 'sore', 'ankle']\n",
      "Removed Stopwords: ['schilling', 'start', 'game', 'alcs', 'state', 'boston', 'red', 'sox', 'pitching', 'rotation', 'schilling', 'scratched', 'scheduled', 'game', 'start', 'sore', 'ankle']\n",
      "Stemmed Tokens: ['schill', 'start', 'game', 'alc', 'state', 'boston', 'red', 'sox', 'pitch', 'rotat', 'schill', 'scratch', 'schedul', 'game', 'start', 'sore', 'ankl']\n",
      "Final Preprocessed Text: schill start game alc state boston red sox pitch rotat schill scratch schedul game start sore ankl\n",
      "\n",
      "Original Text: Davydenko tops Davis Cup  #39;mate Youzhny MOSCOW -- Nikolay Davydenko overcame leg cramps to beat Russian Davis Cup teammate Mikhail Youzhny in a tough Kremlin Cup semifinal, 7-5, 6-7, 7-5 on Saturday.\n",
      "Lowercased Text: davydenko tops davis cup  #39;mate youzhny moscow -- nikolay davydenko overcame leg cramps to beat russian davis cup teammate mikhail youzhny in a tough kremlin cup semifinal, 7-5, 6-7, 7-5 on saturday.\n",
      "Removed URLs: davydenko tops davis cup  #39;mate youzhny moscow -- nikolay davydenko overcame leg cramps to beat russian davis cup teammate mikhail youzhny in a tough kremlin cup semifinal, 7-5, 6-7, 7-5 on saturday.\n",
      "Removed HTML Tags: davydenko tops davis cup  #39;mate youzhny moscow -- nikolay davydenko overcame leg cramps to beat russian davis cup teammate mikhail youzhny in a tough kremlin cup semifinal, 7-5, 6-7, 7-5 on saturday.\n",
      "Removed Special Characters: davydenko tops davis cup  mate youzhny moscow  nikolay davydenko overcame leg cramps to beat russian davis cup teammate mikhail youzhny in a tough kremlin cup semifinal    on saturday\n",
      "Tokens: ['davydenko', 'tops', 'davis', 'cup', 'mate', 'youzhny', 'moscow', 'nikolay', 'davydenko', 'overcame', 'leg', 'cramps', 'to', 'beat', 'russian', 'davis', 'cup', 'teammate', 'mikhail', 'youzhny', 'in', 'a', 'tough', 'kremlin', 'cup', 'semifinal', 'on', 'saturday']\n",
      "Removed Stopwords: ['davydenko', 'tops', 'davis', 'cup', 'mate', 'youzhny', 'moscow', 'nikolay', 'davydenko', 'overcame', 'leg', 'cramps', 'beat', 'russian', 'davis', 'cup', 'teammate', 'mikhail', 'youzhny', 'tough', 'kremlin', 'cup', 'semifinal', 'saturday']\n",
      "Stemmed Tokens: ['davydenko', 'top', 'davi', 'cup', 'mate', 'youzhni', 'moscow', 'nikolay', 'davydenko', 'overcam', 'leg', 'cramp', 'beat', 'russian', 'davi', 'cup', 'teammat', 'mikhail', 'youzhni', 'tough', 'kremlin', 'cup', 'semifin', 'saturday']\n",
      "Final Preprocessed Text: davydenko top davi cup mate youzhni moscow nikolay davydenko overcam leg cramp beat russian davi cup teammat mikhail youzhni tough kremlin cup semifin saturday\n",
      "\n",
      "Original Text: Loeb forced out of rally ESTONIA #39;s Markko Martin took the Rally of Catalonia lead today after newly-crowned world champion Sebastien Loeb, the overnight leader, was forced out of the race with a severe oil leak.\n",
      "Lowercased Text: loeb forced out of rally estonia #39;s markko martin took the rally of catalonia lead today after newly-crowned world champion sebastien loeb, the overnight leader, was forced out of the race with a severe oil leak.\n",
      "Removed URLs: loeb forced out of rally estonia #39;s markko martin took the rally of catalonia lead today after newly-crowned world champion sebastien loeb, the overnight leader, was forced out of the race with a severe oil leak.\n",
      "Removed HTML Tags: loeb forced out of rally estonia #39;s markko martin took the rally of catalonia lead today after newly-crowned world champion sebastien loeb, the overnight leader, was forced out of the race with a severe oil leak.\n",
      "Removed Special Characters: loeb forced out of rally estonia s markko martin took the rally of catalonia lead today after newlycrowned world champion sebastien loeb the overnight leader was forced out of the race with a severe oil leak\n",
      "Tokens: ['loeb', 'forced', 'out', 'of', 'rally', 'estonia', 's', 'markko', 'martin', 'took', 'the', 'rally', 'of', 'catalonia', 'lead', 'today', 'after', 'newlycrowned', 'world', 'champion', 'sebastien', 'loeb', 'the', 'overnight', 'leader', 'was', 'forced', 'out', 'of', 'the', 'race', 'with', 'a', 'severe', 'oil', 'leak']\n",
      "Removed Stopwords: ['loeb', 'forced', 'rally', 'estonia', 'markko', 'martin', 'took', 'rally', 'catalonia', 'lead', 'today', 'newlycrowned', 'world', 'champion', 'sebastien', 'loeb', 'overnight', 'leader', 'forced', 'race', 'severe', 'oil', 'leak']\n",
      "Stemmed Tokens: ['loeb', 'forc', 'ralli', 'estonia', 'markko', 'martin', 'took', 'ralli', 'catalonia', 'lead', 'today', 'newlycrown', 'world', 'champion', 'sebastien', 'loeb', 'overnight', 'leader', 'forc', 'race', 'sever', 'oil', 'leak']\n",
      "Final Preprocessed Text: loeb forc ralli estonia markko martin took ralli catalonia lead today newlycrown world champion sebastien loeb overnight leader forc race sever oil leak\n",
      "\n",
      "Original Text: Benitez Plans Tactical Overhaul Rafael Benitez embarks on his first European campaign as Liverpool boss tomorrow with a warning to his players that the continents finest have got wise to English tactics.\n",
      "Lowercased Text: benitez plans tactical overhaul rafael benitez embarks on his first european campaign as liverpool boss tomorrow with a warning to his players that the continents finest have got wise to english tactics.\n",
      "Removed URLs: benitez plans tactical overhaul rafael benitez embarks on his first european campaign as liverpool boss tomorrow with a warning to his players that the continents finest have got wise to english tactics.\n",
      "Removed HTML Tags: benitez plans tactical overhaul rafael benitez embarks on his first european campaign as liverpool boss tomorrow with a warning to his players that the continents finest have got wise to english tactics.\n",
      "Removed Special Characters: benitez plans tactical overhaul rafael benitez embarks on his first european campaign as liverpool boss tomorrow with a warning to his players that the continents finest have got wise to english tactics\n",
      "Tokens: ['benitez', 'plans', 'tactical', 'overhaul', 'rafael', 'benitez', 'embarks', 'on', 'his', 'first', 'european', 'campaign', 'as', 'liverpool', 'boss', 'tomorrow', 'with', 'a', 'warning', 'to', 'his', 'players', 'that', 'the', 'continents', 'finest', 'have', 'got', 'wise', 'to', 'english', 'tactics']\n",
      "Removed Stopwords: ['benitez', 'plans', 'tactical', 'overhaul', 'rafael', 'benitez', 'embarks', 'first', 'european', 'campaign', 'liverpool', 'boss', 'tomorrow', 'warning', 'players', 'continents', 'finest', 'got', 'wise', 'english', 'tactics']\n",
      "Stemmed Tokens: ['benitez', 'plan', 'tactic', 'overhaul', 'rafael', 'benitez', 'embark', 'first', 'european', 'campaign', 'liverpool', 'boss', 'tomorrow', 'warn', 'player', 'contin', 'finest', 'got', 'wise', 'english', 'tactic']\n",
      "Final Preprocessed Text: benitez plan tactic overhaul rafael benitez embark first european campaign liverpool boss tomorrow warn player contin finest got wise english tactic\n",
      "\n",
      "Original Text: Defense is chief problem again The Tampa Bay Buccaneers found a way to beat the Kansas City Chiefs. They simply outscored them.\n",
      "Lowercased Text: defense is chief problem again the tampa bay buccaneers found a way to beat the kansas city chiefs. they simply outscored them.\n",
      "Removed URLs: defense is chief problem again the tampa bay buccaneers found a way to beat the kansas city chiefs. they simply outscored them.\n",
      "Removed HTML Tags: defense is chief problem again the tampa bay buccaneers found a way to beat the kansas city chiefs. they simply outscored them.\n",
      "Removed Special Characters: defense is chief problem again the tampa bay buccaneers found a way to beat the kansas city chiefs they simply outscored them\n",
      "Tokens: ['defense', 'is', 'chief', 'problem', 'again', 'the', 'tampa', 'bay', 'buccaneers', 'found', 'a', 'way', 'to', 'beat', 'the', 'kansas', 'city', 'chiefs', 'they', 'simply', 'outscored', 'them']\n",
      "Removed Stopwords: ['defense', 'chief', 'problem', 'tampa', 'bay', 'buccaneers', 'found', 'way', 'beat', 'kansas', 'city', 'chiefs', 'simply', 'outscored']\n",
      "Stemmed Tokens: ['defens', 'chief', 'problem', 'tampa', 'bay', 'buccan', 'found', 'way', 'beat', 'kansa', 'citi', 'chief', 'simpli', 'outscor']\n",
      "Final Preprocessed Text: defens chief problem tampa bay buccan found way beat kansa citi chief simpli outscor\n",
      "\n",
      "Original Text: Jets, Pennington Talk The New York Jets and quarterback Chad Pennington are looking to finalize a contract extension by next Wednesday.\n",
      "Lowercased Text: jets, pennington talk the new york jets and quarterback chad pennington are looking to finalize a contract extension by next wednesday.\n",
      "Removed URLs: jets, pennington talk the new york jets and quarterback chad pennington are looking to finalize a contract extension by next wednesday.\n",
      "Removed HTML Tags: jets, pennington talk the new york jets and quarterback chad pennington are looking to finalize a contract extension by next wednesday.\n",
      "Removed Special Characters: jets pennington talk the new york jets and quarterback chad pennington are looking to finalize a contract extension by next wednesday\n",
      "Tokens: ['jets', 'pennington', 'talk', 'the', 'new', 'york', 'jets', 'and', 'quarterback', 'chad', 'pennington', 'are', 'looking', 'to', 'finalize', 'a', 'contract', 'extension', 'by', 'next', 'wednesday']\n",
      "Removed Stopwords: ['jets', 'pennington', 'talk', 'new', 'york', 'jets', 'quarterback', 'chad', 'pennington', 'looking', 'finalize', 'contract', 'extension', 'next', 'wednesday']\n",
      "Stemmed Tokens: ['jet', 'pennington', 'talk', 'new', 'york', 'jet', 'quarterback', 'chad', 'pennington', 'look', 'final', 'contract', 'extens', 'next', 'wednesday']\n",
      "Final Preprocessed Text: jet pennington talk new york jet quarterback chad pennington look final contract extens next wednesday\n",
      "\n",
      "Original Text: GAME DAY RECAP Thursday, September 09 Bobby Madritsch pitched eight shutout innings and the Seattle Mariners ended a seven-game losing streak Thursday night with a 7-1 victory over Boston, dropping the Red Sox 3 games behind the first-place New York Yankees in the AL East.\n",
      "Lowercased Text: game day recap thursday, september 09 bobby madritsch pitched eight shutout innings and the seattle mariners ended a seven-game losing streak thursday night with a 7-1 victory over boston, dropping the red sox 3 games behind the first-place new york yankees in the al east.\n",
      "Removed URLs: game day recap thursday, september 09 bobby madritsch pitched eight shutout innings and the seattle mariners ended a seven-game losing streak thursday night with a 7-1 victory over boston, dropping the red sox 3 games behind the first-place new york yankees in the al east.\n",
      "Removed HTML Tags: game day recap thursday, september 09 bobby madritsch pitched eight shutout innings and the seattle mariners ended a seven-game losing streak thursday night with a 7-1 victory over boston, dropping the red sox 3 games behind the first-place new york yankees in the al east.\n",
      "Removed Special Characters: game day recap thursday september  bobby madritsch pitched eight shutout innings and the seattle mariners ended a sevengame losing streak thursday night with a  victory over boston dropping the red sox  games behind the firstplace new york yankees in the al east\n",
      "Tokens: ['game', 'day', 'recap', 'thursday', 'september', 'bobby', 'madritsch', 'pitched', 'eight', 'shutout', 'innings', 'and', 'the', 'seattle', 'mariners', 'ended', 'a', 'sevengame', 'losing', 'streak', 'thursday', 'night', 'with', 'a', 'victory', 'over', 'boston', 'dropping', 'the', 'red', 'sox', 'games', 'behind', 'the', 'firstplace', 'new', 'york', 'yankees', 'in', 'the', 'al', 'east']\n",
      "Removed Stopwords: ['game', 'day', 'recap', 'thursday', 'september', 'bobby', 'madritsch', 'pitched', 'eight', 'shutout', 'innings', 'seattle', 'mariners', 'ended', 'sevengame', 'losing', 'streak', 'thursday', 'night', 'victory', 'boston', 'dropping', 'red', 'sox', 'games', 'behind', 'firstplace', 'new', 'york', 'yankees', 'al', 'east']\n",
      "Stemmed Tokens: ['game', 'day', 'recap', 'thursday', 'septemb', 'bobbi', 'madritsch', 'pitch', 'eight', 'shutout', 'inning', 'seattl', 'marin', 'end', 'sevengam', 'lose', 'streak', 'thursday', 'night', 'victori', 'boston', 'drop', 'red', 'sox', 'game', 'behind', 'firstplac', 'new', 'york', 'yanke', 'al', 'east']\n",
      "Final Preprocessed Text: game day recap thursday septemb bobbi madritsch pitch eight shutout inning seattl marin end sevengam lose streak thursday night victori boston drop red sox game behind firstplac new york yanke al east\n",
      "\n",
      "Original Text: Former Red left hole struggling bullpen has yet to fill Nearly six months have passed since the Reds traded Chris Reitsma to Atlanta, but Sean Casey still regrets the move.  quot;You look at all the success the Braves \n",
      "Lowercased Text: former red left hole struggling bullpen has yet to fill nearly six months have passed since the reds traded chris reitsma to atlanta, but sean casey still regrets the move.  quot;you look at all the success the braves \n",
      "Removed URLs: former red left hole struggling bullpen has yet to fill nearly six months have passed since the reds traded chris reitsma to atlanta, but sean casey still regrets the move.  quot;you look at all the success the braves \n",
      "Removed HTML Tags: former red left hole struggling bullpen has yet to fill nearly six months have passed since the reds traded chris reitsma to atlanta, but sean casey still regrets the move.  quot;you look at all the success the braves \n",
      "Removed Special Characters: former red left hole struggling bullpen has yet to fill nearly six months have passed since the reds traded chris reitsma to atlanta but sean casey still regrets the move  quotyou look at all the success the braves \n",
      "Tokens: ['former', 'red', 'left', 'hole', 'struggling', 'bullpen', 'has', 'yet', 'to', 'fill', 'nearly', 'six', 'months', 'have', 'passed', 'since', 'the', 'reds', 'traded', 'chris', 'reitsma', 'to', 'atlanta', 'but', 'sean', 'casey', 'still', 'regrets', 'the', 'move', 'quotyou', 'look', 'at', 'all', 'the', 'success', 'the', 'braves']\n",
      "Removed Stopwords: ['former', 'red', 'left', 'hole', 'struggling', 'bullpen', 'yet', 'fill', 'nearly', 'six', 'months', 'passed', 'since', 'reds', 'traded', 'chris', 'reitsma', 'atlanta', 'sean', 'casey', 'still', 'regrets', 'move', 'quotyou', 'look', 'success', 'braves']\n",
      "Stemmed Tokens: ['former', 'red', 'left', 'hole', 'struggl', 'bullpen', 'yet', 'fill', 'nearli', 'six', 'month', 'pass', 'sinc', 'red', 'trade', 'chri', 'reitsma', 'atlanta', 'sean', 'casey', 'still', 'regret', 'move', 'quotyou', 'look', 'success', 'brave']\n",
      "Final Preprocessed Text: former red left hole struggl bullpen yet fill nearli six month pass sinc red trade chri reitsma atlanta sean casey still regret move quotyou look success brave\n",
      "\n",
      "Original Text: Safin Survives First-Round Scare in Moscow  MOSCOW (Reuters) - Top seed Marat Safin survived a  first-round scare before prevailing over his doubles partner  Max Mirnyi 6-7, 7-6, 7-6 in the Kremlin Cup Monday.\n",
      "Lowercased Text: safin survives first-round scare in moscow  moscow (reuters) - top seed marat safin survived a  first-round scare before prevailing over his doubles partner  max mirnyi 6-7, 7-6, 7-6 in the kremlin cup monday.\n",
      "Removed URLs: safin survives first-round scare in moscow  moscow (reuters) - top seed marat safin survived a  first-round scare before prevailing over his doubles partner  max mirnyi 6-7, 7-6, 7-6 in the kremlin cup monday.\n",
      "Removed HTML Tags: safin survives first-round scare in moscow  moscow (reuters) - top seed marat safin survived a  first-round scare before prevailing over his doubles partner  max mirnyi 6-7, 7-6, 7-6 in the kremlin cup monday.\n",
      "Removed Special Characters: safin survives firstround scare in moscow  moscow reuters  top seed marat safin survived a  firstround scare before prevailing over his doubles partner  max mirnyi    in the kremlin cup monday\n",
      "Tokens: ['safin', 'survives', 'firstround', 'scare', 'in', 'moscow', 'moscow', 'reuters', 'top', 'seed', 'marat', 'safin', 'survived', 'a', 'firstround', 'scare', 'before', 'prevailing', 'over', 'his', 'doubles', 'partner', 'max', 'mirnyi', 'in', 'the', 'kremlin', 'cup', 'monday']\n",
      "Removed Stopwords: ['safin', 'survives', 'firstround', 'scare', 'moscow', 'moscow', 'reuters', 'top', 'seed', 'marat', 'safin', 'survived', 'firstround', 'scare', 'prevailing', 'doubles', 'partner', 'max', 'mirnyi', 'kremlin', 'cup', 'monday']\n",
      "Stemmed Tokens: ['safin', 'surviv', 'firstround', 'scare', 'moscow', 'moscow', 'reuter', 'top', 'seed', 'marat', 'safin', 'surviv', 'firstround', 'scare', 'prevail', 'doubl', 'partner', 'max', 'mirnyi', 'kremlin', 'cup', 'monday']\n",
      "Final Preprocessed Text: safin surviv firstround scare moscow moscow reuter top seed marat safin surviv firstround scare prevail doubl partner max mirnyi kremlin cup monday\n",
      "\n",
      "Original Text: Ravens' Offensive Coordinator Resigns (AP) AP - Baltimore Ravens offensive coordinator Matt Cavanaugh resigned under pressure Monday after meeting with head coach Brian Billick, who finally lost patience with the team's sputtering attack.\n",
      "Lowercased Text: ravens' offensive coordinator resigns (ap) ap - baltimore ravens offensive coordinator matt cavanaugh resigned under pressure monday after meeting with head coach brian billick, who finally lost patience with the team's sputtering attack.\n",
      "Removed URLs: ravens' offensive coordinator resigns (ap) ap - baltimore ravens offensive coordinator matt cavanaugh resigned under pressure monday after meeting with head coach brian billick, who finally lost patience with the team's sputtering attack.\n",
      "Removed HTML Tags: ravens' offensive coordinator resigns (ap) ap - baltimore ravens offensive coordinator matt cavanaugh resigned under pressure monday after meeting with head coach brian billick, who finally lost patience with the team's sputtering attack.\n",
      "Removed Special Characters: ravens offensive coordinator resigns ap ap  baltimore ravens offensive coordinator matt cavanaugh resigned under pressure monday after meeting with head coach brian billick who finally lost patience with the teams sputtering attack\n",
      "Tokens: ['ravens', 'offensive', 'coordinator', 'resigns', 'ap', 'ap', 'baltimore', 'ravens', 'offensive', 'coordinator', 'matt', 'cavanaugh', 'resigned', 'under', 'pressure', 'monday', 'after', 'meeting', 'with', 'head', 'coach', 'brian', 'billick', 'who', 'finally', 'lost', 'patience', 'with', 'the', 'teams', 'sputtering', 'attack']\n",
      "Removed Stopwords: ['ravens', 'offensive', 'coordinator', 'resigns', 'ap', 'ap', 'baltimore', 'ravens', 'offensive', 'coordinator', 'matt', 'cavanaugh', 'resigned', 'pressure', 'monday', 'meeting', 'head', 'coach', 'brian', 'billick', 'finally', 'lost', 'patience', 'teams', 'sputtering', 'attack']\n",
      "Stemmed Tokens: ['raven', 'offens', 'coordin', 'resign', 'ap', 'ap', 'baltimor', 'raven', 'offens', 'coordin', 'matt', 'cavanaugh', 'resign', 'pressur', 'monday', 'meet', 'head', 'coach', 'brian', 'billick', 'final', 'lost', 'patienc', 'team', 'sputter', 'attack']\n",
      "Final Preprocessed Text: raven offens coordin resign ap ap baltimor raven offens coordin matt cavanaugh resign pressur monday meet head coach brian billick final lost patienc team sputter attack\n",
      "\n",
      "Original Text: Late fumble dooms Purdue WEST LAFAYETTE, Ind. -- Scott Starks returned a fumble by Purdue quarterback Kyle Orton 40 yards for a touchdown in the closing minutes to lift 10th-ranked Wisconsin to a 20-17 win over No. 5 Purdue yesterday.\n",
      "Lowercased Text: late fumble dooms purdue west lafayette, ind. -- scott starks returned a fumble by purdue quarterback kyle orton 40 yards for a touchdown in the closing minutes to lift 10th-ranked wisconsin to a 20-17 win over no. 5 purdue yesterday.\n",
      "Removed URLs: late fumble dooms purdue west lafayette, ind. -- scott starks returned a fumble by purdue quarterback kyle orton 40 yards for a touchdown in the closing minutes to lift 10th-ranked wisconsin to a 20-17 win over no. 5 purdue yesterday.\n",
      "Removed HTML Tags: late fumble dooms purdue west lafayette, ind. -- scott starks returned a fumble by purdue quarterback kyle orton 40 yards for a touchdown in the closing minutes to lift 10th-ranked wisconsin to a 20-17 win over no. 5 purdue yesterday.\n",
      "Removed Special Characters: late fumble dooms purdue west lafayette ind  scott starks returned a fumble by purdue quarterback kyle orton  yards for a touchdown in the closing minutes to lift thranked wisconsin to a  win over no  purdue yesterday\n",
      "Tokens: ['late', 'fumble', 'dooms', 'purdue', 'west', 'lafayette', 'ind', 'scott', 'starks', 'returned', 'a', 'fumble', 'by', 'purdue', 'quarterback', 'kyle', 'orton', 'yards', 'for', 'a', 'touchdown', 'in', 'the', 'closing', 'minutes', 'to', 'lift', 'thranked', 'wisconsin', 'to', 'a', 'win', 'over', 'no', 'purdue', 'yesterday']\n",
      "Removed Stopwords: ['late', 'fumble', 'dooms', 'purdue', 'west', 'lafayette', 'ind', 'scott', 'starks', 'returned', 'fumble', 'purdue', 'quarterback', 'kyle', 'orton', 'yards', 'touchdown', 'closing', 'minutes', 'lift', 'thranked', 'wisconsin', 'win', 'purdue', 'yesterday']\n",
      "Stemmed Tokens: ['late', 'fumbl', 'doom', 'purdu', 'west', 'lafayett', 'ind', 'scott', 'stark', 'return', 'fumbl', 'purdu', 'quarterback', 'kyle', 'orton', 'yard', 'touchdown', 'close', 'minut', 'lift', 'thrank', 'wisconsin', 'win', 'purdu', 'yesterday']\n",
      "Final Preprocessed Text: late fumbl doom purdu west lafayett ind scott stark return fumbl purdu quarterback kyle orton yard touchdown close minut lift thrank wisconsin win purdu yesterday\n",
      "\n",
      "Original Text: Notebook: USC, Sooners in control of BCS USC vs. Oklahoma in the Orange Bowl appears to be three victories away - two by USC and one by the Sooners. USC and Oklahoma held the top two spots in the Bowl Championship \n",
      "Lowercased Text: notebook: usc, sooners in control of bcs usc vs. oklahoma in the orange bowl appears to be three victories away - two by usc and one by the sooners. usc and oklahoma held the top two spots in the bowl championship \n",
      "Removed URLs: notebook: usc, sooners in control of bcs usc vs. oklahoma in the orange bowl appears to be three victories away - two by usc and one by the sooners. usc and oklahoma held the top two spots in the bowl championship \n",
      "Removed HTML Tags: notebook: usc, sooners in control of bcs usc vs. oklahoma in the orange bowl appears to be three victories away - two by usc and one by the sooners. usc and oklahoma held the top two spots in the bowl championship \n",
      "Removed Special Characters: notebook usc sooners in control of bcs usc vs oklahoma in the orange bowl appears to be three victories away  two by usc and one by the sooners usc and oklahoma held the top two spots in the bowl championship \n",
      "Tokens: ['notebook', 'usc', 'sooners', 'in', 'control', 'of', 'bcs', 'usc', 'vs', 'oklahoma', 'in', 'the', 'orange', 'bowl', 'appears', 'to', 'be', 'three', 'victories', 'away', 'two', 'by', 'usc', 'and', 'one', 'by', 'the', 'sooners', 'usc', 'and', 'oklahoma', 'held', 'the', 'top', 'two', 'spots', 'in', 'the', 'bowl', 'championship']\n",
      "Removed Stopwords: ['notebook', 'usc', 'sooners', 'control', 'bcs', 'usc', 'vs', 'oklahoma', 'orange', 'bowl', 'appears', 'three', 'victories', 'away', 'two', 'usc', 'one', 'sooners', 'usc', 'oklahoma', 'held', 'top', 'two', 'spots', 'bowl', 'championship']\n",
      "Stemmed Tokens: ['notebook', 'usc', 'sooner', 'control', 'bc', 'usc', 'vs', 'oklahoma', 'orang', 'bowl', 'appear', 'three', 'victori', 'away', 'two', 'usc', 'one', 'sooner', 'usc', 'oklahoma', 'held', 'top', 'two', 'spot', 'bowl', 'championship']\n",
      "Final Preprocessed Text: notebook usc sooner control bc usc vs oklahoma orang bowl appear three victori away two usc one sooner usc oklahoma held top two spot bowl championship\n",
      "\n",
      "Original Text: Spurrier expected to replace Holtz Lou Holtz wanted his South Carolina players to focus on their game against Clemson. They suddenly have a lot more on their minds. Holtz will retire as coach at South Carolina \n",
      "Lowercased Text: spurrier expected to replace holtz lou holtz wanted his south carolina players to focus on their game against clemson. they suddenly have a lot more on their minds. holtz will retire as coach at south carolina \n",
      "Removed URLs: spurrier expected to replace holtz lou holtz wanted his south carolina players to focus on their game against clemson. they suddenly have a lot more on their minds. holtz will retire as coach at south carolina \n",
      "Removed HTML Tags: spurrier expected to replace holtz lou holtz wanted his south carolina players to focus on their game against clemson. they suddenly have a lot more on their minds. holtz will retire as coach at south carolina \n",
      "Removed Special Characters: spurrier expected to replace holtz lou holtz wanted his south carolina players to focus on their game against clemson they suddenly have a lot more on their minds holtz will retire as coach at south carolina \n",
      "Tokens: ['spurrier', 'expected', 'to', 'replace', 'holtz', 'lou', 'holtz', 'wanted', 'his', 'south', 'carolina', 'players', 'to', 'focus', 'on', 'their', 'game', 'against', 'clemson', 'they', 'suddenly', 'have', 'a', 'lot', 'more', 'on', 'their', 'minds', 'holtz', 'will', 'retire', 'as', 'coach', 'at', 'south', 'carolina']\n",
      "Removed Stopwords: ['spurrier', 'expected', 'replace', 'holtz', 'lou', 'holtz', 'wanted', 'south', 'carolina', 'players', 'focus', 'game', 'clemson', 'suddenly', 'lot', 'minds', 'holtz', 'retire', 'coach', 'south', 'carolina']\n",
      "Stemmed Tokens: ['spurrier', 'expect', 'replac', 'holtz', 'lou', 'holtz', 'want', 'south', 'carolina', 'player', 'focu', 'game', 'clemson', 'suddenli', 'lot', 'mind', 'holtz', 'retir', 'coach', 'south', 'carolina']\n",
      "Final Preprocessed Text: spurrier expect replac holtz lou holtz want south carolina player focu game clemson suddenli lot mind holtz retir coach south carolina\n",
      "\n",
      "Original Text: West Lafayette abuzz with Boilers #39; lofty ranking Purdue #39;s Boilermakers are breathing thin and rarefied air as they climb up the college football rankings mountain. It #39;s a heady air that hasn #39;t been breathed on the West Lafayette campus in nearly 25 years.\n",
      "Lowercased Text: west lafayette abuzz with boilers #39; lofty ranking purdue #39;s boilermakers are breathing thin and rarefied air as they climb up the college football rankings mountain. it #39;s a heady air that hasn #39;t been breathed on the west lafayette campus in nearly 25 years.\n",
      "Removed URLs: west lafayette abuzz with boilers #39; lofty ranking purdue #39;s boilermakers are breathing thin and rarefied air as they climb up the college football rankings mountain. it #39;s a heady air that hasn #39;t been breathed on the west lafayette campus in nearly 25 years.\n",
      "Removed HTML Tags: west lafayette abuzz with boilers #39; lofty ranking purdue #39;s boilermakers are breathing thin and rarefied air as they climb up the college football rankings mountain. it #39;s a heady air that hasn #39;t been breathed on the west lafayette campus in nearly 25 years.\n",
      "Removed Special Characters: west lafayette abuzz with boilers  lofty ranking purdue s boilermakers are breathing thin and rarefied air as they climb up the college football rankings mountain it s a heady air that hasn t been breathed on the west lafayette campus in nearly  years\n",
      "Tokens: ['west', 'lafayette', 'abuzz', 'with', 'boilers', 'lofty', 'ranking', 'purdue', 's', 'boilermakers', 'are', 'breathing', 'thin', 'and', 'rarefied', 'air', 'as', 'they', 'climb', 'up', 'the', 'college', 'football', 'rankings', 'mountain', 'it', 's', 'a', 'heady', 'air', 'that', 'hasn', 't', 'been', 'breathed', 'on', 'the', 'west', 'lafayette', 'campus', 'in', 'nearly', 'years']\n",
      "Removed Stopwords: ['west', 'lafayette', 'abuzz', 'boilers', 'lofty', 'ranking', 'purdue', 'boilermakers', 'breathing', 'thin', 'rarefied', 'air', 'climb', 'college', 'football', 'rankings', 'mountain', 'heady', 'air', 'breathed', 'west', 'lafayette', 'campus', 'nearly', 'years']\n",
      "Stemmed Tokens: ['west', 'lafayett', 'abuzz', 'boiler', 'lofti', 'rank', 'purdu', 'boilermak', 'breath', 'thin', 'rarefi', 'air', 'climb', 'colleg', 'footbal', 'rank', 'mountain', 'headi', 'air', 'breath', 'west', 'lafayett', 'campu', 'nearli', 'year']\n",
      "Final Preprocessed Text: west lafayett abuzz boiler lofti rank purdu boilermak breath thin rarefi air climb colleg footbal rank mountain headi air breath west lafayett campu nearli year\n",
      "\n",
      "Original Text: Rebels use late TD to top Gamecocks COLUMBIA, S.C. -- Ethan Flatt found Bill Flowers in the corner of the end zone for a 29-yard touchdown pass with 1:05 left to give Mississippi a 31-28 victory over No. 25 South Carolina yesterday.\n",
      "Lowercased Text: rebels use late td to top gamecocks columbia, s.c. -- ethan flatt found bill flowers in the corner of the end zone for a 29-yard touchdown pass with 1:05 left to give mississippi a 31-28 victory over no. 25 south carolina yesterday.\n",
      "Removed URLs: rebels use late td to top gamecocks columbia, s.c. -- ethan flatt found bill flowers in the corner of the end zone for a 29-yard touchdown pass with 1:05 left to give mississippi a 31-28 victory over no. 25 south carolina yesterday.\n",
      "Removed HTML Tags: rebels use late td to top gamecocks columbia, s.c. -- ethan flatt found bill flowers in the corner of the end zone for a 29-yard touchdown pass with 1:05 left to give mississippi a 31-28 victory over no. 25 south carolina yesterday.\n",
      "Removed Special Characters: rebels use late td to top gamecocks columbia sc  ethan flatt found bill flowers in the corner of the end zone for a yard touchdown pass with  left to give mississippi a  victory over no  south carolina yesterday\n",
      "Tokens: ['rebels', 'use', 'late', 'td', 'to', 'top', 'gamecocks', 'columbia', 'sc', 'ethan', 'flatt', 'found', 'bill', 'flowers', 'in', 'the', 'corner', 'of', 'the', 'end', 'zone', 'for', 'a', 'yard', 'touchdown', 'pass', 'with', 'left', 'to', 'give', 'mississippi', 'a', 'victory', 'over', 'no', 'south', 'carolina', 'yesterday']\n",
      "Removed Stopwords: ['rebels', 'use', 'late', 'td', 'top', 'gamecocks', 'columbia', 'sc', 'ethan', 'flatt', 'found', 'bill', 'flowers', 'corner', 'end', 'zone', 'yard', 'touchdown', 'pass', 'left', 'give', 'mississippi', 'victory', 'south', 'carolina', 'yesterday']\n",
      "Stemmed Tokens: ['rebel', 'use', 'late', 'td', 'top', 'gamecock', 'columbia', 'sc', 'ethan', 'flatt', 'found', 'bill', 'flower', 'corner', 'end', 'zone', 'yard', 'touchdown', 'pass', 'left', 'give', 'mississippi', 'victori', 'south', 'carolina', 'yesterday']\n",
      "Final Preprocessed Text: rebel use late td top gamecock columbia sc ethan flatt found bill flower corner end zone yard touchdown pass left give mississippi victori south carolina yesterday\n",
      "\n",
      "Original Text: Mumbai set for battle The battle lines are drawn on the third of the fourth and final test in Mumbai. After a miserable batting display, India fought back thanks to their bowlers to restrict Australia #39;s first innings lead to 99 runs.\n",
      "Lowercased Text: mumbai set for battle the battle lines are drawn on the third of the fourth and final test in mumbai. after a miserable batting display, india fought back thanks to their bowlers to restrict australia #39;s first innings lead to 99 runs.\n",
      "Removed URLs: mumbai set for battle the battle lines are drawn on the third of the fourth and final test in mumbai. after a miserable batting display, india fought back thanks to their bowlers to restrict australia #39;s first innings lead to 99 runs.\n",
      "Removed HTML Tags: mumbai set for battle the battle lines are drawn on the third of the fourth and final test in mumbai. after a miserable batting display, india fought back thanks to their bowlers to restrict australia #39;s first innings lead to 99 runs.\n",
      "Removed Special Characters: mumbai set for battle the battle lines are drawn on the third of the fourth and final test in mumbai after a miserable batting display india fought back thanks to their bowlers to restrict australia s first innings lead to  runs\n",
      "Tokens: ['mumbai', 'set', 'for', 'battle', 'the', 'battle', 'lines', 'are', 'drawn', 'on', 'the', 'third', 'of', 'the', 'fourth', 'and', 'final', 'test', 'in', 'mumbai', 'after', 'a', 'miserable', 'batting', 'display', 'india', 'fought', 'back', 'thanks', 'to', 'their', 'bowlers', 'to', 'restrict', 'australia', 's', 'first', 'innings', 'lead', 'to', 'runs']\n",
      "Removed Stopwords: ['mumbai', 'set', 'battle', 'battle', 'lines', 'drawn', 'third', 'fourth', 'final', 'test', 'mumbai', 'miserable', 'batting', 'display', 'india', 'fought', 'back', 'thanks', 'bowlers', 'restrict', 'australia', 'first', 'innings', 'lead', 'runs']\n",
      "Stemmed Tokens: ['mumbai', 'set', 'battl', 'battl', 'line', 'drawn', 'third', 'fourth', 'final', 'test', 'mumbai', 'miser', 'bat', 'display', 'india', 'fought', 'back', 'thank', 'bowler', 'restrict', 'australia', 'first', 'inning', 'lead', 'run']\n",
      "Final Preprocessed Text: mumbai set battl battl line drawn third fourth final test mumbai miser bat display india fought back thank bowler restrict australia first inning lead run\n",
      "\n",
      "Original Text: NFL Game Summary - Jacksonville at Tennessee Nashville, TN (Sports Network) - Fred Taylor scored on a one-yard run with nine seconds left in the fourth quarter to lift the Jacksonville Jaguars to a 15-12 victory over the Tennessee Titans at The Coliseum.\n",
      "Lowercased Text: nfl game summary - jacksonville at tennessee nashville, tn (sports network) - fred taylor scored on a one-yard run with nine seconds left in the fourth quarter to lift the jacksonville jaguars to a 15-12 victory over the tennessee titans at the coliseum.\n",
      "Removed URLs: nfl game summary - jacksonville at tennessee nashville, tn (sports network) - fred taylor scored on a one-yard run with nine seconds left in the fourth quarter to lift the jacksonville jaguars to a 15-12 victory over the tennessee titans at the coliseum.\n",
      "Removed HTML Tags: nfl game summary - jacksonville at tennessee nashville, tn (sports network) - fred taylor scored on a one-yard run with nine seconds left in the fourth quarter to lift the jacksonville jaguars to a 15-12 victory over the tennessee titans at the coliseum.\n",
      "Removed Special Characters: nfl game summary  jacksonville at tennessee nashville tn sports network  fred taylor scored on a oneyard run with nine seconds left in the fourth quarter to lift the jacksonville jaguars to a  victory over the tennessee titans at the coliseum\n",
      "Tokens: ['nfl', 'game', 'summary', 'jacksonville', 'at', 'tennessee', 'nashville', 'tn', 'sports', 'network', 'fred', 'taylor', 'scored', 'on', 'a', 'oneyard', 'run', 'with', 'nine', 'seconds', 'left', 'in', 'the', 'fourth', 'quarter', 'to', 'lift', 'the', 'jacksonville', 'jaguars', 'to', 'a', 'victory', 'over', 'the', 'tennessee', 'titans', 'at', 'the', 'coliseum']\n",
      "Removed Stopwords: ['nfl', 'game', 'summary', 'jacksonville', 'tennessee', 'nashville', 'tn', 'sports', 'network', 'fred', 'taylor', 'scored', 'oneyard', 'run', 'nine', 'seconds', 'left', 'fourth', 'quarter', 'lift', 'jacksonville', 'jaguars', 'victory', 'tennessee', 'titans', 'coliseum']\n",
      "Stemmed Tokens: ['nfl', 'game', 'summari', 'jacksonvil', 'tennesse', 'nashvil', 'tn', 'sport', 'network', 'fred', 'taylor', 'score', 'oneyard', 'run', 'nine', 'second', 'left', 'fourth', 'quarter', 'lift', 'jacksonvil', 'jaguar', 'victori', 'tennesse', 'titan', 'coliseum']\n",
      "Final Preprocessed Text: nfl game summari jacksonvil tennesse nashvil tn sport network fred taylor score oneyard run nine second left fourth quarter lift jacksonvil jaguar victori tennesse titan coliseum\n",
      "\n",
      "Original Text: Dominant US captures gold with 79th straight win The US softball team completed its scorched-earth run through the Olympics on Monday with a 5-1 win over Australia, America #39;s third straight gold medal.\n",
      "Lowercased Text: dominant us captures gold with 79th straight win the us softball team completed its scorched-earth run through the olympics on monday with a 5-1 win over australia, america #39;s third straight gold medal.\n",
      "Removed URLs: dominant us captures gold with 79th straight win the us softball team completed its scorched-earth run through the olympics on monday with a 5-1 win over australia, america #39;s third straight gold medal.\n",
      "Removed HTML Tags: dominant us captures gold with 79th straight win the us softball team completed its scorched-earth run through the olympics on monday with a 5-1 win over australia, america #39;s third straight gold medal.\n",
      "Removed Special Characters: dominant us captures gold with th straight win the us softball team completed its scorchedearth run through the olympics on monday with a  win over australia america s third straight gold medal\n",
      "Tokens: ['dominant', 'us', 'captures', 'gold', 'with', 'th', 'straight', 'win', 'the', 'us', 'softball', 'team', 'completed', 'its', 'scorchedearth', 'run', 'through', 'the', 'olympics', 'on', 'monday', 'with', 'a', 'win', 'over', 'australia', 'america', 's', 'third', 'straight', 'gold', 'medal']\n",
      "Removed Stopwords: ['dominant', 'us', 'captures', 'gold', 'th', 'straight', 'win', 'us', 'softball', 'team', 'completed', 'scorchedearth', 'run', 'olympics', 'monday', 'win', 'australia', 'america', 'third', 'straight', 'gold', 'medal']\n",
      "Stemmed Tokens: ['domin', 'us', 'captur', 'gold', 'th', 'straight', 'win', 'us', 'softbal', 'team', 'complet', 'scorchedearth', 'run', 'olymp', 'monday', 'win', 'australia', 'america', 'third', 'straight', 'gold', 'medal']\n",
      "Final Preprocessed Text: domin us captur gold th straight win us softbal team complet scorchedearth run olymp monday win australia america third straight gold medal\n",
      "\n",
      "Original Text: Colts 49, Texans 14 INDIANAPOLIS Peyton Manning completed 18 of 27 passes for 320 yards and threw five touchdowns as the Indianapolis Colts beat the Houston Texans, 49-to-14.\n",
      "Lowercased Text: colts 49, texans 14 indianapolis peyton manning completed 18 of 27 passes for 320 yards and threw five touchdowns as the indianapolis colts beat the houston texans, 49-to-14.\n",
      "Removed URLs: colts 49, texans 14 indianapolis peyton manning completed 18 of 27 passes for 320 yards and threw five touchdowns as the indianapolis colts beat the houston texans, 49-to-14.\n",
      "Removed HTML Tags: colts 49, texans 14 indianapolis peyton manning completed 18 of 27 passes for 320 yards and threw five touchdowns as the indianapolis colts beat the houston texans, 49-to-14.\n",
      "Removed Special Characters: colts  texans  indianapolis peyton manning completed  of  passes for  yards and threw five touchdowns as the indianapolis colts beat the houston texans to\n",
      "Tokens: ['colts', 'texans', 'indianapolis', 'peyton', 'manning', 'completed', 'of', 'passes', 'for', 'yards', 'and', 'threw', 'five', 'touchdowns', 'as', 'the', 'indianapolis', 'colts', 'beat', 'the', 'houston', 'texans', 'to']\n",
      "Removed Stopwords: ['colts', 'texans', 'indianapolis', 'peyton', 'manning', 'completed', 'passes', 'yards', 'threw', 'five', 'touchdowns', 'indianapolis', 'colts', 'beat', 'houston', 'texans']\n",
      "Stemmed Tokens: ['colt', 'texan', 'indianapoli', 'peyton', 'man', 'complet', 'pass', 'yard', 'threw', 'five', 'touchdown', 'indianapoli', 'colt', 'beat', 'houston', 'texan']\n",
      "Final Preprocessed Text: colt texan indianapoli peyton man complet pass yard threw five touchdown indianapoli colt beat houston texan\n",
      "\n",
      "Original Text: Mayor sure of ballpark support DC Mayor Anthony A. Williams said yesterday he is  quot;very confident quot; that he has the seven necessary votes from the DC Council for his plan to build a ballpark near South Capitol Street Southeast.\n",
      "Lowercased Text: mayor sure of ballpark support dc mayor anthony a. williams said yesterday he is  quot;very confident quot; that he has the seven necessary votes from the dc council for his plan to build a ballpark near south capitol street southeast.\n",
      "Removed URLs: mayor sure of ballpark support dc mayor anthony a. williams said yesterday he is  quot;very confident quot; that he has the seven necessary votes from the dc council for his plan to build a ballpark near south capitol street southeast.\n",
      "Removed HTML Tags: mayor sure of ballpark support dc mayor anthony a. williams said yesterday he is  quot;very confident quot; that he has the seven necessary votes from the dc council for his plan to build a ballpark near south capitol street southeast.\n",
      "Removed Special Characters: mayor sure of ballpark support dc mayor anthony a williams said yesterday he is  quotvery confident quot that he has the seven necessary votes from the dc council for his plan to build a ballpark near south capitol street southeast\n",
      "Tokens: ['mayor', 'sure', 'of', 'ballpark', 'support', 'dc', 'mayor', 'anthony', 'a', 'williams', 'said', 'yesterday', 'he', 'is', 'quotvery', 'confident', 'quot', 'that', 'he', 'has', 'the', 'seven', 'necessary', 'votes', 'from', 'the', 'dc', 'council', 'for', 'his', 'plan', 'to', 'build', 'a', 'ballpark', 'near', 'south', 'capitol', 'street', 'southeast']\n",
      "Removed Stopwords: ['mayor', 'sure', 'ballpark', 'support', 'dc', 'mayor', 'anthony', 'williams', 'said', 'yesterday', 'quotvery', 'confident', 'quot', 'seven', 'necessary', 'votes', 'dc', 'council', 'plan', 'build', 'ballpark', 'near', 'south', 'capitol', 'street', 'southeast']\n",
      "Stemmed Tokens: ['mayor', 'sure', 'ballpark', 'support', 'dc', 'mayor', 'anthoni', 'william', 'said', 'yesterday', 'quotveri', 'confid', 'quot', 'seven', 'necessari', 'vote', 'dc', 'council', 'plan', 'build', 'ballpark', 'near', 'south', 'capitol', 'street', 'southeast']\n",
      "Final Preprocessed Text: mayor sure ballpark support dc mayor anthoni william said yesterday quotveri confid quot seven necessari vote dc council plan build ballpark near south capitol street southeast\n",
      "\n",
      "Original Text: Senegal #39;s Camara scores first goals for Celtic in 3-0 win Senegal striker Henri Camara scored his first two goals for champions Celtic in their 3-0 win against Dundee in the Scottish Premier League on Saturday.\n",
      "Lowercased Text: senegal #39;s camara scores first goals for celtic in 3-0 win senegal striker henri camara scored his first two goals for champions celtic in their 3-0 win against dundee in the scottish premier league on saturday.\n",
      "Removed URLs: senegal #39;s camara scores first goals for celtic in 3-0 win senegal striker henri camara scored his first two goals for champions celtic in their 3-0 win against dundee in the scottish premier league on saturday.\n",
      "Removed HTML Tags: senegal #39;s camara scores first goals for celtic in 3-0 win senegal striker henri camara scored his first two goals for champions celtic in their 3-0 win against dundee in the scottish premier league on saturday.\n",
      "Removed Special Characters: senegal s camara scores first goals for celtic in  win senegal striker henri camara scored his first two goals for champions celtic in their  win against dundee in the scottish premier league on saturday\n",
      "Tokens: ['senegal', 's', 'camara', 'scores', 'first', 'goals', 'for', 'celtic', 'in', 'win', 'senegal', 'striker', 'henri', 'camara', 'scored', 'his', 'first', 'two', 'goals', 'for', 'champions', 'celtic', 'in', 'their', 'win', 'against', 'dundee', 'in', 'the', 'scottish', 'premier', 'league', 'on', 'saturday']\n",
      "Removed Stopwords: ['senegal', 'camara', 'scores', 'first', 'goals', 'celtic', 'win', 'senegal', 'striker', 'henri', 'camara', 'scored', 'first', 'two', 'goals', 'champions', 'celtic', 'win', 'dundee', 'scottish', 'premier', 'league', 'saturday']\n",
      "Stemmed Tokens: ['seneg', 'camara', 'score', 'first', 'goal', 'celtic', 'win', 'seneg', 'striker', 'henri', 'camara', 'score', 'first', 'two', 'goal', 'champion', 'celtic', 'win', 'dunde', 'scottish', 'premier', 'leagu', 'saturday']\n",
      "Final Preprocessed Text: seneg camara score first goal celtic win seneg striker henri camara score first two goal champion celtic win dunde scottish premier leagu saturday\n",
      "\n",
      "Original Text: Yanks deflate Sox This wasn #39;t Game 7 with the American League pennant at stake, but it certainly had the kind of bad vibes that the Boston Red Sox felt last October.\n",
      "Lowercased Text: yanks deflate sox this wasn #39;t game 7 with the american league pennant at stake, but it certainly had the kind of bad vibes that the boston red sox felt last october.\n",
      "Removed URLs: yanks deflate sox this wasn #39;t game 7 with the american league pennant at stake, but it certainly had the kind of bad vibes that the boston red sox felt last october.\n",
      "Removed HTML Tags: yanks deflate sox this wasn #39;t game 7 with the american league pennant at stake, but it certainly had the kind of bad vibes that the boston red sox felt last october.\n",
      "Removed Special Characters: yanks deflate sox this wasn t game  with the american league pennant at stake but it certainly had the kind of bad vibes that the boston red sox felt last october\n",
      "Tokens: ['yanks', 'deflate', 'sox', 'this', 'wasn', 't', 'game', 'with', 'the', 'american', 'league', 'pennant', 'at', 'stake', 'but', 'it', 'certainly', 'had', 'the', 'kind', 'of', 'bad', 'vibes', 'that', 'the', 'boston', 'red', 'sox', 'felt', 'last', 'october']\n",
      "Removed Stopwords: ['yanks', 'deflate', 'sox', 'game', 'american', 'league', 'pennant', 'stake', 'certainly', 'kind', 'bad', 'vibes', 'boston', 'red', 'sox', 'felt', 'last', 'october']\n",
      "Stemmed Tokens: ['yank', 'deflat', 'sox', 'game', 'american', 'leagu', 'pennant', 'stake', 'certainli', 'kind', 'bad', 'vibe', 'boston', 'red', 'sox', 'felt', 'last', 'octob']\n",
      "Final Preprocessed Text: yank deflat sox game american leagu pennant stake certainli kind bad vibe boston red sox felt last octob\n",
      "\n",
      "Original Text: Bills' Williams Sustains Neck Injury (AP) AP - Bills right tackle Mike Williams sustained a neck injury and was driven off the field in an ambulance during the third quarter of Buffalo's 22-17 victory over the New York Jets on Sunday.\n",
      "Lowercased Text: bills' williams sustains neck injury (ap) ap - bills right tackle mike williams sustained a neck injury and was driven off the field in an ambulance during the third quarter of buffalo's 22-17 victory over the new york jets on sunday.\n",
      "Removed URLs: bills' williams sustains neck injury (ap) ap - bills right tackle mike williams sustained a neck injury and was driven off the field in an ambulance during the third quarter of buffalo's 22-17 victory over the new york jets on sunday.\n",
      "Removed HTML Tags: bills' williams sustains neck injury (ap) ap - bills right tackle mike williams sustained a neck injury and was driven off the field in an ambulance during the third quarter of buffalo's 22-17 victory over the new york jets on sunday.\n",
      "Removed Special Characters: bills williams sustains neck injury ap ap  bills right tackle mike williams sustained a neck injury and was driven off the field in an ambulance during the third quarter of buffalos  victory over the new york jets on sunday\n",
      "Tokens: ['bills', 'williams', 'sustains', 'neck', 'injury', 'ap', 'ap', 'bills', 'right', 'tackle', 'mike', 'williams', 'sustained', 'a', 'neck', 'injury', 'and', 'was', 'driven', 'off', 'the', 'field', 'in', 'an', 'ambulance', 'during', 'the', 'third', 'quarter', 'of', 'buffalos', 'victory', 'over', 'the', 'new', 'york', 'jets', 'on', 'sunday']\n",
      "Removed Stopwords: ['bills', 'williams', 'sustains', 'neck', 'injury', 'ap', 'ap', 'bills', 'right', 'tackle', 'mike', 'williams', 'sustained', 'neck', 'injury', 'driven', 'field', 'ambulance', 'third', 'quarter', 'buffalos', 'victory', 'new', 'york', 'jets', 'sunday']\n",
      "Stemmed Tokens: ['bill', 'william', 'sustain', 'neck', 'injuri', 'ap', 'ap', 'bill', 'right', 'tackl', 'mike', 'william', 'sustain', 'neck', 'injuri', 'driven', 'field', 'ambul', 'third', 'quarter', 'buffalo', 'victori', 'new', 'york', 'jet', 'sunday']\n",
      "Final Preprocessed Text: bill william sustain neck injuri ap ap bill right tackl mike william sustain neck injuri driven field ambul third quarter buffalo victori new york jet sunday\n",
      "\n",
      "Original Text: This year #39;s Panthers could learn a thing or two from Michael Vick CHARLOTTE - Michael Vick head-butting an opposing linebacker may not have been the smartest thing for a National Football League quarterback to do.\n",
      "Lowercased Text: this year #39;s panthers could learn a thing or two from michael vick charlotte - michael vick head-butting an opposing linebacker may not have been the smartest thing for a national football league quarterback to do.\n",
      "Removed URLs: this year #39;s panthers could learn a thing or two from michael vick charlotte - michael vick head-butting an opposing linebacker may not have been the smartest thing for a national football league quarterback to do.\n",
      "Removed HTML Tags: this year #39;s panthers could learn a thing or two from michael vick charlotte - michael vick head-butting an opposing linebacker may not have been the smartest thing for a national football league quarterback to do.\n",
      "Removed Special Characters: this year s panthers could learn a thing or two from michael vick charlotte  michael vick headbutting an opposing linebacker may not have been the smartest thing for a national football league quarterback to do\n",
      "Tokens: ['this', 'year', 's', 'panthers', 'could', 'learn', 'a', 'thing', 'or', 'two', 'from', 'michael', 'vick', 'charlotte', 'michael', 'vick', 'headbutting', 'an', 'opposing', 'linebacker', 'may', 'not', 'have', 'been', 'the', 'smartest', 'thing', 'for', 'a', 'national', 'football', 'league', 'quarterback', 'to', 'do']\n",
      "Removed Stopwords: ['year', 'panthers', 'could', 'learn', 'thing', 'two', 'michael', 'vick', 'charlotte', 'michael', 'vick', 'headbutting', 'opposing', 'linebacker', 'may', 'smartest', 'thing', 'national', 'football', 'league', 'quarterback']\n",
      "Stemmed Tokens: ['year', 'panther', 'could', 'learn', 'thing', 'two', 'michael', 'vick', 'charlott', 'michael', 'vick', 'headbut', 'oppos', 'lineback', 'may', 'smartest', 'thing', 'nation', 'footbal', 'leagu', 'quarterback']\n",
      "Final Preprocessed Text: year panther could learn thing two michael vick charlott michael vick headbut oppos lineback may smartest thing nation footbal leagu quarterback\n",
      "\n",
      "Original Text: IndyCar champ Kanaan finishes second and every lap FORT WORTH, Texas Helio Castroneves had a great restart today with two laps to go after a lengthy caution. He held off IndyCar Series champion Tony Kanaan to win the season finale at Texas Motor Speedway.\n",
      "Lowercased Text: indycar champ kanaan finishes second and every lap fort worth, texas helio castroneves had a great restart today with two laps to go after a lengthy caution. he held off indycar series champion tony kanaan to win the season finale at texas motor speedway.\n",
      "Removed URLs: indycar champ kanaan finishes second and every lap fort worth, texas helio castroneves had a great restart today with two laps to go after a lengthy caution. he held off indycar series champion tony kanaan to win the season finale at texas motor speedway.\n",
      "Removed HTML Tags: indycar champ kanaan finishes second and every lap fort worth, texas helio castroneves had a great restart today with two laps to go after a lengthy caution. he held off indycar series champion tony kanaan to win the season finale at texas motor speedway.\n",
      "Removed Special Characters: indycar champ kanaan finishes second and every lap fort worth texas helio castroneves had a great restart today with two laps to go after a lengthy caution he held off indycar series champion tony kanaan to win the season finale at texas motor speedway\n",
      "Tokens: ['indycar', 'champ', 'kanaan', 'finishes', 'second', 'and', 'every', 'lap', 'fort', 'worth', 'texas', 'helio', 'castroneves', 'had', 'a', 'great', 'restart', 'today', 'with', 'two', 'laps', 'to', 'go', 'after', 'a', 'lengthy', 'caution', 'he', 'held', 'off', 'indycar', 'series', 'champion', 'tony', 'kanaan', 'to', 'win', 'the', 'season', 'finale', 'at', 'texas', 'motor', 'speedway']\n",
      "Removed Stopwords: ['indycar', 'champ', 'kanaan', 'finishes', 'second', 'every', 'lap', 'fort', 'worth', 'texas', 'helio', 'castroneves', 'great', 'restart', 'today', 'two', 'laps', 'go', 'lengthy', 'caution', 'held', 'indycar', 'series', 'champion', 'tony', 'kanaan', 'win', 'season', 'finale', 'texas', 'motor', 'speedway']\n",
      "Stemmed Tokens: ['indycar', 'champ', 'kanaan', 'finish', 'second', 'everi', 'lap', 'fort', 'worth', 'texa', 'helio', 'castronev', 'great', 'restart', 'today', 'two', 'lap', 'go', 'lengthi', 'caution', 'held', 'indycar', 'seri', 'champion', 'toni', 'kanaan', 'win', 'season', 'final', 'texa', 'motor', 'speedway']\n",
      "Final Preprocessed Text: indycar champ kanaan finish second everi lap fort worth texa helio castronev great restart today two lap go lengthi caution held indycar seri champion toni kanaan win season final texa motor speedway\n",
      "\n",
      "Original Text: Happy returns for Cabrera Fly from New York to Colombia on Monday, be with your wife as she has surgery, make sure things are OK there, fly to Boston overnight on Tuesday and hit a game-winning home run in the 12th inning on Wednesday.\n",
      "Lowercased Text: happy returns for cabrera fly from new york to colombia on monday, be with your wife as she has surgery, make sure things are ok there, fly to boston overnight on tuesday and hit a game-winning home run in the 12th inning on wednesday.\n",
      "Removed URLs: happy returns for cabrera fly from new york to colombia on monday, be with your wife as she has surgery, make sure things are ok there, fly to boston overnight on tuesday and hit a game-winning home run in the 12th inning on wednesday.\n",
      "Removed HTML Tags: happy returns for cabrera fly from new york to colombia on monday, be with your wife as she has surgery, make sure things are ok there, fly to boston overnight on tuesday and hit a game-winning home run in the 12th inning on wednesday.\n",
      "Removed Special Characters: happy returns for cabrera fly from new york to colombia on monday be with your wife as she has surgery make sure things are ok there fly to boston overnight on tuesday and hit a gamewinning home run in the th inning on wednesday\n",
      "Tokens: ['happy', 'returns', 'for', 'cabrera', 'fly', 'from', 'new', 'york', 'to', 'colombia', 'on', 'monday', 'be', 'with', 'your', 'wife', 'as', 'she', 'has', 'surgery', 'make', 'sure', 'things', 'are', 'ok', 'there', 'fly', 'to', 'boston', 'overnight', 'on', 'tuesday', 'and', 'hit', 'a', 'gamewinning', 'home', 'run', 'in', 'the', 'th', 'inning', 'on', 'wednesday']\n",
      "Removed Stopwords: ['happy', 'returns', 'cabrera', 'fly', 'new', 'york', 'colombia', 'monday', 'wife', 'surgery', 'make', 'sure', 'things', 'ok', 'fly', 'boston', 'overnight', 'tuesday', 'hit', 'gamewinning', 'home', 'run', 'th', 'inning', 'wednesday']\n",
      "Stemmed Tokens: ['happi', 'return', 'cabrera', 'fli', 'new', 'york', 'colombia', 'monday', 'wife', 'surgeri', 'make', 'sure', 'thing', 'ok', 'fli', 'boston', 'overnight', 'tuesday', 'hit', 'gamewin', 'home', 'run', 'th', 'inning', 'wednesday']\n",
      "Final Preprocessed Text: happi return cabrera fli new york colombia monday wife surgeri make sure thing ok fli boston overnight tuesday hit gamewin home run th inning wednesday\n",
      "\n",
      "Original Text: Gerrard only a 50-50 chance VIENNA - England midfielder Steven Gerrard is a major doubt to face Austria in today #39;s opening 2006 World Cup qualifier. Gerrard has failed to shake off a groin injury suffered in training on Thursday and \n",
      "Lowercased Text: gerrard only a 50-50 chance vienna - england midfielder steven gerrard is a major doubt to face austria in today #39;s opening 2006 world cup qualifier. gerrard has failed to shake off a groin injury suffered in training on thursday and \n",
      "Removed URLs: gerrard only a 50-50 chance vienna - england midfielder steven gerrard is a major doubt to face austria in today #39;s opening 2006 world cup qualifier. gerrard has failed to shake off a groin injury suffered in training on thursday and \n",
      "Removed HTML Tags: gerrard only a 50-50 chance vienna - england midfielder steven gerrard is a major doubt to face austria in today #39;s opening 2006 world cup qualifier. gerrard has failed to shake off a groin injury suffered in training on thursday and \n",
      "Removed Special Characters: gerrard only a  chance vienna  england midfielder steven gerrard is a major doubt to face austria in today s opening  world cup qualifier gerrard has failed to shake off a groin injury suffered in training on thursday and \n",
      "Tokens: ['gerrard', 'only', 'a', 'chance', 'vienna', 'england', 'midfielder', 'steven', 'gerrard', 'is', 'a', 'major', 'doubt', 'to', 'face', 'austria', 'in', 'today', 's', 'opening', 'world', 'cup', 'qualifier', 'gerrard', 'has', 'failed', 'to', 'shake', 'off', 'a', 'groin', 'injury', 'suffered', 'in', 'training', 'on', 'thursday', 'and']\n",
      "Removed Stopwords: ['gerrard', 'chance', 'vienna', 'england', 'midfielder', 'steven', 'gerrard', 'major', 'doubt', 'face', 'austria', 'today', 'opening', 'world', 'cup', 'qualifier', 'gerrard', 'failed', 'shake', 'groin', 'injury', 'suffered', 'training', 'thursday']\n",
      "Stemmed Tokens: ['gerrard', 'chanc', 'vienna', 'england', 'midfield', 'steven', 'gerrard', 'major', 'doubt', 'face', 'austria', 'today', 'open', 'world', 'cup', 'qualifi', 'gerrard', 'fail', 'shake', 'groin', 'injuri', 'suffer', 'train', 'thursday']\n",
      "Final Preprocessed Text: gerrard chanc vienna england midfield steven gerrard major doubt face austria today open world cup qualifi gerrard fail shake groin injuri suffer train thursday\n",
      "\n",
      "Original Text: MLB: NY Yankees 7, Minnesota 6 (12 inn.) Hideki Matsui drove in Derek Jeter with a 12th-inning sacrifice fly Wednesday night, giving the New York Yankees a dramatic, 7-6 win over Minnesota.\n",
      "Lowercased Text: mlb: ny yankees 7, minnesota 6 (12 inn.) hideki matsui drove in derek jeter with a 12th-inning sacrifice fly wednesday night, giving the new york yankees a dramatic, 7-6 win over minnesota.\n",
      "Removed URLs: mlb: ny yankees 7, minnesota 6 (12 inn.) hideki matsui drove in derek jeter with a 12th-inning sacrifice fly wednesday night, giving the new york yankees a dramatic, 7-6 win over minnesota.\n",
      "Removed HTML Tags: mlb: ny yankees 7, minnesota 6 (12 inn.) hideki matsui drove in derek jeter with a 12th-inning sacrifice fly wednesday night, giving the new york yankees a dramatic, 7-6 win over minnesota.\n",
      "Removed Special Characters: mlb ny yankees  minnesota   inn hideki matsui drove in derek jeter with a thinning sacrifice fly wednesday night giving the new york yankees a dramatic  win over minnesota\n",
      "Tokens: ['mlb', 'ny', 'yankees', 'minnesota', 'inn', 'hideki', 'matsui', 'drove', 'in', 'derek', 'jeter', 'with', 'a', 'thinning', 'sacrifice', 'fly', 'wednesday', 'night', 'giving', 'the', 'new', 'york', 'yankees', 'a', 'dramatic', 'win', 'over', 'minnesota']\n",
      "Removed Stopwords: ['mlb', 'ny', 'yankees', 'minnesota', 'inn', 'hideki', 'matsui', 'drove', 'derek', 'jeter', 'thinning', 'sacrifice', 'fly', 'wednesday', 'night', 'giving', 'new', 'york', 'yankees', 'dramatic', 'win', 'minnesota']\n",
      "Stemmed Tokens: ['mlb', 'ny', 'yanke', 'minnesota', 'inn', 'hideki', 'matsui', 'drove', 'derek', 'jeter', 'thin', 'sacrific', 'fli', 'wednesday', 'night', 'give', 'new', 'york', 'yanke', 'dramat', 'win', 'minnesota']\n",
      "Final Preprocessed Text: mlb ny yanke minnesota inn hideki matsui drove derek jeter thin sacrific fli wednesday night give new york yanke dramat win minnesota\n",
      "\n",
      "Original Text: England may have lost initiative I appreciated Michael Vaughan #39;s honesty when he said England were complacent after their seven-wicket defeat to South Africa A last week.\n",
      "Lowercased Text: england may have lost initiative i appreciated michael vaughan #39;s honesty when he said england were complacent after their seven-wicket defeat to south africa a last week.\n",
      "Removed URLs: england may have lost initiative i appreciated michael vaughan #39;s honesty when he said england were complacent after their seven-wicket defeat to south africa a last week.\n",
      "Removed HTML Tags: england may have lost initiative i appreciated michael vaughan #39;s honesty when he said england were complacent after their seven-wicket defeat to south africa a last week.\n",
      "Removed Special Characters: england may have lost initiative i appreciated michael vaughan s honesty when he said england were complacent after their sevenwicket defeat to south africa a last week\n",
      "Tokens: ['england', 'may', 'have', 'lost', 'initiative', 'i', 'appreciated', 'michael', 'vaughan', 's', 'honesty', 'when', 'he', 'said', 'england', 'were', 'complacent', 'after', 'their', 'sevenwicket', 'defeat', 'to', 'south', 'africa', 'a', 'last', 'week']\n",
      "Removed Stopwords: ['england', 'may', 'lost', 'initiative', 'appreciated', 'michael', 'vaughan', 'honesty', 'said', 'england', 'complacent', 'sevenwicket', 'defeat', 'south', 'africa', 'last', 'week']\n",
      "Stemmed Tokens: ['england', 'may', 'lost', 'initi', 'appreci', 'michael', 'vaughan', 'honesti', 'said', 'england', 'complac', 'sevenwicket', 'defeat', 'south', 'africa', 'last', 'week']\n",
      "Final Preprocessed Text: england may lost initi appreci michael vaughan honesti said england complac sevenwicket defeat south africa last week\n",
      "\n",
      "Original Text: Saints Revoke Waiver Claim on Derek Ross (AP) AP - One day after placing a waiver claim on troubled cornerback Derek Ross, the Saints did an about-face and released the former Ohio State standout after he missed a scheduled flight to New Orleans on Wednesday night.\n",
      "Lowercased Text: saints revoke waiver claim on derek ross (ap) ap - one day after placing a waiver claim on troubled cornerback derek ross, the saints did an about-face and released the former ohio state standout after he missed a scheduled flight to new orleans on wednesday night.\n",
      "Removed URLs: saints revoke waiver claim on derek ross (ap) ap - one day after placing a waiver claim on troubled cornerback derek ross, the saints did an about-face and released the former ohio state standout after he missed a scheduled flight to new orleans on wednesday night.\n",
      "Removed HTML Tags: saints revoke waiver claim on derek ross (ap) ap - one day after placing a waiver claim on troubled cornerback derek ross, the saints did an about-face and released the former ohio state standout after he missed a scheduled flight to new orleans on wednesday night.\n",
      "Removed Special Characters: saints revoke waiver claim on derek ross ap ap  one day after placing a waiver claim on troubled cornerback derek ross the saints did an aboutface and released the former ohio state standout after he missed a scheduled flight to new orleans on wednesday night\n",
      "Tokens: ['saints', 'revoke', 'waiver', 'claim', 'on', 'derek', 'ross', 'ap', 'ap', 'one', 'day', 'after', 'placing', 'a', 'waiver', 'claim', 'on', 'troubled', 'cornerback', 'derek', 'ross', 'the', 'saints', 'did', 'an', 'aboutface', 'and', 'released', 'the', 'former', 'ohio', 'state', 'standout', 'after', 'he', 'missed', 'a', 'scheduled', 'flight', 'to', 'new', 'orleans', 'on', 'wednesday', 'night']\n",
      "Removed Stopwords: ['saints', 'revoke', 'waiver', 'claim', 'derek', 'ross', 'ap', 'ap', 'one', 'day', 'placing', 'waiver', 'claim', 'troubled', 'cornerback', 'derek', 'ross', 'saints', 'aboutface', 'released', 'former', 'ohio', 'state', 'standout', 'missed', 'scheduled', 'flight', 'new', 'orleans', 'wednesday', 'night']\n",
      "Stemmed Tokens: ['saint', 'revok', 'waiver', 'claim', 'derek', 'ross', 'ap', 'ap', 'one', 'day', 'place', 'waiver', 'claim', 'troubl', 'cornerback', 'derek', 'ross', 'saint', 'aboutfac', 'releas', 'former', 'ohio', 'state', 'standout', 'miss', 'schedul', 'flight', 'new', 'orlean', 'wednesday', 'night']\n",
      "Final Preprocessed Text: saint revok waiver claim derek ross ap ap one day place waiver claim troubl cornerback derek ross saint aboutfac releas former ohio state standout miss schedul flight new orlean wednesday night\n",
      "\n",
      "Original Text: Hamm hopes to get on a roll Paul Hamm takes another shot at history tonight, when he'll try to become the first American to win the Olympic men's all-around in gymnastics.\n",
      "Lowercased Text: hamm hopes to get on a roll paul hamm takes another shot at history tonight, when he'll try to become the first american to win the olympic men's all-around in gymnastics.\n",
      "Removed URLs: hamm hopes to get on a roll paul hamm takes another shot at history tonight, when he'll try to become the first american to win the olympic men's all-around in gymnastics.\n",
      "Removed HTML Tags: hamm hopes to get on a roll paul hamm takes another shot at history tonight, when he'll try to become the first american to win the olympic men's all-around in gymnastics.\n",
      "Removed Special Characters: hamm hopes to get on a roll paul hamm takes another shot at history tonight when hell try to become the first american to win the olympic mens allaround in gymnastics\n",
      "Tokens: ['hamm', 'hopes', 'to', 'get', 'on', 'a', 'roll', 'paul', 'hamm', 'takes', 'another', 'shot', 'at', 'history', 'tonight', 'when', 'hell', 'try', 'to', 'become', 'the', 'first', 'american', 'to', 'win', 'the', 'olympic', 'mens', 'allaround', 'in', 'gymnastics']\n",
      "Removed Stopwords: ['hamm', 'hopes', 'get', 'roll', 'paul', 'hamm', 'takes', 'another', 'shot', 'history', 'tonight', 'hell', 'try', 'become', 'first', 'american', 'win', 'olympic', 'mens', 'allaround', 'gymnastics']\n",
      "Stemmed Tokens: ['hamm', 'hope', 'get', 'roll', 'paul', 'hamm', 'take', 'anoth', 'shot', 'histori', 'tonight', 'hell', 'tri', 'becom', 'first', 'american', 'win', 'olymp', 'men', 'allaround', 'gymnast']\n",
      "Final Preprocessed Text: hamm hope get roll paul hamm take anoth shot histori tonight hell tri becom first american win olymp men allaround gymnast\n",
      "\n",
      "Original Text: Boxing: Khan shows no rust to emerge lord of the ring Amir Khan celebrated his first fight since winning the lightweight Olympic silver medal in Athens with a one-sided 35-13 points victory over American Michael Evans at Liverpool Olympia last night.\n",
      "Lowercased Text: boxing: khan shows no rust to emerge lord of the ring amir khan celebrated his first fight since winning the lightweight olympic silver medal in athens with a one-sided 35-13 points victory over american michael evans at liverpool olympia last night.\n",
      "Removed URLs: boxing: khan shows no rust to emerge lord of the ring amir khan celebrated his first fight since winning the lightweight olympic silver medal in athens with a one-sided 35-13 points victory over american michael evans at liverpool olympia last night.\n",
      "Removed HTML Tags: boxing: khan shows no rust to emerge lord of the ring amir khan celebrated his first fight since winning the lightweight olympic silver medal in athens with a one-sided 35-13 points victory over american michael evans at liverpool olympia last night.\n",
      "Removed Special Characters: boxing khan shows no rust to emerge lord of the ring amir khan celebrated his first fight since winning the lightweight olympic silver medal in athens with a onesided  points victory over american michael evans at liverpool olympia last night\n",
      "Tokens: ['boxing', 'khan', 'shows', 'no', 'rust', 'to', 'emerge', 'lord', 'of', 'the', 'ring', 'amir', 'khan', 'celebrated', 'his', 'first', 'fight', 'since', 'winning', 'the', 'lightweight', 'olympic', 'silver', 'medal', 'in', 'athens', 'with', 'a', 'onesided', 'points', 'victory', 'over', 'american', 'michael', 'evans', 'at', 'liverpool', 'olympia', 'last', 'night']\n",
      "Removed Stopwords: ['boxing', 'khan', 'shows', 'rust', 'emerge', 'lord', 'ring', 'amir', 'khan', 'celebrated', 'first', 'fight', 'since', 'winning', 'lightweight', 'olympic', 'silver', 'medal', 'athens', 'onesided', 'points', 'victory', 'american', 'michael', 'evans', 'liverpool', 'olympia', 'last', 'night']\n",
      "Stemmed Tokens: ['box', 'khan', 'show', 'rust', 'emerg', 'lord', 'ring', 'amir', 'khan', 'celebr', 'first', 'fight', 'sinc', 'win', 'lightweight', 'olymp', 'silver', 'medal', 'athen', 'onesid', 'point', 'victori', 'american', 'michael', 'evan', 'liverpool', 'olympia', 'last', 'night']\n",
      "Final Preprocessed Text: box khan show rust emerg lord ring amir khan celebr first fight sinc win lightweight olymp silver medal athen onesid point victori american michael evan liverpool olympia last night\n",
      "\n",
      "Original Text: Memphis indefinitely suspends Sean Banks Memphis forward Sean Banks was suspended indefinitely Tuesday for violating team rules. Coach John Calipari did not provide further information about the violation.\n",
      "Lowercased Text: memphis indefinitely suspends sean banks memphis forward sean banks was suspended indefinitely tuesday for violating team rules. coach john calipari did not provide further information about the violation.\n",
      "Removed URLs: memphis indefinitely suspends sean banks memphis forward sean banks was suspended indefinitely tuesday for violating team rules. coach john calipari did not provide further information about the violation.\n",
      "Removed HTML Tags: memphis indefinitely suspends sean banks memphis forward sean banks was suspended indefinitely tuesday for violating team rules. coach john calipari did not provide further information about the violation.\n",
      "Removed Special Characters: memphis indefinitely suspends sean banks memphis forward sean banks was suspended indefinitely tuesday for violating team rules coach john calipari did not provide further information about the violation\n",
      "Tokens: ['memphis', 'indefinitely', 'suspends', 'sean', 'banks', 'memphis', 'forward', 'sean', 'banks', 'was', 'suspended', 'indefinitely', 'tuesday', 'for', 'violating', 'team', 'rules', 'coach', 'john', 'calipari', 'did', 'not', 'provide', 'further', 'information', 'about', 'the', 'violation']\n",
      "Removed Stopwords: ['memphis', 'indefinitely', 'suspends', 'sean', 'banks', 'memphis', 'forward', 'sean', 'banks', 'suspended', 'indefinitely', 'tuesday', 'violating', 'team', 'rules', 'coach', 'john', 'calipari', 'provide', 'information', 'violation']\n",
      "Stemmed Tokens: ['memphi', 'indefinit', 'suspend', 'sean', 'bank', 'memphi', 'forward', 'sean', 'bank', 'suspend', 'indefinit', 'tuesday', 'violat', 'team', 'rule', 'coach', 'john', 'calipari', 'provid', 'inform', 'violat']\n",
      "Final Preprocessed Text: memphi indefinit suspend sean bank memphi forward sean bank suspend indefinit tuesday violat team rule coach john calipari provid inform violat\n",
      "\n",
      "Original Text: Wariner Succeeds Johnson as 400 Meter Champion  ATHENS (Reuters) - American 400 meters champion Jeremy  Wariner succeeded Michael Johnson as the Olympic gold medallist  Monday with a personal best of 44.00 seconds.\n",
      "Lowercased Text: wariner succeeds johnson as 400 meter champion  athens (reuters) - american 400 meters champion jeremy  wariner succeeded michael johnson as the olympic gold medallist  monday with a personal best of 44.00 seconds.\n",
      "Removed URLs: wariner succeeds johnson as 400 meter champion  athens (reuters) - american 400 meters champion jeremy  wariner succeeded michael johnson as the olympic gold medallist  monday with a personal best of 44.00 seconds.\n",
      "Removed HTML Tags: wariner succeeds johnson as 400 meter champion  athens (reuters) - american 400 meters champion jeremy  wariner succeeded michael johnson as the olympic gold medallist  monday with a personal best of 44.00 seconds.\n",
      "Removed Special Characters: wariner succeeds johnson as  meter champion  athens reuters  american  meters champion jeremy  wariner succeeded michael johnson as the olympic gold medallist  monday with a personal best of  seconds\n",
      "Tokens: ['wariner', 'succeeds', 'johnson', 'as', 'meter', 'champion', 'athens', 'reuters', 'american', 'meters', 'champion', 'jeremy', 'wariner', 'succeeded', 'michael', 'johnson', 'as', 'the', 'olympic', 'gold', 'medallist', 'monday', 'with', 'a', 'personal', 'best', 'of', 'seconds']\n",
      "Removed Stopwords: ['wariner', 'succeeds', 'johnson', 'meter', 'champion', 'athens', 'reuters', 'american', 'meters', 'champion', 'jeremy', 'wariner', 'succeeded', 'michael', 'johnson', 'olympic', 'gold', 'medallist', 'monday', 'personal', 'best', 'seconds']\n",
      "Stemmed Tokens: ['warin', 'succe', 'johnson', 'meter', 'champion', 'athen', 'reuter', 'american', 'meter', 'champion', 'jeremi', 'warin', 'succeed', 'michael', 'johnson', 'olymp', 'gold', 'medallist', 'monday', 'person', 'best', 'second']\n",
      "Final Preprocessed Text: warin succe johnson meter champion athen reuter american meter champion jeremi warin succeed michael johnson olymp gold medallist monday person best second\n",
      "\n",
      "Original Text: Clemens's exit opens door for Braves HOUSTON -- John Smoltz, Adam LaRoche, and J.D. Drew saved the Atlanta Braves from another quick playoff exit.\n",
      "Lowercased Text: clemens's exit opens door for braves houston -- john smoltz, adam laroche, and j.d. drew saved the atlanta braves from another quick playoff exit.\n",
      "Removed URLs: clemens's exit opens door for braves houston -- john smoltz, adam laroche, and j.d. drew saved the atlanta braves from another quick playoff exit.\n",
      "Removed HTML Tags: clemens's exit opens door for braves houston -- john smoltz, adam laroche, and j.d. drew saved the atlanta braves from another quick playoff exit.\n",
      "Removed Special Characters: clemenss exit opens door for braves houston  john smoltz adam laroche and jd drew saved the atlanta braves from another quick playoff exit\n",
      "Tokens: ['clemenss', 'exit', 'opens', 'door', 'for', 'braves', 'houston', 'john', 'smoltz', 'adam', 'laroche', 'and', 'jd', 'drew', 'saved', 'the', 'atlanta', 'braves', 'from', 'another', 'quick', 'playoff', 'exit']\n",
      "Removed Stopwords: ['clemenss', 'exit', 'opens', 'door', 'braves', 'houston', 'john', 'smoltz', 'adam', 'laroche', 'jd', 'drew', 'saved', 'atlanta', 'braves', 'another', 'quick', 'playoff', 'exit']\n",
      "Stemmed Tokens: ['clemenss', 'exit', 'open', 'door', 'brave', 'houston', 'john', 'smoltz', 'adam', 'laroch', 'jd', 'drew', 'save', 'atlanta', 'brave', 'anoth', 'quick', 'playoff', 'exit']\n",
      "Final Preprocessed Text: clemenss exit open door brave houston john smoltz adam laroch jd drew save atlanta brave anoth quick playoff exit\n",
      "\n",
      "Original Text: Lima's Complete Game Shutout Helps Dodgers Beat Cards  LOS ANGELES (Reuters) - Jose Lima pitched a complete game  shutout and Shawn Green stroked two homers to help the Los  Angeles Dodgers beat the St Louis Cardinals 4-0 to stay alive  in their National League Divisional Series Saturday.\n",
      "Lowercased Text: lima's complete game shutout helps dodgers beat cards  los angeles (reuters) - jose lima pitched a complete game  shutout and shawn green stroked two homers to help the los  angeles dodgers beat the st louis cardinals 4-0 to stay alive  in their national league divisional series saturday.\n",
      "Removed URLs: lima's complete game shutout helps dodgers beat cards  los angeles (reuters) - jose lima pitched a complete game  shutout and shawn green stroked two homers to help the los  angeles dodgers beat the st louis cardinals 4-0 to stay alive  in their national league divisional series saturday.\n",
      "Removed HTML Tags: lima's complete game shutout helps dodgers beat cards  los angeles (reuters) - jose lima pitched a complete game  shutout and shawn green stroked two homers to help the los  angeles dodgers beat the st louis cardinals 4-0 to stay alive  in their national league divisional series saturday.\n",
      "Removed Special Characters: limas complete game shutout helps dodgers beat cards  los angeles reuters  jose lima pitched a complete game  shutout and shawn green stroked two homers to help the los  angeles dodgers beat the st louis cardinals  to stay alive  in their national league divisional series saturday\n",
      "Tokens: ['limas', 'complete', 'game', 'shutout', 'helps', 'dodgers', 'beat', 'cards', 'los', 'angeles', 'reuters', 'jose', 'lima', 'pitched', 'a', 'complete', 'game', 'shutout', 'and', 'shawn', 'green', 'stroked', 'two', 'homers', 'to', 'help', 'the', 'los', 'angeles', 'dodgers', 'beat', 'the', 'st', 'louis', 'cardinals', 'to', 'stay', 'alive', 'in', 'their', 'national', 'league', 'divisional', 'series', 'saturday']\n",
      "Removed Stopwords: ['limas', 'complete', 'game', 'shutout', 'helps', 'dodgers', 'beat', 'cards', 'los', 'angeles', 'reuters', 'jose', 'lima', 'pitched', 'complete', 'game', 'shutout', 'shawn', 'green', 'stroked', 'two', 'homers', 'help', 'los', 'angeles', 'dodgers', 'beat', 'st', 'louis', 'cardinals', 'stay', 'alive', 'national', 'league', 'divisional', 'series', 'saturday']\n",
      "Stemmed Tokens: ['lima', 'complet', 'game', 'shutout', 'help', 'dodger', 'beat', 'card', 'lo', 'angel', 'reuter', 'jose', 'lima', 'pitch', 'complet', 'game', 'shutout', 'shawn', 'green', 'stroke', 'two', 'homer', 'help', 'lo', 'angel', 'dodger', 'beat', 'st', 'loui', 'cardin', 'stay', 'aliv', 'nation', 'leagu', 'division', 'seri', 'saturday']\n",
      "Final Preprocessed Text: lima complet game shutout help dodger beat card lo angel reuter jose lima pitch complet game shutout shawn green stroke two homer help lo angel dodger beat st loui cardin stay aliv nation leagu division seri saturday\n",
      "\n",
      "Original Text: ROCASTLE OFFERS SUPPORT TO NOVO Hibernian midfielder Craig Rocastle has promised to back Rangers striker Nacho Novo if he decides to appeal against the red card he picked up at Easter Road.\n",
      "Lowercased Text: rocastle offers support to novo hibernian midfielder craig rocastle has promised to back rangers striker nacho novo if he decides to appeal against the red card he picked up at easter road.\n",
      "Removed URLs: rocastle offers support to novo hibernian midfielder craig rocastle has promised to back rangers striker nacho novo if he decides to appeal against the red card he picked up at easter road.\n",
      "Removed HTML Tags: rocastle offers support to novo hibernian midfielder craig rocastle has promised to back rangers striker nacho novo if he decides to appeal against the red card he picked up at easter road.\n",
      "Removed Special Characters: rocastle offers support to novo hibernian midfielder craig rocastle has promised to back rangers striker nacho novo if he decides to appeal against the red card he picked up at easter road\n",
      "Tokens: ['rocastle', 'offers', 'support', 'to', 'novo', 'hibernian', 'midfielder', 'craig', 'rocastle', 'has', 'promised', 'to', 'back', 'rangers', 'striker', 'nacho', 'novo', 'if', 'he', 'decides', 'to', 'appeal', 'against', 'the', 'red', 'card', 'he', 'picked', 'up', 'at', 'easter', 'road']\n",
      "Removed Stopwords: ['rocastle', 'offers', 'support', 'novo', 'hibernian', 'midfielder', 'craig', 'rocastle', 'promised', 'back', 'rangers', 'striker', 'nacho', 'novo', 'decides', 'appeal', 'red', 'card', 'picked', 'easter', 'road']\n",
      "Stemmed Tokens: ['rocastl', 'offer', 'support', 'novo', 'hibernian', 'midfield', 'craig', 'rocastl', 'promis', 'back', 'ranger', 'striker', 'nacho', 'novo', 'decid', 'appeal', 'red', 'card', 'pick', 'easter', 'road']\n",
      "Final Preprocessed Text: rocastl offer support novo hibernian midfield craig rocastl promis back ranger striker nacho novo decid appeal red card pick easter road\n",
      "\n",
      "Original Text: Massachusetts 61, No. 7 Connecticut 59 Massachusetts made sure its first home game against a defending national champion was one to remember. The Minutemen stunned seventh-ranked Connecticut 61-59 on Rashaun Freeman #39;s layup with 4.3 seconds to play Thursday night.\n",
      "Lowercased Text: massachusetts 61, no. 7 connecticut 59 massachusetts made sure its first home game against a defending national champion was one to remember. the minutemen stunned seventh-ranked connecticut 61-59 on rashaun freeman #39;s layup with 4.3 seconds to play thursday night.\n",
      "Removed URLs: massachusetts 61, no. 7 connecticut 59 massachusetts made sure its first home game against a defending national champion was one to remember. the minutemen stunned seventh-ranked connecticut 61-59 on rashaun freeman #39;s layup with 4.3 seconds to play thursday night.\n",
      "Removed HTML Tags: massachusetts 61, no. 7 connecticut 59 massachusetts made sure its first home game against a defending national champion was one to remember. the minutemen stunned seventh-ranked connecticut 61-59 on rashaun freeman #39;s layup with 4.3 seconds to play thursday night.\n",
      "Removed Special Characters: massachusetts  no  connecticut  massachusetts made sure its first home game against a defending national champion was one to remember the minutemen stunned seventhranked connecticut  on rashaun freeman s layup with  seconds to play thursday night\n",
      "Tokens: ['massachusetts', 'no', 'connecticut', 'massachusetts', 'made', 'sure', 'its', 'first', 'home', 'game', 'against', 'a', 'defending', 'national', 'champion', 'was', 'one', 'to', 'remember', 'the', 'minutemen', 'stunned', 'seventhranked', 'connecticut', 'on', 'rashaun', 'freeman', 's', 'layup', 'with', 'seconds', 'to', 'play', 'thursday', 'night']\n",
      "Removed Stopwords: ['massachusetts', 'connecticut', 'massachusetts', 'made', 'sure', 'first', 'home', 'game', 'defending', 'national', 'champion', 'one', 'remember', 'minutemen', 'stunned', 'seventhranked', 'connecticut', 'rashaun', 'freeman', 'layup', 'seconds', 'play', 'thursday', 'night']\n",
      "Stemmed Tokens: ['massachusett', 'connecticut', 'massachusett', 'made', 'sure', 'first', 'home', 'game', 'defend', 'nation', 'champion', 'one', 'rememb', 'minutemen', 'stun', 'seventhrank', 'connecticut', 'rashaun', 'freeman', 'layup', 'second', 'play', 'thursday', 'night']\n",
      "Final Preprocessed Text: massachusett connecticut massachusett made sure first home game defend nation champion one rememb minutemen stun seventhrank connecticut rashaun freeman layup second play thursday night\n",
      "\n",
      "Original Text: Eagles 27, Giants 6 EAST RUTHERFORD, NJ - The Philadelphia Eagles won a fourth consecutive NFC East title by making Eli Manning look very much like a rookie.\n",
      "Lowercased Text: eagles 27, giants 6 east rutherford, nj - the philadelphia eagles won a fourth consecutive nfc east title by making eli manning look very much like a rookie.\n",
      "Removed URLs: eagles 27, giants 6 east rutherford, nj - the philadelphia eagles won a fourth consecutive nfc east title by making eli manning look very much like a rookie.\n",
      "Removed HTML Tags: eagles 27, giants 6 east rutherford, nj - the philadelphia eagles won a fourth consecutive nfc east title by making eli manning look very much like a rookie.\n",
      "Removed Special Characters: eagles  giants  east rutherford nj  the philadelphia eagles won a fourth consecutive nfc east title by making eli manning look very much like a rookie\n",
      "Tokens: ['eagles', 'giants', 'east', 'rutherford', 'nj', 'the', 'philadelphia', 'eagles', 'won', 'a', 'fourth', 'consecutive', 'nfc', 'east', 'title', 'by', 'making', 'eli', 'manning', 'look', 'very', 'much', 'like', 'a', 'rookie']\n",
      "Removed Stopwords: ['eagles', 'giants', 'east', 'rutherford', 'nj', 'philadelphia', 'eagles', 'fourth', 'consecutive', 'nfc', 'east', 'title', 'making', 'eli', 'manning', 'look', 'much', 'like', 'rookie']\n",
      "Stemmed Tokens: ['eagl', 'giant', 'east', 'rutherford', 'nj', 'philadelphia', 'eagl', 'fourth', 'consecut', 'nfc', 'east', 'titl', 'make', 'eli', 'man', 'look', 'much', 'like', 'rooki']\n",
      "Final Preprocessed Text: eagl giant east rutherford nj philadelphia eagl fourth consecut nfc east titl make eli man look much like rooki\n",
      "\n",
      "Original Text: Six-month deal for Hoddle at Wolves The 47-year-old former England coach was unveiled at a press conference, bringing to an end Wolves #39; month-long search for a successor to Dave Jones.\n",
      "Lowercased Text: six-month deal for hoddle at wolves the 47-year-old former england coach was unveiled at a press conference, bringing to an end wolves #39; month-long search for a successor to dave jones.\n",
      "Removed URLs: six-month deal for hoddle at wolves the 47-year-old former england coach was unveiled at a press conference, bringing to an end wolves #39; month-long search for a successor to dave jones.\n",
      "Removed HTML Tags: six-month deal for hoddle at wolves the 47-year-old former england coach was unveiled at a press conference, bringing to an end wolves #39; month-long search for a successor to dave jones.\n",
      "Removed Special Characters: sixmonth deal for hoddle at wolves the yearold former england coach was unveiled at a press conference bringing to an end wolves  monthlong search for a successor to dave jones\n",
      "Tokens: ['sixmonth', 'deal', 'for', 'hoddle', 'at', 'wolves', 'the', 'yearold', 'former', 'england', 'coach', 'was', 'unveiled', 'at', 'a', 'press', 'conference', 'bringing', 'to', 'an', 'end', 'wolves', 'monthlong', 'search', 'for', 'a', 'successor', 'to', 'dave', 'jones']\n",
      "Removed Stopwords: ['sixmonth', 'deal', 'hoddle', 'wolves', 'yearold', 'former', 'england', 'coach', 'unveiled', 'press', 'conference', 'bringing', 'end', 'wolves', 'monthlong', 'search', 'successor', 'dave', 'jones']\n",
      "Stemmed Tokens: ['sixmonth', 'deal', 'hoddl', 'wolv', 'yearold', 'former', 'england', 'coach', 'unveil', 'press', 'confer', 'bring', 'end', 'wolv', 'monthlong', 'search', 'successor', 'dave', 'jone']\n",
      "Final Preprocessed Text: sixmonth deal hoddl wolv yearold former england coach unveil press confer bring end wolv monthlong search successor dave jone\n",
      "\n",
      "Original Text: Sharapova Sweeps Into Korea Open Quarters  SEOUL (Reuters) - Wimbledon champion Maria Sharapova  disposed of Japan's Miho Saeki 6-3, 6-1, on Thursday to sweep  into the quarter-finals of the Hansol Korea Open.\n",
      "Lowercased Text: sharapova sweeps into korea open quarters  seoul (reuters) - wimbledon champion maria sharapova  disposed of japan's miho saeki 6-3, 6-1, on thursday to sweep  into the quarter-finals of the hansol korea open.\n",
      "Removed URLs: sharapova sweeps into korea open quarters  seoul (reuters) - wimbledon champion maria sharapova  disposed of japan's miho saeki 6-3, 6-1, on thursday to sweep  into the quarter-finals of the hansol korea open.\n",
      "Removed HTML Tags: sharapova sweeps into korea open quarters  seoul (reuters) - wimbledon champion maria sharapova  disposed of japan's miho saeki 6-3, 6-1, on thursday to sweep  into the quarter-finals of the hansol korea open.\n",
      "Removed Special Characters: sharapova sweeps into korea open quarters  seoul reuters  wimbledon champion maria sharapova  disposed of japans miho saeki   on thursday to sweep  into the quarterfinals of the hansol korea open\n",
      "Tokens: ['sharapova', 'sweeps', 'into', 'korea', 'open', 'quarters', 'seoul', 'reuters', 'wimbledon', 'champion', 'maria', 'sharapova', 'disposed', 'of', 'japans', 'miho', 'saeki', 'on', 'thursday', 'to', 'sweep', 'into', 'the', 'quarterfinals', 'of', 'the', 'hansol', 'korea', 'open']\n",
      "Removed Stopwords: ['sharapova', 'sweeps', 'korea', 'open', 'quarters', 'seoul', 'reuters', 'wimbledon', 'champion', 'maria', 'sharapova', 'disposed', 'japans', 'miho', 'saeki', 'thursday', 'sweep', 'quarterfinals', 'hansol', 'korea', 'open']\n",
      "Stemmed Tokens: ['sharapova', 'sweep', 'korea', 'open', 'quarter', 'seoul', 'reuter', 'wimbledon', 'champion', 'maria', 'sharapova', 'dispos', 'japan', 'miho', 'saeki', 'thursday', 'sweep', 'quarterfin', 'hansol', 'korea', 'open']\n",
      "Final Preprocessed Text: sharapova sweep korea open quarter seoul reuter wimbledon champion maria sharapova dispos japan miho saeki thursday sweep quarterfin hansol korea open\n",
      "\n",
      "Original Text: 9 in a row! Red Sox sweep Angels The Red Sox take control of the American League wild-card race with a 4-3 win over the Angels. It was Boston #39;s ninth straight win -- a season high.\n",
      "Lowercased Text: 9 in a row! red sox sweep angels the red sox take control of the american league wild-card race with a 4-3 win over the angels. it was boston #39;s ninth straight win -- a season high.\n",
      "Removed URLs: 9 in a row! red sox sweep angels the red sox take control of the american league wild-card race with a 4-3 win over the angels. it was boston #39;s ninth straight win -- a season high.\n",
      "Removed HTML Tags: 9 in a row! red sox sweep angels the red sox take control of the american league wild-card race with a 4-3 win over the angels. it was boston #39;s ninth straight win -- a season high.\n",
      "Removed Special Characters:  in a row red sox sweep angels the red sox take control of the american league wildcard race with a  win over the angels it was boston s ninth straight win  a season high\n",
      "Tokens: ['in', 'a', 'row', 'red', 'sox', 'sweep', 'angels', 'the', 'red', 'sox', 'take', 'control', 'of', 'the', 'american', 'league', 'wildcard', 'race', 'with', 'a', 'win', 'over', 'the', 'angels', 'it', 'was', 'boston', 's', 'ninth', 'straight', 'win', 'a', 'season', 'high']\n",
      "Removed Stopwords: ['row', 'red', 'sox', 'sweep', 'angels', 'red', 'sox', 'take', 'control', 'american', 'league', 'wildcard', 'race', 'win', 'angels', 'boston', 'ninth', 'straight', 'win', 'season', 'high']\n",
      "Stemmed Tokens: ['row', 'red', 'sox', 'sweep', 'angel', 'red', 'sox', 'take', 'control', 'american', 'leagu', 'wildcard', 'race', 'win', 'angel', 'boston', 'ninth', 'straight', 'win', 'season', 'high']\n",
      "Final Preprocessed Text: row red sox sweep angel red sox take control american leagu wildcard race win angel boston ninth straight win season high\n",
      "\n",
      "Original Text: Broadhurst leads in Spain MADRID, Spain -- England #39;s Paul Broadhurst, winless in nine years on the European Tour, shot a 6-under-par 65 Friday and took a one-stroke lead midway through the Madrid Open.\n",
      "Lowercased Text: broadhurst leads in spain madrid, spain -- england #39;s paul broadhurst, winless in nine years on the european tour, shot a 6-under-par 65 friday and took a one-stroke lead midway through the madrid open.\n",
      "Removed URLs: broadhurst leads in spain madrid, spain -- england #39;s paul broadhurst, winless in nine years on the european tour, shot a 6-under-par 65 friday and took a one-stroke lead midway through the madrid open.\n",
      "Removed HTML Tags: broadhurst leads in spain madrid, spain -- england #39;s paul broadhurst, winless in nine years on the european tour, shot a 6-under-par 65 friday and took a one-stroke lead midway through the madrid open.\n",
      "Removed Special Characters: broadhurst leads in spain madrid spain  england s paul broadhurst winless in nine years on the european tour shot a underpar  friday and took a onestroke lead midway through the madrid open\n",
      "Tokens: ['broadhurst', 'leads', 'in', 'spain', 'madrid', 'spain', 'england', 's', 'paul', 'broadhurst', 'winless', 'in', 'nine', 'years', 'on', 'the', 'european', 'tour', 'shot', 'a', 'underpar', 'friday', 'and', 'took', 'a', 'onestroke', 'lead', 'midway', 'through', 'the', 'madrid', 'open']\n",
      "Removed Stopwords: ['broadhurst', 'leads', 'spain', 'madrid', 'spain', 'england', 'paul', 'broadhurst', 'winless', 'nine', 'years', 'european', 'tour', 'shot', 'underpar', 'friday', 'took', 'onestroke', 'lead', 'midway', 'madrid', 'open']\n",
      "Stemmed Tokens: ['broadhurst', 'lead', 'spain', 'madrid', 'spain', 'england', 'paul', 'broadhurst', 'winless', 'nine', 'year', 'european', 'tour', 'shot', 'underpar', 'friday', 'took', 'onestrok', 'lead', 'midway', 'madrid', 'open']\n",
      "Final Preprocessed Text: broadhurst lead spain madrid spain england paul broadhurst winless nine year european tour shot underpar friday took onestrok lead midway madrid open\n",
      "\n",
      "Original Text: Bills 38, Seahawks 9 Drew Bledsoe went all the way home to Washington state to help the Buffalo Bills collect a rare road win. Willis McGahee had 116 yards rushing and four touchdowns, leading Buffalo to a 38-9 win over Seattle \n",
      "Lowercased Text: bills 38, seahawks 9 drew bledsoe went all the way home to washington state to help the buffalo bills collect a rare road win. willis mcgahee had 116 yards rushing and four touchdowns, leading buffalo to a 38-9 win over seattle \n",
      "Removed URLs: bills 38, seahawks 9 drew bledsoe went all the way home to washington state to help the buffalo bills collect a rare road win. willis mcgahee had 116 yards rushing and four touchdowns, leading buffalo to a 38-9 win over seattle \n",
      "Removed HTML Tags: bills 38, seahawks 9 drew bledsoe went all the way home to washington state to help the buffalo bills collect a rare road win. willis mcgahee had 116 yards rushing and four touchdowns, leading buffalo to a 38-9 win over seattle \n",
      "Removed Special Characters: bills  seahawks  drew bledsoe went all the way home to washington state to help the buffalo bills collect a rare road win willis mcgahee had  yards rushing and four touchdowns leading buffalo to a  win over seattle \n",
      "Tokens: ['bills', 'seahawks', 'drew', 'bledsoe', 'went', 'all', 'the', 'way', 'home', 'to', 'washington', 'state', 'to', 'help', 'the', 'buffalo', 'bills', 'collect', 'a', 'rare', 'road', 'win', 'willis', 'mcgahee', 'had', 'yards', 'rushing', 'and', 'four', 'touchdowns', 'leading', 'buffalo', 'to', 'a', 'win', 'over', 'seattle']\n",
      "Removed Stopwords: ['bills', 'seahawks', 'drew', 'bledsoe', 'went', 'way', 'home', 'washington', 'state', 'help', 'buffalo', 'bills', 'collect', 'rare', 'road', 'win', 'willis', 'mcgahee', 'yards', 'rushing', 'four', 'touchdowns', 'leading', 'buffalo', 'win', 'seattle']\n",
      "Stemmed Tokens: ['bill', 'seahawk', 'drew', 'bledso', 'went', 'way', 'home', 'washington', 'state', 'help', 'buffalo', 'bill', 'collect', 'rare', 'road', 'win', 'willi', 'mcgahe', 'yard', 'rush', 'four', 'touchdown', 'lead', 'buffalo', 'win', 'seattl']\n",
      "Final Preprocessed Text: bill seahawk drew bledso went way home washington state help buffalo bill collect rare road win willi mcgahe yard rush four touchdown lead buffalo win seattl\n",
      "\n",
      "Original Text: Everton beats Liverpool 1-0 in Merseyside Derby Lee Carsley scored the winner in the 68th minute, giving Everton a 1-0 victory Saturday over Liverpool in the 200th Merseyside Derby.\n",
      "Lowercased Text: everton beats liverpool 1-0 in merseyside derby lee carsley scored the winner in the 68th minute, giving everton a 1-0 victory saturday over liverpool in the 200th merseyside derby.\n",
      "Removed URLs: everton beats liverpool 1-0 in merseyside derby lee carsley scored the winner in the 68th minute, giving everton a 1-0 victory saturday over liverpool in the 200th merseyside derby.\n",
      "Removed HTML Tags: everton beats liverpool 1-0 in merseyside derby lee carsley scored the winner in the 68th minute, giving everton a 1-0 victory saturday over liverpool in the 200th merseyside derby.\n",
      "Removed Special Characters: everton beats liverpool  in merseyside derby lee carsley scored the winner in the th minute giving everton a  victory saturday over liverpool in the th merseyside derby\n",
      "Tokens: ['everton', 'beats', 'liverpool', 'in', 'merseyside', 'derby', 'lee', 'carsley', 'scored', 'the', 'winner', 'in', 'the', 'th', 'minute', 'giving', 'everton', 'a', 'victory', 'saturday', 'over', 'liverpool', 'in', 'the', 'th', 'merseyside', 'derby']\n",
      "Removed Stopwords: ['everton', 'beats', 'liverpool', 'merseyside', 'derby', 'lee', 'carsley', 'scored', 'winner', 'th', 'minute', 'giving', 'everton', 'victory', 'saturday', 'liverpool', 'th', 'merseyside', 'derby']\n",
      "Stemmed Tokens: ['everton', 'beat', 'liverpool', 'merseysid', 'derbi', 'lee', 'carsley', 'score', 'winner', 'th', 'minut', 'give', 'everton', 'victori', 'saturday', 'liverpool', 'th', 'merseysid', 'derbi']\n",
      "Final Preprocessed Text: everton beat liverpool merseysid derbi lee carsley score winner th minut give everton victori saturday liverpool th merseysid derbi\n",
      "\n",
      "Original Text: Gerrard available for Reds Liverpool captain Steven Gerrard believes he is ready to make his comeback against Middlesbrough at the weekend following a two-month injury lay-off.\n",
      "Lowercased Text: gerrard available for reds liverpool captain steven gerrard believes he is ready to make his comeback against middlesbrough at the weekend following a two-month injury lay-off.\n",
      "Removed URLs: gerrard available for reds liverpool captain steven gerrard believes he is ready to make his comeback against middlesbrough at the weekend following a two-month injury lay-off.\n",
      "Removed HTML Tags: gerrard available for reds liverpool captain steven gerrard believes he is ready to make his comeback against middlesbrough at the weekend following a two-month injury lay-off.\n",
      "Removed Special Characters: gerrard available for reds liverpool captain steven gerrard believes he is ready to make his comeback against middlesbrough at the weekend following a twomonth injury layoff\n",
      "Tokens: ['gerrard', 'available', 'for', 'reds', 'liverpool', 'captain', 'steven', 'gerrard', 'believes', 'he', 'is', 'ready', 'to', 'make', 'his', 'comeback', 'against', 'middlesbrough', 'at', 'the', 'weekend', 'following', 'a', 'twomonth', 'injury', 'layoff']\n",
      "Removed Stopwords: ['gerrard', 'available', 'reds', 'liverpool', 'captain', 'steven', 'gerrard', 'believes', 'ready', 'make', 'comeback', 'middlesbrough', 'weekend', 'following', 'twomonth', 'injury', 'layoff']\n",
      "Stemmed Tokens: ['gerrard', 'avail', 'red', 'liverpool', 'captain', 'steven', 'gerrard', 'believ', 'readi', 'make', 'comeback', 'middlesbrough', 'weekend', 'follow', 'twomonth', 'injuri', 'layoff']\n",
      "Final Preprocessed Text: gerrard avail red liverpool captain steven gerrard believ readi make comeback middlesbrough weekend follow twomonth injuri layoff\n",
      "\n",
      "Original Text: Tennis: Canas crushes Novak to reach Shanghai final, faces &lt;b&gt;...&lt;/b&gt; SHANGHAI : Argentina #39;s Guillermo Canas dominated Jiri Novak of the Czech Republic to book his place in the final of the 380,000-dollar ATP Shanghai Open tennis tournament against unheralded German Lars Burgsmuller.\n",
      "Lowercased Text: tennis: canas crushes novak to reach shanghai final, faces &lt;b&gt;...&lt;/b&gt; shanghai : argentina #39;s guillermo canas dominated jiri novak of the czech republic to book his place in the final of the 380,000-dollar atp shanghai open tennis tournament against unheralded german lars burgsmuller.\n",
      "Removed URLs: tennis: canas crushes novak to reach shanghai final, faces &lt;b&gt;...&lt;/b&gt; shanghai : argentina #39;s guillermo canas dominated jiri novak of the czech republic to book his place in the final of the 380,000-dollar atp shanghai open tennis tournament against unheralded german lars burgsmuller.\n",
      "Removed HTML Tags: tennis: canas crushes novak to reach shanghai final, faces &lt;b&gt;...&lt;/b&gt; shanghai : argentina #39;s guillermo canas dominated jiri novak of the czech republic to book his place in the final of the 380,000-dollar atp shanghai open tennis tournament against unheralded german lars burgsmuller.\n",
      "Removed Special Characters: tennis canas crushes novak to reach shanghai final faces ltbgtltbgt shanghai  argentina s guillermo canas dominated jiri novak of the czech republic to book his place in the final of the dollar atp shanghai open tennis tournament against unheralded german lars burgsmuller\n",
      "Tokens: ['tennis', 'canas', 'crushes', 'novak', 'to', 'reach', 'shanghai', 'final', 'faces', 'ltbgtltbgt', 'shanghai', 'argentina', 's', 'guillermo', 'canas', 'dominated', 'jiri', 'novak', 'of', 'the', 'czech', 'republic', 'to', 'book', 'his', 'place', 'in', 'the', 'final', 'of', 'the', 'dollar', 'atp', 'shanghai', 'open', 'tennis', 'tournament', 'against', 'unheralded', 'german', 'lars', 'burgsmuller']\n",
      "Removed Stopwords: ['tennis', 'canas', 'crushes', 'novak', 'reach', 'shanghai', 'final', 'faces', 'ltbgtltbgt', 'shanghai', 'argentina', 'guillermo', 'canas', 'dominated', 'jiri', 'novak', 'czech', 'republic', 'book', 'place', 'final', 'dollar', 'atp', 'shanghai', 'open', 'tennis', 'tournament', 'unheralded', 'german', 'lars', 'burgsmuller']\n",
      "Stemmed Tokens: ['tenni', 'cana', 'crush', 'novak', 'reach', 'shanghai', 'final', 'face', 'ltbgtltbgt', 'shanghai', 'argentina', 'guillermo', 'cana', 'domin', 'jiri', 'novak', 'czech', 'republ', 'book', 'place', 'final', 'dollar', 'atp', 'shanghai', 'open', 'tenni', 'tournament', 'unherald', 'german', 'lar', 'burgsmul']\n",
      "Final Preprocessed Text: tenni cana crush novak reach shanghai final face ltbgtltbgt shanghai argentina guillermo cana domin jiri novak czech republ book place final dollar atp shanghai open tenni tournament unherald german lar burgsmul\n",
      "\n",
      "Original Text: Yankees Win Controversial Game Against Devil Rays  NEW YORK (Reuters) - Alex Rodriguez drove in three runs and  Orlando Hernandez pitched seven strong innings to guide the New  York Yankees past the Tampa Bay Devil Rays 7-4 in the American  League Monday.\n",
      "Lowercased Text: yankees win controversial game against devil rays  new york (reuters) - alex rodriguez drove in three runs and  orlando hernandez pitched seven strong innings to guide the new  york yankees past the tampa bay devil rays 7-4 in the american  league monday.\n",
      "Removed URLs: yankees win controversial game against devil rays  new york (reuters) - alex rodriguez drove in three runs and  orlando hernandez pitched seven strong innings to guide the new  york yankees past the tampa bay devil rays 7-4 in the american  league monday.\n",
      "Removed HTML Tags: yankees win controversial game against devil rays  new york (reuters) - alex rodriguez drove in three runs and  orlando hernandez pitched seven strong innings to guide the new  york yankees past the tampa bay devil rays 7-4 in the american  league monday.\n",
      "Removed Special Characters: yankees win controversial game against devil rays  new york reuters  alex rodriguez drove in three runs and  orlando hernandez pitched seven strong innings to guide the new  york yankees past the tampa bay devil rays  in the american  league monday\n",
      "Tokens: ['yankees', 'win', 'controversial', 'game', 'against', 'devil', 'rays', 'new', 'york', 'reuters', 'alex', 'rodriguez', 'drove', 'in', 'three', 'runs', 'and', 'orlando', 'hernandez', 'pitched', 'seven', 'strong', 'innings', 'to', 'guide', 'the', 'new', 'york', 'yankees', 'past', 'the', 'tampa', 'bay', 'devil', 'rays', 'in', 'the', 'american', 'league', 'monday']\n",
      "Removed Stopwords: ['yankees', 'win', 'controversial', 'game', 'devil', 'rays', 'new', 'york', 'reuters', 'alex', 'rodriguez', 'drove', 'three', 'runs', 'orlando', 'hernandez', 'pitched', 'seven', 'strong', 'innings', 'guide', 'new', 'york', 'yankees', 'past', 'tampa', 'bay', 'devil', 'rays', 'american', 'league', 'monday']\n",
      "Stemmed Tokens: ['yanke', 'win', 'controversi', 'game', 'devil', 'ray', 'new', 'york', 'reuter', 'alex', 'rodriguez', 'drove', 'three', 'run', 'orlando', 'hernandez', 'pitch', 'seven', 'strong', 'inning', 'guid', 'new', 'york', 'yanke', 'past', 'tampa', 'bay', 'devil', 'ray', 'american', 'leagu', 'monday']\n",
      "Final Preprocessed Text: yanke win controversi game devil ray new york reuter alex rodriguez drove three run orlando hernandez pitch seven strong inning guid new york yanke past tampa bay devil ray american leagu monday\n",
      "\n",
      "Original Text: USC right move for Majerus especially since he was so anxious to simply return to the sidelines. Remember, Majerus didn #39;t exactly leave Utah on his terms in 2004.\n",
      "Lowercased Text: usc right move for majerus especially since he was so anxious to simply return to the sidelines. remember, majerus didn #39;t exactly leave utah on his terms in 2004.\n",
      "Removed URLs: usc right move for majerus especially since he was so anxious to simply return to the sidelines. remember, majerus didn #39;t exactly leave utah on his terms in 2004.\n",
      "Removed HTML Tags: usc right move for majerus especially since he was so anxious to simply return to the sidelines. remember, majerus didn #39;t exactly leave utah on his terms in 2004.\n",
      "Removed Special Characters: usc right move for majerus especially since he was so anxious to simply return to the sidelines remember majerus didn t exactly leave utah on his terms in \n",
      "Tokens: ['usc', 'right', 'move', 'for', 'majerus', 'especially', 'since', 'he', 'was', 'so', 'anxious', 'to', 'simply', 'return', 'to', 'the', 'sidelines', 'remember', 'majerus', 'didn', 't', 'exactly', 'leave', 'utah', 'on', 'his', 'terms', 'in']\n",
      "Removed Stopwords: ['usc', 'right', 'move', 'majerus', 'especially', 'since', 'anxious', 'simply', 'return', 'sidelines', 'remember', 'majerus', 'exactly', 'leave', 'utah', 'terms']\n",
      "Stemmed Tokens: ['usc', 'right', 'move', 'majeru', 'especi', 'sinc', 'anxiou', 'simpli', 'return', 'sidelin', 'rememb', 'majeru', 'exactli', 'leav', 'utah', 'term']\n",
      "Final Preprocessed Text: usc right move majeru especi sinc anxiou simpli return sidelin rememb majeru exactli leav utah term\n",
      "\n",
      "Original Text: Winning NFL Turnover Battle Does Count (AP) AP - Joe Gibbs had seen it before, although he didn't remember: On Dec. 7, 1986, his Washington Redskins turned the ball over seven times and lost to the New York Giants.\n",
      "Lowercased Text: winning nfl turnover battle does count (ap) ap - joe gibbs had seen it before, although he didn't remember: on dec. 7, 1986, his washington redskins turned the ball over seven times and lost to the new york giants.\n",
      "Removed URLs: winning nfl turnover battle does count (ap) ap - joe gibbs had seen it before, although he didn't remember: on dec. 7, 1986, his washington redskins turned the ball over seven times and lost to the new york giants.\n",
      "Removed HTML Tags: winning nfl turnover battle does count (ap) ap - joe gibbs had seen it before, although he didn't remember: on dec. 7, 1986, his washington redskins turned the ball over seven times and lost to the new york giants.\n",
      "Removed Special Characters: winning nfl turnover battle does count ap ap  joe gibbs had seen it before although he didnt remember on dec   his washington redskins turned the ball over seven times and lost to the new york giants\n",
      "Tokens: ['winning', 'nfl', 'turnover', 'battle', 'does', 'count', 'ap', 'ap', 'joe', 'gibbs', 'had', 'seen', 'it', 'before', 'although', 'he', 'didnt', 'remember', 'on', 'dec', 'his', 'washington', 'redskins', 'turned', 'the', 'ball', 'over', 'seven', 'times', 'and', 'lost', 'to', 'the', 'new', 'york', 'giants']\n",
      "Removed Stopwords: ['winning', 'nfl', 'turnover', 'battle', 'count', 'ap', 'ap', 'joe', 'gibbs', 'seen', 'although', 'didnt', 'remember', 'dec', 'washington', 'redskins', 'turned', 'ball', 'seven', 'times', 'lost', 'new', 'york', 'giants']\n",
      "Stemmed Tokens: ['win', 'nfl', 'turnov', 'battl', 'count', 'ap', 'ap', 'joe', 'gibb', 'seen', 'although', 'didnt', 'rememb', 'dec', 'washington', 'redskin', 'turn', 'ball', 'seven', 'time', 'lost', 'new', 'york', 'giant']\n",
      "Final Preprocessed Text: win nfl turnov battl count ap ap joe gibb seen although didnt rememb dec washington redskin turn ball seven time lost new york giant\n",
      "\n",
      "Original Text: Broncos And Monday Night On The Road Don #39;t Mix The Bengals were happy to be back on Monday Night Football after a 15 year absence. From gameplan to execution, they looked very good.\n",
      "Lowercased Text: broncos and monday night on the road don #39;t mix the bengals were happy to be back on monday night football after a 15 year absence. from gameplan to execution, they looked very good.\n",
      "Removed URLs: broncos and monday night on the road don #39;t mix the bengals were happy to be back on monday night football after a 15 year absence. from gameplan to execution, they looked very good.\n",
      "Removed HTML Tags: broncos and monday night on the road don #39;t mix the bengals were happy to be back on monday night football after a 15 year absence. from gameplan to execution, they looked very good.\n",
      "Removed Special Characters: broncos and monday night on the road don t mix the bengals were happy to be back on monday night football after a  year absence from gameplan to execution they looked very good\n",
      "Tokens: ['broncos', 'and', 'monday', 'night', 'on', 'the', 'road', 'don', 't', 'mix', 'the', 'bengals', 'were', 'happy', 'to', 'be', 'back', 'on', 'monday', 'night', 'football', 'after', 'a', 'year', 'absence', 'from', 'gameplan', 'to', 'execution', 'they', 'looked', 'very', 'good']\n",
      "Removed Stopwords: ['broncos', 'monday', 'night', 'road', 'mix', 'bengals', 'happy', 'back', 'monday', 'night', 'football', 'year', 'absence', 'gameplan', 'execution', 'looked', 'good']\n",
      "Stemmed Tokens: ['bronco', 'monday', 'night', 'road', 'mix', 'bengal', 'happi', 'back', 'monday', 'night', 'footbal', 'year', 'absenc', 'gameplan', 'execut', 'look', 'good']\n",
      "Final Preprocessed Text: bronco monday night road mix bengal happi back monday night footbal year absenc gameplan execut look good\n",
      "\n",
      "Original Text: Smoltz could return to rotation ANAHEIM, Calif. There #39;s a chance John Smoltz could return to the Atlanta Braves #39; rotation if the team finds another closer.\n",
      "Lowercased Text: smoltz could return to rotation anaheim, calif. there #39;s a chance john smoltz could return to the atlanta braves #39; rotation if the team finds another closer.\n",
      "Removed URLs: smoltz could return to rotation anaheim, calif. there #39;s a chance john smoltz could return to the atlanta braves #39; rotation if the team finds another closer.\n",
      "Removed HTML Tags: smoltz could return to rotation anaheim, calif. there #39;s a chance john smoltz could return to the atlanta braves #39; rotation if the team finds another closer.\n",
      "Removed Special Characters: smoltz could return to rotation anaheim calif there s a chance john smoltz could return to the atlanta braves  rotation if the team finds another closer\n",
      "Tokens: ['smoltz', 'could', 'return', 'to', 'rotation', 'anaheim', 'calif', 'there', 's', 'a', 'chance', 'john', 'smoltz', 'could', 'return', 'to', 'the', 'atlanta', 'braves', 'rotation', 'if', 'the', 'team', 'finds', 'another', 'closer']\n",
      "Removed Stopwords: ['smoltz', 'could', 'return', 'rotation', 'anaheim', 'calif', 'chance', 'john', 'smoltz', 'could', 'return', 'atlanta', 'braves', 'rotation', 'team', 'finds', 'another', 'closer']\n",
      "Stemmed Tokens: ['smoltz', 'could', 'return', 'rotat', 'anaheim', 'calif', 'chanc', 'john', 'smoltz', 'could', 'return', 'atlanta', 'brave', 'rotat', 'team', 'find', 'anoth', 'closer']\n",
      "Final Preprocessed Text: smoltz could return rotat anaheim calif chanc john smoltz could return atlanta brave rotat team find anoth closer\n",
      "\n",
      "Original Text: Najeh to the rescue for Packers No Ahman Green, no problem. At least that #39;s what it looked like on Monday night, as the Green Bay Packers ran roughshod over the St.\n",
      "Lowercased Text: najeh to the rescue for packers no ahman green, no problem. at least that #39;s what it looked like on monday night, as the green bay packers ran roughshod over the st.\n",
      "Removed URLs: najeh to the rescue for packers no ahman green, no problem. at least that #39;s what it looked like on monday night, as the green bay packers ran roughshod over the st.\n",
      "Removed HTML Tags: najeh to the rescue for packers no ahman green, no problem. at least that #39;s what it looked like on monday night, as the green bay packers ran roughshod over the st.\n",
      "Removed Special Characters: najeh to the rescue for packers no ahman green no problem at least that s what it looked like on monday night as the green bay packers ran roughshod over the st\n",
      "Tokens: ['najeh', 'to', 'the', 'rescue', 'for', 'packers', 'no', 'ahman', 'green', 'no', 'problem', 'at', 'least', 'that', 's', 'what', 'it', 'looked', 'like', 'on', 'monday', 'night', 'as', 'the', 'green', 'bay', 'packers', 'ran', 'roughshod', 'over', 'the', 'st']\n",
      "Removed Stopwords: ['najeh', 'rescue', 'packers', 'ahman', 'green', 'problem', 'least', 'looked', 'like', 'monday', 'night', 'green', 'bay', 'packers', 'ran', 'roughshod', 'st']\n",
      "Stemmed Tokens: ['najeh', 'rescu', 'packer', 'ahman', 'green', 'problem', 'least', 'look', 'like', 'monday', 'night', 'green', 'bay', 'packer', 'ran', 'roughshod', 'st']\n",
      "Final Preprocessed Text: najeh rescu packer ahman green problem least look like monday night green bay packer ran roughshod st\n",
      "\n",
      "Original Text: Nebraska Player Charged With Assault An arrest warrant was issued Friday, Nov. 19, 2004, for Nebraska offensive lineman Darren DeLone, shown in this undated handout photo.\n",
      "Lowercased Text: nebraska player charged with assault an arrest warrant was issued friday, nov. 19, 2004, for nebraska offensive lineman darren delone, shown in this undated handout photo.\n",
      "Removed URLs: nebraska player charged with assault an arrest warrant was issued friday, nov. 19, 2004, for nebraska offensive lineman darren delone, shown in this undated handout photo.\n",
      "Removed HTML Tags: nebraska player charged with assault an arrest warrant was issued friday, nov. 19, 2004, for nebraska offensive lineman darren delone, shown in this undated handout photo.\n",
      "Removed Special Characters: nebraska player charged with assault an arrest warrant was issued friday nov   for nebraska offensive lineman darren delone shown in this undated handout photo\n",
      "Tokens: ['nebraska', 'player', 'charged', 'with', 'assault', 'an', 'arrest', 'warrant', 'was', 'issued', 'friday', 'nov', 'for', 'nebraska', 'offensive', 'lineman', 'darren', 'delone', 'shown', 'in', 'this', 'undated', 'handout', 'photo']\n",
      "Removed Stopwords: ['nebraska', 'player', 'charged', 'assault', 'arrest', 'warrant', 'issued', 'friday', 'nov', 'nebraska', 'offensive', 'lineman', 'darren', 'delone', 'shown', 'undated', 'handout', 'photo']\n",
      "Stemmed Tokens: ['nebraska', 'player', 'charg', 'assault', 'arrest', 'warrant', 'issu', 'friday', 'nov', 'nebraska', 'offens', 'lineman', 'darren', 'delon', 'shown', 'undat', 'handout', 'photo']\n",
      "Final Preprocessed Text: nebraska player charg assault arrest warrant issu friday nov nebraska offens lineman darren delon shown undat handout photo\n",
      "\n",
      "Original Text: Dawgs get Gators off their back Not with players dragging off the field, their bodies drained by yet another anticlimactic loss. Not with their fired leader standing before reporters, struggling to hold back the tears once more.\n",
      "Lowercased Text: dawgs get gators off their back not with players dragging off the field, their bodies drained by yet another anticlimactic loss. not with their fired leader standing before reporters, struggling to hold back the tears once more.\n",
      "Removed URLs: dawgs get gators off their back not with players dragging off the field, their bodies drained by yet another anticlimactic loss. not with their fired leader standing before reporters, struggling to hold back the tears once more.\n",
      "Removed HTML Tags: dawgs get gators off their back not with players dragging off the field, their bodies drained by yet another anticlimactic loss. not with their fired leader standing before reporters, struggling to hold back the tears once more.\n",
      "Removed Special Characters: dawgs get gators off their back not with players dragging off the field their bodies drained by yet another anticlimactic loss not with their fired leader standing before reporters struggling to hold back the tears once more\n",
      "Tokens: ['dawgs', 'get', 'gators', 'off', 'their', 'back', 'not', 'with', 'players', 'dragging', 'off', 'the', 'field', 'their', 'bodies', 'drained', 'by', 'yet', 'another', 'anticlimactic', 'loss', 'not', 'with', 'their', 'fired', 'leader', 'standing', 'before', 'reporters', 'struggling', 'to', 'hold', 'back', 'the', 'tears', 'once', 'more']\n",
      "Removed Stopwords: ['dawgs', 'get', 'gators', 'back', 'players', 'dragging', 'field', 'bodies', 'drained', 'yet', 'another', 'anticlimactic', 'loss', 'fired', 'leader', 'standing', 'reporters', 'struggling', 'hold', 'back', 'tears']\n",
      "Stemmed Tokens: ['dawg', 'get', 'gator', 'back', 'player', 'drag', 'field', 'bodi', 'drain', 'yet', 'anoth', 'anticlimact', 'loss', 'fire', 'leader', 'stand', 'report', 'struggl', 'hold', 'back', 'tear']\n",
      "Final Preprocessed Text: dawg get gator back player drag field bodi drain yet anoth anticlimact loss fire leader stand report struggl hold back tear\n",
      "\n",
      "Original Text: Madrid draw with Villarreal to retain 2nd place Real Madrid played without four regulars and settled for a 0-0 draw with Villarreal yesterday, leaving them nine points behind Spanish league leaders FC Barcelona after 14 games.\n",
      "Lowercased Text: madrid draw with villarreal to retain 2nd place real madrid played without four regulars and settled for a 0-0 draw with villarreal yesterday, leaving them nine points behind spanish league leaders fc barcelona after 14 games.\n",
      "Removed URLs: madrid draw with villarreal to retain 2nd place real madrid played without four regulars and settled for a 0-0 draw with villarreal yesterday, leaving them nine points behind spanish league leaders fc barcelona after 14 games.\n",
      "Removed HTML Tags: madrid draw with villarreal to retain 2nd place real madrid played without four regulars and settled for a 0-0 draw with villarreal yesterday, leaving them nine points behind spanish league leaders fc barcelona after 14 games.\n",
      "Removed Special Characters: madrid draw with villarreal to retain nd place real madrid played without four regulars and settled for a  draw with villarreal yesterday leaving them nine points behind spanish league leaders fc barcelona after  games\n",
      "Tokens: ['madrid', 'draw', 'with', 'villarreal', 'to', 'retain', 'nd', 'place', 'real', 'madrid', 'played', 'without', 'four', 'regulars', 'and', 'settled', 'for', 'a', 'draw', 'with', 'villarreal', 'yesterday', 'leaving', 'them', 'nine', 'points', 'behind', 'spanish', 'league', 'leaders', 'fc', 'barcelona', 'after', 'games']\n",
      "Removed Stopwords: ['madrid', 'draw', 'villarreal', 'retain', 'nd', 'place', 'real', 'madrid', 'played', 'without', 'four', 'regulars', 'settled', 'draw', 'villarreal', 'yesterday', 'leaving', 'nine', 'points', 'behind', 'spanish', 'league', 'leaders', 'fc', 'barcelona', 'games']\n",
      "Stemmed Tokens: ['madrid', 'draw', 'villarr', 'retain', 'nd', 'place', 'real', 'madrid', 'play', 'without', 'four', 'regular', 'settl', 'draw', 'villarr', 'yesterday', 'leav', 'nine', 'point', 'behind', 'spanish', 'leagu', 'leader', 'fc', 'barcelona', 'game']\n",
      "Final Preprocessed Text: madrid draw villarr retain nd place real madrid play without four regular settl draw villarr yesterday leav nine point behind spanish leagu leader fc barcelona game\n",
      "\n",
      "Original Text: Valley Stars Struggle to Settle Alan Curbishley admits Charltons summer signings have yet to settle at The Valley and blames the loss of virtually an entire side for the clubs stuttering start to the season.\n",
      "Lowercased Text: valley stars struggle to settle alan curbishley admits charltons summer signings have yet to settle at the valley and blames the loss of virtually an entire side for the clubs stuttering start to the season.\n",
      "Removed URLs: valley stars struggle to settle alan curbishley admits charltons summer signings have yet to settle at the valley and blames the loss of virtually an entire side for the clubs stuttering start to the season.\n",
      "Removed HTML Tags: valley stars struggle to settle alan curbishley admits charltons summer signings have yet to settle at the valley and blames the loss of virtually an entire side for the clubs stuttering start to the season.\n",
      "Removed Special Characters: valley stars struggle to settle alan curbishley admits charltons summer signings have yet to settle at the valley and blames the loss of virtually an entire side for the clubs stuttering start to the season\n",
      "Tokens: ['valley', 'stars', 'struggle', 'to', 'settle', 'alan', 'curbishley', 'admits', 'charltons', 'summer', 'signings', 'have', 'yet', 'to', 'settle', 'at', 'the', 'valley', 'and', 'blames', 'the', 'loss', 'of', 'virtually', 'an', 'entire', 'side', 'for', 'the', 'clubs', 'stuttering', 'start', 'to', 'the', 'season']\n",
      "Removed Stopwords: ['valley', 'stars', 'struggle', 'settle', 'alan', 'curbishley', 'admits', 'charltons', 'summer', 'signings', 'yet', 'settle', 'valley', 'blames', 'loss', 'virtually', 'entire', 'side', 'clubs', 'stuttering', 'start', 'season']\n",
      "Stemmed Tokens: ['valley', 'star', 'struggl', 'settl', 'alan', 'curbishley', 'admit', 'charlton', 'summer', 'sign', 'yet', 'settl', 'valley', 'blame', 'loss', 'virtual', 'entir', 'side', 'club', 'stutter', 'start', 'season']\n",
      "Final Preprocessed Text: valley star struggl settl alan curbishley admit charlton summer sign yet settl valley blame loss virtual entir side club stutter start season\n",
      "\n",
      "Original Text: Wind-Aided Delay May Be Plus for Pitt (AP) AP - The rainy remnants of Hurricane Frances forced Pittsburgh to practice inside in advance of its delayed season opener.\n",
      "Lowercased Text: wind-aided delay may be plus for pitt (ap) ap - the rainy remnants of hurricane frances forced pittsburgh to practice inside in advance of its delayed season opener.\n",
      "Removed URLs: wind-aided delay may be plus for pitt (ap) ap - the rainy remnants of hurricane frances forced pittsburgh to practice inside in advance of its delayed season opener.\n",
      "Removed HTML Tags: wind-aided delay may be plus for pitt (ap) ap - the rainy remnants of hurricane frances forced pittsburgh to practice inside in advance of its delayed season opener.\n",
      "Removed Special Characters: windaided delay may be plus for pitt ap ap  the rainy remnants of hurricane frances forced pittsburgh to practice inside in advance of its delayed season opener\n",
      "Tokens: ['windaided', 'delay', 'may', 'be', 'plus', 'for', 'pitt', 'ap', 'ap', 'the', 'rainy', 'remnants', 'of', 'hurricane', 'frances', 'forced', 'pittsburgh', 'to', 'practice', 'inside', 'in', 'advance', 'of', 'its', 'delayed', 'season', 'opener']\n",
      "Removed Stopwords: ['windaided', 'delay', 'may', 'plus', 'pitt', 'ap', 'ap', 'rainy', 'remnants', 'hurricane', 'frances', 'forced', 'pittsburgh', 'practice', 'inside', 'advance', 'delayed', 'season', 'opener']\n",
      "Stemmed Tokens: ['windaid', 'delay', 'may', 'plu', 'pitt', 'ap', 'ap', 'raini', 'remnant', 'hurrican', 'franc', 'forc', 'pittsburgh', 'practic', 'insid', 'advanc', 'delay', 'season', 'open']\n",
      "Final Preprocessed Text: windaid delay may plu pitt ap ap raini remnant hurrican franc forc pittsburgh practic insid advanc delay season open\n",
      "\n",
      "Original Text: 2 charged after Chicago area pals are slain in NC tragedy Ever since they met in fourth grade, Brett Johnson Harman and Kevin McCann were as close as brothers.  quot;They had the same mannerisms, the same kind of humor, and they even looked alike, quot; said McCann #39;s father, Dennis McCann.\n",
      "Lowercased Text: 2 charged after chicago area pals are slain in nc tragedy ever since they met in fourth grade, brett johnson harman and kevin mccann were as close as brothers.  quot;they had the same mannerisms, the same kind of humor, and they even looked alike, quot; said mccann #39;s father, dennis mccann.\n",
      "Removed URLs: 2 charged after chicago area pals are slain in nc tragedy ever since they met in fourth grade, brett johnson harman and kevin mccann were as close as brothers.  quot;they had the same mannerisms, the same kind of humor, and they even looked alike, quot; said mccann #39;s father, dennis mccann.\n",
      "Removed HTML Tags: 2 charged after chicago area pals are slain in nc tragedy ever since they met in fourth grade, brett johnson harman and kevin mccann were as close as brothers.  quot;they had the same mannerisms, the same kind of humor, and they even looked alike, quot; said mccann #39;s father, dennis mccann.\n",
      "Removed Special Characters:  charged after chicago area pals are slain in nc tragedy ever since they met in fourth grade brett johnson harman and kevin mccann were as close as brothers  quotthey had the same mannerisms the same kind of humor and they even looked alike quot said mccann s father dennis mccann\n",
      "Tokens: ['charged', 'after', 'chicago', 'area', 'pals', 'are', 'slain', 'in', 'nc', 'tragedy', 'ever', 'since', 'they', 'met', 'in', 'fourth', 'grade', 'brett', 'johnson', 'harman', 'and', 'kevin', 'mccann', 'were', 'as', 'close', 'as', 'brothers', 'quotthey', 'had', 'the', 'same', 'mannerisms', 'the', 'same', 'kind', 'of', 'humor', 'and', 'they', 'even', 'looked', 'alike', 'quot', 'said', 'mccann', 's', 'father', 'dennis', 'mccann']\n",
      "Removed Stopwords: ['charged', 'chicago', 'area', 'pals', 'slain', 'nc', 'tragedy', 'ever', 'since', 'met', 'fourth', 'grade', 'brett', 'johnson', 'harman', 'kevin', 'mccann', 'close', 'brothers', 'quotthey', 'mannerisms', 'kind', 'humor', 'even', 'looked', 'alike', 'quot', 'said', 'mccann', 'father', 'dennis', 'mccann']\n",
      "Stemmed Tokens: ['charg', 'chicago', 'area', 'pal', 'slain', 'nc', 'tragedi', 'ever', 'sinc', 'met', 'fourth', 'grade', 'brett', 'johnson', 'harman', 'kevin', 'mccann', 'close', 'brother', 'quotthey', 'manner', 'kind', 'humor', 'even', 'look', 'alik', 'quot', 'said', 'mccann', 'father', 'denni', 'mccann']\n",
      "Final Preprocessed Text: charg chicago area pal slain nc tragedi ever sinc met fourth grade brett johnson harman kevin mccann close brother quotthey manner kind humor even look alik quot said mccann father denni mccann\n",
      "\n",
      "Original Text: Plane of NASCAR Team Hendrick Missing Race fans wave American flags in the stands during the singing of the National Anthem prior to the start of the NASCAR Subway 500 stock car race at Martinsville Speedway in Martinsville, Va.\n",
      "Lowercased Text: plane of nascar team hendrick missing race fans wave american flags in the stands during the singing of the national anthem prior to the start of the nascar subway 500 stock car race at martinsville speedway in martinsville, va.\n",
      "Removed URLs: plane of nascar team hendrick missing race fans wave american flags in the stands during the singing of the national anthem prior to the start of the nascar subway 500 stock car race at martinsville speedway in martinsville, va.\n",
      "Removed HTML Tags: plane of nascar team hendrick missing race fans wave american flags in the stands during the singing of the national anthem prior to the start of the nascar subway 500 stock car race at martinsville speedway in martinsville, va.\n",
      "Removed Special Characters: plane of nascar team hendrick missing race fans wave american flags in the stands during the singing of the national anthem prior to the start of the nascar subway  stock car race at martinsville speedway in martinsville va\n",
      "Tokens: ['plane', 'of', 'nascar', 'team', 'hendrick', 'missing', 'race', 'fans', 'wave', 'american', 'flags', 'in', 'the', 'stands', 'during', 'the', 'singing', 'of', 'the', 'national', 'anthem', 'prior', 'to', 'the', 'start', 'of', 'the', 'nascar', 'subway', 'stock', 'car', 'race', 'at', 'martinsville', 'speedway', 'in', 'martinsville', 'va']\n",
      "Removed Stopwords: ['plane', 'nascar', 'team', 'hendrick', 'missing', 'race', 'fans', 'wave', 'american', 'flags', 'stands', 'singing', 'national', 'anthem', 'prior', 'start', 'nascar', 'subway', 'stock', 'car', 'race', 'martinsville', 'speedway', 'martinsville', 'va']\n",
      "Stemmed Tokens: ['plane', 'nascar', 'team', 'hendrick', 'miss', 'race', 'fan', 'wave', 'american', 'flag', 'stand', 'sing', 'nation', 'anthem', 'prior', 'start', 'nascar', 'subway', 'stock', 'car', 'race', 'martinsvil', 'speedway', 'martinsvil', 'va']\n",
      "Final Preprocessed Text: plane nascar team hendrick miss race fan wave american flag stand sing nation anthem prior start nascar subway stock car race martinsvil speedway martinsvil va\n",
      "\n",
      "Original Text: Cardinals to Play Broncos Boise State accepts a bid Tuesday to play Louisville in the Liberty Bowl on Dec. 31, in a matchup of the nation's top two offenses.\n",
      "Lowercased Text: cardinals to play broncos boise state accepts a bid tuesday to play louisville in the liberty bowl on dec. 31, in a matchup of the nation's top two offenses.\n",
      "Removed URLs: cardinals to play broncos boise state accepts a bid tuesday to play louisville in the liberty bowl on dec. 31, in a matchup of the nation's top two offenses.\n",
      "Removed HTML Tags: cardinals to play broncos boise state accepts a bid tuesday to play louisville in the liberty bowl on dec. 31, in a matchup of the nation's top two offenses.\n",
      "Removed Special Characters: cardinals to play broncos boise state accepts a bid tuesday to play louisville in the liberty bowl on dec  in a matchup of the nations top two offenses\n",
      "Tokens: ['cardinals', 'to', 'play', 'broncos', 'boise', 'state', 'accepts', 'a', 'bid', 'tuesday', 'to', 'play', 'louisville', 'in', 'the', 'liberty', 'bowl', 'on', 'dec', 'in', 'a', 'matchup', 'of', 'the', 'nations', 'top', 'two', 'offenses']\n",
      "Removed Stopwords: ['cardinals', 'play', 'broncos', 'boise', 'state', 'accepts', 'bid', 'tuesday', 'play', 'louisville', 'liberty', 'bowl', 'dec', 'matchup', 'nations', 'top', 'two', 'offenses']\n",
      "Stemmed Tokens: ['cardin', 'play', 'bronco', 'bois', 'state', 'accept', 'bid', 'tuesday', 'play', 'louisvil', 'liberti', 'bowl', 'dec', 'matchup', 'nation', 'top', 'two', 'offens']\n",
      "Final Preprocessed Text: cardin play bronco bois state accept bid tuesday play louisvil liberti bowl dec matchup nation top two offens\n",
      "\n",
      "Original Text: Ironman winner confirms she used drug Nina Kraft, winner of last month #39;s Ironman Triathlon World Championship in Hawai #39;i, acknowledged yesterday that she had used the banned endurance-boosting drug EPO.\n",
      "Lowercased Text: ironman winner confirms she used drug nina kraft, winner of last month #39;s ironman triathlon world championship in hawai #39;i, acknowledged yesterday that she had used the banned endurance-boosting drug epo.\n",
      "Removed URLs: ironman winner confirms she used drug nina kraft, winner of last month #39;s ironman triathlon world championship in hawai #39;i, acknowledged yesterday that she had used the banned endurance-boosting drug epo.\n",
      "Removed HTML Tags: ironman winner confirms she used drug nina kraft, winner of last month #39;s ironman triathlon world championship in hawai #39;i, acknowledged yesterday that she had used the banned endurance-boosting drug epo.\n",
      "Removed Special Characters: ironman winner confirms she used drug nina kraft winner of last month s ironman triathlon world championship in hawai i acknowledged yesterday that she had used the banned enduranceboosting drug epo\n",
      "Tokens: ['ironman', 'winner', 'confirms', 'she', 'used', 'drug', 'nina', 'kraft', 'winner', 'of', 'last', 'month', 's', 'ironman', 'triathlon', 'world', 'championship', 'in', 'hawai', 'i', 'acknowledged', 'yesterday', 'that', 'she', 'had', 'used', 'the', 'banned', 'enduranceboosting', 'drug', 'epo']\n",
      "Removed Stopwords: ['ironman', 'winner', 'confirms', 'used', 'drug', 'nina', 'kraft', 'winner', 'last', 'month', 'ironman', 'triathlon', 'world', 'championship', 'hawai', 'acknowledged', 'yesterday', 'used', 'banned', 'enduranceboosting', 'drug', 'epo']\n",
      "Stemmed Tokens: ['ironman', 'winner', 'confirm', 'use', 'drug', 'nina', 'kraft', 'winner', 'last', 'month', 'ironman', 'triathlon', 'world', 'championship', 'hawai', 'acknowledg', 'yesterday', 'use', 'ban', 'enduranceboost', 'drug', 'epo']\n",
      "Final Preprocessed Text: ironman winner confirm use drug nina kraft winner last month ironman triathlon world championship hawai acknowledg yesterday use ban enduranceboost drug epo\n",
      "\n",
      "Original Text: Cards won #39;t overlook Dodgers The last time Tony La Russa managed a postseason series against the Dodgers, his club was an Oakland juggernaut that dominated the regular season with 104 victories.\n",
      "Lowercased Text: cards won #39;t overlook dodgers the last time tony la russa managed a postseason series against the dodgers, his club was an oakland juggernaut that dominated the regular season with 104 victories.\n",
      "Removed URLs: cards won #39;t overlook dodgers the last time tony la russa managed a postseason series against the dodgers, his club was an oakland juggernaut that dominated the regular season with 104 victories.\n",
      "Removed HTML Tags: cards won #39;t overlook dodgers the last time tony la russa managed a postseason series against the dodgers, his club was an oakland juggernaut that dominated the regular season with 104 victories.\n",
      "Removed Special Characters: cards won t overlook dodgers the last time tony la russa managed a postseason series against the dodgers his club was an oakland juggernaut that dominated the regular season with  victories\n",
      "Tokens: ['cards', 'won', 't', 'overlook', 'dodgers', 'the', 'last', 'time', 'tony', 'la', 'russa', 'managed', 'a', 'postseason', 'series', 'against', 'the', 'dodgers', 'his', 'club', 'was', 'an', 'oakland', 'juggernaut', 'that', 'dominated', 'the', 'regular', 'season', 'with', 'victories']\n",
      "Removed Stopwords: ['cards', 'overlook', 'dodgers', 'last', 'time', 'tony', 'la', 'russa', 'managed', 'postseason', 'series', 'dodgers', 'club', 'oakland', 'juggernaut', 'dominated', 'regular', 'season', 'victories']\n",
      "Stemmed Tokens: ['card', 'overlook', 'dodger', 'last', 'time', 'toni', 'la', 'russa', 'manag', 'postseason', 'seri', 'dodger', 'club', 'oakland', 'juggernaut', 'domin', 'regular', 'season', 'victori']\n",
      "Final Preprocessed Text: card overlook dodger last time toni la russa manag postseason seri dodger club oakland juggernaut domin regular season victori\n",
      "\n",
      "Original Text: Report Card In The Black Coaches Association gave most of the 28 schools that filled head-coaching jobs in I-A and I-AA football last year above-average marks in its first Hiring Report Card.\n",
      "Lowercased Text: report card in the black coaches association gave most of the 28 schools that filled head-coaching jobs in i-a and i-aa football last year above-average marks in its first hiring report card.\n",
      "Removed URLs: report card in the black coaches association gave most of the 28 schools that filled head-coaching jobs in i-a and i-aa football last year above-average marks in its first hiring report card.\n",
      "Removed HTML Tags: report card in the black coaches association gave most of the 28 schools that filled head-coaching jobs in i-a and i-aa football last year above-average marks in its first hiring report card.\n",
      "Removed Special Characters: report card in the black coaches association gave most of the  schools that filled headcoaching jobs in ia and iaa football last year aboveaverage marks in its first hiring report card\n",
      "Tokens: ['report', 'card', 'in', 'the', 'black', 'coaches', 'association', 'gave', 'most', 'of', 'the', 'schools', 'that', 'filled', 'headcoaching', 'jobs', 'in', 'ia', 'and', 'iaa', 'football', 'last', 'year', 'aboveaverage', 'marks', 'in', 'its', 'first', 'hiring', 'report', 'card']\n",
      "Removed Stopwords: ['report', 'card', 'black', 'coaches', 'association', 'gave', 'schools', 'filled', 'headcoaching', 'jobs', 'ia', 'iaa', 'football', 'last', 'year', 'aboveaverage', 'marks', 'first', 'hiring', 'report', 'card']\n",
      "Stemmed Tokens: ['report', 'card', 'black', 'coach', 'associ', 'gave', 'school', 'fill', 'headcoach', 'job', 'ia', 'iaa', 'footbal', 'last', 'year', 'aboveaverag', 'mark', 'first', 'hire', 'report', 'card']\n",
      "Final Preprocessed Text: report card black coach associ gave school fill headcoach job ia iaa footbal last year aboveaverag mark first hire report card\n",
      "\n",
      "Original Text: Ken Caminiti, Former NL MVP, Dies of Heart Attack at Age 41 Ken Caminiti, the 1996 National League Most Valuable Player who admitted to using steroids during his Major League Baseball career, died yesterday of a heart attack, his agent said.\n",
      "Lowercased Text: ken caminiti, former nl mvp, dies of heart attack at age 41 ken caminiti, the 1996 national league most valuable player who admitted to using steroids during his major league baseball career, died yesterday of a heart attack, his agent said.\n",
      "Removed URLs: ken caminiti, former nl mvp, dies of heart attack at age 41 ken caminiti, the 1996 national league most valuable player who admitted to using steroids during his major league baseball career, died yesterday of a heart attack, his agent said.\n",
      "Removed HTML Tags: ken caminiti, former nl mvp, dies of heart attack at age 41 ken caminiti, the 1996 national league most valuable player who admitted to using steroids during his major league baseball career, died yesterday of a heart attack, his agent said.\n",
      "Removed Special Characters: ken caminiti former nl mvp dies of heart attack at age  ken caminiti the  national league most valuable player who admitted to using steroids during his major league baseball career died yesterday of a heart attack his agent said\n",
      "Tokens: ['ken', 'caminiti', 'former', 'nl', 'mvp', 'dies', 'of', 'heart', 'attack', 'at', 'age', 'ken', 'caminiti', 'the', 'national', 'league', 'most', 'valuable', 'player', 'who', 'admitted', 'to', 'using', 'steroids', 'during', 'his', 'major', 'league', 'baseball', 'career', 'died', 'yesterday', 'of', 'a', 'heart', 'attack', 'his', 'agent', 'said']\n",
      "Removed Stopwords: ['ken', 'caminiti', 'former', 'nl', 'mvp', 'dies', 'heart', 'attack', 'age', 'ken', 'caminiti', 'national', 'league', 'valuable', 'player', 'admitted', 'using', 'steroids', 'major', 'league', 'baseball', 'career', 'died', 'yesterday', 'heart', 'attack', 'agent', 'said']\n",
      "Stemmed Tokens: ['ken', 'camin', 'former', 'nl', 'mvp', 'die', 'heart', 'attack', 'age', 'ken', 'camin', 'nation', 'leagu', 'valuabl', 'player', 'admit', 'use', 'steroid', 'major', 'leagu', 'basebal', 'career', 'die', 'yesterday', 'heart', 'attack', 'agent', 'said']\n",
      "Final Preprocessed Text: ken camin former nl mvp die heart attack age ken camin nation leagu valuabl player admit use steroid major leagu basebal career die yesterday heart attack agent said\n",
      "\n",
      "Original Text: James May Play The man in the mask on Monday night may be Cleveland's LeBron James, who was fitted with a mask to protect his broken left cheek and might play in Charlotte.\n",
      "Lowercased Text: james may play the man in the mask on monday night may be cleveland's lebron james, who was fitted with a mask to protect his broken left cheek and might play in charlotte.\n",
      "Removed URLs: james may play the man in the mask on monday night may be cleveland's lebron james, who was fitted with a mask to protect his broken left cheek and might play in charlotte.\n",
      "Removed HTML Tags: james may play the man in the mask on monday night may be cleveland's lebron james, who was fitted with a mask to protect his broken left cheek and might play in charlotte.\n",
      "Removed Special Characters: james may play the man in the mask on monday night may be clevelands lebron james who was fitted with a mask to protect his broken left cheek and might play in charlotte\n",
      "Tokens: ['james', 'may', 'play', 'the', 'man', 'in', 'the', 'mask', 'on', 'monday', 'night', 'may', 'be', 'clevelands', 'lebron', 'james', 'who', 'was', 'fitted', 'with', 'a', 'mask', 'to', 'protect', 'his', 'broken', 'left', 'cheek', 'and', 'might', 'play', 'in', 'charlotte']\n",
      "Removed Stopwords: ['james', 'may', 'play', 'man', 'mask', 'monday', 'night', 'may', 'clevelands', 'lebron', 'james', 'fitted', 'mask', 'protect', 'broken', 'left', 'cheek', 'might', 'play', 'charlotte']\n",
      "Stemmed Tokens: ['jame', 'may', 'play', 'man', 'mask', 'monday', 'night', 'may', 'cleveland', 'lebron', 'jame', 'fit', 'mask', 'protect', 'broken', 'left', 'cheek', 'might', 'play', 'charlott']\n",
      "Final Preprocessed Text: jame may play man mask monday night may cleveland lebron jame fit mask protect broken left cheek might play charlott\n",
      "\n",
      "Original Text: Socceroos lead at break The Socceroos lead the Solomon Islands 4-0 at half-time in their Confederations Cup qualifier in Honiara. A double from midfielder Josip Skoko and strikes to Ante Milicic and the impressive Brett Emerton have \n",
      "Lowercased Text: socceroos lead at break the socceroos lead the solomon islands 4-0 at half-time in their confederations cup qualifier in honiara. a double from midfielder josip skoko and strikes to ante milicic and the impressive brett emerton have \n",
      "Removed URLs: socceroos lead at break the socceroos lead the solomon islands 4-0 at half-time in their confederations cup qualifier in honiara. a double from midfielder josip skoko and strikes to ante milicic and the impressive brett emerton have \n",
      "Removed HTML Tags: socceroos lead at break the socceroos lead the solomon islands 4-0 at half-time in their confederations cup qualifier in honiara. a double from midfielder josip skoko and strikes to ante milicic and the impressive brett emerton have \n",
      "Removed Special Characters: socceroos lead at break the socceroos lead the solomon islands  at halftime in their confederations cup qualifier in honiara a double from midfielder josip skoko and strikes to ante milicic and the impressive brett emerton have \n",
      "Tokens: ['socceroos', 'lead', 'at', 'break', 'the', 'socceroos', 'lead', 'the', 'solomon', 'islands', 'at', 'halftime', 'in', 'their', 'confederations', 'cup', 'qualifier', 'in', 'honiara', 'a', 'double', 'from', 'midfielder', 'josip', 'skoko', 'and', 'strikes', 'to', 'ante', 'milicic', 'and', 'the', 'impressive', 'brett', 'emerton', 'have']\n",
      "Removed Stopwords: ['socceroos', 'lead', 'break', 'socceroos', 'lead', 'solomon', 'islands', 'halftime', 'confederations', 'cup', 'qualifier', 'honiara', 'double', 'midfielder', 'josip', 'skoko', 'strikes', 'ante', 'milicic', 'impressive', 'brett', 'emerton']\n",
      "Stemmed Tokens: ['socceroo', 'lead', 'break', 'socceroo', 'lead', 'solomon', 'island', 'halftim', 'confeder', 'cup', 'qualifi', 'honiara', 'doubl', 'midfield', 'josip', 'skoko', 'strike', 'ant', 'milic', 'impress', 'brett', 'emerton']\n",
      "Final Preprocessed Text: socceroo lead break socceroo lead solomon island halftim confeder cup qualifi honiara doubl midfield josip skoko strike ant milic impress brett emerton\n",
      "\n",
      "Original Text: McGrath identifies his targets Perth - Australia #39;s premier paceman Glenn McGrath - renowned for his pre-Test plans to target specific batsmen - said on Tuesday that captain Inzamam-ul-Haq and one-day run machine Yousuf Youhana were the keys to Pakistan #39;s batting lineup.\n",
      "Lowercased Text: mcgrath identifies his targets perth - australia #39;s premier paceman glenn mcgrath - renowned for his pre-test plans to target specific batsmen - said on tuesday that captain inzamam-ul-haq and one-day run machine yousuf youhana were the keys to pakistan #39;s batting lineup.\n",
      "Removed URLs: mcgrath identifies his targets perth - australia #39;s premier paceman glenn mcgrath - renowned for his pre-test plans to target specific batsmen - said on tuesday that captain inzamam-ul-haq and one-day run machine yousuf youhana were the keys to pakistan #39;s batting lineup.\n",
      "Removed HTML Tags: mcgrath identifies his targets perth - australia #39;s premier paceman glenn mcgrath - renowned for his pre-test plans to target specific batsmen - said on tuesday that captain inzamam-ul-haq and one-day run machine yousuf youhana were the keys to pakistan #39;s batting lineup.\n",
      "Removed Special Characters: mcgrath identifies his targets perth  australia s premier paceman glenn mcgrath  renowned for his pretest plans to target specific batsmen  said on tuesday that captain inzamamulhaq and oneday run machine yousuf youhana were the keys to pakistan s batting lineup\n",
      "Tokens: ['mcgrath', 'identifies', 'his', 'targets', 'perth', 'australia', 's', 'premier', 'paceman', 'glenn', 'mcgrath', 'renowned', 'for', 'his', 'pretest', 'plans', 'to', 'target', 'specific', 'batsmen', 'said', 'on', 'tuesday', 'that', 'captain', 'inzamamulhaq', 'and', 'oneday', 'run', 'machine', 'yousuf', 'youhana', 'were', 'the', 'keys', 'to', 'pakistan', 's', 'batting', 'lineup']\n",
      "Removed Stopwords: ['mcgrath', 'identifies', 'targets', 'perth', 'australia', 'premier', 'paceman', 'glenn', 'mcgrath', 'renowned', 'pretest', 'plans', 'target', 'specific', 'batsmen', 'said', 'tuesday', 'captain', 'inzamamulhaq', 'oneday', 'run', 'machine', 'yousuf', 'youhana', 'keys', 'pakistan', 'batting', 'lineup']\n",
      "Stemmed Tokens: ['mcgrath', 'identifi', 'target', 'perth', 'australia', 'premier', 'paceman', 'glenn', 'mcgrath', 'renown', 'pretest', 'plan', 'target', 'specif', 'batsmen', 'said', 'tuesday', 'captain', 'inzamamulhaq', 'oneday', 'run', 'machin', 'yousuf', 'youhana', 'key', 'pakistan', 'bat', 'lineup']\n",
      "Final Preprocessed Text: mcgrath identifi target perth australia premier paceman glenn mcgrath renown pretest plan target specif batsmen said tuesday captain inzamamulhaq oneday run machin yousuf youhana key pakistan bat lineup\n",
      "\n",
      "Original Text: Wilko in doubt World Cup hero and England skipper Jonny Wilkinson is set to miss the upcoming Test against Australia with a badly bruised right arm.\n",
      "Lowercased Text: wilko in doubt world cup hero and england skipper jonny wilkinson is set to miss the upcoming test against australia with a badly bruised right arm.\n",
      "Removed URLs: wilko in doubt world cup hero and england skipper jonny wilkinson is set to miss the upcoming test against australia with a badly bruised right arm.\n",
      "Removed HTML Tags: wilko in doubt world cup hero and england skipper jonny wilkinson is set to miss the upcoming test against australia with a badly bruised right arm.\n",
      "Removed Special Characters: wilko in doubt world cup hero and england skipper jonny wilkinson is set to miss the upcoming test against australia with a badly bruised right arm\n",
      "Tokens: ['wilko', 'in', 'doubt', 'world', 'cup', 'hero', 'and', 'england', 'skipper', 'jonny', 'wilkinson', 'is', 'set', 'to', 'miss', 'the', 'upcoming', 'test', 'against', 'australia', 'with', 'a', 'badly', 'bruised', 'right', 'arm']\n",
      "Removed Stopwords: ['wilko', 'doubt', 'world', 'cup', 'hero', 'england', 'skipper', 'jonny', 'wilkinson', 'set', 'miss', 'upcoming', 'test', 'australia', 'badly', 'bruised', 'right', 'arm']\n",
      "Stemmed Tokens: ['wilko', 'doubt', 'world', 'cup', 'hero', 'england', 'skipper', 'jonni', 'wilkinson', 'set', 'miss', 'upcom', 'test', 'australia', 'badli', 'bruis', 'right', 'arm']\n",
      "Final Preprocessed Text: wilko doubt world cup hero england skipper jonni wilkinson set miss upcom test australia badli bruis right arm\n",
      "\n",
      "Original Text: CRICKET: Kaspa has selectors in a bind MICHAEL Kasprowicz has put national selectors into a difficult situation with a five-wicket burst that has enhanced Australia #39;s hopes of snatching a maiden Champions Trophy in London this month.\n",
      "Lowercased Text: cricket: kaspa has selectors in a bind michael kasprowicz has put national selectors into a difficult situation with a five-wicket burst that has enhanced australia #39;s hopes of snatching a maiden champions trophy in london this month.\n",
      "Removed URLs: cricket: kaspa has selectors in a bind michael kasprowicz has put national selectors into a difficult situation with a five-wicket burst that has enhanced australia #39;s hopes of snatching a maiden champions trophy in london this month.\n",
      "Removed HTML Tags: cricket: kaspa has selectors in a bind michael kasprowicz has put national selectors into a difficult situation with a five-wicket burst that has enhanced australia #39;s hopes of snatching a maiden champions trophy in london this month.\n",
      "Removed Special Characters: cricket kaspa has selectors in a bind michael kasprowicz has put national selectors into a difficult situation with a fivewicket burst that has enhanced australia s hopes of snatching a maiden champions trophy in london this month\n",
      "Tokens: ['cricket', 'kaspa', 'has', 'selectors', 'in', 'a', 'bind', 'michael', 'kasprowicz', 'has', 'put', 'national', 'selectors', 'into', 'a', 'difficult', 'situation', 'with', 'a', 'fivewicket', 'burst', 'that', 'has', 'enhanced', 'australia', 's', 'hopes', 'of', 'snatching', 'a', 'maiden', 'champions', 'trophy', 'in', 'london', 'this', 'month']\n",
      "Removed Stopwords: ['cricket', 'kaspa', 'selectors', 'bind', 'michael', 'kasprowicz', 'put', 'national', 'selectors', 'difficult', 'situation', 'fivewicket', 'burst', 'enhanced', 'australia', 'hopes', 'snatching', 'maiden', 'champions', 'trophy', 'london', 'month']\n",
      "Stemmed Tokens: ['cricket', 'kaspa', 'selector', 'bind', 'michael', 'kasprowicz', 'put', 'nation', 'selector', 'difficult', 'situat', 'fivewicket', 'burst', 'enhanc', 'australia', 'hope', 'snatch', 'maiden', 'champion', 'trophi', 'london', 'month']\n",
      "Final Preprocessed Text: cricket kaspa selector bind michael kasprowicz put nation selector difficult situat fivewicket burst enhanc australia hope snatch maiden champion trophi london month\n",
      "\n",
      "Original Text: Huskies blank Buffalo Dan Orlovsky threw for 283 yards and a touchdown in his final home game yesterday to lead Connecticut to a 29-0 victory over Buffalo, assuring the Huskies of a winning record and making them eligible for a bowl bid.\n",
      "Lowercased Text: huskies blank buffalo dan orlovsky threw for 283 yards and a touchdown in his final home game yesterday to lead connecticut to a 29-0 victory over buffalo, assuring the huskies of a winning record and making them eligible for a bowl bid.\n",
      "Removed URLs: huskies blank buffalo dan orlovsky threw for 283 yards and a touchdown in his final home game yesterday to lead connecticut to a 29-0 victory over buffalo, assuring the huskies of a winning record and making them eligible for a bowl bid.\n",
      "Removed HTML Tags: huskies blank buffalo dan orlovsky threw for 283 yards and a touchdown in his final home game yesterday to lead connecticut to a 29-0 victory over buffalo, assuring the huskies of a winning record and making them eligible for a bowl bid.\n",
      "Removed Special Characters: huskies blank buffalo dan orlovsky threw for  yards and a touchdown in his final home game yesterday to lead connecticut to a  victory over buffalo assuring the huskies of a winning record and making them eligible for a bowl bid\n",
      "Tokens: ['huskies', 'blank', 'buffalo', 'dan', 'orlovsky', 'threw', 'for', 'yards', 'and', 'a', 'touchdown', 'in', 'his', 'final', 'home', 'game', 'yesterday', 'to', 'lead', 'connecticut', 'to', 'a', 'victory', 'over', 'buffalo', 'assuring', 'the', 'huskies', 'of', 'a', 'winning', 'record', 'and', 'making', 'them', 'eligible', 'for', 'a', 'bowl', 'bid']\n",
      "Removed Stopwords: ['huskies', 'blank', 'buffalo', 'dan', 'orlovsky', 'threw', 'yards', 'touchdown', 'final', 'home', 'game', 'yesterday', 'lead', 'connecticut', 'victory', 'buffalo', 'assuring', 'huskies', 'winning', 'record', 'making', 'eligible', 'bowl', 'bid']\n",
      "Stemmed Tokens: ['huski', 'blank', 'buffalo', 'dan', 'orlovski', 'threw', 'yard', 'touchdown', 'final', 'home', 'game', 'yesterday', 'lead', 'connecticut', 'victori', 'buffalo', 'assur', 'huski', 'win', 'record', 'make', 'elig', 'bowl', 'bid']\n",
      "Final Preprocessed Text: huski blank buffalo dan orlovski threw yard touchdown final home game yesterday lead connecticut victori buffalo assur huski win record make elig bowl bid\n",
      "\n",
      "Original Text: In the end, goofs sink Jays TORONTO -- All the early miscues belonged to the Oakland Athletics but the ones that mattered the most, in the eighth and ninth innings, were made by the Toronto Blue Jays.\n",
      "Lowercased Text: in the end, goofs sink jays toronto -- all the early miscues belonged to the oakland athletics but the ones that mattered the most, in the eighth and ninth innings, were made by the toronto blue jays.\n",
      "Removed URLs: in the end, goofs sink jays toronto -- all the early miscues belonged to the oakland athletics but the ones that mattered the most, in the eighth and ninth innings, were made by the toronto blue jays.\n",
      "Removed HTML Tags: in the end, goofs sink jays toronto -- all the early miscues belonged to the oakland athletics but the ones that mattered the most, in the eighth and ninth innings, were made by the toronto blue jays.\n",
      "Removed Special Characters: in the end goofs sink jays toronto  all the early miscues belonged to the oakland athletics but the ones that mattered the most in the eighth and ninth innings were made by the toronto blue jays\n",
      "Tokens: ['in', 'the', 'end', 'goofs', 'sink', 'jays', 'toronto', 'all', 'the', 'early', 'miscues', 'belonged', 'to', 'the', 'oakland', 'athletics', 'but', 'the', 'ones', 'that', 'mattered', 'the', 'most', 'in', 'the', 'eighth', 'and', 'ninth', 'innings', 'were', 'made', 'by', 'the', 'toronto', 'blue', 'jays']\n",
      "Removed Stopwords: ['end', 'goofs', 'sink', 'jays', 'toronto', 'early', 'miscues', 'belonged', 'oakland', 'athletics', 'ones', 'mattered', 'eighth', 'ninth', 'innings', 'made', 'toronto', 'blue', 'jays']\n",
      "Stemmed Tokens: ['end', 'goof', 'sink', 'jay', 'toronto', 'earli', 'miscu', 'belong', 'oakland', 'athlet', 'one', 'matter', 'eighth', 'ninth', 'inning', 'made', 'toronto', 'blue', 'jay']\n",
      "Final Preprocessed Text: end goof sink jay toronto earli miscu belong oakland athlet one matter eighth ninth inning made toronto blue jay\n",
      "\n",
      "Original Text: Bonds getting better with age Barry Bonds continues to defy the odds, and at 40 years of age he is still easily the most dominant hitter in Major League Baseball.\n",
      "Lowercased Text: bonds getting better with age barry bonds continues to defy the odds, and at 40 years of age he is still easily the most dominant hitter in major league baseball.\n",
      "Removed URLs: bonds getting better with age barry bonds continues to defy the odds, and at 40 years of age he is still easily the most dominant hitter in major league baseball.\n",
      "Removed HTML Tags: bonds getting better with age barry bonds continues to defy the odds, and at 40 years of age he is still easily the most dominant hitter in major league baseball.\n",
      "Removed Special Characters: bonds getting better with age barry bonds continues to defy the odds and at  years of age he is still easily the most dominant hitter in major league baseball\n",
      "Tokens: ['bonds', 'getting', 'better', 'with', 'age', 'barry', 'bonds', 'continues', 'to', 'defy', 'the', 'odds', 'and', 'at', 'years', 'of', 'age', 'he', 'is', 'still', 'easily', 'the', 'most', 'dominant', 'hitter', 'in', 'major', 'league', 'baseball']\n",
      "Removed Stopwords: ['bonds', 'getting', 'better', 'age', 'barry', 'bonds', 'continues', 'defy', 'odds', 'years', 'age', 'still', 'easily', 'dominant', 'hitter', 'major', 'league', 'baseball']\n",
      "Stemmed Tokens: ['bond', 'get', 'better', 'age', 'barri', 'bond', 'continu', 'defi', 'odd', 'year', 'age', 'still', 'easili', 'domin', 'hitter', 'major', 'leagu', 'basebal']\n",
      "Final Preprocessed Text: bond get better age barri bond continu defi odd year age still easili domin hitter major leagu basebal\n",
      "\n",
      "Original Text: Roma 1-1 Bayer Leverkusen: FT Report ROME, November 3 (Champions League) - Vincenzo Montella #39;s injury-time equaliser forced Bayer Leverkusen to settle for a share of the points on Wednesday in Group B of the Champions League but the Eternal City club are virtually eliminated if not yet \n",
      "Lowercased Text: roma 1-1 bayer leverkusen: ft report rome, november 3 (champions league) - vincenzo montella #39;s injury-time equaliser forced bayer leverkusen to settle for a share of the points on wednesday in group b of the champions league but the eternal city club are virtually eliminated if not yet \n",
      "Removed URLs: roma 1-1 bayer leverkusen: ft report rome, november 3 (champions league) - vincenzo montella #39;s injury-time equaliser forced bayer leverkusen to settle for a share of the points on wednesday in group b of the champions league but the eternal city club are virtually eliminated if not yet \n",
      "Removed HTML Tags: roma 1-1 bayer leverkusen: ft report rome, november 3 (champions league) - vincenzo montella #39;s injury-time equaliser forced bayer leverkusen to settle for a share of the points on wednesday in group b of the champions league but the eternal city club are virtually eliminated if not yet \n",
      "Removed Special Characters: roma  bayer leverkusen ft report rome november  champions league  vincenzo montella s injurytime equaliser forced bayer leverkusen to settle for a share of the points on wednesday in group b of the champions league but the eternal city club are virtually eliminated if not yet \n",
      "Tokens: ['roma', 'bayer', 'leverkusen', 'ft', 'report', 'rome', 'november', 'champions', 'league', 'vincenzo', 'montella', 's', 'injurytime', 'equaliser', 'forced', 'bayer', 'leverkusen', 'to', 'settle', 'for', 'a', 'share', 'of', 'the', 'points', 'on', 'wednesday', 'in', 'group', 'b', 'of', 'the', 'champions', 'league', 'but', 'the', 'eternal', 'city', 'club', 'are', 'virtually', 'eliminated', 'if', 'not', 'yet']\n",
      "Removed Stopwords: ['roma', 'bayer', 'leverkusen', 'ft', 'report', 'rome', 'november', 'champions', 'league', 'vincenzo', 'montella', 'injurytime', 'equaliser', 'forced', 'bayer', 'leverkusen', 'settle', 'share', 'points', 'wednesday', 'group', 'b', 'champions', 'league', 'eternal', 'city', 'club', 'virtually', 'eliminated', 'yet']\n",
      "Stemmed Tokens: ['roma', 'bayer', 'leverkusen', 'ft', 'report', 'rome', 'novemb', 'champion', 'leagu', 'vincenzo', 'montella', 'injurytim', 'equalis', 'forc', 'bayer', 'leverkusen', 'settl', 'share', 'point', 'wednesday', 'group', 'b', 'champion', 'leagu', 'etern', 'citi', 'club', 'virtual', 'elimin', 'yet']\n",
      "Final Preprocessed Text: roma bayer leverkusen ft report rome novemb champion leagu vincenzo montella injurytim equalis forc bayer leverkusen settl share point wednesday group b champion leagu etern citi club virtual elimin yet\n",
      "\n",
      "Original Text: Former Basketball Player Found Dead (AP) AP - Mark Haymore, who played on Indiana's unbeaten 1976 NCAA championship team before transferring to Massachusetts, has died. He was 48.\n",
      "Lowercased Text: former basketball player found dead (ap) ap - mark haymore, who played on indiana's unbeaten 1976 ncaa championship team before transferring to massachusetts, has died. he was 48.\n",
      "Removed URLs: former basketball player found dead (ap) ap - mark haymore, who played on indiana's unbeaten 1976 ncaa championship team before transferring to massachusetts, has died. he was 48.\n",
      "Removed HTML Tags: former basketball player found dead (ap) ap - mark haymore, who played on indiana's unbeaten 1976 ncaa championship team before transferring to massachusetts, has died. he was 48.\n",
      "Removed Special Characters: former basketball player found dead ap ap  mark haymore who played on indianas unbeaten  ncaa championship team before transferring to massachusetts has died he was \n",
      "Tokens: ['former', 'basketball', 'player', 'found', 'dead', 'ap', 'ap', 'mark', 'haymore', 'who', 'played', 'on', 'indianas', 'unbeaten', 'ncaa', 'championship', 'team', 'before', 'transferring', 'to', 'massachusetts', 'has', 'died', 'he', 'was']\n",
      "Removed Stopwords: ['former', 'basketball', 'player', 'found', 'dead', 'ap', 'ap', 'mark', 'haymore', 'played', 'indianas', 'unbeaten', 'ncaa', 'championship', 'team', 'transferring', 'massachusetts', 'died']\n",
      "Stemmed Tokens: ['former', 'basketbal', 'player', 'found', 'dead', 'ap', 'ap', 'mark', 'haymor', 'play', 'indiana', 'unbeaten', 'ncaa', 'championship', 'team', 'transfer', 'massachusett', 'die']\n",
      "Final Preprocessed Text: former basketbal player found dead ap ap mark haymor play indiana unbeaten ncaa championship team transfer massachusett die\n",
      "\n",
      "Original Text: McClaren happy with striking duo Middlesbrough boss Steve McClaren believes Mark Viduka and Jimmy Floyd Hasselbaink could forge one of the most dangerous strike partnerships in the Barclays Premiership.\n",
      "Lowercased Text: mcclaren happy with striking duo middlesbrough boss steve mcclaren believes mark viduka and jimmy floyd hasselbaink could forge one of the most dangerous strike partnerships in the barclays premiership.\n",
      "Removed URLs: mcclaren happy with striking duo middlesbrough boss steve mcclaren believes mark viduka and jimmy floyd hasselbaink could forge one of the most dangerous strike partnerships in the barclays premiership.\n",
      "Removed HTML Tags: mcclaren happy with striking duo middlesbrough boss steve mcclaren believes mark viduka and jimmy floyd hasselbaink could forge one of the most dangerous strike partnerships in the barclays premiership.\n",
      "Removed Special Characters: mcclaren happy with striking duo middlesbrough boss steve mcclaren believes mark viduka and jimmy floyd hasselbaink could forge one of the most dangerous strike partnerships in the barclays premiership\n",
      "Tokens: ['mcclaren', 'happy', 'with', 'striking', 'duo', 'middlesbrough', 'boss', 'steve', 'mcclaren', 'believes', 'mark', 'viduka', 'and', 'jimmy', 'floyd', 'hasselbaink', 'could', 'forge', 'one', 'of', 'the', 'most', 'dangerous', 'strike', 'partnerships', 'in', 'the', 'barclays', 'premiership']\n",
      "Removed Stopwords: ['mcclaren', 'happy', 'striking', 'duo', 'middlesbrough', 'boss', 'steve', 'mcclaren', 'believes', 'mark', 'viduka', 'jimmy', 'floyd', 'hasselbaink', 'could', 'forge', 'one', 'dangerous', 'strike', 'partnerships', 'barclays', 'premiership']\n",
      "Stemmed Tokens: ['mcclaren', 'happi', 'strike', 'duo', 'middlesbrough', 'boss', 'steve', 'mcclaren', 'believ', 'mark', 'viduka', 'jimmi', 'floyd', 'hasselbaink', 'could', 'forg', 'one', 'danger', 'strike', 'partnership', 'barclay', 'premiership']\n",
      "Final Preprocessed Text: mcclaren happi strike duo middlesbrough boss steve mcclaren believ mark viduka jimmi floyd hasselbaink could forg one danger strike partnership barclay premiership\n",
      "\n",
      "Original Text: Haas and Cink Selected for Ryder Cup Team Jay Haas joined Stewart Cink as the two captain's picks for a U.S. team that will try to regain the cup from Europe next month.\n",
      "Lowercased Text: haas and cink selected for ryder cup team jay haas joined stewart cink as the two captain's picks for a u.s. team that will try to regain the cup from europe next month.\n",
      "Removed URLs: haas and cink selected for ryder cup team jay haas joined stewart cink as the two captain's picks for a u.s. team that will try to regain the cup from europe next month.\n",
      "Removed HTML Tags: haas and cink selected for ryder cup team jay haas joined stewart cink as the two captain's picks for a u.s. team that will try to regain the cup from europe next month.\n",
      "Removed Special Characters: haas and cink selected for ryder cup team jay haas joined stewart cink as the two captains picks for a us team that will try to regain the cup from europe next month\n",
      "Tokens: ['haas', 'and', 'cink', 'selected', 'for', 'ryder', 'cup', 'team', 'jay', 'haas', 'joined', 'stewart', 'cink', 'as', 'the', 'two', 'captains', 'picks', 'for', 'a', 'us', 'team', 'that', 'will', 'try', 'to', 'regain', 'the', 'cup', 'from', 'europe', 'next', 'month']\n",
      "Removed Stopwords: ['haas', 'cink', 'selected', 'ryder', 'cup', 'team', 'jay', 'haas', 'joined', 'stewart', 'cink', 'two', 'captains', 'picks', 'us', 'team', 'try', 'regain', 'cup', 'europe', 'next', 'month']\n",
      "Stemmed Tokens: ['haa', 'cink', 'select', 'ryder', 'cup', 'team', 'jay', 'haa', 'join', 'stewart', 'cink', 'two', 'captain', 'pick', 'us', 'team', 'tri', 'regain', 'cup', 'europ', 'next', 'month']\n",
      "Final Preprocessed Text: haa cink select ryder cup team jay haa join stewart cink two captain pick us team tri regain cup europ next month\n",
      "\n",
      "Original Text: Athletics: Dominant Phillips takes long jump gold ATHENS - Dwight Phillips of the United States completed a hat-trick of global long jump titles when he crushed the field with his opening leap in Thursday #39;s final to win Olympic gold.\n",
      "Lowercased Text: athletics: dominant phillips takes long jump gold athens - dwight phillips of the united states completed a hat-trick of global long jump titles when he crushed the field with his opening leap in thursday #39;s final to win olympic gold.\n",
      "Removed URLs: athletics: dominant phillips takes long jump gold athens - dwight phillips of the united states completed a hat-trick of global long jump titles when he crushed the field with his opening leap in thursday #39;s final to win olympic gold.\n",
      "Removed HTML Tags: athletics: dominant phillips takes long jump gold athens - dwight phillips of the united states completed a hat-trick of global long jump titles when he crushed the field with his opening leap in thursday #39;s final to win olympic gold.\n",
      "Removed Special Characters: athletics dominant phillips takes long jump gold athens  dwight phillips of the united states completed a hattrick of global long jump titles when he crushed the field with his opening leap in thursday s final to win olympic gold\n",
      "Tokens: ['athletics', 'dominant', 'phillips', 'takes', 'long', 'jump', 'gold', 'athens', 'dwight', 'phillips', 'of', 'the', 'united', 'states', 'completed', 'a', 'hattrick', 'of', 'global', 'long', 'jump', 'titles', 'when', 'he', 'crushed', 'the', 'field', 'with', 'his', 'opening', 'leap', 'in', 'thursday', 's', 'final', 'to', 'win', 'olympic', 'gold']\n",
      "Removed Stopwords: ['athletics', 'dominant', 'phillips', 'takes', 'long', 'jump', 'gold', 'athens', 'dwight', 'phillips', 'united', 'states', 'completed', 'hattrick', 'global', 'long', 'jump', 'titles', 'crushed', 'field', 'opening', 'leap', 'thursday', 'final', 'win', 'olympic', 'gold']\n",
      "Stemmed Tokens: ['athlet', 'domin', 'phillip', 'take', 'long', 'jump', 'gold', 'athen', 'dwight', 'phillip', 'unit', 'state', 'complet', 'hattrick', 'global', 'long', 'jump', 'titl', 'crush', 'field', 'open', 'leap', 'thursday', 'final', 'win', 'olymp', 'gold']\n",
      "Final Preprocessed Text: athlet domin phillip take long jump gold athen dwight phillip unit state complet hattrick global long jump titl crush field open leap thursday final win olymp gold\n",
      "\n",
      "Original Text: Cricket swings to Calypso once again From the time you touch down in the British Isles, you get an overwhelming sense of grey. The skies are almost always leaden, the clothes people wear are generally either black or neutral shades guaranteed \n",
      "Lowercased Text: cricket swings to calypso once again from the time you touch down in the british isles, you get an overwhelming sense of grey. the skies are almost always leaden, the clothes people wear are generally either black or neutral shades guaranteed \n",
      "Removed URLs: cricket swings to calypso once again from the time you touch down in the british isles, you get an overwhelming sense of grey. the skies are almost always leaden, the clothes people wear are generally either black or neutral shades guaranteed \n",
      "Removed HTML Tags: cricket swings to calypso once again from the time you touch down in the british isles, you get an overwhelming sense of grey. the skies are almost always leaden, the clothes people wear are generally either black or neutral shades guaranteed \n",
      "Removed Special Characters: cricket swings to calypso once again from the time you touch down in the british isles you get an overwhelming sense of grey the skies are almost always leaden the clothes people wear are generally either black or neutral shades guaranteed \n",
      "Tokens: ['cricket', 'swings', 'to', 'calypso', 'once', 'again', 'from', 'the', 'time', 'you', 'touch', 'down', 'in', 'the', 'british', 'isles', 'you', 'get', 'an', 'overwhelming', 'sense', 'of', 'grey', 'the', 'skies', 'are', 'almost', 'always', 'leaden', 'the', 'clothes', 'people', 'wear', 'are', 'generally', 'either', 'black', 'or', 'neutral', 'shades', 'guaranteed']\n",
      "Removed Stopwords: ['cricket', 'swings', 'calypso', 'time', 'touch', 'british', 'isles', 'get', 'overwhelming', 'sense', 'grey', 'skies', 'almost', 'always', 'leaden', 'clothes', 'people', 'wear', 'generally', 'either', 'black', 'neutral', 'shades', 'guaranteed']\n",
      "Stemmed Tokens: ['cricket', 'swing', 'calypso', 'time', 'touch', 'british', 'isl', 'get', 'overwhelm', 'sens', 'grey', 'sky', 'almost', 'alway', 'leaden', 'cloth', 'peopl', 'wear', 'gener', 'either', 'black', 'neutral', 'shade', 'guarante']\n",
      "Final Preprocessed Text: cricket swing calypso time touch british isl get overwhelm sens grey sky almost alway leaden cloth peopl wear gener either black neutral shade guarante\n",
      "\n",
      "Original Text: Testaverde accepts Parcells #39; nomination Who would have thought that the Dallas Cowboys #39; offense would be the least of coach Bill Parcells problems? After cutting their starting quarterback in training camp, signing a controversial \n",
      "Lowercased Text: testaverde accepts parcells #39; nomination who would have thought that the dallas cowboys #39; offense would be the least of coach bill parcells problems? after cutting their starting quarterback in training camp, signing a controversial \n",
      "Removed URLs: testaverde accepts parcells #39; nomination who would have thought that the dallas cowboys #39; offense would be the least of coach bill parcells problems? after cutting their starting quarterback in training camp, signing a controversial \n",
      "Removed HTML Tags: testaverde accepts parcells #39; nomination who would have thought that the dallas cowboys #39; offense would be the least of coach bill parcells problems? after cutting their starting quarterback in training camp, signing a controversial \n",
      "Removed Special Characters: testaverde accepts parcells  nomination who would have thought that the dallas cowboys  offense would be the least of coach bill parcells problems after cutting their starting quarterback in training camp signing a controversial \n",
      "Tokens: ['testaverde', 'accepts', 'parcells', 'nomination', 'who', 'would', 'have', 'thought', 'that', 'the', 'dallas', 'cowboys', 'offense', 'would', 'be', 'the', 'least', 'of', 'coach', 'bill', 'parcells', 'problems', 'after', 'cutting', 'their', 'starting', 'quarterback', 'in', 'training', 'camp', 'signing', 'a', 'controversial']\n",
      "Removed Stopwords: ['testaverde', 'accepts', 'parcells', 'nomination', 'would', 'thought', 'dallas', 'cowboys', 'offense', 'would', 'least', 'coach', 'bill', 'parcells', 'problems', 'cutting', 'starting', 'quarterback', 'training', 'camp', 'signing', 'controversial']\n",
      "Stemmed Tokens: ['testaverd', 'accept', 'parcel', 'nomin', 'would', 'thought', 'dalla', 'cowboy', 'offens', 'would', 'least', 'coach', 'bill', 'parcel', 'problem', 'cut', 'start', 'quarterback', 'train', 'camp', 'sign', 'controversi']\n",
      "Final Preprocessed Text: testaverd accept parcel nomin would thought dalla cowboy offens would least coach bill parcel problem cut start quarterback train camp sign controversi\n",
      "\n",
      "Original Text: Bearcat qb has broken bone in throwing hand CINCINNATI University of Cincinnati quarterback Gino Guidugli (guh-DOO #39;-lee) has a broken bone in his throwing hand, and may miss Saturday #39;s game at number-seven Louisville.\n",
      "Lowercased Text: bearcat qb has broken bone in throwing hand cincinnati university of cincinnati quarterback gino guidugli (guh-doo #39;-lee) has a broken bone in his throwing hand, and may miss saturday #39;s game at number-seven louisville.\n",
      "Removed URLs: bearcat qb has broken bone in throwing hand cincinnati university of cincinnati quarterback gino guidugli (guh-doo #39;-lee) has a broken bone in his throwing hand, and may miss saturday #39;s game at number-seven louisville.\n",
      "Removed HTML Tags: bearcat qb has broken bone in throwing hand cincinnati university of cincinnati quarterback gino guidugli (guh-doo #39;-lee) has a broken bone in his throwing hand, and may miss saturday #39;s game at number-seven louisville.\n",
      "Removed Special Characters: bearcat qb has broken bone in throwing hand cincinnati university of cincinnati quarterback gino guidugli guhdoo lee has a broken bone in his throwing hand and may miss saturday s game at numberseven louisville\n",
      "Tokens: ['bearcat', 'qb', 'has', 'broken', 'bone', 'in', 'throwing', 'hand', 'cincinnati', 'university', 'of', 'cincinnati', 'quarterback', 'gino', 'guidugli', 'guhdoo', 'lee', 'has', 'a', 'broken', 'bone', 'in', 'his', 'throwing', 'hand', 'and', 'may', 'miss', 'saturday', 's', 'game', 'at', 'numberseven', 'louisville']\n",
      "Removed Stopwords: ['bearcat', 'qb', 'broken', 'bone', 'throwing', 'hand', 'cincinnati', 'university', 'cincinnati', 'quarterback', 'gino', 'guidugli', 'guhdoo', 'lee', 'broken', 'bone', 'throwing', 'hand', 'may', 'miss', 'saturday', 'game', 'numberseven', 'louisville']\n",
      "Stemmed Tokens: ['bearcat', 'qb', 'broken', 'bone', 'throw', 'hand', 'cincinnati', 'univers', 'cincinnati', 'quarterback', 'gino', 'guidugli', 'guhdoo', 'lee', 'broken', 'bone', 'throw', 'hand', 'may', 'miss', 'saturday', 'game', 'numberseven', 'louisvil']\n",
      "Final Preprocessed Text: bearcat qb broken bone throw hand cincinnati univers cincinnati quarterback gino guidugli guhdoo lee broken bone throw hand may miss saturday game numberseven louisvil\n",
      "\n",
      "Original Text: Bourdais takes series title MEXICO CITY - Sebastien Bourdais took his first Champ Car World Series title, beating teammate Bruno Junqueira with a flag-to-flag win Sunday in the Mexican Grand Prix.\n",
      "Lowercased Text: bourdais takes series title mexico city - sebastien bourdais took his first champ car world series title, beating teammate bruno junqueira with a flag-to-flag win sunday in the mexican grand prix.\n",
      "Removed URLs: bourdais takes series title mexico city - sebastien bourdais took his first champ car world series title, beating teammate bruno junqueira with a flag-to-flag win sunday in the mexican grand prix.\n",
      "Removed HTML Tags: bourdais takes series title mexico city - sebastien bourdais took his first champ car world series title, beating teammate bruno junqueira with a flag-to-flag win sunday in the mexican grand prix.\n",
      "Removed Special Characters: bourdais takes series title mexico city  sebastien bourdais took his first champ car world series title beating teammate bruno junqueira with a flagtoflag win sunday in the mexican grand prix\n",
      "Tokens: ['bourdais', 'takes', 'series', 'title', 'mexico', 'city', 'sebastien', 'bourdais', 'took', 'his', 'first', 'champ', 'car', 'world', 'series', 'title', 'beating', 'teammate', 'bruno', 'junqueira', 'with', 'a', 'flagtoflag', 'win', 'sunday', 'in', 'the', 'mexican', 'grand', 'prix']\n",
      "Removed Stopwords: ['bourdais', 'takes', 'series', 'title', 'mexico', 'city', 'sebastien', 'bourdais', 'took', 'first', 'champ', 'car', 'world', 'series', 'title', 'beating', 'teammate', 'bruno', 'junqueira', 'flagtoflag', 'win', 'sunday', 'mexican', 'grand', 'prix']\n",
      "Stemmed Tokens: ['bourdai', 'take', 'seri', 'titl', 'mexico', 'citi', 'sebastien', 'bourdai', 'took', 'first', 'champ', 'car', 'world', 'seri', 'titl', 'beat', 'teammat', 'bruno', 'junqueira', 'flagtoflag', 'win', 'sunday', 'mexican', 'grand', 'prix']\n",
      "Final Preprocessed Text: bourdai take seri titl mexico citi sebastien bourdai took first champ car world seri titl beat teammat bruno junqueira flagtoflag win sunday mexican grand prix\n",
      "\n",
      "Original Text: Tennis: GB lose out in Davis Cup Great Britain has been relegated from the Davis Cup group with the world #39;s best teams in after losing to Austria. Greg Rusedski lost the crucial match to Stefan Koubek 7-6 6-4 7-5 to see Britain lose out in the tie 3-2.\n",
      "Lowercased Text: tennis: gb lose out in davis cup great britain has been relegated from the davis cup group with the world #39;s best teams in after losing to austria. greg rusedski lost the crucial match to stefan koubek 7-6 6-4 7-5 to see britain lose out in the tie 3-2.\n",
      "Removed URLs: tennis: gb lose out in davis cup great britain has been relegated from the davis cup group with the world #39;s best teams in after losing to austria. greg rusedski lost the crucial match to stefan koubek 7-6 6-4 7-5 to see britain lose out in the tie 3-2.\n",
      "Removed HTML Tags: tennis: gb lose out in davis cup great britain has been relegated from the davis cup group with the world #39;s best teams in after losing to austria. greg rusedski lost the crucial match to stefan koubek 7-6 6-4 7-5 to see britain lose out in the tie 3-2.\n",
      "Removed Special Characters: tennis gb lose out in davis cup great britain has been relegated from the davis cup group with the world s best teams in after losing to austria greg rusedski lost the crucial match to stefan koubek    to see britain lose out in the tie \n",
      "Tokens: ['tennis', 'gb', 'lose', 'out', 'in', 'davis', 'cup', 'great', 'britain', 'has', 'been', 'relegated', 'from', 'the', 'davis', 'cup', 'group', 'with', 'the', 'world', 's', 'best', 'teams', 'in', 'after', 'losing', 'to', 'austria', 'greg', 'rusedski', 'lost', 'the', 'crucial', 'match', 'to', 'stefan', 'koubek', 'to', 'see', 'britain', 'lose', 'out', 'in', 'the', 'tie']\n",
      "Removed Stopwords: ['tennis', 'gb', 'lose', 'davis', 'cup', 'great', 'britain', 'relegated', 'davis', 'cup', 'group', 'world', 'best', 'teams', 'losing', 'austria', 'greg', 'rusedski', 'lost', 'crucial', 'match', 'stefan', 'koubek', 'see', 'britain', 'lose', 'tie']\n",
      "Stemmed Tokens: ['tenni', 'gb', 'lose', 'davi', 'cup', 'great', 'britain', 'releg', 'davi', 'cup', 'group', 'world', 'best', 'team', 'lose', 'austria', 'greg', 'rusedski', 'lost', 'crucial', 'match', 'stefan', 'koubek', 'see', 'britain', 'lose', 'tie']\n",
      "Final Preprocessed Text: tenni gb lose davi cup great britain releg davi cup group world best team lose austria greg rusedski lost crucial match stefan koubek see britain lose tie\n",
      "\n",
      "Original Text: Bryant Jury Selection Behind Closed Doors (AP) AP - Prospective jurors in the Kobe Bryant rape case were asked their feelings on racial prejudice, interracial relationships, marital infidelity and justice for the rich and famous in an 82-item questionnaire released Monday.\n",
      "Lowercased Text: bryant jury selection behind closed doors (ap) ap - prospective jurors in the kobe bryant rape case were asked their feelings on racial prejudice, interracial relationships, marital infidelity and justice for the rich and famous in an 82-item questionnaire released monday.\n",
      "Removed URLs: bryant jury selection behind closed doors (ap) ap - prospective jurors in the kobe bryant rape case were asked their feelings on racial prejudice, interracial relationships, marital infidelity and justice for the rich and famous in an 82-item questionnaire released monday.\n",
      "Removed HTML Tags: bryant jury selection behind closed doors (ap) ap - prospective jurors in the kobe bryant rape case were asked their feelings on racial prejudice, interracial relationships, marital infidelity and justice for the rich and famous in an 82-item questionnaire released monday.\n",
      "Removed Special Characters: bryant jury selection behind closed doors ap ap  prospective jurors in the kobe bryant rape case were asked their feelings on racial prejudice interracial relationships marital infidelity and justice for the rich and famous in an item questionnaire released monday\n",
      "Tokens: ['bryant', 'jury', 'selection', 'behind', 'closed', 'doors', 'ap', 'ap', 'prospective', 'jurors', 'in', 'the', 'kobe', 'bryant', 'rape', 'case', 'were', 'asked', 'their', 'feelings', 'on', 'racial', 'prejudice', 'interracial', 'relationships', 'marital', 'infidelity', 'and', 'justice', 'for', 'the', 'rich', 'and', 'famous', 'in', 'an', 'item', 'questionnaire', 'released', 'monday']\n",
      "Removed Stopwords: ['bryant', 'jury', 'selection', 'behind', 'closed', 'doors', 'ap', 'ap', 'prospective', 'jurors', 'kobe', 'bryant', 'rape', 'case', 'asked', 'feelings', 'racial', 'prejudice', 'interracial', 'relationships', 'marital', 'infidelity', 'justice', 'rich', 'famous', 'item', 'questionnaire', 'released', 'monday']\n",
      "Stemmed Tokens: ['bryant', 'juri', 'select', 'behind', 'close', 'door', 'ap', 'ap', 'prospect', 'juror', 'kobe', 'bryant', 'rape', 'case', 'ask', 'feel', 'racial', 'prejudic', 'interraci', 'relationship', 'marit', 'infidel', 'justic', 'rich', 'famou', 'item', 'questionnair', 'releas', 'monday']\n",
      "Final Preprocessed Text: bryant juri select behind close door ap ap prospect juror kobe bryant rape case ask feel racial prejudic interraci relationship marit infidel justic rich famou item questionnair releas monday\n",
      "\n",
      "Original Text: Martnez's Effort Lets Boston Fans Take Heart Boston's Pedro Martnez put his past four starts behind him Wednesday night to post a redemptive 8-3 victory over the Anaheim Angels.\n",
      "Lowercased Text: martnez's effort lets boston fans take heart boston's pedro martnez put his past four starts behind him wednesday night to post a redemptive 8-3 victory over the anaheim angels.\n",
      "Removed URLs: martnez's effort lets boston fans take heart boston's pedro martnez put his past four starts behind him wednesday night to post a redemptive 8-3 victory over the anaheim angels.\n",
      "Removed HTML Tags: martnez's effort lets boston fans take heart boston's pedro martnez put his past four starts behind him wednesday night to post a redemptive 8-3 victory over the anaheim angels.\n",
      "Removed Special Characters: martnezs effort lets boston fans take heart bostons pedro martnez put his past four starts behind him wednesday night to post a redemptive  victory over the anaheim angels\n",
      "Tokens: ['martnezs', 'effort', 'lets', 'boston', 'fans', 'take', 'heart', 'bostons', 'pedro', 'martnez', 'put', 'his', 'past', 'four', 'starts', 'behind', 'him', 'wednesday', 'night', 'to', 'post', 'a', 'redemptive', 'victory', 'over', 'the', 'anaheim', 'angels']\n",
      "Removed Stopwords: ['martnezs', 'effort', 'lets', 'boston', 'fans', 'take', 'heart', 'bostons', 'pedro', 'martnez', 'put', 'past', 'four', 'starts', 'behind', 'wednesday', 'night', 'post', 'redemptive', 'victory', 'anaheim', 'angels']\n",
      "Stemmed Tokens: ['martnez', 'effort', 'let', 'boston', 'fan', 'take', 'heart', 'boston', 'pedro', 'martnez', 'put', 'past', 'four', 'start', 'behind', 'wednesday', 'night', 'post', 'redempt', 'victori', 'anaheim', 'angel']\n",
      "Final Preprocessed Text: martnez effort let boston fan take heart boston pedro martnez put past four start behind wednesday night post redempt victori anaheim angel\n",
      "\n",
      "Original Text: Swimming: Phelps eases into world short course 200 free final INDIANAPOLIS, United States : Athens Olympic star Michael Phelps made a relatively relaxed start on the first day of the seventh World Short Course Swim Championship, qualifying second for the 200m freestyle final.\n",
      "Lowercased Text: swimming: phelps eases into world short course 200 free final indianapolis, united states : athens olympic star michael phelps made a relatively relaxed start on the first day of the seventh world short course swim championship, qualifying second for the 200m freestyle final.\n",
      "Removed URLs: swimming: phelps eases into world short course 200 free final indianapolis, united states : athens olympic star michael phelps made a relatively relaxed start on the first day of the seventh world short course swim championship, qualifying second for the 200m freestyle final.\n",
      "Removed HTML Tags: swimming: phelps eases into world short course 200 free final indianapolis, united states : athens olympic star michael phelps made a relatively relaxed start on the first day of the seventh world short course swim championship, qualifying second for the 200m freestyle final.\n",
      "Removed Special Characters: swimming phelps eases into world short course  free final indianapolis united states  athens olympic star michael phelps made a relatively relaxed start on the first day of the seventh world short course swim championship qualifying second for the m freestyle final\n",
      "Tokens: ['swimming', 'phelps', 'eases', 'into', 'world', 'short', 'course', 'free', 'final', 'indianapolis', 'united', 'states', 'athens', 'olympic', 'star', 'michael', 'phelps', 'made', 'a', 'relatively', 'relaxed', 'start', 'on', 'the', 'first', 'day', 'of', 'the', 'seventh', 'world', 'short', 'course', 'swim', 'championship', 'qualifying', 'second', 'for', 'the', 'm', 'freestyle', 'final']\n",
      "Removed Stopwords: ['swimming', 'phelps', 'eases', 'world', 'short', 'course', 'free', 'final', 'indianapolis', 'united', 'states', 'athens', 'olympic', 'star', 'michael', 'phelps', 'made', 'relatively', 'relaxed', 'start', 'first', 'day', 'seventh', 'world', 'short', 'course', 'swim', 'championship', 'qualifying', 'second', 'freestyle', 'final']\n",
      "Stemmed Tokens: ['swim', 'phelp', 'eas', 'world', 'short', 'cours', 'free', 'final', 'indianapoli', 'unit', 'state', 'athen', 'olymp', 'star', 'michael', 'phelp', 'made', 'rel', 'relax', 'start', 'first', 'day', 'seventh', 'world', 'short', 'cours', 'swim', 'championship', 'qualifi', 'second', 'freestyl', 'final']\n",
      "Final Preprocessed Text: swim phelp eas world short cours free final indianapoli unit state athen olymp star michael phelp made rel relax start first day seventh world short cours swim championship qualifi second freestyl final\n",
      "\n",
      "Original Text: Paul McCartney To Perform at Super Bowl Following this year #39;s  quot;Nipplegate quot; affair with Janet Jackson and Justin Timberlake, the organisers of half-time entertainment at the Super Bowl aren #39;t taking any chances in 2005.\n",
      "Lowercased Text: paul mccartney to perform at super bowl following this year #39;s  quot;nipplegate quot; affair with janet jackson and justin timberlake, the organisers of half-time entertainment at the super bowl aren #39;t taking any chances in 2005.\n",
      "Removed URLs: paul mccartney to perform at super bowl following this year #39;s  quot;nipplegate quot; affair with janet jackson and justin timberlake, the organisers of half-time entertainment at the super bowl aren #39;t taking any chances in 2005.\n",
      "Removed HTML Tags: paul mccartney to perform at super bowl following this year #39;s  quot;nipplegate quot; affair with janet jackson and justin timberlake, the organisers of half-time entertainment at the super bowl aren #39;t taking any chances in 2005.\n",
      "Removed Special Characters: paul mccartney to perform at super bowl following this year s  quotnipplegate quot affair with janet jackson and justin timberlake the organisers of halftime entertainment at the super bowl aren t taking any chances in \n",
      "Tokens: ['paul', 'mccartney', 'to', 'perform', 'at', 'super', 'bowl', 'following', 'this', 'year', 's', 'quotnipplegate', 'quot', 'affair', 'with', 'janet', 'jackson', 'and', 'justin', 'timberlake', 'the', 'organisers', 'of', 'halftime', 'entertainment', 'at', 'the', 'super', 'bowl', 'aren', 't', 'taking', 'any', 'chances', 'in']\n",
      "Removed Stopwords: ['paul', 'mccartney', 'perform', 'super', 'bowl', 'following', 'year', 'quotnipplegate', 'quot', 'affair', 'janet', 'jackson', 'justin', 'timberlake', 'organisers', 'halftime', 'entertainment', 'super', 'bowl', 'taking', 'chances']\n",
      "Stemmed Tokens: ['paul', 'mccartney', 'perform', 'super', 'bowl', 'follow', 'year', 'quotnippleg', 'quot', 'affair', 'janet', 'jackson', 'justin', 'timberlak', 'organis', 'halftim', 'entertain', 'super', 'bowl', 'take', 'chanc']\n",
      "Final Preprocessed Text: paul mccartney perform super bowl follow year quotnippleg quot affair janet jackson justin timberlak organis halftim entertain super bowl take chanc\n",
      "\n",
      "Original Text: US beats Germany 2-1 in OT, to face Brazil in women #39;s soccer final Heather O #39;Reilly, minutes after missing a wide open net, scored in the ninth minute of overtime Monday to give the United States a 2-1 victory over World Cup champion Germany and a place in Thursday #39;s gold-medal game.\n",
      "Lowercased Text: us beats germany 2-1 in ot, to face brazil in women #39;s soccer final heather o #39;reilly, minutes after missing a wide open net, scored in the ninth minute of overtime monday to give the united states a 2-1 victory over world cup champion germany and a place in thursday #39;s gold-medal game.\n",
      "Removed URLs: us beats germany 2-1 in ot, to face brazil in women #39;s soccer final heather o #39;reilly, minutes after missing a wide open net, scored in the ninth minute of overtime monday to give the united states a 2-1 victory over world cup champion germany and a place in thursday #39;s gold-medal game.\n",
      "Removed HTML Tags: us beats germany 2-1 in ot, to face brazil in women #39;s soccer final heather o #39;reilly, minutes after missing a wide open net, scored in the ninth minute of overtime monday to give the united states a 2-1 victory over world cup champion germany and a place in thursday #39;s gold-medal game.\n",
      "Removed Special Characters: us beats germany  in ot to face brazil in women s soccer final heather o reilly minutes after missing a wide open net scored in the ninth minute of overtime monday to give the united states a  victory over world cup champion germany and a place in thursday s goldmedal game\n",
      "Tokens: ['us', 'beats', 'germany', 'in', 'ot', 'to', 'face', 'brazil', 'in', 'women', 's', 'soccer', 'final', 'heather', 'o', 'reilly', 'minutes', 'after', 'missing', 'a', 'wide', 'open', 'net', 'scored', 'in', 'the', 'ninth', 'minute', 'of', 'overtime', 'monday', 'to', 'give', 'the', 'united', 'states', 'a', 'victory', 'over', 'world', 'cup', 'champion', 'germany', 'and', 'a', 'place', 'in', 'thursday', 's', 'goldmedal', 'game']\n",
      "Removed Stopwords: ['us', 'beats', 'germany', 'ot', 'face', 'brazil', 'women', 'soccer', 'final', 'heather', 'reilly', 'minutes', 'missing', 'wide', 'open', 'net', 'scored', 'ninth', 'minute', 'overtime', 'monday', 'give', 'united', 'states', 'victory', 'world', 'cup', 'champion', 'germany', 'place', 'thursday', 'goldmedal', 'game']\n",
      "Stemmed Tokens: ['us', 'beat', 'germani', 'ot', 'face', 'brazil', 'women', 'soccer', 'final', 'heather', 'reilli', 'minut', 'miss', 'wide', 'open', 'net', 'score', 'ninth', 'minut', 'overtim', 'monday', 'give', 'unit', 'state', 'victori', 'world', 'cup', 'champion', 'germani', 'place', 'thursday', 'goldmed', 'game']\n",
      "Final Preprocessed Text: us beat germani ot face brazil women soccer final heather reilli minut miss wide open net score ninth minut overtim monday give unit state victori world cup champion germani place thursday goldmed game\n",
      "\n",
      "Original Text: Sandy Alomar Agrees to Sign With Rangers (AP) AP - Six-time All-Star catcher Sandy Alomar Jr. agreed Wednesday to a  #36;550,000, one-year contract with the Texas Rangers to be a part-time player next season.\n",
      "Lowercased Text: sandy alomar agrees to sign with rangers (ap) ap - six-time all-star catcher sandy alomar jr. agreed wednesday to a  #36;550,000, one-year contract with the texas rangers to be a part-time player next season.\n",
      "Removed URLs: sandy alomar agrees to sign with rangers (ap) ap - six-time all-star catcher sandy alomar jr. agreed wednesday to a  #36;550,000, one-year contract with the texas rangers to be a part-time player next season.\n",
      "Removed HTML Tags: sandy alomar agrees to sign with rangers (ap) ap - six-time all-star catcher sandy alomar jr. agreed wednesday to a  #36;550,000, one-year contract with the texas rangers to be a part-time player next season.\n",
      "Removed Special Characters: sandy alomar agrees to sign with rangers ap ap  sixtime allstar catcher sandy alomar jr agreed wednesday to a   oneyear contract with the texas rangers to be a parttime player next season\n",
      "Tokens: ['sandy', 'alomar', 'agrees', 'to', 'sign', 'with', 'rangers', 'ap', 'ap', 'sixtime', 'allstar', 'catcher', 'sandy', 'alomar', 'jr', 'agreed', 'wednesday', 'to', 'a', 'oneyear', 'contract', 'with', 'the', 'texas', 'rangers', 'to', 'be', 'a', 'parttime', 'player', 'next', 'season']\n",
      "Removed Stopwords: ['sandy', 'alomar', 'agrees', 'sign', 'rangers', 'ap', 'ap', 'sixtime', 'allstar', 'catcher', 'sandy', 'alomar', 'jr', 'agreed', 'wednesday', 'oneyear', 'contract', 'texas', 'rangers', 'parttime', 'player', 'next', 'season']\n",
      "Stemmed Tokens: ['sandi', 'alomar', 'agre', 'sign', 'ranger', 'ap', 'ap', 'sixtim', 'allstar', 'catcher', 'sandi', 'alomar', 'jr', 'agre', 'wednesday', 'oneyear', 'contract', 'texa', 'ranger', 'parttim', 'player', 'next', 'season']\n",
      "Final Preprocessed Text: sandi alomar agre sign ranger ap ap sixtim allstar catcher sandi alomar jr agre wednesday oneyear contract texa ranger parttim player next season\n",
      "\n",
      "Original Text: Han wins Safeway Classic HEE-Won Han sank a five-foot birdie putt at the first playoff hole to beat Lorie Kane and claim the LPGA Safeway Classic crown won by Annika Sorenstam for the past two years.\n",
      "Lowercased Text: han wins safeway classic hee-won han sank a five-foot birdie putt at the first playoff hole to beat lorie kane and claim the lpga safeway classic crown won by annika sorenstam for the past two years.\n",
      "Removed URLs: han wins safeway classic hee-won han sank a five-foot birdie putt at the first playoff hole to beat lorie kane and claim the lpga safeway classic crown won by annika sorenstam for the past two years.\n",
      "Removed HTML Tags: han wins safeway classic hee-won han sank a five-foot birdie putt at the first playoff hole to beat lorie kane and claim the lpga safeway classic crown won by annika sorenstam for the past two years.\n",
      "Removed Special Characters: han wins safeway classic heewon han sank a fivefoot birdie putt at the first playoff hole to beat lorie kane and claim the lpga safeway classic crown won by annika sorenstam for the past two years\n",
      "Tokens: ['han', 'wins', 'safeway', 'classic', 'heewon', 'han', 'sank', 'a', 'fivefoot', 'birdie', 'putt', 'at', 'the', 'first', 'playoff', 'hole', 'to', 'beat', 'lorie', 'kane', 'and', 'claim', 'the', 'lpga', 'safeway', 'classic', 'crown', 'won', 'by', 'annika', 'sorenstam', 'for', 'the', 'past', 'two', 'years']\n",
      "Removed Stopwords: ['han', 'wins', 'safeway', 'classic', 'heewon', 'han', 'sank', 'fivefoot', 'birdie', 'putt', 'first', 'playoff', 'hole', 'beat', 'lorie', 'kane', 'claim', 'lpga', 'safeway', 'classic', 'crown', 'annika', 'sorenstam', 'past', 'two', 'years']\n",
      "Stemmed Tokens: ['han', 'win', 'safeway', 'classic', 'heewon', 'han', 'sank', 'fivefoot', 'birdi', 'putt', 'first', 'playoff', 'hole', 'beat', 'lori', 'kane', 'claim', 'lpga', 'safeway', 'classic', 'crown', 'annika', 'sorenstam', 'past', 'two', 'year']\n",
      "Final Preprocessed Text: han win safeway classic heewon han sank fivefoot birdi putt first playoff hole beat lori kane claim lpga safeway classic crown annika sorenstam past two year\n",
      "\n",
      "Original Text: Yao Thrills Capacity Crowd at First China NBA Game (Reuters) Reuters - Yao Ming's Houston Rockets squeezed\\past the Sacramento Kings on Thursday in the first NBA game to\\be played in China, a country the fast-growing basketball\\league deems a potential marketing mecca.\n",
      "Lowercased Text: yao thrills capacity crowd at first china nba game (reuters) reuters - yao ming's houston rockets squeezed\\past the sacramento kings on thursday in the first nba game to\\be played in china, a country the fast-growing basketball\\league deems a potential marketing mecca.\n",
      "Removed URLs: yao thrills capacity crowd at first china nba game (reuters) reuters - yao ming's houston rockets squeezed\\past the sacramento kings on thursday in the first nba game to\\be played in china, a country the fast-growing basketball\\league deems a potential marketing mecca.\n",
      "Removed HTML Tags: yao thrills capacity crowd at first china nba game (reuters) reuters - yao ming's houston rockets squeezed\\past the sacramento kings on thursday in the first nba game to\\be played in china, a country the fast-growing basketball\\league deems a potential marketing mecca.\n",
      "Removed Special Characters: yao thrills capacity crowd at first china nba game reuters reuters  yao mings houston rockets squeezedpast the sacramento kings on thursday in the first nba game tobe played in china a country the fastgrowing basketballleague deems a potential marketing mecca\n",
      "Tokens: ['yao', 'thrills', 'capacity', 'crowd', 'at', 'first', 'china', 'nba', 'game', 'reuters', 'reuters', 'yao', 'mings', 'houston', 'rockets', 'squeezedpast', 'the', 'sacramento', 'kings', 'on', 'thursday', 'in', 'the', 'first', 'nba', 'game', 'tobe', 'played', 'in', 'china', 'a', 'country', 'the', 'fastgrowing', 'basketballleague', 'deems', 'a', 'potential', 'marketing', 'mecca']\n",
      "Removed Stopwords: ['yao', 'thrills', 'capacity', 'crowd', 'first', 'china', 'nba', 'game', 'reuters', 'reuters', 'yao', 'mings', 'houston', 'rockets', 'squeezedpast', 'sacramento', 'kings', 'thursday', 'first', 'nba', 'game', 'tobe', 'played', 'china', 'country', 'fastgrowing', 'basketballleague', 'deems', 'potential', 'marketing', 'mecca']\n",
      "Stemmed Tokens: ['yao', 'thrill', 'capac', 'crowd', 'first', 'china', 'nba', 'game', 'reuter', 'reuter', 'yao', 'ming', 'houston', 'rocket', 'squeezedpast', 'sacramento', 'king', 'thursday', 'first', 'nba', 'game', 'tobe', 'play', 'china', 'countri', 'fastgrow', 'basketballleagu', 'deem', 'potenti', 'market', 'mecca']\n",
      "Final Preprocessed Text: yao thrill capac crowd first china nba game reuter reuter yao ming houston rocket squeezedpast sacramento king thursday first nba game tobe play china countri fastgrow basketballleagu deem potenti market mecca\n",
      "\n",
      "Original Text: Federer puts right spin on easy victory over Gaudio A grey, damp opening day at the Masters Cup here was memorable for the latest amazing shot in Roger Federer #39;s armoury. The world No 1 played an overhead with so much spin that the \n",
      "Lowercased Text: federer puts right spin on easy victory over gaudio a grey, damp opening day at the masters cup here was memorable for the latest amazing shot in roger federer #39;s armoury. the world no 1 played an overhead with so much spin that the \n",
      "Removed URLs: federer puts right spin on easy victory over gaudio a grey, damp opening day at the masters cup here was memorable for the latest amazing shot in roger federer #39;s armoury. the world no 1 played an overhead with so much spin that the \n",
      "Removed HTML Tags: federer puts right spin on easy victory over gaudio a grey, damp opening day at the masters cup here was memorable for the latest amazing shot in roger federer #39;s armoury. the world no 1 played an overhead with so much spin that the \n",
      "Removed Special Characters: federer puts right spin on easy victory over gaudio a grey damp opening day at the masters cup here was memorable for the latest amazing shot in roger federer s armoury the world no  played an overhead with so much spin that the \n",
      "Tokens: ['federer', 'puts', 'right', 'spin', 'on', 'easy', 'victory', 'over', 'gaudio', 'a', 'grey', 'damp', 'opening', 'day', 'at', 'the', 'masters', 'cup', 'here', 'was', 'memorable', 'for', 'the', 'latest', 'amazing', 'shot', 'in', 'roger', 'federer', 's', 'armoury', 'the', 'world', 'no', 'played', 'an', 'overhead', 'with', 'so', 'much', 'spin', 'that', 'the']\n",
      "Removed Stopwords: ['federer', 'puts', 'right', 'spin', 'easy', 'victory', 'gaudio', 'grey', 'damp', 'opening', 'day', 'masters', 'cup', 'memorable', 'latest', 'amazing', 'shot', 'roger', 'federer', 'armoury', 'world', 'played', 'overhead', 'much', 'spin']\n",
      "Stemmed Tokens: ['feder', 'put', 'right', 'spin', 'easi', 'victori', 'gaudio', 'grey', 'damp', 'open', 'day', 'master', 'cup', 'memor', 'latest', 'amaz', 'shot', 'roger', 'feder', 'armouri', 'world', 'play', 'overhead', 'much', 'spin']\n",
      "Final Preprocessed Text: feder put right spin easi victori gaudio grey damp open day master cup memor latest amaz shot roger feder armouri world play overhead much spin\n",
      "\n",
      "Original Text: Steeler subs doing their jobs When the New England Patriots rolled into town Sunday afternoon to take on the Pittsburgh Steelers, the final outcome of the football game might have been secondary to some vital information needed by the black and gold as far as the rest of the season is \n",
      "Lowercased Text: steeler subs doing their jobs when the new england patriots rolled into town sunday afternoon to take on the pittsburgh steelers, the final outcome of the football game might have been secondary to some vital information needed by the black and gold as far as the rest of the season is \n",
      "Removed URLs: steeler subs doing their jobs when the new england patriots rolled into town sunday afternoon to take on the pittsburgh steelers, the final outcome of the football game might have been secondary to some vital information needed by the black and gold as far as the rest of the season is \n",
      "Removed HTML Tags: steeler subs doing their jobs when the new england patriots rolled into town sunday afternoon to take on the pittsburgh steelers, the final outcome of the football game might have been secondary to some vital information needed by the black and gold as far as the rest of the season is \n",
      "Removed Special Characters: steeler subs doing their jobs when the new england patriots rolled into town sunday afternoon to take on the pittsburgh steelers the final outcome of the football game might have been secondary to some vital information needed by the black and gold as far as the rest of the season is \n",
      "Tokens: ['steeler', 'subs', 'doing', 'their', 'jobs', 'when', 'the', 'new', 'england', 'patriots', 'rolled', 'into', 'town', 'sunday', 'afternoon', 'to', 'take', 'on', 'the', 'pittsburgh', 'steelers', 'the', 'final', 'outcome', 'of', 'the', 'football', 'game', 'might', 'have', 'been', 'secondary', 'to', 'some', 'vital', 'information', 'needed', 'by', 'the', 'black', 'and', 'gold', 'as', 'far', 'as', 'the', 'rest', 'of', 'the', 'season', 'is']\n",
      "Removed Stopwords: ['steeler', 'subs', 'jobs', 'new', 'england', 'patriots', 'rolled', 'town', 'sunday', 'afternoon', 'take', 'pittsburgh', 'steelers', 'final', 'outcome', 'football', 'game', 'might', 'secondary', 'vital', 'information', 'needed', 'black', 'gold', 'far', 'rest', 'season']\n",
      "Stemmed Tokens: ['steeler', 'sub', 'job', 'new', 'england', 'patriot', 'roll', 'town', 'sunday', 'afternoon', 'take', 'pittsburgh', 'steeler', 'final', 'outcom', 'footbal', 'game', 'might', 'secondari', 'vital', 'inform', 'need', 'black', 'gold', 'far', 'rest', 'season']\n",
      "Final Preprocessed Text: steeler sub job new england patriot roll town sunday afternoon take pittsburgh steeler final outcom footbal game might secondari vital inform need black gold far rest season\n",
      "\n",
      "Original Text: No. 12 Mississippi St. Struggles in Opener (AP) AP - Two of the three ranked teams playing on the opening night of the college basketball season cruised to easy wins. Then there was Mississippi State.\n",
      "Lowercased Text: no. 12 mississippi st. struggles in opener (ap) ap - two of the three ranked teams playing on the opening night of the college basketball season cruised to easy wins. then there was mississippi state.\n",
      "Removed URLs: no. 12 mississippi st. struggles in opener (ap) ap - two of the three ranked teams playing on the opening night of the college basketball season cruised to easy wins. then there was mississippi state.\n",
      "Removed HTML Tags: no. 12 mississippi st. struggles in opener (ap) ap - two of the three ranked teams playing on the opening night of the college basketball season cruised to easy wins. then there was mississippi state.\n",
      "Removed Special Characters: no  mississippi st struggles in opener ap ap  two of the three ranked teams playing on the opening night of the college basketball season cruised to easy wins then there was mississippi state\n",
      "Tokens: ['no', 'mississippi', 'st', 'struggles', 'in', 'opener', 'ap', 'ap', 'two', 'of', 'the', 'three', 'ranked', 'teams', 'playing', 'on', 'the', 'opening', 'night', 'of', 'the', 'college', 'basketball', 'season', 'cruised', 'to', 'easy', 'wins', 'then', 'there', 'was', 'mississippi', 'state']\n",
      "Removed Stopwords: ['mississippi', 'st', 'struggles', 'opener', 'ap', 'ap', 'two', 'three', 'ranked', 'teams', 'playing', 'opening', 'night', 'college', 'basketball', 'season', 'cruised', 'easy', 'wins', 'mississippi', 'state']\n",
      "Stemmed Tokens: ['mississippi', 'st', 'struggl', 'open', 'ap', 'ap', 'two', 'three', 'rank', 'team', 'play', 'open', 'night', 'colleg', 'basketbal', 'season', 'cruis', 'easi', 'win', 'mississippi', 'state']\n",
      "Final Preprocessed Text: mississippi st struggl open ap ap two three rank team play open night colleg basketbal season cruis easi win mississippi state\n",
      "\n",
      "Original Text: Han wins Safeway in playoff Hee-Won Han stumbled her way into a playoff last month, then stumbled in the playoff and lost. On Sunday at Columbia Edgewater Country Club, she did the opposite, making a clutch birdie on the final hole of \n",
      "Lowercased Text: han wins safeway in playoff hee-won han stumbled her way into a playoff last month, then stumbled in the playoff and lost. on sunday at columbia edgewater country club, she did the opposite, making a clutch birdie on the final hole of \n",
      "Removed URLs: han wins safeway in playoff hee-won han stumbled her way into a playoff last month, then stumbled in the playoff and lost. on sunday at columbia edgewater country club, she did the opposite, making a clutch birdie on the final hole of \n",
      "Removed HTML Tags: han wins safeway in playoff hee-won han stumbled her way into a playoff last month, then stumbled in the playoff and lost. on sunday at columbia edgewater country club, she did the opposite, making a clutch birdie on the final hole of \n",
      "Removed Special Characters: han wins safeway in playoff heewon han stumbled her way into a playoff last month then stumbled in the playoff and lost on sunday at columbia edgewater country club she did the opposite making a clutch birdie on the final hole of \n",
      "Tokens: ['han', 'wins', 'safeway', 'in', 'playoff', 'heewon', 'han', 'stumbled', 'her', 'way', 'into', 'a', 'playoff', 'last', 'month', 'then', 'stumbled', 'in', 'the', 'playoff', 'and', 'lost', 'on', 'sunday', 'at', 'columbia', 'edgewater', 'country', 'club', 'she', 'did', 'the', 'opposite', 'making', 'a', 'clutch', 'birdie', 'on', 'the', 'final', 'hole', 'of']\n",
      "Removed Stopwords: ['han', 'wins', 'safeway', 'playoff', 'heewon', 'han', 'stumbled', 'way', 'playoff', 'last', 'month', 'stumbled', 'playoff', 'lost', 'sunday', 'columbia', 'edgewater', 'country', 'club', 'opposite', 'making', 'clutch', 'birdie', 'final', 'hole']\n",
      "Stemmed Tokens: ['han', 'win', 'safeway', 'playoff', 'heewon', 'han', 'stumbl', 'way', 'playoff', 'last', 'month', 'stumbl', 'playoff', 'lost', 'sunday', 'columbia', 'edgewat', 'countri', 'club', 'opposit', 'make', 'clutch', 'birdi', 'final', 'hole']\n",
      "Final Preprocessed Text: han win safeway playoff heewon han stumbl way playoff last month stumbl playoff lost sunday columbia edgewat countri club opposit make clutch birdi final hole\n",
      "\n",
      "Original Text: Dickens Departs Tony Dickens resigns as head coach at Northwestern six months after leading the Wildcats to the Maryland 4A boys basketball title.\n",
      "Lowercased Text: dickens departs tony dickens resigns as head coach at northwestern six months after leading the wildcats to the maryland 4a boys basketball title.\n",
      "Removed URLs: dickens departs tony dickens resigns as head coach at northwestern six months after leading the wildcats to the maryland 4a boys basketball title.\n",
      "Removed HTML Tags: dickens departs tony dickens resigns as head coach at northwestern six months after leading the wildcats to the maryland 4a boys basketball title.\n",
      "Removed Special Characters: dickens departs tony dickens resigns as head coach at northwestern six months after leading the wildcats to the maryland a boys basketball title\n",
      "Tokens: ['dickens', 'departs', 'tony', 'dickens', 'resigns', 'as', 'head', 'coach', 'at', 'northwestern', 'six', 'months', 'after', 'leading', 'the', 'wildcats', 'to', 'the', 'maryland', 'a', 'boys', 'basketball', 'title']\n",
      "Removed Stopwords: ['dickens', 'departs', 'tony', 'dickens', 'resigns', 'head', 'coach', 'northwestern', 'six', 'months', 'leading', 'wildcats', 'maryland', 'boys', 'basketball', 'title']\n",
      "Stemmed Tokens: ['dicken', 'depart', 'toni', 'dicken', 'resign', 'head', 'coach', 'northwestern', 'six', 'month', 'lead', 'wildcat', 'maryland', 'boy', 'basketbal', 'titl']\n",
      "Final Preprocessed Text: dicken depart toni dicken resign head coach northwestern six month lead wildcat maryland boy basketbal titl\n",
      "\n",
      "Original Text: Diouf Charged After Spitting Row Bolton #39;s El-Hadji Diouf has been charged by the Football Association for spitting at Portsmouth #39;s Arjan de Zeeuw in Saturday #39;s 1-0 win for Pompey.\n",
      "Lowercased Text: diouf charged after spitting row bolton #39;s el-hadji diouf has been charged by the football association for spitting at portsmouth #39;s arjan de zeeuw in saturday #39;s 1-0 win for pompey.\n",
      "Removed URLs: diouf charged after spitting row bolton #39;s el-hadji diouf has been charged by the football association for spitting at portsmouth #39;s arjan de zeeuw in saturday #39;s 1-0 win for pompey.\n",
      "Removed HTML Tags: diouf charged after spitting row bolton #39;s el-hadji diouf has been charged by the football association for spitting at portsmouth #39;s arjan de zeeuw in saturday #39;s 1-0 win for pompey.\n",
      "Removed Special Characters: diouf charged after spitting row bolton s elhadji diouf has been charged by the football association for spitting at portsmouth s arjan de zeeuw in saturday s  win for pompey\n",
      "Tokens: ['diouf', 'charged', 'after', 'spitting', 'row', 'bolton', 's', 'elhadji', 'diouf', 'has', 'been', 'charged', 'by', 'the', 'football', 'association', 'for', 'spitting', 'at', 'portsmouth', 's', 'arjan', 'de', 'zeeuw', 'in', 'saturday', 's', 'win', 'for', 'pompey']\n",
      "Removed Stopwords: ['diouf', 'charged', 'spitting', 'row', 'bolton', 'elhadji', 'diouf', 'charged', 'football', 'association', 'spitting', 'portsmouth', 'arjan', 'de', 'zeeuw', 'saturday', 'win', 'pompey']\n",
      "Stemmed Tokens: ['diouf', 'charg', 'spit', 'row', 'bolton', 'elhadji', 'diouf', 'charg', 'footbal', 'associ', 'spit', 'portsmouth', 'arjan', 'de', 'zeeuw', 'saturday', 'win', 'pompey']\n",
      "Final Preprocessed Text: diouf charg spit row bolton elhadji diouf charg footbal associ spit portsmouth arjan de zeeuw saturday win pompey\n",
      "\n",
      "Original Text: Colts' Tough Schedule Continues With Tenn. (AP) AP - Talk about testing a defense: The Indianapolis Colts opened the season against Tom Brady, face Steve McNair this week and then Brett Favre. They're lucky Peyton Manning plays for their side.\n",
      "Lowercased Text: colts' tough schedule continues with tenn. (ap) ap - talk about testing a defense: the indianapolis colts opened the season against tom brady, face steve mcnair this week and then brett favre. they're lucky peyton manning plays for their side.\n",
      "Removed URLs: colts' tough schedule continues with tenn. (ap) ap - talk about testing a defense: the indianapolis colts opened the season against tom brady, face steve mcnair this week and then brett favre. they're lucky peyton manning plays for their side.\n",
      "Removed HTML Tags: colts' tough schedule continues with tenn. (ap) ap - talk about testing a defense: the indianapolis colts opened the season against tom brady, face steve mcnair this week and then brett favre. they're lucky peyton manning plays for their side.\n",
      "Removed Special Characters: colts tough schedule continues with tenn ap ap  talk about testing a defense the indianapolis colts opened the season against tom brady face steve mcnair this week and then brett favre theyre lucky peyton manning plays for their side\n",
      "Tokens: ['colts', 'tough', 'schedule', 'continues', 'with', 'tenn', 'ap', 'ap', 'talk', 'about', 'testing', 'a', 'defense', 'the', 'indianapolis', 'colts', 'opened', 'the', 'season', 'against', 'tom', 'brady', 'face', 'steve', 'mcnair', 'this', 'week', 'and', 'then', 'brett', 'favre', 'theyre', 'lucky', 'peyton', 'manning', 'plays', 'for', 'their', 'side']\n",
      "Removed Stopwords: ['colts', 'tough', 'schedule', 'continues', 'tenn', 'ap', 'ap', 'talk', 'testing', 'defense', 'indianapolis', 'colts', 'opened', 'season', 'tom', 'brady', 'face', 'steve', 'mcnair', 'week', 'brett', 'favre', 'theyre', 'lucky', 'peyton', 'manning', 'plays', 'side']\n",
      "Stemmed Tokens: ['colt', 'tough', 'schedul', 'continu', 'tenn', 'ap', 'ap', 'talk', 'test', 'defens', 'indianapoli', 'colt', 'open', 'season', 'tom', 'bradi', 'face', 'steve', 'mcnair', 'week', 'brett', 'favr', 'theyr', 'lucki', 'peyton', 'man', 'play', 'side']\n",
      "Final Preprocessed Text: colt tough schedul continu tenn ap ap talk test defens indianapoli colt open season tom bradi face steve mcnair week brett favr theyr lucki peyton man play side\n",
      "\n",
      "Original Text: Schumacher Clinches Seventh Season Title (AP) AP - Michael Schumacher clinched an unprecedented seventh Formula One drivers' title at the Belgian Grand Prix on Sunday, despite not winning for just the second time in 14 races this season.\n",
      "Lowercased Text: schumacher clinches seventh season title (ap) ap - michael schumacher clinched an unprecedented seventh formula one drivers' title at the belgian grand prix on sunday, despite not winning for just the second time in 14 races this season.\n",
      "Removed URLs: schumacher clinches seventh season title (ap) ap - michael schumacher clinched an unprecedented seventh formula one drivers' title at the belgian grand prix on sunday, despite not winning for just the second time in 14 races this season.\n",
      "Removed HTML Tags: schumacher clinches seventh season title (ap) ap - michael schumacher clinched an unprecedented seventh formula one drivers' title at the belgian grand prix on sunday, despite not winning for just the second time in 14 races this season.\n",
      "Removed Special Characters: schumacher clinches seventh season title ap ap  michael schumacher clinched an unprecedented seventh formula one drivers title at the belgian grand prix on sunday despite not winning for just the second time in  races this season\n",
      "Tokens: ['schumacher', 'clinches', 'seventh', 'season', 'title', 'ap', 'ap', 'michael', 'schumacher', 'clinched', 'an', 'unprecedented', 'seventh', 'formula', 'one', 'drivers', 'title', 'at', 'the', 'belgian', 'grand', 'prix', 'on', 'sunday', 'despite', 'not', 'winning', 'for', 'just', 'the', 'second', 'time', 'in', 'races', 'this', 'season']\n",
      "Removed Stopwords: ['schumacher', 'clinches', 'seventh', 'season', 'title', 'ap', 'ap', 'michael', 'schumacher', 'clinched', 'unprecedented', 'seventh', 'formula', 'one', 'drivers', 'title', 'belgian', 'grand', 'prix', 'sunday', 'despite', 'winning', 'second', 'time', 'races', 'season']\n",
      "Stemmed Tokens: ['schumach', 'clinch', 'seventh', 'season', 'titl', 'ap', 'ap', 'michael', 'schumach', 'clinch', 'unpreced', 'seventh', 'formula', 'one', 'driver', 'titl', 'belgian', 'grand', 'prix', 'sunday', 'despit', 'win', 'second', 'time', 'race', 'season']\n",
      "Final Preprocessed Text: schumach clinch seventh season titl ap ap michael schumach clinch unpreced seventh formula one driver titl belgian grand prix sunday despit win second time race season\n",
      "\n",
      "Original Text: Sales, Sun surge ahead The Connecticut Sun had an off game last Saturday, when they dropped the opener of their WNBA Eastern Conference semifinal series against the Washington Mystics.\n",
      "Lowercased Text: sales, sun surge ahead the connecticut sun had an off game last saturday, when they dropped the opener of their wnba eastern conference semifinal series against the washington mystics.\n",
      "Removed URLs: sales, sun surge ahead the connecticut sun had an off game last saturday, when they dropped the opener of their wnba eastern conference semifinal series against the washington mystics.\n",
      "Removed HTML Tags: sales, sun surge ahead the connecticut sun had an off game last saturday, when they dropped the opener of their wnba eastern conference semifinal series against the washington mystics.\n",
      "Removed Special Characters: sales sun surge ahead the connecticut sun had an off game last saturday when they dropped the opener of their wnba eastern conference semifinal series against the washington mystics\n",
      "Tokens: ['sales', 'sun', 'surge', 'ahead', 'the', 'connecticut', 'sun', 'had', 'an', 'off', 'game', 'last', 'saturday', 'when', 'they', 'dropped', 'the', 'opener', 'of', 'their', 'wnba', 'eastern', 'conference', 'semifinal', 'series', 'against', 'the', 'washington', 'mystics']\n",
      "Removed Stopwords: ['sales', 'sun', 'surge', 'ahead', 'connecticut', 'sun', 'game', 'last', 'saturday', 'dropped', 'opener', 'wnba', 'eastern', 'conference', 'semifinal', 'series', 'washington', 'mystics']\n",
      "Stemmed Tokens: ['sale', 'sun', 'surg', 'ahead', 'connecticut', 'sun', 'game', 'last', 'saturday', 'drop', 'open', 'wnba', 'eastern', 'confer', 'semifin', 'seri', 'washington', 'mystic']\n",
      "Final Preprocessed Text: sale sun surg ahead connecticut sun game last saturday drop open wnba eastern confer semifin seri washington mystic\n",
      "\n",
      "Original Text: Rapids Clinch MLS Playoff Berth (AP) AP - Dwyane DeRosario's goal in the 82nd minute lifted the San Jose Earthquakes to a 1-1 tie with the Colorado Rapids on Saturday night.\n",
      "Lowercased Text: rapids clinch mls playoff berth (ap) ap - dwyane derosario's goal in the 82nd minute lifted the san jose earthquakes to a 1-1 tie with the colorado rapids on saturday night.\n",
      "Removed URLs: rapids clinch mls playoff berth (ap) ap - dwyane derosario's goal in the 82nd minute lifted the san jose earthquakes to a 1-1 tie with the colorado rapids on saturday night.\n",
      "Removed HTML Tags: rapids clinch mls playoff berth (ap) ap - dwyane derosario's goal in the 82nd minute lifted the san jose earthquakes to a 1-1 tie with the colorado rapids on saturday night.\n",
      "Removed Special Characters: rapids clinch mls playoff berth ap ap  dwyane derosarios goal in the nd minute lifted the san jose earthquakes to a  tie with the colorado rapids on saturday night\n",
      "Tokens: ['rapids', 'clinch', 'mls', 'playoff', 'berth', 'ap', 'ap', 'dwyane', 'derosarios', 'goal', 'in', 'the', 'nd', 'minute', 'lifted', 'the', 'san', 'jose', 'earthquakes', 'to', 'a', 'tie', 'with', 'the', 'colorado', 'rapids', 'on', 'saturday', 'night']\n",
      "Removed Stopwords: ['rapids', 'clinch', 'mls', 'playoff', 'berth', 'ap', 'ap', 'dwyane', 'derosarios', 'goal', 'nd', 'minute', 'lifted', 'san', 'jose', 'earthquakes', 'tie', 'colorado', 'rapids', 'saturday', 'night']\n",
      "Stemmed Tokens: ['rapid', 'clinch', 'ml', 'playoff', 'berth', 'ap', 'ap', 'dwyan', 'derosario', 'goal', 'nd', 'minut', 'lift', 'san', 'jose', 'earthquak', 'tie', 'colorado', 'rapid', 'saturday', 'night']\n",
      "Final Preprocessed Text: rapid clinch ml playoff berth ap ap dwyan derosario goal nd minut lift san jose earthquak tie colorado rapid saturday night\n",
      "\n",
      "Original Text: Nuggets Knock Off Hornets 76-67 (AP) AP - Earl Boykins scored 22 points to help the Denver Nuggets overcome the absence of Carmelo Anthony and defeat the New Orleans Hornets 76-67 on Monday night.\n",
      "Lowercased Text: nuggets knock off hornets 76-67 (ap) ap - earl boykins scored 22 points to help the denver nuggets overcome the absence of carmelo anthony and defeat the new orleans hornets 76-67 on monday night.\n",
      "Removed URLs: nuggets knock off hornets 76-67 (ap) ap - earl boykins scored 22 points to help the denver nuggets overcome the absence of carmelo anthony and defeat the new orleans hornets 76-67 on monday night.\n",
      "Removed HTML Tags: nuggets knock off hornets 76-67 (ap) ap - earl boykins scored 22 points to help the denver nuggets overcome the absence of carmelo anthony and defeat the new orleans hornets 76-67 on monday night.\n",
      "Removed Special Characters: nuggets knock off hornets  ap ap  earl boykins scored  points to help the denver nuggets overcome the absence of carmelo anthony and defeat the new orleans hornets  on monday night\n",
      "Tokens: ['nuggets', 'knock', 'off', 'hornets', 'ap', 'ap', 'earl', 'boykins', 'scored', 'points', 'to', 'help', 'the', 'denver', 'nuggets', 'overcome', 'the', 'absence', 'of', 'carmelo', 'anthony', 'and', 'defeat', 'the', 'new', 'orleans', 'hornets', 'on', 'monday', 'night']\n",
      "Removed Stopwords: ['nuggets', 'knock', 'hornets', 'ap', 'ap', 'earl', 'boykins', 'scored', 'points', 'help', 'denver', 'nuggets', 'overcome', 'absence', 'carmelo', 'anthony', 'defeat', 'new', 'orleans', 'hornets', 'monday', 'night']\n",
      "Stemmed Tokens: ['nugget', 'knock', 'hornet', 'ap', 'ap', 'earl', 'boykin', 'score', 'point', 'help', 'denver', 'nugget', 'overcom', 'absenc', 'carmelo', 'anthoni', 'defeat', 'new', 'orlean', 'hornet', 'monday', 'night']\n",
      "Final Preprocessed Text: nugget knock hornet ap ap earl boykin score point help denver nugget overcom absenc carmelo anthoni defeat new orlean hornet monday night\n",
      "\n",
      "Original Text: Adams out at Foxes Micky Adams has quit as manager of Leicester City after the club failed to persuade him to stay. His resignation was accepted at an emergency board meeting at the Walkers Stadium this morning.\n",
      "Lowercased Text: adams out at foxes micky adams has quit as manager of leicester city after the club failed to persuade him to stay. his resignation was accepted at an emergency board meeting at the walkers stadium this morning.\n",
      "Removed URLs: adams out at foxes micky adams has quit as manager of leicester city after the club failed to persuade him to stay. his resignation was accepted at an emergency board meeting at the walkers stadium this morning.\n",
      "Removed HTML Tags: adams out at foxes micky adams has quit as manager of leicester city after the club failed to persuade him to stay. his resignation was accepted at an emergency board meeting at the walkers stadium this morning.\n",
      "Removed Special Characters: adams out at foxes micky adams has quit as manager of leicester city after the club failed to persuade him to stay his resignation was accepted at an emergency board meeting at the walkers stadium this morning\n",
      "Tokens: ['adams', 'out', 'at', 'foxes', 'micky', 'adams', 'has', 'quit', 'as', 'manager', 'of', 'leicester', 'city', 'after', 'the', 'club', 'failed', 'to', 'persuade', 'him', 'to', 'stay', 'his', 'resignation', 'was', 'accepted', 'at', 'an', 'emergency', 'board', 'meeting', 'at', 'the', 'walkers', 'stadium', 'this', 'morning']\n",
      "Removed Stopwords: ['adams', 'foxes', 'micky', 'adams', 'quit', 'manager', 'leicester', 'city', 'club', 'failed', 'persuade', 'stay', 'resignation', 'accepted', 'emergency', 'board', 'meeting', 'walkers', 'stadium', 'morning']\n",
      "Stemmed Tokens: ['adam', 'fox', 'micki', 'adam', 'quit', 'manag', 'leicest', 'citi', 'club', 'fail', 'persuad', 'stay', 'resign', 'accept', 'emerg', 'board', 'meet', 'walker', 'stadium', 'morn']\n",
      "Final Preprocessed Text: adam fox micki adam quit manag leicest citi club fail persuad stay resign accept emerg board meet walker stadium morn\n",
      "\n",
      "Original Text: No. 9 Ohio State Edges Marshall on Last-Second FG COLUMBUS, Ohio (Sports Network) - Mike Nugent #39;s 55-yard field goal as time expired lifted the ninth-ranked Ohio State Buckeyes to a dramatic 24-21 win over the pesky Marshall Thundering Herd in the first-ever meeting between the teams.\n",
      "Lowercased Text: no. 9 ohio state edges marshall on last-second fg columbus, ohio (sports network) - mike nugent #39;s 55-yard field goal as time expired lifted the ninth-ranked ohio state buckeyes to a dramatic 24-21 win over the pesky marshall thundering herd in the first-ever meeting between the teams.\n",
      "Removed URLs: no. 9 ohio state edges marshall on last-second fg columbus, ohio (sports network) - mike nugent #39;s 55-yard field goal as time expired lifted the ninth-ranked ohio state buckeyes to a dramatic 24-21 win over the pesky marshall thundering herd in the first-ever meeting between the teams.\n",
      "Removed HTML Tags: no. 9 ohio state edges marshall on last-second fg columbus, ohio (sports network) - mike nugent #39;s 55-yard field goal as time expired lifted the ninth-ranked ohio state buckeyes to a dramatic 24-21 win over the pesky marshall thundering herd in the first-ever meeting between the teams.\n",
      "Removed Special Characters: no  ohio state edges marshall on lastsecond fg columbus ohio sports network  mike nugent s yard field goal as time expired lifted the ninthranked ohio state buckeyes to a dramatic  win over the pesky marshall thundering herd in the firstever meeting between the teams\n",
      "Tokens: ['no', 'ohio', 'state', 'edges', 'marshall', 'on', 'lastsecond', 'fg', 'columbus', 'ohio', 'sports', 'network', 'mike', 'nugent', 's', 'yard', 'field', 'goal', 'as', 'time', 'expired', 'lifted', 'the', 'ninthranked', 'ohio', 'state', 'buckeyes', 'to', 'a', 'dramatic', 'win', 'over', 'the', 'pesky', 'marshall', 'thundering', 'herd', 'in', 'the', 'firstever', 'meeting', 'between', 'the', 'teams']\n",
      "Removed Stopwords: ['ohio', 'state', 'edges', 'marshall', 'lastsecond', 'fg', 'columbus', 'ohio', 'sports', 'network', 'mike', 'nugent', 'yard', 'field', 'goal', 'time', 'expired', 'lifted', 'ninthranked', 'ohio', 'state', 'buckeyes', 'dramatic', 'win', 'pesky', 'marshall', 'thundering', 'herd', 'firstever', 'meeting', 'teams']\n",
      "Stemmed Tokens: ['ohio', 'state', 'edg', 'marshal', 'lastsecond', 'fg', 'columbu', 'ohio', 'sport', 'network', 'mike', 'nugent', 'yard', 'field', 'goal', 'time', 'expir', 'lift', 'ninthrank', 'ohio', 'state', 'buckey', 'dramat', 'win', 'peski', 'marshal', 'thunder', 'herd', 'firstev', 'meet', 'team']\n",
      "Final Preprocessed Text: ohio state edg marshal lastsecond fg columbu ohio sport network mike nugent yard field goal time expir lift ninthrank ohio state buckey dramat win peski marshal thunder herd firstev meet team\n",
      "\n",
      "Original Text: Astros 10, Pirates 5 HOUSTON Mike Lamb went four-for-five with a homer and four RB-Is to lead the Houston Astros to their ninth straight win with a 10-to-five victory over the Pittsburgh Pirates today.\n",
      "Lowercased Text: astros 10, pirates 5 houston mike lamb went four-for-five with a homer and four rb-is to lead the houston astros to their ninth straight win with a 10-to-five victory over the pittsburgh pirates today.\n",
      "Removed URLs: astros 10, pirates 5 houston mike lamb went four-for-five with a homer and four rb-is to lead the houston astros to their ninth straight win with a 10-to-five victory over the pittsburgh pirates today.\n",
      "Removed HTML Tags: astros 10, pirates 5 houston mike lamb went four-for-five with a homer and four rb-is to lead the houston astros to their ninth straight win with a 10-to-five victory over the pittsburgh pirates today.\n",
      "Removed Special Characters: astros  pirates  houston mike lamb went fourforfive with a homer and four rbis to lead the houston astros to their ninth straight win with a tofive victory over the pittsburgh pirates today\n",
      "Tokens: ['astros', 'pirates', 'houston', 'mike', 'lamb', 'went', 'fourforfive', 'with', 'a', 'homer', 'and', 'four', 'rbis', 'to', 'lead', 'the', 'houston', 'astros', 'to', 'their', 'ninth', 'straight', 'win', 'with', 'a', 'tofive', 'victory', 'over', 'the', 'pittsburgh', 'pirates', 'today']\n",
      "Removed Stopwords: ['astros', 'pirates', 'houston', 'mike', 'lamb', 'went', 'fourforfive', 'homer', 'four', 'rbis', 'lead', 'houston', 'astros', 'ninth', 'straight', 'win', 'tofive', 'victory', 'pittsburgh', 'pirates', 'today']\n",
      "Stemmed Tokens: ['astro', 'pirat', 'houston', 'mike', 'lamb', 'went', 'fourforf', 'homer', 'four', 'rbi', 'lead', 'houston', 'astro', 'ninth', 'straight', 'win', 'tofiv', 'victori', 'pittsburgh', 'pirat', 'today']\n",
      "Final Preprocessed Text: astro pirat houston mike lamb went fourforf homer four rbi lead houston astro ninth straight win tofiv victori pittsburgh pirat today\n",
      "\n",
      "Original Text: CRICKET: Boje pulls out of tour to India South Africa #39;s vice-captain Nicky Boje has pulled out of the team to tour India next week because he has not been given any assurance by the Indian Police that he would not be arrested in connection with the 2000 match-fixing saga.\n",
      "Lowercased Text: cricket: boje pulls out of tour to india south africa #39;s vice-captain nicky boje has pulled out of the team to tour india next week because he has not been given any assurance by the indian police that he would not be arrested in connection with the 2000 match-fixing saga.\n",
      "Removed URLs: cricket: boje pulls out of tour to india south africa #39;s vice-captain nicky boje has pulled out of the team to tour india next week because he has not been given any assurance by the indian police that he would not be arrested in connection with the 2000 match-fixing saga.\n",
      "Removed HTML Tags: cricket: boje pulls out of tour to india south africa #39;s vice-captain nicky boje has pulled out of the team to tour india next week because he has not been given any assurance by the indian police that he would not be arrested in connection with the 2000 match-fixing saga.\n",
      "Removed Special Characters: cricket boje pulls out of tour to india south africa s vicecaptain nicky boje has pulled out of the team to tour india next week because he has not been given any assurance by the indian police that he would not be arrested in connection with the  matchfixing saga\n",
      "Tokens: ['cricket', 'boje', 'pulls', 'out', 'of', 'tour', 'to', 'india', 'south', 'africa', 's', 'vicecaptain', 'nicky', 'boje', 'has', 'pulled', 'out', 'of', 'the', 'team', 'to', 'tour', 'india', 'next', 'week', 'because', 'he', 'has', 'not', 'been', 'given', 'any', 'assurance', 'by', 'the', 'indian', 'police', 'that', 'he', 'would', 'not', 'be', 'arrested', 'in', 'connection', 'with', 'the', 'matchfixing', 'saga']\n",
      "Removed Stopwords: ['cricket', 'boje', 'pulls', 'tour', 'india', 'south', 'africa', 'vicecaptain', 'nicky', 'boje', 'pulled', 'team', 'tour', 'india', 'next', 'week', 'given', 'assurance', 'indian', 'police', 'would', 'arrested', 'connection', 'matchfixing', 'saga']\n",
      "Stemmed Tokens: ['cricket', 'boje', 'pull', 'tour', 'india', 'south', 'africa', 'vicecaptain', 'nicki', 'boje', 'pull', 'team', 'tour', 'india', 'next', 'week', 'given', 'assur', 'indian', 'polic', 'would', 'arrest', 'connect', 'matchfix', 'saga']\n",
      "Final Preprocessed Text: cricket boje pull tour india south africa vicecaptain nicki boje pull team tour india next week given assur indian polic would arrest connect matchfix saga\n",
      "\n",
      "Original Text: Yankees, Brown go down swinging Kevin Brown's frustrating season finally reached a boiling point, and now his hot temper could cost the New York Yankees at the most important time. Brown broke his non-pitching hand when he punched a wall in the clubhouse last night during a 3-1 loss to the Baltimore Orioles that cut New York's lead in the AL East ...\n",
      "Lowercased Text: yankees, brown go down swinging kevin brown's frustrating season finally reached a boiling point, and now his hot temper could cost the new york yankees at the most important time. brown broke his non-pitching hand when he punched a wall in the clubhouse last night during a 3-1 loss to the baltimore orioles that cut new york's lead in the al east ...\n",
      "Removed URLs: yankees, brown go down swinging kevin brown's frustrating season finally reached a boiling point, and now his hot temper could cost the new york yankees at the most important time. brown broke his non-pitching hand when he punched a wall in the clubhouse last night during a 3-1 loss to the baltimore orioles that cut new york's lead in the al east ...\n",
      "Removed HTML Tags: yankees, brown go down swinging kevin brown's frustrating season finally reached a boiling point, and now his hot temper could cost the new york yankees at the most important time. brown broke his non-pitching hand when he punched a wall in the clubhouse last night during a 3-1 loss to the baltimore orioles that cut new york's lead in the al east ...\n",
      "Removed Special Characters: yankees brown go down swinging kevin browns frustrating season finally reached a boiling point and now his hot temper could cost the new york yankees at the most important time brown broke his nonpitching hand when he punched a wall in the clubhouse last night during a  loss to the baltimore orioles that cut new yorks lead in the al east \n",
      "Tokens: ['yankees', 'brown', 'go', 'down', 'swinging', 'kevin', 'browns', 'frustrating', 'season', 'finally', 'reached', 'a', 'boiling', 'point', 'and', 'now', 'his', 'hot', 'temper', 'could', 'cost', 'the', 'new', 'york', 'yankees', 'at', 'the', 'most', 'important', 'time', 'brown', 'broke', 'his', 'nonpitching', 'hand', 'when', 'he', 'punched', 'a', 'wall', 'in', 'the', 'clubhouse', 'last', 'night', 'during', 'a', 'loss', 'to', 'the', 'baltimore', 'orioles', 'that', 'cut', 'new', 'yorks', 'lead', 'in', 'the', 'al', 'east']\n",
      "Removed Stopwords: ['yankees', 'brown', 'go', 'swinging', 'kevin', 'browns', 'frustrating', 'season', 'finally', 'reached', 'boiling', 'point', 'hot', 'temper', 'could', 'cost', 'new', 'york', 'yankees', 'important', 'time', 'brown', 'broke', 'nonpitching', 'hand', 'punched', 'wall', 'clubhouse', 'last', 'night', 'loss', 'baltimore', 'orioles', 'cut', 'new', 'yorks', 'lead', 'al', 'east']\n",
      "Stemmed Tokens: ['yanke', 'brown', 'go', 'swing', 'kevin', 'brown', 'frustrat', 'season', 'final', 'reach', 'boil', 'point', 'hot', 'temper', 'could', 'cost', 'new', 'york', 'yanke', 'import', 'time', 'brown', 'broke', 'nonpitch', 'hand', 'punch', 'wall', 'clubhous', 'last', 'night', 'loss', 'baltimor', 'oriol', 'cut', 'new', 'york', 'lead', 'al', 'east']\n",
      "Final Preprocessed Text: yanke brown go swing kevin brown frustrat season final reach boil point hot temper could cost new york yanke import time brown broke nonpitch hand punch wall clubhous last night loss baltimor oriol cut new york lead al east\n",
      "\n",
      "Original Text: Cowboys Own Orange Stephen Graham scores 16 points, including two late three-point plays, and No. 5 Oklahoma State beat No. 4 Syracuse, 74-60.\n",
      "Lowercased Text: cowboys own orange stephen graham scores 16 points, including two late three-point plays, and no. 5 oklahoma state beat no. 4 syracuse, 74-60.\n",
      "Removed URLs: cowboys own orange stephen graham scores 16 points, including two late three-point plays, and no. 5 oklahoma state beat no. 4 syracuse, 74-60.\n",
      "Removed HTML Tags: cowboys own orange stephen graham scores 16 points, including two late three-point plays, and no. 5 oklahoma state beat no. 4 syracuse, 74-60.\n",
      "Removed Special Characters: cowboys own orange stephen graham scores  points including two late threepoint plays and no  oklahoma state beat no  syracuse \n",
      "Tokens: ['cowboys', 'own', 'orange', 'stephen', 'graham', 'scores', 'points', 'including', 'two', 'late', 'threepoint', 'plays', 'and', 'no', 'oklahoma', 'state', 'beat', 'no', 'syracuse']\n",
      "Removed Stopwords: ['cowboys', 'orange', 'stephen', 'graham', 'scores', 'points', 'including', 'two', 'late', 'threepoint', 'plays', 'oklahoma', 'state', 'beat', 'syracuse']\n",
      "Stemmed Tokens: ['cowboy', 'orang', 'stephen', 'graham', 'score', 'point', 'includ', 'two', 'late', 'threepoint', 'play', 'oklahoma', 'state', 'beat', 'syracus']\n",
      "Final Preprocessed Text: cowboy orang stephen graham score point includ two late threepoint play oklahoma state beat syracus\n",
      "\n",
      "Original Text: Pitt to Interview at Least Three Coaches (AP) AP - Pittsburgh athletic director Jeff Long plans to interview at least three candidates to replace football coach Walt Harris.\n",
      "Lowercased Text: pitt to interview at least three coaches (ap) ap - pittsburgh athletic director jeff long plans to interview at least three candidates to replace football coach walt harris.\n",
      "Removed URLs: pitt to interview at least three coaches (ap) ap - pittsburgh athletic director jeff long plans to interview at least three candidates to replace football coach walt harris.\n",
      "Removed HTML Tags: pitt to interview at least three coaches (ap) ap - pittsburgh athletic director jeff long plans to interview at least three candidates to replace football coach walt harris.\n",
      "Removed Special Characters: pitt to interview at least three coaches ap ap  pittsburgh athletic director jeff long plans to interview at least three candidates to replace football coach walt harris\n",
      "Tokens: ['pitt', 'to', 'interview', 'at', 'least', 'three', 'coaches', 'ap', 'ap', 'pittsburgh', 'athletic', 'director', 'jeff', 'long', 'plans', 'to', 'interview', 'at', 'least', 'three', 'candidates', 'to', 'replace', 'football', 'coach', 'walt', 'harris']\n",
      "Removed Stopwords: ['pitt', 'interview', 'least', 'three', 'coaches', 'ap', 'ap', 'pittsburgh', 'athletic', 'director', 'jeff', 'long', 'plans', 'interview', 'least', 'three', 'candidates', 'replace', 'football', 'coach', 'walt', 'harris']\n",
      "Stemmed Tokens: ['pitt', 'interview', 'least', 'three', 'coach', 'ap', 'ap', 'pittsburgh', 'athlet', 'director', 'jeff', 'long', 'plan', 'interview', 'least', 'three', 'candid', 'replac', 'footbal', 'coach', 'walt', 'harri']\n",
      "Final Preprocessed Text: pitt interview least three coach ap ap pittsburgh athlet director jeff long plan interview least three candid replac footbal coach walt harri\n",
      "\n",
      "Original Text: Women stumble to silver ATHENS -- The mistakes were so minor. Carly Patterson #39;s foot scraping the lower of the uneven bars. Courtney Kupets #39; tumbling pass that ended here instead of there. Mohini Bhardwaj #39;s slight stumble on the beam. \n",
      "Lowercased Text: women stumble to silver athens -- the mistakes were so minor. carly patterson #39;s foot scraping the lower of the uneven bars. courtney kupets #39; tumbling pass that ended here instead of there. mohini bhardwaj #39;s slight stumble on the beam. \n",
      "Removed URLs: women stumble to silver athens -- the mistakes were so minor. carly patterson #39;s foot scraping the lower of the uneven bars. courtney kupets #39; tumbling pass that ended here instead of there. mohini bhardwaj #39;s slight stumble on the beam. \n",
      "Removed HTML Tags: women stumble to silver athens -- the mistakes were so minor. carly patterson #39;s foot scraping the lower of the uneven bars. courtney kupets #39; tumbling pass that ended here instead of there. mohini bhardwaj #39;s slight stumble on the beam. \n",
      "Removed Special Characters: women stumble to silver athens  the mistakes were so minor carly patterson s foot scraping the lower of the uneven bars courtney kupets  tumbling pass that ended here instead of there mohini bhardwaj s slight stumble on the beam \n",
      "Tokens: ['women', 'stumble', 'to', 'silver', 'athens', 'the', 'mistakes', 'were', 'so', 'minor', 'carly', 'patterson', 's', 'foot', 'scraping', 'the', 'lower', 'of', 'the', 'uneven', 'bars', 'courtney', 'kupets', 'tumbling', 'pass', 'that', 'ended', 'here', 'instead', 'of', 'there', 'mohini', 'bhardwaj', 's', 'slight', 'stumble', 'on', 'the', 'beam']\n",
      "Removed Stopwords: ['women', 'stumble', 'silver', 'athens', 'mistakes', 'minor', 'carly', 'patterson', 'foot', 'scraping', 'lower', 'uneven', 'bars', 'courtney', 'kupets', 'tumbling', 'pass', 'ended', 'instead', 'mohini', 'bhardwaj', 'slight', 'stumble', 'beam']\n",
      "Stemmed Tokens: ['women', 'stumbl', 'silver', 'athen', 'mistak', 'minor', 'carli', 'patterson', 'foot', 'scrape', 'lower', 'uneven', 'bar', 'courtney', 'kupet', 'tumbl', 'pass', 'end', 'instead', 'mohini', 'bhardwaj', 'slight', 'stumbl', 'beam']\n",
      "Final Preprocessed Text: women stumbl silver athen mistak minor carli patterson foot scrape lower uneven bar courtney kupet tumbl pass end instead mohini bhardwaj slight stumbl beam\n",
      "\n",
      "Original Text: Fan v Fan: Manchester City-Tottenham Hotspur This weekend Manchester City entertain Spurs, and with last seasons seven-goal FA Cup epic between the two teams still fresh in the memory, entertain could be the operative word.\n",
      "Lowercased Text: fan v fan: manchester city-tottenham hotspur this weekend manchester city entertain spurs, and with last seasons seven-goal fa cup epic between the two teams still fresh in the memory, entertain could be the operative word.\n",
      "Removed URLs: fan v fan: manchester city-tottenham hotspur this weekend manchester city entertain spurs, and with last seasons seven-goal fa cup epic between the two teams still fresh in the memory, entertain could be the operative word.\n",
      "Removed HTML Tags: fan v fan: manchester city-tottenham hotspur this weekend manchester city entertain spurs, and with last seasons seven-goal fa cup epic between the two teams still fresh in the memory, entertain could be the operative word.\n",
      "Removed Special Characters: fan v fan manchester citytottenham hotspur this weekend manchester city entertain spurs and with last seasons sevengoal fa cup epic between the two teams still fresh in the memory entertain could be the operative word\n",
      "Tokens: ['fan', 'v', 'fan', 'manchester', 'citytottenham', 'hotspur', 'this', 'weekend', 'manchester', 'city', 'entertain', 'spurs', 'and', 'with', 'last', 'seasons', 'sevengoal', 'fa', 'cup', 'epic', 'between', 'the', 'two', 'teams', 'still', 'fresh', 'in', 'the', 'memory', 'entertain', 'could', 'be', 'the', 'operative', 'word']\n",
      "Removed Stopwords: ['fan', 'v', 'fan', 'manchester', 'citytottenham', 'hotspur', 'weekend', 'manchester', 'city', 'entertain', 'spurs', 'last', 'seasons', 'sevengoal', 'fa', 'cup', 'epic', 'two', 'teams', 'still', 'fresh', 'memory', 'entertain', 'could', 'operative', 'word']\n",
      "Stemmed Tokens: ['fan', 'v', 'fan', 'manchest', 'citytottenham', 'hotspur', 'weekend', 'manchest', 'citi', 'entertain', 'spur', 'last', 'season', 'sevengo', 'fa', 'cup', 'epic', 'two', 'team', 'still', 'fresh', 'memori', 'entertain', 'could', 'oper', 'word']\n",
      "Final Preprocessed Text: fan v fan manchest citytottenham hotspur weekend manchest citi entertain spur last season sevengo fa cup epic two team still fresh memori entertain could oper word\n",
      "\n",
      "Original Text: Baseball #39;s return: a long time coming for DC The last time the nation #39;s capital was home to the national pastime, the game was literally a riot. Fans stormed the field with two outs in the ninth inning of the Washington Senators #39; farewell appearance at RFK Stadium on Sept.\n",
      "Lowercased Text: baseball #39;s return: a long time coming for dc the last time the nation #39;s capital was home to the national pastime, the game was literally a riot. fans stormed the field with two outs in the ninth inning of the washington senators #39; farewell appearance at rfk stadium on sept.\n",
      "Removed URLs: baseball #39;s return: a long time coming for dc the last time the nation #39;s capital was home to the national pastime, the game was literally a riot. fans stormed the field with two outs in the ninth inning of the washington senators #39; farewell appearance at rfk stadium on sept.\n",
      "Removed HTML Tags: baseball #39;s return: a long time coming for dc the last time the nation #39;s capital was home to the national pastime, the game was literally a riot. fans stormed the field with two outs in the ninth inning of the washington senators #39; farewell appearance at rfk stadium on sept.\n",
      "Removed Special Characters: baseball s return a long time coming for dc the last time the nation s capital was home to the national pastime the game was literally a riot fans stormed the field with two outs in the ninth inning of the washington senators  farewell appearance at rfk stadium on sept\n",
      "Tokens: ['baseball', 's', 'return', 'a', 'long', 'time', 'coming', 'for', 'dc', 'the', 'last', 'time', 'the', 'nation', 's', 'capital', 'was', 'home', 'to', 'the', 'national', 'pastime', 'the', 'game', 'was', 'literally', 'a', 'riot', 'fans', 'stormed', 'the', 'field', 'with', 'two', 'outs', 'in', 'the', 'ninth', 'inning', 'of', 'the', 'washington', 'senators', 'farewell', 'appearance', 'at', 'rfk', 'stadium', 'on', 'sept']\n",
      "Removed Stopwords: ['baseball', 'return', 'long', 'time', 'coming', 'dc', 'last', 'time', 'nation', 'capital', 'home', 'national', 'pastime', 'game', 'literally', 'riot', 'fans', 'stormed', 'field', 'two', 'outs', 'ninth', 'inning', 'washington', 'senators', 'farewell', 'appearance', 'rfk', 'stadium', 'sept']\n",
      "Stemmed Tokens: ['basebal', 'return', 'long', 'time', 'come', 'dc', 'last', 'time', 'nation', 'capit', 'home', 'nation', 'pastim', 'game', 'liter', 'riot', 'fan', 'storm', 'field', 'two', 'out', 'ninth', 'inning', 'washington', 'senat', 'farewel', 'appear', 'rfk', 'stadium', 'sept']\n",
      "Final Preprocessed Text: basebal return long time come dc last time nation capit home nation pastim game liter riot fan storm field two out ninth inning washington senat farewel appear rfk stadium sept\n",
      "\n",
      "Original Text: Steelers Look Super The Steelers have all the ingredients to make a run for their fifth Super Bowl title while the NFC trots out its weakest set of challengers in memory.\n",
      "Lowercased Text: steelers look super the steelers have all the ingredients to make a run for their fifth super bowl title while the nfc trots out its weakest set of challengers in memory.\n",
      "Removed URLs: steelers look super the steelers have all the ingredients to make a run for their fifth super bowl title while the nfc trots out its weakest set of challengers in memory.\n",
      "Removed HTML Tags: steelers look super the steelers have all the ingredients to make a run for their fifth super bowl title while the nfc trots out its weakest set of challengers in memory.\n",
      "Removed Special Characters: steelers look super the steelers have all the ingredients to make a run for their fifth super bowl title while the nfc trots out its weakest set of challengers in memory\n",
      "Tokens: ['steelers', 'look', 'super', 'the', 'steelers', 'have', 'all', 'the', 'ingredients', 'to', 'make', 'a', 'run', 'for', 'their', 'fifth', 'super', 'bowl', 'title', 'while', 'the', 'nfc', 'trots', 'out', 'its', 'weakest', 'set', 'of', 'challengers', 'in', 'memory']\n",
      "Removed Stopwords: ['steelers', 'look', 'super', 'steelers', 'ingredients', 'make', 'run', 'fifth', 'super', 'bowl', 'title', 'nfc', 'trots', 'weakest', 'set', 'challengers', 'memory']\n",
      "Stemmed Tokens: ['steeler', 'look', 'super', 'steeler', 'ingredi', 'make', 'run', 'fifth', 'super', 'bowl', 'titl', 'nfc', 'trot', 'weakest', 'set', 'challeng', 'memori']\n",
      "Final Preprocessed Text: steeler look super steeler ingredi make run fifth super bowl titl nfc trot weakest set challeng memori\n",
      "\n",
      "Original Text: Rooney going nowhere unless price is right: Moyes England striker on his way. Or is he? Will it be St James #39; Park or Old Trafford? Or will he remain at Goodison? Although Wayne Rooney today handed in a transfer request, and set in motion his seemingly inevitable \n",
      "Lowercased Text: rooney going nowhere unless price is right: moyes england striker on his way. or is he? will it be st james #39; park or old trafford? or will he remain at goodison? although wayne rooney today handed in a transfer request, and set in motion his seemingly inevitable \n",
      "Removed URLs: rooney going nowhere unless price is right: moyes england striker on his way. or is he? will it be st james #39; park or old trafford? or will he remain at goodison? although wayne rooney today handed in a transfer request, and set in motion his seemingly inevitable \n",
      "Removed HTML Tags: rooney going nowhere unless price is right: moyes england striker on his way. or is he? will it be st james #39; park or old trafford? or will he remain at goodison? although wayne rooney today handed in a transfer request, and set in motion his seemingly inevitable \n",
      "Removed Special Characters: rooney going nowhere unless price is right moyes england striker on his way or is he will it be st james  park or old trafford or will he remain at goodison although wayne rooney today handed in a transfer request and set in motion his seemingly inevitable \n",
      "Tokens: ['rooney', 'going', 'nowhere', 'unless', 'price', 'is', 'right', 'moyes', 'england', 'striker', 'on', 'his', 'way', 'or', 'is', 'he', 'will', 'it', 'be', 'st', 'james', 'park', 'or', 'old', 'trafford', 'or', 'will', 'he', 'remain', 'at', 'goodison', 'although', 'wayne', 'rooney', 'today', 'handed', 'in', 'a', 'transfer', 'request', 'and', 'set', 'in', 'motion', 'his', 'seemingly', 'inevitable']\n",
      "Removed Stopwords: ['rooney', 'going', 'nowhere', 'unless', 'price', 'right', 'moyes', 'england', 'striker', 'way', 'st', 'james', 'park', 'old', 'trafford', 'remain', 'goodison', 'although', 'wayne', 'rooney', 'today', 'handed', 'transfer', 'request', 'set', 'motion', 'seemingly', 'inevitable']\n",
      "Stemmed Tokens: ['rooney', 'go', 'nowher', 'unless', 'price', 'right', 'moy', 'england', 'striker', 'way', 'st', 'jame', 'park', 'old', 'trafford', 'remain', 'goodison', 'although', 'wayn', 'rooney', 'today', 'hand', 'transfer', 'request', 'set', 'motion', 'seemingli', 'inevit']\n",
      "Final Preprocessed Text: rooney go nowher unless price right moy england striker way st jame park old trafford remain goodison although wayn rooney today hand transfer request set motion seemingli inevit\n",
      "\n",
      "Original Text: 3 Giants Contest Fines Over Team Meetings (AP) AP - Three New York Giants have filed complaints with the NFL Players Association after being fined by coach Tom Coughlin for not being \"early enough\" to team meetings.\n",
      "Lowercased Text: 3 giants contest fines over team meetings (ap) ap - three new york giants have filed complaints with the nfl players association after being fined by coach tom coughlin for not being \"early enough\" to team meetings.\n",
      "Removed URLs: 3 giants contest fines over team meetings (ap) ap - three new york giants have filed complaints with the nfl players association after being fined by coach tom coughlin for not being \"early enough\" to team meetings.\n",
      "Removed HTML Tags: 3 giants contest fines over team meetings (ap) ap - three new york giants have filed complaints with the nfl players association after being fined by coach tom coughlin for not being \"early enough\" to team meetings.\n",
      "Removed Special Characters:  giants contest fines over team meetings ap ap  three new york giants have filed complaints with the nfl players association after being fined by coach tom coughlin for not being early enough to team meetings\n",
      "Tokens: ['giants', 'contest', 'fines', 'over', 'team', 'meetings', 'ap', 'ap', 'three', 'new', 'york', 'giants', 'have', 'filed', 'complaints', 'with', 'the', 'nfl', 'players', 'association', 'after', 'being', 'fined', 'by', 'coach', 'tom', 'coughlin', 'for', 'not', 'being', 'early', 'enough', 'to', 'team', 'meetings']\n",
      "Removed Stopwords: ['giants', 'contest', 'fines', 'team', 'meetings', 'ap', 'ap', 'three', 'new', 'york', 'giants', 'filed', 'complaints', 'nfl', 'players', 'association', 'fined', 'coach', 'tom', 'coughlin', 'early', 'enough', 'team', 'meetings']\n",
      "Stemmed Tokens: ['giant', 'contest', 'fine', 'team', 'meet', 'ap', 'ap', 'three', 'new', 'york', 'giant', 'file', 'complaint', 'nfl', 'player', 'associ', 'fine', 'coach', 'tom', 'coughlin', 'earli', 'enough', 'team', 'meet']\n",
      "Final Preprocessed Text: giant contest fine team meet ap ap three new york giant file complaint nfl player associ fine coach tom coughlin earli enough team meet\n",
      "\n",
      "Original Text: Man United Midfielder Roy Keane Charged (AP) AP - Manchester United midfielder Roy Keane was charged with assault and criminal damage Tuesday over an alleged confrontation with a 16-year-old boy.\n",
      "Lowercased Text: man united midfielder roy keane charged (ap) ap - manchester united midfielder roy keane was charged with assault and criminal damage tuesday over an alleged confrontation with a 16-year-old boy.\n",
      "Removed URLs: man united midfielder roy keane charged (ap) ap - manchester united midfielder roy keane was charged with assault and criminal damage tuesday over an alleged confrontation with a 16-year-old boy.\n",
      "Removed HTML Tags: man united midfielder roy keane charged (ap) ap - manchester united midfielder roy keane was charged with assault and criminal damage tuesday over an alleged confrontation with a 16-year-old boy.\n",
      "Removed Special Characters: man united midfielder roy keane charged ap ap  manchester united midfielder roy keane was charged with assault and criminal damage tuesday over an alleged confrontation with a yearold boy\n",
      "Tokens: ['man', 'united', 'midfielder', 'roy', 'keane', 'charged', 'ap', 'ap', 'manchester', 'united', 'midfielder', 'roy', 'keane', 'was', 'charged', 'with', 'assault', 'and', 'criminal', 'damage', 'tuesday', 'over', 'an', 'alleged', 'confrontation', 'with', 'a', 'yearold', 'boy']\n",
      "Removed Stopwords: ['man', 'united', 'midfielder', 'roy', 'keane', 'charged', 'ap', 'ap', 'manchester', 'united', 'midfielder', 'roy', 'keane', 'charged', 'assault', 'criminal', 'damage', 'tuesday', 'alleged', 'confrontation', 'yearold', 'boy']\n",
      "Stemmed Tokens: ['man', 'unit', 'midfield', 'roy', 'kean', 'charg', 'ap', 'ap', 'manchest', 'unit', 'midfield', 'roy', 'kean', 'charg', 'assault', 'crimin', 'damag', 'tuesday', 'alleg', 'confront', 'yearold', 'boy']\n",
      "Final Preprocessed Text: man unit midfield roy kean charg ap ap manchest unit midfield roy kean charg assault crimin damag tuesday alleg confront yearold boy\n",
      "\n",
      "Original Text: Kluivert gives Souness stuttering start at Newcastle Patrick Kluivert struck twice as Graeme Souness began his reign at St James Park with a 2-0 win over Israeli Arab side Bnei Sakhnin in the UEFA Cup first round, first leg at Newcastle United this morning.\n",
      "Lowercased Text: kluivert gives souness stuttering start at newcastle patrick kluivert struck twice as graeme souness began his reign at st james park with a 2-0 win over israeli arab side bnei sakhnin in the uefa cup first round, first leg at newcastle united this morning.\n",
      "Removed URLs: kluivert gives souness stuttering start at newcastle patrick kluivert struck twice as graeme souness began his reign at st james park with a 2-0 win over israeli arab side bnei sakhnin in the uefa cup first round, first leg at newcastle united this morning.\n",
      "Removed HTML Tags: kluivert gives souness stuttering start at newcastle patrick kluivert struck twice as graeme souness began his reign at st james park with a 2-0 win over israeli arab side bnei sakhnin in the uefa cup first round, first leg at newcastle united this morning.\n",
      "Removed Special Characters: kluivert gives souness stuttering start at newcastle patrick kluivert struck twice as graeme souness began his reign at st james park with a  win over israeli arab side bnei sakhnin in the uefa cup first round first leg at newcastle united this morning\n",
      "Tokens: ['kluivert', 'gives', 'souness', 'stuttering', 'start', 'at', 'newcastle', 'patrick', 'kluivert', 'struck', 'twice', 'as', 'graeme', 'souness', 'began', 'his', 'reign', 'at', 'st', 'james', 'park', 'with', 'a', 'win', 'over', 'israeli', 'arab', 'side', 'bnei', 'sakhnin', 'in', 'the', 'uefa', 'cup', 'first', 'round', 'first', 'leg', 'at', 'newcastle', 'united', 'this', 'morning']\n",
      "Removed Stopwords: ['kluivert', 'gives', 'souness', 'stuttering', 'start', 'newcastle', 'patrick', 'kluivert', 'struck', 'twice', 'graeme', 'souness', 'began', 'reign', 'st', 'james', 'park', 'win', 'israeli', 'arab', 'side', 'bnei', 'sakhnin', 'uefa', 'cup', 'first', 'round', 'first', 'leg', 'newcastle', 'united', 'morning']\n",
      "Stemmed Tokens: ['kluivert', 'give', 'souness', 'stutter', 'start', 'newcastl', 'patrick', 'kluivert', 'struck', 'twice', 'graem', 'souness', 'began', 'reign', 'st', 'jame', 'park', 'win', 'isra', 'arab', 'side', 'bnei', 'sakhnin', 'uefa', 'cup', 'first', 'round', 'first', 'leg', 'newcastl', 'unit', 'morn']\n",
      "Final Preprocessed Text: kluivert give souness stutter start newcastl patrick kluivert struck twice graem souness began reign st jame park win isra arab side bnei sakhnin uefa cup first round first leg newcastl unit morn\n",
      "\n",
      "Original Text: Japanese Baseball Players, Owners Reach Deal (Reuters) Reuters - Japanese baseball players and club\\representatives reached a deal Thursday to end the first strike\\in the 70-year history of the sport in Japan, with owners\\agreeing to let newcomers into the leagues as early as next\\season.\n",
      "Lowercased Text: japanese baseball players, owners reach deal (reuters) reuters - japanese baseball players and club\\representatives reached a deal thursday to end the first strike\\in the 70-year history of the sport in japan, with owners\\agreeing to let newcomers into the leagues as early as next\\season.\n",
      "Removed URLs: japanese baseball players, owners reach deal (reuters) reuters - japanese baseball players and club\\representatives reached a deal thursday to end the first strike\\in the 70-year history of the sport in japan, with owners\\agreeing to let newcomers into the leagues as early as next\\season.\n",
      "Removed HTML Tags: japanese baseball players, owners reach deal (reuters) reuters - japanese baseball players and club\\representatives reached a deal thursday to end the first strike\\in the 70-year history of the sport in japan, with owners\\agreeing to let newcomers into the leagues as early as next\\season.\n",
      "Removed Special Characters: japanese baseball players owners reach deal reuters reuters  japanese baseball players and clubrepresentatives reached a deal thursday to end the first strikein the year history of the sport in japan with ownersagreeing to let newcomers into the leagues as early as nextseason\n",
      "Tokens: ['japanese', 'baseball', 'players', 'owners', 'reach', 'deal', 'reuters', 'reuters', 'japanese', 'baseball', 'players', 'and', 'clubrepresentatives', 'reached', 'a', 'deal', 'thursday', 'to', 'end', 'the', 'first', 'strikein', 'the', 'year', 'history', 'of', 'the', 'sport', 'in', 'japan', 'with', 'ownersagreeing', 'to', 'let', 'newcomers', 'into', 'the', 'leagues', 'as', 'early', 'as', 'nextseason']\n",
      "Removed Stopwords: ['japanese', 'baseball', 'players', 'owners', 'reach', 'deal', 'reuters', 'reuters', 'japanese', 'baseball', 'players', 'clubrepresentatives', 'reached', 'deal', 'thursday', 'end', 'first', 'strikein', 'year', 'history', 'sport', 'japan', 'ownersagreeing', 'let', 'newcomers', 'leagues', 'early', 'nextseason']\n",
      "Stemmed Tokens: ['japanes', 'basebal', 'player', 'owner', 'reach', 'deal', 'reuter', 'reuter', 'japanes', 'basebal', 'player', 'clubrepres', 'reach', 'deal', 'thursday', 'end', 'first', 'strikein', 'year', 'histori', 'sport', 'japan', 'ownersagre', 'let', 'newcom', 'leagu', 'earli', 'nextseason']\n",
      "Final Preprocessed Text: japanes basebal player owner reach deal reuter reuter japanes basebal player clubrepres reach deal thursday end first strikein year histori sport japan ownersagre let newcom leagu earli nextseason\n",
      "\n",
      "Original Text: Chinese skaters crowned at Smart Ones Skate America Chinese duo Zhang Dan and Zhang Hao have clinched the first spot in pairs free skating at Smart Ones Skate America, the first station of the 04-05 ISU Grand Prix.\n",
      "Lowercased Text: chinese skaters crowned at smart ones skate america chinese duo zhang dan and zhang hao have clinched the first spot in pairs free skating at smart ones skate america, the first station of the 04-05 isu grand prix.\n",
      "Removed URLs: chinese skaters crowned at smart ones skate america chinese duo zhang dan and zhang hao have clinched the first spot in pairs free skating at smart ones skate america, the first station of the 04-05 isu grand prix.\n",
      "Removed HTML Tags: chinese skaters crowned at smart ones skate america chinese duo zhang dan and zhang hao have clinched the first spot in pairs free skating at smart ones skate america, the first station of the 04-05 isu grand prix.\n",
      "Removed Special Characters: chinese skaters crowned at smart ones skate america chinese duo zhang dan and zhang hao have clinched the first spot in pairs free skating at smart ones skate america the first station of the  isu grand prix\n",
      "Tokens: ['chinese', 'skaters', 'crowned', 'at', 'smart', 'ones', 'skate', 'america', 'chinese', 'duo', 'zhang', 'dan', 'and', 'zhang', 'hao', 'have', 'clinched', 'the', 'first', 'spot', 'in', 'pairs', 'free', 'skating', 'at', 'smart', 'ones', 'skate', 'america', 'the', 'first', 'station', 'of', 'the', 'isu', 'grand', 'prix']\n",
      "Removed Stopwords: ['chinese', 'skaters', 'crowned', 'smart', 'ones', 'skate', 'america', 'chinese', 'duo', 'zhang', 'dan', 'zhang', 'hao', 'clinched', 'first', 'spot', 'pairs', 'free', 'skating', 'smart', 'ones', 'skate', 'america', 'first', 'station', 'isu', 'grand', 'prix']\n",
      "Stemmed Tokens: ['chines', 'skater', 'crown', 'smart', 'one', 'skate', 'america', 'chines', 'duo', 'zhang', 'dan', 'zhang', 'hao', 'clinch', 'first', 'spot', 'pair', 'free', 'skate', 'smart', 'one', 'skate', 'america', 'first', 'station', 'isu', 'grand', 'prix']\n",
      "Final Preprocessed Text: chines skater crown smart one skate america chines duo zhang dan zhang hao clinch first spot pair free skate smart one skate america first station isu grand prix\n",
      "\n",
      "Original Text: Lehman hoping third time is a charm Tied for the lead in what was shaping up as another shootout at Disney, Tom Lehman believes he has experience on his side. Not from the last 12 years, but the last three weeks.\n",
      "Lowercased Text: lehman hoping third time is a charm tied for the lead in what was shaping up as another shootout at disney, tom lehman believes he has experience on his side. not from the last 12 years, but the last three weeks.\n",
      "Removed URLs: lehman hoping third time is a charm tied for the lead in what was shaping up as another shootout at disney, tom lehman believes he has experience on his side. not from the last 12 years, but the last three weeks.\n",
      "Removed HTML Tags: lehman hoping third time is a charm tied for the lead in what was shaping up as another shootout at disney, tom lehman believes he has experience on his side. not from the last 12 years, but the last three weeks.\n",
      "Removed Special Characters: lehman hoping third time is a charm tied for the lead in what was shaping up as another shootout at disney tom lehman believes he has experience on his side not from the last  years but the last three weeks\n",
      "Tokens: ['lehman', 'hoping', 'third', 'time', 'is', 'a', 'charm', 'tied', 'for', 'the', 'lead', 'in', 'what', 'was', 'shaping', 'up', 'as', 'another', 'shootout', 'at', 'disney', 'tom', 'lehman', 'believes', 'he', 'has', 'experience', 'on', 'his', 'side', 'not', 'from', 'the', 'last', 'years', 'but', 'the', 'last', 'three', 'weeks']\n",
      "Removed Stopwords: ['lehman', 'hoping', 'third', 'time', 'charm', 'tied', 'lead', 'shaping', 'another', 'shootout', 'disney', 'tom', 'lehman', 'believes', 'experience', 'side', 'last', 'years', 'last', 'three', 'weeks']\n",
      "Stemmed Tokens: ['lehman', 'hope', 'third', 'time', 'charm', 'tie', 'lead', 'shape', 'anoth', 'shootout', 'disney', 'tom', 'lehman', 'believ', 'experi', 'side', 'last', 'year', 'last', 'three', 'week']\n",
      "Final Preprocessed Text: lehman hope third time charm tie lead shape anoth shootout disney tom lehman believ experi side last year last three week\n",
      "\n",
      "Original Text: Notre Dame To Interview Utah #39;s Meyer University of Notre Dame officials are apparently prepared to interview Utah football coach Urban Meyer as early as tonight, only two days after the school fired coach Tyrone Willingham after three seasons.\n",
      "Lowercased Text: notre dame to interview utah #39;s meyer university of notre dame officials are apparently prepared to interview utah football coach urban meyer as early as tonight, only two days after the school fired coach tyrone willingham after three seasons.\n",
      "Removed URLs: notre dame to interview utah #39;s meyer university of notre dame officials are apparently prepared to interview utah football coach urban meyer as early as tonight, only two days after the school fired coach tyrone willingham after three seasons.\n",
      "Removed HTML Tags: notre dame to interview utah #39;s meyer university of notre dame officials are apparently prepared to interview utah football coach urban meyer as early as tonight, only two days after the school fired coach tyrone willingham after three seasons.\n",
      "Removed Special Characters: notre dame to interview utah s meyer university of notre dame officials are apparently prepared to interview utah football coach urban meyer as early as tonight only two days after the school fired coach tyrone willingham after three seasons\n",
      "Tokens: ['notre', 'dame', 'to', 'interview', 'utah', 's', 'meyer', 'university', 'of', 'notre', 'dame', 'officials', 'are', 'apparently', 'prepared', 'to', 'interview', 'utah', 'football', 'coach', 'urban', 'meyer', 'as', 'early', 'as', 'tonight', 'only', 'two', 'days', 'after', 'the', 'school', 'fired', 'coach', 'tyrone', 'willingham', 'after', 'three', 'seasons']\n",
      "Removed Stopwords: ['notre', 'dame', 'interview', 'utah', 'meyer', 'university', 'notre', 'dame', 'officials', 'apparently', 'prepared', 'interview', 'utah', 'football', 'coach', 'urban', 'meyer', 'early', 'tonight', 'two', 'days', 'school', 'fired', 'coach', 'tyrone', 'willingham', 'three', 'seasons']\n",
      "Stemmed Tokens: ['notr', 'dame', 'interview', 'utah', 'meyer', 'univers', 'notr', 'dame', 'offici', 'appar', 'prepar', 'interview', 'utah', 'footbal', 'coach', 'urban', 'meyer', 'earli', 'tonight', 'two', 'day', 'school', 'fire', 'coach', 'tyron', 'willingham', 'three', 'season']\n",
      "Final Preprocessed Text: notr dame interview utah meyer univers notr dame offici appar prepar interview utah footbal coach urban meyer earli tonight two day school fire coach tyron willingham three season\n",
      "\n",
      "Original Text: Phelps, fellow Olympians swimming again Michael Phelps has reached the stratosphere of sports stardom: He #39;s on a first-name basis with fans.  quot;People come up to me and say,  #39;Are you Michael?\n",
      "Lowercased Text: phelps, fellow olympians swimming again michael phelps has reached the stratosphere of sports stardom: he #39;s on a first-name basis with fans.  quot;people come up to me and say,  #39;are you michael?\n",
      "Removed URLs: phelps, fellow olympians swimming again michael phelps has reached the stratosphere of sports stardom: he #39;s on a first-name basis with fans.  quot;people come up to me and say,  #39;are you michael?\n",
      "Removed HTML Tags: phelps, fellow olympians swimming again michael phelps has reached the stratosphere of sports stardom: he #39;s on a first-name basis with fans.  quot;people come up to me and say,  #39;are you michael?\n",
      "Removed Special Characters: phelps fellow olympians swimming again michael phelps has reached the stratosphere of sports stardom he s on a firstname basis with fans  quotpeople come up to me and say  are you michael\n",
      "Tokens: ['phelps', 'fellow', 'olympians', 'swimming', 'again', 'michael', 'phelps', 'has', 'reached', 'the', 'stratosphere', 'of', 'sports', 'stardom', 'he', 's', 'on', 'a', 'firstname', 'basis', 'with', 'fans', 'quotpeople', 'come', 'up', 'to', 'me', 'and', 'say', 'are', 'you', 'michael']\n",
      "Removed Stopwords: ['phelps', 'fellow', 'olympians', 'swimming', 'michael', 'phelps', 'reached', 'stratosphere', 'sports', 'stardom', 'firstname', 'basis', 'fans', 'quotpeople', 'come', 'say', 'michael']\n",
      "Stemmed Tokens: ['phelp', 'fellow', 'olympian', 'swim', 'michael', 'phelp', 'reach', 'stratospher', 'sport', 'stardom', 'firstnam', 'basi', 'fan', 'quotpeopl', 'come', 'say', 'michael']\n",
      "Final Preprocessed Text: phelp fellow olympian swim michael phelp reach stratospher sport stardom firstnam basi fan quotpeopl come say michael\n",
      "\n",
      "Original Text: Mighty Ortiz makes sure Sox can rest easy Just imagine what David Ortiz could do on a good night's rest. Ortiz spent the night before last with his baby boy, D'Angelo, who is barely 1 month old. He had planned on attending the Red Sox' Family Day at Fenway Park yesterday morning, but he had to sleep in. After all, Ortiz had a son at home, and he ...\n",
      "Lowercased Text: mighty ortiz makes sure sox can rest easy just imagine what david ortiz could do on a good night's rest. ortiz spent the night before last with his baby boy, d'angelo, who is barely 1 month old. he had planned on attending the red sox' family day at fenway park yesterday morning, but he had to sleep in. after all, ortiz had a son at home, and he ...\n",
      "Removed URLs: mighty ortiz makes sure sox can rest easy just imagine what david ortiz could do on a good night's rest. ortiz spent the night before last with his baby boy, d'angelo, who is barely 1 month old. he had planned on attending the red sox' family day at fenway park yesterday morning, but he had to sleep in. after all, ortiz had a son at home, and he ...\n",
      "Removed HTML Tags: mighty ortiz makes sure sox can rest easy just imagine what david ortiz could do on a good night's rest. ortiz spent the night before last with his baby boy, d'angelo, who is barely 1 month old. he had planned on attending the red sox' family day at fenway park yesterday morning, but he had to sleep in. after all, ortiz had a son at home, and he ...\n",
      "Removed Special Characters: mighty ortiz makes sure sox can rest easy just imagine what david ortiz could do on a good nights rest ortiz spent the night before last with his baby boy dangelo who is barely  month old he had planned on attending the red sox family day at fenway park yesterday morning but he had to sleep in after all ortiz had a son at home and he \n",
      "Tokens: ['mighty', 'ortiz', 'makes', 'sure', 'sox', 'can', 'rest', 'easy', 'just', 'imagine', 'what', 'david', 'ortiz', 'could', 'do', 'on', 'a', 'good', 'nights', 'rest', 'ortiz', 'spent', 'the', 'night', 'before', 'last', 'with', 'his', 'baby', 'boy', 'dangelo', 'who', 'is', 'barely', 'month', 'old', 'he', 'had', 'planned', 'on', 'attending', 'the', 'red', 'sox', 'family', 'day', 'at', 'fenway', 'park', 'yesterday', 'morning', 'but', 'he', 'had', 'to', 'sleep', 'in', 'after', 'all', 'ortiz', 'had', 'a', 'son', 'at', 'home', 'and', 'he']\n",
      "Removed Stopwords: ['mighty', 'ortiz', 'makes', 'sure', 'sox', 'rest', 'easy', 'imagine', 'david', 'ortiz', 'could', 'good', 'nights', 'rest', 'ortiz', 'spent', 'night', 'last', 'baby', 'boy', 'dangelo', 'barely', 'month', 'old', 'planned', 'attending', 'red', 'sox', 'family', 'day', 'fenway', 'park', 'yesterday', 'morning', 'sleep', 'ortiz', 'son', 'home']\n",
      "Stemmed Tokens: ['mighti', 'ortiz', 'make', 'sure', 'sox', 'rest', 'easi', 'imagin', 'david', 'ortiz', 'could', 'good', 'night', 'rest', 'ortiz', 'spent', 'night', 'last', 'babi', 'boy', 'dangelo', 'bare', 'month', 'old', 'plan', 'attend', 'red', 'sox', 'famili', 'day', 'fenway', 'park', 'yesterday', 'morn', 'sleep', 'ortiz', 'son', 'home']\n",
      "Final Preprocessed Text: mighti ortiz make sure sox rest easi imagin david ortiz could good night rest ortiz spent night last babi boy dangelo bare month old plan attend red sox famili day fenway park yesterday morn sleep ortiz son home\n",
      "\n",
      "Original Text: Column: Alabama fans should take responsibility for their own &lt;b&gt;...&lt;/b&gt; Tennessee and Alabama fans needed extra reasons to hate each other about as much as Deion Sanders needs more reasons to love himself.\n",
      "Lowercased Text: column: alabama fans should take responsibility for their own &lt;b&gt;...&lt;/b&gt; tennessee and alabama fans needed extra reasons to hate each other about as much as deion sanders needs more reasons to love himself.\n",
      "Removed URLs: column: alabama fans should take responsibility for their own &lt;b&gt;...&lt;/b&gt; tennessee and alabama fans needed extra reasons to hate each other about as much as deion sanders needs more reasons to love himself.\n",
      "Removed HTML Tags: column: alabama fans should take responsibility for their own &lt;b&gt;...&lt;/b&gt; tennessee and alabama fans needed extra reasons to hate each other about as much as deion sanders needs more reasons to love himself.\n",
      "Removed Special Characters: column alabama fans should take responsibility for their own ltbgtltbgt tennessee and alabama fans needed extra reasons to hate each other about as much as deion sanders needs more reasons to love himself\n",
      "Tokens: ['column', 'alabama', 'fans', 'should', 'take', 'responsibility', 'for', 'their', 'own', 'ltbgtltbgt', 'tennessee', 'and', 'alabama', 'fans', 'needed', 'extra', 'reasons', 'to', 'hate', 'each', 'other', 'about', 'as', 'much', 'as', 'deion', 'sanders', 'needs', 'more', 'reasons', 'to', 'love', 'himself']\n",
      "Removed Stopwords: ['column', 'alabama', 'fans', 'take', 'responsibility', 'ltbgtltbgt', 'tennessee', 'alabama', 'fans', 'needed', 'extra', 'reasons', 'hate', 'much', 'deion', 'sanders', 'needs', 'reasons', 'love']\n",
      "Stemmed Tokens: ['column', 'alabama', 'fan', 'take', 'respons', 'ltbgtltbgt', 'tennesse', 'alabama', 'fan', 'need', 'extra', 'reason', 'hate', 'much', 'deion', 'sander', 'need', 'reason', 'love']\n",
      "Final Preprocessed Text: column alabama fan take respons ltbgtltbgt tennesse alabama fan need extra reason hate much deion sander need reason love\n",
      "\n",
      "Original Text: CFL erred, Stamps still losers The result of the Calgary-BC game last Friday night will stand, the CFL announced yesterday. While a review of videotape from the game confirmed an officiating error resulting in a no-yards \n",
      "Lowercased Text: cfl erred, stamps still losers the result of the calgary-bc game last friday night will stand, the cfl announced yesterday. while a review of videotape from the game confirmed an officiating error resulting in a no-yards \n",
      "Removed URLs: cfl erred, stamps still losers the result of the calgary-bc game last friday night will stand, the cfl announced yesterday. while a review of videotape from the game confirmed an officiating error resulting in a no-yards \n",
      "Removed HTML Tags: cfl erred, stamps still losers the result of the calgary-bc game last friday night will stand, the cfl announced yesterday. while a review of videotape from the game confirmed an officiating error resulting in a no-yards \n",
      "Removed Special Characters: cfl erred stamps still losers the result of the calgarybc game last friday night will stand the cfl announced yesterday while a review of videotape from the game confirmed an officiating error resulting in a noyards \n",
      "Tokens: ['cfl', 'erred', 'stamps', 'still', 'losers', 'the', 'result', 'of', 'the', 'calgarybc', 'game', 'last', 'friday', 'night', 'will', 'stand', 'the', 'cfl', 'announced', 'yesterday', 'while', 'a', 'review', 'of', 'videotape', 'from', 'the', 'game', 'confirmed', 'an', 'officiating', 'error', 'resulting', 'in', 'a', 'noyards']\n",
      "Removed Stopwords: ['cfl', 'erred', 'stamps', 'still', 'losers', 'result', 'calgarybc', 'game', 'last', 'friday', 'night', 'stand', 'cfl', 'announced', 'yesterday', 'review', 'videotape', 'game', 'confirmed', 'officiating', 'error', 'resulting', 'noyards']\n",
      "Stemmed Tokens: ['cfl', 'er', 'stamp', 'still', 'loser', 'result', 'calgarybc', 'game', 'last', 'friday', 'night', 'stand', 'cfl', 'announc', 'yesterday', 'review', 'videotap', 'game', 'confirm', 'offici', 'error', 'result', 'noyard']\n",
      "Final Preprocessed Text: cfl er stamp still loser result calgarybc game last friday night stand cfl announc yesterday review videotap game confirm offici error result noyard\n",
      "\n",
      "Original Text: We need to do well - Benitez Rafael Benitez has admitted Liverpool can finally end speculation over Steven Gerrard #39;s future with a good Champions League campaign.\n",
      "Lowercased Text: we need to do well - benitez rafael benitez has admitted liverpool can finally end speculation over steven gerrard #39;s future with a good champions league campaign.\n",
      "Removed URLs: we need to do well - benitez rafael benitez has admitted liverpool can finally end speculation over steven gerrard #39;s future with a good champions league campaign.\n",
      "Removed HTML Tags: we need to do well - benitez rafael benitez has admitted liverpool can finally end speculation over steven gerrard #39;s future with a good champions league campaign.\n",
      "Removed Special Characters: we need to do well  benitez rafael benitez has admitted liverpool can finally end speculation over steven gerrard s future with a good champions league campaign\n",
      "Tokens: ['we', 'need', 'to', 'do', 'well', 'benitez', 'rafael', 'benitez', 'has', 'admitted', 'liverpool', 'can', 'finally', 'end', 'speculation', 'over', 'steven', 'gerrard', 's', 'future', 'with', 'a', 'good', 'champions', 'league', 'campaign']\n",
      "Removed Stopwords: ['need', 'well', 'benitez', 'rafael', 'benitez', 'admitted', 'liverpool', 'finally', 'end', 'speculation', 'steven', 'gerrard', 'future', 'good', 'champions', 'league', 'campaign']\n",
      "Stemmed Tokens: ['need', 'well', 'benitez', 'rafael', 'benitez', 'admit', 'liverpool', 'final', 'end', 'specul', 'steven', 'gerrard', 'futur', 'good', 'champion', 'leagu', 'campaign']\n",
      "Final Preprocessed Text: need well benitez rafael benitez admit liverpool final end specul steven gerrard futur good champion leagu campaign\n",
      "\n",
      "Original Text: Cycling: Petacchi wins second stage in Spain MADRID : Alessandro Petacchi showed why he is considered one of the world #39;s top sprinters when coming out on top in a mass dash to the line in the second stage of the Tour of Spain.\n",
      "Lowercased Text: cycling: petacchi wins second stage in spain madrid : alessandro petacchi showed why he is considered one of the world #39;s top sprinters when coming out on top in a mass dash to the line in the second stage of the tour of spain.\n",
      "Removed URLs: cycling: petacchi wins second stage in spain madrid : alessandro petacchi showed why he is considered one of the world #39;s top sprinters when coming out on top in a mass dash to the line in the second stage of the tour of spain.\n",
      "Removed HTML Tags: cycling: petacchi wins second stage in spain madrid : alessandro petacchi showed why he is considered one of the world #39;s top sprinters when coming out on top in a mass dash to the line in the second stage of the tour of spain.\n",
      "Removed Special Characters: cycling petacchi wins second stage in spain madrid  alessandro petacchi showed why he is considered one of the world s top sprinters when coming out on top in a mass dash to the line in the second stage of the tour of spain\n",
      "Tokens: ['cycling', 'petacchi', 'wins', 'second', 'stage', 'in', 'spain', 'madrid', 'alessandro', 'petacchi', 'showed', 'why', 'he', 'is', 'considered', 'one', 'of', 'the', 'world', 's', 'top', 'sprinters', 'when', 'coming', 'out', 'on', 'top', 'in', 'a', 'mass', 'dash', 'to', 'the', 'line', 'in', 'the', 'second', 'stage', 'of', 'the', 'tour', 'of', 'spain']\n",
      "Removed Stopwords: ['cycling', 'petacchi', 'wins', 'second', 'stage', 'spain', 'madrid', 'alessandro', 'petacchi', 'showed', 'considered', 'one', 'world', 'top', 'sprinters', 'coming', 'top', 'mass', 'dash', 'line', 'second', 'stage', 'tour', 'spain']\n",
      "Stemmed Tokens: ['cycl', 'petacchi', 'win', 'second', 'stage', 'spain', 'madrid', 'alessandro', 'petacchi', 'show', 'consid', 'one', 'world', 'top', 'sprinter', 'come', 'top', 'mass', 'dash', 'line', 'second', 'stage', 'tour', 'spain']\n",
      "Final Preprocessed Text: cycl petacchi win second stage spain madrid alessandro petacchi show consid one world top sprinter come top mass dash line second stage tour spain\n",
      "\n",
      "Original Text: Indians Mount Charge The Cleveland Indians pulled within one game of the AL Central lead by beating the Minnesota Twins, 7-1, Saturday night with home runs by Travis Hafner and Victor Martinez.\n",
      "Lowercased Text: indians mount charge the cleveland indians pulled within one game of the al central lead by beating the minnesota twins, 7-1, saturday night with home runs by travis hafner and victor martinez.\n",
      "Removed URLs: indians mount charge the cleveland indians pulled within one game of the al central lead by beating the minnesota twins, 7-1, saturday night with home runs by travis hafner and victor martinez.\n",
      "Removed HTML Tags: indians mount charge the cleveland indians pulled within one game of the al central lead by beating the minnesota twins, 7-1, saturday night with home runs by travis hafner and victor martinez.\n",
      "Removed Special Characters: indians mount charge the cleveland indians pulled within one game of the al central lead by beating the minnesota twins  saturday night with home runs by travis hafner and victor martinez\n",
      "Tokens: ['indians', 'mount', 'charge', 'the', 'cleveland', 'indians', 'pulled', 'within', 'one', 'game', 'of', 'the', 'al', 'central', 'lead', 'by', 'beating', 'the', 'minnesota', 'twins', 'saturday', 'night', 'with', 'home', 'runs', 'by', 'travis', 'hafner', 'and', 'victor', 'martinez']\n",
      "Removed Stopwords: ['indians', 'mount', 'charge', 'cleveland', 'indians', 'pulled', 'within', 'one', 'game', 'al', 'central', 'lead', 'beating', 'minnesota', 'twins', 'saturday', 'night', 'home', 'runs', 'travis', 'hafner', 'victor', 'martinez']\n",
      "Stemmed Tokens: ['indian', 'mount', 'charg', 'cleveland', 'indian', 'pull', 'within', 'one', 'game', 'al', 'central', 'lead', 'beat', 'minnesota', 'twin', 'saturday', 'night', 'home', 'run', 'travi', 'hafner', 'victor', 'martinez']\n",
      "Final Preprocessed Text: indian mount charg cleveland indian pull within one game al central lead beat minnesota twin saturday night home run travi hafner victor martinez\n",
      "\n",
      "Original Text: Sanderson doesn't let gold out of his grasp ATHENS -- Cael Sanderson didn't look too comfortable on the medal stand last night. As the national anthem was played, he went from taking the winners' wreath off his head to putting it back on, to taking it off again and holding it across his chest.\n",
      "Lowercased Text: sanderson doesn't let gold out of his grasp athens -- cael sanderson didn't look too comfortable on the medal stand last night. as the national anthem was played, he went from taking the winners' wreath off his head to putting it back on, to taking it off again and holding it across his chest.\n",
      "Removed URLs: sanderson doesn't let gold out of his grasp athens -- cael sanderson didn't look too comfortable on the medal stand last night. as the national anthem was played, he went from taking the winners' wreath off his head to putting it back on, to taking it off again and holding it across his chest.\n",
      "Removed HTML Tags: sanderson doesn't let gold out of his grasp athens -- cael sanderson didn't look too comfortable on the medal stand last night. as the national anthem was played, he went from taking the winners' wreath off his head to putting it back on, to taking it off again and holding it across his chest.\n",
      "Removed Special Characters: sanderson doesnt let gold out of his grasp athens  cael sanderson didnt look too comfortable on the medal stand last night as the national anthem was played he went from taking the winners wreath off his head to putting it back on to taking it off again and holding it across his chest\n",
      "Tokens: ['sanderson', 'doesnt', 'let', 'gold', 'out', 'of', 'his', 'grasp', 'athens', 'cael', 'sanderson', 'didnt', 'look', 'too', 'comfortable', 'on', 'the', 'medal', 'stand', 'last', 'night', 'as', 'the', 'national', 'anthem', 'was', 'played', 'he', 'went', 'from', 'taking', 'the', 'winners', 'wreath', 'off', 'his', 'head', 'to', 'putting', 'it', 'back', 'on', 'to', 'taking', 'it', 'off', 'again', 'and', 'holding', 'it', 'across', 'his', 'chest']\n",
      "Removed Stopwords: ['sanderson', 'doesnt', 'let', 'gold', 'grasp', 'athens', 'cael', 'sanderson', 'didnt', 'look', 'comfortable', 'medal', 'stand', 'last', 'night', 'national', 'anthem', 'played', 'went', 'taking', 'winners', 'wreath', 'head', 'putting', 'back', 'taking', 'holding', 'across', 'chest']\n",
      "Stemmed Tokens: ['sanderson', 'doesnt', 'let', 'gold', 'grasp', 'athen', 'cael', 'sanderson', 'didnt', 'look', 'comfort', 'medal', 'stand', 'last', 'night', 'nation', 'anthem', 'play', 'went', 'take', 'winner', 'wreath', 'head', 'put', 'back', 'take', 'hold', 'across', 'chest']\n",
      "Final Preprocessed Text: sanderson doesnt let gold grasp athen cael sanderson didnt look comfort medal stand last night nation anthem play went take winner wreath head put back take hold across chest\n",
      "\n",
      "Original Text: Camacho  #39;quits Bernabeu #39; Real Madrid coach Jose Antonio Camacho has resigned after the club #39;s poor start to the season, according to reports in Spain. Cadena Ser radio said Camacho had told Real chairman Florentino Perez he was quitting \n",
      "Lowercased Text: camacho  #39;quits bernabeu #39; real madrid coach jose antonio camacho has resigned after the club #39;s poor start to the season, according to reports in spain. cadena ser radio said camacho had told real chairman florentino perez he was quitting \n",
      "Removed URLs: camacho  #39;quits bernabeu #39; real madrid coach jose antonio camacho has resigned after the club #39;s poor start to the season, according to reports in spain. cadena ser radio said camacho had told real chairman florentino perez he was quitting \n",
      "Removed HTML Tags: camacho  #39;quits bernabeu #39; real madrid coach jose antonio camacho has resigned after the club #39;s poor start to the season, according to reports in spain. cadena ser radio said camacho had told real chairman florentino perez he was quitting \n",
      "Removed Special Characters: camacho  quits bernabeu  real madrid coach jose antonio camacho has resigned after the club s poor start to the season according to reports in spain cadena ser radio said camacho had told real chairman florentino perez he was quitting \n",
      "Tokens: ['camacho', 'quits', 'bernabeu', 'real', 'madrid', 'coach', 'jose', 'antonio', 'camacho', 'has', 'resigned', 'after', 'the', 'club', 's', 'poor', 'start', 'to', 'the', 'season', 'according', 'to', 'reports', 'in', 'spain', 'cadena', 'ser', 'radio', 'said', 'camacho', 'had', 'told', 'real', 'chairman', 'florentino', 'perez', 'he', 'was', 'quitting']\n",
      "Removed Stopwords: ['camacho', 'quits', 'bernabeu', 'real', 'madrid', 'coach', 'jose', 'antonio', 'camacho', 'resigned', 'club', 'poor', 'start', 'season', 'according', 'reports', 'spain', 'cadena', 'ser', 'radio', 'said', 'camacho', 'told', 'real', 'chairman', 'florentino', 'perez', 'quitting']\n",
      "Stemmed Tokens: ['camacho', 'quit', 'bernabeu', 'real', 'madrid', 'coach', 'jose', 'antonio', 'camacho', 'resign', 'club', 'poor', 'start', 'season', 'accord', 'report', 'spain', 'cadena', 'ser', 'radio', 'said', 'camacho', 'told', 'real', 'chairman', 'florentino', 'perez', 'quit']\n",
      "Final Preprocessed Text: camacho quit bernabeu real madrid coach jose antonio camacho resign club poor start season accord report spain cadena ser radio said camacho told real chairman florentino perez quit\n",
      "\n",
      "Original Text: Arsenal #39;s winning ways a joy Legendary Nottingham Forest manager Brian Clough said last week that losing Forest #39;s 42-game unbeaten record to Arsenal stuck in the craw  quot;because nobody likes them quot;, but surely that is not true.\n",
      "Lowercased Text: arsenal #39;s winning ways a joy legendary nottingham forest manager brian clough said last week that losing forest #39;s 42-game unbeaten record to arsenal stuck in the craw  quot;because nobody likes them quot;, but surely that is not true.\n",
      "Removed URLs: arsenal #39;s winning ways a joy legendary nottingham forest manager brian clough said last week that losing forest #39;s 42-game unbeaten record to arsenal stuck in the craw  quot;because nobody likes them quot;, but surely that is not true.\n",
      "Removed HTML Tags: arsenal #39;s winning ways a joy legendary nottingham forest manager brian clough said last week that losing forest #39;s 42-game unbeaten record to arsenal stuck in the craw  quot;because nobody likes them quot;, but surely that is not true.\n",
      "Removed Special Characters: arsenal s winning ways a joy legendary nottingham forest manager brian clough said last week that losing forest s game unbeaten record to arsenal stuck in the craw  quotbecause nobody likes them quot but surely that is not true\n",
      "Tokens: ['arsenal', 's', 'winning', 'ways', 'a', 'joy', 'legendary', 'nottingham', 'forest', 'manager', 'brian', 'clough', 'said', 'last', 'week', 'that', 'losing', 'forest', 's', 'game', 'unbeaten', 'record', 'to', 'arsenal', 'stuck', 'in', 'the', 'craw', 'quotbecause', 'nobody', 'likes', 'them', 'quot', 'but', 'surely', 'that', 'is', 'not', 'true']\n",
      "Removed Stopwords: ['arsenal', 'winning', 'ways', 'joy', 'legendary', 'nottingham', 'forest', 'manager', 'brian', 'clough', 'said', 'last', 'week', 'losing', 'forest', 'game', 'unbeaten', 'record', 'arsenal', 'stuck', 'craw', 'quotbecause', 'nobody', 'likes', 'quot', 'surely', 'true']\n",
      "Stemmed Tokens: ['arsen', 'win', 'way', 'joy', 'legendari', 'nottingham', 'forest', 'manag', 'brian', 'clough', 'said', 'last', 'week', 'lose', 'forest', 'game', 'unbeaten', 'record', 'arsen', 'stuck', 'craw', 'quotbecaus', 'nobodi', 'like', 'quot', 'sure', 'true']\n",
      "Final Preprocessed Text: arsen win way joy legendari nottingham forest manag brian clough said last week lose forest game unbeaten record arsen stuck craw quotbecaus nobodi like quot sure true\n",
      "\n",
      "Original Text: Greek sprinters arrive at IOC hearing ATHENS (Reuters) - Greek sprinters Costas Kenteris and Katerina Thanou have arrived at an Athens hotel for an International Olympic Committee (IOC) hearing into their missed doped tests, a saga that has shamed and angered the Olympic host ...\n",
      "Lowercased Text: greek sprinters arrive at ioc hearing athens (reuters) - greek sprinters costas kenteris and katerina thanou have arrived at an athens hotel for an international olympic committee (ioc) hearing into their missed doped tests, a saga that has shamed and angered the olympic host ...\n",
      "Removed URLs: greek sprinters arrive at ioc hearing athens (reuters) - greek sprinters costas kenteris and katerina thanou have arrived at an athens hotel for an international olympic committee (ioc) hearing into their missed doped tests, a saga that has shamed and angered the olympic host ...\n",
      "Removed HTML Tags: greek sprinters arrive at ioc hearing athens (reuters) - greek sprinters costas kenteris and katerina thanou have arrived at an athens hotel for an international olympic committee (ioc) hearing into their missed doped tests, a saga that has shamed and angered the olympic host ...\n",
      "Removed Special Characters: greek sprinters arrive at ioc hearing athens reuters  greek sprinters costas kenteris and katerina thanou have arrived at an athens hotel for an international olympic committee ioc hearing into their missed doped tests a saga that has shamed and angered the olympic host \n",
      "Tokens: ['greek', 'sprinters', 'arrive', 'at', 'ioc', 'hearing', 'athens', 'reuters', 'greek', 'sprinters', 'costas', 'kenteris', 'and', 'katerina', 'thanou', 'have', 'arrived', 'at', 'an', 'athens', 'hotel', 'for', 'an', 'international', 'olympic', 'committee', 'ioc', 'hearing', 'into', 'their', 'missed', 'doped', 'tests', 'a', 'saga', 'that', 'has', 'shamed', 'and', 'angered', 'the', 'olympic', 'host']\n",
      "Removed Stopwords: ['greek', 'sprinters', 'arrive', 'ioc', 'hearing', 'athens', 'reuters', 'greek', 'sprinters', 'costas', 'kenteris', 'katerina', 'thanou', 'arrived', 'athens', 'hotel', 'international', 'olympic', 'committee', 'ioc', 'hearing', 'missed', 'doped', 'tests', 'saga', 'shamed', 'angered', 'olympic', 'host']\n",
      "Stemmed Tokens: ['greek', 'sprinter', 'arriv', 'ioc', 'hear', 'athen', 'reuter', 'greek', 'sprinter', 'costa', 'kenteri', 'katerina', 'thanou', 'arriv', 'athen', 'hotel', 'intern', 'olymp', 'committe', 'ioc', 'hear', 'miss', 'dope', 'test', 'saga', 'shame', 'anger', 'olymp', 'host']\n",
      "Final Preprocessed Text: greek sprinter arriv ioc hear athen reuter greek sprinter costa kenteri katerina thanou arriv athen hotel intern olymp committe ioc hear miss dope test saga shame anger olymp host\n",
      "\n",
      "Original Text: Gordon favored in  #39;chase #39; LOUDEN, NH -- Right now, things are going Jeff Gordon #39;s way. That should enhance his chances of winning a fifth NASCAR championship.\n",
      "Lowercased Text: gordon favored in  #39;chase #39; louden, nh -- right now, things are going jeff gordon #39;s way. that should enhance his chances of winning a fifth nascar championship.\n",
      "Removed URLs: gordon favored in  #39;chase #39; louden, nh -- right now, things are going jeff gordon #39;s way. that should enhance his chances of winning a fifth nascar championship.\n",
      "Removed HTML Tags: gordon favored in  #39;chase #39; louden, nh -- right now, things are going jeff gordon #39;s way. that should enhance his chances of winning a fifth nascar championship.\n",
      "Removed Special Characters: gordon favored in  chase  louden nh  right now things are going jeff gordon s way that should enhance his chances of winning a fifth nascar championship\n",
      "Tokens: ['gordon', 'favored', 'in', 'chase', 'louden', 'nh', 'right', 'now', 'things', 'are', 'going', 'jeff', 'gordon', 's', 'way', 'that', 'should', 'enhance', 'his', 'chances', 'of', 'winning', 'a', 'fifth', 'nascar', 'championship']\n",
      "Removed Stopwords: ['gordon', 'favored', 'chase', 'louden', 'nh', 'right', 'things', 'going', 'jeff', 'gordon', 'way', 'enhance', 'chances', 'winning', 'fifth', 'nascar', 'championship']\n",
      "Stemmed Tokens: ['gordon', 'favor', 'chase', 'louden', 'nh', 'right', 'thing', 'go', 'jeff', 'gordon', 'way', 'enhanc', 'chanc', 'win', 'fifth', 'nascar', 'championship']\n",
      "Final Preprocessed Text: gordon favor chase louden nh right thing go jeff gordon way enhanc chanc win fifth nascar championship\n",
      "\n",
      "Original Text: New Namath Book Is Fact, Not Fiction If you read the recent excerpt of \"Namath\" in Sports Illustrated and were put off by the apparent focus on the iconic Broadway Joe's personal life, be comforted in the knowledge that Mark Kriegel's 441-page biography includes plenty of football, too. The book is exhaustively researched and includes telling anecdotes from Beaver Falls, Pa., to Tuscaloosa, Ala., to New York.\n",
      "Lowercased Text: new namath book is fact, not fiction if you read the recent excerpt of \"namath\" in sports illustrated and were put off by the apparent focus on the iconic broadway joe's personal life, be comforted in the knowledge that mark kriegel's 441-page biography includes plenty of football, too. the book is exhaustively researched and includes telling anecdotes from beaver falls, pa., to tuscaloosa, ala., to new york.\n",
      "Removed URLs: new namath book is fact, not fiction if you read the recent excerpt of \"namath\" in sports illustrated and were put off by the apparent focus on the iconic broadway joe's personal life, be comforted in the knowledge that mark kriegel's 441-page biography includes plenty of football, too. the book is exhaustively researched and includes telling anecdotes from beaver falls, pa., to tuscaloosa, ala., to new york.\n",
      "Removed HTML Tags: new namath book is fact, not fiction if you read the recent excerpt of \"namath\" in sports illustrated and were put off by the apparent focus on the iconic broadway joe's personal life, be comforted in the knowledge that mark kriegel's 441-page biography includes plenty of football, too. the book is exhaustively researched and includes telling anecdotes from beaver falls, pa., to tuscaloosa, ala., to new york.\n",
      "Removed Special Characters: new namath book is fact not fiction if you read the recent excerpt of namath in sports illustrated and were put off by the apparent focus on the iconic broadway joes personal life be comforted in the knowledge that mark kriegels page biography includes plenty of football too the book is exhaustively researched and includes telling anecdotes from beaver falls pa to tuscaloosa ala to new york\n",
      "Tokens: ['new', 'namath', 'book', 'is', 'fact', 'not', 'fiction', 'if', 'you', 'read', 'the', 'recent', 'excerpt', 'of', 'namath', 'in', 'sports', 'illustrated', 'and', 'were', 'put', 'off', 'by', 'the', 'apparent', 'focus', 'on', 'the', 'iconic', 'broadway', 'joes', 'personal', 'life', 'be', 'comforted', 'in', 'the', 'knowledge', 'that', 'mark', 'kriegels', 'page', 'biography', 'includes', 'plenty', 'of', 'football', 'too', 'the', 'book', 'is', 'exhaustively', 'researched', 'and', 'includes', 'telling', 'anecdotes', 'from', 'beaver', 'falls', 'pa', 'to', 'tuscaloosa', 'ala', 'to', 'new', 'york']\n",
      "Removed Stopwords: ['new', 'namath', 'book', 'fact', 'fiction', 'read', 'recent', 'excerpt', 'namath', 'sports', 'illustrated', 'put', 'apparent', 'focus', 'iconic', 'broadway', 'joes', 'personal', 'life', 'comforted', 'knowledge', 'mark', 'kriegels', 'page', 'biography', 'includes', 'plenty', 'football', 'book', 'exhaustively', 'researched', 'includes', 'telling', 'anecdotes', 'beaver', 'falls', 'pa', 'tuscaloosa', 'ala', 'new', 'york']\n",
      "Stemmed Tokens: ['new', 'namath', 'book', 'fact', 'fiction', 'read', 'recent', 'excerpt', 'namath', 'sport', 'illustr', 'put', 'appar', 'focu', 'icon', 'broadway', 'joe', 'person', 'life', 'comfort', 'knowledg', 'mark', 'kriegel', 'page', 'biographi', 'includ', 'plenti', 'footbal', 'book', 'exhaust', 'research', 'includ', 'tell', 'anecdot', 'beaver', 'fall', 'pa', 'tuscaloosa', 'ala', 'new', 'york']\n",
      "Final Preprocessed Text: new namath book fact fiction read recent excerpt namath sport illustr put appar focu icon broadway joe person life comfort knowledg mark kriegel page biographi includ plenti footbal book exhaust research includ tell anecdot beaver fall pa tuscaloosa ala new york\n",
      "\n",
      "Original Text: Novak wins Japan Open Jiri Novak of the Czech Republic settled his game after a rocky start and beat Taylor Dent 5-7, 6-1, 6-3 Sunday to win the Japan Open for the sixth title of his career.\n",
      "Lowercased Text: novak wins japan open jiri novak of the czech republic settled his game after a rocky start and beat taylor dent 5-7, 6-1, 6-3 sunday to win the japan open for the sixth title of his career.\n",
      "Removed URLs: novak wins japan open jiri novak of the czech republic settled his game after a rocky start and beat taylor dent 5-7, 6-1, 6-3 sunday to win the japan open for the sixth title of his career.\n",
      "Removed HTML Tags: novak wins japan open jiri novak of the czech republic settled his game after a rocky start and beat taylor dent 5-7, 6-1, 6-3 sunday to win the japan open for the sixth title of his career.\n",
      "Removed Special Characters: novak wins japan open jiri novak of the czech republic settled his game after a rocky start and beat taylor dent    sunday to win the japan open for the sixth title of his career\n",
      "Tokens: ['novak', 'wins', 'japan', 'open', 'jiri', 'novak', 'of', 'the', 'czech', 'republic', 'settled', 'his', 'game', 'after', 'a', 'rocky', 'start', 'and', 'beat', 'taylor', 'dent', 'sunday', 'to', 'win', 'the', 'japan', 'open', 'for', 'the', 'sixth', 'title', 'of', 'his', 'career']\n",
      "Removed Stopwords: ['novak', 'wins', 'japan', 'open', 'jiri', 'novak', 'czech', 'republic', 'settled', 'game', 'rocky', 'start', 'beat', 'taylor', 'dent', 'sunday', 'win', 'japan', 'open', 'sixth', 'title', 'career']\n",
      "Stemmed Tokens: ['novak', 'win', 'japan', 'open', 'jiri', 'novak', 'czech', 'republ', 'settl', 'game', 'rocki', 'start', 'beat', 'taylor', 'dent', 'sunday', 'win', 'japan', 'open', 'sixth', 'titl', 'career']\n",
      "Final Preprocessed Text: novak win japan open jiri novak czech republ settl game rocki start beat taylor dent sunday win japan open sixth titl career\n",
      "\n",
      "Original Text: Agassi advances in Madrid, Henman eliminated Top seed Tim Henman suffered a 6-4,4-6, 6-2 defeat to Croatian Ivan Ljubicic in the Madrid Masters on Thursday as Andre Agassi advanced to the quarter-finals with a 6-1,6-3 victory over Vincent Spadea.\n",
      "Lowercased Text: agassi advances in madrid, henman eliminated top seed tim henman suffered a 6-4,4-6, 6-2 defeat to croatian ivan ljubicic in the madrid masters on thursday as andre agassi advanced to the quarter-finals with a 6-1,6-3 victory over vincent spadea.\n",
      "Removed URLs: agassi advances in madrid, henman eliminated top seed tim henman suffered a 6-4,4-6, 6-2 defeat to croatian ivan ljubicic in the madrid masters on thursday as andre agassi advanced to the quarter-finals with a 6-1,6-3 victory over vincent spadea.\n",
      "Removed HTML Tags: agassi advances in madrid, henman eliminated top seed tim henman suffered a 6-4,4-6, 6-2 defeat to croatian ivan ljubicic in the madrid masters on thursday as andre agassi advanced to the quarter-finals with a 6-1,6-3 victory over vincent spadea.\n",
      "Removed Special Characters: agassi advances in madrid henman eliminated top seed tim henman suffered a   defeat to croatian ivan ljubicic in the madrid masters on thursday as andre agassi advanced to the quarterfinals with a  victory over vincent spadea\n",
      "Tokens: ['agassi', 'advances', 'in', 'madrid', 'henman', 'eliminated', 'top', 'seed', 'tim', 'henman', 'suffered', 'a', 'defeat', 'to', 'croatian', 'ivan', 'ljubicic', 'in', 'the', 'madrid', 'masters', 'on', 'thursday', 'as', 'andre', 'agassi', 'advanced', 'to', 'the', 'quarterfinals', 'with', 'a', 'victory', 'over', 'vincent', 'spadea']\n",
      "Removed Stopwords: ['agassi', 'advances', 'madrid', 'henman', 'eliminated', 'top', 'seed', 'tim', 'henman', 'suffered', 'defeat', 'croatian', 'ivan', 'ljubicic', 'madrid', 'masters', 'thursday', 'andre', 'agassi', 'advanced', 'quarterfinals', 'victory', 'vincent', 'spadea']\n",
      "Stemmed Tokens: ['agassi', 'advanc', 'madrid', 'henman', 'elimin', 'top', 'seed', 'tim', 'henman', 'suffer', 'defeat', 'croatian', 'ivan', 'ljubic', 'madrid', 'master', 'thursday', 'andr', 'agassi', 'advanc', 'quarterfin', 'victori', 'vincent', 'spadea']\n",
      "Final Preprocessed Text: agassi advanc madrid henman elimin top seed tim henman suffer defeat croatian ivan ljubic madrid master thursday andr agassi advanc quarterfin victori vincent spadea\n",
      "\n",
      "Original Text: Marathon meltdown THE winner smiled and then vomited. The roaring favourite collapsed and couldn #39;t finish. The Australian contemplated surrender, staggered on and didn #39;t regret it.\n",
      "Lowercased Text: marathon meltdown the winner smiled and then vomited. the roaring favourite collapsed and couldn #39;t finish. the australian contemplated surrender, staggered on and didn #39;t regret it.\n",
      "Removed URLs: marathon meltdown the winner smiled and then vomited. the roaring favourite collapsed and couldn #39;t finish. the australian contemplated surrender, staggered on and didn #39;t regret it.\n",
      "Removed HTML Tags: marathon meltdown the winner smiled and then vomited. the roaring favourite collapsed and couldn #39;t finish. the australian contemplated surrender, staggered on and didn #39;t regret it.\n",
      "Removed Special Characters: marathon meltdown the winner smiled and then vomited the roaring favourite collapsed and couldn t finish the australian contemplated surrender staggered on and didn t regret it\n",
      "Tokens: ['marathon', 'meltdown', 'the', 'winner', 'smiled', 'and', 'then', 'vomited', 'the', 'roaring', 'favourite', 'collapsed', 'and', 'couldn', 't', 'finish', 'the', 'australian', 'contemplated', 'surrender', 'staggered', 'on', 'and', 'didn', 't', 'regret', 'it']\n",
      "Removed Stopwords: ['marathon', 'meltdown', 'winner', 'smiled', 'vomited', 'roaring', 'favourite', 'collapsed', 'finish', 'australian', 'contemplated', 'surrender', 'staggered', 'regret']\n",
      "Stemmed Tokens: ['marathon', 'meltdown', 'winner', 'smile', 'vomit', 'roar', 'favourit', 'collaps', 'finish', 'australian', 'contempl', 'surrend', 'stagger', 'regret']\n",
      "Final Preprocessed Text: marathon meltdown winner smile vomit roar favourit collaps finish australian contempl surrend stagger regret\n",
      "\n",
      "Original Text: Hendrick Motorsports Plane Crash Kills 10 Jimmie Johnson, center, winner of the NASCAR Subway 500 race, is escorted to a NEXTEL Cup trailer after the race at Martinsville Speedway in Martinsville, Va.\n",
      "Lowercased Text: hendrick motorsports plane crash kills 10 jimmie johnson, center, winner of the nascar subway 500 race, is escorted to a nextel cup trailer after the race at martinsville speedway in martinsville, va.\n",
      "Removed URLs: hendrick motorsports plane crash kills 10 jimmie johnson, center, winner of the nascar subway 500 race, is escorted to a nextel cup trailer after the race at martinsville speedway in martinsville, va.\n",
      "Removed HTML Tags: hendrick motorsports plane crash kills 10 jimmie johnson, center, winner of the nascar subway 500 race, is escorted to a nextel cup trailer after the race at martinsville speedway in martinsville, va.\n",
      "Removed Special Characters: hendrick motorsports plane crash kills  jimmie johnson center winner of the nascar subway  race is escorted to a nextel cup trailer after the race at martinsville speedway in martinsville va\n",
      "Tokens: ['hendrick', 'motorsports', 'plane', 'crash', 'kills', 'jimmie', 'johnson', 'center', 'winner', 'of', 'the', 'nascar', 'subway', 'race', 'is', 'escorted', 'to', 'a', 'nextel', 'cup', 'trailer', 'after', 'the', 'race', 'at', 'martinsville', 'speedway', 'in', 'martinsville', 'va']\n",
      "Removed Stopwords: ['hendrick', 'motorsports', 'plane', 'crash', 'kills', 'jimmie', 'johnson', 'center', 'winner', 'nascar', 'subway', 'race', 'escorted', 'nextel', 'cup', 'trailer', 'race', 'martinsville', 'speedway', 'martinsville', 'va']\n",
      "Stemmed Tokens: ['hendrick', 'motorsport', 'plane', 'crash', 'kill', 'jimmi', 'johnson', 'center', 'winner', 'nascar', 'subway', 'race', 'escort', 'nextel', 'cup', 'trailer', 'race', 'martinsvil', 'speedway', 'martinsvil', 'va']\n",
      "Final Preprocessed Text: hendrick motorsport plane crash kill jimmi johnson center winner nascar subway race escort nextel cup trailer race martinsvil speedway martinsvil va\n",
      "\n",
      "Original Text: Prosecutor: Pacers Players to Be Charged (AP) AP - Indiana Pacers players will be charged for fighting with fans during the Nov. 19 brawl at the end of a game against the Detroit Pistons, Oakland County Prosecutor David Gorcyca told The Detroit News.\n",
      "Lowercased Text: prosecutor: pacers players to be charged (ap) ap - indiana pacers players will be charged for fighting with fans during the nov. 19 brawl at the end of a game against the detroit pistons, oakland county prosecutor david gorcyca told the detroit news.\n",
      "Removed URLs: prosecutor: pacers players to be charged (ap) ap - indiana pacers players will be charged for fighting with fans during the nov. 19 brawl at the end of a game against the detroit pistons, oakland county prosecutor david gorcyca told the detroit news.\n",
      "Removed HTML Tags: prosecutor: pacers players to be charged (ap) ap - indiana pacers players will be charged for fighting with fans during the nov. 19 brawl at the end of a game against the detroit pistons, oakland county prosecutor david gorcyca told the detroit news.\n",
      "Removed Special Characters: prosecutor pacers players to be charged ap ap  indiana pacers players will be charged for fighting with fans during the nov  brawl at the end of a game against the detroit pistons oakland county prosecutor david gorcyca told the detroit news\n",
      "Tokens: ['prosecutor', 'pacers', 'players', 'to', 'be', 'charged', 'ap', 'ap', 'indiana', 'pacers', 'players', 'will', 'be', 'charged', 'for', 'fighting', 'with', 'fans', 'during', 'the', 'nov', 'brawl', 'at', 'the', 'end', 'of', 'a', 'game', 'against', 'the', 'detroit', 'pistons', 'oakland', 'county', 'prosecutor', 'david', 'gorcyca', 'told', 'the', 'detroit', 'news']\n",
      "Removed Stopwords: ['prosecutor', 'pacers', 'players', 'charged', 'ap', 'ap', 'indiana', 'pacers', 'players', 'charged', 'fighting', 'fans', 'nov', 'brawl', 'end', 'game', 'detroit', 'pistons', 'oakland', 'county', 'prosecutor', 'david', 'gorcyca', 'told', 'detroit', 'news']\n",
      "Stemmed Tokens: ['prosecutor', 'pacer', 'player', 'charg', 'ap', 'ap', 'indiana', 'pacer', 'player', 'charg', 'fight', 'fan', 'nov', 'brawl', 'end', 'game', 'detroit', 'piston', 'oakland', 'counti', 'prosecutor', 'david', 'gorcyca', 'told', 'detroit', 'news']\n",
      "Final Preprocessed Text: prosecutor pacer player charg ap ap indiana pacer player charg fight fan nov brawl end game detroit piston oakland counti prosecutor david gorcyca told detroit news\n",
      "\n",
      "Original Text: Spain reflects on football racism row The racist chanting by Spanish fans at Wednesday night #39;s friendly international in Madrid has left the government here red-faced and fearing a black-mark against the city #39;s bid to host the 2012 Olympic Games.\n",
      "Lowercased Text: spain reflects on football racism row the racist chanting by spanish fans at wednesday night #39;s friendly international in madrid has left the government here red-faced and fearing a black-mark against the city #39;s bid to host the 2012 olympic games.\n",
      "Removed URLs: spain reflects on football racism row the racist chanting by spanish fans at wednesday night #39;s friendly international in madrid has left the government here red-faced and fearing a black-mark against the city #39;s bid to host the 2012 olympic games.\n",
      "Removed HTML Tags: spain reflects on football racism row the racist chanting by spanish fans at wednesday night #39;s friendly international in madrid has left the government here red-faced and fearing a black-mark against the city #39;s bid to host the 2012 olympic games.\n",
      "Removed Special Characters: spain reflects on football racism row the racist chanting by spanish fans at wednesday night s friendly international in madrid has left the government here redfaced and fearing a blackmark against the city s bid to host the  olympic games\n",
      "Tokens: ['spain', 'reflects', 'on', 'football', 'racism', 'row', 'the', 'racist', 'chanting', 'by', 'spanish', 'fans', 'at', 'wednesday', 'night', 's', 'friendly', 'international', 'in', 'madrid', 'has', 'left', 'the', 'government', 'here', 'redfaced', 'and', 'fearing', 'a', 'blackmark', 'against', 'the', 'city', 's', 'bid', 'to', 'host', 'the', 'olympic', 'games']\n",
      "Removed Stopwords: ['spain', 'reflects', 'football', 'racism', 'row', 'racist', 'chanting', 'spanish', 'fans', 'wednesday', 'night', 'friendly', 'international', 'madrid', 'left', 'government', 'redfaced', 'fearing', 'blackmark', 'city', 'bid', 'host', 'olympic', 'games']\n",
      "Stemmed Tokens: ['spain', 'reflect', 'footbal', 'racism', 'row', 'racist', 'chant', 'spanish', 'fan', 'wednesday', 'night', 'friendli', 'intern', 'madrid', 'left', 'govern', 'redfac', 'fear', 'blackmark', 'citi', 'bid', 'host', 'olymp', 'game']\n",
      "Final Preprocessed Text: spain reflect footbal racism row racist chant spanish fan wednesday night friendli intern madrid left govern redfac fear blackmark citi bid host olymp game\n",
      "\n",
      "Original Text: 49ers stake out some dubious turf Their fall to the bottom of the league is complete with an uninspired loss to another very bad team. By Matthew Barrows -- Bee Staff Writer.\n",
      "Lowercased Text: 49ers stake out some dubious turf their fall to the bottom of the league is complete with an uninspired loss to another very bad team. by matthew barrows -- bee staff writer.\n",
      "Removed URLs: 49ers stake out some dubious turf their fall to the bottom of the league is complete with an uninspired loss to another very bad team. by matthew barrows -- bee staff writer.\n",
      "Removed HTML Tags: 49ers stake out some dubious turf their fall to the bottom of the league is complete with an uninspired loss to another very bad team. by matthew barrows -- bee staff writer.\n",
      "Removed Special Characters: ers stake out some dubious turf their fall to the bottom of the league is complete with an uninspired loss to another very bad team by matthew barrows  bee staff writer\n",
      "Tokens: ['ers', 'stake', 'out', 'some', 'dubious', 'turf', 'their', 'fall', 'to', 'the', 'bottom', 'of', 'the', 'league', 'is', 'complete', 'with', 'an', 'uninspired', 'loss', 'to', 'another', 'very', 'bad', 'team', 'by', 'matthew', 'barrows', 'bee', 'staff', 'writer']\n",
      "Removed Stopwords: ['ers', 'stake', 'dubious', 'turf', 'fall', 'bottom', 'league', 'complete', 'uninspired', 'loss', 'another', 'bad', 'team', 'matthew', 'barrows', 'bee', 'staff', 'writer']\n",
      "Stemmed Tokens: ['er', 'stake', 'dubiou', 'turf', 'fall', 'bottom', 'leagu', 'complet', 'uninspir', 'loss', 'anoth', 'bad', 'team', 'matthew', 'barrow', 'bee', 'staff', 'writer']\n",
      "Final Preprocessed Text: er stake dubiou turf fall bottom leagu complet uninspir loss anoth bad team matthew barrow bee staff writer\n",
      "\n",
      "Original Text: Millar and Ramirez homers highlight big Boston inning The Red Sox thought they were going to have to earn all their runs against the Angels the hard way. Anaheim allowed the fewest numbest of unearned runs in the Majors all season (36).\n",
      "Lowercased Text: millar and ramirez homers highlight big boston inning the red sox thought they were going to have to earn all their runs against the angels the hard way. anaheim allowed the fewest numbest of unearned runs in the majors all season (36).\n",
      "Removed URLs: millar and ramirez homers highlight big boston inning the red sox thought they were going to have to earn all their runs against the angels the hard way. anaheim allowed the fewest numbest of unearned runs in the majors all season (36).\n",
      "Removed HTML Tags: millar and ramirez homers highlight big boston inning the red sox thought they were going to have to earn all their runs against the angels the hard way. anaheim allowed the fewest numbest of unearned runs in the majors all season (36).\n",
      "Removed Special Characters: millar and ramirez homers highlight big boston inning the red sox thought they were going to have to earn all their runs against the angels the hard way anaheim allowed the fewest numbest of unearned runs in the majors all season \n",
      "Tokens: ['millar', 'and', 'ramirez', 'homers', 'highlight', 'big', 'boston', 'inning', 'the', 'red', 'sox', 'thought', 'they', 'were', 'going', 'to', 'have', 'to', 'earn', 'all', 'their', 'runs', 'against', 'the', 'angels', 'the', 'hard', 'way', 'anaheim', 'allowed', 'the', 'fewest', 'numbest', 'of', 'unearned', 'runs', 'in', 'the', 'majors', 'all', 'season']\n",
      "Removed Stopwords: ['millar', 'ramirez', 'homers', 'highlight', 'big', 'boston', 'inning', 'red', 'sox', 'thought', 'going', 'earn', 'runs', 'angels', 'hard', 'way', 'anaheim', 'allowed', 'fewest', 'numbest', 'unearned', 'runs', 'majors', 'season']\n",
      "Stemmed Tokens: ['millar', 'ramirez', 'homer', 'highlight', 'big', 'boston', 'inning', 'red', 'sox', 'thought', 'go', 'earn', 'run', 'angel', 'hard', 'way', 'anaheim', 'allow', 'fewest', 'numbest', 'unearn', 'run', 'major', 'season']\n",
      "Final Preprocessed Text: millar ramirez homer highlight big boston inning red sox thought go earn run angel hard way anaheim allow fewest numbest unearn run major season\n",
      "\n",
      "Original Text: Wenger attacks Madrid for transfer rule-bending Arsenal coach Arsene Wenger accused Real Madrid of ignoring the rules when it wants to sign a new player. Wenger said the Spanish powerhouse has sometimes made its interest known to the \n",
      "Lowercased Text: wenger attacks madrid for transfer rule-bending arsenal coach arsene wenger accused real madrid of ignoring the rules when it wants to sign a new player. wenger said the spanish powerhouse has sometimes made its interest known to the \n",
      "Removed URLs: wenger attacks madrid for transfer rule-bending arsenal coach arsene wenger accused real madrid of ignoring the rules when it wants to sign a new player. wenger said the spanish powerhouse has sometimes made its interest known to the \n",
      "Removed HTML Tags: wenger attacks madrid for transfer rule-bending arsenal coach arsene wenger accused real madrid of ignoring the rules when it wants to sign a new player. wenger said the spanish powerhouse has sometimes made its interest known to the \n",
      "Removed Special Characters: wenger attacks madrid for transfer rulebending arsenal coach arsene wenger accused real madrid of ignoring the rules when it wants to sign a new player wenger said the spanish powerhouse has sometimes made its interest known to the \n",
      "Tokens: ['wenger', 'attacks', 'madrid', 'for', 'transfer', 'rulebending', 'arsenal', 'coach', 'arsene', 'wenger', 'accused', 'real', 'madrid', 'of', 'ignoring', 'the', 'rules', 'when', 'it', 'wants', 'to', 'sign', 'a', 'new', 'player', 'wenger', 'said', 'the', 'spanish', 'powerhouse', 'has', 'sometimes', 'made', 'its', 'interest', 'known', 'to', 'the']\n",
      "Removed Stopwords: ['wenger', 'attacks', 'madrid', 'transfer', 'rulebending', 'arsenal', 'coach', 'arsene', 'wenger', 'accused', 'real', 'madrid', 'ignoring', 'rules', 'wants', 'sign', 'new', 'player', 'wenger', 'said', 'spanish', 'powerhouse', 'sometimes', 'made', 'interest', 'known']\n",
      "Stemmed Tokens: ['wenger', 'attack', 'madrid', 'transfer', 'rulebend', 'arsen', 'coach', 'arsen', 'wenger', 'accus', 'real', 'madrid', 'ignor', 'rule', 'want', 'sign', 'new', 'player', 'wenger', 'said', 'spanish', 'powerhous', 'sometim', 'made', 'interest', 'known']\n",
      "Final Preprocessed Text: wenger attack madrid transfer rulebend arsen coach arsen wenger accus real madrid ignor rule want sign new player wenger said spanish powerhous sometim made interest known\n",
      "\n",
      "Original Text: Woods struggling to cope with body changes: Singh St Andrews, Oct 07 - Vijay Singh thinks the main reason he has replaced Tiger Woods as world number one is the American #39;s failure to adapt to changes in his body.\n",
      "Lowercased Text: woods struggling to cope with body changes: singh st andrews, oct 07 - vijay singh thinks the main reason he has replaced tiger woods as world number one is the american #39;s failure to adapt to changes in his body.\n",
      "Removed URLs: woods struggling to cope with body changes: singh st andrews, oct 07 - vijay singh thinks the main reason he has replaced tiger woods as world number one is the american #39;s failure to adapt to changes in his body.\n",
      "Removed HTML Tags: woods struggling to cope with body changes: singh st andrews, oct 07 - vijay singh thinks the main reason he has replaced tiger woods as world number one is the american #39;s failure to adapt to changes in his body.\n",
      "Removed Special Characters: woods struggling to cope with body changes singh st andrews oct   vijay singh thinks the main reason he has replaced tiger woods as world number one is the american s failure to adapt to changes in his body\n",
      "Tokens: ['woods', 'struggling', 'to', 'cope', 'with', 'body', 'changes', 'singh', 'st', 'andrews', 'oct', 'vijay', 'singh', 'thinks', 'the', 'main', 'reason', 'he', 'has', 'replaced', 'tiger', 'woods', 'as', 'world', 'number', 'one', 'is', 'the', 'american', 's', 'failure', 'to', 'adapt', 'to', 'changes', 'in', 'his', 'body']\n",
      "Removed Stopwords: ['woods', 'struggling', 'cope', 'body', 'changes', 'singh', 'st', 'andrews', 'oct', 'vijay', 'singh', 'thinks', 'main', 'reason', 'replaced', 'tiger', 'woods', 'world', 'number', 'one', 'american', 'failure', 'adapt', 'changes', 'body']\n",
      "Stemmed Tokens: ['wood', 'struggl', 'cope', 'bodi', 'chang', 'singh', 'st', 'andrew', 'oct', 'vijay', 'singh', 'think', 'main', 'reason', 'replac', 'tiger', 'wood', 'world', 'number', 'one', 'american', 'failur', 'adapt', 'chang', 'bodi']\n",
      "Final Preprocessed Text: wood struggl cope bodi chang singh st andrew oct vijay singh think main reason replac tiger wood world number one american failur adapt chang bodi\n",
      "\n",
      "Original Text: Russell moving on, away from Lakers Bryon Russell doesn #39;t plan to read Phil Jackson #39;s book on the Lakers #39; tumultuous 2003-04 season. Russell doesn #39;t need to; he saw it all himself, as part of the not-quite Team of the Century.\n",
      "Lowercased Text: russell moving on, away from lakers bryon russell doesn #39;t plan to read phil jackson #39;s book on the lakers #39; tumultuous 2003-04 season. russell doesn #39;t need to; he saw it all himself, as part of the not-quite team of the century.\n",
      "Removed URLs: russell moving on, away from lakers bryon russell doesn #39;t plan to read phil jackson #39;s book on the lakers #39; tumultuous 2003-04 season. russell doesn #39;t need to; he saw it all himself, as part of the not-quite team of the century.\n",
      "Removed HTML Tags: russell moving on, away from lakers bryon russell doesn #39;t plan to read phil jackson #39;s book on the lakers #39; tumultuous 2003-04 season. russell doesn #39;t need to; he saw it all himself, as part of the not-quite team of the century.\n",
      "Removed Special Characters: russell moving on away from lakers bryon russell doesn t plan to read phil jackson s book on the lakers  tumultuous  season russell doesn t need to he saw it all himself as part of the notquite team of the century\n",
      "Tokens: ['russell', 'moving', 'on', 'away', 'from', 'lakers', 'bryon', 'russell', 'doesn', 't', 'plan', 'to', 'read', 'phil', 'jackson', 's', 'book', 'on', 'the', 'lakers', 'tumultuous', 'season', 'russell', 'doesn', 't', 'need', 'to', 'he', 'saw', 'it', 'all', 'himself', 'as', 'part', 'of', 'the', 'notquite', 'team', 'of', 'the', 'century']\n",
      "Removed Stopwords: ['russell', 'moving', 'away', 'lakers', 'bryon', 'russell', 'plan', 'read', 'phil', 'jackson', 'book', 'lakers', 'tumultuous', 'season', 'russell', 'need', 'saw', 'part', 'notquite', 'team', 'century']\n",
      "Stemmed Tokens: ['russel', 'move', 'away', 'laker', 'bryon', 'russel', 'plan', 'read', 'phil', 'jackson', 'book', 'laker', 'tumultu', 'season', 'russel', 'need', 'saw', 'part', 'notquit', 'team', 'centuri']\n",
      "Final Preprocessed Text: russel move away laker bryon russel plan read phil jackson book laker tumultu season russel need saw part notquit team centuri\n",
      "\n",
      "Original Text: NBA Today (AP) AP - Indiana at Minnesota (8 p.m. EST). Last year's Eastern and Western Conference regular-season champions meet for the first of two times this season.\n",
      "Lowercased Text: nba today (ap) ap - indiana at minnesota (8 p.m. est). last year's eastern and western conference regular-season champions meet for the first of two times this season.\n",
      "Removed URLs: nba today (ap) ap - indiana at minnesota (8 p.m. est). last year's eastern and western conference regular-season champions meet for the first of two times this season.\n",
      "Removed HTML Tags: nba today (ap) ap - indiana at minnesota (8 p.m. est). last year's eastern and western conference regular-season champions meet for the first of two times this season.\n",
      "Removed Special Characters: nba today ap ap  indiana at minnesota  pm est last years eastern and western conference regularseason champions meet for the first of two times this season\n",
      "Tokens: ['nba', 'today', 'ap', 'ap', 'indiana', 'at', 'minnesota', 'pm', 'est', 'last', 'years', 'eastern', 'and', 'western', 'conference', 'regularseason', 'champions', 'meet', 'for', 'the', 'first', 'of', 'two', 'times', 'this', 'season']\n",
      "Removed Stopwords: ['nba', 'today', 'ap', 'ap', 'indiana', 'minnesota', 'pm', 'est', 'last', 'years', 'eastern', 'western', 'conference', 'regularseason', 'champions', 'meet', 'first', 'two', 'times', 'season']\n",
      "Stemmed Tokens: ['nba', 'today', 'ap', 'ap', 'indiana', 'minnesota', 'pm', 'est', 'last', 'year', 'eastern', 'western', 'confer', 'regularseason', 'champion', 'meet', 'first', 'two', 'time', 'season']\n",
      "Final Preprocessed Text: nba today ap ap indiana minnesota pm est last year eastern western confer regularseason champion meet first two time season\n",
      "\n",
      "Original Text: Tributes flood in for Nicholson Former Tottenham captain Dave Mackay has led the tributes to legendary former Spurs manager Bill Nicholson, who passed away on Saturday aged 85.\n",
      "Lowercased Text: tributes flood in for nicholson former tottenham captain dave mackay has led the tributes to legendary former spurs manager bill nicholson, who passed away on saturday aged 85.\n",
      "Removed URLs: tributes flood in for nicholson former tottenham captain dave mackay has led the tributes to legendary former spurs manager bill nicholson, who passed away on saturday aged 85.\n",
      "Removed HTML Tags: tributes flood in for nicholson former tottenham captain dave mackay has led the tributes to legendary former spurs manager bill nicholson, who passed away on saturday aged 85.\n",
      "Removed Special Characters: tributes flood in for nicholson former tottenham captain dave mackay has led the tributes to legendary former spurs manager bill nicholson who passed away on saturday aged \n",
      "Tokens: ['tributes', 'flood', 'in', 'for', 'nicholson', 'former', 'tottenham', 'captain', 'dave', 'mackay', 'has', 'led', 'the', 'tributes', 'to', 'legendary', 'former', 'spurs', 'manager', 'bill', 'nicholson', 'who', 'passed', 'away', 'on', 'saturday', 'aged']\n",
      "Removed Stopwords: ['tributes', 'flood', 'nicholson', 'former', 'tottenham', 'captain', 'dave', 'mackay', 'led', 'tributes', 'legendary', 'former', 'spurs', 'manager', 'bill', 'nicholson', 'passed', 'away', 'saturday', 'aged']\n",
      "Stemmed Tokens: ['tribut', 'flood', 'nicholson', 'former', 'tottenham', 'captain', 'dave', 'mackay', 'led', 'tribut', 'legendari', 'former', 'spur', 'manag', 'bill', 'nicholson', 'pass', 'away', 'saturday', 'age']\n",
      "Final Preprocessed Text: tribut flood nicholson former tottenham captain dave mackay led tribut legendari former spur manag bill nicholson pass away saturday age\n",
      "\n",
      "Original Text: Nowitzki, Mavericks Snap Timberwolves #39; Streak Dirk Nowitzki scored 23 of his 34 points in the second half as the Dallas Mavericks snapped the Minnesota Timberwolves #39; five-game winning streak 97-87.\n",
      "Lowercased Text: nowitzki, mavericks snap timberwolves #39; streak dirk nowitzki scored 23 of his 34 points in the second half as the dallas mavericks snapped the minnesota timberwolves #39; five-game winning streak 97-87.\n",
      "Removed URLs: nowitzki, mavericks snap timberwolves #39; streak dirk nowitzki scored 23 of his 34 points in the second half as the dallas mavericks snapped the minnesota timberwolves #39; five-game winning streak 97-87.\n",
      "Removed HTML Tags: nowitzki, mavericks snap timberwolves #39; streak dirk nowitzki scored 23 of his 34 points in the second half as the dallas mavericks snapped the minnesota timberwolves #39; five-game winning streak 97-87.\n",
      "Removed Special Characters: nowitzki mavericks snap timberwolves  streak dirk nowitzki scored  of his  points in the second half as the dallas mavericks snapped the minnesota timberwolves  fivegame winning streak \n",
      "Tokens: ['nowitzki', 'mavericks', 'snap', 'timberwolves', 'streak', 'dirk', 'nowitzki', 'scored', 'of', 'his', 'points', 'in', 'the', 'second', 'half', 'as', 'the', 'dallas', 'mavericks', 'snapped', 'the', 'minnesota', 'timberwolves', 'fivegame', 'winning', 'streak']\n",
      "Removed Stopwords: ['nowitzki', 'mavericks', 'snap', 'timberwolves', 'streak', 'dirk', 'nowitzki', 'scored', 'points', 'second', 'half', 'dallas', 'mavericks', 'snapped', 'minnesota', 'timberwolves', 'fivegame', 'winning', 'streak']\n",
      "Stemmed Tokens: ['nowitzki', 'maverick', 'snap', 'timberwolv', 'streak', 'dirk', 'nowitzki', 'score', 'point', 'second', 'half', 'dalla', 'maverick', 'snap', 'minnesota', 'timberwolv', 'fivegam', 'win', 'streak']\n",
      "Final Preprocessed Text: nowitzki maverick snap timberwolv streak dirk nowitzki score point second half dalla maverick snap minnesota timberwolv fivegam win streak\n",
      "\n",
      "Original Text: Giants creep up in division There was only an  quot;uh oh quot; inning for Brett Tomko in the first frame as the Giants pitcher gave up two home runs, but the right-hander got on track and breezed to a \n",
      "Lowercased Text: giants creep up in division there was only an  quot;uh oh quot; inning for brett tomko in the first frame as the giants pitcher gave up two home runs, but the right-hander got on track and breezed to a \n",
      "Removed URLs: giants creep up in division there was only an  quot;uh oh quot; inning for brett tomko in the first frame as the giants pitcher gave up two home runs, but the right-hander got on track and breezed to a \n",
      "Removed HTML Tags: giants creep up in division there was only an  quot;uh oh quot; inning for brett tomko in the first frame as the giants pitcher gave up two home runs, but the right-hander got on track and breezed to a \n",
      "Removed Special Characters: giants creep up in division there was only an  quotuh oh quot inning for brett tomko in the first frame as the giants pitcher gave up two home runs but the righthander got on track and breezed to a \n",
      "Tokens: ['giants', 'creep', 'up', 'in', 'division', 'there', 'was', 'only', 'an', 'quotuh', 'oh', 'quot', 'inning', 'for', 'brett', 'tomko', 'in', 'the', 'first', 'frame', 'as', 'the', 'giants', 'pitcher', 'gave', 'up', 'two', 'home', 'runs', 'but', 'the', 'righthander', 'got', 'on', 'track', 'and', 'breezed', 'to', 'a']\n",
      "Removed Stopwords: ['giants', 'creep', 'division', 'quotuh', 'oh', 'quot', 'inning', 'brett', 'tomko', 'first', 'frame', 'giants', 'pitcher', 'gave', 'two', 'home', 'runs', 'righthander', 'got', 'track', 'breezed']\n",
      "Stemmed Tokens: ['giant', 'creep', 'divis', 'quotuh', 'oh', 'quot', 'inning', 'brett', 'tomko', 'first', 'frame', 'giant', 'pitcher', 'gave', 'two', 'home', 'run', 'righthand', 'got', 'track', 'breez']\n",
      "Final Preprocessed Text: giant creep divis quotuh oh quot inning brett tomko first frame giant pitcher gave two home run righthand got track breez\n",
      "\n",
      "Original Text: Browns coach Davis resigns; Robiskie named interim coach BEREA, Ohio (Ticker) - One day after admitting that his shaky job status was a  quot;distraction quot; to his players, Butch Davis resigned as coach of the Cleveland Browns on Tuesday.\n",
      "Lowercased Text: browns coach davis resigns; robiskie named interim coach berea, ohio (ticker) - one day after admitting that his shaky job status was a  quot;distraction quot; to his players, butch davis resigned as coach of the cleveland browns on tuesday.\n",
      "Removed URLs: browns coach davis resigns; robiskie named interim coach berea, ohio (ticker) - one day after admitting that his shaky job status was a  quot;distraction quot; to his players, butch davis resigned as coach of the cleveland browns on tuesday.\n",
      "Removed HTML Tags: browns coach davis resigns; robiskie named interim coach berea, ohio (ticker) - one day after admitting that his shaky job status was a  quot;distraction quot; to his players, butch davis resigned as coach of the cleveland browns on tuesday.\n",
      "Removed Special Characters: browns coach davis resigns robiskie named interim coach berea ohio ticker  one day after admitting that his shaky job status was a  quotdistraction quot to his players butch davis resigned as coach of the cleveland browns on tuesday\n",
      "Tokens: ['browns', 'coach', 'davis', 'resigns', 'robiskie', 'named', 'interim', 'coach', 'berea', 'ohio', 'ticker', 'one', 'day', 'after', 'admitting', 'that', 'his', 'shaky', 'job', 'status', 'was', 'a', 'quotdistraction', 'quot', 'to', 'his', 'players', 'butch', 'davis', 'resigned', 'as', 'coach', 'of', 'the', 'cleveland', 'browns', 'on', 'tuesday']\n",
      "Removed Stopwords: ['browns', 'coach', 'davis', 'resigns', 'robiskie', 'named', 'interim', 'coach', 'berea', 'ohio', 'ticker', 'one', 'day', 'admitting', 'shaky', 'job', 'status', 'quotdistraction', 'quot', 'players', 'butch', 'davis', 'resigned', 'coach', 'cleveland', 'browns', 'tuesday']\n",
      "Stemmed Tokens: ['brown', 'coach', 'davi', 'resign', 'robiski', 'name', 'interim', 'coach', 'berea', 'ohio', 'ticker', 'one', 'day', 'admit', 'shaki', 'job', 'statu', 'quotdistract', 'quot', 'player', 'butch', 'davi', 'resign', 'coach', 'cleveland', 'brown', 'tuesday']\n",
      "Final Preprocessed Text: brown coach davi resign robiski name interim coach berea ohio ticker one day admit shaki job statu quotdistract quot player butch davi resign coach cleveland brown tuesday\n",
      "\n",
      "Original Text: Efficient Germany Sweep Past Japan Two goals from Miroslav Klose helped Jrgen Klinsmann #39;s experimental Germany side breeze to a 3-0 win over Japan in Yokohama this afternoon.\n",
      "Lowercased Text: efficient germany sweep past japan two goals from miroslav klose helped jrgen klinsmann #39;s experimental germany side breeze to a 3-0 win over japan in yokohama this afternoon.\n",
      "Removed URLs: efficient germany sweep past japan two goals from miroslav klose helped jrgen klinsmann #39;s experimental germany side breeze to a 3-0 win over japan in yokohama this afternoon.\n",
      "Removed HTML Tags: efficient germany sweep past japan two goals from miroslav klose helped jrgen klinsmann #39;s experimental germany side breeze to a 3-0 win over japan in yokohama this afternoon.\n",
      "Removed Special Characters: efficient germany sweep past japan two goals from miroslav klose helped jrgen klinsmann s experimental germany side breeze to a  win over japan in yokohama this afternoon\n",
      "Tokens: ['efficient', 'germany', 'sweep', 'past', 'japan', 'two', 'goals', 'from', 'miroslav', 'klose', 'helped', 'jrgen', 'klinsmann', 's', 'experimental', 'germany', 'side', 'breeze', 'to', 'a', 'win', 'over', 'japan', 'in', 'yokohama', 'this', 'afternoon']\n",
      "Removed Stopwords: ['efficient', 'germany', 'sweep', 'past', 'japan', 'two', 'goals', 'miroslav', 'klose', 'helped', 'jrgen', 'klinsmann', 'experimental', 'germany', 'side', 'breeze', 'win', 'japan', 'yokohama', 'afternoon']\n",
      "Stemmed Tokens: ['effici', 'germani', 'sweep', 'past', 'japan', 'two', 'goal', 'miroslav', 'klose', 'help', 'jrgen', 'klinsmann', 'experiment', 'germani', 'side', 'breez', 'win', 'japan', 'yokohama', 'afternoon']\n",
      "Final Preprocessed Text: effici germani sweep past japan two goal miroslav klose help jrgen klinsmann experiment germani side breez win japan yokohama afternoon\n",
      "\n",
      "Original Text: Serena takes China title Serena Williams got back to winning ways with victory over US Open champion Svetlana Kuznetsova in the final of the China Open on Sunday.\n",
      "Lowercased Text: serena takes china title serena williams got back to winning ways with victory over us open champion svetlana kuznetsova in the final of the china open on sunday.\n",
      "Removed URLs: serena takes china title serena williams got back to winning ways with victory over us open champion svetlana kuznetsova in the final of the china open on sunday.\n",
      "Removed HTML Tags: serena takes china title serena williams got back to winning ways with victory over us open champion svetlana kuznetsova in the final of the china open on sunday.\n",
      "Removed Special Characters: serena takes china title serena williams got back to winning ways with victory over us open champion svetlana kuznetsova in the final of the china open on sunday\n",
      "Tokens: ['serena', 'takes', 'china', 'title', 'serena', 'williams', 'got', 'back', 'to', 'winning', 'ways', 'with', 'victory', 'over', 'us', 'open', 'champion', 'svetlana', 'kuznetsova', 'in', 'the', 'final', 'of', 'the', 'china', 'open', 'on', 'sunday']\n",
      "Removed Stopwords: ['serena', 'takes', 'china', 'title', 'serena', 'williams', 'got', 'back', 'winning', 'ways', 'victory', 'us', 'open', 'champion', 'svetlana', 'kuznetsova', 'final', 'china', 'open', 'sunday']\n",
      "Stemmed Tokens: ['serena', 'take', 'china', 'titl', 'serena', 'william', 'got', 'back', 'win', 'way', 'victori', 'us', 'open', 'champion', 'svetlana', 'kuznetsova', 'final', 'china', 'open', 'sunday']\n",
      "Final Preprocessed Text: serena take china titl serena william got back win way victori us open champion svetlana kuznetsova final china open sunday\n",
      "\n",
      "Original Text: Italian GP, Race Fernando spun out of third position while Jarno finished tenth in this afternoon's Italian Grand Prix\n",
      "Lowercased Text: italian gp, race fernando spun out of third position while jarno finished tenth in this afternoon's italian grand prix\n",
      "Removed URLs: italian gp, race fernando spun out of third position while jarno finished tenth in this afternoon's italian grand prix\n",
      "Removed HTML Tags: italian gp, race fernando spun out of third position while jarno finished tenth in this afternoon's italian grand prix\n",
      "Removed Special Characters: italian gp race fernando spun out of third position while jarno finished tenth in this afternoons italian grand prix\n",
      "Tokens: ['italian', 'gp', 'race', 'fernando', 'spun', 'out', 'of', 'third', 'position', 'while', 'jarno', 'finished', 'tenth', 'in', 'this', 'afternoons', 'italian', 'grand', 'prix']\n",
      "Removed Stopwords: ['italian', 'gp', 'race', 'fernando', 'spun', 'third', 'position', 'jarno', 'finished', 'tenth', 'afternoons', 'italian', 'grand', 'prix']\n",
      "Stemmed Tokens: ['italian', 'gp', 'race', 'fernando', 'spun', 'third', 'posit', 'jarno', 'finish', 'tenth', 'afternoon', 'italian', 'grand', 'prix']\n",
      "Final Preprocessed Text: italian gp race fernando spun third posit jarno finish tenth afternoon italian grand prix\n",
      "\n",
      "Original Text: Dance pair out with injury Olympic ice dancing hopefuls Loren Galler-Rabinowitz and David Mitchell of the Skating Club of Boston will be sidelined for the remainder of the season because of a shoulder injury to Mitchell that will require surgery.\n",
      "Lowercased Text: dance pair out with injury olympic ice dancing hopefuls loren galler-rabinowitz and david mitchell of the skating club of boston will be sidelined for the remainder of the season because of a shoulder injury to mitchell that will require surgery.\n",
      "Removed URLs: dance pair out with injury olympic ice dancing hopefuls loren galler-rabinowitz and david mitchell of the skating club of boston will be sidelined for the remainder of the season because of a shoulder injury to mitchell that will require surgery.\n",
      "Removed HTML Tags: dance pair out with injury olympic ice dancing hopefuls loren galler-rabinowitz and david mitchell of the skating club of boston will be sidelined for the remainder of the season because of a shoulder injury to mitchell that will require surgery.\n",
      "Removed Special Characters: dance pair out with injury olympic ice dancing hopefuls loren gallerrabinowitz and david mitchell of the skating club of boston will be sidelined for the remainder of the season because of a shoulder injury to mitchell that will require surgery\n",
      "Tokens: ['dance', 'pair', 'out', 'with', 'injury', 'olympic', 'ice', 'dancing', 'hopefuls', 'loren', 'gallerrabinowitz', 'and', 'david', 'mitchell', 'of', 'the', 'skating', 'club', 'of', 'boston', 'will', 'be', 'sidelined', 'for', 'the', 'remainder', 'of', 'the', 'season', 'because', 'of', 'a', 'shoulder', 'injury', 'to', 'mitchell', 'that', 'will', 'require', 'surgery']\n",
      "Removed Stopwords: ['dance', 'pair', 'injury', 'olympic', 'ice', 'dancing', 'hopefuls', 'loren', 'gallerrabinowitz', 'david', 'mitchell', 'skating', 'club', 'boston', 'sidelined', 'remainder', 'season', 'shoulder', 'injury', 'mitchell', 'require', 'surgery']\n",
      "Stemmed Tokens: ['danc', 'pair', 'injuri', 'olymp', 'ice', 'danc', 'hope', 'loren', 'gallerrabinowitz', 'david', 'mitchel', 'skate', 'club', 'boston', 'sidelin', 'remaind', 'season', 'shoulder', 'injuri', 'mitchel', 'requir', 'surgeri']\n",
      "Final Preprocessed Text: danc pair injuri olymp ice danc hope loren gallerrabinowitz david mitchel skate club boston sidelin remaind season shoulder injuri mitchel requir surgeri\n",
      "\n",
      "Original Text: Panis to Retire from Formula One at End of 2004  LONDON (Reuters) - France's Olivier Panis will retire from  Formula One at the end of the 2004 season, his team Toyota said  on Thursday.\n",
      "Lowercased Text: panis to retire from formula one at end of 2004  london (reuters) - france's olivier panis will retire from  formula one at the end of the 2004 season, his team toyota said  on thursday.\n",
      "Removed URLs: panis to retire from formula one at end of 2004  london (reuters) - france's olivier panis will retire from  formula one at the end of the 2004 season, his team toyota said  on thursday.\n",
      "Removed HTML Tags: panis to retire from formula one at end of 2004  london (reuters) - france's olivier panis will retire from  formula one at the end of the 2004 season, his team toyota said  on thursday.\n",
      "Removed Special Characters: panis to retire from formula one at end of   london reuters  frances olivier panis will retire from  formula one at the end of the  season his team toyota said  on thursday\n",
      "Tokens: ['panis', 'to', 'retire', 'from', 'formula', 'one', 'at', 'end', 'of', 'london', 'reuters', 'frances', 'olivier', 'panis', 'will', 'retire', 'from', 'formula', 'one', 'at', 'the', 'end', 'of', 'the', 'season', 'his', 'team', 'toyota', 'said', 'on', 'thursday']\n",
      "Removed Stopwords: ['panis', 'retire', 'formula', 'one', 'end', 'london', 'reuters', 'frances', 'olivier', 'panis', 'retire', 'formula', 'one', 'end', 'season', 'team', 'toyota', 'said', 'thursday']\n",
      "Stemmed Tokens: ['pani', 'retir', 'formula', 'one', 'end', 'london', 'reuter', 'franc', 'olivi', 'pani', 'retir', 'formula', 'one', 'end', 'season', 'team', 'toyota', 'said', 'thursday']\n",
      "Final Preprocessed Text: pani retir formula one end london reuter franc olivi pani retir formula one end season team toyota said thursday\n",
      "\n",
      "Original Text: Warren tones down his bark  #39; #39;The views of the host do not necessarily reflect the views of the station or its sponsors. #39; #39;. The Browns were not thrilled when Warren said he would gladly pay a \\$50,000 fine to rub out Roethlisberger, who \n",
      "Lowercased Text: warren tones down his bark  #39; #39;the views of the host do not necessarily reflect the views of the station or its sponsors. #39; #39;. the browns were not thrilled when warren said he would gladly pay a \\$50,000 fine to rub out roethlisberger, who \n",
      "Removed URLs: warren tones down his bark  #39; #39;the views of the host do not necessarily reflect the views of the station or its sponsors. #39; #39;. the browns were not thrilled when warren said he would gladly pay a \\$50,000 fine to rub out roethlisberger, who \n",
      "Removed HTML Tags: warren tones down his bark  #39; #39;the views of the host do not necessarily reflect the views of the station or its sponsors. #39; #39;. the browns were not thrilled when warren said he would gladly pay a \\$50,000 fine to rub out roethlisberger, who \n",
      "Removed Special Characters: warren tones down his bark   the views of the host do not necessarily reflect the views of the station or its sponsors   the browns were not thrilled when warren said he would gladly pay a  fine to rub out roethlisberger who \n",
      "Tokens: ['warren', 'tones', 'down', 'his', 'bark', 'the', 'views', 'of', 'the', 'host', 'do', 'not', 'necessarily', 'reflect', 'the', 'views', 'of', 'the', 'station', 'or', 'its', 'sponsors', 'the', 'browns', 'were', 'not', 'thrilled', 'when', 'warren', 'said', 'he', 'would', 'gladly', 'pay', 'a', 'fine', 'to', 'rub', 'out', 'roethlisberger', 'who']\n",
      "Removed Stopwords: ['warren', 'tones', 'bark', 'views', 'host', 'necessarily', 'reflect', 'views', 'station', 'sponsors', 'browns', 'thrilled', 'warren', 'said', 'would', 'gladly', 'pay', 'fine', 'rub', 'roethlisberger']\n",
      "Stemmed Tokens: ['warren', 'tone', 'bark', 'view', 'host', 'necessarili', 'reflect', 'view', 'station', 'sponsor', 'brown', 'thrill', 'warren', 'said', 'would', 'gladli', 'pay', 'fine', 'rub', 'roethlisberg']\n",
      "Final Preprocessed Text: warren tone bark view host necessarili reflect view station sponsor brown thrill warren said would gladli pay fine rub roethlisberg\n",
      "\n",
      "Original Text: NASCAR mourns plane crash victims Crews on all-terrain vehicles yesterday recovered the bodies of all 10 people killed in the crash of a Hendrick Motorsports plane that was carrying family and friends of one of NASCAR's top syndicates.\n",
      "Lowercased Text: nascar mourns plane crash victims crews on all-terrain vehicles yesterday recovered the bodies of all 10 people killed in the crash of a hendrick motorsports plane that was carrying family and friends of one of nascar's top syndicates.\n",
      "Removed URLs: nascar mourns plane crash victims crews on all-terrain vehicles yesterday recovered the bodies of all 10 people killed in the crash of a hendrick motorsports plane that was carrying family and friends of one of nascar's top syndicates.\n",
      "Removed HTML Tags: nascar mourns plane crash victims crews on all-terrain vehicles yesterday recovered the bodies of all 10 people killed in the crash of a hendrick motorsports plane that was carrying family and friends of one of nascar's top syndicates.\n",
      "Removed Special Characters: nascar mourns plane crash victims crews on allterrain vehicles yesterday recovered the bodies of all  people killed in the crash of a hendrick motorsports plane that was carrying family and friends of one of nascars top syndicates\n",
      "Tokens: ['nascar', 'mourns', 'plane', 'crash', 'victims', 'crews', 'on', 'allterrain', 'vehicles', 'yesterday', 'recovered', 'the', 'bodies', 'of', 'all', 'people', 'killed', 'in', 'the', 'crash', 'of', 'a', 'hendrick', 'motorsports', 'plane', 'that', 'was', 'carrying', 'family', 'and', 'friends', 'of', 'one', 'of', 'nascars', 'top', 'syndicates']\n",
      "Removed Stopwords: ['nascar', 'mourns', 'plane', 'crash', 'victims', 'crews', 'allterrain', 'vehicles', 'yesterday', 'recovered', 'bodies', 'people', 'killed', 'crash', 'hendrick', 'motorsports', 'plane', 'carrying', 'family', 'friends', 'one', 'nascars', 'top', 'syndicates']\n",
      "Stemmed Tokens: ['nascar', 'mourn', 'plane', 'crash', 'victim', 'crew', 'allterrain', 'vehicl', 'yesterday', 'recov', 'bodi', 'peopl', 'kill', 'crash', 'hendrick', 'motorsport', 'plane', 'carri', 'famili', 'friend', 'one', 'nascar', 'top', 'syndic']\n",
      "Final Preprocessed Text: nascar mourn plane crash victim crew allterrain vehicl yesterday recov bodi peopl kill crash hendrick motorsport plane carri famili friend one nascar top syndic\n",
      "\n",
      "Original Text: Tom Ridge sets all-age record in winning World Trotting Derby Tom Ridge set an all-age record of 1 minute 50.2 seconds in winning the \\$530,000 World Trotting Derby at the DuQuoin (Ill.) State Fair yesterday.\n",
      "Lowercased Text: tom ridge sets all-age record in winning world trotting derby tom ridge set an all-age record of 1 minute 50.2 seconds in winning the \\$530,000 world trotting derby at the duquoin (ill.) state fair yesterday.\n",
      "Removed URLs: tom ridge sets all-age record in winning world trotting derby tom ridge set an all-age record of 1 minute 50.2 seconds in winning the \\$530,000 world trotting derby at the duquoin (ill.) state fair yesterday.\n",
      "Removed HTML Tags: tom ridge sets all-age record in winning world trotting derby tom ridge set an all-age record of 1 minute 50.2 seconds in winning the \\$530,000 world trotting derby at the duquoin (ill.) state fair yesterday.\n",
      "Removed Special Characters: tom ridge sets allage record in winning world trotting derby tom ridge set an allage record of  minute  seconds in winning the  world trotting derby at the duquoin ill state fair yesterday\n",
      "Tokens: ['tom', 'ridge', 'sets', 'allage', 'record', 'in', 'winning', 'world', 'trotting', 'derby', 'tom', 'ridge', 'set', 'an', 'allage', 'record', 'of', 'minute', 'seconds', 'in', 'winning', 'the', 'world', 'trotting', 'derby', 'at', 'the', 'duquoin', 'ill', 'state', 'fair', 'yesterday']\n",
      "Removed Stopwords: ['tom', 'ridge', 'sets', 'allage', 'record', 'winning', 'world', 'trotting', 'derby', 'tom', 'ridge', 'set', 'allage', 'record', 'minute', 'seconds', 'winning', 'world', 'trotting', 'derby', 'duquoin', 'ill', 'state', 'fair', 'yesterday']\n",
      "Stemmed Tokens: ['tom', 'ridg', 'set', 'allag', 'record', 'win', 'world', 'trot', 'derbi', 'tom', 'ridg', 'set', 'allag', 'record', 'minut', 'second', 'win', 'world', 'trot', 'derbi', 'duquoin', 'ill', 'state', 'fair', 'yesterday']\n",
      "Final Preprocessed Text: tom ridg set allag record win world trot derbi tom ridg set allag record minut second win world trot derbi duquoin ill state fair yesterday\n",
      "\n",
      "Original Text: Pros in Olympics still in question Wayne Gretzky found himself talking about Mario Lemieux possibly playing in the 2006 Olympic Winter Games in Turin when ... whoa!  quot;Are you suggesting that you #39;re holding \n",
      "Lowercased Text: pros in olympics still in question wayne gretzky found himself talking about mario lemieux possibly playing in the 2006 olympic winter games in turin when ... whoa!  quot;are you suggesting that you #39;re holding \n",
      "Removed URLs: pros in olympics still in question wayne gretzky found himself talking about mario lemieux possibly playing in the 2006 olympic winter games in turin when ... whoa!  quot;are you suggesting that you #39;re holding \n",
      "Removed HTML Tags: pros in olympics still in question wayne gretzky found himself talking about mario lemieux possibly playing in the 2006 olympic winter games in turin when ... whoa!  quot;are you suggesting that you #39;re holding \n",
      "Removed Special Characters: pros in olympics still in question wayne gretzky found himself talking about mario lemieux possibly playing in the  olympic winter games in turin when  whoa  quotare you suggesting that you re holding \n",
      "Tokens: ['pros', 'in', 'olympics', 'still', 'in', 'question', 'wayne', 'gretzky', 'found', 'himself', 'talking', 'about', 'mario', 'lemieux', 'possibly', 'playing', 'in', 'the', 'olympic', 'winter', 'games', 'in', 'turin', 'when', 'whoa', 'quotare', 'you', 'suggesting', 'that', 'you', 're', 'holding']\n",
      "Removed Stopwords: ['pros', 'olympics', 'still', 'question', 'wayne', 'gretzky', 'found', 'talking', 'mario', 'lemieux', 'possibly', 'playing', 'olympic', 'winter', 'games', 'turin', 'whoa', 'quotare', 'suggesting', 'holding']\n",
      "Stemmed Tokens: ['pro', 'olymp', 'still', 'question', 'wayn', 'gretzki', 'found', 'talk', 'mario', 'lemieux', 'possibl', 'play', 'olymp', 'winter', 'game', 'turin', 'whoa', 'quotar', 'suggest', 'hold']\n",
      "Final Preprocessed Text: pro olymp still question wayn gretzki found talk mario lemieux possibl play olymp winter game turin whoa quotar suggest hold\n",
      "\n",
      "Original Text: Clijsters and Hewitt reach break point There are two consolations for disillusioned tennis romantics upset by yesterday #39;s news of the split of Lleyton Hewitt and Kim Clijsters four months before their scheduled marriage.\n",
      "Lowercased Text: clijsters and hewitt reach break point there are two consolations for disillusioned tennis romantics upset by yesterday #39;s news of the split of lleyton hewitt and kim clijsters four months before their scheduled marriage.\n",
      "Removed URLs: clijsters and hewitt reach break point there are two consolations for disillusioned tennis romantics upset by yesterday #39;s news of the split of lleyton hewitt and kim clijsters four months before their scheduled marriage.\n",
      "Removed HTML Tags: clijsters and hewitt reach break point there are two consolations for disillusioned tennis romantics upset by yesterday #39;s news of the split of lleyton hewitt and kim clijsters four months before their scheduled marriage.\n",
      "Removed Special Characters: clijsters and hewitt reach break point there are two consolations for disillusioned tennis romantics upset by yesterday s news of the split of lleyton hewitt and kim clijsters four months before their scheduled marriage\n",
      "Tokens: ['clijsters', 'and', 'hewitt', 'reach', 'break', 'point', 'there', 'are', 'two', 'consolations', 'for', 'disillusioned', 'tennis', 'romantics', 'upset', 'by', 'yesterday', 's', 'news', 'of', 'the', 'split', 'of', 'lleyton', 'hewitt', 'and', 'kim', 'clijsters', 'four', 'months', 'before', 'their', 'scheduled', 'marriage']\n",
      "Removed Stopwords: ['clijsters', 'hewitt', 'reach', 'break', 'point', 'two', 'consolations', 'disillusioned', 'tennis', 'romantics', 'upset', 'yesterday', 'news', 'split', 'lleyton', 'hewitt', 'kim', 'clijsters', 'four', 'months', 'scheduled', 'marriage']\n",
      "Stemmed Tokens: ['clijster', 'hewitt', 'reach', 'break', 'point', 'two', 'consol', 'disillus', 'tenni', 'romant', 'upset', 'yesterday', 'news', 'split', 'lleyton', 'hewitt', 'kim', 'clijster', 'four', 'month', 'schedul', 'marriag']\n",
      "Final Preprocessed Text: clijster hewitt reach break point two consol disillus tenni romant upset yesterday news split lleyton hewitt kim clijster four month schedul marriag\n",
      "\n",
      "Original Text: Lord #39;s smiles on India once more India bowled England all out for 181 to win the third one-day international of the NatWest Challenge at Lord #39;s by 23 runs. England would have gone into the second innings confident.\n",
      "Lowercased Text: lord #39;s smiles on india once more india bowled england all out for 181 to win the third one-day international of the natwest challenge at lord #39;s by 23 runs. england would have gone into the second innings confident.\n",
      "Removed URLs: lord #39;s smiles on india once more india bowled england all out for 181 to win the third one-day international of the natwest challenge at lord #39;s by 23 runs. england would have gone into the second innings confident.\n",
      "Removed HTML Tags: lord #39;s smiles on india once more india bowled england all out for 181 to win the third one-day international of the natwest challenge at lord #39;s by 23 runs. england would have gone into the second innings confident.\n",
      "Removed Special Characters: lord s smiles on india once more india bowled england all out for  to win the third oneday international of the natwest challenge at lord s by  runs england would have gone into the second innings confident\n",
      "Tokens: ['lord', 's', 'smiles', 'on', 'india', 'once', 'more', 'india', 'bowled', 'england', 'all', 'out', 'for', 'to', 'win', 'the', 'third', 'oneday', 'international', 'of', 'the', 'natwest', 'challenge', 'at', 'lord', 's', 'by', 'runs', 'england', 'would', 'have', 'gone', 'into', 'the', 'second', 'innings', 'confident']\n",
      "Removed Stopwords: ['lord', 'smiles', 'india', 'india', 'bowled', 'england', 'win', 'third', 'oneday', 'international', 'natwest', 'challenge', 'lord', 'runs', 'england', 'would', 'gone', 'second', 'innings', 'confident']\n",
      "Stemmed Tokens: ['lord', 'smile', 'india', 'india', 'bowl', 'england', 'win', 'third', 'oneday', 'intern', 'natwest', 'challeng', 'lord', 'run', 'england', 'would', 'gone', 'second', 'inning', 'confid']\n",
      "Final Preprocessed Text: lord smile india india bowl england win third oneday intern natwest challeng lord run england would gone second inning confid\n",
      "\n",
      "Original Text: He's caught up in hurricane There was the \\$5 million Deutsche Bank Championship to prepare for and the Ryder Cup is a few weeks away, but the first order of business for Jim Furyk yesterday was to make sure his wife and children were headed for safety.\n",
      "Lowercased Text: he's caught up in hurricane there was the \\$5 million deutsche bank championship to prepare for and the ryder cup is a few weeks away, but the first order of business for jim furyk yesterday was to make sure his wife and children were headed for safety.\n",
      "Removed URLs: he's caught up in hurricane there was the \\$5 million deutsche bank championship to prepare for and the ryder cup is a few weeks away, but the first order of business for jim furyk yesterday was to make sure his wife and children were headed for safety.\n",
      "Removed HTML Tags: he's caught up in hurricane there was the \\$5 million deutsche bank championship to prepare for and the ryder cup is a few weeks away, but the first order of business for jim furyk yesterday was to make sure his wife and children were headed for safety.\n",
      "Removed Special Characters: hes caught up in hurricane there was the  million deutsche bank championship to prepare for and the ryder cup is a few weeks away but the first order of business for jim furyk yesterday was to make sure his wife and children were headed for safety\n",
      "Tokens: ['hes', 'caught', 'up', 'in', 'hurricane', 'there', 'was', 'the', 'million', 'deutsche', 'bank', 'championship', 'to', 'prepare', 'for', 'and', 'the', 'ryder', 'cup', 'is', 'a', 'few', 'weeks', 'away', 'but', 'the', 'first', 'order', 'of', 'business', 'for', 'jim', 'furyk', 'yesterday', 'was', 'to', 'make', 'sure', 'his', 'wife', 'and', 'children', 'were', 'headed', 'for', 'safety']\n",
      "Removed Stopwords: ['hes', 'caught', 'hurricane', 'million', 'deutsche', 'bank', 'championship', 'prepare', 'ryder', 'cup', 'weeks', 'away', 'first', 'order', 'business', 'jim', 'furyk', 'yesterday', 'make', 'sure', 'wife', 'children', 'headed', 'safety']\n",
      "Stemmed Tokens: ['he', 'caught', 'hurrican', 'million', 'deutsch', 'bank', 'championship', 'prepar', 'ryder', 'cup', 'week', 'away', 'first', 'order', 'busi', 'jim', 'furyk', 'yesterday', 'make', 'sure', 'wife', 'children', 'head', 'safeti']\n",
      "Final Preprocessed Text: he caught hurrican million deutsch bank championship prepar ryder cup week away first order busi jim furyk yesterday make sure wife children head safeti\n",
      "\n",
      "Original Text: SHANGHAI ATP: Canas struggles to first round win SHANGHAI: A tired but determined Guillermo Canas of Argentina held off a strong early charge from Spains Guillermo Garcia-Lopez to win his first round Shanghai ATP match 7-6, 6-1 on Monday.\n",
      "Lowercased Text: shanghai atp: canas struggles to first round win shanghai: a tired but determined guillermo canas of argentina held off a strong early charge from spains guillermo garcia-lopez to win his first round shanghai atp match 7-6, 6-1 on monday.\n",
      "Removed URLs: shanghai atp: canas struggles to first round win shanghai: a tired but determined guillermo canas of argentina held off a strong early charge from spains guillermo garcia-lopez to win his first round shanghai atp match 7-6, 6-1 on monday.\n",
      "Removed HTML Tags: shanghai atp: canas struggles to first round win shanghai: a tired but determined guillermo canas of argentina held off a strong early charge from spains guillermo garcia-lopez to win his first round shanghai atp match 7-6, 6-1 on monday.\n",
      "Removed Special Characters: shanghai atp canas struggles to first round win shanghai a tired but determined guillermo canas of argentina held off a strong early charge from spains guillermo garcialopez to win his first round shanghai atp match   on monday\n",
      "Tokens: ['shanghai', 'atp', 'canas', 'struggles', 'to', 'first', 'round', 'win', 'shanghai', 'a', 'tired', 'but', 'determined', 'guillermo', 'canas', 'of', 'argentina', 'held', 'off', 'a', 'strong', 'early', 'charge', 'from', 'spains', 'guillermo', 'garcialopez', 'to', 'win', 'his', 'first', 'round', 'shanghai', 'atp', 'match', 'on', 'monday']\n",
      "Removed Stopwords: ['shanghai', 'atp', 'canas', 'struggles', 'first', 'round', 'win', 'shanghai', 'tired', 'determined', 'guillermo', 'canas', 'argentina', 'held', 'strong', 'early', 'charge', 'spains', 'guillermo', 'garcialopez', 'win', 'first', 'round', 'shanghai', 'atp', 'match', 'monday']\n",
      "Stemmed Tokens: ['shanghai', 'atp', 'cana', 'struggl', 'first', 'round', 'win', 'shanghai', 'tire', 'determin', 'guillermo', 'cana', 'argentina', 'held', 'strong', 'earli', 'charg', 'spain', 'guillermo', 'garcialopez', 'win', 'first', 'round', 'shanghai', 'atp', 'match', 'monday']\n",
      "Final Preprocessed Text: shanghai atp cana struggl first round win shanghai tire determin guillermo cana argentina held strong earli charg spain guillermo garcialopez win first round shanghai atp match monday\n",
      "\n",
      "Original Text: FERGUSON ATTACKED IN TUNNEL BUST-UP SIR ALEX FERGUSON was pelted with food and pea soup by an Arsenal player in an extraordinary tunnel bust-up at Old Trafford yesterday.\n",
      "Lowercased Text: ferguson attacked in tunnel bust-up sir alex ferguson was pelted with food and pea soup by an arsenal player in an extraordinary tunnel bust-up at old trafford yesterday.\n",
      "Removed URLs: ferguson attacked in tunnel bust-up sir alex ferguson was pelted with food and pea soup by an arsenal player in an extraordinary tunnel bust-up at old trafford yesterday.\n",
      "Removed HTML Tags: ferguson attacked in tunnel bust-up sir alex ferguson was pelted with food and pea soup by an arsenal player in an extraordinary tunnel bust-up at old trafford yesterday.\n",
      "Removed Special Characters: ferguson attacked in tunnel bustup sir alex ferguson was pelted with food and pea soup by an arsenal player in an extraordinary tunnel bustup at old trafford yesterday\n",
      "Tokens: ['ferguson', 'attacked', 'in', 'tunnel', 'bustup', 'sir', 'alex', 'ferguson', 'was', 'pelted', 'with', 'food', 'and', 'pea', 'soup', 'by', 'an', 'arsenal', 'player', 'in', 'an', 'extraordinary', 'tunnel', 'bustup', 'at', 'old', 'trafford', 'yesterday']\n",
      "Removed Stopwords: ['ferguson', 'attacked', 'tunnel', 'bustup', 'sir', 'alex', 'ferguson', 'pelted', 'food', 'pea', 'soup', 'arsenal', 'player', 'extraordinary', 'tunnel', 'bustup', 'old', 'trafford', 'yesterday']\n",
      "Stemmed Tokens: ['ferguson', 'attack', 'tunnel', 'bustup', 'sir', 'alex', 'ferguson', 'pelt', 'food', 'pea', 'soup', 'arsen', 'player', 'extraordinari', 'tunnel', 'bustup', 'old', 'trafford', 'yesterday']\n",
      "Final Preprocessed Text: ferguson attack tunnel bustup sir alex ferguson pelt food pea soup arsen player extraordinari tunnel bustup old trafford yesterday\n",
      "\n",
      "Original Text: D.C. to Face K.C. for MLS Championship (AP) AP - Peter Nowak has played in two MLS Cups  #151; he liked the first a lot better  #151; and gets another crack at the championship this year. The rookie coach will guide D.C. United in Sunday's title game against Kansas City.\n",
      "Lowercased Text: d.c. to face k.c. for mls championship (ap) ap - peter nowak has played in two mls cups  #151; he liked the first a lot better  #151; and gets another crack at the championship this year. the rookie coach will guide d.c. united in sunday's title game against kansas city.\n",
      "Removed URLs: d.c. to face k.c. for mls championship (ap) ap - peter nowak has played in two mls cups  #151; he liked the first a lot better  #151; and gets another crack at the championship this year. the rookie coach will guide d.c. united in sunday's title game against kansas city.\n",
      "Removed HTML Tags: d.c. to face k.c. for mls championship (ap) ap - peter nowak has played in two mls cups  #151; he liked the first a lot better  #151; and gets another crack at the championship this year. the rookie coach will guide d.c. united in sunday's title game against kansas city.\n",
      "Removed Special Characters: dc to face kc for mls championship ap ap  peter nowak has played in two mls cups   he liked the first a lot better   and gets another crack at the championship this year the rookie coach will guide dc united in sundays title game against kansas city\n",
      "Tokens: ['dc', 'to', 'face', 'kc', 'for', 'mls', 'championship', 'ap', 'ap', 'peter', 'nowak', 'has', 'played', 'in', 'two', 'mls', 'cups', 'he', 'liked', 'the', 'first', 'a', 'lot', 'better', 'and', 'gets', 'another', 'crack', 'at', 'the', 'championship', 'this', 'year', 'the', 'rookie', 'coach', 'will', 'guide', 'dc', 'united', 'in', 'sundays', 'title', 'game', 'against', 'kansas', 'city']\n",
      "Removed Stopwords: ['dc', 'face', 'kc', 'mls', 'championship', 'ap', 'ap', 'peter', 'nowak', 'played', 'two', 'mls', 'cups', 'liked', 'first', 'lot', 'better', 'gets', 'another', 'crack', 'championship', 'year', 'rookie', 'coach', 'guide', 'dc', 'united', 'sundays', 'title', 'game', 'kansas', 'city']\n",
      "Stemmed Tokens: ['dc', 'face', 'kc', 'ml', 'championship', 'ap', 'ap', 'peter', 'nowak', 'play', 'two', 'ml', 'cup', 'like', 'first', 'lot', 'better', 'get', 'anoth', 'crack', 'championship', 'year', 'rooki', 'coach', 'guid', 'dc', 'unit', 'sunday', 'titl', 'game', 'kansa', 'citi']\n",
      "Final Preprocessed Text: dc face kc ml championship ap ap peter nowak play two ml cup like first lot better get anoth crack championship year rooki coach guid dc unit sunday titl game kansa citi\n",
      "\n",
      "Original Text: Upsets Shake Up College Football Poll (AP) AP - The upsets have begun and the little guys are moving into The Associated Press poll. After ranked teams started the season 21-0, five fell to unranked opponents this weekend, shaking up media poll released Sunday.\n",
      "Lowercased Text: upsets shake up college football poll (ap) ap - the upsets have begun and the little guys are moving into the associated press poll. after ranked teams started the season 21-0, five fell to unranked opponents this weekend, shaking up media poll released sunday.\n",
      "Removed URLs: upsets shake up college football poll (ap) ap - the upsets have begun and the little guys are moving into the associated press poll. after ranked teams started the season 21-0, five fell to unranked opponents this weekend, shaking up media poll released sunday.\n",
      "Removed HTML Tags: upsets shake up college football poll (ap) ap - the upsets have begun and the little guys are moving into the associated press poll. after ranked teams started the season 21-0, five fell to unranked opponents this weekend, shaking up media poll released sunday.\n",
      "Removed Special Characters: upsets shake up college football poll ap ap  the upsets have begun and the little guys are moving into the associated press poll after ranked teams started the season  five fell to unranked opponents this weekend shaking up media poll released sunday\n",
      "Tokens: ['upsets', 'shake', 'up', 'college', 'football', 'poll', 'ap', 'ap', 'the', 'upsets', 'have', 'begun', 'and', 'the', 'little', 'guys', 'are', 'moving', 'into', 'the', 'associated', 'press', 'poll', 'after', 'ranked', 'teams', 'started', 'the', 'season', 'five', 'fell', 'to', 'unranked', 'opponents', 'this', 'weekend', 'shaking', 'up', 'media', 'poll', 'released', 'sunday']\n",
      "Removed Stopwords: ['upsets', 'shake', 'college', 'football', 'poll', 'ap', 'ap', 'upsets', 'begun', 'little', 'guys', 'moving', 'associated', 'press', 'poll', 'ranked', 'teams', 'started', 'season', 'five', 'fell', 'unranked', 'opponents', 'weekend', 'shaking', 'media', 'poll', 'released', 'sunday']\n",
      "Stemmed Tokens: ['upset', 'shake', 'colleg', 'footbal', 'poll', 'ap', 'ap', 'upset', 'begun', 'littl', 'guy', 'move', 'associ', 'press', 'poll', 'rank', 'team', 'start', 'season', 'five', 'fell', 'unrank', 'oppon', 'weekend', 'shake', 'media', 'poll', 'releas', 'sunday']\n",
      "Final Preprocessed Text: upset shake colleg footbal poll ap ap upset begun littl guy move associ press poll rank team start season five fell unrank oppon weekend shake media poll releas sunday\n",
      "\n",
      "Original Text: Bryant clinches maiden win Bart Bryant clinched his first PGA Tour title with a three-shot victory in the Texas Open in San Antonio. The 41-year-old, who shot a 60 in his third round to move into a three-stroke lead, hit a final-round 67 to hold off Patrick Sheehan.\n",
      "Lowercased Text: bryant clinches maiden win bart bryant clinched his first pga tour title with a three-shot victory in the texas open in san antonio. the 41-year-old, who shot a 60 in his third round to move into a three-stroke lead, hit a final-round 67 to hold off patrick sheehan.\n",
      "Removed URLs: bryant clinches maiden win bart bryant clinched his first pga tour title with a three-shot victory in the texas open in san antonio. the 41-year-old, who shot a 60 in his third round to move into a three-stroke lead, hit a final-round 67 to hold off patrick sheehan.\n",
      "Removed HTML Tags: bryant clinches maiden win bart bryant clinched his first pga tour title with a three-shot victory in the texas open in san antonio. the 41-year-old, who shot a 60 in his third round to move into a three-stroke lead, hit a final-round 67 to hold off patrick sheehan.\n",
      "Removed Special Characters: bryant clinches maiden win bart bryant clinched his first pga tour title with a threeshot victory in the texas open in san antonio the yearold who shot a  in his third round to move into a threestroke lead hit a finalround  to hold off patrick sheehan\n",
      "Tokens: ['bryant', 'clinches', 'maiden', 'win', 'bart', 'bryant', 'clinched', 'his', 'first', 'pga', 'tour', 'title', 'with', 'a', 'threeshot', 'victory', 'in', 'the', 'texas', 'open', 'in', 'san', 'antonio', 'the', 'yearold', 'who', 'shot', 'a', 'in', 'his', 'third', 'round', 'to', 'move', 'into', 'a', 'threestroke', 'lead', 'hit', 'a', 'finalround', 'to', 'hold', 'off', 'patrick', 'sheehan']\n",
      "Removed Stopwords: ['bryant', 'clinches', 'maiden', 'win', 'bart', 'bryant', 'clinched', 'first', 'pga', 'tour', 'title', 'threeshot', 'victory', 'texas', 'open', 'san', 'antonio', 'yearold', 'shot', 'third', 'round', 'move', 'threestroke', 'lead', 'hit', 'finalround', 'hold', 'patrick', 'sheehan']\n",
      "Stemmed Tokens: ['bryant', 'clinch', 'maiden', 'win', 'bart', 'bryant', 'clinch', 'first', 'pga', 'tour', 'titl', 'threeshot', 'victori', 'texa', 'open', 'san', 'antonio', 'yearold', 'shot', 'third', 'round', 'move', 'threestrok', 'lead', 'hit', 'finalround', 'hold', 'patrick', 'sheehan']\n",
      "Final Preprocessed Text: bryant clinch maiden win bart bryant clinch first pga tour titl threeshot victori texa open san antonio yearold shot third round move threestrok lead hit finalround hold patrick sheehan\n",
      "\n",
      "Original Text: Ancelotti demands more from  #39;world #39;s best defence #39; AC Milan coach Carlo Ancelotti said he expects better from his defence after the shock 2-1 home defeat to promoted Messina on Wednesday.\n",
      "Lowercased Text: ancelotti demands more from  #39;world #39;s best defence #39; ac milan coach carlo ancelotti said he expects better from his defence after the shock 2-1 home defeat to promoted messina on wednesday.\n",
      "Removed URLs: ancelotti demands more from  #39;world #39;s best defence #39; ac milan coach carlo ancelotti said he expects better from his defence after the shock 2-1 home defeat to promoted messina on wednesday.\n",
      "Removed HTML Tags: ancelotti demands more from  #39;world #39;s best defence #39; ac milan coach carlo ancelotti said he expects better from his defence after the shock 2-1 home defeat to promoted messina on wednesday.\n",
      "Removed Special Characters: ancelotti demands more from  world s best defence  ac milan coach carlo ancelotti said he expects better from his defence after the shock  home defeat to promoted messina on wednesday\n",
      "Tokens: ['ancelotti', 'demands', 'more', 'from', 'world', 's', 'best', 'defence', 'ac', 'milan', 'coach', 'carlo', 'ancelotti', 'said', 'he', 'expects', 'better', 'from', 'his', 'defence', 'after', 'the', 'shock', 'home', 'defeat', 'to', 'promoted', 'messina', 'on', 'wednesday']\n",
      "Removed Stopwords: ['ancelotti', 'demands', 'world', 'best', 'defence', 'ac', 'milan', 'coach', 'carlo', 'ancelotti', 'said', 'expects', 'better', 'defence', 'shock', 'home', 'defeat', 'promoted', 'messina', 'wednesday']\n",
      "Stemmed Tokens: ['ancelotti', 'demand', 'world', 'best', 'defenc', 'ac', 'milan', 'coach', 'carlo', 'ancelotti', 'said', 'expect', 'better', 'defenc', 'shock', 'home', 'defeat', 'promot', 'messina', 'wednesday']\n",
      "Final Preprocessed Text: ancelotti demand world best defenc ac milan coach carlo ancelotti said expect better defenc shock home defeat promot messina wednesday\n",
      "\n",
      "Original Text: Spain coach faces racism inquiry THE Spanish football federation yesterday opened a disciplinary file against national coach Luis Aragones - but anti-racism campaigners expect him to be let off with a warning.\n",
      "Lowercased Text: spain coach faces racism inquiry the spanish football federation yesterday opened a disciplinary file against national coach luis aragones - but anti-racism campaigners expect him to be let off with a warning.\n",
      "Removed URLs: spain coach faces racism inquiry the spanish football federation yesterday opened a disciplinary file against national coach luis aragones - but anti-racism campaigners expect him to be let off with a warning.\n",
      "Removed HTML Tags: spain coach faces racism inquiry the spanish football federation yesterday opened a disciplinary file against national coach luis aragones - but anti-racism campaigners expect him to be let off with a warning.\n",
      "Removed Special Characters: spain coach faces racism inquiry the spanish football federation yesterday opened a disciplinary file against national coach luis aragones  but antiracism campaigners expect him to be let off with a warning\n",
      "Tokens: ['spain', 'coach', 'faces', 'racism', 'inquiry', 'the', 'spanish', 'football', 'federation', 'yesterday', 'opened', 'a', 'disciplinary', 'file', 'against', 'national', 'coach', 'luis', 'aragones', 'but', 'antiracism', 'campaigners', 'expect', 'him', 'to', 'be', 'let', 'off', 'with', 'a', 'warning']\n",
      "Removed Stopwords: ['spain', 'coach', 'faces', 'racism', 'inquiry', 'spanish', 'football', 'federation', 'yesterday', 'opened', 'disciplinary', 'file', 'national', 'coach', 'luis', 'aragones', 'antiracism', 'campaigners', 'expect', 'let', 'warning']\n",
      "Stemmed Tokens: ['spain', 'coach', 'face', 'racism', 'inquiri', 'spanish', 'footbal', 'feder', 'yesterday', 'open', 'disciplinari', 'file', 'nation', 'coach', 'lui', 'aragon', 'antirac', 'campaign', 'expect', 'let', 'warn']\n",
      "Final Preprocessed Text: spain coach face racism inquiri spanish footbal feder yesterday open disciplinari file nation coach lui aragon antirac campaign expect let warn\n",
      "\n",
      "Original Text: The Week: No. 1 at Last water running over a rock, wind ripping across a sand dune, the ocean washing up against the shore. Whatever the image, for the last three years Vijay Singh has been the \n",
      "Lowercased Text: the week: no. 1 at last water running over a rock, wind ripping across a sand dune, the ocean washing up against the shore. whatever the image, for the last three years vijay singh has been the \n",
      "Removed URLs: the week: no. 1 at last water running over a rock, wind ripping across a sand dune, the ocean washing up against the shore. whatever the image, for the last three years vijay singh has been the \n",
      "Removed HTML Tags: the week: no. 1 at last water running over a rock, wind ripping across a sand dune, the ocean washing up against the shore. whatever the image, for the last three years vijay singh has been the \n",
      "Removed Special Characters: the week no  at last water running over a rock wind ripping across a sand dune the ocean washing up against the shore whatever the image for the last three years vijay singh has been the \n",
      "Tokens: ['the', 'week', 'no', 'at', 'last', 'water', 'running', 'over', 'a', 'rock', 'wind', 'ripping', 'across', 'a', 'sand', 'dune', 'the', 'ocean', 'washing', 'up', 'against', 'the', 'shore', 'whatever', 'the', 'image', 'for', 'the', 'last', 'three', 'years', 'vijay', 'singh', 'has', 'been', 'the']\n",
      "Removed Stopwords: ['week', 'last', 'water', 'running', 'rock', 'wind', 'ripping', 'across', 'sand', 'dune', 'ocean', 'washing', 'shore', 'whatever', 'image', 'last', 'three', 'years', 'vijay', 'singh']\n",
      "Stemmed Tokens: ['week', 'last', 'water', 'run', 'rock', 'wind', 'rip', 'across', 'sand', 'dune', 'ocean', 'wash', 'shore', 'whatev', 'imag', 'last', 'three', 'year', 'vijay', 'singh']\n",
      "Final Preprocessed Text: week last water run rock wind rip across sand dune ocean wash shore whatev imag last three year vijay singh\n",
      "\n",
      "Original Text: Backstage Pass; Mosley-Wright 2 By Sammy Rozenberg (AP Staff Writer/BoxingScene Staff Writer). BoxingScene was ready and willing to engage in conversation during the post-fight press conference following the Shane Mosley-Winky Wright rematch.\n",
      "Lowercased Text: backstage pass; mosley-wright 2 by sammy rozenberg (ap staff writer/boxingscene staff writer). boxingscene was ready and willing to engage in conversation during the post-fight press conference following the shane mosley-winky wright rematch.\n",
      "Removed URLs: backstage pass; mosley-wright 2 by sammy rozenberg (ap staff writer/boxingscene staff writer). boxingscene was ready and willing to engage in conversation during the post-fight press conference following the shane mosley-winky wright rematch.\n",
      "Removed HTML Tags: backstage pass; mosley-wright 2 by sammy rozenberg (ap staff writer/boxingscene staff writer). boxingscene was ready and willing to engage in conversation during the post-fight press conference following the shane mosley-winky wright rematch.\n",
      "Removed Special Characters: backstage pass mosleywright  by sammy rozenberg ap staff writerboxingscene staff writer boxingscene was ready and willing to engage in conversation during the postfight press conference following the shane mosleywinky wright rematch\n",
      "Tokens: ['backstage', 'pass', 'mosleywright', 'by', 'sammy', 'rozenberg', 'ap', 'staff', 'writerboxingscene', 'staff', 'writer', 'boxingscene', 'was', 'ready', 'and', 'willing', 'to', 'engage', 'in', 'conversation', 'during', 'the', 'postfight', 'press', 'conference', 'following', 'the', 'shane', 'mosleywinky', 'wright', 'rematch']\n",
      "Removed Stopwords: ['backstage', 'pass', 'mosleywright', 'sammy', 'rozenberg', 'ap', 'staff', 'writerboxingscene', 'staff', 'writer', 'boxingscene', 'ready', 'willing', 'engage', 'conversation', 'postfight', 'press', 'conference', 'following', 'shane', 'mosleywinky', 'wright', 'rematch']\n",
      "Stemmed Tokens: ['backstag', 'pass', 'mosleywright', 'sammi', 'rozenberg', 'ap', 'staff', 'writerboxingscen', 'staff', 'writer', 'boxingscen', 'readi', 'will', 'engag', 'convers', 'postfight', 'press', 'confer', 'follow', 'shane', 'mosleywinki', 'wright', 'rematch']\n",
      "Final Preprocessed Text: backstag pass mosleywright sammi rozenberg ap staff writerboxingscen staff writer boxingscen readi will engag convers postfight press confer follow shane mosleywinki wright rematch\n",
      "\n",
      "Original Text: Hamstring Shelves Moss Vikings receiver Randy Moss will miss his first game as a pro on Monday night against the Colts with a recurring hamstring strain that requires rest.\n",
      "Lowercased Text: hamstring shelves moss vikings receiver randy moss will miss his first game as a pro on monday night against the colts with a recurring hamstring strain that requires rest.\n",
      "Removed URLs: hamstring shelves moss vikings receiver randy moss will miss his first game as a pro on monday night against the colts with a recurring hamstring strain that requires rest.\n",
      "Removed HTML Tags: hamstring shelves moss vikings receiver randy moss will miss his first game as a pro on monday night against the colts with a recurring hamstring strain that requires rest.\n",
      "Removed Special Characters: hamstring shelves moss vikings receiver randy moss will miss his first game as a pro on monday night against the colts with a recurring hamstring strain that requires rest\n",
      "Tokens: ['hamstring', 'shelves', 'moss', 'vikings', 'receiver', 'randy', 'moss', 'will', 'miss', 'his', 'first', 'game', 'as', 'a', 'pro', 'on', 'monday', 'night', 'against', 'the', 'colts', 'with', 'a', 'recurring', 'hamstring', 'strain', 'that', 'requires', 'rest']\n",
      "Removed Stopwords: ['hamstring', 'shelves', 'moss', 'vikings', 'receiver', 'randy', 'moss', 'miss', 'first', 'game', 'pro', 'monday', 'night', 'colts', 'recurring', 'hamstring', 'strain', 'requires', 'rest']\n",
      "Stemmed Tokens: ['hamstr', 'shelv', 'moss', 'vike', 'receiv', 'randi', 'moss', 'miss', 'first', 'game', 'pro', 'monday', 'night', 'colt', 'recur', 'hamstr', 'strain', 'requir', 'rest']\n",
      "Final Preprocessed Text: hamstr shelv moss vike receiv randi moss miss first game pro monday night colt recur hamstr strain requir rest\n",
      "\n",
      "Original Text: Geiberger heads threesome to win Chrysler Classic Brent Geiberger secured his place on the USPGA Tour for the next two years with his fine two shot win at the Chrysler Classic of Greensboro today.\n",
      "Lowercased Text: geiberger heads threesome to win chrysler classic brent geiberger secured his place on the uspga tour for the next two years with his fine two shot win at the chrysler classic of greensboro today.\n",
      "Removed URLs: geiberger heads threesome to win chrysler classic brent geiberger secured his place on the uspga tour for the next two years with his fine two shot win at the chrysler classic of greensboro today.\n",
      "Removed HTML Tags: geiberger heads threesome to win chrysler classic brent geiberger secured his place on the uspga tour for the next two years with his fine two shot win at the chrysler classic of greensboro today.\n",
      "Removed Special Characters: geiberger heads threesome to win chrysler classic brent geiberger secured his place on the uspga tour for the next two years with his fine two shot win at the chrysler classic of greensboro today\n",
      "Tokens: ['geiberger', 'heads', 'threesome', 'to', 'win', 'chrysler', 'classic', 'brent', 'geiberger', 'secured', 'his', 'place', 'on', 'the', 'uspga', 'tour', 'for', 'the', 'next', 'two', 'years', 'with', 'his', 'fine', 'two', 'shot', 'win', 'at', 'the', 'chrysler', 'classic', 'of', 'greensboro', 'today']\n",
      "Removed Stopwords: ['geiberger', 'heads', 'threesome', 'win', 'chrysler', 'classic', 'brent', 'geiberger', 'secured', 'place', 'uspga', 'tour', 'next', 'two', 'years', 'fine', 'two', 'shot', 'win', 'chrysler', 'classic', 'greensboro', 'today']\n",
      "Stemmed Tokens: ['geiberg', 'head', 'threesom', 'win', 'chrysler', 'classic', 'brent', 'geiberg', 'secur', 'place', 'uspga', 'tour', 'next', 'two', 'year', 'fine', 'two', 'shot', 'win', 'chrysler', 'classic', 'greensboro', 'today']\n",
      "Final Preprocessed Text: geiberg head threesom win chrysler classic brent geiberg secur place uspga tour next two year fine two shot win chrysler classic greensboro today\n",
      "\n",
      "Original Text: UM defense a big hit from start to finish Markus Curry made the hit low, Ernest Shazor made the hit high and Leon Hall leapt for the football as it wobbled freely toward the University of Michigan sideline.\n",
      "Lowercased Text: um defense a big hit from start to finish markus curry made the hit low, ernest shazor made the hit high and leon hall leapt for the football as it wobbled freely toward the university of michigan sideline.\n",
      "Removed URLs: um defense a big hit from start to finish markus curry made the hit low, ernest shazor made the hit high and leon hall leapt for the football as it wobbled freely toward the university of michigan sideline.\n",
      "Removed HTML Tags: um defense a big hit from start to finish markus curry made the hit low, ernest shazor made the hit high and leon hall leapt for the football as it wobbled freely toward the university of michigan sideline.\n",
      "Removed Special Characters: um defense a big hit from start to finish markus curry made the hit low ernest shazor made the hit high and leon hall leapt for the football as it wobbled freely toward the university of michigan sideline\n",
      "Tokens: ['um', 'defense', 'a', 'big', 'hit', 'from', 'start', 'to', 'finish', 'markus', 'curry', 'made', 'the', 'hit', 'low', 'ernest', 'shazor', 'made', 'the', 'hit', 'high', 'and', 'leon', 'hall', 'leapt', 'for', 'the', 'football', 'as', 'it', 'wobbled', 'freely', 'toward', 'the', 'university', 'of', 'michigan', 'sideline']\n",
      "Removed Stopwords: ['um', 'defense', 'big', 'hit', 'start', 'finish', 'markus', 'curry', 'made', 'hit', 'low', 'ernest', 'shazor', 'made', 'hit', 'high', 'leon', 'hall', 'leapt', 'football', 'wobbled', 'freely', 'toward', 'university', 'michigan', 'sideline']\n",
      "Stemmed Tokens: ['um', 'defens', 'big', 'hit', 'start', 'finish', 'marku', 'curri', 'made', 'hit', 'low', 'ernest', 'shazor', 'made', 'hit', 'high', 'leon', 'hall', 'leapt', 'footbal', 'wobbl', 'freeli', 'toward', 'univers', 'michigan', 'sidelin']\n",
      "Final Preprocessed Text: um defens big hit start finish marku curri made hit low ernest shazor made hit high leon hall leapt footbal wobbl freeli toward univers michigan sidelin\n",
      "\n",
      "Original Text: Woods wins Dunlop Phoenix Miyazaki - Tiger Woods shot a 3-under 67 Sunday to win the Dunlop Phoenix for his first title since February and first victory in Japan.\n",
      "Lowercased Text: woods wins dunlop phoenix miyazaki - tiger woods shot a 3-under 67 sunday to win the dunlop phoenix for his first title since february and first victory in japan.\n",
      "Removed URLs: woods wins dunlop phoenix miyazaki - tiger woods shot a 3-under 67 sunday to win the dunlop phoenix for his first title since february and first victory in japan.\n",
      "Removed HTML Tags: woods wins dunlop phoenix miyazaki - tiger woods shot a 3-under 67 sunday to win the dunlop phoenix for his first title since february and first victory in japan.\n",
      "Removed Special Characters: woods wins dunlop phoenix miyazaki  tiger woods shot a under  sunday to win the dunlop phoenix for his first title since february and first victory in japan\n",
      "Tokens: ['woods', 'wins', 'dunlop', 'phoenix', 'miyazaki', 'tiger', 'woods', 'shot', 'a', 'under', 'sunday', 'to', 'win', 'the', 'dunlop', 'phoenix', 'for', 'his', 'first', 'title', 'since', 'february', 'and', 'first', 'victory', 'in', 'japan']\n",
      "Removed Stopwords: ['woods', 'wins', 'dunlop', 'phoenix', 'miyazaki', 'tiger', 'woods', 'shot', 'sunday', 'win', 'dunlop', 'phoenix', 'first', 'title', 'since', 'february', 'first', 'victory', 'japan']\n",
      "Stemmed Tokens: ['wood', 'win', 'dunlop', 'phoenix', 'miyazaki', 'tiger', 'wood', 'shot', 'sunday', 'win', 'dunlop', 'phoenix', 'first', 'titl', 'sinc', 'februari', 'first', 'victori', 'japan']\n",
      "Final Preprocessed Text: wood win dunlop phoenix miyazaki tiger wood shot sunday win dunlop phoenix first titl sinc februari first victori japan\n",
      "\n",
      "Original Text: Wenger commits future to Arsenal Arsenal FC have agreed a three-year contract extension with manager Arsne Wenger, retaining the Frenchman #39;s services until May 2008.\n",
      "Lowercased Text: wenger commits future to arsenal arsenal fc have agreed a three-year contract extension with manager arsne wenger, retaining the frenchman #39;s services until may 2008.\n",
      "Removed URLs: wenger commits future to arsenal arsenal fc have agreed a three-year contract extension with manager arsne wenger, retaining the frenchman #39;s services until may 2008.\n",
      "Removed HTML Tags: wenger commits future to arsenal arsenal fc have agreed a three-year contract extension with manager arsne wenger, retaining the frenchman #39;s services until may 2008.\n",
      "Removed Special Characters: wenger commits future to arsenal arsenal fc have agreed a threeyear contract extension with manager arsne wenger retaining the frenchman s services until may \n",
      "Tokens: ['wenger', 'commits', 'future', 'to', 'arsenal', 'arsenal', 'fc', 'have', 'agreed', 'a', 'threeyear', 'contract', 'extension', 'with', 'manager', 'arsne', 'wenger', 'retaining', 'the', 'frenchman', 's', 'services', 'until', 'may']\n",
      "Removed Stopwords: ['wenger', 'commits', 'future', 'arsenal', 'arsenal', 'fc', 'agreed', 'threeyear', 'contract', 'extension', 'manager', 'arsne', 'wenger', 'retaining', 'frenchman', 'services', 'may']\n",
      "Stemmed Tokens: ['wenger', 'commit', 'futur', 'arsen', 'arsen', 'fc', 'agre', 'threeyear', 'contract', 'extens', 'manag', 'arsn', 'wenger', 'retain', 'frenchman', 'servic', 'may']\n",
      "Final Preprocessed Text: wenger commit futur arsen arsen fc agre threeyear contract extens manag arsn wenger retain frenchman servic may\n",
      "\n",
      "Original Text: Montgomerie, Donald named as Ryder Cup wildcards European Ryder Cup captain Bernhard Langer named Britons Colin Montgomerie and Luke Donald as his wildcard picks on Sunday for next month #39;s match against the United States.\n",
      "Lowercased Text: montgomerie, donald named as ryder cup wildcards european ryder cup captain bernhard langer named britons colin montgomerie and luke donald as his wildcard picks on sunday for next month #39;s match against the united states.\n",
      "Removed URLs: montgomerie, donald named as ryder cup wildcards european ryder cup captain bernhard langer named britons colin montgomerie and luke donald as his wildcard picks on sunday for next month #39;s match against the united states.\n",
      "Removed HTML Tags: montgomerie, donald named as ryder cup wildcards european ryder cup captain bernhard langer named britons colin montgomerie and luke donald as his wildcard picks on sunday for next month #39;s match against the united states.\n",
      "Removed Special Characters: montgomerie donald named as ryder cup wildcards european ryder cup captain bernhard langer named britons colin montgomerie and luke donald as his wildcard picks on sunday for next month s match against the united states\n",
      "Tokens: ['montgomerie', 'donald', 'named', 'as', 'ryder', 'cup', 'wildcards', 'european', 'ryder', 'cup', 'captain', 'bernhard', 'langer', 'named', 'britons', 'colin', 'montgomerie', 'and', 'luke', 'donald', 'as', 'his', 'wildcard', 'picks', 'on', 'sunday', 'for', 'next', 'month', 's', 'match', 'against', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['montgomerie', 'donald', 'named', 'ryder', 'cup', 'wildcards', 'european', 'ryder', 'cup', 'captain', 'bernhard', 'langer', 'named', 'britons', 'colin', 'montgomerie', 'luke', 'donald', 'wildcard', 'picks', 'sunday', 'next', 'month', 'match', 'united', 'states']\n",
      "Stemmed Tokens: ['montgomeri', 'donald', 'name', 'ryder', 'cup', 'wildcard', 'european', 'ryder', 'cup', 'captain', 'bernhard', 'langer', 'name', 'briton', 'colin', 'montgomeri', 'luke', 'donald', 'wildcard', 'pick', 'sunday', 'next', 'month', 'match', 'unit', 'state']\n",
      "Final Preprocessed Text: montgomeri donald name ryder cup wildcard european ryder cup captain bernhard langer name briton colin montgomeri luke donald wildcard pick sunday next month match unit state\n",
      "\n",
      "Original Text: Police Join Probe Into Pistons-Pacers Mass Brawl Police launched an investigation on Saturday into an extraordinary mass brawl involving players and fans at a game between the Detroit Pistons and Indiana Pacers.\n",
      "Lowercased Text: police join probe into pistons-pacers mass brawl police launched an investigation on saturday into an extraordinary mass brawl involving players and fans at a game between the detroit pistons and indiana pacers.\n",
      "Removed URLs: police join probe into pistons-pacers mass brawl police launched an investigation on saturday into an extraordinary mass brawl involving players and fans at a game between the detroit pistons and indiana pacers.\n",
      "Removed HTML Tags: police join probe into pistons-pacers mass brawl police launched an investigation on saturday into an extraordinary mass brawl involving players and fans at a game between the detroit pistons and indiana pacers.\n",
      "Removed Special Characters: police join probe into pistonspacers mass brawl police launched an investigation on saturday into an extraordinary mass brawl involving players and fans at a game between the detroit pistons and indiana pacers\n",
      "Tokens: ['police', 'join', 'probe', 'into', 'pistonspacers', 'mass', 'brawl', 'police', 'launched', 'an', 'investigation', 'on', 'saturday', 'into', 'an', 'extraordinary', 'mass', 'brawl', 'involving', 'players', 'and', 'fans', 'at', 'a', 'game', 'between', 'the', 'detroit', 'pistons', 'and', 'indiana', 'pacers']\n",
      "Removed Stopwords: ['police', 'join', 'probe', 'pistonspacers', 'mass', 'brawl', 'police', 'launched', 'investigation', 'saturday', 'extraordinary', 'mass', 'brawl', 'involving', 'players', 'fans', 'game', 'detroit', 'pistons', 'indiana', 'pacers']\n",
      "Stemmed Tokens: ['polic', 'join', 'probe', 'pistonspac', 'mass', 'brawl', 'polic', 'launch', 'investig', 'saturday', 'extraordinari', 'mass', 'brawl', 'involv', 'player', 'fan', 'game', 'detroit', 'piston', 'indiana', 'pacer']\n",
      "Final Preprocessed Text: polic join probe pistonspac mass brawl polic launch investig saturday extraordinari mass brawl involv player fan game detroit piston indiana pacer\n",
      "\n",
      "Original Text: Koetter: Hill will play Saturday Hakim Hill, the ASU football teams oft-controversial running back, will be back on the field when the Sun Devils travel to face California, head coach Dirk Koetter announced Tuesday.\n",
      "Lowercased Text: koetter: hill will play saturday hakim hill, the asu football teams oft-controversial running back, will be back on the field when the sun devils travel to face california, head coach dirk koetter announced tuesday.\n",
      "Removed URLs: koetter: hill will play saturday hakim hill, the asu football teams oft-controversial running back, will be back on the field when the sun devils travel to face california, head coach dirk koetter announced tuesday.\n",
      "Removed HTML Tags: koetter: hill will play saturday hakim hill, the asu football teams oft-controversial running back, will be back on the field when the sun devils travel to face california, head coach dirk koetter announced tuesday.\n",
      "Removed Special Characters: koetter hill will play saturday hakim hill the asu football teams oftcontroversial running back will be back on the field when the sun devils travel to face california head coach dirk koetter announced tuesday\n",
      "Tokens: ['koetter', 'hill', 'will', 'play', 'saturday', 'hakim', 'hill', 'the', 'asu', 'football', 'teams', 'oftcontroversial', 'running', 'back', 'will', 'be', 'back', 'on', 'the', 'field', 'when', 'the', 'sun', 'devils', 'travel', 'to', 'face', 'california', 'head', 'coach', 'dirk', 'koetter', 'announced', 'tuesday']\n",
      "Removed Stopwords: ['koetter', 'hill', 'play', 'saturday', 'hakim', 'hill', 'asu', 'football', 'teams', 'oftcontroversial', 'running', 'back', 'back', 'field', 'sun', 'devils', 'travel', 'face', 'california', 'head', 'coach', 'dirk', 'koetter', 'announced', 'tuesday']\n",
      "Stemmed Tokens: ['koetter', 'hill', 'play', 'saturday', 'hakim', 'hill', 'asu', 'footbal', 'team', 'oftcontroversi', 'run', 'back', 'back', 'field', 'sun', 'devil', 'travel', 'face', 'california', 'head', 'coach', 'dirk', 'koetter', 'announc', 'tuesday']\n",
      "Final Preprocessed Text: koetter hill play saturday hakim hill asu footbal team oftcontroversi run back back field sun devil travel face california head coach dirk koetter announc tuesday\n",
      "\n",
      "Original Text: Report: Drugs Caused Ken Caminiti #39;s Death NEW YORK - A drug overdose killed former baseball star Ken Caminiti, who tested positive for cocaine in the weeks before he died at age 41 and had admitted using steroids during his playing days, the city medical examiner ruled Monday.\n",
      "Lowercased Text: report: drugs caused ken caminiti #39;s death new york - a drug overdose killed former baseball star ken caminiti, who tested positive for cocaine in the weeks before he died at age 41 and had admitted using steroids during his playing days, the city medical examiner ruled monday.\n",
      "Removed URLs: report: drugs caused ken caminiti #39;s death new york - a drug overdose killed former baseball star ken caminiti, who tested positive for cocaine in the weeks before he died at age 41 and had admitted using steroids during his playing days, the city medical examiner ruled monday.\n",
      "Removed HTML Tags: report: drugs caused ken caminiti #39;s death new york - a drug overdose killed former baseball star ken caminiti, who tested positive for cocaine in the weeks before he died at age 41 and had admitted using steroids during his playing days, the city medical examiner ruled monday.\n",
      "Removed Special Characters: report drugs caused ken caminiti s death new york  a drug overdose killed former baseball star ken caminiti who tested positive for cocaine in the weeks before he died at age  and had admitted using steroids during his playing days the city medical examiner ruled monday\n",
      "Tokens: ['report', 'drugs', 'caused', 'ken', 'caminiti', 's', 'death', 'new', 'york', 'a', 'drug', 'overdose', 'killed', 'former', 'baseball', 'star', 'ken', 'caminiti', 'who', 'tested', 'positive', 'for', 'cocaine', 'in', 'the', 'weeks', 'before', 'he', 'died', 'at', 'age', 'and', 'had', 'admitted', 'using', 'steroids', 'during', 'his', 'playing', 'days', 'the', 'city', 'medical', 'examiner', 'ruled', 'monday']\n",
      "Removed Stopwords: ['report', 'drugs', 'caused', 'ken', 'caminiti', 'death', 'new', 'york', 'drug', 'overdose', 'killed', 'former', 'baseball', 'star', 'ken', 'caminiti', 'tested', 'positive', 'cocaine', 'weeks', 'died', 'age', 'admitted', 'using', 'steroids', 'playing', 'days', 'city', 'medical', 'examiner', 'ruled', 'monday']\n",
      "Stemmed Tokens: ['report', 'drug', 'caus', 'ken', 'camin', 'death', 'new', 'york', 'drug', 'overdos', 'kill', 'former', 'basebal', 'star', 'ken', 'camin', 'test', 'posit', 'cocain', 'week', 'die', 'age', 'admit', 'use', 'steroid', 'play', 'day', 'citi', 'medic', 'examin', 'rule', 'monday']\n",
      "Final Preprocessed Text: report drug caus ken camin death new york drug overdos kill former basebal star ken camin test posit cocain week die age admit use steroid play day citi medic examin rule monday\n",
      "\n",
      "Original Text: Logjam at the point Doc Rivers does not subscribe to the mad scientist, mix-and-match method when it comes to selecting a backup point guard. He does not want a rotation of Marcus Banks, Jiri Welsch, and Delonte West picking up the minutes Gary Payton leaves behind. He does not want the trio of young, inexperienced guards wondering about playing time in addition ...\n",
      "Lowercased Text: logjam at the point doc rivers does not subscribe to the mad scientist, mix-and-match method when it comes to selecting a backup point guard. he does not want a rotation of marcus banks, jiri welsch, and delonte west picking up the minutes gary payton leaves behind. he does not want the trio of young, inexperienced guards wondering about playing time in addition ...\n",
      "Removed URLs: logjam at the point doc rivers does not subscribe to the mad scientist, mix-and-match method when it comes to selecting a backup point guard. he does not want a rotation of marcus banks, jiri welsch, and delonte west picking up the minutes gary payton leaves behind. he does not want the trio of young, inexperienced guards wondering about playing time in addition ...\n",
      "Removed HTML Tags: logjam at the point doc rivers does not subscribe to the mad scientist, mix-and-match method when it comes to selecting a backup point guard. he does not want a rotation of marcus banks, jiri welsch, and delonte west picking up the minutes gary payton leaves behind. he does not want the trio of young, inexperienced guards wondering about playing time in addition ...\n",
      "Removed Special Characters: logjam at the point doc rivers does not subscribe to the mad scientist mixandmatch method when it comes to selecting a backup point guard he does not want a rotation of marcus banks jiri welsch and delonte west picking up the minutes gary payton leaves behind he does not want the trio of young inexperienced guards wondering about playing time in addition \n",
      "Tokens: ['logjam', 'at', 'the', 'point', 'doc', 'rivers', 'does', 'not', 'subscribe', 'to', 'the', 'mad', 'scientist', 'mixandmatch', 'method', 'when', 'it', 'comes', 'to', 'selecting', 'a', 'backup', 'point', 'guard', 'he', 'does', 'not', 'want', 'a', 'rotation', 'of', 'marcus', 'banks', 'jiri', 'welsch', 'and', 'delonte', 'west', 'picking', 'up', 'the', 'minutes', 'gary', 'payton', 'leaves', 'behind', 'he', 'does', 'not', 'want', 'the', 'trio', 'of', 'young', 'inexperienced', 'guards', 'wondering', 'about', 'playing', 'time', 'in', 'addition']\n",
      "Removed Stopwords: ['logjam', 'point', 'doc', 'rivers', 'subscribe', 'mad', 'scientist', 'mixandmatch', 'method', 'comes', 'selecting', 'backup', 'point', 'guard', 'want', 'rotation', 'marcus', 'banks', 'jiri', 'welsch', 'delonte', 'west', 'picking', 'minutes', 'gary', 'payton', 'leaves', 'behind', 'want', 'trio', 'young', 'inexperienced', 'guards', 'wondering', 'playing', 'time', 'addition']\n",
      "Stemmed Tokens: ['logjam', 'point', 'doc', 'river', 'subscrib', 'mad', 'scientist', 'mixandmatch', 'method', 'come', 'select', 'backup', 'point', 'guard', 'want', 'rotat', 'marcu', 'bank', 'jiri', 'welsch', 'delont', 'west', 'pick', 'minut', 'gari', 'payton', 'leav', 'behind', 'want', 'trio', 'young', 'inexperienc', 'guard', 'wonder', 'play', 'time', 'addit']\n",
      "Final Preprocessed Text: logjam point doc river subscrib mad scientist mixandmatch method come select backup point guard want rotat marcu bank jiri welsch delont west pick minut gari payton leav behind want trio young inexperienc guard wonder play time addit\n",
      "\n",
      "Original Text: Scandal won #39;t go away ATHENS -- It was telling yesterday that the majority of the dozens of journalists who asked questions and attended a news conference into a Greek doping scandal were mostly Canadian. Question after question came from Canadians. We were all there, I think, ...\n",
      "Lowercased Text: scandal won #39;t go away athens -- it was telling yesterday that the majority of the dozens of journalists who asked questions and attended a news conference into a greek doping scandal were mostly canadian. question after question came from canadians. we were all there, i think, ...\n",
      "Removed URLs: scandal won #39;t go away athens -- it was telling yesterday that the majority of the dozens of journalists who asked questions and attended a news conference into a greek doping scandal were mostly canadian. question after question came from canadians. we were all there, i think, ...\n",
      "Removed HTML Tags: scandal won #39;t go away athens -- it was telling yesterday that the majority of the dozens of journalists who asked questions and attended a news conference into a greek doping scandal were mostly canadian. question after question came from canadians. we were all there, i think, ...\n",
      "Removed Special Characters: scandal won t go away athens  it was telling yesterday that the majority of the dozens of journalists who asked questions and attended a news conference into a greek doping scandal were mostly canadian question after question came from canadians we were all there i think \n",
      "Tokens: ['scandal', 'won', 't', 'go', 'away', 'athens', 'it', 'was', 'telling', 'yesterday', 'that', 'the', 'majority', 'of', 'the', 'dozens', 'of', 'journalists', 'who', 'asked', 'questions', 'and', 'attended', 'a', 'news', 'conference', 'into', 'a', 'greek', 'doping', 'scandal', 'were', 'mostly', 'canadian', 'question', 'after', 'question', 'came', 'from', 'canadians', 'we', 'were', 'all', 'there', 'i', 'think']\n",
      "Removed Stopwords: ['scandal', 'go', 'away', 'athens', 'telling', 'yesterday', 'majority', 'dozens', 'journalists', 'asked', 'questions', 'attended', 'news', 'conference', 'greek', 'doping', 'scandal', 'mostly', 'canadian', 'question', 'question', 'came', 'canadians', 'think']\n",
      "Stemmed Tokens: ['scandal', 'go', 'away', 'athen', 'tell', 'yesterday', 'major', 'dozen', 'journalist', 'ask', 'question', 'attend', 'news', 'confer', 'greek', 'dope', 'scandal', 'mostli', 'canadian', 'question', 'question', 'came', 'canadian', 'think']\n",
      "Final Preprocessed Text: scandal go away athen tell yesterday major dozen journalist ask question attend news confer greek dope scandal mostli canadian question question came canadian think\n",
      "\n",
      "Original Text: Roddick bounced Andy Roddick of the United States ran into a bold, bigger version of himself at the US Open, and 6-foot-6 Joachim Johansson of Sweden sent the defending champion home.\n",
      "Lowercased Text: roddick bounced andy roddick of the united states ran into a bold, bigger version of himself at the us open, and 6-foot-6 joachim johansson of sweden sent the defending champion home.\n",
      "Removed URLs: roddick bounced andy roddick of the united states ran into a bold, bigger version of himself at the us open, and 6-foot-6 joachim johansson of sweden sent the defending champion home.\n",
      "Removed HTML Tags: roddick bounced andy roddick of the united states ran into a bold, bigger version of himself at the us open, and 6-foot-6 joachim johansson of sweden sent the defending champion home.\n",
      "Removed Special Characters: roddick bounced andy roddick of the united states ran into a bold bigger version of himself at the us open and foot joachim johansson of sweden sent the defending champion home\n",
      "Tokens: ['roddick', 'bounced', 'andy', 'roddick', 'of', 'the', 'united', 'states', 'ran', 'into', 'a', 'bold', 'bigger', 'version', 'of', 'himself', 'at', 'the', 'us', 'open', 'and', 'foot', 'joachim', 'johansson', 'of', 'sweden', 'sent', 'the', 'defending', 'champion', 'home']\n",
      "Removed Stopwords: ['roddick', 'bounced', 'andy', 'roddick', 'united', 'states', 'ran', 'bold', 'bigger', 'version', 'us', 'open', 'foot', 'joachim', 'johansson', 'sweden', 'sent', 'defending', 'champion', 'home']\n",
      "Stemmed Tokens: ['roddick', 'bounc', 'andi', 'roddick', 'unit', 'state', 'ran', 'bold', 'bigger', 'version', 'us', 'open', 'foot', 'joachim', 'johansson', 'sweden', 'sent', 'defend', 'champion', 'home']\n",
      "Final Preprocessed Text: roddick bounc andi roddick unit state ran bold bigger version us open foot joachim johansson sweden sent defend champion home\n",
      "\n",
      "Original Text: Washington chooses a stadium site for Expos The DC Sports and Entertainment Commission outlined its plans Tuesday night in a meeting with city government officials. An official involved in the process, speaking on condition of anonymity, told The Associated \n",
      "Lowercased Text: washington chooses a stadium site for expos the dc sports and entertainment commission outlined its plans tuesday night in a meeting with city government officials. an official involved in the process, speaking on condition of anonymity, told the associated \n",
      "Removed URLs: washington chooses a stadium site for expos the dc sports and entertainment commission outlined its plans tuesday night in a meeting with city government officials. an official involved in the process, speaking on condition of anonymity, told the associated \n",
      "Removed HTML Tags: washington chooses a stadium site for expos the dc sports and entertainment commission outlined its plans tuesday night in a meeting with city government officials. an official involved in the process, speaking on condition of anonymity, told the associated \n",
      "Removed Special Characters: washington chooses a stadium site for expos the dc sports and entertainment commission outlined its plans tuesday night in a meeting with city government officials an official involved in the process speaking on condition of anonymity told the associated \n",
      "Tokens: ['washington', 'chooses', 'a', 'stadium', 'site', 'for', 'expos', 'the', 'dc', 'sports', 'and', 'entertainment', 'commission', 'outlined', 'its', 'plans', 'tuesday', 'night', 'in', 'a', 'meeting', 'with', 'city', 'government', 'officials', 'an', 'official', 'involved', 'in', 'the', 'process', 'speaking', 'on', 'condition', 'of', 'anonymity', 'told', 'the', 'associated']\n",
      "Removed Stopwords: ['washington', 'chooses', 'stadium', 'site', 'expos', 'dc', 'sports', 'entertainment', 'commission', 'outlined', 'plans', 'tuesday', 'night', 'meeting', 'city', 'government', 'officials', 'official', 'involved', 'process', 'speaking', 'condition', 'anonymity', 'told', 'associated']\n",
      "Stemmed Tokens: ['washington', 'choos', 'stadium', 'site', 'expo', 'dc', 'sport', 'entertain', 'commiss', 'outlin', 'plan', 'tuesday', 'night', 'meet', 'citi', 'govern', 'offici', 'offici', 'involv', 'process', 'speak', 'condit', 'anonym', 'told', 'associ']\n",
      "Final Preprocessed Text: washington choos stadium site expo dc sport entertain commiss outlin plan tuesday night meet citi govern offici offici involv process speak condit anonym told associ\n",
      "\n",
      "Original Text: Buckeyes have lots to replace but are brimming with optimism There are remarkable similarities between the 2004 Ohio State Buckeyes and those that won the national championship just two years ago. \n",
      "Lowercased Text: buckeyes have lots to replace but are brimming with optimism there are remarkable similarities between the 2004 ohio state buckeyes and those that won the national championship just two years ago. \n",
      "Removed URLs: buckeyes have lots to replace but are brimming with optimism there are remarkable similarities between the 2004 ohio state buckeyes and those that won the national championship just two years ago. \n",
      "Removed HTML Tags: buckeyes have lots to replace but are brimming with optimism there are remarkable similarities between the 2004 ohio state buckeyes and those that won the national championship just two years ago. \n",
      "Removed Special Characters: buckeyes have lots to replace but are brimming with optimism there are remarkable similarities between the  ohio state buckeyes and those that won the national championship just two years ago \n",
      "Tokens: ['buckeyes', 'have', 'lots', 'to', 'replace', 'but', 'are', 'brimming', 'with', 'optimism', 'there', 'are', 'remarkable', 'similarities', 'between', 'the', 'ohio', 'state', 'buckeyes', 'and', 'those', 'that', 'won', 'the', 'national', 'championship', 'just', 'two', 'years', 'ago']\n",
      "Removed Stopwords: ['buckeyes', 'lots', 'replace', 'brimming', 'optimism', 'remarkable', 'similarities', 'ohio', 'state', 'buckeyes', 'national', 'championship', 'two', 'years', 'ago']\n",
      "Stemmed Tokens: ['buckey', 'lot', 'replac', 'brim', 'optim', 'remark', 'similar', 'ohio', 'state', 'buckey', 'nation', 'championship', 'two', 'year', 'ago']\n",
      "Final Preprocessed Text: buckey lot replac brim optim remark similar ohio state buckey nation championship two year ago\n",
      "\n",
      "Original Text: Olympics-U.S. Women Show Men How to Win Gold  ATHENS (Reuters) - The U.S. women's basketball team showed  their men how to win gold Saturday as around 70,000 spectators  flocked to the Olympic stadium for a hectic athletics program  on the penultimate night of the Athens Games.\n",
      "Lowercased Text: olympics-u.s. women show men how to win gold  athens (reuters) - the u.s. women's basketball team showed  their men how to win gold saturday as around 70,000 spectators  flocked to the olympic stadium for a hectic athletics program  on the penultimate night of the athens games.\n",
      "Removed URLs: olympics-u.s. women show men how to win gold  athens (reuters) - the u.s. women's basketball team showed  their men how to win gold saturday as around 70,000 spectators  flocked to the olympic stadium for a hectic athletics program  on the penultimate night of the athens games.\n",
      "Removed HTML Tags: olympics-u.s. women show men how to win gold  athens (reuters) - the u.s. women's basketball team showed  their men how to win gold saturday as around 70,000 spectators  flocked to the olympic stadium for a hectic athletics program  on the penultimate night of the athens games.\n",
      "Removed Special Characters: olympicsus women show men how to win gold  athens reuters  the us womens basketball team showed  their men how to win gold saturday as around  spectators  flocked to the olympic stadium for a hectic athletics program  on the penultimate night of the athens games\n",
      "Tokens: ['olympicsus', 'women', 'show', 'men', 'how', 'to', 'win', 'gold', 'athens', 'reuters', 'the', 'us', 'womens', 'basketball', 'team', 'showed', 'their', 'men', 'how', 'to', 'win', 'gold', 'saturday', 'as', 'around', 'spectators', 'flocked', 'to', 'the', 'olympic', 'stadium', 'for', 'a', 'hectic', 'athletics', 'program', 'on', 'the', 'penultimate', 'night', 'of', 'the', 'athens', 'games']\n",
      "Removed Stopwords: ['olympicsus', 'women', 'show', 'men', 'win', 'gold', 'athens', 'reuters', 'us', 'womens', 'basketball', 'team', 'showed', 'men', 'win', 'gold', 'saturday', 'around', 'spectators', 'flocked', 'olympic', 'stadium', 'hectic', 'athletics', 'program', 'penultimate', 'night', 'athens', 'games']\n",
      "Stemmed Tokens: ['olympicsu', 'women', 'show', 'men', 'win', 'gold', 'athen', 'reuter', 'us', 'women', 'basketbal', 'team', 'show', 'men', 'win', 'gold', 'saturday', 'around', 'spectat', 'flock', 'olymp', 'stadium', 'hectic', 'athlet', 'program', 'penultim', 'night', 'athen', 'game']\n",
      "Final Preprocessed Text: olympicsu women show men win gold athen reuter us women basketbal team show men win gold saturday around spectat flock olymp stadium hectic athlet program penultim night athen game\n",
      "\n",
      "Original Text: Former Louisville Basketball Player Dies (AP) AP - Former University of Louisville basketball player Larry Williams has died. He was 48.\n",
      "Lowercased Text: former louisville basketball player dies (ap) ap - former university of louisville basketball player larry williams has died. he was 48.\n",
      "Removed URLs: former louisville basketball player dies (ap) ap - former university of louisville basketball player larry williams has died. he was 48.\n",
      "Removed HTML Tags: former louisville basketball player dies (ap) ap - former university of louisville basketball player larry williams has died. he was 48.\n",
      "Removed Special Characters: former louisville basketball player dies ap ap  former university of louisville basketball player larry williams has died he was \n",
      "Tokens: ['former', 'louisville', 'basketball', 'player', 'dies', 'ap', 'ap', 'former', 'university', 'of', 'louisville', 'basketball', 'player', 'larry', 'williams', 'has', 'died', 'he', 'was']\n",
      "Removed Stopwords: ['former', 'louisville', 'basketball', 'player', 'dies', 'ap', 'ap', 'former', 'university', 'louisville', 'basketball', 'player', 'larry', 'williams', 'died']\n",
      "Stemmed Tokens: ['former', 'louisvil', 'basketbal', 'player', 'die', 'ap', 'ap', 'former', 'univers', 'louisvil', 'basketbal', 'player', 'larri', 'william', 'die']\n",
      "Final Preprocessed Text: former louisvil basketbal player die ap ap former univers louisvil basketbal player larri william die\n",
      "\n",
      "Original Text: 11th-hour highlights too late NBC's prime-time Olympic coverage is taped and shaped, the television version of a Reader's Digest condensed book. We get all the US highlights, the big news stories, and a well-edited drama building to the 11 p.m. hour. It's a formula that's been proven to hold an audience and pull ratings. The big downside: You have to stay up until midnight ...\n",
      "Lowercased Text: 11th-hour highlights too late nbc's prime-time olympic coverage is taped and shaped, the television version of a reader's digest condensed book. we get all the us highlights, the big news stories, and a well-edited drama building to the 11 p.m. hour. it's a formula that's been proven to hold an audience and pull ratings. the big downside: you have to stay up until midnight ...\n",
      "Removed URLs: 11th-hour highlights too late nbc's prime-time olympic coverage is taped and shaped, the television version of a reader's digest condensed book. we get all the us highlights, the big news stories, and a well-edited drama building to the 11 p.m. hour. it's a formula that's been proven to hold an audience and pull ratings. the big downside: you have to stay up until midnight ...\n",
      "Removed HTML Tags: 11th-hour highlights too late nbc's prime-time olympic coverage is taped and shaped, the television version of a reader's digest condensed book. we get all the us highlights, the big news stories, and a well-edited drama building to the 11 p.m. hour. it's a formula that's been proven to hold an audience and pull ratings. the big downside: you have to stay up until midnight ...\n",
      "Removed Special Characters: thhour highlights too late nbcs primetime olympic coverage is taped and shaped the television version of a readers digest condensed book we get all the us highlights the big news stories and a welledited drama building to the  pm hour its a formula thats been proven to hold an audience and pull ratings the big downside you have to stay up until midnight \n",
      "Tokens: ['thhour', 'highlights', 'too', 'late', 'nbcs', 'primetime', 'olympic', 'coverage', 'is', 'taped', 'and', 'shaped', 'the', 'television', 'version', 'of', 'a', 'readers', 'digest', 'condensed', 'book', 'we', 'get', 'all', 'the', 'us', 'highlights', 'the', 'big', 'news', 'stories', 'and', 'a', 'welledited', 'drama', 'building', 'to', 'the', 'pm', 'hour', 'its', 'a', 'formula', 'thats', 'been', 'proven', 'to', 'hold', 'an', 'audience', 'and', 'pull', 'ratings', 'the', 'big', 'downside', 'you', 'have', 'to', 'stay', 'up', 'until', 'midnight']\n",
      "Removed Stopwords: ['thhour', 'highlights', 'late', 'nbcs', 'primetime', 'olympic', 'coverage', 'taped', 'shaped', 'television', 'version', 'readers', 'digest', 'condensed', 'book', 'get', 'us', 'highlights', 'big', 'news', 'stories', 'welledited', 'drama', 'building', 'pm', 'hour', 'formula', 'thats', 'proven', 'hold', 'audience', 'pull', 'ratings', 'big', 'downside', 'stay', 'midnight']\n",
      "Stemmed Tokens: ['thhour', 'highlight', 'late', 'nbc', 'primetim', 'olymp', 'coverag', 'tape', 'shape', 'televis', 'version', 'reader', 'digest', 'condens', 'book', 'get', 'us', 'highlight', 'big', 'news', 'stori', 'welledit', 'drama', 'build', 'pm', 'hour', 'formula', 'that', 'proven', 'hold', 'audienc', 'pull', 'rate', 'big', 'downsid', 'stay', 'midnight']\n",
      "Final Preprocessed Text: thhour highlight late nbc primetim olymp coverag tape shape televis version reader digest condens book get us highlight big news stori welledit drama build pm hour formula that proven hold audienc pull rate big downsid stay midnight\n",
      "\n",
      "Original Text: Europe Puts U.S. in Big Hole at Ryder Cup (AP) AP - Backed by the clutch performance from its English rookies and reliable play from Sergio Garcia and Lee Westwood, Europe put the United States in another huge hole Saturday by taking an 11-5 lead at the Ryder Cup and making victory Sunday seem like a mere formality.\n",
      "Lowercased Text: europe puts u.s. in big hole at ryder cup (ap) ap - backed by the clutch performance from its english rookies and reliable play from sergio garcia and lee westwood, europe put the united states in another huge hole saturday by taking an 11-5 lead at the ryder cup and making victory sunday seem like a mere formality.\n",
      "Removed URLs: europe puts u.s. in big hole at ryder cup (ap) ap - backed by the clutch performance from its english rookies and reliable play from sergio garcia and lee westwood, europe put the united states in another huge hole saturday by taking an 11-5 lead at the ryder cup and making victory sunday seem like a mere formality.\n",
      "Removed HTML Tags: europe puts u.s. in big hole at ryder cup (ap) ap - backed by the clutch performance from its english rookies and reliable play from sergio garcia and lee westwood, europe put the united states in another huge hole saturday by taking an 11-5 lead at the ryder cup and making victory sunday seem like a mere formality.\n",
      "Removed Special Characters: europe puts us in big hole at ryder cup ap ap  backed by the clutch performance from its english rookies and reliable play from sergio garcia and lee westwood europe put the united states in another huge hole saturday by taking an  lead at the ryder cup and making victory sunday seem like a mere formality\n",
      "Tokens: ['europe', 'puts', 'us', 'in', 'big', 'hole', 'at', 'ryder', 'cup', 'ap', 'ap', 'backed', 'by', 'the', 'clutch', 'performance', 'from', 'its', 'english', 'rookies', 'and', 'reliable', 'play', 'from', 'sergio', 'garcia', 'and', 'lee', 'westwood', 'europe', 'put', 'the', 'united', 'states', 'in', 'another', 'huge', 'hole', 'saturday', 'by', 'taking', 'an', 'lead', 'at', 'the', 'ryder', 'cup', 'and', 'making', 'victory', 'sunday', 'seem', 'like', 'a', 'mere', 'formality']\n",
      "Removed Stopwords: ['europe', 'puts', 'us', 'big', 'hole', 'ryder', 'cup', 'ap', 'ap', 'backed', 'clutch', 'performance', 'english', 'rookies', 'reliable', 'play', 'sergio', 'garcia', 'lee', 'westwood', 'europe', 'put', 'united', 'states', 'another', 'huge', 'hole', 'saturday', 'taking', 'lead', 'ryder', 'cup', 'making', 'victory', 'sunday', 'seem', 'like', 'mere', 'formality']\n",
      "Stemmed Tokens: ['europ', 'put', 'us', 'big', 'hole', 'ryder', 'cup', 'ap', 'ap', 'back', 'clutch', 'perform', 'english', 'rooki', 'reliabl', 'play', 'sergio', 'garcia', 'lee', 'westwood', 'europ', 'put', 'unit', 'state', 'anoth', 'huge', 'hole', 'saturday', 'take', 'lead', 'ryder', 'cup', 'make', 'victori', 'sunday', 'seem', 'like', 'mere', 'formal']\n",
      "Final Preprocessed Text: europ put us big hole ryder cup ap ap back clutch perform english rooki reliabl play sergio garcia lee westwood europ put unit state anoth huge hole saturday take lead ryder cup make victori sunday seem like mere formal\n",
      "\n",
      "Original Text: Brewers introduce prospective buyer Milwaukee, WI (Sports Network) - Mark L. Attanasio was introduced as next owner of the Milwaukee Brewers on Monday. Attanasio, an investor from Los Angeles, is planning on buying the team from the family of Commissioner Bud Selig.\n",
      "Lowercased Text: brewers introduce prospective buyer milwaukee, wi (sports network) - mark l. attanasio was introduced as next owner of the milwaukee brewers on monday. attanasio, an investor from los angeles, is planning on buying the team from the family of commissioner bud selig.\n",
      "Removed URLs: brewers introduce prospective buyer milwaukee, wi (sports network) - mark l. attanasio was introduced as next owner of the milwaukee brewers on monday. attanasio, an investor from los angeles, is planning on buying the team from the family of commissioner bud selig.\n",
      "Removed HTML Tags: brewers introduce prospective buyer milwaukee, wi (sports network) - mark l. attanasio was introduced as next owner of the milwaukee brewers on monday. attanasio, an investor from los angeles, is planning on buying the team from the family of commissioner bud selig.\n",
      "Removed Special Characters: brewers introduce prospective buyer milwaukee wi sports network  mark l attanasio was introduced as next owner of the milwaukee brewers on monday attanasio an investor from los angeles is planning on buying the team from the family of commissioner bud selig\n",
      "Tokens: ['brewers', 'introduce', 'prospective', 'buyer', 'milwaukee', 'wi', 'sports', 'network', 'mark', 'l', 'attanasio', 'was', 'introduced', 'as', 'next', 'owner', 'of', 'the', 'milwaukee', 'brewers', 'on', 'monday', 'attanasio', 'an', 'investor', 'from', 'los', 'angeles', 'is', 'planning', 'on', 'buying', 'the', 'team', 'from', 'the', 'family', 'of', 'commissioner', 'bud', 'selig']\n",
      "Removed Stopwords: ['brewers', 'introduce', 'prospective', 'buyer', 'milwaukee', 'wi', 'sports', 'network', 'mark', 'l', 'attanasio', 'introduced', 'next', 'owner', 'milwaukee', 'brewers', 'monday', 'attanasio', 'investor', 'los', 'angeles', 'planning', 'buying', 'team', 'family', 'commissioner', 'bud', 'selig']\n",
      "Stemmed Tokens: ['brewer', 'introduc', 'prospect', 'buyer', 'milwauke', 'wi', 'sport', 'network', 'mark', 'l', 'attanasio', 'introduc', 'next', 'owner', 'milwauke', 'brewer', 'monday', 'attanasio', 'investor', 'lo', 'angel', 'plan', 'buy', 'team', 'famili', 'commission', 'bud', 'selig']\n",
      "Final Preprocessed Text: brewer introduc prospect buyer milwauke wi sport network mark l attanasio introduc next owner milwauke brewer monday attanasio investor lo angel plan buy team famili commission bud selig\n",
      "\n",
      "Original Text: Pinkel reinstates Damien Nash Missouri tailback Damien Nash was reinstated by coach Gary Pinkel, ending a one-game suspension for the teams #39; leading rusher.\n",
      "Lowercased Text: pinkel reinstates damien nash missouri tailback damien nash was reinstated by coach gary pinkel, ending a one-game suspension for the teams #39; leading rusher.\n",
      "Removed URLs: pinkel reinstates damien nash missouri tailback damien nash was reinstated by coach gary pinkel, ending a one-game suspension for the teams #39; leading rusher.\n",
      "Removed HTML Tags: pinkel reinstates damien nash missouri tailback damien nash was reinstated by coach gary pinkel, ending a one-game suspension for the teams #39; leading rusher.\n",
      "Removed Special Characters: pinkel reinstates damien nash missouri tailback damien nash was reinstated by coach gary pinkel ending a onegame suspension for the teams  leading rusher\n",
      "Tokens: ['pinkel', 'reinstates', 'damien', 'nash', 'missouri', 'tailback', 'damien', 'nash', 'was', 'reinstated', 'by', 'coach', 'gary', 'pinkel', 'ending', 'a', 'onegame', 'suspension', 'for', 'the', 'teams', 'leading', 'rusher']\n",
      "Removed Stopwords: ['pinkel', 'reinstates', 'damien', 'nash', 'missouri', 'tailback', 'damien', 'nash', 'reinstated', 'coach', 'gary', 'pinkel', 'ending', 'onegame', 'suspension', 'teams', 'leading', 'rusher']\n",
      "Stemmed Tokens: ['pinkel', 'reinstat', 'damien', 'nash', 'missouri', 'tailback', 'damien', 'nash', 'reinstat', 'coach', 'gari', 'pinkel', 'end', 'onegam', 'suspens', 'team', 'lead', 'rusher']\n",
      "Final Preprocessed Text: pinkel reinstat damien nash missouri tailback damien nash reinstat coach gari pinkel end onegam suspens team lead rusher\n",
      "\n",
      "Original Text: Glazer raises stake in United to close on buy-out trigger point Malcolm Glazer edged closer to triggering a mandatory bid for Manchester United last night by increasing his stake in the club to 27.\n",
      "Lowercased Text: glazer raises stake in united to close on buy-out trigger point malcolm glazer edged closer to triggering a mandatory bid for manchester united last night by increasing his stake in the club to 27.\n",
      "Removed URLs: glazer raises stake in united to close on buy-out trigger point malcolm glazer edged closer to triggering a mandatory bid for manchester united last night by increasing his stake in the club to 27.\n",
      "Removed HTML Tags: glazer raises stake in united to close on buy-out trigger point malcolm glazer edged closer to triggering a mandatory bid for manchester united last night by increasing his stake in the club to 27.\n",
      "Removed Special Characters: glazer raises stake in united to close on buyout trigger point malcolm glazer edged closer to triggering a mandatory bid for manchester united last night by increasing his stake in the club to \n",
      "Tokens: ['glazer', 'raises', 'stake', 'in', 'united', 'to', 'close', 'on', 'buyout', 'trigger', 'point', 'malcolm', 'glazer', 'edged', 'closer', 'to', 'triggering', 'a', 'mandatory', 'bid', 'for', 'manchester', 'united', 'last', 'night', 'by', 'increasing', 'his', 'stake', 'in', 'the', 'club', 'to']\n",
      "Removed Stopwords: ['glazer', 'raises', 'stake', 'united', 'close', 'buyout', 'trigger', 'point', 'malcolm', 'glazer', 'edged', 'closer', 'triggering', 'mandatory', 'bid', 'manchester', 'united', 'last', 'night', 'increasing', 'stake', 'club']\n",
      "Stemmed Tokens: ['glazer', 'rais', 'stake', 'unit', 'close', 'buyout', 'trigger', 'point', 'malcolm', 'glazer', 'edg', 'closer', 'trigger', 'mandatori', 'bid', 'manchest', 'unit', 'last', 'night', 'increas', 'stake', 'club']\n",
      "Final Preprocessed Text: glazer rais stake unit close buyout trigger point malcolm glazer edg closer trigger mandatori bid manchest unit last night increas stake club\n",
      "\n",
      "Original Text: Carly Patterson Wins Gymnastics All-Around Gold  ATHENS (Reuters) - Carly Patterson upstaged Russian diva  Svetlana Khorkina to become the first American in 20 years to  win the women's Olympic gymnastics all-round gold medal on  Thursday.\n",
      "Lowercased Text: carly patterson wins gymnastics all-around gold  athens (reuters) - carly patterson upstaged russian diva  svetlana khorkina to become the first american in 20 years to  win the women's olympic gymnastics all-round gold medal on  thursday.\n",
      "Removed URLs: carly patterson wins gymnastics all-around gold  athens (reuters) - carly patterson upstaged russian diva  svetlana khorkina to become the first american in 20 years to  win the women's olympic gymnastics all-round gold medal on  thursday.\n",
      "Removed HTML Tags: carly patterson wins gymnastics all-around gold  athens (reuters) - carly patterson upstaged russian diva  svetlana khorkina to become the first american in 20 years to  win the women's olympic gymnastics all-round gold medal on  thursday.\n",
      "Removed Special Characters: carly patterson wins gymnastics allaround gold  athens reuters  carly patterson upstaged russian diva  svetlana khorkina to become the first american in  years to  win the womens olympic gymnastics allround gold medal on  thursday\n",
      "Tokens: ['carly', 'patterson', 'wins', 'gymnastics', 'allaround', 'gold', 'athens', 'reuters', 'carly', 'patterson', 'upstaged', 'russian', 'diva', 'svetlana', 'khorkina', 'to', 'become', 'the', 'first', 'american', 'in', 'years', 'to', 'win', 'the', 'womens', 'olympic', 'gymnastics', 'allround', 'gold', 'medal', 'on', 'thursday']\n",
      "Removed Stopwords: ['carly', 'patterson', 'wins', 'gymnastics', 'allaround', 'gold', 'athens', 'reuters', 'carly', 'patterson', 'upstaged', 'russian', 'diva', 'svetlana', 'khorkina', 'become', 'first', 'american', 'years', 'win', 'womens', 'olympic', 'gymnastics', 'allround', 'gold', 'medal', 'thursday']\n",
      "Stemmed Tokens: ['carli', 'patterson', 'win', 'gymnast', 'allaround', 'gold', 'athen', 'reuter', 'carli', 'patterson', 'upstag', 'russian', 'diva', 'svetlana', 'khorkina', 'becom', 'first', 'american', 'year', 'win', 'women', 'olymp', 'gymnast', 'allround', 'gold', 'medal', 'thursday']\n",
      "Final Preprocessed Text: carli patterson win gymnast allaround gold athen reuter carli patterson upstag russian diva svetlana khorkina becom first american year win women olymp gymnast allround gold medal thursday\n",
      "\n",
      "Original Text: Pacers 89, Raptors 86 Jamaal Tinsley scored 17 of his 22 points in the second half to lead the Indiana Pacers to an 89-86 victory over the Toronto Raptors, who traded All Star Vince Carter to New Jersey earlier Friday.\n",
      "Lowercased Text: pacers 89, raptors 86 jamaal tinsley scored 17 of his 22 points in the second half to lead the indiana pacers to an 89-86 victory over the toronto raptors, who traded all star vince carter to new jersey earlier friday.\n",
      "Removed URLs: pacers 89, raptors 86 jamaal tinsley scored 17 of his 22 points in the second half to lead the indiana pacers to an 89-86 victory over the toronto raptors, who traded all star vince carter to new jersey earlier friday.\n",
      "Removed HTML Tags: pacers 89, raptors 86 jamaal tinsley scored 17 of his 22 points in the second half to lead the indiana pacers to an 89-86 victory over the toronto raptors, who traded all star vince carter to new jersey earlier friday.\n",
      "Removed Special Characters: pacers  raptors  jamaal tinsley scored  of his  points in the second half to lead the indiana pacers to an  victory over the toronto raptors who traded all star vince carter to new jersey earlier friday\n",
      "Tokens: ['pacers', 'raptors', 'jamaal', 'tinsley', 'scored', 'of', 'his', 'points', 'in', 'the', 'second', 'half', 'to', 'lead', 'the', 'indiana', 'pacers', 'to', 'an', 'victory', 'over', 'the', 'toronto', 'raptors', 'who', 'traded', 'all', 'star', 'vince', 'carter', 'to', 'new', 'jersey', 'earlier', 'friday']\n",
      "Removed Stopwords: ['pacers', 'raptors', 'jamaal', 'tinsley', 'scored', 'points', 'second', 'half', 'lead', 'indiana', 'pacers', 'victory', 'toronto', 'raptors', 'traded', 'star', 'vince', 'carter', 'new', 'jersey', 'earlier', 'friday']\n",
      "Stemmed Tokens: ['pacer', 'raptor', 'jamaal', 'tinsley', 'score', 'point', 'second', 'half', 'lead', 'indiana', 'pacer', 'victori', 'toronto', 'raptor', 'trade', 'star', 'vinc', 'carter', 'new', 'jersey', 'earlier', 'friday']\n",
      "Final Preprocessed Text: pacer raptor jamaal tinsley score point second half lead indiana pacer victori toronto raptor trade star vinc carter new jersey earlier friday\n",
      "\n",
      "Original Text: Wharf marks debut with wickets In-form Alex Wharf made an impressive start to his international career this morning with wickets in his first two overs against India at Trent Bridge.\n",
      "Lowercased Text: wharf marks debut with wickets in-form alex wharf made an impressive start to his international career this morning with wickets in his first two overs against india at trent bridge.\n",
      "Removed URLs: wharf marks debut with wickets in-form alex wharf made an impressive start to his international career this morning with wickets in his first two overs against india at trent bridge.\n",
      "Removed HTML Tags: wharf marks debut with wickets in-form alex wharf made an impressive start to his international career this morning with wickets in his first two overs against india at trent bridge.\n",
      "Removed Special Characters: wharf marks debut with wickets inform alex wharf made an impressive start to his international career this morning with wickets in his first two overs against india at trent bridge\n",
      "Tokens: ['wharf', 'marks', 'debut', 'with', 'wickets', 'inform', 'alex', 'wharf', 'made', 'an', 'impressive', 'start', 'to', 'his', 'international', 'career', 'this', 'morning', 'with', 'wickets', 'in', 'his', 'first', 'two', 'overs', 'against', 'india', 'at', 'trent', 'bridge']\n",
      "Removed Stopwords: ['wharf', 'marks', 'debut', 'wickets', 'inform', 'alex', 'wharf', 'made', 'impressive', 'start', 'international', 'career', 'morning', 'wickets', 'first', 'two', 'overs', 'india', 'trent', 'bridge']\n",
      "Stemmed Tokens: ['wharf', 'mark', 'debut', 'wicket', 'inform', 'alex', 'wharf', 'made', 'impress', 'start', 'intern', 'career', 'morn', 'wicket', 'first', 'two', 'over', 'india', 'trent', 'bridg']\n",
      "Final Preprocessed Text: wharf mark debut wicket inform alex wharf made impress start intern career morn wicket first two over india trent bridg\n",
      "\n",
      "Original Text: NBA says it has no plans to change 3-point shot despite NBDL &lt;b&gt;...&lt;/b&gt; The NBA has no plans to change its rules for the 3-point shot, though it will proceed with an experiment for its developmental league in which all field goals will be worth 2 points until the final five minutes of regulation and overtime.\n",
      "Lowercased Text: nba says it has no plans to change 3-point shot despite nbdl &lt;b&gt;...&lt;/b&gt; the nba has no plans to change its rules for the 3-point shot, though it will proceed with an experiment for its developmental league in which all field goals will be worth 2 points until the final five minutes of regulation and overtime.\n",
      "Removed URLs: nba says it has no plans to change 3-point shot despite nbdl &lt;b&gt;...&lt;/b&gt; the nba has no plans to change its rules for the 3-point shot, though it will proceed with an experiment for its developmental league in which all field goals will be worth 2 points until the final five minutes of regulation and overtime.\n",
      "Removed HTML Tags: nba says it has no plans to change 3-point shot despite nbdl &lt;b&gt;...&lt;/b&gt; the nba has no plans to change its rules for the 3-point shot, though it will proceed with an experiment for its developmental league in which all field goals will be worth 2 points until the final five minutes of regulation and overtime.\n",
      "Removed Special Characters: nba says it has no plans to change point shot despite nbdl ltbgtltbgt the nba has no plans to change its rules for the point shot though it will proceed with an experiment for its developmental league in which all field goals will be worth  points until the final five minutes of regulation and overtime\n",
      "Tokens: ['nba', 'says', 'it', 'has', 'no', 'plans', 'to', 'change', 'point', 'shot', 'despite', 'nbdl', 'ltbgtltbgt', 'the', 'nba', 'has', 'no', 'plans', 'to', 'change', 'its', 'rules', 'for', 'the', 'point', 'shot', 'though', 'it', 'will', 'proceed', 'with', 'an', 'experiment', 'for', 'its', 'developmental', 'league', 'in', 'which', 'all', 'field', 'goals', 'will', 'be', 'worth', 'points', 'until', 'the', 'final', 'five', 'minutes', 'of', 'regulation', 'and', 'overtime']\n",
      "Removed Stopwords: ['nba', 'says', 'plans', 'change', 'point', 'shot', 'despite', 'nbdl', 'ltbgtltbgt', 'nba', 'plans', 'change', 'rules', 'point', 'shot', 'though', 'proceed', 'experiment', 'developmental', 'league', 'field', 'goals', 'worth', 'points', 'final', 'five', 'minutes', 'regulation', 'overtime']\n",
      "Stemmed Tokens: ['nba', 'say', 'plan', 'chang', 'point', 'shot', 'despit', 'nbdl', 'ltbgtltbgt', 'nba', 'plan', 'chang', 'rule', 'point', 'shot', 'though', 'proceed', 'experi', 'development', 'leagu', 'field', 'goal', 'worth', 'point', 'final', 'five', 'minut', 'regul', 'overtim']\n",
      "Final Preprocessed Text: nba say plan chang point shot despit nbdl ltbgtltbgt nba plan chang rule point shot though proceed experi development leagu field goal worth point final five minut regul overtim\n",
      "\n",
      "Original Text: Harrington tied for first at Valderrama Padraig Harrington is tied for first at the Volvo Masters in Valderrama, at two under after 14 holes. Joining him at the top of the leaderbaod are Angel Cabrera, Brian Davis, and Alastair Forsyth.\n",
      "Lowercased Text: harrington tied for first at valderrama padraig harrington is tied for first at the volvo masters in valderrama, at two under after 14 holes. joining him at the top of the leaderbaod are angel cabrera, brian davis, and alastair forsyth.\n",
      "Removed URLs: harrington tied for first at valderrama padraig harrington is tied for first at the volvo masters in valderrama, at two under after 14 holes. joining him at the top of the leaderbaod are angel cabrera, brian davis, and alastair forsyth.\n",
      "Removed HTML Tags: harrington tied for first at valderrama padraig harrington is tied for first at the volvo masters in valderrama, at two under after 14 holes. joining him at the top of the leaderbaod are angel cabrera, brian davis, and alastair forsyth.\n",
      "Removed Special Characters: harrington tied for first at valderrama padraig harrington is tied for first at the volvo masters in valderrama at two under after  holes joining him at the top of the leaderbaod are angel cabrera brian davis and alastair forsyth\n",
      "Tokens: ['harrington', 'tied', 'for', 'first', 'at', 'valderrama', 'padraig', 'harrington', 'is', 'tied', 'for', 'first', 'at', 'the', 'volvo', 'masters', 'in', 'valderrama', 'at', 'two', 'under', 'after', 'holes', 'joining', 'him', 'at', 'the', 'top', 'of', 'the', 'leaderbaod', 'are', 'angel', 'cabrera', 'brian', 'davis', 'and', 'alastair', 'forsyth']\n",
      "Removed Stopwords: ['harrington', 'tied', 'first', 'valderrama', 'padraig', 'harrington', 'tied', 'first', 'volvo', 'masters', 'valderrama', 'two', 'holes', 'joining', 'top', 'leaderbaod', 'angel', 'cabrera', 'brian', 'davis', 'alastair', 'forsyth']\n",
      "Stemmed Tokens: ['harrington', 'tie', 'first', 'valderrama', 'padraig', 'harrington', 'tie', 'first', 'volvo', 'master', 'valderrama', 'two', 'hole', 'join', 'top', 'leaderbaod', 'angel', 'cabrera', 'brian', 'davi', 'alastair', 'forsyth']\n",
      "Final Preprocessed Text: harrington tie first valderrama padraig harrington tie first volvo master valderrama two hole join top leaderbaod angel cabrera brian davi alastair forsyth\n",
      "\n",
      "Original Text: Hendrick Motorsports Plane Crash Kills 10 (AP) AP - A plane owned by the Hendrick Motorsports organization crashed Sunday on its way to a NASCAR race, killing all 10 people aboard, federal officials said. A spokesman for a funeral home where the bodies were being taken said the dead included the son, brother and two nieces of Rick Hendrick, owner of one of the most successful organizations in NASCAR history.\n",
      "Lowercased Text: hendrick motorsports plane crash kills 10 (ap) ap - a plane owned by the hendrick motorsports organization crashed sunday on its way to a nascar race, killing all 10 people aboard, federal officials said. a spokesman for a funeral home where the bodies were being taken said the dead included the son, brother and two nieces of rick hendrick, owner of one of the most successful organizations in nascar history.\n",
      "Removed URLs: hendrick motorsports plane crash kills 10 (ap) ap - a plane owned by the hendrick motorsports organization crashed sunday on its way to a nascar race, killing all 10 people aboard, federal officials said. a spokesman for a funeral home where the bodies were being taken said the dead included the son, brother and two nieces of rick hendrick, owner of one of the most successful organizations in nascar history.\n",
      "Removed HTML Tags: hendrick motorsports plane crash kills 10 (ap) ap - a plane owned by the hendrick motorsports organization crashed sunday on its way to a nascar race, killing all 10 people aboard, federal officials said. a spokesman for a funeral home where the bodies were being taken said the dead included the son, brother and two nieces of rick hendrick, owner of one of the most successful organizations in nascar history.\n",
      "Removed Special Characters: hendrick motorsports plane crash kills  ap ap  a plane owned by the hendrick motorsports organization crashed sunday on its way to a nascar race killing all  people aboard federal officials said a spokesman for a funeral home where the bodies were being taken said the dead included the son brother and two nieces of rick hendrick owner of one of the most successful organizations in nascar history\n",
      "Tokens: ['hendrick', 'motorsports', 'plane', 'crash', 'kills', 'ap', 'ap', 'a', 'plane', 'owned', 'by', 'the', 'hendrick', 'motorsports', 'organization', 'crashed', 'sunday', 'on', 'its', 'way', 'to', 'a', 'nascar', 'race', 'killing', 'all', 'people', 'aboard', 'federal', 'officials', 'said', 'a', 'spokesman', 'for', 'a', 'funeral', 'home', 'where', 'the', 'bodies', 'were', 'being', 'taken', 'said', 'the', 'dead', 'included', 'the', 'son', 'brother', 'and', 'two', 'nieces', 'of', 'rick', 'hendrick', 'owner', 'of', 'one', 'of', 'the', 'most', 'successful', 'organizations', 'in', 'nascar', 'history']\n",
      "Removed Stopwords: ['hendrick', 'motorsports', 'plane', 'crash', 'kills', 'ap', 'ap', 'plane', 'owned', 'hendrick', 'motorsports', 'organization', 'crashed', 'sunday', 'way', 'nascar', 'race', 'killing', 'people', 'aboard', 'federal', 'officials', 'said', 'spokesman', 'funeral', 'home', 'bodies', 'taken', 'said', 'dead', 'included', 'son', 'brother', 'two', 'nieces', 'rick', 'hendrick', 'owner', 'one', 'successful', 'organizations', 'nascar', 'history']\n",
      "Stemmed Tokens: ['hendrick', 'motorsport', 'plane', 'crash', 'kill', 'ap', 'ap', 'plane', 'own', 'hendrick', 'motorsport', 'organ', 'crash', 'sunday', 'way', 'nascar', 'race', 'kill', 'peopl', 'aboard', 'feder', 'offici', 'said', 'spokesman', 'funer', 'home', 'bodi', 'taken', 'said', 'dead', 'includ', 'son', 'brother', 'two', 'niec', 'rick', 'hendrick', 'owner', 'one', 'success', 'organ', 'nascar', 'histori']\n",
      "Final Preprocessed Text: hendrick motorsport plane crash kill ap ap plane own hendrick motorsport organ crash sunday way nascar race kill peopl aboard feder offici said spokesman funer home bodi taken said dead includ son brother two niec rick hendrick owner one success organ nascar histori\n",
      "\n",
      "Original Text: Knee Injury Sidelines Chiefs' Holmes (AP) AP - Kansas City Chiefs star running back Priest Holmes will miss the rest of the season with a knee injury.\n",
      "Lowercased Text: knee injury sidelines chiefs' holmes (ap) ap - kansas city chiefs star running back priest holmes will miss the rest of the season with a knee injury.\n",
      "Removed URLs: knee injury sidelines chiefs' holmes (ap) ap - kansas city chiefs star running back priest holmes will miss the rest of the season with a knee injury.\n",
      "Removed HTML Tags: knee injury sidelines chiefs' holmes (ap) ap - kansas city chiefs star running back priest holmes will miss the rest of the season with a knee injury.\n",
      "Removed Special Characters: knee injury sidelines chiefs holmes ap ap  kansas city chiefs star running back priest holmes will miss the rest of the season with a knee injury\n",
      "Tokens: ['knee', 'injury', 'sidelines', 'chiefs', 'holmes', 'ap', 'ap', 'kansas', 'city', 'chiefs', 'star', 'running', 'back', 'priest', 'holmes', 'will', 'miss', 'the', 'rest', 'of', 'the', 'season', 'with', 'a', 'knee', 'injury']\n",
      "Removed Stopwords: ['knee', 'injury', 'sidelines', 'chiefs', 'holmes', 'ap', 'ap', 'kansas', 'city', 'chiefs', 'star', 'running', 'back', 'priest', 'holmes', 'miss', 'rest', 'season', 'knee', 'injury']\n",
      "Stemmed Tokens: ['knee', 'injuri', 'sidelin', 'chief', 'holm', 'ap', 'ap', 'kansa', 'citi', 'chief', 'star', 'run', 'back', 'priest', 'holm', 'miss', 'rest', 'season', 'knee', 'injuri']\n",
      "Final Preprocessed Text: knee injuri sidelin chief holm ap ap kansa citi chief star run back priest holm miss rest season knee injuri\n",
      "\n",
      "Original Text: Chiefs' Green Expected to Start Sunday  KANSAS CITY, Mo., (Sports Network) - Kansas City Chiefs  quarterback Trent Green is expected to start in Sunday's game  against the Oakland Raiders despite suffering from bruises to  his ribs and hip.\n",
      "Lowercased Text: chiefs' green expected to start sunday  kansas city, mo., (sports network) - kansas city chiefs  quarterback trent green is expected to start in sunday's game  against the oakland raiders despite suffering from bruises to  his ribs and hip.\n",
      "Removed URLs: chiefs' green expected to start sunday  kansas city, mo., (sports network) - kansas city chiefs  quarterback trent green is expected to start in sunday's game  against the oakland raiders despite suffering from bruises to  his ribs and hip.\n",
      "Removed HTML Tags: chiefs' green expected to start sunday  kansas city, mo., (sports network) - kansas city chiefs  quarterback trent green is expected to start in sunday's game  against the oakland raiders despite suffering from bruises to  his ribs and hip.\n",
      "Removed Special Characters: chiefs green expected to start sunday  kansas city mo sports network  kansas city chiefs  quarterback trent green is expected to start in sundays game  against the oakland raiders despite suffering from bruises to  his ribs and hip\n",
      "Tokens: ['chiefs', 'green', 'expected', 'to', 'start', 'sunday', 'kansas', 'city', 'mo', 'sports', 'network', 'kansas', 'city', 'chiefs', 'quarterback', 'trent', 'green', 'is', 'expected', 'to', 'start', 'in', 'sundays', 'game', 'against', 'the', 'oakland', 'raiders', 'despite', 'suffering', 'from', 'bruises', 'to', 'his', 'ribs', 'and', 'hip']\n",
      "Removed Stopwords: ['chiefs', 'green', 'expected', 'start', 'sunday', 'kansas', 'city', 'mo', 'sports', 'network', 'kansas', 'city', 'chiefs', 'quarterback', 'trent', 'green', 'expected', 'start', 'sundays', 'game', 'oakland', 'raiders', 'despite', 'suffering', 'bruises', 'ribs', 'hip']\n",
      "Stemmed Tokens: ['chief', 'green', 'expect', 'start', 'sunday', 'kansa', 'citi', 'mo', 'sport', 'network', 'kansa', 'citi', 'chief', 'quarterback', 'trent', 'green', 'expect', 'start', 'sunday', 'game', 'oakland', 'raider', 'despit', 'suffer', 'bruis', 'rib', 'hip']\n",
      "Final Preprocessed Text: chief green expect start sunday kansa citi mo sport network kansa citi chief quarterback trent green expect start sunday game oakland raider despit suffer bruis rib hip\n",
      "\n",
      "Original Text: One-Two Economic Punch Proposals for two major league sports stadiums that would face each other across the Anacostia River evolved independently, D.C. officials said Friday.\n",
      "Lowercased Text: one-two economic punch proposals for two major league sports stadiums that would face each other across the anacostia river evolved independently, d.c. officials said friday.\n",
      "Removed URLs: one-two economic punch proposals for two major league sports stadiums that would face each other across the anacostia river evolved independently, d.c. officials said friday.\n",
      "Removed HTML Tags: one-two economic punch proposals for two major league sports stadiums that would face each other across the anacostia river evolved independently, d.c. officials said friday.\n",
      "Removed Special Characters: onetwo economic punch proposals for two major league sports stadiums that would face each other across the anacostia river evolved independently dc officials said friday\n",
      "Tokens: ['onetwo', 'economic', 'punch', 'proposals', 'for', 'two', 'major', 'league', 'sports', 'stadiums', 'that', 'would', 'face', 'each', 'other', 'across', 'the', 'anacostia', 'river', 'evolved', 'independently', 'dc', 'officials', 'said', 'friday']\n",
      "Removed Stopwords: ['onetwo', 'economic', 'punch', 'proposals', 'two', 'major', 'league', 'sports', 'stadiums', 'would', 'face', 'across', 'anacostia', 'river', 'evolved', 'independently', 'dc', 'officials', 'said', 'friday']\n",
      "Stemmed Tokens: ['onetwo', 'econom', 'punch', 'propos', 'two', 'major', 'leagu', 'sport', 'stadium', 'would', 'face', 'across', 'anacostia', 'river', 'evolv', 'independ', 'dc', 'offici', 'said', 'friday']\n",
      "Final Preprocessed Text: onetwo econom punch propos two major leagu sport stadium would face across anacostia river evolv independ dc offici said friday\n",
      "\n",
      "Original Text: Rocket wills Astros to win Houston - -- As if Roger Clemens did not have enough to chew on Saturday morning as he sat in the Astros #39; clubhouse, in walks owner Drayton McLane, not to say  quot;good luck quot; or  quot;go get  #39;em, quot; but to tell Clemens,  quot;This is what we got you for.\n",
      "Lowercased Text: rocket wills astros to win houston - -- as if roger clemens did not have enough to chew on saturday morning as he sat in the astros #39; clubhouse, in walks owner drayton mclane, not to say  quot;good luck quot; or  quot;go get  #39;em, quot; but to tell clemens,  quot;this is what we got you for.\n",
      "Removed URLs: rocket wills astros to win houston - -- as if roger clemens did not have enough to chew on saturday morning as he sat in the astros #39; clubhouse, in walks owner drayton mclane, not to say  quot;good luck quot; or  quot;go get  #39;em, quot; but to tell clemens,  quot;this is what we got you for.\n",
      "Removed HTML Tags: rocket wills astros to win houston - -- as if roger clemens did not have enough to chew on saturday morning as he sat in the astros #39; clubhouse, in walks owner drayton mclane, not to say  quot;good luck quot; or  quot;go get  #39;em, quot; but to tell clemens,  quot;this is what we got you for.\n",
      "Removed Special Characters: rocket wills astros to win houston   as if roger clemens did not have enough to chew on saturday morning as he sat in the astros  clubhouse in walks owner drayton mclane not to say  quotgood luck quot or  quotgo get  em quot but to tell clemens  quotthis is what we got you for\n",
      "Tokens: ['rocket', 'wills', 'astros', 'to', 'win', 'houston', 'as', 'if', 'roger', 'clemens', 'did', 'not', 'have', 'enough', 'to', 'chew', 'on', 'saturday', 'morning', 'as', 'he', 'sat', 'in', 'the', 'astros', 'clubhouse', 'in', 'walks', 'owner', 'drayton', 'mclane', 'not', 'to', 'say', 'quotgood', 'luck', 'quot', 'or', 'quotgo', 'get', 'em', 'quot', 'but', 'to', 'tell', 'clemens', 'quotthis', 'is', 'what', 'we', 'got', 'you', 'for']\n",
      "Removed Stopwords: ['rocket', 'wills', 'astros', 'win', 'houston', 'roger', 'clemens', 'enough', 'chew', 'saturday', 'morning', 'sat', 'astros', 'clubhouse', 'walks', 'owner', 'drayton', 'mclane', 'say', 'quotgood', 'luck', 'quot', 'quotgo', 'get', 'em', 'quot', 'tell', 'clemens', 'quotthis', 'got']\n",
      "Stemmed Tokens: ['rocket', 'will', 'astro', 'win', 'houston', 'roger', 'clemen', 'enough', 'chew', 'saturday', 'morn', 'sat', 'astro', 'clubhous', 'walk', 'owner', 'drayton', 'mclane', 'say', 'quotgood', 'luck', 'quot', 'quotgo', 'get', 'em', 'quot', 'tell', 'clemen', 'quotthi', 'got']\n",
      "Final Preprocessed Text: rocket will astro win houston roger clemen enough chew saturday morn sat astro clubhous walk owner drayton mclane say quotgood luck quot quotgo get em quot tell clemen quotthi got\n",
      "\n",
      "Original Text: Backman out as D-Backs manager The Diamondbacks will replace Wally Backman as manager, The Sporting News has confirmed, and his replacement will be Bob Melvin, according to the East Valley Tribune.\n",
      "Lowercased Text: backman out as d-backs manager the diamondbacks will replace wally backman as manager, the sporting news has confirmed, and his replacement will be bob melvin, according to the east valley tribune.\n",
      "Removed URLs: backman out as d-backs manager the diamondbacks will replace wally backman as manager, the sporting news has confirmed, and his replacement will be bob melvin, according to the east valley tribune.\n",
      "Removed HTML Tags: backman out as d-backs manager the diamondbacks will replace wally backman as manager, the sporting news has confirmed, and his replacement will be bob melvin, according to the east valley tribune.\n",
      "Removed Special Characters: backman out as dbacks manager the diamondbacks will replace wally backman as manager the sporting news has confirmed and his replacement will be bob melvin according to the east valley tribune\n",
      "Tokens: ['backman', 'out', 'as', 'dbacks', 'manager', 'the', 'diamondbacks', 'will', 'replace', 'wally', 'backman', 'as', 'manager', 'the', 'sporting', 'news', 'has', 'confirmed', 'and', 'his', 'replacement', 'will', 'be', 'bob', 'melvin', 'according', 'to', 'the', 'east', 'valley', 'tribune']\n",
      "Removed Stopwords: ['backman', 'dbacks', 'manager', 'diamondbacks', 'replace', 'wally', 'backman', 'manager', 'sporting', 'news', 'confirmed', 'replacement', 'bob', 'melvin', 'according', 'east', 'valley', 'tribune']\n",
      "Stemmed Tokens: ['backman', 'dback', 'manag', 'diamondback', 'replac', 'walli', 'backman', 'manag', 'sport', 'news', 'confirm', 'replac', 'bob', 'melvin', 'accord', 'east', 'valley', 'tribun']\n",
      "Final Preprocessed Text: backman dback manag diamondback replac walli backman manag sport news confirm replac bob melvin accord east valley tribun\n",
      "\n",
      "Original Text: Athletics: Eight-year ban given to Collins for  #39;pattern of doping #39; Michelle Collins, who won the world athletics indoor 200 metres for the United States last year, was yesterday suspended for eight years despite the fact that she has never tested positive or admitted doping violations.\n",
      "Lowercased Text: athletics: eight-year ban given to collins for  #39;pattern of doping #39; michelle collins, who won the world athletics indoor 200 metres for the united states last year, was yesterday suspended for eight years despite the fact that she has never tested positive or admitted doping violations.\n",
      "Removed URLs: athletics: eight-year ban given to collins for  #39;pattern of doping #39; michelle collins, who won the world athletics indoor 200 metres for the united states last year, was yesterday suspended for eight years despite the fact that she has never tested positive or admitted doping violations.\n",
      "Removed HTML Tags: athletics: eight-year ban given to collins for  #39;pattern of doping #39; michelle collins, who won the world athletics indoor 200 metres for the united states last year, was yesterday suspended for eight years despite the fact that she has never tested positive or admitted doping violations.\n",
      "Removed Special Characters: athletics eightyear ban given to collins for  pattern of doping  michelle collins who won the world athletics indoor  metres for the united states last year was yesterday suspended for eight years despite the fact that she has never tested positive or admitted doping violations\n",
      "Tokens: ['athletics', 'eightyear', 'ban', 'given', 'to', 'collins', 'for', 'pattern', 'of', 'doping', 'michelle', 'collins', 'who', 'won', 'the', 'world', 'athletics', 'indoor', 'metres', 'for', 'the', 'united', 'states', 'last', 'year', 'was', 'yesterday', 'suspended', 'for', 'eight', 'years', 'despite', 'the', 'fact', 'that', 'she', 'has', 'never', 'tested', 'positive', 'or', 'admitted', 'doping', 'violations']\n",
      "Removed Stopwords: ['athletics', 'eightyear', 'ban', 'given', 'collins', 'pattern', 'doping', 'michelle', 'collins', 'world', 'athletics', 'indoor', 'metres', 'united', 'states', 'last', 'year', 'yesterday', 'suspended', 'eight', 'years', 'despite', 'fact', 'never', 'tested', 'positive', 'admitted', 'doping', 'violations']\n",
      "Stemmed Tokens: ['athlet', 'eightyear', 'ban', 'given', 'collin', 'pattern', 'dope', 'michel', 'collin', 'world', 'athlet', 'indoor', 'metr', 'unit', 'state', 'last', 'year', 'yesterday', 'suspend', 'eight', 'year', 'despit', 'fact', 'never', 'test', 'posit', 'admit', 'dope', 'violat']\n",
      "Final Preprocessed Text: athlet eightyear ban given collin pattern dope michel collin world athlet indoor metr unit state last year yesterday suspend eight year despit fact never test posit admit dope violat\n",
      "\n",
      "Original Text: Ace's wicked run leaves us wanting more Seven years of Pedro. Went by quickly, huh? Seven years, the best of which may very well have been the best pitching ever done in a Boston uniform. Seven years of feistiness. Seven years of blazing fastballs. Seven years of spellbinding changeups. Seven years of pitching inside, sometimes waaaaay inside. Seven years of double-digit strikeouts. Seven years of sheer virtuosity. ...\n",
      "Lowercased Text: ace's wicked run leaves us wanting more seven years of pedro. went by quickly, huh? seven years, the best of which may very well have been the best pitching ever done in a boston uniform. seven years of feistiness. seven years of blazing fastballs. seven years of spellbinding changeups. seven years of pitching inside, sometimes waaaaay inside. seven years of double-digit strikeouts. seven years of sheer virtuosity. ...\n",
      "Removed URLs: ace's wicked run leaves us wanting more seven years of pedro. went by quickly, huh? seven years, the best of which may very well have been the best pitching ever done in a boston uniform. seven years of feistiness. seven years of blazing fastballs. seven years of spellbinding changeups. seven years of pitching inside, sometimes waaaaay inside. seven years of double-digit strikeouts. seven years of sheer virtuosity. ...\n",
      "Removed HTML Tags: ace's wicked run leaves us wanting more seven years of pedro. went by quickly, huh? seven years, the best of which may very well have been the best pitching ever done in a boston uniform. seven years of feistiness. seven years of blazing fastballs. seven years of spellbinding changeups. seven years of pitching inside, sometimes waaaaay inside. seven years of double-digit strikeouts. seven years of sheer virtuosity. ...\n",
      "Removed Special Characters: aces wicked run leaves us wanting more seven years of pedro went by quickly huh seven years the best of which may very well have been the best pitching ever done in a boston uniform seven years of feistiness seven years of blazing fastballs seven years of spellbinding changeups seven years of pitching inside sometimes waaaaay inside seven years of doubledigit strikeouts seven years of sheer virtuosity \n",
      "Tokens: ['aces', 'wicked', 'run', 'leaves', 'us', 'wanting', 'more', 'seven', 'years', 'of', 'pedro', 'went', 'by', 'quickly', 'huh', 'seven', 'years', 'the', 'best', 'of', 'which', 'may', 'very', 'well', 'have', 'been', 'the', 'best', 'pitching', 'ever', 'done', 'in', 'a', 'boston', 'uniform', 'seven', 'years', 'of', 'feistiness', 'seven', 'years', 'of', 'blazing', 'fastballs', 'seven', 'years', 'of', 'spellbinding', 'changeups', 'seven', 'years', 'of', 'pitching', 'inside', 'sometimes', 'waaaaay', 'inside', 'seven', 'years', 'of', 'doubledigit', 'strikeouts', 'seven', 'years', 'of', 'sheer', 'virtuosity']\n",
      "Removed Stopwords: ['aces', 'wicked', 'run', 'leaves', 'us', 'wanting', 'seven', 'years', 'pedro', 'went', 'quickly', 'huh', 'seven', 'years', 'best', 'may', 'well', 'best', 'pitching', 'ever', 'done', 'boston', 'uniform', 'seven', 'years', 'feistiness', 'seven', 'years', 'blazing', 'fastballs', 'seven', 'years', 'spellbinding', 'changeups', 'seven', 'years', 'pitching', 'inside', 'sometimes', 'waaaaay', 'inside', 'seven', 'years', 'doubledigit', 'strikeouts', 'seven', 'years', 'sheer', 'virtuosity']\n",
      "Stemmed Tokens: ['ace', 'wick', 'run', 'leav', 'us', 'want', 'seven', 'year', 'pedro', 'went', 'quickli', 'huh', 'seven', 'year', 'best', 'may', 'well', 'best', 'pitch', 'ever', 'done', 'boston', 'uniform', 'seven', 'year', 'feisti', 'seven', 'year', 'blaze', 'fastbal', 'seven', 'year', 'spellbind', 'changeup', 'seven', 'year', 'pitch', 'insid', 'sometim', 'waaaaay', 'insid', 'seven', 'year', 'doubledigit', 'strikeout', 'seven', 'year', 'sheer', 'virtuos']\n",
      "Final Preprocessed Text: ace wick run leav us want seven year pedro went quickli huh seven year best may well best pitch ever done boston uniform seven year feisti seven year blaze fastbal seven year spellbind changeup seven year pitch insid sometim waaaaay insid seven year doubledigit strikeout seven year sheer virtuos\n",
      "\n",
      "Original Text: NFL games on TV NY JETS (6-1) at BUFFALO (2-5) When, where: Sunday, 1 p.m., at Orchard Park, N.Y. TV: Ch. 4. Last meeting: New York won, 16-14, Oct. 10. Comments: The Jets pulled out the first meeting, 16-14, on a late 38-yard Doug Brien field goal. Chad Pennington threw for a season high 310 yards in that game, 90 of which went to ...\n",
      "Lowercased Text: nfl games on tv ny jets (6-1) at buffalo (2-5) when, where: sunday, 1 p.m., at orchard park, n.y. tv: ch. 4. last meeting: new york won, 16-14, oct. 10. comments: the jets pulled out the first meeting, 16-14, on a late 38-yard doug brien field goal. chad pennington threw for a season high 310 yards in that game, 90 of which went to ...\n",
      "Removed URLs: nfl games on tv ny jets (6-1) at buffalo (2-5) when, where: sunday, 1 p.m., at orchard park, n.y. tv: ch. 4. last meeting: new york won, 16-14, oct. 10. comments: the jets pulled out the first meeting, 16-14, on a late 38-yard doug brien field goal. chad pennington threw for a season high 310 yards in that game, 90 of which went to ...\n",
      "Removed HTML Tags: nfl games on tv ny jets (6-1) at buffalo (2-5) when, where: sunday, 1 p.m., at orchard park, n.y. tv: ch. 4. last meeting: new york won, 16-14, oct. 10. comments: the jets pulled out the first meeting, 16-14, on a late 38-yard doug brien field goal. chad pennington threw for a season high 310 yards in that game, 90 of which went to ...\n",
      "Removed Special Characters: nfl games on tv ny jets  at buffalo  when where sunday  pm at orchard park ny tv ch  last meeting new york won  oct  comments the jets pulled out the first meeting  on a late yard doug brien field goal chad pennington threw for a season high  yards in that game  of which went to \n",
      "Tokens: ['nfl', 'games', 'on', 'tv', 'ny', 'jets', 'at', 'buffalo', 'when', 'where', 'sunday', 'pm', 'at', 'orchard', 'park', 'ny', 'tv', 'ch', 'last', 'meeting', 'new', 'york', 'won', 'oct', 'comments', 'the', 'jets', 'pulled', 'out', 'the', 'first', 'meeting', 'on', 'a', 'late', 'yard', 'doug', 'brien', 'field', 'goal', 'chad', 'pennington', 'threw', 'for', 'a', 'season', 'high', 'yards', 'in', 'that', 'game', 'of', 'which', 'went', 'to']\n",
      "Removed Stopwords: ['nfl', 'games', 'tv', 'ny', 'jets', 'buffalo', 'sunday', 'pm', 'orchard', 'park', 'ny', 'tv', 'ch', 'last', 'meeting', 'new', 'york', 'oct', 'comments', 'jets', 'pulled', 'first', 'meeting', 'late', 'yard', 'doug', 'brien', 'field', 'goal', 'chad', 'pennington', 'threw', 'season', 'high', 'yards', 'game', 'went']\n",
      "Stemmed Tokens: ['nfl', 'game', 'tv', 'ny', 'jet', 'buffalo', 'sunday', 'pm', 'orchard', 'park', 'ny', 'tv', 'ch', 'last', 'meet', 'new', 'york', 'oct', 'comment', 'jet', 'pull', 'first', 'meet', 'late', 'yard', 'doug', 'brien', 'field', 'goal', 'chad', 'pennington', 'threw', 'season', 'high', 'yard', 'game', 'went']\n",
      "Final Preprocessed Text: nfl game tv ny jet buffalo sunday pm orchard park ny tv ch last meet new york oct comment jet pull first meet late yard doug brien field goal chad pennington threw season high yard game went\n",
      "\n",
      "Original Text: UEFA bans Lazio stadium for fan misbehavior UEFA on Friday ordered Italian side Lazio to play its next European match behind closed doors as punishment for unruly fan behavior during a game last month against Partizan Belgrade, including racial taunts directed at Partizan #39;s \n",
      "Lowercased Text: uefa bans lazio stadium for fan misbehavior uefa on friday ordered italian side lazio to play its next european match behind closed doors as punishment for unruly fan behavior during a game last month against partizan belgrade, including racial taunts directed at partizan #39;s \n",
      "Removed URLs: uefa bans lazio stadium for fan misbehavior uefa on friday ordered italian side lazio to play its next european match behind closed doors as punishment for unruly fan behavior during a game last month against partizan belgrade, including racial taunts directed at partizan #39;s \n",
      "Removed HTML Tags: uefa bans lazio stadium for fan misbehavior uefa on friday ordered italian side lazio to play its next european match behind closed doors as punishment for unruly fan behavior during a game last month against partizan belgrade, including racial taunts directed at partizan #39;s \n",
      "Removed Special Characters: uefa bans lazio stadium for fan misbehavior uefa on friday ordered italian side lazio to play its next european match behind closed doors as punishment for unruly fan behavior during a game last month against partizan belgrade including racial taunts directed at partizan s \n",
      "Tokens: ['uefa', 'bans', 'lazio', 'stadium', 'for', 'fan', 'misbehavior', 'uefa', 'on', 'friday', 'ordered', 'italian', 'side', 'lazio', 'to', 'play', 'its', 'next', 'european', 'match', 'behind', 'closed', 'doors', 'as', 'punishment', 'for', 'unruly', 'fan', 'behavior', 'during', 'a', 'game', 'last', 'month', 'against', 'partizan', 'belgrade', 'including', 'racial', 'taunts', 'directed', 'at', 'partizan', 's']\n",
      "Removed Stopwords: ['uefa', 'bans', 'lazio', 'stadium', 'fan', 'misbehavior', 'uefa', 'friday', 'ordered', 'italian', 'side', 'lazio', 'play', 'next', 'european', 'match', 'behind', 'closed', 'doors', 'punishment', 'unruly', 'fan', 'behavior', 'game', 'last', 'month', 'partizan', 'belgrade', 'including', 'racial', 'taunts', 'directed', 'partizan']\n",
      "Stemmed Tokens: ['uefa', 'ban', 'lazio', 'stadium', 'fan', 'misbehavior', 'uefa', 'friday', 'order', 'italian', 'side', 'lazio', 'play', 'next', 'european', 'match', 'behind', 'close', 'door', 'punish', 'unruli', 'fan', 'behavior', 'game', 'last', 'month', 'partizan', 'belgrad', 'includ', 'racial', 'taunt', 'direct', 'partizan']\n",
      "Final Preprocessed Text: uefa ban lazio stadium fan misbehavior uefa friday order italian side lazio play next european match behind close door punish unruli fan behavior game last month partizan belgrad includ racial taunt direct partizan\n",
      "\n",
      "Original Text: Hokies to Open ACC Play On Saturday, Virginia Tech finally walks into the football room of that exclusive athletic club known as the Atlantic Coast Conference.\n",
      "Lowercased Text: hokies to open acc play on saturday, virginia tech finally walks into the football room of that exclusive athletic club known as the atlantic coast conference.\n",
      "Removed URLs: hokies to open acc play on saturday, virginia tech finally walks into the football room of that exclusive athletic club known as the atlantic coast conference.\n",
      "Removed HTML Tags: hokies to open acc play on saturday, virginia tech finally walks into the football room of that exclusive athletic club known as the atlantic coast conference.\n",
      "Removed Special Characters: hokies to open acc play on saturday virginia tech finally walks into the football room of that exclusive athletic club known as the atlantic coast conference\n",
      "Tokens: ['hokies', 'to', 'open', 'acc', 'play', 'on', 'saturday', 'virginia', 'tech', 'finally', 'walks', 'into', 'the', 'football', 'room', 'of', 'that', 'exclusive', 'athletic', 'club', 'known', 'as', 'the', 'atlantic', 'coast', 'conference']\n",
      "Removed Stopwords: ['hokies', 'open', 'acc', 'play', 'saturday', 'virginia', 'tech', 'finally', 'walks', 'football', 'room', 'exclusive', 'athletic', 'club', 'known', 'atlantic', 'coast', 'conference']\n",
      "Stemmed Tokens: ['hoki', 'open', 'acc', 'play', 'saturday', 'virginia', 'tech', 'final', 'walk', 'footbal', 'room', 'exclus', 'athlet', 'club', 'known', 'atlant', 'coast', 'confer']\n",
      "Final Preprocessed Text: hoki open acc play saturday virginia tech final walk footbal room exclus athlet club known atlant coast confer\n",
      "\n",
      "Original Text: Roddick blisters junior champ By the time his match with Andy Roddick was over, Jenkins had felt the full fury of Roddick #39;s jet blast. Roddick had nailed a 152-mph serve at him, the fastest serve in Open history and one \n",
      "Lowercased Text: roddick blisters junior champ by the time his match with andy roddick was over, jenkins had felt the full fury of roddick #39;s jet blast. roddick had nailed a 152-mph serve at him, the fastest serve in open history and one \n",
      "Removed URLs: roddick blisters junior champ by the time his match with andy roddick was over, jenkins had felt the full fury of roddick #39;s jet blast. roddick had nailed a 152-mph serve at him, the fastest serve in open history and one \n",
      "Removed HTML Tags: roddick blisters junior champ by the time his match with andy roddick was over, jenkins had felt the full fury of roddick #39;s jet blast. roddick had nailed a 152-mph serve at him, the fastest serve in open history and one \n",
      "Removed Special Characters: roddick blisters junior champ by the time his match with andy roddick was over jenkins had felt the full fury of roddick s jet blast roddick had nailed a mph serve at him the fastest serve in open history and one \n",
      "Tokens: ['roddick', 'blisters', 'junior', 'champ', 'by', 'the', 'time', 'his', 'match', 'with', 'andy', 'roddick', 'was', 'over', 'jenkins', 'had', 'felt', 'the', 'full', 'fury', 'of', 'roddick', 's', 'jet', 'blast', 'roddick', 'had', 'nailed', 'a', 'mph', 'serve', 'at', 'him', 'the', 'fastest', 'serve', 'in', 'open', 'history', 'and', 'one']\n",
      "Removed Stopwords: ['roddick', 'blisters', 'junior', 'champ', 'time', 'match', 'andy', 'roddick', 'jenkins', 'felt', 'full', 'fury', 'roddick', 'jet', 'blast', 'roddick', 'nailed', 'mph', 'serve', 'fastest', 'serve', 'open', 'history', 'one']\n",
      "Stemmed Tokens: ['roddick', 'blister', 'junior', 'champ', 'time', 'match', 'andi', 'roddick', 'jenkin', 'felt', 'full', 'furi', 'roddick', 'jet', 'blast', 'roddick', 'nail', 'mph', 'serv', 'fastest', 'serv', 'open', 'histori', 'one']\n",
      "Final Preprocessed Text: roddick blister junior champ time match andi roddick jenkin felt full furi roddick jet blast roddick nail mph serv fastest serv open histori one\n",
      "\n",
      "Original Text: Red Sox ready to end jinx The New York Yankees hold the Curse of the Bambino, the Boston Massacre and their acquisition of Alex Rodriguez in their longstanding dominance over the Red Sox, but recent history suggests changes are coming.\n",
      "Lowercased Text: red sox ready to end jinx the new york yankees hold the curse of the bambino, the boston massacre and their acquisition of alex rodriguez in their longstanding dominance over the red sox, but recent history suggests changes are coming.\n",
      "Removed URLs: red sox ready to end jinx the new york yankees hold the curse of the bambino, the boston massacre and their acquisition of alex rodriguez in their longstanding dominance over the red sox, but recent history suggests changes are coming.\n",
      "Removed HTML Tags: red sox ready to end jinx the new york yankees hold the curse of the bambino, the boston massacre and their acquisition of alex rodriguez in their longstanding dominance over the red sox, but recent history suggests changes are coming.\n",
      "Removed Special Characters: red sox ready to end jinx the new york yankees hold the curse of the bambino the boston massacre and their acquisition of alex rodriguez in their longstanding dominance over the red sox but recent history suggests changes are coming\n",
      "Tokens: ['red', 'sox', 'ready', 'to', 'end', 'jinx', 'the', 'new', 'york', 'yankees', 'hold', 'the', 'curse', 'of', 'the', 'bambino', 'the', 'boston', 'massacre', 'and', 'their', 'acquisition', 'of', 'alex', 'rodriguez', 'in', 'their', 'longstanding', 'dominance', 'over', 'the', 'red', 'sox', 'but', 'recent', 'history', 'suggests', 'changes', 'are', 'coming']\n",
      "Removed Stopwords: ['red', 'sox', 'ready', 'end', 'jinx', 'new', 'york', 'yankees', 'hold', 'curse', 'bambino', 'boston', 'massacre', 'acquisition', 'alex', 'rodriguez', 'longstanding', 'dominance', 'red', 'sox', 'recent', 'history', 'suggests', 'changes', 'coming']\n",
      "Stemmed Tokens: ['red', 'sox', 'readi', 'end', 'jinx', 'new', 'york', 'yanke', 'hold', 'curs', 'bambino', 'boston', 'massacr', 'acquisit', 'alex', 'rodriguez', 'longstand', 'domin', 'red', 'sox', 'recent', 'histori', 'suggest', 'chang', 'come']\n",
      "Final Preprocessed Text: red sox readi end jinx new york yanke hold curs bambino boston massacr acquisit alex rodriguez longstand domin red sox recent histori suggest chang come\n",
      "\n",
      "Original Text: Ford: Monthly Sales Drop, Company Looks To New Vehicles Cruising along the ever-stretching road of decline. Auto giant Ford Motor (nyse: F - news - people ) reported vehicle sales in October that fell 5 from a year ago.\n",
      "Lowercased Text: ford: monthly sales drop, company looks to new vehicles cruising along the ever-stretching road of decline. auto giant ford motor (nyse: f - news - people ) reported vehicle sales in october that fell 5 from a year ago.\n",
      "Removed URLs: ford: monthly sales drop, company looks to new vehicles cruising along the ever-stretching road of decline. auto giant ford motor (nyse: f - news - people ) reported vehicle sales in october that fell 5 from a year ago.\n",
      "Removed HTML Tags: ford: monthly sales drop, company looks to new vehicles cruising along the ever-stretching road of decline. auto giant ford motor (nyse: f - news - people ) reported vehicle sales in october that fell 5 from a year ago.\n",
      "Removed Special Characters: ford monthly sales drop company looks to new vehicles cruising along the everstretching road of decline auto giant ford motor nyse f  news  people  reported vehicle sales in october that fell  from a year ago\n",
      "Tokens: ['ford', 'monthly', 'sales', 'drop', 'company', 'looks', 'to', 'new', 'vehicles', 'cruising', 'along', 'the', 'everstretching', 'road', 'of', 'decline', 'auto', 'giant', 'ford', 'motor', 'nyse', 'f', 'news', 'people', 'reported', 'vehicle', 'sales', 'in', 'october', 'that', 'fell', 'from', 'a', 'year', 'ago']\n",
      "Removed Stopwords: ['ford', 'monthly', 'sales', 'drop', 'company', 'looks', 'new', 'vehicles', 'cruising', 'along', 'everstretching', 'road', 'decline', 'auto', 'giant', 'ford', 'motor', 'nyse', 'f', 'news', 'people', 'reported', 'vehicle', 'sales', 'october', 'fell', 'year', 'ago']\n",
      "Stemmed Tokens: ['ford', 'monthli', 'sale', 'drop', 'compani', 'look', 'new', 'vehicl', 'cruis', 'along', 'everstretch', 'road', 'declin', 'auto', 'giant', 'ford', 'motor', 'nyse', 'f', 'news', 'peopl', 'report', 'vehicl', 'sale', 'octob', 'fell', 'year', 'ago']\n",
      "Final Preprocessed Text: ford monthli sale drop compani look new vehicl cruis along everstretch road declin auto giant ford motor nyse f news peopl report vehicl sale octob fell year ago\n",
      "\n",
      "Original Text: United #39;s pension dilemma United Airlines says it likely will end funding for employee pension plans, a move that would be the largest ever default by a US company and could lead to a taxpayer-funded bailout rivaling the savings-and-loan fiasco of the 1980s.\n",
      "Lowercased Text: united #39;s pension dilemma united airlines says it likely will end funding for employee pension plans, a move that would be the largest ever default by a us company and could lead to a taxpayer-funded bailout rivaling the savings-and-loan fiasco of the 1980s.\n",
      "Removed URLs: united #39;s pension dilemma united airlines says it likely will end funding for employee pension plans, a move that would be the largest ever default by a us company and could lead to a taxpayer-funded bailout rivaling the savings-and-loan fiasco of the 1980s.\n",
      "Removed HTML Tags: united #39;s pension dilemma united airlines says it likely will end funding for employee pension plans, a move that would be the largest ever default by a us company and could lead to a taxpayer-funded bailout rivaling the savings-and-loan fiasco of the 1980s.\n",
      "Removed Special Characters: united s pension dilemma united airlines says it likely will end funding for employee pension plans a move that would be the largest ever default by a us company and could lead to a taxpayerfunded bailout rivaling the savingsandloan fiasco of the s\n",
      "Tokens: ['united', 's', 'pension', 'dilemma', 'united', 'airlines', 'says', 'it', 'likely', 'will', 'end', 'funding', 'for', 'employee', 'pension', 'plans', 'a', 'move', 'that', 'would', 'be', 'the', 'largest', 'ever', 'default', 'by', 'a', 'us', 'company', 'and', 'could', 'lead', 'to', 'a', 'taxpayerfunded', 'bailout', 'rivaling', 'the', 'savingsandloan', 'fiasco', 'of', 'the', 's']\n",
      "Removed Stopwords: ['united', 'pension', 'dilemma', 'united', 'airlines', 'says', 'likely', 'end', 'funding', 'employee', 'pension', 'plans', 'move', 'would', 'largest', 'ever', 'default', 'us', 'company', 'could', 'lead', 'taxpayerfunded', 'bailout', 'rivaling', 'savingsandloan', 'fiasco']\n",
      "Stemmed Tokens: ['unit', 'pension', 'dilemma', 'unit', 'airlin', 'say', 'like', 'end', 'fund', 'employe', 'pension', 'plan', 'move', 'would', 'largest', 'ever', 'default', 'us', 'compani', 'could', 'lead', 'taxpayerfund', 'bailout', 'rival', 'savingsandloan', 'fiasco']\n",
      "Final Preprocessed Text: unit pension dilemma unit airlin say like end fund employe pension plan move would largest ever default us compani could lead taxpayerfund bailout rival savingsandloan fiasco\n",
      "\n",
      "Original Text: Comcast part of group wanting to buy MGM A consortium led by Sony Corp. of America that includes Comcast Corp. has entered into a definitive agreement to acquire Metro-Goldwyn Mayer Inc.\n",
      "Lowercased Text: comcast part of group wanting to buy mgm a consortium led by sony corp. of america that includes comcast corp. has entered into a definitive agreement to acquire metro-goldwyn mayer inc.\n",
      "Removed URLs: comcast part of group wanting to buy mgm a consortium led by sony corp. of america that includes comcast corp. has entered into a definitive agreement to acquire metro-goldwyn mayer inc.\n",
      "Removed HTML Tags: comcast part of group wanting to buy mgm a consortium led by sony corp. of america that includes comcast corp. has entered into a definitive agreement to acquire metro-goldwyn mayer inc.\n",
      "Removed Special Characters: comcast part of group wanting to buy mgm a consortium led by sony corp of america that includes comcast corp has entered into a definitive agreement to acquire metrogoldwyn mayer inc\n",
      "Tokens: ['comcast', 'part', 'of', 'group', 'wanting', 'to', 'buy', 'mgm', 'a', 'consortium', 'led', 'by', 'sony', 'corp', 'of', 'america', 'that', 'includes', 'comcast', 'corp', 'has', 'entered', 'into', 'a', 'definitive', 'agreement', 'to', 'acquire', 'metrogoldwyn', 'mayer', 'inc']\n",
      "Removed Stopwords: ['comcast', 'part', 'group', 'wanting', 'buy', 'mgm', 'consortium', 'led', 'sony', 'corp', 'america', 'includes', 'comcast', 'corp', 'entered', 'definitive', 'agreement', 'acquire', 'metrogoldwyn', 'mayer', 'inc']\n",
      "Stemmed Tokens: ['comcast', 'part', 'group', 'want', 'buy', 'mgm', 'consortium', 'led', 'soni', 'corp', 'america', 'includ', 'comcast', 'corp', 'enter', 'definit', 'agreement', 'acquir', 'metrogoldwyn', 'mayer', 'inc']\n",
      "Final Preprocessed Text: comcast part group want buy mgm consortium led soni corp america includ comcast corp enter definit agreement acquir metrogoldwyn mayer inc\n",
      "\n",
      "Original Text: Treasuries Tussle with Profit-Takers  NEW YORK (Reuters) - U.S. Treasury yields held near  six-month lows on Thursday, though the market was struggling to  extend recent hefty gains in the face of profit-taking.\n",
      "Lowercased Text: treasuries tussle with profit-takers  new york (reuters) - u.s. treasury yields held near  six-month lows on thursday, though the market was struggling to  extend recent hefty gains in the face of profit-taking.\n",
      "Removed URLs: treasuries tussle with profit-takers  new york (reuters) - u.s. treasury yields held near  six-month lows on thursday, though the market was struggling to  extend recent hefty gains in the face of profit-taking.\n",
      "Removed HTML Tags: treasuries tussle with profit-takers  new york (reuters) - u.s. treasury yields held near  six-month lows on thursday, though the market was struggling to  extend recent hefty gains in the face of profit-taking.\n",
      "Removed Special Characters: treasuries tussle with profittakers  new york reuters  us treasury yields held near  sixmonth lows on thursday though the market was struggling to  extend recent hefty gains in the face of profittaking\n",
      "Tokens: ['treasuries', 'tussle', 'with', 'profittakers', 'new', 'york', 'reuters', 'us', 'treasury', 'yields', 'held', 'near', 'sixmonth', 'lows', 'on', 'thursday', 'though', 'the', 'market', 'was', 'struggling', 'to', 'extend', 'recent', 'hefty', 'gains', 'in', 'the', 'face', 'of', 'profittaking']\n",
      "Removed Stopwords: ['treasuries', 'tussle', 'profittakers', 'new', 'york', 'reuters', 'us', 'treasury', 'yields', 'held', 'near', 'sixmonth', 'lows', 'thursday', 'though', 'market', 'struggling', 'extend', 'recent', 'hefty', 'gains', 'face', 'profittaking']\n",
      "Stemmed Tokens: ['treasuri', 'tussl', 'profittak', 'new', 'york', 'reuter', 'us', 'treasuri', 'yield', 'held', 'near', 'sixmonth', 'low', 'thursday', 'though', 'market', 'struggl', 'extend', 'recent', 'hefti', 'gain', 'face', 'profittak']\n",
      "Final Preprocessed Text: treasuri tussl profittak new york reuter us treasuri yield held near sixmonth low thursday though market struggl extend recent hefti gain face profittak\n",
      "\n",
      "Original Text: Lloyds TSB to Move More Than 1,000 UK Jobs to Asia (Update1) Lloyds TSB Group Plc, the UK #39;s No. 5 bank by assets, plans to move at least another 1,000 employees from Britain to Asia, where labor costs are lower.\n",
      "Lowercased Text: lloyds tsb to move more than 1,000 uk jobs to asia (update1) lloyds tsb group plc, the uk #39;s no. 5 bank by assets, plans to move at least another 1,000 employees from britain to asia, where labor costs are lower.\n",
      "Removed URLs: lloyds tsb to move more than 1,000 uk jobs to asia (update1) lloyds tsb group plc, the uk #39;s no. 5 bank by assets, plans to move at least another 1,000 employees from britain to asia, where labor costs are lower.\n",
      "Removed HTML Tags: lloyds tsb to move more than 1,000 uk jobs to asia (update1) lloyds tsb group plc, the uk #39;s no. 5 bank by assets, plans to move at least another 1,000 employees from britain to asia, where labor costs are lower.\n",
      "Removed Special Characters: lloyds tsb to move more than  uk jobs to asia update lloyds tsb group plc the uk s no  bank by assets plans to move at least another  employees from britain to asia where labor costs are lower\n",
      "Tokens: ['lloyds', 'tsb', 'to', 'move', 'more', 'than', 'uk', 'jobs', 'to', 'asia', 'update', 'lloyds', 'tsb', 'group', 'plc', 'the', 'uk', 's', 'no', 'bank', 'by', 'assets', 'plans', 'to', 'move', 'at', 'least', 'another', 'employees', 'from', 'britain', 'to', 'asia', 'where', 'labor', 'costs', 'are', 'lower']\n",
      "Removed Stopwords: ['lloyds', 'tsb', 'move', 'uk', 'jobs', 'asia', 'update', 'lloyds', 'tsb', 'group', 'plc', 'uk', 'bank', 'assets', 'plans', 'move', 'least', 'another', 'employees', 'britain', 'asia', 'labor', 'costs', 'lower']\n",
      "Stemmed Tokens: ['lloyd', 'tsb', 'move', 'uk', 'job', 'asia', 'updat', 'lloyd', 'tsb', 'group', 'plc', 'uk', 'bank', 'asset', 'plan', 'move', 'least', 'anoth', 'employe', 'britain', 'asia', 'labor', 'cost', 'lower']\n",
      "Final Preprocessed Text: lloyd tsb move uk job asia updat lloyd tsb group plc uk bank asset plan move least anoth employe britain asia labor cost lower\n",
      "\n",
      "Original Text: SEC Adopts New Rules for Hedge Funds A deeply divided SEC voted Tuesday to mandate new oversight for hedge funds -- largely unregulated investment pools, traditionally for the wealthy, that have become popular with small investors.\n",
      "Lowercased Text: sec adopts new rules for hedge funds a deeply divided sec voted tuesday to mandate new oversight for hedge funds -- largely unregulated investment pools, traditionally for the wealthy, that have become popular with small investors.\n",
      "Removed URLs: sec adopts new rules for hedge funds a deeply divided sec voted tuesday to mandate new oversight for hedge funds -- largely unregulated investment pools, traditionally for the wealthy, that have become popular with small investors.\n",
      "Removed HTML Tags: sec adopts new rules for hedge funds a deeply divided sec voted tuesday to mandate new oversight for hedge funds -- largely unregulated investment pools, traditionally for the wealthy, that have become popular with small investors.\n",
      "Removed Special Characters: sec adopts new rules for hedge funds a deeply divided sec voted tuesday to mandate new oversight for hedge funds  largely unregulated investment pools traditionally for the wealthy that have become popular with small investors\n",
      "Tokens: ['sec', 'adopts', 'new', 'rules', 'for', 'hedge', 'funds', 'a', 'deeply', 'divided', 'sec', 'voted', 'tuesday', 'to', 'mandate', 'new', 'oversight', 'for', 'hedge', 'funds', 'largely', 'unregulated', 'investment', 'pools', 'traditionally', 'for', 'the', 'wealthy', 'that', 'have', 'become', 'popular', 'with', 'small', 'investors']\n",
      "Removed Stopwords: ['sec', 'adopts', 'new', 'rules', 'hedge', 'funds', 'deeply', 'divided', 'sec', 'voted', 'tuesday', 'mandate', 'new', 'oversight', 'hedge', 'funds', 'largely', 'unregulated', 'investment', 'pools', 'traditionally', 'wealthy', 'become', 'popular', 'small', 'investors']\n",
      "Stemmed Tokens: ['sec', 'adopt', 'new', 'rule', 'hedg', 'fund', 'deepli', 'divid', 'sec', 'vote', 'tuesday', 'mandat', 'new', 'oversight', 'hedg', 'fund', 'larg', 'unregul', 'invest', 'pool', 'tradit', 'wealthi', 'becom', 'popular', 'small', 'investor']\n",
      "Final Preprocessed Text: sec adopt new rule hedg fund deepli divid sec vote tuesday mandat new oversight hedg fund larg unregul invest pool tradit wealthi becom popular small investor\n",
      "\n",
      "Original Text: Indexes in Japan fall short of hype Japanese stocks have failed to measure up to an assessment made in April by Merrill Lynch #39;s chief global strategist, David Bowers, who said Japan was  quot;very much everyone #39;s favorite equity market.\n",
      "Lowercased Text: indexes in japan fall short of hype japanese stocks have failed to measure up to an assessment made in april by merrill lynch #39;s chief global strategist, david bowers, who said japan was  quot;very much everyone #39;s favorite equity market.\n",
      "Removed URLs: indexes in japan fall short of hype japanese stocks have failed to measure up to an assessment made in april by merrill lynch #39;s chief global strategist, david bowers, who said japan was  quot;very much everyone #39;s favorite equity market.\n",
      "Removed HTML Tags: indexes in japan fall short of hype japanese stocks have failed to measure up to an assessment made in april by merrill lynch #39;s chief global strategist, david bowers, who said japan was  quot;very much everyone #39;s favorite equity market.\n",
      "Removed Special Characters: indexes in japan fall short of hype japanese stocks have failed to measure up to an assessment made in april by merrill lynch s chief global strategist david bowers who said japan was  quotvery much everyone s favorite equity market\n",
      "Tokens: ['indexes', 'in', 'japan', 'fall', 'short', 'of', 'hype', 'japanese', 'stocks', 'have', 'failed', 'to', 'measure', 'up', 'to', 'an', 'assessment', 'made', 'in', 'april', 'by', 'merrill', 'lynch', 's', 'chief', 'global', 'strategist', 'david', 'bowers', 'who', 'said', 'japan', 'was', 'quotvery', 'much', 'everyone', 's', 'favorite', 'equity', 'market']\n",
      "Removed Stopwords: ['indexes', 'japan', 'fall', 'short', 'hype', 'japanese', 'stocks', 'failed', 'measure', 'assessment', 'made', 'april', 'merrill', 'lynch', 'chief', 'global', 'strategist', 'david', 'bowers', 'said', 'japan', 'quotvery', 'much', 'everyone', 'favorite', 'equity', 'market']\n",
      "Stemmed Tokens: ['index', 'japan', 'fall', 'short', 'hype', 'japanes', 'stock', 'fail', 'measur', 'assess', 'made', 'april', 'merril', 'lynch', 'chief', 'global', 'strategist', 'david', 'bower', 'said', 'japan', 'quotveri', 'much', 'everyon', 'favorit', 'equiti', 'market']\n",
      "Final Preprocessed Text: index japan fall short hype japanes stock fail measur assess made april merril lynch chief global strategist david bower said japan quotveri much everyon favorit equiti market\n",
      "\n",
      "Original Text: World briefs LONDON - A man wielding a machete and a knife attacked two security guards at the building housing the headquarters of the British domestic intelligence service MI5 on Friday, police said.\n",
      "Lowercased Text: world briefs london - a man wielding a machete and a knife attacked two security guards at the building housing the headquarters of the british domestic intelligence service mi5 on friday, police said.\n",
      "Removed URLs: world briefs london - a man wielding a machete and a knife attacked two security guards at the building housing the headquarters of the british domestic intelligence service mi5 on friday, police said.\n",
      "Removed HTML Tags: world briefs london - a man wielding a machete and a knife attacked two security guards at the building housing the headquarters of the british domestic intelligence service mi5 on friday, police said.\n",
      "Removed Special Characters: world briefs london  a man wielding a machete and a knife attacked two security guards at the building housing the headquarters of the british domestic intelligence service mi on friday police said\n",
      "Tokens: ['world', 'briefs', 'london', 'a', 'man', 'wielding', 'a', 'machete', 'and', 'a', 'knife', 'attacked', 'two', 'security', 'guards', 'at', 'the', 'building', 'housing', 'the', 'headquarters', 'of', 'the', 'british', 'domestic', 'intelligence', 'service', 'mi', 'on', 'friday', 'police', 'said']\n",
      "Removed Stopwords: ['world', 'briefs', 'london', 'man', 'wielding', 'machete', 'knife', 'attacked', 'two', 'security', 'guards', 'building', 'housing', 'headquarters', 'british', 'domestic', 'intelligence', 'service', 'mi', 'friday', 'police', 'said']\n",
      "Stemmed Tokens: ['world', 'brief', 'london', 'man', 'wield', 'machet', 'knife', 'attack', 'two', 'secur', 'guard', 'build', 'hous', 'headquart', 'british', 'domest', 'intellig', 'servic', 'mi', 'friday', 'polic', 'said']\n",
      "Final Preprocessed Text: world brief london man wield machet knife attack two secur guard build hous headquart british domest intellig servic mi friday polic said\n",
      "\n",
      "Original Text: Cablevision Narrows Loss on Revenue Surge Cablevision Systems Corp. on Tuesday said it narrowed its third-quarter loss as revenue jumped 20 percent, buoyed by subscriber growth.\n",
      "Lowercased Text: cablevision narrows loss on revenue surge cablevision systems corp. on tuesday said it narrowed its third-quarter loss as revenue jumped 20 percent, buoyed by subscriber growth.\n",
      "Removed URLs: cablevision narrows loss on revenue surge cablevision systems corp. on tuesday said it narrowed its third-quarter loss as revenue jumped 20 percent, buoyed by subscriber growth.\n",
      "Removed HTML Tags: cablevision narrows loss on revenue surge cablevision systems corp. on tuesday said it narrowed its third-quarter loss as revenue jumped 20 percent, buoyed by subscriber growth.\n",
      "Removed Special Characters: cablevision narrows loss on revenue surge cablevision systems corp on tuesday said it narrowed its thirdquarter loss as revenue jumped  percent buoyed by subscriber growth\n",
      "Tokens: ['cablevision', 'narrows', 'loss', 'on', 'revenue', 'surge', 'cablevision', 'systems', 'corp', 'on', 'tuesday', 'said', 'it', 'narrowed', 'its', 'thirdquarter', 'loss', 'as', 'revenue', 'jumped', 'percent', 'buoyed', 'by', 'subscriber', 'growth']\n",
      "Removed Stopwords: ['cablevision', 'narrows', 'loss', 'revenue', 'surge', 'cablevision', 'systems', 'corp', 'tuesday', 'said', 'narrowed', 'thirdquarter', 'loss', 'revenue', 'jumped', 'percent', 'buoyed', 'subscriber', 'growth']\n",
      "Stemmed Tokens: ['cablevis', 'narrow', 'loss', 'revenu', 'surg', 'cablevis', 'system', 'corp', 'tuesday', 'said', 'narrow', 'thirdquart', 'loss', 'revenu', 'jump', 'percent', 'buoy', 'subscrib', 'growth']\n",
      "Final Preprocessed Text: cablevis narrow loss revenu surg cablevis system corp tuesday said narrow thirdquart loss revenu jump percent buoy subscrib growth\n",
      "\n",
      "Original Text: US Airways Pilots Approve 18 Pay Cut Five-year, \\$1.8 billion cost-cutting contract approved Thursday also reduces retirement benefits, increases work hours and eliminates retiree medical coverage.\n",
      "Lowercased Text: us airways pilots approve 18 pay cut five-year, \\$1.8 billion cost-cutting contract approved thursday also reduces retirement benefits, increases work hours and eliminates retiree medical coverage.\n",
      "Removed URLs: us airways pilots approve 18 pay cut five-year, \\$1.8 billion cost-cutting contract approved thursday also reduces retirement benefits, increases work hours and eliminates retiree medical coverage.\n",
      "Removed HTML Tags: us airways pilots approve 18 pay cut five-year, \\$1.8 billion cost-cutting contract approved thursday also reduces retirement benefits, increases work hours and eliminates retiree medical coverage.\n",
      "Removed Special Characters: us airways pilots approve  pay cut fiveyear  billion costcutting contract approved thursday also reduces retirement benefits increases work hours and eliminates retiree medical coverage\n",
      "Tokens: ['us', 'airways', 'pilots', 'approve', 'pay', 'cut', 'fiveyear', 'billion', 'costcutting', 'contract', 'approved', 'thursday', 'also', 'reduces', 'retirement', 'benefits', 'increases', 'work', 'hours', 'and', 'eliminates', 'retiree', 'medical', 'coverage']\n",
      "Removed Stopwords: ['us', 'airways', 'pilots', 'approve', 'pay', 'cut', 'fiveyear', 'billion', 'costcutting', 'contract', 'approved', 'thursday', 'also', 'reduces', 'retirement', 'benefits', 'increases', 'work', 'hours', 'eliminates', 'retiree', 'medical', 'coverage']\n",
      "Stemmed Tokens: ['us', 'airway', 'pilot', 'approv', 'pay', 'cut', 'fiveyear', 'billion', 'costcut', 'contract', 'approv', 'thursday', 'also', 'reduc', 'retir', 'benefit', 'increas', 'work', 'hour', 'elimin', 'retire', 'medic', 'coverag']\n",
      "Final Preprocessed Text: us airway pilot approv pay cut fiveyear billion costcut contract approv thursday also reduc retir benefit increas work hour elimin retire medic coverag\n",
      "\n",
      "Original Text: Oil Prices Sink to a Four-Month Low  LONDON (Reuters) - Oil prices sank to a four-month low  below \\$41 for U.S. crude on Wednesday after leading OPEC  producer Saudi Arabia questioned the need for the cartel to  curb supplies.\n",
      "Lowercased Text: oil prices sink to a four-month low  london (reuters) - oil prices sank to a four-month low  below \\$41 for u.s. crude on wednesday after leading opec  producer saudi arabia questioned the need for the cartel to  curb supplies.\n",
      "Removed URLs: oil prices sink to a four-month low  london (reuters) - oil prices sank to a four-month low  below \\$41 for u.s. crude on wednesday after leading opec  producer saudi arabia questioned the need for the cartel to  curb supplies.\n",
      "Removed HTML Tags: oil prices sink to a four-month low  london (reuters) - oil prices sank to a four-month low  below \\$41 for u.s. crude on wednesday after leading opec  producer saudi arabia questioned the need for the cartel to  curb supplies.\n",
      "Removed Special Characters: oil prices sink to a fourmonth low  london reuters  oil prices sank to a fourmonth low  below  for us crude on wednesday after leading opec  producer saudi arabia questioned the need for the cartel to  curb supplies\n",
      "Tokens: ['oil', 'prices', 'sink', 'to', 'a', 'fourmonth', 'low', 'london', 'reuters', 'oil', 'prices', 'sank', 'to', 'a', 'fourmonth', 'low', 'below', 'for', 'us', 'crude', 'on', 'wednesday', 'after', 'leading', 'opec', 'producer', 'saudi', 'arabia', 'questioned', 'the', 'need', 'for', 'the', 'cartel', 'to', 'curb', 'supplies']\n",
      "Removed Stopwords: ['oil', 'prices', 'sink', 'fourmonth', 'low', 'london', 'reuters', 'oil', 'prices', 'sank', 'fourmonth', 'low', 'us', 'crude', 'wednesday', 'leading', 'opec', 'producer', 'saudi', 'arabia', 'questioned', 'need', 'cartel', 'curb', 'supplies']\n",
      "Stemmed Tokens: ['oil', 'price', 'sink', 'fourmonth', 'low', 'london', 'reuter', 'oil', 'price', 'sank', 'fourmonth', 'low', 'us', 'crude', 'wednesday', 'lead', 'opec', 'produc', 'saudi', 'arabia', 'question', 'need', 'cartel', 'curb', 'suppli']\n",
      "Final Preprocessed Text: oil price sink fourmonth low london reuter oil price sank fourmonth low us crude wednesday lead opec produc saudi arabia question need cartel curb suppli\n",
      "\n",
      "Original Text: Icahn blasts CEO Coury after Mylan rejects stock buyout offer The war of words between Mylan Laboratories Inc. and the company #39;s largest shareholder over Mylan #39;s \\$4 billion deal to acquire King Pharmaceuticals Inc.\n",
      "Lowercased Text: icahn blasts ceo coury after mylan rejects stock buyout offer the war of words between mylan laboratories inc. and the company #39;s largest shareholder over mylan #39;s \\$4 billion deal to acquire king pharmaceuticals inc.\n",
      "Removed URLs: icahn blasts ceo coury after mylan rejects stock buyout offer the war of words between mylan laboratories inc. and the company #39;s largest shareholder over mylan #39;s \\$4 billion deal to acquire king pharmaceuticals inc.\n",
      "Removed HTML Tags: icahn blasts ceo coury after mylan rejects stock buyout offer the war of words between mylan laboratories inc. and the company #39;s largest shareholder over mylan #39;s \\$4 billion deal to acquire king pharmaceuticals inc.\n",
      "Removed Special Characters: icahn blasts ceo coury after mylan rejects stock buyout offer the war of words between mylan laboratories inc and the company s largest shareholder over mylan s  billion deal to acquire king pharmaceuticals inc\n",
      "Tokens: ['icahn', 'blasts', 'ceo', 'coury', 'after', 'mylan', 'rejects', 'stock', 'buyout', 'offer', 'the', 'war', 'of', 'words', 'between', 'mylan', 'laboratories', 'inc', 'and', 'the', 'company', 's', 'largest', 'shareholder', 'over', 'mylan', 's', 'billion', 'deal', 'to', 'acquire', 'king', 'pharmaceuticals', 'inc']\n",
      "Removed Stopwords: ['icahn', 'blasts', 'ceo', 'coury', 'mylan', 'rejects', 'stock', 'buyout', 'offer', 'war', 'words', 'mylan', 'laboratories', 'inc', 'company', 'largest', 'shareholder', 'mylan', 'billion', 'deal', 'acquire', 'king', 'pharmaceuticals', 'inc']\n",
      "Stemmed Tokens: ['icahn', 'blast', 'ceo', 'couri', 'mylan', 'reject', 'stock', 'buyout', 'offer', 'war', 'word', 'mylan', 'laboratori', 'inc', 'compani', 'largest', 'sharehold', 'mylan', 'billion', 'deal', 'acquir', 'king', 'pharmaceut', 'inc']\n",
      "Final Preprocessed Text: icahn blast ceo couri mylan reject stock buyout offer war word mylan laboratori inc compani largest sharehold mylan billion deal acquir king pharmaceut inc\n",
      "\n",
      "Original Text: RealNetworks Ends Download 49-Cent Promo  SEATTLE (Reuters) - RealNetworks Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=RNWK.O target=/stocks/quickinfo/fullquote\"&gt;RNWK.O&lt;/A&gt; is ending  its 49 cent-per-song music download service but will keep the  promotional prices in place for top 10 songs, the Internet  media and software company said on Thursday.\n",
      "Lowercased Text: realnetworks ends download 49-cent promo  seattle (reuters) - realnetworks inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=rnwk.o target=/stocks/quickinfo/fullquote\"&gt;rnwk.o&lt;/a&gt; is ending  its 49 cent-per-song music download service but will keep the  promotional prices in place for top 10 songs, the internet  media and software company said on thursday.\n",
      "Removed URLs: realnetworks ends download 49-cent promo  seattle (reuters) - realnetworks inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;rnwk.o&lt;/a&gt; is ending  its 49 cent-per-song music download service but will keep the  promotional prices in place for top 10 songs, the internet  media and software company said on thursday.\n",
      "Removed HTML Tags: realnetworks ends download 49-cent promo  seattle (reuters) - realnetworks inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;rnwk.o&lt;/a&gt; is ending  its 49 cent-per-song music download service but will keep the  promotional prices in place for top 10 songs, the internet  media and software company said on thursday.\n",
      "Removed Special Characters: realnetworks ends download cent promo  seattle reuters  realnetworks inc lta href targetstocksquickinfofullquotegtrnwkoltagt is ending  its  centpersong music download service but will keep the  promotional prices in place for top  songs the internet  media and software company said on thursday\n",
      "Tokens: ['realnetworks', 'ends', 'download', 'cent', 'promo', 'seattle', 'reuters', 'realnetworks', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtrnwkoltagt', 'is', 'ending', 'its', 'centpersong', 'music', 'download', 'service', 'but', 'will', 'keep', 'the', 'promotional', 'prices', 'in', 'place', 'for', 'top', 'songs', 'the', 'internet', 'media', 'and', 'software', 'company', 'said', 'on', 'thursday']\n",
      "Removed Stopwords: ['realnetworks', 'ends', 'download', 'cent', 'promo', 'seattle', 'reuters', 'realnetworks', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtrnwkoltagt', 'ending', 'centpersong', 'music', 'download', 'service', 'keep', 'promotional', 'prices', 'place', 'top', 'songs', 'internet', 'media', 'software', 'company', 'said', 'thursday']\n",
      "Stemmed Tokens: ['realnetwork', 'end', 'download', 'cent', 'promo', 'seattl', 'reuter', 'realnetwork', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtrnwkoltagt', 'end', 'centpersong', 'music', 'download', 'servic', 'keep', 'promot', 'price', 'place', 'top', 'song', 'internet', 'media', 'softwar', 'compani', 'said', 'thursday']\n",
      "Final Preprocessed Text: realnetwork end download cent promo seattl reuter realnetwork inc lta href targetstocksquickinfofullquotegtrnwkoltagt end centpersong music download servic keep promot price place top song internet media softwar compani said thursday\n",
      "\n",
      "Original Text: A mixed economic bag in July Factory orders in July for costly manufactured goods recorded the biggest gain in four months. New home sales, meanwhile, slid, according to a pair of reports \n",
      "Lowercased Text: a mixed economic bag in july factory orders in july for costly manufactured goods recorded the biggest gain in four months. new home sales, meanwhile, slid, according to a pair of reports \n",
      "Removed URLs: a mixed economic bag in july factory orders in july for costly manufactured goods recorded the biggest gain in four months. new home sales, meanwhile, slid, according to a pair of reports \n",
      "Removed HTML Tags: a mixed economic bag in july factory orders in july for costly manufactured goods recorded the biggest gain in four months. new home sales, meanwhile, slid, according to a pair of reports \n",
      "Removed Special Characters: a mixed economic bag in july factory orders in july for costly manufactured goods recorded the biggest gain in four months new home sales meanwhile slid according to a pair of reports \n",
      "Tokens: ['a', 'mixed', 'economic', 'bag', 'in', 'july', 'factory', 'orders', 'in', 'july', 'for', 'costly', 'manufactured', 'goods', 'recorded', 'the', 'biggest', 'gain', 'in', 'four', 'months', 'new', 'home', 'sales', 'meanwhile', 'slid', 'according', 'to', 'a', 'pair', 'of', 'reports']\n",
      "Removed Stopwords: ['mixed', 'economic', 'bag', 'july', 'factory', 'orders', 'july', 'costly', 'manufactured', 'goods', 'recorded', 'biggest', 'gain', 'four', 'months', 'new', 'home', 'sales', 'meanwhile', 'slid', 'according', 'pair', 'reports']\n",
      "Stemmed Tokens: ['mix', 'econom', 'bag', 'juli', 'factori', 'order', 'juli', 'costli', 'manufactur', 'good', 'record', 'biggest', 'gain', 'four', 'month', 'new', 'home', 'sale', 'meanwhil', 'slid', 'accord', 'pair', 'report']\n",
      "Final Preprocessed Text: mix econom bag juli factori order juli costli manufactur good record biggest gain four month new home sale meanwhil slid accord pair report\n",
      "\n",
      "Original Text: Starting today, funds' stances on proxies are matter of record Every year, public companies put a number of questions before their stockholders for a vote. Investors weigh in on whether to reelect company directors, reappoint auditors, and approve or kill plans to give big stock option packages to senior executives.\n",
      "Lowercased Text: starting today, funds' stances on proxies are matter of record every year, public companies put a number of questions before their stockholders for a vote. investors weigh in on whether to reelect company directors, reappoint auditors, and approve or kill plans to give big stock option packages to senior executives.\n",
      "Removed URLs: starting today, funds' stances on proxies are matter of record every year, public companies put a number of questions before their stockholders for a vote. investors weigh in on whether to reelect company directors, reappoint auditors, and approve or kill plans to give big stock option packages to senior executives.\n",
      "Removed HTML Tags: starting today, funds' stances on proxies are matter of record every year, public companies put a number of questions before their stockholders for a vote. investors weigh in on whether to reelect company directors, reappoint auditors, and approve or kill plans to give big stock option packages to senior executives.\n",
      "Removed Special Characters: starting today funds stances on proxies are matter of record every year public companies put a number of questions before their stockholders for a vote investors weigh in on whether to reelect company directors reappoint auditors and approve or kill plans to give big stock option packages to senior executives\n",
      "Tokens: ['starting', 'today', 'funds', 'stances', 'on', 'proxies', 'are', 'matter', 'of', 'record', 'every', 'year', 'public', 'companies', 'put', 'a', 'number', 'of', 'questions', 'before', 'their', 'stockholders', 'for', 'a', 'vote', 'investors', 'weigh', 'in', 'on', 'whether', 'to', 'reelect', 'company', 'directors', 'reappoint', 'auditors', 'and', 'approve', 'or', 'kill', 'plans', 'to', 'give', 'big', 'stock', 'option', 'packages', 'to', 'senior', 'executives']\n",
      "Removed Stopwords: ['starting', 'today', 'funds', 'stances', 'proxies', 'matter', 'record', 'every', 'year', 'public', 'companies', 'put', 'number', 'questions', 'stockholders', 'vote', 'investors', 'weigh', 'whether', 'reelect', 'company', 'directors', 'reappoint', 'auditors', 'approve', 'kill', 'plans', 'give', 'big', 'stock', 'option', 'packages', 'senior', 'executives']\n",
      "Stemmed Tokens: ['start', 'today', 'fund', 'stanc', 'proxi', 'matter', 'record', 'everi', 'year', 'public', 'compani', 'put', 'number', 'question', 'stockhold', 'vote', 'investor', 'weigh', 'whether', 'reelect', 'compani', 'director', 'reappoint', 'auditor', 'approv', 'kill', 'plan', 'give', 'big', 'stock', 'option', 'packag', 'senior', 'execut']\n",
      "Final Preprocessed Text: start today fund stanc proxi matter record everi year public compani put number question stockhold vote investor weigh whether reelect compani director reappoint auditor approv kill plan give big stock option packag senior execut\n",
      "\n",
      "Original Text: Oil price rise adds to airlines woes as losses continue The global airline industry is forecast to have made net losses of \\$4.8bn this year, as the rise in the oil price has overwhelmed efforts by carriers to cut costs.\n",
      "Lowercased Text: oil price rise adds to airlines woes as losses continue the global airline industry is forecast to have made net losses of \\$4.8bn this year, as the rise in the oil price has overwhelmed efforts by carriers to cut costs.\n",
      "Removed URLs: oil price rise adds to airlines woes as losses continue the global airline industry is forecast to have made net losses of \\$4.8bn this year, as the rise in the oil price has overwhelmed efforts by carriers to cut costs.\n",
      "Removed HTML Tags: oil price rise adds to airlines woes as losses continue the global airline industry is forecast to have made net losses of \\$4.8bn this year, as the rise in the oil price has overwhelmed efforts by carriers to cut costs.\n",
      "Removed Special Characters: oil price rise adds to airlines woes as losses continue the global airline industry is forecast to have made net losses of bn this year as the rise in the oil price has overwhelmed efforts by carriers to cut costs\n",
      "Tokens: ['oil', 'price', 'rise', 'adds', 'to', 'airlines', 'woes', 'as', 'losses', 'continue', 'the', 'global', 'airline', 'industry', 'is', 'forecast', 'to', 'have', 'made', 'net', 'losses', 'of', 'bn', 'this', 'year', 'as', 'the', 'rise', 'in', 'the', 'oil', 'price', 'has', 'overwhelmed', 'efforts', 'by', 'carriers', 'to', 'cut', 'costs']\n",
      "Removed Stopwords: ['oil', 'price', 'rise', 'adds', 'airlines', 'woes', 'losses', 'continue', 'global', 'airline', 'industry', 'forecast', 'made', 'net', 'losses', 'bn', 'year', 'rise', 'oil', 'price', 'overwhelmed', 'efforts', 'carriers', 'cut', 'costs']\n",
      "Stemmed Tokens: ['oil', 'price', 'rise', 'add', 'airlin', 'woe', 'loss', 'continu', 'global', 'airlin', 'industri', 'forecast', 'made', 'net', 'loss', 'bn', 'year', 'rise', 'oil', 'price', 'overwhelm', 'effort', 'carrier', 'cut', 'cost']\n",
      "Final Preprocessed Text: oil price rise add airlin woe loss continu global airlin industri forecast made net loss bn year rise oil price overwhelm effort carrier cut cost\n",
      "\n",
      "Original Text: Delta Air May File Bankruptcy Soon-Report Delta Air Lines Inc. (DAL.N: Quote, Profile, Research) could file for Chapter 11 bankruptcy protection as soon as next week, the Washington Post reported in its Saturday edition, citing an unnamed source familiar with the situation.\n",
      "Lowercased Text: delta air may file bankruptcy soon-report delta air lines inc. (dal.n: quote, profile, research) could file for chapter 11 bankruptcy protection as soon as next week, the washington post reported in its saturday edition, citing an unnamed source familiar with the situation.\n",
      "Removed URLs: delta air may file bankruptcy soon-report delta air lines inc. (dal.n: quote, profile, research) could file for chapter 11 bankruptcy protection as soon as next week, the washington post reported in its saturday edition, citing an unnamed source familiar with the situation.\n",
      "Removed HTML Tags: delta air may file bankruptcy soon-report delta air lines inc. (dal.n: quote, profile, research) could file for chapter 11 bankruptcy protection as soon as next week, the washington post reported in its saturday edition, citing an unnamed source familiar with the situation.\n",
      "Removed Special Characters: delta air may file bankruptcy soonreport delta air lines inc daln quote profile research could file for chapter  bankruptcy protection as soon as next week the washington post reported in its saturday edition citing an unnamed source familiar with the situation\n",
      "Tokens: ['delta', 'air', 'may', 'file', 'bankruptcy', 'soonreport', 'delta', 'air', 'lines', 'inc', 'daln', 'quote', 'profile', 'research', 'could', 'file', 'for', 'chapter', 'bankruptcy', 'protection', 'as', 'soon', 'as', 'next', 'week', 'the', 'washington', 'post', 'reported', 'in', 'its', 'saturday', 'edition', 'citing', 'an', 'unnamed', 'source', 'familiar', 'with', 'the', 'situation']\n",
      "Removed Stopwords: ['delta', 'air', 'may', 'file', 'bankruptcy', 'soonreport', 'delta', 'air', 'lines', 'inc', 'daln', 'quote', 'profile', 'research', 'could', 'file', 'chapter', 'bankruptcy', 'protection', 'soon', 'next', 'week', 'washington', 'post', 'reported', 'saturday', 'edition', 'citing', 'unnamed', 'source', 'familiar', 'situation']\n",
      "Stemmed Tokens: ['delta', 'air', 'may', 'file', 'bankruptci', 'soonreport', 'delta', 'air', 'line', 'inc', 'daln', 'quot', 'profil', 'research', 'could', 'file', 'chapter', 'bankruptci', 'protect', 'soon', 'next', 'week', 'washington', 'post', 'report', 'saturday', 'edit', 'cite', 'unnam', 'sourc', 'familiar', 'situat']\n",
      "Final Preprocessed Text: delta air may file bankruptci soonreport delta air line inc daln quot profil research could file chapter bankruptci protect soon next week washington post report saturday edit cite unnam sourc familiar situat\n",
      "\n",
      "Original Text: United seeking further cuts, ditching pension for 401(k) CHICAGO - United Airlines #39; workers are getting formal details on how the bankrupt company wants to replace their traditional pension with a 401(k)-style benefit plan - plus further steep reductions in pay and other benefits.\n",
      "Lowercased Text: united seeking further cuts, ditching pension for 401(k) chicago - united airlines #39; workers are getting formal details on how the bankrupt company wants to replace their traditional pension with a 401(k)-style benefit plan - plus further steep reductions in pay and other benefits.\n",
      "Removed URLs: united seeking further cuts, ditching pension for 401(k) chicago - united airlines #39; workers are getting formal details on how the bankrupt company wants to replace their traditional pension with a 401(k)-style benefit plan - plus further steep reductions in pay and other benefits.\n",
      "Removed HTML Tags: united seeking further cuts, ditching pension for 401(k) chicago - united airlines #39; workers are getting formal details on how the bankrupt company wants to replace their traditional pension with a 401(k)-style benefit plan - plus further steep reductions in pay and other benefits.\n",
      "Removed Special Characters: united seeking further cuts ditching pension for k chicago  united airlines  workers are getting formal details on how the bankrupt company wants to replace their traditional pension with a kstyle benefit plan  plus further steep reductions in pay and other benefits\n",
      "Tokens: ['united', 'seeking', 'further', 'cuts', 'ditching', 'pension', 'for', 'k', 'chicago', 'united', 'airlines', 'workers', 'are', 'getting', 'formal', 'details', 'on', 'how', 'the', 'bankrupt', 'company', 'wants', 'to', 'replace', 'their', 'traditional', 'pension', 'with', 'a', 'kstyle', 'benefit', 'plan', 'plus', 'further', 'steep', 'reductions', 'in', 'pay', 'and', 'other', 'benefits']\n",
      "Removed Stopwords: ['united', 'seeking', 'cuts', 'ditching', 'pension', 'k', 'chicago', 'united', 'airlines', 'workers', 'getting', 'formal', 'details', 'bankrupt', 'company', 'wants', 'replace', 'traditional', 'pension', 'kstyle', 'benefit', 'plan', 'plus', 'steep', 'reductions', 'pay', 'benefits']\n",
      "Stemmed Tokens: ['unit', 'seek', 'cut', 'ditch', 'pension', 'k', 'chicago', 'unit', 'airlin', 'worker', 'get', 'formal', 'detail', 'bankrupt', 'compani', 'want', 'replac', 'tradit', 'pension', 'kstyle', 'benefit', 'plan', 'plu', 'steep', 'reduct', 'pay', 'benefit']\n",
      "Final Preprocessed Text: unit seek cut ditch pension k chicago unit airlin worker get formal detail bankrupt compani want replac tradit pension kstyle benefit plan plu steep reduct pay benefit\n",
      "\n",
      "Original Text: US Stocks Up, Ford Forecast Gives a Lift  NEW YORK (Reuters) - U.S. blue chips advanced on Friday  after Ford Motor Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=F.N target=/stocks/quickinfo/fullquote\"&gt;F.N&lt;/A&gt; raised its earnings forecasts, while  wireless technology provider Qualcomm Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=QCOM.O target=/stocks/quickinfo/fullquote\"&gt;QCOM.O&lt;/A&gt; limited  gains on the Nasdaq after saying an accounting review may  reduce pretax income.\n",
      "Lowercased Text: us stocks up, ford forecast gives a lift  new york (reuters) - u.s. blue chips advanced on friday  after ford motor co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=f.n target=/stocks/quickinfo/fullquote\"&gt;f.n&lt;/a&gt; raised its earnings forecasts, while  wireless technology provider qualcomm inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=qcom.o target=/stocks/quickinfo/fullquote\"&gt;qcom.o&lt;/a&gt; limited  gains on the nasdaq after saying an accounting review may  reduce pretax income.\n",
      "Removed URLs: us stocks up, ford forecast gives a lift  new york (reuters) - u.s. blue chips advanced on friday  after ford motor co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;f.n&lt;/a&gt; raised its earnings forecasts, while  wireless technology provider qualcomm inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;qcom.o&lt;/a&gt; limited  gains on the nasdaq after saying an accounting review may  reduce pretax income.\n",
      "Removed HTML Tags: us stocks up, ford forecast gives a lift  new york (reuters) - u.s. blue chips advanced on friday  after ford motor co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;f.n&lt;/a&gt; raised its earnings forecasts, while  wireless technology provider qualcomm inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;qcom.o&lt;/a&gt; limited  gains on the nasdaq after saying an accounting review may  reduce pretax income.\n",
      "Removed Special Characters: us stocks up ford forecast gives a lift  new york reuters  us blue chips advanced on friday  after ford motor co lta href targetstocksquickinfofullquotegtfnltagt raised its earnings forecasts while  wireless technology provider qualcomm inc lta href targetstocksquickinfofullquotegtqcomoltagt limited  gains on the nasdaq after saying an accounting review may  reduce pretax income\n",
      "Tokens: ['us', 'stocks', 'up', 'ford', 'forecast', 'gives', 'a', 'lift', 'new', 'york', 'reuters', 'us', 'blue', 'chips', 'advanced', 'on', 'friday', 'after', 'ford', 'motor', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtfnltagt', 'raised', 'its', 'earnings', 'forecasts', 'while', 'wireless', 'technology', 'provider', 'qualcomm', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtqcomoltagt', 'limited', 'gains', 'on', 'the', 'nasdaq', 'after', 'saying', 'an', 'accounting', 'review', 'may', 'reduce', 'pretax', 'income']\n",
      "Removed Stopwords: ['us', 'stocks', 'ford', 'forecast', 'gives', 'lift', 'new', 'york', 'reuters', 'us', 'blue', 'chips', 'advanced', 'friday', 'ford', 'motor', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtfnltagt', 'raised', 'earnings', 'forecasts', 'wireless', 'technology', 'provider', 'qualcomm', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtqcomoltagt', 'limited', 'gains', 'nasdaq', 'saying', 'accounting', 'review', 'may', 'reduce', 'pretax', 'income']\n",
      "Stemmed Tokens: ['us', 'stock', 'ford', 'forecast', 'give', 'lift', 'new', 'york', 'reuter', 'us', 'blue', 'chip', 'advanc', 'friday', 'ford', 'motor', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtfnltagt', 'rais', 'earn', 'forecast', 'wireless', 'technolog', 'provid', 'qualcomm', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtqcomoltagt', 'limit', 'gain', 'nasdaq', 'say', 'account', 'review', 'may', 'reduc', 'pretax', 'incom']\n",
      "Final Preprocessed Text: us stock ford forecast give lift new york reuter us blue chip advanc friday ford motor co lta href targetstocksquickinfofullquotegtfnltagt rais earn forecast wireless technolog provid qualcomm inc lta href targetstocksquickinfofullquotegtqcomoltagt limit gain nasdaq say account review may reduc pretax incom\n",
      "\n",
      "Original Text: Vivendi surprises with rise in revenue Vivendi Universal, the French media group that almost collapsed into bankruptcy two years ago, yesterday surprised investors with strong third-quarter revenues driven by soaring music sales in the Britain and North America.\n",
      "Lowercased Text: vivendi surprises with rise in revenue vivendi universal, the french media group that almost collapsed into bankruptcy two years ago, yesterday surprised investors with strong third-quarter revenues driven by soaring music sales in the britain and north america.\n",
      "Removed URLs: vivendi surprises with rise in revenue vivendi universal, the french media group that almost collapsed into bankruptcy two years ago, yesterday surprised investors with strong third-quarter revenues driven by soaring music sales in the britain and north america.\n",
      "Removed HTML Tags: vivendi surprises with rise in revenue vivendi universal, the french media group that almost collapsed into bankruptcy two years ago, yesterday surprised investors with strong third-quarter revenues driven by soaring music sales in the britain and north america.\n",
      "Removed Special Characters: vivendi surprises with rise in revenue vivendi universal the french media group that almost collapsed into bankruptcy two years ago yesterday surprised investors with strong thirdquarter revenues driven by soaring music sales in the britain and north america\n",
      "Tokens: ['vivendi', 'surprises', 'with', 'rise', 'in', 'revenue', 'vivendi', 'universal', 'the', 'french', 'media', 'group', 'that', 'almost', 'collapsed', 'into', 'bankruptcy', 'two', 'years', 'ago', 'yesterday', 'surprised', 'investors', 'with', 'strong', 'thirdquarter', 'revenues', 'driven', 'by', 'soaring', 'music', 'sales', 'in', 'the', 'britain', 'and', 'north', 'america']\n",
      "Removed Stopwords: ['vivendi', 'surprises', 'rise', 'revenue', 'vivendi', 'universal', 'french', 'media', 'group', 'almost', 'collapsed', 'bankruptcy', 'two', 'years', 'ago', 'yesterday', 'surprised', 'investors', 'strong', 'thirdquarter', 'revenues', 'driven', 'soaring', 'music', 'sales', 'britain', 'north', 'america']\n",
      "Stemmed Tokens: ['vivendi', 'surpris', 'rise', 'revenu', 'vivendi', 'univers', 'french', 'media', 'group', 'almost', 'collaps', 'bankruptci', 'two', 'year', 'ago', 'yesterday', 'surpris', 'investor', 'strong', 'thirdquart', 'revenu', 'driven', 'soar', 'music', 'sale', 'britain', 'north', 'america']\n",
      "Final Preprocessed Text: vivendi surpris rise revenu vivendi univers french media group almost collaps bankruptci two year ago yesterday surpris investor strong thirdquart revenu driven soar music sale britain north america\n",
      "\n",
      "Original Text: union halts vote on grocers #39; offer Members of the grocery workers union will continue to meet to discuss the final contract proposal from King Soopers, Safeway and Albertsons following a surprise decision by the international union to halt voting on the offers.\n",
      "Lowercased Text: union halts vote on grocers #39; offer members of the grocery workers union will continue to meet to discuss the final contract proposal from king soopers, safeway and albertsons following a surprise decision by the international union to halt voting on the offers.\n",
      "Removed URLs: union halts vote on grocers #39; offer members of the grocery workers union will continue to meet to discuss the final contract proposal from king soopers, safeway and albertsons following a surprise decision by the international union to halt voting on the offers.\n",
      "Removed HTML Tags: union halts vote on grocers #39; offer members of the grocery workers union will continue to meet to discuss the final contract proposal from king soopers, safeway and albertsons following a surprise decision by the international union to halt voting on the offers.\n",
      "Removed Special Characters: union halts vote on grocers  offer members of the grocery workers union will continue to meet to discuss the final contract proposal from king soopers safeway and albertsons following a surprise decision by the international union to halt voting on the offers\n",
      "Tokens: ['union', 'halts', 'vote', 'on', 'grocers', 'offer', 'members', 'of', 'the', 'grocery', 'workers', 'union', 'will', 'continue', 'to', 'meet', 'to', 'discuss', 'the', 'final', 'contract', 'proposal', 'from', 'king', 'soopers', 'safeway', 'and', 'albertsons', 'following', 'a', 'surprise', 'decision', 'by', 'the', 'international', 'union', 'to', 'halt', 'voting', 'on', 'the', 'offers']\n",
      "Removed Stopwords: ['union', 'halts', 'vote', 'grocers', 'offer', 'members', 'grocery', 'workers', 'union', 'continue', 'meet', 'discuss', 'final', 'contract', 'proposal', 'king', 'soopers', 'safeway', 'albertsons', 'following', 'surprise', 'decision', 'international', 'union', 'halt', 'voting', 'offers']\n",
      "Stemmed Tokens: ['union', 'halt', 'vote', 'grocer', 'offer', 'member', 'groceri', 'worker', 'union', 'continu', 'meet', 'discuss', 'final', 'contract', 'propos', 'king', 'sooper', 'safeway', 'albertson', 'follow', 'surpris', 'decis', 'intern', 'union', 'halt', 'vote', 'offer']\n",
      "Final Preprocessed Text: union halt vote grocer offer member groceri worker union continu meet discuss final contract propos king sooper safeway albertson follow surpris decis intern union halt vote offer\n",
      "\n",
      "Original Text: CEO Eisner to Step Down in Sept 2006 -WSJ  NEW YORK (Reuters) - Michael Eisner plans to step down as  Walt Disney Co.'s chief executive when his contract expires in  September 2006, the Wall Street Journal said on Friday.\n",
      "Lowercased Text: ceo eisner to step down in sept 2006 -wsj  new york (reuters) - michael eisner plans to step down as  walt disney co.'s chief executive when his contract expires in  september 2006, the wall street journal said on friday.\n",
      "Removed URLs: ceo eisner to step down in sept 2006 -wsj  new york (reuters) - michael eisner plans to step down as  walt disney co.'s chief executive when his contract expires in  september 2006, the wall street journal said on friday.\n",
      "Removed HTML Tags: ceo eisner to step down in sept 2006 -wsj  new york (reuters) - michael eisner plans to step down as  walt disney co.'s chief executive when his contract expires in  september 2006, the wall street journal said on friday.\n",
      "Removed Special Characters: ceo eisner to step down in sept  wsj  new york reuters  michael eisner plans to step down as  walt disney cos chief executive when his contract expires in  september  the wall street journal said on friday\n",
      "Tokens: ['ceo', 'eisner', 'to', 'step', 'down', 'in', 'sept', 'wsj', 'new', 'york', 'reuters', 'michael', 'eisner', 'plans', 'to', 'step', 'down', 'as', 'walt', 'disney', 'cos', 'chief', 'executive', 'when', 'his', 'contract', 'expires', 'in', 'september', 'the', 'wall', 'street', 'journal', 'said', 'on', 'friday']\n",
      "Removed Stopwords: ['ceo', 'eisner', 'step', 'sept', 'wsj', 'new', 'york', 'reuters', 'michael', 'eisner', 'plans', 'step', 'walt', 'disney', 'cos', 'chief', 'executive', 'contract', 'expires', 'september', 'wall', 'street', 'journal', 'said', 'friday']\n",
      "Stemmed Tokens: ['ceo', 'eisner', 'step', 'sept', 'wsj', 'new', 'york', 'reuter', 'michael', 'eisner', 'plan', 'step', 'walt', 'disney', 'co', 'chief', 'execut', 'contract', 'expir', 'septemb', 'wall', 'street', 'journal', 'said', 'friday']\n",
      "Final Preprocessed Text: ceo eisner step sept wsj new york reuter michael eisner plan step walt disney co chief execut contract expir septemb wall street journal said friday\n",
      "\n",
      "Original Text: Bush Backs US Tariffs on Shrimp Foreign shrimp producers have denied they are selling shrimp at artificially low prices as a way to win a larger share of the US market.\n",
      "Lowercased Text: bush backs us tariffs on shrimp foreign shrimp producers have denied they are selling shrimp at artificially low prices as a way to win a larger share of the us market.\n",
      "Removed URLs: bush backs us tariffs on shrimp foreign shrimp producers have denied they are selling shrimp at artificially low prices as a way to win a larger share of the us market.\n",
      "Removed HTML Tags: bush backs us tariffs on shrimp foreign shrimp producers have denied they are selling shrimp at artificially low prices as a way to win a larger share of the us market.\n",
      "Removed Special Characters: bush backs us tariffs on shrimp foreign shrimp producers have denied they are selling shrimp at artificially low prices as a way to win a larger share of the us market\n",
      "Tokens: ['bush', 'backs', 'us', 'tariffs', 'on', 'shrimp', 'foreign', 'shrimp', 'producers', 'have', 'denied', 'they', 'are', 'selling', 'shrimp', 'at', 'artificially', 'low', 'prices', 'as', 'a', 'way', 'to', 'win', 'a', 'larger', 'share', 'of', 'the', 'us', 'market']\n",
      "Removed Stopwords: ['bush', 'backs', 'us', 'tariffs', 'shrimp', 'foreign', 'shrimp', 'producers', 'denied', 'selling', 'shrimp', 'artificially', 'low', 'prices', 'way', 'win', 'larger', 'share', 'us', 'market']\n",
      "Stemmed Tokens: ['bush', 'back', 'us', 'tariff', 'shrimp', 'foreign', 'shrimp', 'produc', 'deni', 'sell', 'shrimp', 'artifici', 'low', 'price', 'way', 'win', 'larger', 'share', 'us', 'market']\n",
      "Final Preprocessed Text: bush back us tariff shrimp foreign shrimp produc deni sell shrimp artifici low price way win larger share us market\n",
      "\n",
      "Original Text: Computer Associates exec pleads not guilty Sanjay Kumar, the former chief executive of Computer Associates of Islandia, NY, pleaded innocent Thursday to charges he helped inflate financial results.\n",
      "Lowercased Text: computer associates exec pleads not guilty sanjay kumar, the former chief executive of computer associates of islandia, ny, pleaded innocent thursday to charges he helped inflate financial results.\n",
      "Removed URLs: computer associates exec pleads not guilty sanjay kumar, the former chief executive of computer associates of islandia, ny, pleaded innocent thursday to charges he helped inflate financial results.\n",
      "Removed HTML Tags: computer associates exec pleads not guilty sanjay kumar, the former chief executive of computer associates of islandia, ny, pleaded innocent thursday to charges he helped inflate financial results.\n",
      "Removed Special Characters: computer associates exec pleads not guilty sanjay kumar the former chief executive of computer associates of islandia ny pleaded innocent thursday to charges he helped inflate financial results\n",
      "Tokens: ['computer', 'associates', 'exec', 'pleads', 'not', 'guilty', 'sanjay', 'kumar', 'the', 'former', 'chief', 'executive', 'of', 'computer', 'associates', 'of', 'islandia', 'ny', 'pleaded', 'innocent', 'thursday', 'to', 'charges', 'he', 'helped', 'inflate', 'financial', 'results']\n",
      "Removed Stopwords: ['computer', 'associates', 'exec', 'pleads', 'guilty', 'sanjay', 'kumar', 'former', 'chief', 'executive', 'computer', 'associates', 'islandia', 'ny', 'pleaded', 'innocent', 'thursday', 'charges', 'helped', 'inflate', 'financial', 'results']\n",
      "Stemmed Tokens: ['comput', 'associ', 'exec', 'plead', 'guilti', 'sanjay', 'kumar', 'former', 'chief', 'execut', 'comput', 'associ', 'islandia', 'ny', 'plead', 'innoc', 'thursday', 'charg', 'help', 'inflat', 'financi', 'result']\n",
      "Final Preprocessed Text: comput associ exec plead guilti sanjay kumar former chief execut comput associ islandia ny plead innoc thursday charg help inflat financi result\n",
      "\n",
      "Original Text: Russian oil giant tries US court MOSCOW - Embattled Russian oil giant Yukos filed for bankruptcy protection in a US court in a last-ditch bid to avert auction of its core production unit.\n",
      "Lowercased Text: russian oil giant tries us court moscow - embattled russian oil giant yukos filed for bankruptcy protection in a us court in a last-ditch bid to avert auction of its core production unit.\n",
      "Removed URLs: russian oil giant tries us court moscow - embattled russian oil giant yukos filed for bankruptcy protection in a us court in a last-ditch bid to avert auction of its core production unit.\n",
      "Removed HTML Tags: russian oil giant tries us court moscow - embattled russian oil giant yukos filed for bankruptcy protection in a us court in a last-ditch bid to avert auction of its core production unit.\n",
      "Removed Special Characters: russian oil giant tries us court moscow  embattled russian oil giant yukos filed for bankruptcy protection in a us court in a lastditch bid to avert auction of its core production unit\n",
      "Tokens: ['russian', 'oil', 'giant', 'tries', 'us', 'court', 'moscow', 'embattled', 'russian', 'oil', 'giant', 'yukos', 'filed', 'for', 'bankruptcy', 'protection', 'in', 'a', 'us', 'court', 'in', 'a', 'lastditch', 'bid', 'to', 'avert', 'auction', 'of', 'its', 'core', 'production', 'unit']\n",
      "Removed Stopwords: ['russian', 'oil', 'giant', 'tries', 'us', 'court', 'moscow', 'embattled', 'russian', 'oil', 'giant', 'yukos', 'filed', 'bankruptcy', 'protection', 'us', 'court', 'lastditch', 'bid', 'avert', 'auction', 'core', 'production', 'unit']\n",
      "Stemmed Tokens: ['russian', 'oil', 'giant', 'tri', 'us', 'court', 'moscow', 'embattl', 'russian', 'oil', 'giant', 'yuko', 'file', 'bankruptci', 'protect', 'us', 'court', 'lastditch', 'bid', 'avert', 'auction', 'core', 'product', 'unit']\n",
      "Final Preprocessed Text: russian oil giant tri us court moscow embattl russian oil giant yuko file bankruptci protect us court lastditch bid avert auction core product unit\n",
      "\n",
      "Original Text: AOL pushes into Internet shopping Looking for new ways to boost its revenue, America Online is launching an online shopping service that won #39;t require an AOL account to access.\n",
      "Lowercased Text: aol pushes into internet shopping looking for new ways to boost its revenue, america online is launching an online shopping service that won #39;t require an aol account to access.\n",
      "Removed URLs: aol pushes into internet shopping looking for new ways to boost its revenue, america online is launching an online shopping service that won #39;t require an aol account to access.\n",
      "Removed HTML Tags: aol pushes into internet shopping looking for new ways to boost its revenue, america online is launching an online shopping service that won #39;t require an aol account to access.\n",
      "Removed Special Characters: aol pushes into internet shopping looking for new ways to boost its revenue america online is launching an online shopping service that won t require an aol account to access\n",
      "Tokens: ['aol', 'pushes', 'into', 'internet', 'shopping', 'looking', 'for', 'new', 'ways', 'to', 'boost', 'its', 'revenue', 'america', 'online', 'is', 'launching', 'an', 'online', 'shopping', 'service', 'that', 'won', 't', 'require', 'an', 'aol', 'account', 'to', 'access']\n",
      "Removed Stopwords: ['aol', 'pushes', 'internet', 'shopping', 'looking', 'new', 'ways', 'boost', 'revenue', 'america', 'online', 'launching', 'online', 'shopping', 'service', 'require', 'aol', 'account', 'access']\n",
      "Stemmed Tokens: ['aol', 'push', 'internet', 'shop', 'look', 'new', 'way', 'boost', 'revenu', 'america', 'onlin', 'launch', 'onlin', 'shop', 'servic', 'requir', 'aol', 'account', 'access']\n",
      "Final Preprocessed Text: aol push internet shop look new way boost revenu america onlin launch onlin shop servic requir aol account access\n",
      "\n",
      "Original Text: Nigeria gives Shell \\$1.5 billion eco-bill The Shell oil company has been handed a \\$1.5 billion bill for ecological compensation in the Niger delta by the government of Nigeria.\n",
      "Lowercased Text: nigeria gives shell \\$1.5 billion eco-bill the shell oil company has been handed a \\$1.5 billion bill for ecological compensation in the niger delta by the government of nigeria.\n",
      "Removed URLs: nigeria gives shell \\$1.5 billion eco-bill the shell oil company has been handed a \\$1.5 billion bill for ecological compensation in the niger delta by the government of nigeria.\n",
      "Removed HTML Tags: nigeria gives shell \\$1.5 billion eco-bill the shell oil company has been handed a \\$1.5 billion bill for ecological compensation in the niger delta by the government of nigeria.\n",
      "Removed Special Characters: nigeria gives shell  billion ecobill the shell oil company has been handed a  billion bill for ecological compensation in the niger delta by the government of nigeria\n",
      "Tokens: ['nigeria', 'gives', 'shell', 'billion', 'ecobill', 'the', 'shell', 'oil', 'company', 'has', 'been', 'handed', 'a', 'billion', 'bill', 'for', 'ecological', 'compensation', 'in', 'the', 'niger', 'delta', 'by', 'the', 'government', 'of', 'nigeria']\n",
      "Removed Stopwords: ['nigeria', 'gives', 'shell', 'billion', 'ecobill', 'shell', 'oil', 'company', 'handed', 'billion', 'bill', 'ecological', 'compensation', 'niger', 'delta', 'government', 'nigeria']\n",
      "Stemmed Tokens: ['nigeria', 'give', 'shell', 'billion', 'ecobil', 'shell', 'oil', 'compani', 'hand', 'billion', 'bill', 'ecolog', 'compens', 'niger', 'delta', 'govern', 'nigeria']\n",
      "Final Preprocessed Text: nigeria give shell billion ecobil shell oil compani hand billion bill ecolog compens niger delta govern nigeria\n",
      "\n",
      "Original Text: Dollar in Sight of All-Time Low Vs Euro (Reuters) Reuters - The dollar was in striking distance of\\record lows against the euro and 7-    month lows versus the\\yen on Thursday, as traders concluded that nations at an\\upcoming G20 meeting would tolerate a weaker dollar.\n",
      "Lowercased Text: dollar in sight of all-time low vs euro (reuters) reuters - the dollar was in striking distance of\\record lows against the euro and 7-    month lows versus the\\yen on thursday, as traders concluded that nations at an\\upcoming g20 meeting would tolerate a weaker dollar.\n",
      "Removed URLs: dollar in sight of all-time low vs euro (reuters) reuters - the dollar was in striking distance of\\record lows against the euro and 7-    month lows versus the\\yen on thursday, as traders concluded that nations at an\\upcoming g20 meeting would tolerate a weaker dollar.\n",
      "Removed HTML Tags: dollar in sight of all-time low vs euro (reuters) reuters - the dollar was in striking distance of\\record lows against the euro and 7-    month lows versus the\\yen on thursday, as traders concluded that nations at an\\upcoming g20 meeting would tolerate a weaker dollar.\n",
      "Removed Special Characters: dollar in sight of alltime low vs euro reuters reuters  the dollar was in striking distance ofrecord lows against the euro and     month lows versus theyen on thursday as traders concluded that nations at anupcoming g meeting would tolerate a weaker dollar\n",
      "Tokens: ['dollar', 'in', 'sight', 'of', 'alltime', 'low', 'vs', 'euro', 'reuters', 'reuters', 'the', 'dollar', 'was', 'in', 'striking', 'distance', 'ofrecord', 'lows', 'against', 'the', 'euro', 'and', 'month', 'lows', 'versus', 'theyen', 'on', 'thursday', 'as', 'traders', 'concluded', 'that', 'nations', 'at', 'anupcoming', 'g', 'meeting', 'would', 'tolerate', 'a', 'weaker', 'dollar']\n",
      "Removed Stopwords: ['dollar', 'sight', 'alltime', 'low', 'vs', 'euro', 'reuters', 'reuters', 'dollar', 'striking', 'distance', 'ofrecord', 'lows', 'euro', 'month', 'lows', 'versus', 'theyen', 'thursday', 'traders', 'concluded', 'nations', 'anupcoming', 'g', 'meeting', 'would', 'tolerate', 'weaker', 'dollar']\n",
      "Stemmed Tokens: ['dollar', 'sight', 'alltim', 'low', 'vs', 'euro', 'reuter', 'reuter', 'dollar', 'strike', 'distanc', 'ofrecord', 'low', 'euro', 'month', 'low', 'versu', 'theyen', 'thursday', 'trader', 'conclud', 'nation', 'anupcom', 'g', 'meet', 'would', 'toler', 'weaker', 'dollar']\n",
      "Final Preprocessed Text: dollar sight alltim low vs euro reuter reuter dollar strike distanc ofrecord low euro month low versu theyen thursday trader conclud nation anupcom g meet would toler weaker dollar\n",
      "\n",
      "Original Text: Crude Oil Ekes Out Small Bounce  SINGAPORE (Reuters) - Battered oil prices struggled on  Friday to shake off this week's \\$6 slump, edging up from a  12-week low after a massive round of selling triggered by  easing worries about winter supply.\n",
      "Lowercased Text: crude oil ekes out small bounce  singapore (reuters) - battered oil prices struggled on  friday to shake off this week's \\$6 slump, edging up from a  12-week low after a massive round of selling triggered by  easing worries about winter supply.\n",
      "Removed URLs: crude oil ekes out small bounce  singapore (reuters) - battered oil prices struggled on  friday to shake off this week's \\$6 slump, edging up from a  12-week low after a massive round of selling triggered by  easing worries about winter supply.\n",
      "Removed HTML Tags: crude oil ekes out small bounce  singapore (reuters) - battered oil prices struggled on  friday to shake off this week's \\$6 slump, edging up from a  12-week low after a massive round of selling triggered by  easing worries about winter supply.\n",
      "Removed Special Characters: crude oil ekes out small bounce  singapore reuters  battered oil prices struggled on  friday to shake off this weeks  slump edging up from a  week low after a massive round of selling triggered by  easing worries about winter supply\n",
      "Tokens: ['crude', 'oil', 'ekes', 'out', 'small', 'bounce', 'singapore', 'reuters', 'battered', 'oil', 'prices', 'struggled', 'on', 'friday', 'to', 'shake', 'off', 'this', 'weeks', 'slump', 'edging', 'up', 'from', 'a', 'week', 'low', 'after', 'a', 'massive', 'round', 'of', 'selling', 'triggered', 'by', 'easing', 'worries', 'about', 'winter', 'supply']\n",
      "Removed Stopwords: ['crude', 'oil', 'ekes', 'small', 'bounce', 'singapore', 'reuters', 'battered', 'oil', 'prices', 'struggled', 'friday', 'shake', 'weeks', 'slump', 'edging', 'week', 'low', 'massive', 'round', 'selling', 'triggered', 'easing', 'worries', 'winter', 'supply']\n",
      "Stemmed Tokens: ['crude', 'oil', 'eke', 'small', 'bounc', 'singapor', 'reuter', 'batter', 'oil', 'price', 'struggl', 'friday', 'shake', 'week', 'slump', 'edg', 'week', 'low', 'massiv', 'round', 'sell', 'trigger', 'eas', 'worri', 'winter', 'suppli']\n",
      "Final Preprocessed Text: crude oil eke small bounc singapor reuter batter oil price struggl friday shake week slump edg week low massiv round sell trigger eas worri winter suppli\n",
      "\n",
      "Original Text: Bank on it: Checks won #39;t float, they #39;ll bounce or write a check before the funds are available in their accounts - might soon find themselves at risk for more bounced checks and high overdraft fees.\n",
      "Lowercased Text: bank on it: checks won #39;t float, they #39;ll bounce or write a check before the funds are available in their accounts - might soon find themselves at risk for more bounced checks and high overdraft fees.\n",
      "Removed URLs: bank on it: checks won #39;t float, they #39;ll bounce or write a check before the funds are available in their accounts - might soon find themselves at risk for more bounced checks and high overdraft fees.\n",
      "Removed HTML Tags: bank on it: checks won #39;t float, they #39;ll bounce or write a check before the funds are available in their accounts - might soon find themselves at risk for more bounced checks and high overdraft fees.\n",
      "Removed Special Characters: bank on it checks won t float they ll bounce or write a check before the funds are available in their accounts  might soon find themselves at risk for more bounced checks and high overdraft fees\n",
      "Tokens: ['bank', 'on', 'it', 'checks', 'won', 't', 'float', 'they', 'll', 'bounce', 'or', 'write', 'a', 'check', 'before', 'the', 'funds', 'are', 'available', 'in', 'their', 'accounts', 'might', 'soon', 'find', 'themselves', 'at', 'risk', 'for', 'more', 'bounced', 'checks', 'and', 'high', 'overdraft', 'fees']\n",
      "Removed Stopwords: ['bank', 'checks', 'float', 'bounce', 'write', 'check', 'funds', 'available', 'accounts', 'might', 'soon', 'find', 'risk', 'bounced', 'checks', 'high', 'overdraft', 'fees']\n",
      "Stemmed Tokens: ['bank', 'check', 'float', 'bounc', 'write', 'check', 'fund', 'avail', 'account', 'might', 'soon', 'find', 'risk', 'bounc', 'check', 'high', 'overdraft', 'fee']\n",
      "Final Preprocessed Text: bank check float bounc write check fund avail account might soon find risk bounc check high overdraft fee\n",
      "\n",
      "Original Text: MCI Reports \\$3.4 Bln Third-Quarter Loss MCI Inc. #39;s (MCIP.O: Quote, Profile, Research) quarterly loss ballooned to \\$3.4 billion as the No. 2 US long-distance company wrote down the value of its assets due to \n",
      "Lowercased Text: mci reports \\$3.4 bln third-quarter loss mci inc. #39;s (mcip.o: quote, profile, research) quarterly loss ballooned to \\$3.4 billion as the no. 2 us long-distance company wrote down the value of its assets due to \n",
      "Removed URLs: mci reports \\$3.4 bln third-quarter loss mci inc. #39;s (mcip.o: quote, profile, research) quarterly loss ballooned to \\$3.4 billion as the no. 2 us long-distance company wrote down the value of its assets due to \n",
      "Removed HTML Tags: mci reports \\$3.4 bln third-quarter loss mci inc. #39;s (mcip.o: quote, profile, research) quarterly loss ballooned to \\$3.4 billion as the no. 2 us long-distance company wrote down the value of its assets due to \n",
      "Removed Special Characters: mci reports  bln thirdquarter loss mci inc s mcipo quote profile research quarterly loss ballooned to  billion as the no  us longdistance company wrote down the value of its assets due to \n",
      "Tokens: ['mci', 'reports', 'bln', 'thirdquarter', 'loss', 'mci', 'inc', 's', 'mcipo', 'quote', 'profile', 'research', 'quarterly', 'loss', 'ballooned', 'to', 'billion', 'as', 'the', 'no', 'us', 'longdistance', 'company', 'wrote', 'down', 'the', 'value', 'of', 'its', 'assets', 'due', 'to']\n",
      "Removed Stopwords: ['mci', 'reports', 'bln', 'thirdquarter', 'loss', 'mci', 'inc', 'mcipo', 'quote', 'profile', 'research', 'quarterly', 'loss', 'ballooned', 'billion', 'us', 'longdistance', 'company', 'wrote', 'value', 'assets', 'due']\n",
      "Stemmed Tokens: ['mci', 'report', 'bln', 'thirdquart', 'loss', 'mci', 'inc', 'mcipo', 'quot', 'profil', 'research', 'quarterli', 'loss', 'balloon', 'billion', 'us', 'longdist', 'compani', 'wrote', 'valu', 'asset', 'due']\n",
      "Final Preprocessed Text: mci report bln thirdquart loss mci inc mcipo quot profil research quarterli loss balloon billion us longdist compani wrote valu asset due\n",
      "\n",
      "Original Text: New Jobless Claims Increase; Import Prices Jump Higher In another report, import prices excluding petroleum posted the largest increase in 10 months, a possible early warning on inflation from the weaker dollar.\n",
      "Lowercased Text: new jobless claims increase; import prices jump higher in another report, import prices excluding petroleum posted the largest increase in 10 months, a possible early warning on inflation from the weaker dollar.\n",
      "Removed URLs: new jobless claims increase; import prices jump higher in another report, import prices excluding petroleum posted the largest increase in 10 months, a possible early warning on inflation from the weaker dollar.\n",
      "Removed HTML Tags: new jobless claims increase; import prices jump higher in another report, import prices excluding petroleum posted the largest increase in 10 months, a possible early warning on inflation from the weaker dollar.\n",
      "Removed Special Characters: new jobless claims increase import prices jump higher in another report import prices excluding petroleum posted the largest increase in  months a possible early warning on inflation from the weaker dollar\n",
      "Tokens: ['new', 'jobless', 'claims', 'increase', 'import', 'prices', 'jump', 'higher', 'in', 'another', 'report', 'import', 'prices', 'excluding', 'petroleum', 'posted', 'the', 'largest', 'increase', 'in', 'months', 'a', 'possible', 'early', 'warning', 'on', 'inflation', 'from', 'the', 'weaker', 'dollar']\n",
      "Removed Stopwords: ['new', 'jobless', 'claims', 'increase', 'import', 'prices', 'jump', 'higher', 'another', 'report', 'import', 'prices', 'excluding', 'petroleum', 'posted', 'largest', 'increase', 'months', 'possible', 'early', 'warning', 'inflation', 'weaker', 'dollar']\n",
      "Stemmed Tokens: ['new', 'jobless', 'claim', 'increas', 'import', 'price', 'jump', 'higher', 'anoth', 'report', 'import', 'price', 'exclud', 'petroleum', 'post', 'largest', 'increas', 'month', 'possibl', 'earli', 'warn', 'inflat', 'weaker', 'dollar']\n",
      "Final Preprocessed Text: new jobless claim increas import price jump higher anoth report import price exclud petroleum post largest increas month possibl earli warn inflat weaker dollar\n",
      "\n",
      "Original Text: Oragenics Shares Up on FDA Clearance Shares of Oragenics Inc. jumped after the biotechnology company reported Tuesday that the Food and Drug Administration allowed it to proceed with safety trials on a lifelong tooth decay protection rinse that \n",
      "Lowercased Text: oragenics shares up on fda clearance shares of oragenics inc. jumped after the biotechnology company reported tuesday that the food and drug administration allowed it to proceed with safety trials on a lifelong tooth decay protection rinse that \n",
      "Removed URLs: oragenics shares up on fda clearance shares of oragenics inc. jumped after the biotechnology company reported tuesday that the food and drug administration allowed it to proceed with safety trials on a lifelong tooth decay protection rinse that \n",
      "Removed HTML Tags: oragenics shares up on fda clearance shares of oragenics inc. jumped after the biotechnology company reported tuesday that the food and drug administration allowed it to proceed with safety trials on a lifelong tooth decay protection rinse that \n",
      "Removed Special Characters: oragenics shares up on fda clearance shares of oragenics inc jumped after the biotechnology company reported tuesday that the food and drug administration allowed it to proceed with safety trials on a lifelong tooth decay protection rinse that \n",
      "Tokens: ['oragenics', 'shares', 'up', 'on', 'fda', 'clearance', 'shares', 'of', 'oragenics', 'inc', 'jumped', 'after', 'the', 'biotechnology', 'company', 'reported', 'tuesday', 'that', 'the', 'food', 'and', 'drug', 'administration', 'allowed', 'it', 'to', 'proceed', 'with', 'safety', 'trials', 'on', 'a', 'lifelong', 'tooth', 'decay', 'protection', 'rinse', 'that']\n",
      "Removed Stopwords: ['oragenics', 'shares', 'fda', 'clearance', 'shares', 'oragenics', 'inc', 'jumped', 'biotechnology', 'company', 'reported', 'tuesday', 'food', 'drug', 'administration', 'allowed', 'proceed', 'safety', 'trials', 'lifelong', 'tooth', 'decay', 'protection', 'rinse']\n",
      "Stemmed Tokens: ['oragen', 'share', 'fda', 'clearanc', 'share', 'oragen', 'inc', 'jump', 'biotechnolog', 'compani', 'report', 'tuesday', 'food', 'drug', 'administr', 'allow', 'proceed', 'safeti', 'trial', 'lifelong', 'tooth', 'decay', 'protect', 'rins']\n",
      "Final Preprocessed Text: oragen share fda clearanc share oragen inc jump biotechnolog compani report tuesday food drug administr allow proceed safeti trial lifelong tooth decay protect rins\n",
      "\n",
      "Original Text: Deficit at US Pension Agency Soars to \\$23.3 Billion The deficit at the federal agency that rescues failed US pension funds more than doubled to \\$23.3 billion in fiscal 2004, officials said on Monday, as the safety net was hit by losses from pension plans that have failed or are \n",
      "Lowercased Text: deficit at us pension agency soars to \\$23.3 billion the deficit at the federal agency that rescues failed us pension funds more than doubled to \\$23.3 billion in fiscal 2004, officials said on monday, as the safety net was hit by losses from pension plans that have failed or are \n",
      "Removed URLs: deficit at us pension agency soars to \\$23.3 billion the deficit at the federal agency that rescues failed us pension funds more than doubled to \\$23.3 billion in fiscal 2004, officials said on monday, as the safety net was hit by losses from pension plans that have failed or are \n",
      "Removed HTML Tags: deficit at us pension agency soars to \\$23.3 billion the deficit at the federal agency that rescues failed us pension funds more than doubled to \\$23.3 billion in fiscal 2004, officials said on monday, as the safety net was hit by losses from pension plans that have failed or are \n",
      "Removed Special Characters: deficit at us pension agency soars to  billion the deficit at the federal agency that rescues failed us pension funds more than doubled to  billion in fiscal  officials said on monday as the safety net was hit by losses from pension plans that have failed or are \n",
      "Tokens: ['deficit', 'at', 'us', 'pension', 'agency', 'soars', 'to', 'billion', 'the', 'deficit', 'at', 'the', 'federal', 'agency', 'that', 'rescues', 'failed', 'us', 'pension', 'funds', 'more', 'than', 'doubled', 'to', 'billion', 'in', 'fiscal', 'officials', 'said', 'on', 'monday', 'as', 'the', 'safety', 'net', 'was', 'hit', 'by', 'losses', 'from', 'pension', 'plans', 'that', 'have', 'failed', 'or', 'are']\n",
      "Removed Stopwords: ['deficit', 'us', 'pension', 'agency', 'soars', 'billion', 'deficit', 'federal', 'agency', 'rescues', 'failed', 'us', 'pension', 'funds', 'doubled', 'billion', 'fiscal', 'officials', 'said', 'monday', 'safety', 'net', 'hit', 'losses', 'pension', 'plans', 'failed']\n",
      "Stemmed Tokens: ['deficit', 'us', 'pension', 'agenc', 'soar', 'billion', 'deficit', 'feder', 'agenc', 'rescu', 'fail', 'us', 'pension', 'fund', 'doubl', 'billion', 'fiscal', 'offici', 'said', 'monday', 'safeti', 'net', 'hit', 'loss', 'pension', 'plan', 'fail']\n",
      "Final Preprocessed Text: deficit us pension agenc soar billion deficit feder agenc rescu fail us pension fund doubl billion fiscal offici said monday safeti net hit loss pension plan fail\n",
      "\n",
      "Original Text: Nikkei up by midmorning; Intel update supports techs TOKYO (CBS.MW) - Japanese stock indexes rose by midmorning Friday as Intel #39;s higher-than-expected sales forecast listed the Japanese tech sector.\n",
      "Lowercased Text: nikkei up by midmorning; intel update supports techs tokyo (cbs.mw) - japanese stock indexes rose by midmorning friday as intel #39;s higher-than-expected sales forecast listed the japanese tech sector.\n",
      "Removed URLs: nikkei up by midmorning; intel update supports techs tokyo (cbs.mw) - japanese stock indexes rose by midmorning friday as intel #39;s higher-than-expected sales forecast listed the japanese tech sector.\n",
      "Removed HTML Tags: nikkei up by midmorning; intel update supports techs tokyo (cbs.mw) - japanese stock indexes rose by midmorning friday as intel #39;s higher-than-expected sales forecast listed the japanese tech sector.\n",
      "Removed Special Characters: nikkei up by midmorning intel update supports techs tokyo cbsmw  japanese stock indexes rose by midmorning friday as intel s higherthanexpected sales forecast listed the japanese tech sector\n",
      "Tokens: ['nikkei', 'up', 'by', 'midmorning', 'intel', 'update', 'supports', 'techs', 'tokyo', 'cbsmw', 'japanese', 'stock', 'indexes', 'rose', 'by', 'midmorning', 'friday', 'as', 'intel', 's', 'higherthanexpected', 'sales', 'forecast', 'listed', 'the', 'japanese', 'tech', 'sector']\n",
      "Removed Stopwords: ['nikkei', 'midmorning', 'intel', 'update', 'supports', 'techs', 'tokyo', 'cbsmw', 'japanese', 'stock', 'indexes', 'rose', 'midmorning', 'friday', 'intel', 'higherthanexpected', 'sales', 'forecast', 'listed', 'japanese', 'tech', 'sector']\n",
      "Stemmed Tokens: ['nikkei', 'midmorn', 'intel', 'updat', 'support', 'tech', 'tokyo', 'cbsmw', 'japanes', 'stock', 'index', 'rose', 'midmorn', 'friday', 'intel', 'higherthanexpect', 'sale', 'forecast', 'list', 'japanes', 'tech', 'sector']\n",
      "Final Preprocessed Text: nikkei midmorn intel updat support tech tokyo cbsmw japanes stock index rose midmorn friday intel higherthanexpect sale forecast list japanes tech sector\n",
      "\n",
      "Original Text: Stocks Leap, Dow Up 142 Points at Open US stocks soared at the open on Wednesday as investors bet that George W. Bush would soon be declared the winner in the tight presidential race despite disputed results in the key state of Ohio.\n",
      "Lowercased Text: stocks leap, dow up 142 points at open us stocks soared at the open on wednesday as investors bet that george w. bush would soon be declared the winner in the tight presidential race despite disputed results in the key state of ohio.\n",
      "Removed URLs: stocks leap, dow up 142 points at open us stocks soared at the open on wednesday as investors bet that george w. bush would soon be declared the winner in the tight presidential race despite disputed results in the key state of ohio.\n",
      "Removed HTML Tags: stocks leap, dow up 142 points at open us stocks soared at the open on wednesday as investors bet that george w. bush would soon be declared the winner in the tight presidential race despite disputed results in the key state of ohio.\n",
      "Removed Special Characters: stocks leap dow up  points at open us stocks soared at the open on wednesday as investors bet that george w bush would soon be declared the winner in the tight presidential race despite disputed results in the key state of ohio\n",
      "Tokens: ['stocks', 'leap', 'dow', 'up', 'points', 'at', 'open', 'us', 'stocks', 'soared', 'at', 'the', 'open', 'on', 'wednesday', 'as', 'investors', 'bet', 'that', 'george', 'w', 'bush', 'would', 'soon', 'be', 'declared', 'the', 'winner', 'in', 'the', 'tight', 'presidential', 'race', 'despite', 'disputed', 'results', 'in', 'the', 'key', 'state', 'of', 'ohio']\n",
      "Removed Stopwords: ['stocks', 'leap', 'dow', 'points', 'open', 'us', 'stocks', 'soared', 'open', 'wednesday', 'investors', 'bet', 'george', 'w', 'bush', 'would', 'soon', 'declared', 'winner', 'tight', 'presidential', 'race', 'despite', 'disputed', 'results', 'key', 'state', 'ohio']\n",
      "Stemmed Tokens: ['stock', 'leap', 'dow', 'point', 'open', 'us', 'stock', 'soar', 'open', 'wednesday', 'investor', 'bet', 'georg', 'w', 'bush', 'would', 'soon', 'declar', 'winner', 'tight', 'presidenti', 'race', 'despit', 'disput', 'result', 'key', 'state', 'ohio']\n",
      "Final Preprocessed Text: stock leap dow point open us stock soar open wednesday investor bet georg w bush would soon declar winner tight presidenti race despit disput result key state ohio\n",
      "\n",
      "Original Text: Q amp;A : Merger changes little  for now Here are answers to some questions arising from the closing of Cingular Wireless #39; acquisition of AT amp;T Wireless. Q: With the merger, how will the combined company rank in the industry?\n",
      "Lowercased Text: q amp;a : merger changes little  for now here are answers to some questions arising from the closing of cingular wireless #39; acquisition of at amp;t wireless. q: with the merger, how will the combined company rank in the industry?\n",
      "Removed URLs: q amp;a : merger changes little  for now here are answers to some questions arising from the closing of cingular wireless #39; acquisition of at amp;t wireless. q: with the merger, how will the combined company rank in the industry?\n",
      "Removed HTML Tags: q amp;a : merger changes little  for now here are answers to some questions arising from the closing of cingular wireless #39; acquisition of at amp;t wireless. q: with the merger, how will the combined company rank in the industry?\n",
      "Removed Special Characters: q ampa  merger changes little  for now here are answers to some questions arising from the closing of cingular wireless  acquisition of at ampt wireless q with the merger how will the combined company rank in the industry\n",
      "Tokens: ['q', 'ampa', 'merger', 'changes', 'little', 'for', 'now', 'here', 'are', 'answers', 'to', 'some', 'questions', 'arising', 'from', 'the', 'closing', 'of', 'cingular', 'wireless', 'acquisition', 'of', 'at', 'ampt', 'wireless', 'q', 'with', 'the', 'merger', 'how', 'will', 'the', 'combined', 'company', 'rank', 'in', 'the', 'industry']\n",
      "Removed Stopwords: ['q', 'ampa', 'merger', 'changes', 'little', 'answers', 'questions', 'arising', 'closing', 'cingular', 'wireless', 'acquisition', 'ampt', 'wireless', 'q', 'merger', 'combined', 'company', 'rank', 'industry']\n",
      "Stemmed Tokens: ['q', 'ampa', 'merger', 'chang', 'littl', 'answer', 'question', 'aris', 'close', 'cingular', 'wireless', 'acquisit', 'ampt', 'wireless', 'q', 'merger', 'combin', 'compani', 'rank', 'industri']\n",
      "Final Preprocessed Text: q ampa merger chang littl answer question aris close cingular wireless acquisit ampt wireless q merger combin compani rank industri\n",
      "\n",
      "Original Text: US stocks: Market drops as insurers #39; woes offset IBM NEW YORK - US stocks fell on Tuesday as health insurers #39; shares slid on worries that the New York attorney general #39;s probe will hit the entire industry.\n",
      "Lowercased Text: us stocks: market drops as insurers #39; woes offset ibm new york - us stocks fell on tuesday as health insurers #39; shares slid on worries that the new york attorney general #39;s probe will hit the entire industry.\n",
      "Removed URLs: us stocks: market drops as insurers #39; woes offset ibm new york - us stocks fell on tuesday as health insurers #39; shares slid on worries that the new york attorney general #39;s probe will hit the entire industry.\n",
      "Removed HTML Tags: us stocks: market drops as insurers #39; woes offset ibm new york - us stocks fell on tuesday as health insurers #39; shares slid on worries that the new york attorney general #39;s probe will hit the entire industry.\n",
      "Removed Special Characters: us stocks market drops as insurers  woes offset ibm new york  us stocks fell on tuesday as health insurers  shares slid on worries that the new york attorney general s probe will hit the entire industry\n",
      "Tokens: ['us', 'stocks', 'market', 'drops', 'as', 'insurers', 'woes', 'offset', 'ibm', 'new', 'york', 'us', 'stocks', 'fell', 'on', 'tuesday', 'as', 'health', 'insurers', 'shares', 'slid', 'on', 'worries', 'that', 'the', 'new', 'york', 'attorney', 'general', 's', 'probe', 'will', 'hit', 'the', 'entire', 'industry']\n",
      "Removed Stopwords: ['us', 'stocks', 'market', 'drops', 'insurers', 'woes', 'offset', 'ibm', 'new', 'york', 'us', 'stocks', 'fell', 'tuesday', 'health', 'insurers', 'shares', 'slid', 'worries', 'new', 'york', 'attorney', 'general', 'probe', 'hit', 'entire', 'industry']\n",
      "Stemmed Tokens: ['us', 'stock', 'market', 'drop', 'insur', 'woe', 'offset', 'ibm', 'new', 'york', 'us', 'stock', 'fell', 'tuesday', 'health', 'insur', 'share', 'slid', 'worri', 'new', 'york', 'attorney', 'gener', 'probe', 'hit', 'entir', 'industri']\n",
      "Final Preprocessed Text: us stock market drop insur woe offset ibm new york us stock fell tuesday health insur share slid worri new york attorney gener probe hit entir industri\n",
      "\n",
      "Original Text: Halliburton Says It May Separate KBR Unit  NEW YORK (Reuters) - Halliburton Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=HAL.N target=/stocks/quickinfo/fullquote\"&gt;HAL.N&lt;/A&gt; said on  Thursday it would restructure its KBR unit and may shed the  business if the company's stock performance continues to lag  behind peers.\n",
      "Lowercased Text: halliburton says it may separate kbr unit  new york (reuters) - halliburton co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=hal.n target=/stocks/quickinfo/fullquote\"&gt;hal.n&lt;/a&gt; said on  thursday it would restructure its kbr unit and may shed the  business if the company's stock performance continues to lag  behind peers.\n",
      "Removed URLs: halliburton says it may separate kbr unit  new york (reuters) - halliburton co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;hal.n&lt;/a&gt; said on  thursday it would restructure its kbr unit and may shed the  business if the company's stock performance continues to lag  behind peers.\n",
      "Removed HTML Tags: halliburton says it may separate kbr unit  new york (reuters) - halliburton co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;hal.n&lt;/a&gt; said on  thursday it would restructure its kbr unit and may shed the  business if the company's stock performance continues to lag  behind peers.\n",
      "Removed Special Characters: halliburton says it may separate kbr unit  new york reuters  halliburton co lta href targetstocksquickinfofullquotegthalnltagt said on  thursday it would restructure its kbr unit and may shed the  business if the companys stock performance continues to lag  behind peers\n",
      "Tokens: ['halliburton', 'says', 'it', 'may', 'separate', 'kbr', 'unit', 'new', 'york', 'reuters', 'halliburton', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegthalnltagt', 'said', 'on', 'thursday', 'it', 'would', 'restructure', 'its', 'kbr', 'unit', 'and', 'may', 'shed', 'the', 'business', 'if', 'the', 'companys', 'stock', 'performance', 'continues', 'to', 'lag', 'behind', 'peers']\n",
      "Removed Stopwords: ['halliburton', 'says', 'may', 'separate', 'kbr', 'unit', 'new', 'york', 'reuters', 'halliburton', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegthalnltagt', 'said', 'thursday', 'would', 'restructure', 'kbr', 'unit', 'may', 'shed', 'business', 'companys', 'stock', 'performance', 'continues', 'lag', 'behind', 'peers']\n",
      "Stemmed Tokens: ['halliburton', 'say', 'may', 'separ', 'kbr', 'unit', 'new', 'york', 'reuter', 'halliburton', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegthalnltagt', 'said', 'thursday', 'would', 'restructur', 'kbr', 'unit', 'may', 'shed', 'busi', 'compani', 'stock', 'perform', 'continu', 'lag', 'behind', 'peer']\n",
      "Final Preprocessed Text: halliburton say may separ kbr unit new york reuter halliburton co lta href targetstocksquickinfofullquotegthalnltagt said thursday would restructur kbr unit may shed busi compani stock perform continu lag behind peer\n",
      "\n",
      "Original Text: Update 4: Tokyo Stocks Fall, US Dollar Climbs Tokyo share prices fell steeply Friday, led by technology stocks after a disappointing report from US chip giant Intel. The US dollar was up against the Japanese yen.\n",
      "Lowercased Text: update 4: tokyo stocks fall, us dollar climbs tokyo share prices fell steeply friday, led by technology stocks after a disappointing report from us chip giant intel. the us dollar was up against the japanese yen.\n",
      "Removed URLs: update 4: tokyo stocks fall, us dollar climbs tokyo share prices fell steeply friday, led by technology stocks after a disappointing report from us chip giant intel. the us dollar was up against the japanese yen.\n",
      "Removed HTML Tags: update 4: tokyo stocks fall, us dollar climbs tokyo share prices fell steeply friday, led by technology stocks after a disappointing report from us chip giant intel. the us dollar was up against the japanese yen.\n",
      "Removed Special Characters: update  tokyo stocks fall us dollar climbs tokyo share prices fell steeply friday led by technology stocks after a disappointing report from us chip giant intel the us dollar was up against the japanese yen\n",
      "Tokens: ['update', 'tokyo', 'stocks', 'fall', 'us', 'dollar', 'climbs', 'tokyo', 'share', 'prices', 'fell', 'steeply', 'friday', 'led', 'by', 'technology', 'stocks', 'after', 'a', 'disappointing', 'report', 'from', 'us', 'chip', 'giant', 'intel', 'the', 'us', 'dollar', 'was', 'up', 'against', 'the', 'japanese', 'yen']\n",
      "Removed Stopwords: ['update', 'tokyo', 'stocks', 'fall', 'us', 'dollar', 'climbs', 'tokyo', 'share', 'prices', 'fell', 'steeply', 'friday', 'led', 'technology', 'stocks', 'disappointing', 'report', 'us', 'chip', 'giant', 'intel', 'us', 'dollar', 'japanese', 'yen']\n",
      "Stemmed Tokens: ['updat', 'tokyo', 'stock', 'fall', 'us', 'dollar', 'climb', 'tokyo', 'share', 'price', 'fell', 'steepli', 'friday', 'led', 'technolog', 'stock', 'disappoint', 'report', 'us', 'chip', 'giant', 'intel', 'us', 'dollar', 'japanes', 'yen']\n",
      "Final Preprocessed Text: updat tokyo stock fall us dollar climb tokyo share price fell steepli friday led technolog stock disappoint report us chip giant intel us dollar japanes yen\n",
      "\n",
      "Original Text: US consumers unaware of spyware The findings come in a report from the newly formed Consumer Spyware Initiative, a joint effort by Dell and the non-profit Internet Education Foundation that aims to increase awareness of spyware.\n",
      "Lowercased Text: us consumers unaware of spyware the findings come in a report from the newly formed consumer spyware initiative, a joint effort by dell and the non-profit internet education foundation that aims to increase awareness of spyware.\n",
      "Removed URLs: us consumers unaware of spyware the findings come in a report from the newly formed consumer spyware initiative, a joint effort by dell and the non-profit internet education foundation that aims to increase awareness of spyware.\n",
      "Removed HTML Tags: us consumers unaware of spyware the findings come in a report from the newly formed consumer spyware initiative, a joint effort by dell and the non-profit internet education foundation that aims to increase awareness of spyware.\n",
      "Removed Special Characters: us consumers unaware of spyware the findings come in a report from the newly formed consumer spyware initiative a joint effort by dell and the nonprofit internet education foundation that aims to increase awareness of spyware\n",
      "Tokens: ['us', 'consumers', 'unaware', 'of', 'spyware', 'the', 'findings', 'come', 'in', 'a', 'report', 'from', 'the', 'newly', 'formed', 'consumer', 'spyware', 'initiative', 'a', 'joint', 'effort', 'by', 'dell', 'and', 'the', 'nonprofit', 'internet', 'education', 'foundation', 'that', 'aims', 'to', 'increase', 'awareness', 'of', 'spyware']\n",
      "Removed Stopwords: ['us', 'consumers', 'unaware', 'spyware', 'findings', 'come', 'report', 'newly', 'formed', 'consumer', 'spyware', 'initiative', 'joint', 'effort', 'dell', 'nonprofit', 'internet', 'education', 'foundation', 'aims', 'increase', 'awareness', 'spyware']\n",
      "Stemmed Tokens: ['us', 'consum', 'unawar', 'spywar', 'find', 'come', 'report', 'newli', 'form', 'consum', 'spywar', 'initi', 'joint', 'effort', 'dell', 'nonprofit', 'internet', 'educ', 'foundat', 'aim', 'increas', 'awar', 'spywar']\n",
      "Final Preprocessed Text: us consum unawar spywar find come report newli form consum spywar initi joint effort dell nonprofit internet educ foundat aim increas awar spywar\n",
      "\n",
      "Original Text: Options expensing delay not enough,say US senators A group of Republican senators vowed on Thursday to use the closing days of Congress this year to try and stop accounting rulemakers from requiring the expensing of stock options.\n",
      "Lowercased Text: options expensing delay not enough,say us senators a group of republican senators vowed on thursday to use the closing days of congress this year to try and stop accounting rulemakers from requiring the expensing of stock options.\n",
      "Removed URLs: options expensing delay not enough,say us senators a group of republican senators vowed on thursday to use the closing days of congress this year to try and stop accounting rulemakers from requiring the expensing of stock options.\n",
      "Removed HTML Tags: options expensing delay not enough,say us senators a group of republican senators vowed on thursday to use the closing days of congress this year to try and stop accounting rulemakers from requiring the expensing of stock options.\n",
      "Removed Special Characters: options expensing delay not enoughsay us senators a group of republican senators vowed on thursday to use the closing days of congress this year to try and stop accounting rulemakers from requiring the expensing of stock options\n",
      "Tokens: ['options', 'expensing', 'delay', 'not', 'enoughsay', 'us', 'senators', 'a', 'group', 'of', 'republican', 'senators', 'vowed', 'on', 'thursday', 'to', 'use', 'the', 'closing', 'days', 'of', 'congress', 'this', 'year', 'to', 'try', 'and', 'stop', 'accounting', 'rulemakers', 'from', 'requiring', 'the', 'expensing', 'of', 'stock', 'options']\n",
      "Removed Stopwords: ['options', 'expensing', 'delay', 'enoughsay', 'us', 'senators', 'group', 'republican', 'senators', 'vowed', 'thursday', 'use', 'closing', 'days', 'congress', 'year', 'try', 'stop', 'accounting', 'rulemakers', 'requiring', 'expensing', 'stock', 'options']\n",
      "Stemmed Tokens: ['option', 'expens', 'delay', 'enoughsay', 'us', 'senat', 'group', 'republican', 'senat', 'vow', 'thursday', 'use', 'close', 'day', 'congress', 'year', 'tri', 'stop', 'account', 'rulemak', 'requir', 'expens', 'stock', 'option']\n",
      "Final Preprocessed Text: option expens delay enoughsay us senat group republican senat vow thursday use close day congress year tri stop account rulemak requir expens stock option\n",
      "\n",
      "Original Text: GE pledges to meet rules of disclosure in SEC pact General Electric Co. yesterday agreed to a settlement with the Securities and Exchange Commission, which accused the company of failing to provide shareholders \n",
      "Lowercased Text: ge pledges to meet rules of disclosure in sec pact general electric co. yesterday agreed to a settlement with the securities and exchange commission, which accused the company of failing to provide shareholders \n",
      "Removed URLs: ge pledges to meet rules of disclosure in sec pact general electric co. yesterday agreed to a settlement with the securities and exchange commission, which accused the company of failing to provide shareholders \n",
      "Removed HTML Tags: ge pledges to meet rules of disclosure in sec pact general electric co. yesterday agreed to a settlement with the securities and exchange commission, which accused the company of failing to provide shareholders \n",
      "Removed Special Characters: ge pledges to meet rules of disclosure in sec pact general electric co yesterday agreed to a settlement with the securities and exchange commission which accused the company of failing to provide shareholders \n",
      "Tokens: ['ge', 'pledges', 'to', 'meet', 'rules', 'of', 'disclosure', 'in', 'sec', 'pact', 'general', 'electric', 'co', 'yesterday', 'agreed', 'to', 'a', 'settlement', 'with', 'the', 'securities', 'and', 'exchange', 'commission', 'which', 'accused', 'the', 'company', 'of', 'failing', 'to', 'provide', 'shareholders']\n",
      "Removed Stopwords: ['ge', 'pledges', 'meet', 'rules', 'disclosure', 'sec', 'pact', 'general', 'electric', 'co', 'yesterday', 'agreed', 'settlement', 'securities', 'exchange', 'commission', 'accused', 'company', 'failing', 'provide', 'shareholders']\n",
      "Stemmed Tokens: ['ge', 'pledg', 'meet', 'rule', 'disclosur', 'sec', 'pact', 'gener', 'electr', 'co', 'yesterday', 'agre', 'settlement', 'secur', 'exchang', 'commiss', 'accus', 'compani', 'fail', 'provid', 'sharehold']\n",
      "Final Preprocessed Text: ge pledg meet rule disclosur sec pact gener electr co yesterday agre settlement secur exchang commiss accus compani fail provid sharehold\n",
      "\n",
      "Original Text: Oil firms above \\$50 as Bush nears win Oil prices jumped above \\$50 a barrel this morning, supported by US election tallies projecting a slim lead for President George W Bush.\n",
      "Lowercased Text: oil firms above \\$50 as bush nears win oil prices jumped above \\$50 a barrel this morning, supported by us election tallies projecting a slim lead for president george w bush.\n",
      "Removed URLs: oil firms above \\$50 as bush nears win oil prices jumped above \\$50 a barrel this morning, supported by us election tallies projecting a slim lead for president george w bush.\n",
      "Removed HTML Tags: oil firms above \\$50 as bush nears win oil prices jumped above \\$50 a barrel this morning, supported by us election tallies projecting a slim lead for president george w bush.\n",
      "Removed Special Characters: oil firms above  as bush nears win oil prices jumped above  a barrel this morning supported by us election tallies projecting a slim lead for president george w bush\n",
      "Tokens: ['oil', 'firms', 'above', 'as', 'bush', 'nears', 'win', 'oil', 'prices', 'jumped', 'above', 'a', 'barrel', 'this', 'morning', 'supported', 'by', 'us', 'election', 'tallies', 'projecting', 'a', 'slim', 'lead', 'for', 'president', 'george', 'w', 'bush']\n",
      "Removed Stopwords: ['oil', 'firms', 'bush', 'nears', 'win', 'oil', 'prices', 'jumped', 'barrel', 'morning', 'supported', 'us', 'election', 'tallies', 'projecting', 'slim', 'lead', 'president', 'george', 'w', 'bush']\n",
      "Stemmed Tokens: ['oil', 'firm', 'bush', 'near', 'win', 'oil', 'price', 'jump', 'barrel', 'morn', 'support', 'us', 'elect', 'talli', 'project', 'slim', 'lead', 'presid', 'georg', 'w', 'bush']\n",
      "Final Preprocessed Text: oil firm bush near win oil price jump barrel morn support us elect talli project slim lead presid georg w bush\n",
      "\n",
      "Original Text: Spaniards to run Luton airport after 551m deal Luton, Cardiff and Belfast International airports are to fall into the hands of a Spanish toll motorways operator through a 551m takeover of the aviation group TBI by a Barcelona-based Abertis Infrastructure.\n",
      "Lowercased Text: spaniards to run luton airport after 551m deal luton, cardiff and belfast international airports are to fall into the hands of a spanish toll motorways operator through a 551m takeover of the aviation group tbi by a barcelona-based abertis infrastructure.\n",
      "Removed URLs: spaniards to run luton airport after 551m deal luton, cardiff and belfast international airports are to fall into the hands of a spanish toll motorways operator through a 551m takeover of the aviation group tbi by a barcelona-based abertis infrastructure.\n",
      "Removed HTML Tags: spaniards to run luton airport after 551m deal luton, cardiff and belfast international airports are to fall into the hands of a spanish toll motorways operator through a 551m takeover of the aviation group tbi by a barcelona-based abertis infrastructure.\n",
      "Removed Special Characters: spaniards to run luton airport after m deal luton cardiff and belfast international airports are to fall into the hands of a spanish toll motorways operator through a m takeover of the aviation group tbi by a barcelonabased abertis infrastructure\n",
      "Tokens: ['spaniards', 'to', 'run', 'luton', 'airport', 'after', 'm', 'deal', 'luton', 'cardiff', 'and', 'belfast', 'international', 'airports', 'are', 'to', 'fall', 'into', 'the', 'hands', 'of', 'a', 'spanish', 'toll', 'motorways', 'operator', 'through', 'a', 'm', 'takeover', 'of', 'the', 'aviation', 'group', 'tbi', 'by', 'a', 'barcelonabased', 'abertis', 'infrastructure']\n",
      "Removed Stopwords: ['spaniards', 'run', 'luton', 'airport', 'deal', 'luton', 'cardiff', 'belfast', 'international', 'airports', 'fall', 'hands', 'spanish', 'toll', 'motorways', 'operator', 'takeover', 'aviation', 'group', 'tbi', 'barcelonabased', 'abertis', 'infrastructure']\n",
      "Stemmed Tokens: ['spaniard', 'run', 'luton', 'airport', 'deal', 'luton', 'cardiff', 'belfast', 'intern', 'airport', 'fall', 'hand', 'spanish', 'toll', 'motorway', 'oper', 'takeov', 'aviat', 'group', 'tbi', 'barcelonabas', 'aberti', 'infrastructur']\n",
      "Final Preprocessed Text: spaniard run luton airport deal luton cardiff belfast intern airport fall hand spanish toll motorway oper takeov aviat group tbi barcelonabas aberti infrastructur\n",
      "\n",
      "Original Text: National Foods to look for protector 29/10/2004 National Foods will hunt for a  quot;white knight quot; to protect it from Fonterras \\$A1.62 billion (\\$NZ1.76 billion) bid, raising the risk New Zealand dairy farmers will get dragged into an expensive bidding war.\n",
      "Lowercased Text: national foods to look for protector 29/10/2004 national foods will hunt for a  quot;white knight quot; to protect it from fonterras \\$a1.62 billion (\\$nz1.76 billion) bid, raising the risk new zealand dairy farmers will get dragged into an expensive bidding war.\n",
      "Removed URLs: national foods to look for protector 29/10/2004 national foods will hunt for a  quot;white knight quot; to protect it from fonterras \\$a1.62 billion (\\$nz1.76 billion) bid, raising the risk new zealand dairy farmers will get dragged into an expensive bidding war.\n",
      "Removed HTML Tags: national foods to look for protector 29/10/2004 national foods will hunt for a  quot;white knight quot; to protect it from fonterras \\$a1.62 billion (\\$nz1.76 billion) bid, raising the risk new zealand dairy farmers will get dragged into an expensive bidding war.\n",
      "Removed Special Characters: national foods to look for protector  national foods will hunt for a  quotwhite knight quot to protect it from fonterras a billion nz billion bid raising the risk new zealand dairy farmers will get dragged into an expensive bidding war\n",
      "Tokens: ['national', 'foods', 'to', 'look', 'for', 'protector', 'national', 'foods', 'will', 'hunt', 'for', 'a', 'quotwhite', 'knight', 'quot', 'to', 'protect', 'it', 'from', 'fonterras', 'a', 'billion', 'nz', 'billion', 'bid', 'raising', 'the', 'risk', 'new', 'zealand', 'dairy', 'farmers', 'will', 'get', 'dragged', 'into', 'an', 'expensive', 'bidding', 'war']\n",
      "Removed Stopwords: ['national', 'foods', 'look', 'protector', 'national', 'foods', 'hunt', 'quotwhite', 'knight', 'quot', 'protect', 'fonterras', 'billion', 'nz', 'billion', 'bid', 'raising', 'risk', 'new', 'zealand', 'dairy', 'farmers', 'get', 'dragged', 'expensive', 'bidding', 'war']\n",
      "Stemmed Tokens: ['nation', 'food', 'look', 'protector', 'nation', 'food', 'hunt', 'quotwhit', 'knight', 'quot', 'protect', 'fonterra', 'billion', 'nz', 'billion', 'bid', 'rais', 'risk', 'new', 'zealand', 'dairi', 'farmer', 'get', 'drag', 'expens', 'bid', 'war']\n",
      "Final Preprocessed Text: nation food look protector nation food hunt quotwhit knight quot protect fonterra billion nz billion bid rais risk new zealand dairi farmer get drag expens bid war\n",
      "\n",
      "Original Text: Techs extend Nikkei #39;s rally Technology shares edged up in Asia on Tuesday, as crude oil prices hovered near \\$44 a barrel and the dollar languished ahead of key US economic data.\n",
      "Lowercased Text: techs extend nikkei #39;s rally technology shares edged up in asia on tuesday, as crude oil prices hovered near \\$44 a barrel and the dollar languished ahead of key us economic data.\n",
      "Removed URLs: techs extend nikkei #39;s rally technology shares edged up in asia on tuesday, as crude oil prices hovered near \\$44 a barrel and the dollar languished ahead of key us economic data.\n",
      "Removed HTML Tags: techs extend nikkei #39;s rally technology shares edged up in asia on tuesday, as crude oil prices hovered near \\$44 a barrel and the dollar languished ahead of key us economic data.\n",
      "Removed Special Characters: techs extend nikkei s rally technology shares edged up in asia on tuesday as crude oil prices hovered near  a barrel and the dollar languished ahead of key us economic data\n",
      "Tokens: ['techs', 'extend', 'nikkei', 's', 'rally', 'technology', 'shares', 'edged', 'up', 'in', 'asia', 'on', 'tuesday', 'as', 'crude', 'oil', 'prices', 'hovered', 'near', 'a', 'barrel', 'and', 'the', 'dollar', 'languished', 'ahead', 'of', 'key', 'us', 'economic', 'data']\n",
      "Removed Stopwords: ['techs', 'extend', 'nikkei', 'rally', 'technology', 'shares', 'edged', 'asia', 'tuesday', 'crude', 'oil', 'prices', 'hovered', 'near', 'barrel', 'dollar', 'languished', 'ahead', 'key', 'us', 'economic', 'data']\n",
      "Stemmed Tokens: ['tech', 'extend', 'nikkei', 'ralli', 'technolog', 'share', 'edg', 'asia', 'tuesday', 'crude', 'oil', 'price', 'hover', 'near', 'barrel', 'dollar', 'languish', 'ahead', 'key', 'us', 'econom', 'data']\n",
      "Final Preprocessed Text: tech extend nikkei ralli technolog share edg asia tuesday crude oil price hover near barrel dollar languish ahead key us econom data\n",
      "\n",
      "Original Text: Volkswagen #39;s talks with union move forward LONDON, November 2 (newratings.com) - The German automotive giant, Volkswagen AG (VOW.ETR), continued its negotiations with the labour union today on its planned labour cost reductions.\n",
      "Lowercased Text: volkswagen #39;s talks with union move forward london, november 2 (newratings.com) - the german automotive giant, volkswagen ag (vow.etr), continued its negotiations with the labour union today on its planned labour cost reductions.\n",
      "Removed URLs: volkswagen #39;s talks with union move forward london, november 2 (newratings.com) - the german automotive giant, volkswagen ag (vow.etr), continued its negotiations with the labour union today on its planned labour cost reductions.\n",
      "Removed HTML Tags: volkswagen #39;s talks with union move forward london, november 2 (newratings.com) - the german automotive giant, volkswagen ag (vow.etr), continued its negotiations with the labour union today on its planned labour cost reductions.\n",
      "Removed Special Characters: volkswagen s talks with union move forward london november  newratingscom  the german automotive giant volkswagen ag vowetr continued its negotiations with the labour union today on its planned labour cost reductions\n",
      "Tokens: ['volkswagen', 's', 'talks', 'with', 'union', 'move', 'forward', 'london', 'november', 'newratingscom', 'the', 'german', 'automotive', 'giant', 'volkswagen', 'ag', 'vowetr', 'continued', 'its', 'negotiations', 'with', 'the', 'labour', 'union', 'today', 'on', 'its', 'planned', 'labour', 'cost', 'reductions']\n",
      "Removed Stopwords: ['volkswagen', 'talks', 'union', 'move', 'forward', 'london', 'november', 'newratingscom', 'german', 'automotive', 'giant', 'volkswagen', 'ag', 'vowetr', 'continued', 'negotiations', 'labour', 'union', 'today', 'planned', 'labour', 'cost', 'reductions']\n",
      "Stemmed Tokens: ['volkswagen', 'talk', 'union', 'move', 'forward', 'london', 'novemb', 'newratingscom', 'german', 'automot', 'giant', 'volkswagen', 'ag', 'vowetr', 'continu', 'negoti', 'labour', 'union', 'today', 'plan', 'labour', 'cost', 'reduct']\n",
      "Final Preprocessed Text: volkswagen talk union move forward london novemb newratingscom german automot giant volkswagen ag vowetr continu negoti labour union today plan labour cost reduct\n",
      "\n",
      "Original Text: SAS Braathens to cut Gatwick, Geneva flights blackhawk writes  quot;SAS Braathens, the Norwegian unit of Scandinavian airline SAS, will cut Oslo routes to Geneva and London Gatwick in the first step of a plan to eliminate 10 routes.\n",
      "Lowercased Text: sas braathens to cut gatwick, geneva flights blackhawk writes  quot;sas braathens, the norwegian unit of scandinavian airline sas, will cut oslo routes to geneva and london gatwick in the first step of a plan to eliminate 10 routes.\n",
      "Removed URLs: sas braathens to cut gatwick, geneva flights blackhawk writes  quot;sas braathens, the norwegian unit of scandinavian airline sas, will cut oslo routes to geneva and london gatwick in the first step of a plan to eliminate 10 routes.\n",
      "Removed HTML Tags: sas braathens to cut gatwick, geneva flights blackhawk writes  quot;sas braathens, the norwegian unit of scandinavian airline sas, will cut oslo routes to geneva and london gatwick in the first step of a plan to eliminate 10 routes.\n",
      "Removed Special Characters: sas braathens to cut gatwick geneva flights blackhawk writes  quotsas braathens the norwegian unit of scandinavian airline sas will cut oslo routes to geneva and london gatwick in the first step of a plan to eliminate  routes\n",
      "Tokens: ['sas', 'braathens', 'to', 'cut', 'gatwick', 'geneva', 'flights', 'blackhawk', 'writes', 'quotsas', 'braathens', 'the', 'norwegian', 'unit', 'of', 'scandinavian', 'airline', 'sas', 'will', 'cut', 'oslo', 'routes', 'to', 'geneva', 'and', 'london', 'gatwick', 'in', 'the', 'first', 'step', 'of', 'a', 'plan', 'to', 'eliminate', 'routes']\n",
      "Removed Stopwords: ['sas', 'braathens', 'cut', 'gatwick', 'geneva', 'flights', 'blackhawk', 'writes', 'quotsas', 'braathens', 'norwegian', 'unit', 'scandinavian', 'airline', 'sas', 'cut', 'oslo', 'routes', 'geneva', 'london', 'gatwick', 'first', 'step', 'plan', 'eliminate', 'routes']\n",
      "Stemmed Tokens: ['sa', 'braathen', 'cut', 'gatwick', 'geneva', 'flight', 'blackhawk', 'write', 'quotsa', 'braathen', 'norwegian', 'unit', 'scandinavian', 'airlin', 'sa', 'cut', 'oslo', 'rout', 'geneva', 'london', 'gatwick', 'first', 'step', 'plan', 'elimin', 'rout']\n",
      "Final Preprocessed Text: sa braathen cut gatwick geneva flight blackhawk write quotsa braathen norwegian unit scandinavian airlin sa cut oslo rout geneva london gatwick first step plan elimin rout\n",
      "\n",
      "Original Text: US commercial crude oil reserves rise slightly US commercial crude oil inventories increased 800,000 barrels to 292.3 million in the week ending Nov. 12, the Energy Department reported Wednesday.\n",
      "Lowercased Text: us commercial crude oil reserves rise slightly us commercial crude oil inventories increased 800,000 barrels to 292.3 million in the week ending nov. 12, the energy department reported wednesday.\n",
      "Removed URLs: us commercial crude oil reserves rise slightly us commercial crude oil inventories increased 800,000 barrels to 292.3 million in the week ending nov. 12, the energy department reported wednesday.\n",
      "Removed HTML Tags: us commercial crude oil reserves rise slightly us commercial crude oil inventories increased 800,000 barrels to 292.3 million in the week ending nov. 12, the energy department reported wednesday.\n",
      "Removed Special Characters: us commercial crude oil reserves rise slightly us commercial crude oil inventories increased  barrels to  million in the week ending nov  the energy department reported wednesday\n",
      "Tokens: ['us', 'commercial', 'crude', 'oil', 'reserves', 'rise', 'slightly', 'us', 'commercial', 'crude', 'oil', 'inventories', 'increased', 'barrels', 'to', 'million', 'in', 'the', 'week', 'ending', 'nov', 'the', 'energy', 'department', 'reported', 'wednesday']\n",
      "Removed Stopwords: ['us', 'commercial', 'crude', 'oil', 'reserves', 'rise', 'slightly', 'us', 'commercial', 'crude', 'oil', 'inventories', 'increased', 'barrels', 'million', 'week', 'ending', 'nov', 'energy', 'department', 'reported', 'wednesday']\n",
      "Stemmed Tokens: ['us', 'commerci', 'crude', 'oil', 'reserv', 'rise', 'slightli', 'us', 'commerci', 'crude', 'oil', 'inventori', 'increas', 'barrel', 'million', 'week', 'end', 'nov', 'energi', 'depart', 'report', 'wednesday']\n",
      "Final Preprocessed Text: us commerci crude oil reserv rise slightli us commerci crude oil inventori increas barrel million week end nov energi depart report wednesday\n",
      "\n",
      "Original Text: US stocks: Markets rally on Bush win; oil surge limits gains US stocks rallied Wednesday, boosted by shares of health and defence companies that are seen benefiting from the re-election of President George W. Bush, but higher oil prices checked advances.\n",
      "Lowercased Text: us stocks: markets rally on bush win; oil surge limits gains us stocks rallied wednesday, boosted by shares of health and defence companies that are seen benefiting from the re-election of president george w. bush, but higher oil prices checked advances.\n",
      "Removed URLs: us stocks: markets rally on bush win; oil surge limits gains us stocks rallied wednesday, boosted by shares of health and defence companies that are seen benefiting from the re-election of president george w. bush, but higher oil prices checked advances.\n",
      "Removed HTML Tags: us stocks: markets rally on bush win; oil surge limits gains us stocks rallied wednesday, boosted by shares of health and defence companies that are seen benefiting from the re-election of president george w. bush, but higher oil prices checked advances.\n",
      "Removed Special Characters: us stocks markets rally on bush win oil surge limits gains us stocks rallied wednesday boosted by shares of health and defence companies that are seen benefiting from the reelection of president george w bush but higher oil prices checked advances\n",
      "Tokens: ['us', 'stocks', 'markets', 'rally', 'on', 'bush', 'win', 'oil', 'surge', 'limits', 'gains', 'us', 'stocks', 'rallied', 'wednesday', 'boosted', 'by', 'shares', 'of', 'health', 'and', 'defence', 'companies', 'that', 'are', 'seen', 'benefiting', 'from', 'the', 'reelection', 'of', 'president', 'george', 'w', 'bush', 'but', 'higher', 'oil', 'prices', 'checked', 'advances']\n",
      "Removed Stopwords: ['us', 'stocks', 'markets', 'rally', 'bush', 'win', 'oil', 'surge', 'limits', 'gains', 'us', 'stocks', 'rallied', 'wednesday', 'boosted', 'shares', 'health', 'defence', 'companies', 'seen', 'benefiting', 'reelection', 'president', 'george', 'w', 'bush', 'higher', 'oil', 'prices', 'checked', 'advances']\n",
      "Stemmed Tokens: ['us', 'stock', 'market', 'ralli', 'bush', 'win', 'oil', 'surg', 'limit', 'gain', 'us', 'stock', 'ralli', 'wednesday', 'boost', 'share', 'health', 'defenc', 'compani', 'seen', 'benefit', 'reelect', 'presid', 'georg', 'w', 'bush', 'higher', 'oil', 'price', 'check', 'advanc']\n",
      "Final Preprocessed Text: us stock market ralli bush win oil surg limit gain us stock ralli wednesday boost share health defenc compani seen benefit reelect presid georg w bush higher oil price check advanc\n",
      "\n",
      "Original Text: Tokyo Stocks Turn Lower by Midday  TOKYO (Reuters) - Tokyo's Nikkei fell 0.19 percent by  midday on Wednesday, erasing initial gains and extending losses  into a ninth straight day as worries about high oil prices and  domestic economic uncertainty hit exporters and tech stocks.\n",
      "Lowercased Text: tokyo stocks turn lower by midday  tokyo (reuters) - tokyo's nikkei fell 0.19 percent by  midday on wednesday, erasing initial gains and extending losses  into a ninth straight day as worries about high oil prices and  domestic economic uncertainty hit exporters and tech stocks.\n",
      "Removed URLs: tokyo stocks turn lower by midday  tokyo (reuters) - tokyo's nikkei fell 0.19 percent by  midday on wednesday, erasing initial gains and extending losses  into a ninth straight day as worries about high oil prices and  domestic economic uncertainty hit exporters and tech stocks.\n",
      "Removed HTML Tags: tokyo stocks turn lower by midday  tokyo (reuters) - tokyo's nikkei fell 0.19 percent by  midday on wednesday, erasing initial gains and extending losses  into a ninth straight day as worries about high oil prices and  domestic economic uncertainty hit exporters and tech stocks.\n",
      "Removed Special Characters: tokyo stocks turn lower by midday  tokyo reuters  tokyos nikkei fell  percent by  midday on wednesday erasing initial gains and extending losses  into a ninth straight day as worries about high oil prices and  domestic economic uncertainty hit exporters and tech stocks\n",
      "Tokens: ['tokyo', 'stocks', 'turn', 'lower', 'by', 'midday', 'tokyo', 'reuters', 'tokyos', 'nikkei', 'fell', 'percent', 'by', 'midday', 'on', 'wednesday', 'erasing', 'initial', 'gains', 'and', 'extending', 'losses', 'into', 'a', 'ninth', 'straight', 'day', 'as', 'worries', 'about', 'high', 'oil', 'prices', 'and', 'domestic', 'economic', 'uncertainty', 'hit', 'exporters', 'and', 'tech', 'stocks']\n",
      "Removed Stopwords: ['tokyo', 'stocks', 'turn', 'lower', 'midday', 'tokyo', 'reuters', 'tokyos', 'nikkei', 'fell', 'percent', 'midday', 'wednesday', 'erasing', 'initial', 'gains', 'extending', 'losses', 'ninth', 'straight', 'day', 'worries', 'high', 'oil', 'prices', 'domestic', 'economic', 'uncertainty', 'hit', 'exporters', 'tech', 'stocks']\n",
      "Stemmed Tokens: ['tokyo', 'stock', 'turn', 'lower', 'midday', 'tokyo', 'reuter', 'tokyo', 'nikkei', 'fell', 'percent', 'midday', 'wednesday', 'eras', 'initi', 'gain', 'extend', 'loss', 'ninth', 'straight', 'day', 'worri', 'high', 'oil', 'price', 'domest', 'econom', 'uncertainti', 'hit', 'export', 'tech', 'stock']\n",
      "Final Preprocessed Text: tokyo stock turn lower midday tokyo reuter tokyo nikkei fell percent midday wednesday eras initi gain extend loss ninth straight day worri high oil price domest econom uncertainti hit export tech stock\n",
      "\n",
      "Original Text: Oil Eases Again as Fuel Costs Hit Economy (Reuters) Reuters - Oil prices ended lower on Tuesday on\\signs that high energy costs are slowing the economic growth\\that has fueled this year's sharp increase in world oil\\consumption.\n",
      "Lowercased Text: oil eases again as fuel costs hit economy (reuters) reuters - oil prices ended lower on tuesday on\\signs that high energy costs are slowing the economic growth\\that has fueled this year's sharp increase in world oil\\consumption.\n",
      "Removed URLs: oil eases again as fuel costs hit economy (reuters) reuters - oil prices ended lower on tuesday on\\signs that high energy costs are slowing the economic growth\\that has fueled this year's sharp increase in world oil\\consumption.\n",
      "Removed HTML Tags: oil eases again as fuel costs hit economy (reuters) reuters - oil prices ended lower on tuesday on\\signs that high energy costs are slowing the economic growth\\that has fueled this year's sharp increase in world oil\\consumption.\n",
      "Removed Special Characters: oil eases again as fuel costs hit economy reuters reuters  oil prices ended lower on tuesday onsigns that high energy costs are slowing the economic growththat has fueled this years sharp increase in world oilconsumption\n",
      "Tokens: ['oil', 'eases', 'again', 'as', 'fuel', 'costs', 'hit', 'economy', 'reuters', 'reuters', 'oil', 'prices', 'ended', 'lower', 'on', 'tuesday', 'onsigns', 'that', 'high', 'energy', 'costs', 'are', 'slowing', 'the', 'economic', 'growththat', 'has', 'fueled', 'this', 'years', 'sharp', 'increase', 'in', 'world', 'oilconsumption']\n",
      "Removed Stopwords: ['oil', 'eases', 'fuel', 'costs', 'hit', 'economy', 'reuters', 'reuters', 'oil', 'prices', 'ended', 'lower', 'tuesday', 'onsigns', 'high', 'energy', 'costs', 'slowing', 'economic', 'growththat', 'fueled', 'years', 'sharp', 'increase', 'world', 'oilconsumption']\n",
      "Stemmed Tokens: ['oil', 'eas', 'fuel', 'cost', 'hit', 'economi', 'reuter', 'reuter', 'oil', 'price', 'end', 'lower', 'tuesday', 'onsign', 'high', 'energi', 'cost', 'slow', 'econom', 'growththat', 'fuel', 'year', 'sharp', 'increas', 'world', 'oilconsumpt']\n",
      "Final Preprocessed Text: oil eas fuel cost hit economi reuter reuter oil price end lower tuesday onsign high energi cost slow econom growththat fuel year sharp increas world oilconsumpt\n",
      "\n",
      "Original Text: Bush quietly signs corporate tax-cut bill WASHINGTON - With no fanfare, President Bush Friday signed the most sweeping rewrite of corporate tax law in nearly two decades, showering \\$136 billion in new tax breaks on businesses, farmers and other groups.\n",
      "Lowercased Text: bush quietly signs corporate tax-cut bill washington - with no fanfare, president bush friday signed the most sweeping rewrite of corporate tax law in nearly two decades, showering \\$136 billion in new tax breaks on businesses, farmers and other groups.\n",
      "Removed URLs: bush quietly signs corporate tax-cut bill washington - with no fanfare, president bush friday signed the most sweeping rewrite of corporate tax law in nearly two decades, showering \\$136 billion in new tax breaks on businesses, farmers and other groups.\n",
      "Removed HTML Tags: bush quietly signs corporate tax-cut bill washington - with no fanfare, president bush friday signed the most sweeping rewrite of corporate tax law in nearly two decades, showering \\$136 billion in new tax breaks on businesses, farmers and other groups.\n",
      "Removed Special Characters: bush quietly signs corporate taxcut bill washington  with no fanfare president bush friday signed the most sweeping rewrite of corporate tax law in nearly two decades showering  billion in new tax breaks on businesses farmers and other groups\n",
      "Tokens: ['bush', 'quietly', 'signs', 'corporate', 'taxcut', 'bill', 'washington', 'with', 'no', 'fanfare', 'president', 'bush', 'friday', 'signed', 'the', 'most', 'sweeping', 'rewrite', 'of', 'corporate', 'tax', 'law', 'in', 'nearly', 'two', 'decades', 'showering', 'billion', 'in', 'new', 'tax', 'breaks', 'on', 'businesses', 'farmers', 'and', 'other', 'groups']\n",
      "Removed Stopwords: ['bush', 'quietly', 'signs', 'corporate', 'taxcut', 'bill', 'washington', 'fanfare', 'president', 'bush', 'friday', 'signed', 'sweeping', 'rewrite', 'corporate', 'tax', 'law', 'nearly', 'two', 'decades', 'showering', 'billion', 'new', 'tax', 'breaks', 'businesses', 'farmers', 'groups']\n",
      "Stemmed Tokens: ['bush', 'quietli', 'sign', 'corpor', 'taxcut', 'bill', 'washington', 'fanfar', 'presid', 'bush', 'friday', 'sign', 'sweep', 'rewrit', 'corpor', 'tax', 'law', 'nearli', 'two', 'decad', 'shower', 'billion', 'new', 'tax', 'break', 'busi', 'farmer', 'group']\n",
      "Final Preprocessed Text: bush quietli sign corpor taxcut bill washington fanfar presid bush friday sign sweep rewrit corpor tax law nearli two decad shower billion new tax break busi farmer group\n",
      "\n",
      "Original Text: UK Watchdog Turns Up Heat on Banks  LONDON (Reuters) - Britain's financial regulator will step  up scrutiny of investment banks' management of conflicts of  interest and risk in the wake of a number of high profile cases  such as WorldCom, Enron and Parmalat.\n",
      "Lowercased Text: uk watchdog turns up heat on banks  london (reuters) - britain's financial regulator will step  up scrutiny of investment banks' management of conflicts of  interest and risk in the wake of a number of high profile cases  such as worldcom, enron and parmalat.\n",
      "Removed URLs: uk watchdog turns up heat on banks  london (reuters) - britain's financial regulator will step  up scrutiny of investment banks' management of conflicts of  interest and risk in the wake of a number of high profile cases  such as worldcom, enron and parmalat.\n",
      "Removed HTML Tags: uk watchdog turns up heat on banks  london (reuters) - britain's financial regulator will step  up scrutiny of investment banks' management of conflicts of  interest and risk in the wake of a number of high profile cases  such as worldcom, enron and parmalat.\n",
      "Removed Special Characters: uk watchdog turns up heat on banks  london reuters  britains financial regulator will step  up scrutiny of investment banks management of conflicts of  interest and risk in the wake of a number of high profile cases  such as worldcom enron and parmalat\n",
      "Tokens: ['uk', 'watchdog', 'turns', 'up', 'heat', 'on', 'banks', 'london', 'reuters', 'britains', 'financial', 'regulator', 'will', 'step', 'up', 'scrutiny', 'of', 'investment', 'banks', 'management', 'of', 'conflicts', 'of', 'interest', 'and', 'risk', 'in', 'the', 'wake', 'of', 'a', 'number', 'of', 'high', 'profile', 'cases', 'such', 'as', 'worldcom', 'enron', 'and', 'parmalat']\n",
      "Removed Stopwords: ['uk', 'watchdog', 'turns', 'heat', 'banks', 'london', 'reuters', 'britains', 'financial', 'regulator', 'step', 'scrutiny', 'investment', 'banks', 'management', 'conflicts', 'interest', 'risk', 'wake', 'number', 'high', 'profile', 'cases', 'worldcom', 'enron', 'parmalat']\n",
      "Stemmed Tokens: ['uk', 'watchdog', 'turn', 'heat', 'bank', 'london', 'reuter', 'britain', 'financi', 'regul', 'step', 'scrutini', 'invest', 'bank', 'manag', 'conflict', 'interest', 'risk', 'wake', 'number', 'high', 'profil', 'case', 'worldcom', 'enron', 'parmalat']\n",
      "Final Preprocessed Text: uk watchdog turn heat bank london reuter britain financi regul step scrutini invest bank manag conflict interest risk wake number high profil case worldcom enron parmalat\n",
      "\n",
      "Original Text: Treasuries Mirror Oil's Climb (Reuters) Reuters - U.S. Treasury yields hit their lowest\\level in almost seven months on Monday as record high oil\\prices clouded the outlook for global economic growth.\n",
      "Lowercased Text: treasuries mirror oil's climb (reuters) reuters - u.s. treasury yields hit their lowest\\level in almost seven months on monday as record high oil\\prices clouded the outlook for global economic growth.\n",
      "Removed URLs: treasuries mirror oil's climb (reuters) reuters - u.s. treasury yields hit their lowest\\level in almost seven months on monday as record high oil\\prices clouded the outlook for global economic growth.\n",
      "Removed HTML Tags: treasuries mirror oil's climb (reuters) reuters - u.s. treasury yields hit their lowest\\level in almost seven months on monday as record high oil\\prices clouded the outlook for global economic growth.\n",
      "Removed Special Characters: treasuries mirror oils climb reuters reuters  us treasury yields hit their lowestlevel in almost seven months on monday as record high oilprices clouded the outlook for global economic growth\n",
      "Tokens: ['treasuries', 'mirror', 'oils', 'climb', 'reuters', 'reuters', 'us', 'treasury', 'yields', 'hit', 'their', 'lowestlevel', 'in', 'almost', 'seven', 'months', 'on', 'monday', 'as', 'record', 'high', 'oilprices', 'clouded', 'the', 'outlook', 'for', 'global', 'economic', 'growth']\n",
      "Removed Stopwords: ['treasuries', 'mirror', 'oils', 'climb', 'reuters', 'reuters', 'us', 'treasury', 'yields', 'hit', 'lowestlevel', 'almost', 'seven', 'months', 'monday', 'record', 'high', 'oilprices', 'clouded', 'outlook', 'global', 'economic', 'growth']\n",
      "Stemmed Tokens: ['treasuri', 'mirror', 'oil', 'climb', 'reuter', 'reuter', 'us', 'treasuri', 'yield', 'hit', 'lowestlevel', 'almost', 'seven', 'month', 'monday', 'record', 'high', 'oilpric', 'cloud', 'outlook', 'global', 'econom', 'growth']\n",
      "Final Preprocessed Text: treasuri mirror oil climb reuter reuter us treasuri yield hit lowestlevel almost seven month monday record high oilpric cloud outlook global econom growth\n",
      "\n",
      "Original Text: Maker of Twinkies goes into bankruptcy Onge. Interstate Bakeries Corp. has filed for bankruptcy, a casualty of rising costs and reduced demand for carbohydrate-rich breads and pastries, including its Wonder Bread and Hostess Twinkies.\n",
      "Lowercased Text: maker of twinkies goes into bankruptcy onge. interstate bakeries corp. has filed for bankruptcy, a casualty of rising costs and reduced demand for carbohydrate-rich breads and pastries, including its wonder bread and hostess twinkies.\n",
      "Removed URLs: maker of twinkies goes into bankruptcy onge. interstate bakeries corp. has filed for bankruptcy, a casualty of rising costs and reduced demand for carbohydrate-rich breads and pastries, including its wonder bread and hostess twinkies.\n",
      "Removed HTML Tags: maker of twinkies goes into bankruptcy onge. interstate bakeries corp. has filed for bankruptcy, a casualty of rising costs and reduced demand for carbohydrate-rich breads and pastries, including its wonder bread and hostess twinkies.\n",
      "Removed Special Characters: maker of twinkies goes into bankruptcy onge interstate bakeries corp has filed for bankruptcy a casualty of rising costs and reduced demand for carbohydraterich breads and pastries including its wonder bread and hostess twinkies\n",
      "Tokens: ['maker', 'of', 'twinkies', 'goes', 'into', 'bankruptcy', 'onge', 'interstate', 'bakeries', 'corp', 'has', 'filed', 'for', 'bankruptcy', 'a', 'casualty', 'of', 'rising', 'costs', 'and', 'reduced', 'demand', 'for', 'carbohydraterich', 'breads', 'and', 'pastries', 'including', 'its', 'wonder', 'bread', 'and', 'hostess', 'twinkies']\n",
      "Removed Stopwords: ['maker', 'twinkies', 'goes', 'bankruptcy', 'onge', 'interstate', 'bakeries', 'corp', 'filed', 'bankruptcy', 'casualty', 'rising', 'costs', 'reduced', 'demand', 'carbohydraterich', 'breads', 'pastries', 'including', 'wonder', 'bread', 'hostess', 'twinkies']\n",
      "Stemmed Tokens: ['maker', 'twinki', 'goe', 'bankruptci', 'ong', 'interst', 'bakeri', 'corp', 'file', 'bankruptci', 'casualti', 'rise', 'cost', 'reduc', 'demand', 'carbohydraterich', 'bread', 'pastri', 'includ', 'wonder', 'bread', 'hostess', 'twinki']\n",
      "Final Preprocessed Text: maker twinki goe bankruptci ong interst bakeri corp file bankruptci casualti rise cost reduc demand carbohydraterich bread pastri includ wonder bread hostess twinki\n",
      "\n",
      "Original Text: ADV: Hassle-Free Car Financing Don #146;t let less-than-perfect credit prevent you from driving the car you want. Fill out a free loan application at Auto Net Financial and we #146;ll pre-arrange financing at a dealer near you.\n",
      "Lowercased Text: adv: hassle-free car financing don #146;t let less-than-perfect credit prevent you from driving the car you want. fill out a free loan application at auto net financial and we #146;ll pre-arrange financing at a dealer near you.\n",
      "Removed URLs: adv: hassle-free car financing don #146;t let less-than-perfect credit prevent you from driving the car you want. fill out a free loan application at auto net financial and we #146;ll pre-arrange financing at a dealer near you.\n",
      "Removed HTML Tags: adv: hassle-free car financing don #146;t let less-than-perfect credit prevent you from driving the car you want. fill out a free loan application at auto net financial and we #146;ll pre-arrange financing at a dealer near you.\n",
      "Removed Special Characters: adv hasslefree car financing don t let lessthanperfect credit prevent you from driving the car you want fill out a free loan application at auto net financial and we ll prearrange financing at a dealer near you\n",
      "Tokens: ['adv', 'hasslefree', 'car', 'financing', 'don', 't', 'let', 'lessthanperfect', 'credit', 'prevent', 'you', 'from', 'driving', 'the', 'car', 'you', 'want', 'fill', 'out', 'a', 'free', 'loan', 'application', 'at', 'auto', 'net', 'financial', 'and', 'we', 'll', 'prearrange', 'financing', 'at', 'a', 'dealer', 'near', 'you']\n",
      "Removed Stopwords: ['adv', 'hasslefree', 'car', 'financing', 'let', 'lessthanperfect', 'credit', 'prevent', 'driving', 'car', 'want', 'fill', 'free', 'loan', 'application', 'auto', 'net', 'financial', 'prearrange', 'financing', 'dealer', 'near']\n",
      "Stemmed Tokens: ['adv', 'hasslefre', 'car', 'financ', 'let', 'lessthanperfect', 'credit', 'prevent', 'drive', 'car', 'want', 'fill', 'free', 'loan', 'applic', 'auto', 'net', 'financi', 'prearrang', 'financ', 'dealer', 'near']\n",
      "Final Preprocessed Text: adv hasslefre car financ let lessthanperfect credit prevent drive car want fill free loan applic auto net financi prearrang financ dealer near\n",
      "\n",
      "Original Text: Software Service Aims to Outfox Caller ID A new computerized service enables customers to create phony outbound phone numbers in order to mask their telephone identities.\n",
      "Lowercased Text: software service aims to outfox caller id a new computerized service enables customers to create phony outbound phone numbers in order to mask their telephone identities.\n",
      "Removed URLs: software service aims to outfox caller id a new computerized service enables customers to create phony outbound phone numbers in order to mask their telephone identities.\n",
      "Removed HTML Tags: software service aims to outfox caller id a new computerized service enables customers to create phony outbound phone numbers in order to mask their telephone identities.\n",
      "Removed Special Characters: software service aims to outfox caller id a new computerized service enables customers to create phony outbound phone numbers in order to mask their telephone identities\n",
      "Tokens: ['software', 'service', 'aims', 'to', 'outfox', 'caller', 'id', 'a', 'new', 'computerized', 'service', 'enables', 'customers', 'to', 'create', 'phony', 'outbound', 'phone', 'numbers', 'in', 'order', 'to', 'mask', 'their', 'telephone', 'identities']\n",
      "Removed Stopwords: ['software', 'service', 'aims', 'outfox', 'caller', 'id', 'new', 'computerized', 'service', 'enables', 'customers', 'create', 'phony', 'outbound', 'phone', 'numbers', 'order', 'mask', 'telephone', 'identities']\n",
      "Stemmed Tokens: ['softwar', 'servic', 'aim', 'outfox', 'caller', 'id', 'new', 'computer', 'servic', 'enabl', 'custom', 'creat', 'phoni', 'outbound', 'phone', 'number', 'order', 'mask', 'telephon', 'ident']\n",
      "Final Preprocessed Text: softwar servic aim outfox caller id new computer servic enabl custom creat phoni outbound phone number order mask telephon ident\n",
      "\n",
      "Original Text: Jones Buys Barneys in \\$400 Million Deal A company with a middle-brow reputation announced a deal today to buy the singularly trendy clothing chain.\n",
      "Lowercased Text: jones buys barneys in \\$400 million deal a company with a middle-brow reputation announced a deal today to buy the singularly trendy clothing chain.\n",
      "Removed URLs: jones buys barneys in \\$400 million deal a company with a middle-brow reputation announced a deal today to buy the singularly trendy clothing chain.\n",
      "Removed HTML Tags: jones buys barneys in \\$400 million deal a company with a middle-brow reputation announced a deal today to buy the singularly trendy clothing chain.\n",
      "Removed Special Characters: jones buys barneys in  million deal a company with a middlebrow reputation announced a deal today to buy the singularly trendy clothing chain\n",
      "Tokens: ['jones', 'buys', 'barneys', 'in', 'million', 'deal', 'a', 'company', 'with', 'a', 'middlebrow', 'reputation', 'announced', 'a', 'deal', 'today', 'to', 'buy', 'the', 'singularly', 'trendy', 'clothing', 'chain']\n",
      "Removed Stopwords: ['jones', 'buys', 'barneys', 'million', 'deal', 'company', 'middlebrow', 'reputation', 'announced', 'deal', 'today', 'buy', 'singularly', 'trendy', 'clothing', 'chain']\n",
      "Stemmed Tokens: ['jone', 'buy', 'barney', 'million', 'deal', 'compani', 'middlebrow', 'reput', 'announc', 'deal', 'today', 'buy', 'singularli', 'trendi', 'cloth', 'chain']\n",
      "Final Preprocessed Text: jone buy barney million deal compani middlebrow reput announc deal today buy singularli trendi cloth chain\n",
      "\n",
      "Original Text: Salvation Army says Target policy threatens fund-raising ST. PAUL - Salvation Army officials say they #39;re worried that they may not meet their holiday fund-raising goal because they won #39;t have bell-ringers outside of Target stores.\n",
      "Lowercased Text: salvation army says target policy threatens fund-raising st. paul - salvation army officials say they #39;re worried that they may not meet their holiday fund-raising goal because they won #39;t have bell-ringers outside of target stores.\n",
      "Removed URLs: salvation army says target policy threatens fund-raising st. paul - salvation army officials say they #39;re worried that they may not meet their holiday fund-raising goal because they won #39;t have bell-ringers outside of target stores.\n",
      "Removed HTML Tags: salvation army says target policy threatens fund-raising st. paul - salvation army officials say they #39;re worried that they may not meet their holiday fund-raising goal because they won #39;t have bell-ringers outside of target stores.\n",
      "Removed Special Characters: salvation army says target policy threatens fundraising st paul  salvation army officials say they re worried that they may not meet their holiday fundraising goal because they won t have bellringers outside of target stores\n",
      "Tokens: ['salvation', 'army', 'says', 'target', 'policy', 'threatens', 'fundraising', 'st', 'paul', 'salvation', 'army', 'officials', 'say', 'they', 're', 'worried', 'that', 'they', 'may', 'not', 'meet', 'their', 'holiday', 'fundraising', 'goal', 'because', 'they', 'won', 't', 'have', 'bellringers', 'outside', 'of', 'target', 'stores']\n",
      "Removed Stopwords: ['salvation', 'army', 'says', 'target', 'policy', 'threatens', 'fundraising', 'st', 'paul', 'salvation', 'army', 'officials', 'say', 'worried', 'may', 'meet', 'holiday', 'fundraising', 'goal', 'bellringers', 'outside', 'target', 'stores']\n",
      "Stemmed Tokens: ['salvat', 'armi', 'say', 'target', 'polici', 'threaten', 'fundrais', 'st', 'paul', 'salvat', 'armi', 'offici', 'say', 'worri', 'may', 'meet', 'holiday', 'fundrais', 'goal', 'bellring', 'outsid', 'target', 'store']\n",
      "Final Preprocessed Text: salvat armi say target polici threaten fundrais st paul salvat armi offici say worri may meet holiday fundrais goal bellring outsid target store\n",
      "\n",
      "Original Text: EDS cutting 4,600 jobs through early retirement, taking US\\$150M &lt;b&gt;...&lt;/b&gt; PLANO, Tex. (CP) - Electronic Data Systems is cutting 4,600 jobs through early retirement and taking a \\$150 million US charge in the fourth quarter, the information technology company said Tuesday.\n",
      "Lowercased Text: eds cutting 4,600 jobs through early retirement, taking us\\$150m &lt;b&gt;...&lt;/b&gt; plano, tex. (cp) - electronic data systems is cutting 4,600 jobs through early retirement and taking a \\$150 million us charge in the fourth quarter, the information technology company said tuesday.\n",
      "Removed URLs: eds cutting 4,600 jobs through early retirement, taking us\\$150m &lt;b&gt;...&lt;/b&gt; plano, tex. (cp) - electronic data systems is cutting 4,600 jobs through early retirement and taking a \\$150 million us charge in the fourth quarter, the information technology company said tuesday.\n",
      "Removed HTML Tags: eds cutting 4,600 jobs through early retirement, taking us\\$150m &lt;b&gt;...&lt;/b&gt; plano, tex. (cp) - electronic data systems is cutting 4,600 jobs through early retirement and taking a \\$150 million us charge in the fourth quarter, the information technology company said tuesday.\n",
      "Removed Special Characters: eds cutting  jobs through early retirement taking usm ltbgtltbgt plano tex cp  electronic data systems is cutting  jobs through early retirement and taking a  million us charge in the fourth quarter the information technology company said tuesday\n",
      "Tokens: ['eds', 'cutting', 'jobs', 'through', 'early', 'retirement', 'taking', 'usm', 'ltbgtltbgt', 'plano', 'tex', 'cp', 'electronic', 'data', 'systems', 'is', 'cutting', 'jobs', 'through', 'early', 'retirement', 'and', 'taking', 'a', 'million', 'us', 'charge', 'in', 'the', 'fourth', 'quarter', 'the', 'information', 'technology', 'company', 'said', 'tuesday']\n",
      "Removed Stopwords: ['eds', 'cutting', 'jobs', 'early', 'retirement', 'taking', 'usm', 'ltbgtltbgt', 'plano', 'tex', 'cp', 'electronic', 'data', 'systems', 'cutting', 'jobs', 'early', 'retirement', 'taking', 'million', 'us', 'charge', 'fourth', 'quarter', 'information', 'technology', 'company', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['ed', 'cut', 'job', 'earli', 'retir', 'take', 'usm', 'ltbgtltbgt', 'plano', 'tex', 'cp', 'electron', 'data', 'system', 'cut', 'job', 'earli', 'retir', 'take', 'million', 'us', 'charg', 'fourth', 'quarter', 'inform', 'technolog', 'compani', 'said', 'tuesday']\n",
      "Final Preprocessed Text: ed cut job earli retir take usm ltbgtltbgt plano tex cp electron data system cut job earli retir take million us charg fourth quarter inform technolog compani said tuesday\n",
      "\n",
      "Original Text: Manpower forecasts positive 4Q hiring pattern Fourth quarter hiring in the Buffalo Niagara Falls market is expected to be on the rise according to the latest Manpower Employment Outlook Survey.\n",
      "Lowercased Text: manpower forecasts positive 4q hiring pattern fourth quarter hiring in the buffalo niagara falls market is expected to be on the rise according to the latest manpower employment outlook survey.\n",
      "Removed URLs: manpower forecasts positive 4q hiring pattern fourth quarter hiring in the buffalo niagara falls market is expected to be on the rise according to the latest manpower employment outlook survey.\n",
      "Removed HTML Tags: manpower forecasts positive 4q hiring pattern fourth quarter hiring in the buffalo niagara falls market is expected to be on the rise according to the latest manpower employment outlook survey.\n",
      "Removed Special Characters: manpower forecasts positive q hiring pattern fourth quarter hiring in the buffalo niagara falls market is expected to be on the rise according to the latest manpower employment outlook survey\n",
      "Tokens: ['manpower', 'forecasts', 'positive', 'q', 'hiring', 'pattern', 'fourth', 'quarter', 'hiring', 'in', 'the', 'buffalo', 'niagara', 'falls', 'market', 'is', 'expected', 'to', 'be', 'on', 'the', 'rise', 'according', 'to', 'the', 'latest', 'manpower', 'employment', 'outlook', 'survey']\n",
      "Removed Stopwords: ['manpower', 'forecasts', 'positive', 'q', 'hiring', 'pattern', 'fourth', 'quarter', 'hiring', 'buffalo', 'niagara', 'falls', 'market', 'expected', 'rise', 'according', 'latest', 'manpower', 'employment', 'outlook', 'survey']\n",
      "Stemmed Tokens: ['manpow', 'forecast', 'posit', 'q', 'hire', 'pattern', 'fourth', 'quarter', 'hire', 'buffalo', 'niagara', 'fall', 'market', 'expect', 'rise', 'accord', 'latest', 'manpow', 'employ', 'outlook', 'survey']\n",
      "Final Preprocessed Text: manpow forecast posit q hire pattern fourth quarter hire buffalo niagara fall market expect rise accord latest manpow employ outlook survey\n",
      "\n",
      "Original Text: Marsh axes 3,000 as insurer braces itself for a payout MARSH  amp; MCLENNAN, the insurance broker, is to axe 3,000 jobs to help to prop up its flagging profits, which have been hurt by a \\$232 million (125 million) charge to cover a potential settlement with Eliot Spitzer, the New York attorney-general.\n",
      "Lowercased Text: marsh axes 3,000 as insurer braces itself for a payout marsh  amp; mclennan, the insurance broker, is to axe 3,000 jobs to help to prop up its flagging profits, which have been hurt by a \\$232 million (125 million) charge to cover a potential settlement with eliot spitzer, the new york attorney-general.\n",
      "Removed URLs: marsh axes 3,000 as insurer braces itself for a payout marsh  amp; mclennan, the insurance broker, is to axe 3,000 jobs to help to prop up its flagging profits, which have been hurt by a \\$232 million (125 million) charge to cover a potential settlement with eliot spitzer, the new york attorney-general.\n",
      "Removed HTML Tags: marsh axes 3,000 as insurer braces itself for a payout marsh  amp; mclennan, the insurance broker, is to axe 3,000 jobs to help to prop up its flagging profits, which have been hurt by a \\$232 million (125 million) charge to cover a potential settlement with eliot spitzer, the new york attorney-general.\n",
      "Removed Special Characters: marsh axes  as insurer braces itself for a payout marsh  amp mclennan the insurance broker is to axe  jobs to help to prop up its flagging profits which have been hurt by a  million  million charge to cover a potential settlement with eliot spitzer the new york attorneygeneral\n",
      "Tokens: ['marsh', 'axes', 'as', 'insurer', 'braces', 'itself', 'for', 'a', 'payout', 'marsh', 'amp', 'mclennan', 'the', 'insurance', 'broker', 'is', 'to', 'axe', 'jobs', 'to', 'help', 'to', 'prop', 'up', 'its', 'flagging', 'profits', 'which', 'have', 'been', 'hurt', 'by', 'a', 'million', 'million', 'charge', 'to', 'cover', 'a', 'potential', 'settlement', 'with', 'eliot', 'spitzer', 'the', 'new', 'york', 'attorneygeneral']\n",
      "Removed Stopwords: ['marsh', 'axes', 'insurer', 'braces', 'payout', 'marsh', 'amp', 'mclennan', 'insurance', 'broker', 'axe', 'jobs', 'help', 'prop', 'flagging', 'profits', 'hurt', 'million', 'million', 'charge', 'cover', 'potential', 'settlement', 'eliot', 'spitzer', 'new', 'york', 'attorneygeneral']\n",
      "Stemmed Tokens: ['marsh', 'axe', 'insur', 'brace', 'payout', 'marsh', 'amp', 'mclennan', 'insur', 'broker', 'axe', 'job', 'help', 'prop', 'flag', 'profit', 'hurt', 'million', 'million', 'charg', 'cover', 'potenti', 'settlement', 'eliot', 'spitzer', 'new', 'york', 'attorneygener']\n",
      "Final Preprocessed Text: marsh axe insur brace payout marsh amp mclennan insur broker axe job help prop flag profit hurt million million charg cover potenti settlement eliot spitzer new york attorneygener\n",
      "\n",
      "Original Text: Credit Suisse to Combine US Unit Credit Suisse Group, Switzerland #39;s second-largest bank, said Tuesday it will combine its US-based Credit Suisse First Boston investment unit with its retail and private banking business within two years.\n",
      "Lowercased Text: credit suisse to combine us unit credit suisse group, switzerland #39;s second-largest bank, said tuesday it will combine its us-based credit suisse first boston investment unit with its retail and private banking business within two years.\n",
      "Removed URLs: credit suisse to combine us unit credit suisse group, switzerland #39;s second-largest bank, said tuesday it will combine its us-based credit suisse first boston investment unit with its retail and private banking business within two years.\n",
      "Removed HTML Tags: credit suisse to combine us unit credit suisse group, switzerland #39;s second-largest bank, said tuesday it will combine its us-based credit suisse first boston investment unit with its retail and private banking business within two years.\n",
      "Removed Special Characters: credit suisse to combine us unit credit suisse group switzerland s secondlargest bank said tuesday it will combine its usbased credit suisse first boston investment unit with its retail and private banking business within two years\n",
      "Tokens: ['credit', 'suisse', 'to', 'combine', 'us', 'unit', 'credit', 'suisse', 'group', 'switzerland', 's', 'secondlargest', 'bank', 'said', 'tuesday', 'it', 'will', 'combine', 'its', 'usbased', 'credit', 'suisse', 'first', 'boston', 'investment', 'unit', 'with', 'its', 'retail', 'and', 'private', 'banking', 'business', 'within', 'two', 'years']\n",
      "Removed Stopwords: ['credit', 'suisse', 'combine', 'us', 'unit', 'credit', 'suisse', 'group', 'switzerland', 'secondlargest', 'bank', 'said', 'tuesday', 'combine', 'usbased', 'credit', 'suisse', 'first', 'boston', 'investment', 'unit', 'retail', 'private', 'banking', 'business', 'within', 'two', 'years']\n",
      "Stemmed Tokens: ['credit', 'suiss', 'combin', 'us', 'unit', 'credit', 'suiss', 'group', 'switzerland', 'secondlargest', 'bank', 'said', 'tuesday', 'combin', 'usbas', 'credit', 'suiss', 'first', 'boston', 'invest', 'unit', 'retail', 'privat', 'bank', 'busi', 'within', 'two', 'year']\n",
      "Final Preprocessed Text: credit suiss combin us unit credit suiss group switzerland secondlargest bank said tuesday combin usbas credit suiss first boston invest unit retail privat bank busi within two year\n",
      "\n",
      "Original Text: Techs lead gains on Wall Street Shares surged on Wall Street on Friday night, pushing the Dow over 100 points higher, as tech stocks rallied and drug giant Merck staged a 1 per cent rebound following its 26 per cent fall on Thursday.\n",
      "Lowercased Text: techs lead gains on wall street shares surged on wall street on friday night, pushing the dow over 100 points higher, as tech stocks rallied and drug giant merck staged a 1 per cent rebound following its 26 per cent fall on thursday.\n",
      "Removed URLs: techs lead gains on wall street shares surged on wall street on friday night, pushing the dow over 100 points higher, as tech stocks rallied and drug giant merck staged a 1 per cent rebound following its 26 per cent fall on thursday.\n",
      "Removed HTML Tags: techs lead gains on wall street shares surged on wall street on friday night, pushing the dow over 100 points higher, as tech stocks rallied and drug giant merck staged a 1 per cent rebound following its 26 per cent fall on thursday.\n",
      "Removed Special Characters: techs lead gains on wall street shares surged on wall street on friday night pushing the dow over  points higher as tech stocks rallied and drug giant merck staged a  per cent rebound following its  per cent fall on thursday\n",
      "Tokens: ['techs', 'lead', 'gains', 'on', 'wall', 'street', 'shares', 'surged', 'on', 'wall', 'street', 'on', 'friday', 'night', 'pushing', 'the', 'dow', 'over', 'points', 'higher', 'as', 'tech', 'stocks', 'rallied', 'and', 'drug', 'giant', 'merck', 'staged', 'a', 'per', 'cent', 'rebound', 'following', 'its', 'per', 'cent', 'fall', 'on', 'thursday']\n",
      "Removed Stopwords: ['techs', 'lead', 'gains', 'wall', 'street', 'shares', 'surged', 'wall', 'street', 'friday', 'night', 'pushing', 'dow', 'points', 'higher', 'tech', 'stocks', 'rallied', 'drug', 'giant', 'merck', 'staged', 'per', 'cent', 'rebound', 'following', 'per', 'cent', 'fall', 'thursday']\n",
      "Stemmed Tokens: ['tech', 'lead', 'gain', 'wall', 'street', 'share', 'surg', 'wall', 'street', 'friday', 'night', 'push', 'dow', 'point', 'higher', 'tech', 'stock', 'ralli', 'drug', 'giant', 'merck', 'stage', 'per', 'cent', 'rebound', 'follow', 'per', 'cent', 'fall', 'thursday']\n",
      "Final Preprocessed Text: tech lead gain wall street share surg wall street friday night push dow point higher tech stock ralli drug giant merck stage per cent rebound follow per cent fall thursday\n",
      "\n",
      "Original Text: OPEC Agrees to Cut Oil Output in Bid to Firm Up Prices OPEC oil ministers agreed today to cut oil production by one million barrels a day to stem a 24 percent price slide in the past six weeks, and they called for an emergency meeting \n",
      "Lowercased Text: opec agrees to cut oil output in bid to firm up prices opec oil ministers agreed today to cut oil production by one million barrels a day to stem a 24 percent price slide in the past six weeks, and they called for an emergency meeting \n",
      "Removed URLs: opec agrees to cut oil output in bid to firm up prices opec oil ministers agreed today to cut oil production by one million barrels a day to stem a 24 percent price slide in the past six weeks, and they called for an emergency meeting \n",
      "Removed HTML Tags: opec agrees to cut oil output in bid to firm up prices opec oil ministers agreed today to cut oil production by one million barrels a day to stem a 24 percent price slide in the past six weeks, and they called for an emergency meeting \n",
      "Removed Special Characters: opec agrees to cut oil output in bid to firm up prices opec oil ministers agreed today to cut oil production by one million barrels a day to stem a  percent price slide in the past six weeks and they called for an emergency meeting \n",
      "Tokens: ['opec', 'agrees', 'to', 'cut', 'oil', 'output', 'in', 'bid', 'to', 'firm', 'up', 'prices', 'opec', 'oil', 'ministers', 'agreed', 'today', 'to', 'cut', 'oil', 'production', 'by', 'one', 'million', 'barrels', 'a', 'day', 'to', 'stem', 'a', 'percent', 'price', 'slide', 'in', 'the', 'past', 'six', 'weeks', 'and', 'they', 'called', 'for', 'an', 'emergency', 'meeting']\n",
      "Removed Stopwords: ['opec', 'agrees', 'cut', 'oil', 'output', 'bid', 'firm', 'prices', 'opec', 'oil', 'ministers', 'agreed', 'today', 'cut', 'oil', 'production', 'one', 'million', 'barrels', 'day', 'stem', 'percent', 'price', 'slide', 'past', 'six', 'weeks', 'called', 'emergency', 'meeting']\n",
      "Stemmed Tokens: ['opec', 'agre', 'cut', 'oil', 'output', 'bid', 'firm', 'price', 'opec', 'oil', 'minist', 'agre', 'today', 'cut', 'oil', 'product', 'one', 'million', 'barrel', 'day', 'stem', 'percent', 'price', 'slide', 'past', 'six', 'week', 'call', 'emerg', 'meet']\n",
      "Final Preprocessed Text: opec agre cut oil output bid firm price opec oil minist agre today cut oil product one million barrel day stem percent price slide past six week call emerg meet\n",
      "\n",
      "Original Text: Nikkei Closes Higher After Strong Tankan  TOKYO (Reuters) - The Nikkei average closed up 1.49 percent  on Friday, the first day of the fiscal second half, as a strong  reading in the Bank of Japan's \"tankan\" business survey  prompted investors at home and abroad to jump into the market.\n",
      "Lowercased Text: nikkei closes higher after strong tankan  tokyo (reuters) - the nikkei average closed up 1.49 percent  on friday, the first day of the fiscal second half, as a strong  reading in the bank of japan's \"tankan\" business survey  prompted investors at home and abroad to jump into the market.\n",
      "Removed URLs: nikkei closes higher after strong tankan  tokyo (reuters) - the nikkei average closed up 1.49 percent  on friday, the first day of the fiscal second half, as a strong  reading in the bank of japan's \"tankan\" business survey  prompted investors at home and abroad to jump into the market.\n",
      "Removed HTML Tags: nikkei closes higher after strong tankan  tokyo (reuters) - the nikkei average closed up 1.49 percent  on friday, the first day of the fiscal second half, as a strong  reading in the bank of japan's \"tankan\" business survey  prompted investors at home and abroad to jump into the market.\n",
      "Removed Special Characters: nikkei closes higher after strong tankan  tokyo reuters  the nikkei average closed up  percent  on friday the first day of the fiscal second half as a strong  reading in the bank of japans tankan business survey  prompted investors at home and abroad to jump into the market\n",
      "Tokens: ['nikkei', 'closes', 'higher', 'after', 'strong', 'tankan', 'tokyo', 'reuters', 'the', 'nikkei', 'average', 'closed', 'up', 'percent', 'on', 'friday', 'the', 'first', 'day', 'of', 'the', 'fiscal', 'second', 'half', 'as', 'a', 'strong', 'reading', 'in', 'the', 'bank', 'of', 'japans', 'tankan', 'business', 'survey', 'prompted', 'investors', 'at', 'home', 'and', 'abroad', 'to', 'jump', 'into', 'the', 'market']\n",
      "Removed Stopwords: ['nikkei', 'closes', 'higher', 'strong', 'tankan', 'tokyo', 'reuters', 'nikkei', 'average', 'closed', 'percent', 'friday', 'first', 'day', 'fiscal', 'second', 'half', 'strong', 'reading', 'bank', 'japans', 'tankan', 'business', 'survey', 'prompted', 'investors', 'home', 'abroad', 'jump', 'market']\n",
      "Stemmed Tokens: ['nikkei', 'close', 'higher', 'strong', 'tankan', 'tokyo', 'reuter', 'nikkei', 'averag', 'close', 'percent', 'friday', 'first', 'day', 'fiscal', 'second', 'half', 'strong', 'read', 'bank', 'japan', 'tankan', 'busi', 'survey', 'prompt', 'investor', 'home', 'abroad', 'jump', 'market']\n",
      "Final Preprocessed Text: nikkei close higher strong tankan tokyo reuter nikkei averag close percent friday first day fiscal second half strong read bank japan tankan busi survey prompt investor home abroad jump market\n",
      "\n",
      "Original Text: Putin ready to probe other oil companies Russian President Vladimir Putin is ready to go after other oil companies the way he has hammered Yukos, a top Kremlin official has said.\n",
      "Lowercased Text: putin ready to probe other oil companies russian president vladimir putin is ready to go after other oil companies the way he has hammered yukos, a top kremlin official has said.\n",
      "Removed URLs: putin ready to probe other oil companies russian president vladimir putin is ready to go after other oil companies the way he has hammered yukos, a top kremlin official has said.\n",
      "Removed HTML Tags: putin ready to probe other oil companies russian president vladimir putin is ready to go after other oil companies the way he has hammered yukos, a top kremlin official has said.\n",
      "Removed Special Characters: putin ready to probe other oil companies russian president vladimir putin is ready to go after other oil companies the way he has hammered yukos a top kremlin official has said\n",
      "Tokens: ['putin', 'ready', 'to', 'probe', 'other', 'oil', 'companies', 'russian', 'president', 'vladimir', 'putin', 'is', 'ready', 'to', 'go', 'after', 'other', 'oil', 'companies', 'the', 'way', 'he', 'has', 'hammered', 'yukos', 'a', 'top', 'kremlin', 'official', 'has', 'said']\n",
      "Removed Stopwords: ['putin', 'ready', 'probe', 'oil', 'companies', 'russian', 'president', 'vladimir', 'putin', 'ready', 'go', 'oil', 'companies', 'way', 'hammered', 'yukos', 'top', 'kremlin', 'official', 'said']\n",
      "Stemmed Tokens: ['putin', 'readi', 'probe', 'oil', 'compani', 'russian', 'presid', 'vladimir', 'putin', 'readi', 'go', 'oil', 'compani', 'way', 'hammer', 'yuko', 'top', 'kremlin', 'offici', 'said']\n",
      "Final Preprocessed Text: putin readi probe oil compani russian presid vladimir putin readi go oil compani way hammer yuko top kremlin offici said\n",
      "\n",
      "Original Text: US Stocks Drop, Led By Drug Shares; Pfizer, Eli Lilly Tumble US stocks fell as setbacks for drugmakers, including a study showing Pfizer Inc. #39;s Celebrex painkiller increased the risk of heart attacks, sent health-care shares tumbling.\n",
      "Lowercased Text: us stocks drop, led by drug shares; pfizer, eli lilly tumble us stocks fell as setbacks for drugmakers, including a study showing pfizer inc. #39;s celebrex painkiller increased the risk of heart attacks, sent health-care shares tumbling.\n",
      "Removed URLs: us stocks drop, led by drug shares; pfizer, eli lilly tumble us stocks fell as setbacks for drugmakers, including a study showing pfizer inc. #39;s celebrex painkiller increased the risk of heart attacks, sent health-care shares tumbling.\n",
      "Removed HTML Tags: us stocks drop, led by drug shares; pfizer, eli lilly tumble us stocks fell as setbacks for drugmakers, including a study showing pfizer inc. #39;s celebrex painkiller increased the risk of heart attacks, sent health-care shares tumbling.\n",
      "Removed Special Characters: us stocks drop led by drug shares pfizer eli lilly tumble us stocks fell as setbacks for drugmakers including a study showing pfizer inc s celebrex painkiller increased the risk of heart attacks sent healthcare shares tumbling\n",
      "Tokens: ['us', 'stocks', 'drop', 'led', 'by', 'drug', 'shares', 'pfizer', 'eli', 'lilly', 'tumble', 'us', 'stocks', 'fell', 'as', 'setbacks', 'for', 'drugmakers', 'including', 'a', 'study', 'showing', 'pfizer', 'inc', 's', 'celebrex', 'painkiller', 'increased', 'the', 'risk', 'of', 'heart', 'attacks', 'sent', 'healthcare', 'shares', 'tumbling']\n",
      "Removed Stopwords: ['us', 'stocks', 'drop', 'led', 'drug', 'shares', 'pfizer', 'eli', 'lilly', 'tumble', 'us', 'stocks', 'fell', 'setbacks', 'drugmakers', 'including', 'study', 'showing', 'pfizer', 'inc', 'celebrex', 'painkiller', 'increased', 'risk', 'heart', 'attacks', 'sent', 'healthcare', 'shares', 'tumbling']\n",
      "Stemmed Tokens: ['us', 'stock', 'drop', 'led', 'drug', 'share', 'pfizer', 'eli', 'lilli', 'tumbl', 'us', 'stock', 'fell', 'setback', 'drugmak', 'includ', 'studi', 'show', 'pfizer', 'inc', 'celebrex', 'painkil', 'increas', 'risk', 'heart', 'attack', 'sent', 'healthcar', 'share', 'tumbl']\n",
      "Final Preprocessed Text: us stock drop led drug share pfizer eli lilli tumbl us stock fell setback drugmak includ studi show pfizer inc celebrex painkil increas risk heart attack sent healthcar share tumbl\n",
      "\n",
      "Original Text: Pinault-Printemps Redoute to sell holding in Rexel LONDON, November 30 (newratings.com) - Pinault-Printemps Redoute SA (PPX.FSE) plans to sell its controlling stake in the electrical parts distributor, Rexel (RXL), to a group of private firms for 1.92 billion (\\$2.55 billion).\n",
      "Lowercased Text: pinault-printemps redoute to sell holding in rexel london, november 30 (newratings.com) - pinault-printemps redoute sa (ppx.fse) plans to sell its controlling stake in the electrical parts distributor, rexel (rxl), to a group of private firms for 1.92 billion (\\$2.55 billion).\n",
      "Removed URLs: pinault-printemps redoute to sell holding in rexel london, november 30 (newratings.com) - pinault-printemps redoute sa (ppx.fse) plans to sell its controlling stake in the electrical parts distributor, rexel (rxl), to a group of private firms for 1.92 billion (\\$2.55 billion).\n",
      "Removed HTML Tags: pinault-printemps redoute to sell holding in rexel london, november 30 (newratings.com) - pinault-printemps redoute sa (ppx.fse) plans to sell its controlling stake in the electrical parts distributor, rexel (rxl), to a group of private firms for 1.92 billion (\\$2.55 billion).\n",
      "Removed Special Characters: pinaultprintemps redoute to sell holding in rexel london november  newratingscom  pinaultprintemps redoute sa ppxfse plans to sell its controlling stake in the electrical parts distributor rexel rxl to a group of private firms for  billion  billion\n",
      "Tokens: ['pinaultprintemps', 'redoute', 'to', 'sell', 'holding', 'in', 'rexel', 'london', 'november', 'newratingscom', 'pinaultprintemps', 'redoute', 'sa', 'ppxfse', 'plans', 'to', 'sell', 'its', 'controlling', 'stake', 'in', 'the', 'electrical', 'parts', 'distributor', 'rexel', 'rxl', 'to', 'a', 'group', 'of', 'private', 'firms', 'for', 'billion', 'billion']\n",
      "Removed Stopwords: ['pinaultprintemps', 'redoute', 'sell', 'holding', 'rexel', 'london', 'november', 'newratingscom', 'pinaultprintemps', 'redoute', 'sa', 'ppxfse', 'plans', 'sell', 'controlling', 'stake', 'electrical', 'parts', 'distributor', 'rexel', 'rxl', 'group', 'private', 'firms', 'billion', 'billion']\n",
      "Stemmed Tokens: ['pinaultprintemp', 'redout', 'sell', 'hold', 'rexel', 'london', 'novemb', 'newratingscom', 'pinaultprintemp', 'redout', 'sa', 'ppxfse', 'plan', 'sell', 'control', 'stake', 'electr', 'part', 'distributor', 'rexel', 'rxl', 'group', 'privat', 'firm', 'billion', 'billion']\n",
      "Final Preprocessed Text: pinaultprintemp redout sell hold rexel london novemb newratingscom pinaultprintemp redout sa ppxfse plan sell control stake electr part distributor rexel rxl group privat firm billion billion\n",
      "\n",
      "Original Text: Big Dig no roadblock Huge cost overruns. Tunnel leaks. Multimillion-dollar lawsuits. Big trouble for the companies managing Boston's Big Dig? Not really.\n",
      "Lowercased Text: big dig no roadblock huge cost overruns. tunnel leaks. multimillion-dollar lawsuits. big trouble for the companies managing boston's big dig? not really.\n",
      "Removed URLs: big dig no roadblock huge cost overruns. tunnel leaks. multimillion-dollar lawsuits. big trouble for the companies managing boston's big dig? not really.\n",
      "Removed HTML Tags: big dig no roadblock huge cost overruns. tunnel leaks. multimillion-dollar lawsuits. big trouble for the companies managing boston's big dig? not really.\n",
      "Removed Special Characters: big dig no roadblock huge cost overruns tunnel leaks multimilliondollar lawsuits big trouble for the companies managing bostons big dig not really\n",
      "Tokens: ['big', 'dig', 'no', 'roadblock', 'huge', 'cost', 'overruns', 'tunnel', 'leaks', 'multimilliondollar', 'lawsuits', 'big', 'trouble', 'for', 'the', 'companies', 'managing', 'bostons', 'big', 'dig', 'not', 'really']\n",
      "Removed Stopwords: ['big', 'dig', 'roadblock', 'huge', 'cost', 'overruns', 'tunnel', 'leaks', 'multimilliondollar', 'lawsuits', 'big', 'trouble', 'companies', 'managing', 'bostons', 'big', 'dig', 'really']\n",
      "Stemmed Tokens: ['big', 'dig', 'roadblock', 'huge', 'cost', 'overrun', 'tunnel', 'leak', 'multimilliondollar', 'lawsuit', 'big', 'troubl', 'compani', 'manag', 'boston', 'big', 'dig', 'realli']\n",
      "Final Preprocessed Text: big dig roadblock huge cost overrun tunnel leak multimilliondollar lawsuit big troubl compani manag boston big dig realli\n",
      "\n",
      "Original Text: Judge: Geico can sue Google, Overture over ads A federal judge in Virginia has ruled that a trademark infringement suit filed by the Government Employees Insurance Co. (GEICO) against Internet search giants Google Inc. and Overture Services Inc. can proceed.\n",
      "Lowercased Text: judge: geico can sue google, overture over ads a federal judge in virginia has ruled that a trademark infringement suit filed by the government employees insurance co. (geico) against internet search giants google inc. and overture services inc. can proceed.\n",
      "Removed URLs: judge: geico can sue google, overture over ads a federal judge in virginia has ruled that a trademark infringement suit filed by the government employees insurance co. (geico) against internet search giants google inc. and overture services inc. can proceed.\n",
      "Removed HTML Tags: judge: geico can sue google, overture over ads a federal judge in virginia has ruled that a trademark infringement suit filed by the government employees insurance co. (geico) against internet search giants google inc. and overture services inc. can proceed.\n",
      "Removed Special Characters: judge geico can sue google overture over ads a federal judge in virginia has ruled that a trademark infringement suit filed by the government employees insurance co geico against internet search giants google inc and overture services inc can proceed\n",
      "Tokens: ['judge', 'geico', 'can', 'sue', 'google', 'overture', 'over', 'ads', 'a', 'federal', 'judge', 'in', 'virginia', 'has', 'ruled', 'that', 'a', 'trademark', 'infringement', 'suit', 'filed', 'by', 'the', 'government', 'employees', 'insurance', 'co', 'geico', 'against', 'internet', 'search', 'giants', 'google', 'inc', 'and', 'overture', 'services', 'inc', 'can', 'proceed']\n",
      "Removed Stopwords: ['judge', 'geico', 'sue', 'google', 'overture', 'ads', 'federal', 'judge', 'virginia', 'ruled', 'trademark', 'infringement', 'suit', 'filed', 'government', 'employees', 'insurance', 'co', 'geico', 'internet', 'search', 'giants', 'google', 'inc', 'overture', 'services', 'inc', 'proceed']\n",
      "Stemmed Tokens: ['judg', 'geico', 'sue', 'googl', 'overtur', 'ad', 'feder', 'judg', 'virginia', 'rule', 'trademark', 'infring', 'suit', 'file', 'govern', 'employe', 'insur', 'co', 'geico', 'internet', 'search', 'giant', 'googl', 'inc', 'overtur', 'servic', 'inc', 'proceed']\n",
      "Final Preprocessed Text: judg geico sue googl overtur ad feder judg virginia rule trademark infring suit file govern employe insur co geico internet search giant googl inc overtur servic inc proceed\n",
      "\n",
      "Original Text: Ready to Bet on Alternative Energy? Well, Think Again When oil prices rise, public interest in alternative energy often does, too. But the logic is evidently escaping Wall Street.\n",
      "Lowercased Text: ready to bet on alternative energy? well, think again when oil prices rise, public interest in alternative energy often does, too. but the logic is evidently escaping wall street.\n",
      "Removed URLs: ready to bet on alternative energy? well, think again when oil prices rise, public interest in alternative energy often does, too. but the logic is evidently escaping wall street.\n",
      "Removed HTML Tags: ready to bet on alternative energy? well, think again when oil prices rise, public interest in alternative energy often does, too. but the logic is evidently escaping wall street.\n",
      "Removed Special Characters: ready to bet on alternative energy well think again when oil prices rise public interest in alternative energy often does too but the logic is evidently escaping wall street\n",
      "Tokens: ['ready', 'to', 'bet', 'on', 'alternative', 'energy', 'well', 'think', 'again', 'when', 'oil', 'prices', 'rise', 'public', 'interest', 'in', 'alternative', 'energy', 'often', 'does', 'too', 'but', 'the', 'logic', 'is', 'evidently', 'escaping', 'wall', 'street']\n",
      "Removed Stopwords: ['ready', 'bet', 'alternative', 'energy', 'well', 'think', 'oil', 'prices', 'rise', 'public', 'interest', 'alternative', 'energy', 'often', 'logic', 'evidently', 'escaping', 'wall', 'street']\n",
      "Stemmed Tokens: ['readi', 'bet', 'altern', 'energi', 'well', 'think', 'oil', 'price', 'rise', 'public', 'interest', 'altern', 'energi', 'often', 'logic', 'evid', 'escap', 'wall', 'street']\n",
      "Final Preprocessed Text: readi bet altern energi well think oil price rise public interest altern energi often logic evid escap wall street\n",
      "\n",
      "Original Text: Fed Raises Interest Rate to 2.25 Percent (Reuters) Reuters - The Federal Reserve raised U.S.\\interest rates on Tuesday by a quarter-percentage point for the\\fifth time this year and said it will keep gradually lifting\\them from rock-bottom levels to forestall inflation.\n",
      "Lowercased Text: fed raises interest rate to 2.25 percent (reuters) reuters - the federal reserve raised u.s.\\interest rates on tuesday by a quarter-percentage point for the\\fifth time this year and said it will keep gradually lifting\\them from rock-bottom levels to forestall inflation.\n",
      "Removed URLs: fed raises interest rate to 2.25 percent (reuters) reuters - the federal reserve raised u.s.\\interest rates on tuesday by a quarter-percentage point for the\\fifth time this year and said it will keep gradually lifting\\them from rock-bottom levels to forestall inflation.\n",
      "Removed HTML Tags: fed raises interest rate to 2.25 percent (reuters) reuters - the federal reserve raised u.s.\\interest rates on tuesday by a quarter-percentage point for the\\fifth time this year and said it will keep gradually lifting\\them from rock-bottom levels to forestall inflation.\n",
      "Removed Special Characters: fed raises interest rate to  percent reuters reuters  the federal reserve raised usinterest rates on tuesday by a quarterpercentage point for thefifth time this year and said it will keep gradually liftingthem from rockbottom levels to forestall inflation\n",
      "Tokens: ['fed', 'raises', 'interest', 'rate', 'to', 'percent', 'reuters', 'reuters', 'the', 'federal', 'reserve', 'raised', 'usinterest', 'rates', 'on', 'tuesday', 'by', 'a', 'quarterpercentage', 'point', 'for', 'thefifth', 'time', 'this', 'year', 'and', 'said', 'it', 'will', 'keep', 'gradually', 'liftingthem', 'from', 'rockbottom', 'levels', 'to', 'forestall', 'inflation']\n",
      "Removed Stopwords: ['fed', 'raises', 'interest', 'rate', 'percent', 'reuters', 'reuters', 'federal', 'reserve', 'raised', 'usinterest', 'rates', 'tuesday', 'quarterpercentage', 'point', 'thefifth', 'time', 'year', 'said', 'keep', 'gradually', 'liftingthem', 'rockbottom', 'levels', 'forestall', 'inflation']\n",
      "Stemmed Tokens: ['fed', 'rais', 'interest', 'rate', 'percent', 'reuter', 'reuter', 'feder', 'reserv', 'rais', 'usinterest', 'rate', 'tuesday', 'quarterpercentag', 'point', 'thefifth', 'time', 'year', 'said', 'keep', 'gradual', 'liftingthem', 'rockbottom', 'level', 'forestal', 'inflat']\n",
      "Final Preprocessed Text: fed rais interest rate percent reuter reuter feder reserv rais usinterest rate tuesday quarterpercentag point thefifth time year said keep gradual liftingthem rockbottom level forestal inflat\n",
      "\n",
      "Original Text: US Airways Up on Labor Talks US Airways #39; (UAIR:Nasdaq - news - research) shares jumped almost 20 on news that management and pilots were back at the table, trying to hammer out an agreement on work concessions to save the company.\n",
      "Lowercased Text: us airways up on labor talks us airways #39; (uair:nasdaq - news - research) shares jumped almost 20 on news that management and pilots were back at the table, trying to hammer out an agreement on work concessions to save the company.\n",
      "Removed URLs: us airways up on labor talks us airways #39; (uair:nasdaq - news - research) shares jumped almost 20 on news that management and pilots were back at the table, trying to hammer out an agreement on work concessions to save the company.\n",
      "Removed HTML Tags: us airways up on labor talks us airways #39; (uair:nasdaq - news - research) shares jumped almost 20 on news that management and pilots were back at the table, trying to hammer out an agreement on work concessions to save the company.\n",
      "Removed Special Characters: us airways up on labor talks us airways  uairnasdaq  news  research shares jumped almost  on news that management and pilots were back at the table trying to hammer out an agreement on work concessions to save the company\n",
      "Tokens: ['us', 'airways', 'up', 'on', 'labor', 'talks', 'us', 'airways', 'uairnasdaq', 'news', 'research', 'shares', 'jumped', 'almost', 'on', 'news', 'that', 'management', 'and', 'pilots', 'were', 'back', 'at', 'the', 'table', 'trying', 'to', 'hammer', 'out', 'an', 'agreement', 'on', 'work', 'concessions', 'to', 'save', 'the', 'company']\n",
      "Removed Stopwords: ['us', 'airways', 'labor', 'talks', 'us', 'airways', 'uairnasdaq', 'news', 'research', 'shares', 'jumped', 'almost', 'news', 'management', 'pilots', 'back', 'table', 'trying', 'hammer', 'agreement', 'work', 'concessions', 'save', 'company']\n",
      "Stemmed Tokens: ['us', 'airway', 'labor', 'talk', 'us', 'airway', 'uairnasdaq', 'news', 'research', 'share', 'jump', 'almost', 'news', 'manag', 'pilot', 'back', 'tabl', 'tri', 'hammer', 'agreement', 'work', 'concess', 'save', 'compani']\n",
      "Final Preprocessed Text: us airway labor talk us airway uairnasdaq news research share jump almost news manag pilot back tabl tri hammer agreement work concess save compani\n",
      "\n",
      "Original Text: Bush defends tax cuts WASHINGTON, Oct 2 (AFP) - US President George W. Bush said Saturday he would renew some of the huge tax cuts that form a cornerstone of his economic rejuvenation policy and chided Democratic challenger John Kerry for opposing the cuts.\n",
      "Lowercased Text: bush defends tax cuts washington, oct 2 (afp) - us president george w. bush said saturday he would renew some of the huge tax cuts that form a cornerstone of his economic rejuvenation policy and chided democratic challenger john kerry for opposing the cuts.\n",
      "Removed URLs: bush defends tax cuts washington, oct 2 (afp) - us president george w. bush said saturday he would renew some of the huge tax cuts that form a cornerstone of his economic rejuvenation policy and chided democratic challenger john kerry for opposing the cuts.\n",
      "Removed HTML Tags: bush defends tax cuts washington, oct 2 (afp) - us president george w. bush said saturday he would renew some of the huge tax cuts that form a cornerstone of his economic rejuvenation policy and chided democratic challenger john kerry for opposing the cuts.\n",
      "Removed Special Characters: bush defends tax cuts washington oct  afp  us president george w bush said saturday he would renew some of the huge tax cuts that form a cornerstone of his economic rejuvenation policy and chided democratic challenger john kerry for opposing the cuts\n",
      "Tokens: ['bush', 'defends', 'tax', 'cuts', 'washington', 'oct', 'afp', 'us', 'president', 'george', 'w', 'bush', 'said', 'saturday', 'he', 'would', 'renew', 'some', 'of', 'the', 'huge', 'tax', 'cuts', 'that', 'form', 'a', 'cornerstone', 'of', 'his', 'economic', 'rejuvenation', 'policy', 'and', 'chided', 'democratic', 'challenger', 'john', 'kerry', 'for', 'opposing', 'the', 'cuts']\n",
      "Removed Stopwords: ['bush', 'defends', 'tax', 'cuts', 'washington', 'oct', 'afp', 'us', 'president', 'george', 'w', 'bush', 'said', 'saturday', 'would', 'renew', 'huge', 'tax', 'cuts', 'form', 'cornerstone', 'economic', 'rejuvenation', 'policy', 'chided', 'democratic', 'challenger', 'john', 'kerry', 'opposing', 'cuts']\n",
      "Stemmed Tokens: ['bush', 'defend', 'tax', 'cut', 'washington', 'oct', 'afp', 'us', 'presid', 'georg', 'w', 'bush', 'said', 'saturday', 'would', 'renew', 'huge', 'tax', 'cut', 'form', 'cornerston', 'econom', 'rejuven', 'polici', 'chide', 'democrat', 'challeng', 'john', 'kerri', 'oppos', 'cut']\n",
      "Final Preprocessed Text: bush defend tax cut washington oct afp us presid georg w bush said saturday would renew huge tax cut form cornerston econom rejuven polici chide democrat challeng john kerri oppos cut\n",
      "\n",
      "Original Text: Industrial output falls in Japan Japan's industrial production falls in October while unemployment rises, providing more evidence of a slowdown in the world's second largest economy.\n",
      "Lowercased Text: industrial output falls in japan japan's industrial production falls in october while unemployment rises, providing more evidence of a slowdown in the world's second largest economy.\n",
      "Removed URLs: industrial output falls in japan japan's industrial production falls in october while unemployment rises, providing more evidence of a slowdown in the world's second largest economy.\n",
      "Removed HTML Tags: industrial output falls in japan japan's industrial production falls in october while unemployment rises, providing more evidence of a slowdown in the world's second largest economy.\n",
      "Removed Special Characters: industrial output falls in japan japans industrial production falls in october while unemployment rises providing more evidence of a slowdown in the worlds second largest economy\n",
      "Tokens: ['industrial', 'output', 'falls', 'in', 'japan', 'japans', 'industrial', 'production', 'falls', 'in', 'october', 'while', 'unemployment', 'rises', 'providing', 'more', 'evidence', 'of', 'a', 'slowdown', 'in', 'the', 'worlds', 'second', 'largest', 'economy']\n",
      "Removed Stopwords: ['industrial', 'output', 'falls', 'japan', 'japans', 'industrial', 'production', 'falls', 'october', 'unemployment', 'rises', 'providing', 'evidence', 'slowdown', 'worlds', 'second', 'largest', 'economy']\n",
      "Stemmed Tokens: ['industri', 'output', 'fall', 'japan', 'japan', 'industri', 'product', 'fall', 'octob', 'unemploy', 'rise', 'provid', 'evid', 'slowdown', 'world', 'second', 'largest', 'economi']\n",
      "Final Preprocessed Text: industri output fall japan japan industri product fall octob unemploy rise provid evid slowdown world second largest economi\n",
      "\n",
      "Original Text: UPDATE 1-J amp;J in talks to buy Guidant - sources Health care and consumer products maker Johnson  amp; Johnson (JNJ.N: Quote, Profile, Research) is in negotiations to acquire medical-device maker Guidant Corp.\n",
      "Lowercased Text: update 1-j amp;j in talks to buy guidant - sources health care and consumer products maker johnson  amp; johnson (jnj.n: quote, profile, research) is in negotiations to acquire medical-device maker guidant corp.\n",
      "Removed URLs: update 1-j amp;j in talks to buy guidant - sources health care and consumer products maker johnson  amp; johnson (jnj.n: quote, profile, research) is in negotiations to acquire medical-device maker guidant corp.\n",
      "Removed HTML Tags: update 1-j amp;j in talks to buy guidant - sources health care and consumer products maker johnson  amp; johnson (jnj.n: quote, profile, research) is in negotiations to acquire medical-device maker guidant corp.\n",
      "Removed Special Characters: update j ampj in talks to buy guidant  sources health care and consumer products maker johnson  amp johnson jnjn quote profile research is in negotiations to acquire medicaldevice maker guidant corp\n",
      "Tokens: ['update', 'j', 'ampj', 'in', 'talks', 'to', 'buy', 'guidant', 'sources', 'health', 'care', 'and', 'consumer', 'products', 'maker', 'johnson', 'amp', 'johnson', 'jnjn', 'quote', 'profile', 'research', 'is', 'in', 'negotiations', 'to', 'acquire', 'medicaldevice', 'maker', 'guidant', 'corp']\n",
      "Removed Stopwords: ['update', 'j', 'ampj', 'talks', 'buy', 'guidant', 'sources', 'health', 'care', 'consumer', 'products', 'maker', 'johnson', 'amp', 'johnson', 'jnjn', 'quote', 'profile', 'research', 'negotiations', 'acquire', 'medicaldevice', 'maker', 'guidant', 'corp']\n",
      "Stemmed Tokens: ['updat', 'j', 'ampj', 'talk', 'buy', 'guidant', 'sourc', 'health', 'care', 'consum', 'product', 'maker', 'johnson', 'amp', 'johnson', 'jnjn', 'quot', 'profil', 'research', 'negoti', 'acquir', 'medicaldevic', 'maker', 'guidant', 'corp']\n",
      "Final Preprocessed Text: updat j ampj talk buy guidant sourc health care consum product maker johnson amp johnson jnjn quot profil research negoti acquir medicaldevic maker guidant corp\n",
      "\n",
      "Original Text: Pfizer: Celebrex Safe After News Report  NEW YORK/OTTAWA (Reuters) - Pfizer Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=PFE.N target=/stocks/quickinfo/fullquote\"&gt;PFE.N&lt;/A&gt; said on  Thursday its arthritis drug Celebrex was safe after a report in  a Canadian newspaper linked it to 14 deaths,\n",
      "Lowercased Text: pfizer: celebrex safe after news report  new york/ottawa (reuters) - pfizer inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=pfe.n target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; said on  thursday its arthritis drug celebrex was safe after a report in  a canadian newspaper linked it to 14 deaths,\n",
      "Removed URLs: pfizer: celebrex safe after news report  new york/ottawa (reuters) - pfizer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; said on  thursday its arthritis drug celebrex was safe after a report in  a canadian newspaper linked it to 14 deaths,\n",
      "Removed HTML Tags: pfizer: celebrex safe after news report  new york/ottawa (reuters) - pfizer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; said on  thursday its arthritis drug celebrex was safe after a report in  a canadian newspaper linked it to 14 deaths,\n",
      "Removed Special Characters: pfizer celebrex safe after news report  new yorkottawa reuters  pfizer inc lta href targetstocksquickinfofullquotegtpfenltagt said on  thursday its arthritis drug celebrex was safe after a report in  a canadian newspaper linked it to  deaths\n",
      "Tokens: ['pfizer', 'celebrex', 'safe', 'after', 'news', 'report', 'new', 'yorkottawa', 'reuters', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'said', 'on', 'thursday', 'its', 'arthritis', 'drug', 'celebrex', 'was', 'safe', 'after', 'a', 'report', 'in', 'a', 'canadian', 'newspaper', 'linked', 'it', 'to', 'deaths']\n",
      "Removed Stopwords: ['pfizer', 'celebrex', 'safe', 'news', 'report', 'new', 'yorkottawa', 'reuters', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'said', 'thursday', 'arthritis', 'drug', 'celebrex', 'safe', 'report', 'canadian', 'newspaper', 'linked', 'deaths']\n",
      "Stemmed Tokens: ['pfizer', 'celebrex', 'safe', 'news', 'report', 'new', 'yorkottawa', 'reuter', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'said', 'thursday', 'arthriti', 'drug', 'celebrex', 'safe', 'report', 'canadian', 'newspap', 'link', 'death']\n",
      "Final Preprocessed Text: pfizer celebrex safe news report new yorkottawa reuter pfizer inc lta href targetstocksquickinfofullquotegtpfenltagt said thursday arthriti drug celebrex safe report canadian newspap link death\n",
      "\n",
      "Original Text: Update 1: United Airlines to Slash US Flights As part of its bid to emerge profitably from bankruptcy, United Airlines announced plans Wednesday to slash its domestic flight schedule, increase its more profitable international schedule and reduce the size of its fleet over the next six months.\n",
      "Lowercased Text: update 1: united airlines to slash us flights as part of its bid to emerge profitably from bankruptcy, united airlines announced plans wednesday to slash its domestic flight schedule, increase its more profitable international schedule and reduce the size of its fleet over the next six months.\n",
      "Removed URLs: update 1: united airlines to slash us flights as part of its bid to emerge profitably from bankruptcy, united airlines announced plans wednesday to slash its domestic flight schedule, increase its more profitable international schedule and reduce the size of its fleet over the next six months.\n",
      "Removed HTML Tags: update 1: united airlines to slash us flights as part of its bid to emerge profitably from bankruptcy, united airlines announced plans wednesday to slash its domestic flight schedule, increase its more profitable international schedule and reduce the size of its fleet over the next six months.\n",
      "Removed Special Characters: update  united airlines to slash us flights as part of its bid to emerge profitably from bankruptcy united airlines announced plans wednesday to slash its domestic flight schedule increase its more profitable international schedule and reduce the size of its fleet over the next six months\n",
      "Tokens: ['update', 'united', 'airlines', 'to', 'slash', 'us', 'flights', 'as', 'part', 'of', 'its', 'bid', 'to', 'emerge', 'profitably', 'from', 'bankruptcy', 'united', 'airlines', 'announced', 'plans', 'wednesday', 'to', 'slash', 'its', 'domestic', 'flight', 'schedule', 'increase', 'its', 'more', 'profitable', 'international', 'schedule', 'and', 'reduce', 'the', 'size', 'of', 'its', 'fleet', 'over', 'the', 'next', 'six', 'months']\n",
      "Removed Stopwords: ['update', 'united', 'airlines', 'slash', 'us', 'flights', 'part', 'bid', 'emerge', 'profitably', 'bankruptcy', 'united', 'airlines', 'announced', 'plans', 'wednesday', 'slash', 'domestic', 'flight', 'schedule', 'increase', 'profitable', 'international', 'schedule', 'reduce', 'size', 'fleet', 'next', 'six', 'months']\n",
      "Stemmed Tokens: ['updat', 'unit', 'airlin', 'slash', 'us', 'flight', 'part', 'bid', 'emerg', 'profit', 'bankruptci', 'unit', 'airlin', 'announc', 'plan', 'wednesday', 'slash', 'domest', 'flight', 'schedul', 'increas', 'profit', 'intern', 'schedul', 'reduc', 'size', 'fleet', 'next', 'six', 'month']\n",
      "Final Preprocessed Text: updat unit airlin slash us flight part bid emerg profit bankruptci unit airlin announc plan wednesday slash domest flight schedul increas profit intern schedul reduc size fleet next six month\n",
      "\n",
      "Original Text: Old Labor Tactics Resurface in New Union Labor experts say Unite Here, the newly merged union that is representing the DC hotel workers in their current contract dispute, is one of the most outspoken and toughest unions under the AFL-CIO umbrella.\n",
      "Lowercased Text: old labor tactics resurface in new union labor experts say unite here, the newly merged union that is representing the dc hotel workers in their current contract dispute, is one of the most outspoken and toughest unions under the afl-cio umbrella.\n",
      "Removed URLs: old labor tactics resurface in new union labor experts say unite here, the newly merged union that is representing the dc hotel workers in their current contract dispute, is one of the most outspoken and toughest unions under the afl-cio umbrella.\n",
      "Removed HTML Tags: old labor tactics resurface in new union labor experts say unite here, the newly merged union that is representing the dc hotel workers in their current contract dispute, is one of the most outspoken and toughest unions under the afl-cio umbrella.\n",
      "Removed Special Characters: old labor tactics resurface in new union labor experts say unite here the newly merged union that is representing the dc hotel workers in their current contract dispute is one of the most outspoken and toughest unions under the aflcio umbrella\n",
      "Tokens: ['old', 'labor', 'tactics', 'resurface', 'in', 'new', 'union', 'labor', 'experts', 'say', 'unite', 'here', 'the', 'newly', 'merged', 'union', 'that', 'is', 'representing', 'the', 'dc', 'hotel', 'workers', 'in', 'their', 'current', 'contract', 'dispute', 'is', 'one', 'of', 'the', 'most', 'outspoken', 'and', 'toughest', 'unions', 'under', 'the', 'aflcio', 'umbrella']\n",
      "Removed Stopwords: ['old', 'labor', 'tactics', 'resurface', 'new', 'union', 'labor', 'experts', 'say', 'unite', 'newly', 'merged', 'union', 'representing', 'dc', 'hotel', 'workers', 'current', 'contract', 'dispute', 'one', 'outspoken', 'toughest', 'unions', 'aflcio', 'umbrella']\n",
      "Stemmed Tokens: ['old', 'labor', 'tactic', 'resurfac', 'new', 'union', 'labor', 'expert', 'say', 'unit', 'newli', 'merg', 'union', 'repres', 'dc', 'hotel', 'worker', 'current', 'contract', 'disput', 'one', 'outspoken', 'toughest', 'union', 'aflcio', 'umbrella']\n",
      "Final Preprocessed Text: old labor tactic resurfac new union labor expert say unit newli merg union repres dc hotel worker current contract disput one outspoken toughest union aflcio umbrella\n",
      "\n",
      "Original Text: INTERVIEW: Australia #39;s QBE Consolidates European Units SYDNEY (Dow Jones)--Seeking to cut costs and encouraged by UK regulatory changes, Australia #39;s QBE Insurance group Ltd. (QBE.AU) Tuesday said it will merge its Lloyd #39;s division with other European operations.\n",
      "Lowercased Text: interview: australia #39;s qbe consolidates european units sydney (dow jones)--seeking to cut costs and encouraged by uk regulatory changes, australia #39;s qbe insurance group ltd. (qbe.au) tuesday said it will merge its lloyd #39;s division with other european operations.\n",
      "Removed URLs: interview: australia #39;s qbe consolidates european units sydney (dow jones)--seeking to cut costs and encouraged by uk regulatory changes, australia #39;s qbe insurance group ltd. (qbe.au) tuesday said it will merge its lloyd #39;s division with other european operations.\n",
      "Removed HTML Tags: interview: australia #39;s qbe consolidates european units sydney (dow jones)--seeking to cut costs and encouraged by uk regulatory changes, australia #39;s qbe insurance group ltd. (qbe.au) tuesday said it will merge its lloyd #39;s division with other european operations.\n",
      "Removed Special Characters: interview australia s qbe consolidates european units sydney dow jonesseeking to cut costs and encouraged by uk regulatory changes australia s qbe insurance group ltd qbeau tuesday said it will merge its lloyd s division with other european operations\n",
      "Tokens: ['interview', 'australia', 's', 'qbe', 'consolidates', 'european', 'units', 'sydney', 'dow', 'jonesseeking', 'to', 'cut', 'costs', 'and', 'encouraged', 'by', 'uk', 'regulatory', 'changes', 'australia', 's', 'qbe', 'insurance', 'group', 'ltd', 'qbeau', 'tuesday', 'said', 'it', 'will', 'merge', 'its', 'lloyd', 's', 'division', 'with', 'other', 'european', 'operations']\n",
      "Removed Stopwords: ['interview', 'australia', 'qbe', 'consolidates', 'european', 'units', 'sydney', 'dow', 'jonesseeking', 'cut', 'costs', 'encouraged', 'uk', 'regulatory', 'changes', 'australia', 'qbe', 'insurance', 'group', 'ltd', 'qbeau', 'tuesday', 'said', 'merge', 'lloyd', 'division', 'european', 'operations']\n",
      "Stemmed Tokens: ['interview', 'australia', 'qbe', 'consolid', 'european', 'unit', 'sydney', 'dow', 'jonesseek', 'cut', 'cost', 'encourag', 'uk', 'regulatori', 'chang', 'australia', 'qbe', 'insur', 'group', 'ltd', 'qbeau', 'tuesday', 'said', 'merg', 'lloyd', 'divis', 'european', 'oper']\n",
      "Final Preprocessed Text: interview australia qbe consolid european unit sydney dow jonesseek cut cost encourag uk regulatori chang australia qbe insur group ltd qbeau tuesday said merg lloyd divis european oper\n",
      "\n",
      "Original Text: Disney Profit Up, TV Outshines Studio  LOS ANGELES (Reuters) - Walt Disney Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=DIS.N target=/stocks/quickinfo/fullquote\"&gt;DIS.N&lt;/A&gt; posted a 24  percent rise in profit on Thursday as advertising gains at ESPN  and ABC television networks more than made up for a sharp  slowdown at Disney's movie studio.\n",
      "Lowercased Text: disney profit up, tv outshines studio  los angeles (reuters) - walt disney co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=dis.n target=/stocks/quickinfo/fullquote\"&gt;dis.n&lt;/a&gt; posted a 24  percent rise in profit on thursday as advertising gains at espn  and abc television networks more than made up for a sharp  slowdown at disney's movie studio.\n",
      "Removed URLs: disney profit up, tv outshines studio  los angeles (reuters) - walt disney co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;dis.n&lt;/a&gt; posted a 24  percent rise in profit on thursday as advertising gains at espn  and abc television networks more than made up for a sharp  slowdown at disney's movie studio.\n",
      "Removed HTML Tags: disney profit up, tv outshines studio  los angeles (reuters) - walt disney co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;dis.n&lt;/a&gt; posted a 24  percent rise in profit on thursday as advertising gains at espn  and abc television networks more than made up for a sharp  slowdown at disney's movie studio.\n",
      "Removed Special Characters: disney profit up tv outshines studio  los angeles reuters  walt disney co lta href targetstocksquickinfofullquotegtdisnltagt posted a   percent rise in profit on thursday as advertising gains at espn  and abc television networks more than made up for a sharp  slowdown at disneys movie studio\n",
      "Tokens: ['disney', 'profit', 'up', 'tv', 'outshines', 'studio', 'los', 'angeles', 'reuters', 'walt', 'disney', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtdisnltagt', 'posted', 'a', 'percent', 'rise', 'in', 'profit', 'on', 'thursday', 'as', 'advertising', 'gains', 'at', 'espn', 'and', 'abc', 'television', 'networks', 'more', 'than', 'made', 'up', 'for', 'a', 'sharp', 'slowdown', 'at', 'disneys', 'movie', 'studio']\n",
      "Removed Stopwords: ['disney', 'profit', 'tv', 'outshines', 'studio', 'los', 'angeles', 'reuters', 'walt', 'disney', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtdisnltagt', 'posted', 'percent', 'rise', 'profit', 'thursday', 'advertising', 'gains', 'espn', 'abc', 'television', 'networks', 'made', 'sharp', 'slowdown', 'disneys', 'movie', 'studio']\n",
      "Stemmed Tokens: ['disney', 'profit', 'tv', 'outshin', 'studio', 'lo', 'angel', 'reuter', 'walt', 'disney', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtdisnltagt', 'post', 'percent', 'rise', 'profit', 'thursday', 'advertis', 'gain', 'espn', 'abc', 'televis', 'network', 'made', 'sharp', 'slowdown', 'disney', 'movi', 'studio']\n",
      "Final Preprocessed Text: disney profit tv outshin studio lo angel reuter walt disney co lta href targetstocksquickinfofullquotegtdisnltagt post percent rise profit thursday advertis gain espn abc televis network made sharp slowdown disney movi studio\n",
      "\n",
      "Original Text: EU foreign ministers hope to break deadlock over ASEM summit The European Union said Friday it  quot;hoped to reach a conclusion quot; at a meeting of foreign ministers on the participation of military-ruled Myanmar in an upcoming summit of Asian and European nations.\n",
      "Lowercased Text: eu foreign ministers hope to break deadlock over asem summit the european union said friday it  quot;hoped to reach a conclusion quot; at a meeting of foreign ministers on the participation of military-ruled myanmar in an upcoming summit of asian and european nations.\n",
      "Removed URLs: eu foreign ministers hope to break deadlock over asem summit the european union said friday it  quot;hoped to reach a conclusion quot; at a meeting of foreign ministers on the participation of military-ruled myanmar in an upcoming summit of asian and european nations.\n",
      "Removed HTML Tags: eu foreign ministers hope to break deadlock over asem summit the european union said friday it  quot;hoped to reach a conclusion quot; at a meeting of foreign ministers on the participation of military-ruled myanmar in an upcoming summit of asian and european nations.\n",
      "Removed Special Characters: eu foreign ministers hope to break deadlock over asem summit the european union said friday it  quothoped to reach a conclusion quot at a meeting of foreign ministers on the participation of militaryruled myanmar in an upcoming summit of asian and european nations\n",
      "Tokens: ['eu', 'foreign', 'ministers', 'hope', 'to', 'break', 'deadlock', 'over', 'asem', 'summit', 'the', 'european', 'union', 'said', 'friday', 'it', 'quothoped', 'to', 'reach', 'a', 'conclusion', 'quot', 'at', 'a', 'meeting', 'of', 'foreign', 'ministers', 'on', 'the', 'participation', 'of', 'militaryruled', 'myanmar', 'in', 'an', 'upcoming', 'summit', 'of', 'asian', 'and', 'european', 'nations']\n",
      "Removed Stopwords: ['eu', 'foreign', 'ministers', 'hope', 'break', 'deadlock', 'asem', 'summit', 'european', 'union', 'said', 'friday', 'quothoped', 'reach', 'conclusion', 'quot', 'meeting', 'foreign', 'ministers', 'participation', 'militaryruled', 'myanmar', 'upcoming', 'summit', 'asian', 'european', 'nations']\n",
      "Stemmed Tokens: ['eu', 'foreign', 'minist', 'hope', 'break', 'deadlock', 'asem', 'summit', 'european', 'union', 'said', 'friday', 'quothop', 'reach', 'conclus', 'quot', 'meet', 'foreign', 'minist', 'particip', 'militaryrul', 'myanmar', 'upcom', 'summit', 'asian', 'european', 'nation']\n",
      "Final Preprocessed Text: eu foreign minist hope break deadlock asem summit european union said friday quothop reach conclus quot meet foreign minist particip militaryrul myanmar upcom summit asian european nation\n",
      "\n",
      "Original Text: UnitedHealthcare pays \\$3.5M to settle Medicare fraud claim UnitedHealthcare Insurance Co., a branch of UnitedHealth Group, will pay \\$3.5 million to settle charges that it defrauded the Medicare program, the US Department of Justice announced Monday.\n",
      "Lowercased Text: unitedhealthcare pays \\$3.5m to settle medicare fraud claim unitedhealthcare insurance co., a branch of unitedhealth group, will pay \\$3.5 million to settle charges that it defrauded the medicare program, the us department of justice announced monday.\n",
      "Removed URLs: unitedhealthcare pays \\$3.5m to settle medicare fraud claim unitedhealthcare insurance co., a branch of unitedhealth group, will pay \\$3.5 million to settle charges that it defrauded the medicare program, the us department of justice announced monday.\n",
      "Removed HTML Tags: unitedhealthcare pays \\$3.5m to settle medicare fraud claim unitedhealthcare insurance co., a branch of unitedhealth group, will pay \\$3.5 million to settle charges that it defrauded the medicare program, the us department of justice announced monday.\n",
      "Removed Special Characters: unitedhealthcare pays m to settle medicare fraud claim unitedhealthcare insurance co a branch of unitedhealth group will pay  million to settle charges that it defrauded the medicare program the us department of justice announced monday\n",
      "Tokens: ['unitedhealthcare', 'pays', 'm', 'to', 'settle', 'medicare', 'fraud', 'claim', 'unitedhealthcare', 'insurance', 'co', 'a', 'branch', 'of', 'unitedhealth', 'group', 'will', 'pay', 'million', 'to', 'settle', 'charges', 'that', 'it', 'defrauded', 'the', 'medicare', 'program', 'the', 'us', 'department', 'of', 'justice', 'announced', 'monday']\n",
      "Removed Stopwords: ['unitedhealthcare', 'pays', 'settle', 'medicare', 'fraud', 'claim', 'unitedhealthcare', 'insurance', 'co', 'branch', 'unitedhealth', 'group', 'pay', 'million', 'settle', 'charges', 'defrauded', 'medicare', 'program', 'us', 'department', 'justice', 'announced', 'monday']\n",
      "Stemmed Tokens: ['unitedhealthcar', 'pay', 'settl', 'medicar', 'fraud', 'claim', 'unitedhealthcar', 'insur', 'co', 'branch', 'unitedhealth', 'group', 'pay', 'million', 'settl', 'charg', 'defraud', 'medicar', 'program', 'us', 'depart', 'justic', 'announc', 'monday']\n",
      "Final Preprocessed Text: unitedhealthcar pay settl medicar fraud claim unitedhealthcar insur co branch unitedhealth group pay million settl charg defraud medicar program us depart justic announc monday\n",
      "\n",
      "Original Text: A Senator #39;s Outrage Delays Passage of Corporate Tax Bill The Senate cleared a path on Sunday for a bill to hand out about \\$140 billion in corporate tax breaks, but it was blocked from a final vote by a fight over a provision aimed at helping reservists on duty in Iraq.\n",
      "Lowercased Text: a senator #39;s outrage delays passage of corporate tax bill the senate cleared a path on sunday for a bill to hand out about \\$140 billion in corporate tax breaks, but it was blocked from a final vote by a fight over a provision aimed at helping reservists on duty in iraq.\n",
      "Removed URLs: a senator #39;s outrage delays passage of corporate tax bill the senate cleared a path on sunday for a bill to hand out about \\$140 billion in corporate tax breaks, but it was blocked from a final vote by a fight over a provision aimed at helping reservists on duty in iraq.\n",
      "Removed HTML Tags: a senator #39;s outrage delays passage of corporate tax bill the senate cleared a path on sunday for a bill to hand out about \\$140 billion in corporate tax breaks, but it was blocked from a final vote by a fight over a provision aimed at helping reservists on duty in iraq.\n",
      "Removed Special Characters: a senator s outrage delays passage of corporate tax bill the senate cleared a path on sunday for a bill to hand out about  billion in corporate tax breaks but it was blocked from a final vote by a fight over a provision aimed at helping reservists on duty in iraq\n",
      "Tokens: ['a', 'senator', 's', 'outrage', 'delays', 'passage', 'of', 'corporate', 'tax', 'bill', 'the', 'senate', 'cleared', 'a', 'path', 'on', 'sunday', 'for', 'a', 'bill', 'to', 'hand', 'out', 'about', 'billion', 'in', 'corporate', 'tax', 'breaks', 'but', 'it', 'was', 'blocked', 'from', 'a', 'final', 'vote', 'by', 'a', 'fight', 'over', 'a', 'provision', 'aimed', 'at', 'helping', 'reservists', 'on', 'duty', 'in', 'iraq']\n",
      "Removed Stopwords: ['senator', 'outrage', 'delays', 'passage', 'corporate', 'tax', 'bill', 'senate', 'cleared', 'path', 'sunday', 'bill', 'hand', 'billion', 'corporate', 'tax', 'breaks', 'blocked', 'final', 'vote', 'fight', 'provision', 'aimed', 'helping', 'reservists', 'duty', 'iraq']\n",
      "Stemmed Tokens: ['senat', 'outrag', 'delay', 'passag', 'corpor', 'tax', 'bill', 'senat', 'clear', 'path', 'sunday', 'bill', 'hand', 'billion', 'corpor', 'tax', 'break', 'block', 'final', 'vote', 'fight', 'provis', 'aim', 'help', 'reservist', 'duti', 'iraq']\n",
      "Final Preprocessed Text: senat outrag delay passag corpor tax bill senat clear path sunday bill hand billion corpor tax break block final vote fight provis aim help reservist duti iraq\n",
      "\n",
      "Original Text: Wal-Mart Dec. Sales Seen Up 1-3 Pct (Reuters) Reuters - Wal-Mart Stores Inc.  said on\\Saturday it still expects a 1 percent to 3 percent increase in\\December sales at its U.S. stores open at least a year.\n",
      "Lowercased Text: wal-mart dec. sales seen up 1-3 pct (reuters) reuters - wal-mart stores inc.  said on\\saturday it still expects a 1 percent to 3 percent increase in\\december sales at its u.s. stores open at least a year.\n",
      "Removed URLs: wal-mart dec. sales seen up 1-3 pct (reuters) reuters - wal-mart stores inc.  said on\\saturday it still expects a 1 percent to 3 percent increase in\\december sales at its u.s. stores open at least a year.\n",
      "Removed HTML Tags: wal-mart dec. sales seen up 1-3 pct (reuters) reuters - wal-mart stores inc.  said on\\saturday it still expects a 1 percent to 3 percent increase in\\december sales at its u.s. stores open at least a year.\n",
      "Removed Special Characters: walmart dec sales seen up  pct reuters reuters  walmart stores inc  said onsaturday it still expects a  percent to  percent increase indecember sales at its us stores open at least a year\n",
      "Tokens: ['walmart', 'dec', 'sales', 'seen', 'up', 'pct', 'reuters', 'reuters', 'walmart', 'stores', 'inc', 'said', 'onsaturday', 'it', 'still', 'expects', 'a', 'percent', 'to', 'percent', 'increase', 'indecember', 'sales', 'at', 'its', 'us', 'stores', 'open', 'at', 'least', 'a', 'year']\n",
      "Removed Stopwords: ['walmart', 'dec', 'sales', 'seen', 'pct', 'reuters', 'reuters', 'walmart', 'stores', 'inc', 'said', 'onsaturday', 'still', 'expects', 'percent', 'percent', 'increase', 'indecember', 'sales', 'us', 'stores', 'open', 'least', 'year']\n",
      "Stemmed Tokens: ['walmart', 'dec', 'sale', 'seen', 'pct', 'reuter', 'reuter', 'walmart', 'store', 'inc', 'said', 'onsaturday', 'still', 'expect', 'percent', 'percent', 'increas', 'indecemb', 'sale', 'us', 'store', 'open', 'least', 'year']\n",
      "Final Preprocessed Text: walmart dec sale seen pct reuter reuter walmart store inc said onsaturday still expect percent percent increas indecemb sale us store open least year\n",
      "\n",
      "Original Text: Russian atmosphere hard for Westerners The government has eviscerated Russia #39;s Western-style oil company, Yukos, in what has been widely viewed as political payback.\n",
      "Lowercased Text: russian atmosphere hard for westerners the government has eviscerated russia #39;s western-style oil company, yukos, in what has been widely viewed as political payback.\n",
      "Removed URLs: russian atmosphere hard for westerners the government has eviscerated russia #39;s western-style oil company, yukos, in what has been widely viewed as political payback.\n",
      "Removed HTML Tags: russian atmosphere hard for westerners the government has eviscerated russia #39;s western-style oil company, yukos, in what has been widely viewed as political payback.\n",
      "Removed Special Characters: russian atmosphere hard for westerners the government has eviscerated russia s westernstyle oil company yukos in what has been widely viewed as political payback\n",
      "Tokens: ['russian', 'atmosphere', 'hard', 'for', 'westerners', 'the', 'government', 'has', 'eviscerated', 'russia', 's', 'westernstyle', 'oil', 'company', 'yukos', 'in', 'what', 'has', 'been', 'widely', 'viewed', 'as', 'political', 'payback']\n",
      "Removed Stopwords: ['russian', 'atmosphere', 'hard', 'westerners', 'government', 'eviscerated', 'russia', 'westernstyle', 'oil', 'company', 'yukos', 'widely', 'viewed', 'political', 'payback']\n",
      "Stemmed Tokens: ['russian', 'atmospher', 'hard', 'western', 'govern', 'eviscer', 'russia', 'westernstyl', 'oil', 'compani', 'yuko', 'wide', 'view', 'polit', 'payback']\n",
      "Final Preprocessed Text: russian atmospher hard western govern eviscer russia westernstyl oil compani yuko wide view polit payback\n",
      "\n",
      "Original Text: Jolly Online Shoppers Making Cash Registers Jingle Online holiday shoppers this year are making cash registers jingle and meeting analysts #39; expectations as they spent \\$8.8 billion in November, researchers said Monday.\n",
      "Lowercased Text: jolly online shoppers making cash registers jingle online holiday shoppers this year are making cash registers jingle and meeting analysts #39; expectations as they spent \\$8.8 billion in november, researchers said monday.\n",
      "Removed URLs: jolly online shoppers making cash registers jingle online holiday shoppers this year are making cash registers jingle and meeting analysts #39; expectations as they spent \\$8.8 billion in november, researchers said monday.\n",
      "Removed HTML Tags: jolly online shoppers making cash registers jingle online holiday shoppers this year are making cash registers jingle and meeting analysts #39; expectations as they spent \\$8.8 billion in november, researchers said monday.\n",
      "Removed Special Characters: jolly online shoppers making cash registers jingle online holiday shoppers this year are making cash registers jingle and meeting analysts  expectations as they spent  billion in november researchers said monday\n",
      "Tokens: ['jolly', 'online', 'shoppers', 'making', 'cash', 'registers', 'jingle', 'online', 'holiday', 'shoppers', 'this', 'year', 'are', 'making', 'cash', 'registers', 'jingle', 'and', 'meeting', 'analysts', 'expectations', 'as', 'they', 'spent', 'billion', 'in', 'november', 'researchers', 'said', 'monday']\n",
      "Removed Stopwords: ['jolly', 'online', 'shoppers', 'making', 'cash', 'registers', 'jingle', 'online', 'holiday', 'shoppers', 'year', 'making', 'cash', 'registers', 'jingle', 'meeting', 'analysts', 'expectations', 'spent', 'billion', 'november', 'researchers', 'said', 'monday']\n",
      "Stemmed Tokens: ['jolli', 'onlin', 'shopper', 'make', 'cash', 'regist', 'jingl', 'onlin', 'holiday', 'shopper', 'year', 'make', 'cash', 'regist', 'jingl', 'meet', 'analyst', 'expect', 'spent', 'billion', 'novemb', 'research', 'said', 'monday']\n",
      "Final Preprocessed Text: jolli onlin shopper make cash regist jingl onlin holiday shopper year make cash regist jingl meet analyst expect spent billion novemb research said monday\n",
      "\n",
      "Original Text: Colombia back in business, needs reforms-Uribe Colombia is back in business and the Andean country has ample room for growth backed by aggressive and transparent government policies but with some challenges \n",
      "Lowercased Text: colombia back in business, needs reforms-uribe colombia is back in business and the andean country has ample room for growth backed by aggressive and transparent government policies but with some challenges \n",
      "Removed URLs: colombia back in business, needs reforms-uribe colombia is back in business and the andean country has ample room for growth backed by aggressive and transparent government policies but with some challenges \n",
      "Removed HTML Tags: colombia back in business, needs reforms-uribe colombia is back in business and the andean country has ample room for growth backed by aggressive and transparent government policies but with some challenges \n",
      "Removed Special Characters: colombia back in business needs reformsuribe colombia is back in business and the andean country has ample room for growth backed by aggressive and transparent government policies but with some challenges \n",
      "Tokens: ['colombia', 'back', 'in', 'business', 'needs', 'reformsuribe', 'colombia', 'is', 'back', 'in', 'business', 'and', 'the', 'andean', 'country', 'has', 'ample', 'room', 'for', 'growth', 'backed', 'by', 'aggressive', 'and', 'transparent', 'government', 'policies', 'but', 'with', 'some', 'challenges']\n",
      "Removed Stopwords: ['colombia', 'back', 'business', 'needs', 'reformsuribe', 'colombia', 'back', 'business', 'andean', 'country', 'ample', 'room', 'growth', 'backed', 'aggressive', 'transparent', 'government', 'policies', 'challenges']\n",
      "Stemmed Tokens: ['colombia', 'back', 'busi', 'need', 'reformsurib', 'colombia', 'back', 'busi', 'andean', 'countri', 'ampl', 'room', 'growth', 'back', 'aggress', 'transpar', 'govern', 'polici', 'challeng']\n",
      "Final Preprocessed Text: colombia back busi need reformsurib colombia back busi andean countri ampl room growth back aggress transpar govern polici challeng\n",
      "\n",
      "Original Text: Delta Sees Much Wider 3rd-Qtr Loss  NEW YORK (Reuters) - Delta Air Lines Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=DAL.N target=/stocks/quickinfo/fullquote\"&gt;DAL.N&lt;/A&gt; on Friday  forecast a much wider third-quarter loss than Wall Street had  estimated, citing weak domestic fares and a spike in fuel  costs, sending its shares down nearly 6 percent.\n",
      "Lowercased Text: delta sees much wider 3rd-qtr loss  new york (reuters) - delta air lines inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=dal.n target=/stocks/quickinfo/fullquote\"&gt;dal.n&lt;/a&gt; on friday  forecast a much wider third-quarter loss than wall street had  estimated, citing weak domestic fares and a spike in fuel  costs, sending its shares down nearly 6 percent.\n",
      "Removed URLs: delta sees much wider 3rd-qtr loss  new york (reuters) - delta air lines inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;dal.n&lt;/a&gt; on friday  forecast a much wider third-quarter loss than wall street had  estimated, citing weak domestic fares and a spike in fuel  costs, sending its shares down nearly 6 percent.\n",
      "Removed HTML Tags: delta sees much wider 3rd-qtr loss  new york (reuters) - delta air lines inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;dal.n&lt;/a&gt; on friday  forecast a much wider third-quarter loss than wall street had  estimated, citing weak domestic fares and a spike in fuel  costs, sending its shares down nearly 6 percent.\n",
      "Removed Special Characters: delta sees much wider rdqtr loss  new york reuters  delta air lines inc lta href targetstocksquickinfofullquotegtdalnltagt on friday  forecast a much wider thirdquarter loss than wall street had  estimated citing weak domestic fares and a spike in fuel  costs sending its shares down nearly  percent\n",
      "Tokens: ['delta', 'sees', 'much', 'wider', 'rdqtr', 'loss', 'new', 'york', 'reuters', 'delta', 'air', 'lines', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtdalnltagt', 'on', 'friday', 'forecast', 'a', 'much', 'wider', 'thirdquarter', 'loss', 'than', 'wall', 'street', 'had', 'estimated', 'citing', 'weak', 'domestic', 'fares', 'and', 'a', 'spike', 'in', 'fuel', 'costs', 'sending', 'its', 'shares', 'down', 'nearly', 'percent']\n",
      "Removed Stopwords: ['delta', 'sees', 'much', 'wider', 'rdqtr', 'loss', 'new', 'york', 'reuters', 'delta', 'air', 'lines', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtdalnltagt', 'friday', 'forecast', 'much', 'wider', 'thirdquarter', 'loss', 'wall', 'street', 'estimated', 'citing', 'weak', 'domestic', 'fares', 'spike', 'fuel', 'costs', 'sending', 'shares', 'nearly', 'percent']\n",
      "Stemmed Tokens: ['delta', 'see', 'much', 'wider', 'rdqtr', 'loss', 'new', 'york', 'reuter', 'delta', 'air', 'line', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtdalnltagt', 'friday', 'forecast', 'much', 'wider', 'thirdquart', 'loss', 'wall', 'street', 'estim', 'cite', 'weak', 'domest', 'fare', 'spike', 'fuel', 'cost', 'send', 'share', 'nearli', 'percent']\n",
      "Final Preprocessed Text: delta see much wider rdqtr loss new york reuter delta air line inc lta href targetstocksquickinfofullquotegtdalnltagt friday forecast much wider thirdquart loss wall street estim cite weak domest fare spike fuel cost send share nearli percent\n",
      "\n",
      "Original Text: Treasuries Drop, Foreigners Shun 10-Year  NEW YORK (Reuters) - U.S. Treasury prices extended early  losses on Thursday after private and foreign investors showed  little interest in a sale of reopened debt.\n",
      "Lowercased Text: treasuries drop, foreigners shun 10-year  new york (reuters) - u.s. treasury prices extended early  losses on thursday after private and foreign investors showed  little interest in a sale of reopened debt.\n",
      "Removed URLs: treasuries drop, foreigners shun 10-year  new york (reuters) - u.s. treasury prices extended early  losses on thursday after private and foreign investors showed  little interest in a sale of reopened debt.\n",
      "Removed HTML Tags: treasuries drop, foreigners shun 10-year  new york (reuters) - u.s. treasury prices extended early  losses on thursday after private and foreign investors showed  little interest in a sale of reopened debt.\n",
      "Removed Special Characters: treasuries drop foreigners shun year  new york reuters  us treasury prices extended early  losses on thursday after private and foreign investors showed  little interest in a sale of reopened debt\n",
      "Tokens: ['treasuries', 'drop', 'foreigners', 'shun', 'year', 'new', 'york', 'reuters', 'us', 'treasury', 'prices', 'extended', 'early', 'losses', 'on', 'thursday', 'after', 'private', 'and', 'foreign', 'investors', 'showed', 'little', 'interest', 'in', 'a', 'sale', 'of', 'reopened', 'debt']\n",
      "Removed Stopwords: ['treasuries', 'drop', 'foreigners', 'shun', 'year', 'new', 'york', 'reuters', 'us', 'treasury', 'prices', 'extended', 'early', 'losses', 'thursday', 'private', 'foreign', 'investors', 'showed', 'little', 'interest', 'sale', 'reopened', 'debt']\n",
      "Stemmed Tokens: ['treasuri', 'drop', 'foreign', 'shun', 'year', 'new', 'york', 'reuter', 'us', 'treasuri', 'price', 'extend', 'earli', 'loss', 'thursday', 'privat', 'foreign', 'investor', 'show', 'littl', 'interest', 'sale', 'reopen', 'debt']\n",
      "Final Preprocessed Text: treasuri drop foreign shun year new york reuter us treasuri price extend earli loss thursday privat foreign investor show littl interest sale reopen debt\n",
      "\n",
      "Original Text: Nike CEO Philip Knight resigned The co-founder of Nike Inc. Philip Knight has resigned from his position as chief executive officer, the company said on Thursday.\n",
      "Lowercased Text: nike ceo philip knight resigned the co-founder of nike inc. philip knight has resigned from his position as chief executive officer, the company said on thursday.\n",
      "Removed URLs: nike ceo philip knight resigned the co-founder of nike inc. philip knight has resigned from his position as chief executive officer, the company said on thursday.\n",
      "Removed HTML Tags: nike ceo philip knight resigned the co-founder of nike inc. philip knight has resigned from his position as chief executive officer, the company said on thursday.\n",
      "Removed Special Characters: nike ceo philip knight resigned the cofounder of nike inc philip knight has resigned from his position as chief executive officer the company said on thursday\n",
      "Tokens: ['nike', 'ceo', 'philip', 'knight', 'resigned', 'the', 'cofounder', 'of', 'nike', 'inc', 'philip', 'knight', 'has', 'resigned', 'from', 'his', 'position', 'as', 'chief', 'executive', 'officer', 'the', 'company', 'said', 'on', 'thursday']\n",
      "Removed Stopwords: ['nike', 'ceo', 'philip', 'knight', 'resigned', 'cofounder', 'nike', 'inc', 'philip', 'knight', 'resigned', 'position', 'chief', 'executive', 'officer', 'company', 'said', 'thursday']\n",
      "Stemmed Tokens: ['nike', 'ceo', 'philip', 'knight', 'resign', 'cofound', 'nike', 'inc', 'philip', 'knight', 'resign', 'posit', 'chief', 'execut', 'offic', 'compani', 'said', 'thursday']\n",
      "Final Preprocessed Text: nike ceo philip knight resign cofound nike inc philip knight resign posit chief execut offic compani said thursday\n",
      "\n",
      "Original Text: Judge asked to penalize Microsoft over e-mails Burst.com asked a US judge to penalize Microsoft for destroying e-mails it says the world #39;s largest software company should have preserved as evidence in antitrust suits.\n",
      "Lowercased Text: judge asked to penalize microsoft over e-mails burst.com asked a us judge to penalize microsoft for destroying e-mails it says the world #39;s largest software company should have preserved as evidence in antitrust suits.\n",
      "Removed URLs: judge asked to penalize microsoft over e-mails burst.com asked a us judge to penalize microsoft for destroying e-mails it says the world #39;s largest software company should have preserved as evidence in antitrust suits.\n",
      "Removed HTML Tags: judge asked to penalize microsoft over e-mails burst.com asked a us judge to penalize microsoft for destroying e-mails it says the world #39;s largest software company should have preserved as evidence in antitrust suits.\n",
      "Removed Special Characters: judge asked to penalize microsoft over emails burstcom asked a us judge to penalize microsoft for destroying emails it says the world s largest software company should have preserved as evidence in antitrust suits\n",
      "Tokens: ['judge', 'asked', 'to', 'penalize', 'microsoft', 'over', 'emails', 'burstcom', 'asked', 'a', 'us', 'judge', 'to', 'penalize', 'microsoft', 'for', 'destroying', 'emails', 'it', 'says', 'the', 'world', 's', 'largest', 'software', 'company', 'should', 'have', 'preserved', 'as', 'evidence', 'in', 'antitrust', 'suits']\n",
      "Removed Stopwords: ['judge', 'asked', 'penalize', 'microsoft', 'emails', 'burstcom', 'asked', 'us', 'judge', 'penalize', 'microsoft', 'destroying', 'emails', 'says', 'world', 'largest', 'software', 'company', 'preserved', 'evidence', 'antitrust', 'suits']\n",
      "Stemmed Tokens: ['judg', 'ask', 'penal', 'microsoft', 'email', 'burstcom', 'ask', 'us', 'judg', 'penal', 'microsoft', 'destroy', 'email', 'say', 'world', 'largest', 'softwar', 'compani', 'preserv', 'evid', 'antitrust', 'suit']\n",
      "Final Preprocessed Text: judg ask penal microsoft email burstcom ask us judg penal microsoft destroy email say world largest softwar compani preserv evid antitrust suit\n",
      "\n",
      "Original Text: G7 fails to reach debt deal Hopes of a deal to write off completely the debts of some of the world #39;s poorest countries were dashed after the Group of Seven rich nations club failed to reach agreement.\n",
      "Lowercased Text: g7 fails to reach debt deal hopes of a deal to write off completely the debts of some of the world #39;s poorest countries were dashed after the group of seven rich nations club failed to reach agreement.\n",
      "Removed URLs: g7 fails to reach debt deal hopes of a deal to write off completely the debts of some of the world #39;s poorest countries were dashed after the group of seven rich nations club failed to reach agreement.\n",
      "Removed HTML Tags: g7 fails to reach debt deal hopes of a deal to write off completely the debts of some of the world #39;s poorest countries were dashed after the group of seven rich nations club failed to reach agreement.\n",
      "Removed Special Characters: g fails to reach debt deal hopes of a deal to write off completely the debts of some of the world s poorest countries were dashed after the group of seven rich nations club failed to reach agreement\n",
      "Tokens: ['g', 'fails', 'to', 'reach', 'debt', 'deal', 'hopes', 'of', 'a', 'deal', 'to', 'write', 'off', 'completely', 'the', 'debts', 'of', 'some', 'of', 'the', 'world', 's', 'poorest', 'countries', 'were', 'dashed', 'after', 'the', 'group', 'of', 'seven', 'rich', 'nations', 'club', 'failed', 'to', 'reach', 'agreement']\n",
      "Removed Stopwords: ['g', 'fails', 'reach', 'debt', 'deal', 'hopes', 'deal', 'write', 'completely', 'debts', 'world', 'poorest', 'countries', 'dashed', 'group', 'seven', 'rich', 'nations', 'club', 'failed', 'reach', 'agreement']\n",
      "Stemmed Tokens: ['g', 'fail', 'reach', 'debt', 'deal', 'hope', 'deal', 'write', 'complet', 'debt', 'world', 'poorest', 'countri', 'dash', 'group', 'seven', 'rich', 'nation', 'club', 'fail', 'reach', 'agreement']\n",
      "Final Preprocessed Text: g fail reach debt deal hope deal write complet debt world poorest countri dash group seven rich nation club fail reach agreement\n",
      "\n",
      "Original Text: Bailout plan shelved for Donald Trump #39;s casinos A proposed bailout of Donald J. Trump #39;s casino company has been shelved, and Trump now says he may take the company private. The company #39;s shares fell 10 percent.\n",
      "Lowercased Text: bailout plan shelved for donald trump #39;s casinos a proposed bailout of donald j. trump #39;s casino company has been shelved, and trump now says he may take the company private. the company #39;s shares fell 10 percent.\n",
      "Removed URLs: bailout plan shelved for donald trump #39;s casinos a proposed bailout of donald j. trump #39;s casino company has been shelved, and trump now says he may take the company private. the company #39;s shares fell 10 percent.\n",
      "Removed HTML Tags: bailout plan shelved for donald trump #39;s casinos a proposed bailout of donald j. trump #39;s casino company has been shelved, and trump now says he may take the company private. the company #39;s shares fell 10 percent.\n",
      "Removed Special Characters: bailout plan shelved for donald trump s casinos a proposed bailout of donald j trump s casino company has been shelved and trump now says he may take the company private the company s shares fell  percent\n",
      "Tokens: ['bailout', 'plan', 'shelved', 'for', 'donald', 'trump', 's', 'casinos', 'a', 'proposed', 'bailout', 'of', 'donald', 'j', 'trump', 's', 'casino', 'company', 'has', 'been', 'shelved', 'and', 'trump', 'now', 'says', 'he', 'may', 'take', 'the', 'company', 'private', 'the', 'company', 's', 'shares', 'fell', 'percent']\n",
      "Removed Stopwords: ['bailout', 'plan', 'shelved', 'donald', 'trump', 'casinos', 'proposed', 'bailout', 'donald', 'j', 'trump', 'casino', 'company', 'shelved', 'trump', 'says', 'may', 'take', 'company', 'private', 'company', 'shares', 'fell', 'percent']\n",
      "Stemmed Tokens: ['bailout', 'plan', 'shelv', 'donald', 'trump', 'casino', 'propos', 'bailout', 'donald', 'j', 'trump', 'casino', 'compani', 'shelv', 'trump', 'say', 'may', 'take', 'compani', 'privat', 'compani', 'share', 'fell', 'percent']\n",
      "Final Preprocessed Text: bailout plan shelv donald trump casino propos bailout donald j trump casino compani shelv trump say may take compani privat compani share fell percent\n",
      "\n",
      "Original Text: American shoppers splurge in September WASHINGTON (AFP) - Shoppers -- the dynamo in the US economy -- shrugged off rising energy prices and splurged in malls and car showrooms in September, a government report showed.\n",
      "Lowercased Text: american shoppers splurge in september washington (afp) - shoppers -- the dynamo in the us economy -- shrugged off rising energy prices and splurged in malls and car showrooms in september, a government report showed.\n",
      "Removed URLs: american shoppers splurge in september washington (afp) - shoppers -- the dynamo in the us economy -- shrugged off rising energy prices and splurged in malls and car showrooms in september, a government report showed.\n",
      "Removed HTML Tags: american shoppers splurge in september washington (afp) - shoppers -- the dynamo in the us economy -- shrugged off rising energy prices and splurged in malls and car showrooms in september, a government report showed.\n",
      "Removed Special Characters: american shoppers splurge in september washington afp  shoppers  the dynamo in the us economy  shrugged off rising energy prices and splurged in malls and car showrooms in september a government report showed\n",
      "Tokens: ['american', 'shoppers', 'splurge', 'in', 'september', 'washington', 'afp', 'shoppers', 'the', 'dynamo', 'in', 'the', 'us', 'economy', 'shrugged', 'off', 'rising', 'energy', 'prices', 'and', 'splurged', 'in', 'malls', 'and', 'car', 'showrooms', 'in', 'september', 'a', 'government', 'report', 'showed']\n",
      "Removed Stopwords: ['american', 'shoppers', 'splurge', 'september', 'washington', 'afp', 'shoppers', 'dynamo', 'us', 'economy', 'shrugged', 'rising', 'energy', 'prices', 'splurged', 'malls', 'car', 'showrooms', 'september', 'government', 'report', 'showed']\n",
      "Stemmed Tokens: ['american', 'shopper', 'splurg', 'septemb', 'washington', 'afp', 'shopper', 'dynamo', 'us', 'economi', 'shrug', 'rise', 'energi', 'price', 'splurg', 'mall', 'car', 'showroom', 'septemb', 'govern', 'report', 'show']\n",
      "Final Preprocessed Text: american shopper splurg septemb washington afp shopper dynamo us economi shrug rise energi price splurg mall car showroom septemb govern report show\n",
      "\n",
      "Original Text: Update 2: Oracle Poised to Pounce on PeopleSoft Bolstered by investors, Oracle Corp. appears destined to complete its long-sought takeover of PeopleSoft Inc. unless its rival becomes more profitable and proves it #39;s worth more than the \\$9.2 billion bid currently on the table.\n",
      "Lowercased Text: update 2: oracle poised to pounce on peoplesoft bolstered by investors, oracle corp. appears destined to complete its long-sought takeover of peoplesoft inc. unless its rival becomes more profitable and proves it #39;s worth more than the \\$9.2 billion bid currently on the table.\n",
      "Removed URLs: update 2: oracle poised to pounce on peoplesoft bolstered by investors, oracle corp. appears destined to complete its long-sought takeover of peoplesoft inc. unless its rival becomes more profitable and proves it #39;s worth more than the \\$9.2 billion bid currently on the table.\n",
      "Removed HTML Tags: update 2: oracle poised to pounce on peoplesoft bolstered by investors, oracle corp. appears destined to complete its long-sought takeover of peoplesoft inc. unless its rival becomes more profitable and proves it #39;s worth more than the \\$9.2 billion bid currently on the table.\n",
      "Removed Special Characters: update  oracle poised to pounce on peoplesoft bolstered by investors oracle corp appears destined to complete its longsought takeover of peoplesoft inc unless its rival becomes more profitable and proves it s worth more than the  billion bid currently on the table\n",
      "Tokens: ['update', 'oracle', 'poised', 'to', 'pounce', 'on', 'peoplesoft', 'bolstered', 'by', 'investors', 'oracle', 'corp', 'appears', 'destined', 'to', 'complete', 'its', 'longsought', 'takeover', 'of', 'peoplesoft', 'inc', 'unless', 'its', 'rival', 'becomes', 'more', 'profitable', 'and', 'proves', 'it', 's', 'worth', 'more', 'than', 'the', 'billion', 'bid', 'currently', 'on', 'the', 'table']\n",
      "Removed Stopwords: ['update', 'oracle', 'poised', 'pounce', 'peoplesoft', 'bolstered', 'investors', 'oracle', 'corp', 'appears', 'destined', 'complete', 'longsought', 'takeover', 'peoplesoft', 'inc', 'unless', 'rival', 'becomes', 'profitable', 'proves', 'worth', 'billion', 'bid', 'currently', 'table']\n",
      "Stemmed Tokens: ['updat', 'oracl', 'pois', 'pounc', 'peoplesoft', 'bolster', 'investor', 'oracl', 'corp', 'appear', 'destin', 'complet', 'longsought', 'takeov', 'peoplesoft', 'inc', 'unless', 'rival', 'becom', 'profit', 'prove', 'worth', 'billion', 'bid', 'current', 'tabl']\n",
      "Final Preprocessed Text: updat oracl pois pounc peoplesoft bolster investor oracl corp appear destin complet longsought takeov peoplesoft inc unless rival becom profit prove worth billion bid current tabl\n",
      "\n",
      "Original Text: Oracle #39;s bid still facing hurdles PeopleSoft reiterated on Tuesday its opposition to a \\$7.7 billion takeover offer from Oracle after the European Union approved the bid, removing the last regulatory hurdle to a deal.\n",
      "Lowercased Text: oracle #39;s bid still facing hurdles peoplesoft reiterated on tuesday its opposition to a \\$7.7 billion takeover offer from oracle after the european union approved the bid, removing the last regulatory hurdle to a deal.\n",
      "Removed URLs: oracle #39;s bid still facing hurdles peoplesoft reiterated on tuesday its opposition to a \\$7.7 billion takeover offer from oracle after the european union approved the bid, removing the last regulatory hurdle to a deal.\n",
      "Removed HTML Tags: oracle #39;s bid still facing hurdles peoplesoft reiterated on tuesday its opposition to a \\$7.7 billion takeover offer from oracle after the european union approved the bid, removing the last regulatory hurdle to a deal.\n",
      "Removed Special Characters: oracle s bid still facing hurdles peoplesoft reiterated on tuesday its opposition to a  billion takeover offer from oracle after the european union approved the bid removing the last regulatory hurdle to a deal\n",
      "Tokens: ['oracle', 's', 'bid', 'still', 'facing', 'hurdles', 'peoplesoft', 'reiterated', 'on', 'tuesday', 'its', 'opposition', 'to', 'a', 'billion', 'takeover', 'offer', 'from', 'oracle', 'after', 'the', 'european', 'union', 'approved', 'the', 'bid', 'removing', 'the', 'last', 'regulatory', 'hurdle', 'to', 'a', 'deal']\n",
      "Removed Stopwords: ['oracle', 'bid', 'still', 'facing', 'hurdles', 'peoplesoft', 'reiterated', 'tuesday', 'opposition', 'billion', 'takeover', 'offer', 'oracle', 'european', 'union', 'approved', 'bid', 'removing', 'last', 'regulatory', 'hurdle', 'deal']\n",
      "Stemmed Tokens: ['oracl', 'bid', 'still', 'face', 'hurdl', 'peoplesoft', 'reiter', 'tuesday', 'opposit', 'billion', 'takeov', 'offer', 'oracl', 'european', 'union', 'approv', 'bid', 'remov', 'last', 'regulatori', 'hurdl', 'deal']\n",
      "Final Preprocessed Text: oracl bid still face hurdl peoplesoft reiter tuesday opposit billion takeov offer oracl european union approv bid remov last regulatori hurdl deal\n",
      "\n",
      "Original Text: REL asks quitting directors to rethink Mumbai: The board of Indian power utility Reliance Energy Ltd. told the Bombay exchange on Tuesday it had asked its six directors who resigned last week to reconsider their resignations.\n",
      "Lowercased Text: rel asks quitting directors to rethink mumbai: the board of indian power utility reliance energy ltd. told the bombay exchange on tuesday it had asked its six directors who resigned last week to reconsider their resignations.\n",
      "Removed URLs: rel asks quitting directors to rethink mumbai: the board of indian power utility reliance energy ltd. told the bombay exchange on tuesday it had asked its six directors who resigned last week to reconsider their resignations.\n",
      "Removed HTML Tags: rel asks quitting directors to rethink mumbai: the board of indian power utility reliance energy ltd. told the bombay exchange on tuesday it had asked its six directors who resigned last week to reconsider their resignations.\n",
      "Removed Special Characters: rel asks quitting directors to rethink mumbai the board of indian power utility reliance energy ltd told the bombay exchange on tuesday it had asked its six directors who resigned last week to reconsider their resignations\n",
      "Tokens: ['rel', 'asks', 'quitting', 'directors', 'to', 'rethink', 'mumbai', 'the', 'board', 'of', 'indian', 'power', 'utility', 'reliance', 'energy', 'ltd', 'told', 'the', 'bombay', 'exchange', 'on', 'tuesday', 'it', 'had', 'asked', 'its', 'six', 'directors', 'who', 'resigned', 'last', 'week', 'to', 'reconsider', 'their', 'resignations']\n",
      "Removed Stopwords: ['rel', 'asks', 'quitting', 'directors', 'rethink', 'mumbai', 'board', 'indian', 'power', 'utility', 'reliance', 'energy', 'ltd', 'told', 'bombay', 'exchange', 'tuesday', 'asked', 'six', 'directors', 'resigned', 'last', 'week', 'reconsider', 'resignations']\n",
      "Stemmed Tokens: ['rel', 'ask', 'quit', 'director', 'rethink', 'mumbai', 'board', 'indian', 'power', 'util', 'relianc', 'energi', 'ltd', 'told', 'bombay', 'exchang', 'tuesday', 'ask', 'six', 'director', 'resign', 'last', 'week', 'reconsid', 'resign']\n",
      "Final Preprocessed Text: rel ask quit director rethink mumbai board indian power util relianc energi ltd told bombay exchang tuesday ask six director resign last week reconsid resign\n",
      "\n",
      "Original Text: Where have all the people gone? While media and political attention is on the threat of outsourcing, the reality is that outsourcing is a sideshow in a much larger event.\n",
      "Lowercased Text: where have all the people gone? while media and political attention is on the threat of outsourcing, the reality is that outsourcing is a sideshow in a much larger event.\n",
      "Removed URLs: where have all the people gone? while media and political attention is on the threat of outsourcing, the reality is that outsourcing is a sideshow in a much larger event.\n",
      "Removed HTML Tags: where have all the people gone? while media and political attention is on the threat of outsourcing, the reality is that outsourcing is a sideshow in a much larger event.\n",
      "Removed Special Characters: where have all the people gone while media and political attention is on the threat of outsourcing the reality is that outsourcing is a sideshow in a much larger event\n",
      "Tokens: ['where', 'have', 'all', 'the', 'people', 'gone', 'while', 'media', 'and', 'political', 'attention', 'is', 'on', 'the', 'threat', 'of', 'outsourcing', 'the', 'reality', 'is', 'that', 'outsourcing', 'is', 'a', 'sideshow', 'in', 'a', 'much', 'larger', 'event']\n",
      "Removed Stopwords: ['people', 'gone', 'media', 'political', 'attention', 'threat', 'outsourcing', 'reality', 'outsourcing', 'sideshow', 'much', 'larger', 'event']\n",
      "Stemmed Tokens: ['peopl', 'gone', 'media', 'polit', 'attent', 'threat', 'outsourc', 'realiti', 'outsourc', 'sideshow', 'much', 'larger', 'event']\n",
      "Final Preprocessed Text: peopl gone media polit attent threat outsourc realiti outsourc sideshow much larger event\n",
      "\n",
      "Original Text: UPDATE:NZ F amp;P Healthcare 1H Net Up; Currency Hedge Helps WELLINGTON (Dow Jones)--New Zealand medical equipment maker Fisher  amp; Paykel Healthcare Corp. (FPH.NZ) said Wednesday it is confident it can better the high revenue growth \n",
      "Lowercased Text: update:nz f amp;p healthcare 1h net up; currency hedge helps wellington (dow jones)--new zealand medical equipment maker fisher  amp; paykel healthcare corp. (fph.nz) said wednesday it is confident it can better the high revenue growth \n",
      "Removed URLs: update:nz f amp;p healthcare 1h net up; currency hedge helps wellington (dow jones)--new zealand medical equipment maker fisher  amp; paykel healthcare corp. (fph.nz) said wednesday it is confident it can better the high revenue growth \n",
      "Removed HTML Tags: update:nz f amp;p healthcare 1h net up; currency hedge helps wellington (dow jones)--new zealand medical equipment maker fisher  amp; paykel healthcare corp. (fph.nz) said wednesday it is confident it can better the high revenue growth \n",
      "Removed Special Characters: updatenz f ampp healthcare h net up currency hedge helps wellington dow jonesnew zealand medical equipment maker fisher  amp paykel healthcare corp fphnz said wednesday it is confident it can better the high revenue growth \n",
      "Tokens: ['updatenz', 'f', 'ampp', 'healthcare', 'h', 'net', 'up', 'currency', 'hedge', 'helps', 'wellington', 'dow', 'jonesnew', 'zealand', 'medical', 'equipment', 'maker', 'fisher', 'amp', 'paykel', 'healthcare', 'corp', 'fphnz', 'said', 'wednesday', 'it', 'is', 'confident', 'it', 'can', 'better', 'the', 'high', 'revenue', 'growth']\n",
      "Removed Stopwords: ['updatenz', 'f', 'ampp', 'healthcare', 'h', 'net', 'currency', 'hedge', 'helps', 'wellington', 'dow', 'jonesnew', 'zealand', 'medical', 'equipment', 'maker', 'fisher', 'amp', 'paykel', 'healthcare', 'corp', 'fphnz', 'said', 'wednesday', 'confident', 'better', 'high', 'revenue', 'growth']\n",
      "Stemmed Tokens: ['updatenz', 'f', 'ampp', 'healthcar', 'h', 'net', 'currenc', 'hedg', 'help', 'wellington', 'dow', 'jonesnew', 'zealand', 'medic', 'equip', 'maker', 'fisher', 'amp', 'paykel', 'healthcar', 'corp', 'fphnz', 'said', 'wednesday', 'confid', 'better', 'high', 'revenu', 'growth']\n",
      "Final Preprocessed Text: updatenz f ampp healthcar h net currenc hedg help wellington dow jonesnew zealand medic equip maker fisher amp paykel healthcar corp fphnz said wednesday confid better high revenu growth\n",
      "\n",
      "Original Text: WTO backs Korea in shipbuilding dispute with EU The World Trade Organization has ruled against European Union claims that the Korean government provided illegal subsidies to its shipbuilding industry, the Ministry of Foreign Affairs and Trade said today.\n",
      "Lowercased Text: wto backs korea in shipbuilding dispute with eu the world trade organization has ruled against european union claims that the korean government provided illegal subsidies to its shipbuilding industry, the ministry of foreign affairs and trade said today.\n",
      "Removed URLs: wto backs korea in shipbuilding dispute with eu the world trade organization has ruled against european union claims that the korean government provided illegal subsidies to its shipbuilding industry, the ministry of foreign affairs and trade said today.\n",
      "Removed HTML Tags: wto backs korea in shipbuilding dispute with eu the world trade organization has ruled against european union claims that the korean government provided illegal subsidies to its shipbuilding industry, the ministry of foreign affairs and trade said today.\n",
      "Removed Special Characters: wto backs korea in shipbuilding dispute with eu the world trade organization has ruled against european union claims that the korean government provided illegal subsidies to its shipbuilding industry the ministry of foreign affairs and trade said today\n",
      "Tokens: ['wto', 'backs', 'korea', 'in', 'shipbuilding', 'dispute', 'with', 'eu', 'the', 'world', 'trade', 'organization', 'has', 'ruled', 'against', 'european', 'union', 'claims', 'that', 'the', 'korean', 'government', 'provided', 'illegal', 'subsidies', 'to', 'its', 'shipbuilding', 'industry', 'the', 'ministry', 'of', 'foreign', 'affairs', 'and', 'trade', 'said', 'today']\n",
      "Removed Stopwords: ['wto', 'backs', 'korea', 'shipbuilding', 'dispute', 'eu', 'world', 'trade', 'organization', 'ruled', 'european', 'union', 'claims', 'korean', 'government', 'provided', 'illegal', 'subsidies', 'shipbuilding', 'industry', 'ministry', 'foreign', 'affairs', 'trade', 'said', 'today']\n",
      "Stemmed Tokens: ['wto', 'back', 'korea', 'shipbuild', 'disput', 'eu', 'world', 'trade', 'organ', 'rule', 'european', 'union', 'claim', 'korean', 'govern', 'provid', 'illeg', 'subsidi', 'shipbuild', 'industri', 'ministri', 'foreign', 'affair', 'trade', 'said', 'today']\n",
      "Final Preprocessed Text: wto back korea shipbuild disput eu world trade organ rule european union claim korean govern provid illeg subsidi shipbuild industri ministri foreign affair trade said today\n",
      "\n",
      "Original Text: Stocks Higher on Drop in Jobless Claims A sharp drop in initial unemployment claims and bullish forecasts from Nokia and Texas Instruments sent stocks slightly higher in early trading Thursday.\n",
      "Lowercased Text: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks slightly higher in early trading thursday.\n",
      "Removed URLs: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks slightly higher in early trading thursday.\n",
      "Removed HTML Tags: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks slightly higher in early trading thursday.\n",
      "Removed Special Characters: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks slightly higher in early trading thursday\n",
      "Tokens: ['stocks', 'higher', 'on', 'drop', 'in', 'jobless', 'claims', 'a', 'sharp', 'drop', 'in', 'initial', 'unemployment', 'claims', 'and', 'bullish', 'forecasts', 'from', 'nokia', 'and', 'texas', 'instruments', 'sent', 'stocks', 'slightly', 'higher', 'in', 'early', 'trading', 'thursday']\n",
      "Removed Stopwords: ['stocks', 'higher', 'drop', 'jobless', 'claims', 'sharp', 'drop', 'initial', 'unemployment', 'claims', 'bullish', 'forecasts', 'nokia', 'texas', 'instruments', 'sent', 'stocks', 'slightly', 'higher', 'early', 'trading', 'thursday']\n",
      "Stemmed Tokens: ['stock', 'higher', 'drop', 'jobless', 'claim', 'sharp', 'drop', 'initi', 'unemploy', 'claim', 'bullish', 'forecast', 'nokia', 'texa', 'instrument', 'sent', 'stock', 'slightli', 'higher', 'earli', 'trade', 'thursday']\n",
      "Final Preprocessed Text: stock higher drop jobless claim sharp drop initi unemploy claim bullish forecast nokia texa instrument sent stock slightli higher earli trade thursday\n",
      "\n",
      "Original Text: S.E.C. Is Said to Examine Stock Pricing by Big Brokers The Securities and Exchange Commission is looking at brokerage firms suspected of failing to get customers the best stock prices, people briefed on the inquiry said.\n",
      "Lowercased Text: s.e.c. is said to examine stock pricing by big brokers the securities and exchange commission is looking at brokerage firms suspected of failing to get customers the best stock prices, people briefed on the inquiry said.\n",
      "Removed URLs: s.e.c. is said to examine stock pricing by big brokers the securities and exchange commission is looking at brokerage firms suspected of failing to get customers the best stock prices, people briefed on the inquiry said.\n",
      "Removed HTML Tags: s.e.c. is said to examine stock pricing by big brokers the securities and exchange commission is looking at brokerage firms suspected of failing to get customers the best stock prices, people briefed on the inquiry said.\n",
      "Removed Special Characters: sec is said to examine stock pricing by big brokers the securities and exchange commission is looking at brokerage firms suspected of failing to get customers the best stock prices people briefed on the inquiry said\n",
      "Tokens: ['sec', 'is', 'said', 'to', 'examine', 'stock', 'pricing', 'by', 'big', 'brokers', 'the', 'securities', 'and', 'exchange', 'commission', 'is', 'looking', 'at', 'brokerage', 'firms', 'suspected', 'of', 'failing', 'to', 'get', 'customers', 'the', 'best', 'stock', 'prices', 'people', 'briefed', 'on', 'the', 'inquiry', 'said']\n",
      "Removed Stopwords: ['sec', 'said', 'examine', 'stock', 'pricing', 'big', 'brokers', 'securities', 'exchange', 'commission', 'looking', 'brokerage', 'firms', 'suspected', 'failing', 'get', 'customers', 'best', 'stock', 'prices', 'people', 'briefed', 'inquiry', 'said']\n",
      "Stemmed Tokens: ['sec', 'said', 'examin', 'stock', 'price', 'big', 'broker', 'secur', 'exchang', 'commiss', 'look', 'brokerag', 'firm', 'suspect', 'fail', 'get', 'custom', 'best', 'stock', 'price', 'peopl', 'brief', 'inquiri', 'said']\n",
      "Final Preprocessed Text: sec said examin stock price big broker secur exchang commiss look brokerag firm suspect fail get custom best stock price peopl brief inquiri said\n",
      "\n",
      "Original Text: Northwest sues Sabre over ticket fees Northwest Airlines Corp. filed suit against Sabre Travel Network in the US District Court for the District of Minnesota alleging that Sabre instituted measures that will make it more difficult for the carrier to sell tickets.\n",
      "Lowercased Text: northwest sues sabre over ticket fees northwest airlines corp. filed suit against sabre travel network in the us district court for the district of minnesota alleging that sabre instituted measures that will make it more difficult for the carrier to sell tickets.\n",
      "Removed URLs: northwest sues sabre over ticket fees northwest airlines corp. filed suit against sabre travel network in the us district court for the district of minnesota alleging that sabre instituted measures that will make it more difficult for the carrier to sell tickets.\n",
      "Removed HTML Tags: northwest sues sabre over ticket fees northwest airlines corp. filed suit against sabre travel network in the us district court for the district of minnesota alleging that sabre instituted measures that will make it more difficult for the carrier to sell tickets.\n",
      "Removed Special Characters: northwest sues sabre over ticket fees northwest airlines corp filed suit against sabre travel network in the us district court for the district of minnesota alleging that sabre instituted measures that will make it more difficult for the carrier to sell tickets\n",
      "Tokens: ['northwest', 'sues', 'sabre', 'over', 'ticket', 'fees', 'northwest', 'airlines', 'corp', 'filed', 'suit', 'against', 'sabre', 'travel', 'network', 'in', 'the', 'us', 'district', 'court', 'for', 'the', 'district', 'of', 'minnesota', 'alleging', 'that', 'sabre', 'instituted', 'measures', 'that', 'will', 'make', 'it', 'more', 'difficult', 'for', 'the', 'carrier', 'to', 'sell', 'tickets']\n",
      "Removed Stopwords: ['northwest', 'sues', 'sabre', 'ticket', 'fees', 'northwest', 'airlines', 'corp', 'filed', 'suit', 'sabre', 'travel', 'network', 'us', 'district', 'court', 'district', 'minnesota', 'alleging', 'sabre', 'instituted', 'measures', 'make', 'difficult', 'carrier', 'sell', 'tickets']\n",
      "Stemmed Tokens: ['northwest', 'sue', 'sabr', 'ticket', 'fee', 'northwest', 'airlin', 'corp', 'file', 'suit', 'sabr', 'travel', 'network', 'us', 'district', 'court', 'district', 'minnesota', 'alleg', 'sabr', 'institut', 'measur', 'make', 'difficult', 'carrier', 'sell', 'ticket']\n",
      "Final Preprocessed Text: northwest sue sabr ticket fee northwest airlin corp file suit sabr travel network us district court district minnesota alleg sabr institut measur make difficult carrier sell ticket\n",
      "\n",
      "Original Text: Shares of Large Drug Makers Fall  NEW YORK (Reuters) - Shares of large drug makers fell on  Thursday after a top U.S. cardiologist questioned the safety of  new arthritis drugs and the performance of U.S. regulators in  monitoring drug safety.\n",
      "Lowercased Text: shares of large drug makers fall  new york (reuters) - shares of large drug makers fell on  thursday after a top u.s. cardiologist questioned the safety of  new arthritis drugs and the performance of u.s. regulators in  monitoring drug safety.\n",
      "Removed URLs: shares of large drug makers fall  new york (reuters) - shares of large drug makers fell on  thursday after a top u.s. cardiologist questioned the safety of  new arthritis drugs and the performance of u.s. regulators in  monitoring drug safety.\n",
      "Removed HTML Tags: shares of large drug makers fall  new york (reuters) - shares of large drug makers fell on  thursday after a top u.s. cardiologist questioned the safety of  new arthritis drugs and the performance of u.s. regulators in  monitoring drug safety.\n",
      "Removed Special Characters: shares of large drug makers fall  new york reuters  shares of large drug makers fell on  thursday after a top us cardiologist questioned the safety of  new arthritis drugs and the performance of us regulators in  monitoring drug safety\n",
      "Tokens: ['shares', 'of', 'large', 'drug', 'makers', 'fall', 'new', 'york', 'reuters', 'shares', 'of', 'large', 'drug', 'makers', 'fell', 'on', 'thursday', 'after', 'a', 'top', 'us', 'cardiologist', 'questioned', 'the', 'safety', 'of', 'new', 'arthritis', 'drugs', 'and', 'the', 'performance', 'of', 'us', 'regulators', 'in', 'monitoring', 'drug', 'safety']\n",
      "Removed Stopwords: ['shares', 'large', 'drug', 'makers', 'fall', 'new', 'york', 'reuters', 'shares', 'large', 'drug', 'makers', 'fell', 'thursday', 'top', 'us', 'cardiologist', 'questioned', 'safety', 'new', 'arthritis', 'drugs', 'performance', 'us', 'regulators', 'monitoring', 'drug', 'safety']\n",
      "Stemmed Tokens: ['share', 'larg', 'drug', 'maker', 'fall', 'new', 'york', 'reuter', 'share', 'larg', 'drug', 'maker', 'fell', 'thursday', 'top', 'us', 'cardiologist', 'question', 'safeti', 'new', 'arthriti', 'drug', 'perform', 'us', 'regul', 'monitor', 'drug', 'safeti']\n",
      "Final Preprocessed Text: share larg drug maker fall new york reuter share larg drug maker fell thursday top us cardiologist question safeti new arthriti drug perform us regul monitor drug safeti\n",
      "\n",
      "Original Text: Trade Gap Swells More Than Expected The US trade deficit widened nearly 9 percent in October to a record \\$55.5 billion as sky-high oil prices helped propel imports into uncharted territory, the government said on Tuesday.\n",
      "Lowercased Text: trade gap swells more than expected the us trade deficit widened nearly 9 percent in october to a record \\$55.5 billion as sky-high oil prices helped propel imports into uncharted territory, the government said on tuesday.\n",
      "Removed URLs: trade gap swells more than expected the us trade deficit widened nearly 9 percent in october to a record \\$55.5 billion as sky-high oil prices helped propel imports into uncharted territory, the government said on tuesday.\n",
      "Removed HTML Tags: trade gap swells more than expected the us trade deficit widened nearly 9 percent in october to a record \\$55.5 billion as sky-high oil prices helped propel imports into uncharted territory, the government said on tuesday.\n",
      "Removed Special Characters: trade gap swells more than expected the us trade deficit widened nearly  percent in october to a record  billion as skyhigh oil prices helped propel imports into uncharted territory the government said on tuesday\n",
      "Tokens: ['trade', 'gap', 'swells', 'more', 'than', 'expected', 'the', 'us', 'trade', 'deficit', 'widened', 'nearly', 'percent', 'in', 'october', 'to', 'a', 'record', 'billion', 'as', 'skyhigh', 'oil', 'prices', 'helped', 'propel', 'imports', 'into', 'uncharted', 'territory', 'the', 'government', 'said', 'on', 'tuesday']\n",
      "Removed Stopwords: ['trade', 'gap', 'swells', 'expected', 'us', 'trade', 'deficit', 'widened', 'nearly', 'percent', 'october', 'record', 'billion', 'skyhigh', 'oil', 'prices', 'helped', 'propel', 'imports', 'uncharted', 'territory', 'government', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['trade', 'gap', 'swell', 'expect', 'us', 'trade', 'deficit', 'widen', 'nearli', 'percent', 'octob', 'record', 'billion', 'skyhigh', 'oil', 'price', 'help', 'propel', 'import', 'unchart', 'territori', 'govern', 'said', 'tuesday']\n",
      "Final Preprocessed Text: trade gap swell expect us trade deficit widen nearli percent octob record billion skyhigh oil price help propel import unchart territori govern said tuesday\n",
      "\n",
      "Original Text: Parmalat Investors Flock to Court Seeking Damages (Update2) Hundreds of Italians who lost savings in the collapse of food company Parmalat Finanziaria SpA flocked to Milan #39;s courthouse, seeking to recover damages as part of the criminal investigation of Italy #39; biggest bankruptcy.\n",
      "Lowercased Text: parmalat investors flock to court seeking damages (update2) hundreds of italians who lost savings in the collapse of food company parmalat finanziaria spa flocked to milan #39;s courthouse, seeking to recover damages as part of the criminal investigation of italy #39; biggest bankruptcy.\n",
      "Removed URLs: parmalat investors flock to court seeking damages (update2) hundreds of italians who lost savings in the collapse of food company parmalat finanziaria spa flocked to milan #39;s courthouse, seeking to recover damages as part of the criminal investigation of italy #39; biggest bankruptcy.\n",
      "Removed HTML Tags: parmalat investors flock to court seeking damages (update2) hundreds of italians who lost savings in the collapse of food company parmalat finanziaria spa flocked to milan #39;s courthouse, seeking to recover damages as part of the criminal investigation of italy #39; biggest bankruptcy.\n",
      "Removed Special Characters: parmalat investors flock to court seeking damages update hundreds of italians who lost savings in the collapse of food company parmalat finanziaria spa flocked to milan s courthouse seeking to recover damages as part of the criminal investigation of italy  biggest bankruptcy\n",
      "Tokens: ['parmalat', 'investors', 'flock', 'to', 'court', 'seeking', 'damages', 'update', 'hundreds', 'of', 'italians', 'who', 'lost', 'savings', 'in', 'the', 'collapse', 'of', 'food', 'company', 'parmalat', 'finanziaria', 'spa', 'flocked', 'to', 'milan', 's', 'courthouse', 'seeking', 'to', 'recover', 'damages', 'as', 'part', 'of', 'the', 'criminal', 'investigation', 'of', 'italy', 'biggest', 'bankruptcy']\n",
      "Removed Stopwords: ['parmalat', 'investors', 'flock', 'court', 'seeking', 'damages', 'update', 'hundreds', 'italians', 'lost', 'savings', 'collapse', 'food', 'company', 'parmalat', 'finanziaria', 'spa', 'flocked', 'milan', 'courthouse', 'seeking', 'recover', 'damages', 'part', 'criminal', 'investigation', 'italy', 'biggest', 'bankruptcy']\n",
      "Stemmed Tokens: ['parmalat', 'investor', 'flock', 'court', 'seek', 'damag', 'updat', 'hundr', 'italian', 'lost', 'save', 'collaps', 'food', 'compani', 'parmalat', 'finanziaria', 'spa', 'flock', 'milan', 'courthous', 'seek', 'recov', 'damag', 'part', 'crimin', 'investig', 'itali', 'biggest', 'bankruptci']\n",
      "Final Preprocessed Text: parmalat investor flock court seek damag updat hundr italian lost save collaps food compani parmalat finanziaria spa flock milan courthous seek recov damag part crimin investig itali biggest bankruptci\n",
      "\n",
      "Original Text: Director Leaves Hollinger Inc. Board Hollinger Inc., th #39;e Toronto-based holding company controlled by disgraced media baron Conrad Black, lost an independent director Tuesday when a former general in Canada #39;s armed forces resigned from its board.\n",
      "Lowercased Text: director leaves hollinger inc. board hollinger inc., th #39;e toronto-based holding company controlled by disgraced media baron conrad black, lost an independent director tuesday when a former general in canada #39;s armed forces resigned from its board.\n",
      "Removed URLs: director leaves hollinger inc. board hollinger inc., th #39;e toronto-based holding company controlled by disgraced media baron conrad black, lost an independent director tuesday when a former general in canada #39;s armed forces resigned from its board.\n",
      "Removed HTML Tags: director leaves hollinger inc. board hollinger inc., th #39;e toronto-based holding company controlled by disgraced media baron conrad black, lost an independent director tuesday when a former general in canada #39;s armed forces resigned from its board.\n",
      "Removed Special Characters: director leaves hollinger inc board hollinger inc th e torontobased holding company controlled by disgraced media baron conrad black lost an independent director tuesday when a former general in canada s armed forces resigned from its board\n",
      "Tokens: ['director', 'leaves', 'hollinger', 'inc', 'board', 'hollinger', 'inc', 'th', 'e', 'torontobased', 'holding', 'company', 'controlled', 'by', 'disgraced', 'media', 'baron', 'conrad', 'black', 'lost', 'an', 'independent', 'director', 'tuesday', 'when', 'a', 'former', 'general', 'in', 'canada', 's', 'armed', 'forces', 'resigned', 'from', 'its', 'board']\n",
      "Removed Stopwords: ['director', 'leaves', 'hollinger', 'inc', 'board', 'hollinger', 'inc', 'th', 'e', 'torontobased', 'holding', 'company', 'controlled', 'disgraced', 'media', 'baron', 'conrad', 'black', 'lost', 'independent', 'director', 'tuesday', 'former', 'general', 'canada', 'armed', 'forces', 'resigned', 'board']\n",
      "Stemmed Tokens: ['director', 'leav', 'holling', 'inc', 'board', 'holling', 'inc', 'th', 'e', 'torontobas', 'hold', 'compani', 'control', 'disgrac', 'media', 'baron', 'conrad', 'black', 'lost', 'independ', 'director', 'tuesday', 'former', 'gener', 'canada', 'arm', 'forc', 'resign', 'board']\n",
      "Final Preprocessed Text: director leav holling inc board holling inc th e torontobas hold compani control disgrac media baron conrad black lost independ director tuesday former gener canada arm forc resign board\n",
      "\n",
      "Original Text: Exporters Lead Nikkei Up, Trade Slow  TOKYO (Reuters) - The Nikkei average was up 0.37 percent in  mid-morning trade on Thursday as a recovery in the dollar  helped auto makers among other exporters, but trade was slow as  investors waited for important Japanese economic data.\n",
      "Lowercased Text: exporters lead nikkei up, trade slow  tokyo (reuters) - the nikkei average was up 0.37 percent in  mid-morning trade on thursday as a recovery in the dollar  helped auto makers among other exporters, but trade was slow as  investors waited for important japanese economic data.\n",
      "Removed URLs: exporters lead nikkei up, trade slow  tokyo (reuters) - the nikkei average was up 0.37 percent in  mid-morning trade on thursday as a recovery in the dollar  helped auto makers among other exporters, but trade was slow as  investors waited for important japanese economic data.\n",
      "Removed HTML Tags: exporters lead nikkei up, trade slow  tokyo (reuters) - the nikkei average was up 0.37 percent in  mid-morning trade on thursday as a recovery in the dollar  helped auto makers among other exporters, but trade was slow as  investors waited for important japanese economic data.\n",
      "Removed Special Characters: exporters lead nikkei up trade slow  tokyo reuters  the nikkei average was up  percent in  midmorning trade on thursday as a recovery in the dollar  helped auto makers among other exporters but trade was slow as  investors waited for important japanese economic data\n",
      "Tokens: ['exporters', 'lead', 'nikkei', 'up', 'trade', 'slow', 'tokyo', 'reuters', 'the', 'nikkei', 'average', 'was', 'up', 'percent', 'in', 'midmorning', 'trade', 'on', 'thursday', 'as', 'a', 'recovery', 'in', 'the', 'dollar', 'helped', 'auto', 'makers', 'among', 'other', 'exporters', 'but', 'trade', 'was', 'slow', 'as', 'investors', 'waited', 'for', 'important', 'japanese', 'economic', 'data']\n",
      "Removed Stopwords: ['exporters', 'lead', 'nikkei', 'trade', 'slow', 'tokyo', 'reuters', 'nikkei', 'average', 'percent', 'midmorning', 'trade', 'thursday', 'recovery', 'dollar', 'helped', 'auto', 'makers', 'among', 'exporters', 'trade', 'slow', 'investors', 'waited', 'important', 'japanese', 'economic', 'data']\n",
      "Stemmed Tokens: ['export', 'lead', 'nikkei', 'trade', 'slow', 'tokyo', 'reuter', 'nikkei', 'averag', 'percent', 'midmorn', 'trade', 'thursday', 'recoveri', 'dollar', 'help', 'auto', 'maker', 'among', 'export', 'trade', 'slow', 'investor', 'wait', 'import', 'japanes', 'econom', 'data']\n",
      "Final Preprocessed Text: export lead nikkei trade slow tokyo reuter nikkei averag percent midmorn trade thursday recoveri dollar help auto maker among export trade slow investor wait import japanes econom data\n",
      "\n",
      "Original Text: Panel: U.S. Must Diversify Oil Supplies  WASHINGTON (Reuters) - The United States must  diversify  its global oil supplies, expand a world network of strategic  petroleum reserves and raise fuel efficiency standards to  ensure its energy security, a panel of experts will recommend  on Wednesday.\n",
      "Lowercased Text: panel: u.s. must diversify oil supplies  washington (reuters) - the united states must  diversify  its global oil supplies, expand a world network of strategic  petroleum reserves and raise fuel efficiency standards to  ensure its energy security, a panel of experts will recommend  on wednesday.\n",
      "Removed URLs: panel: u.s. must diversify oil supplies  washington (reuters) - the united states must  diversify  its global oil supplies, expand a world network of strategic  petroleum reserves and raise fuel efficiency standards to  ensure its energy security, a panel of experts will recommend  on wednesday.\n",
      "Removed HTML Tags: panel: u.s. must diversify oil supplies  washington (reuters) - the united states must  diversify  its global oil supplies, expand a world network of strategic  petroleum reserves and raise fuel efficiency standards to  ensure its energy security, a panel of experts will recommend  on wednesday.\n",
      "Removed Special Characters: panel us must diversify oil supplies  washington reuters  the united states must  diversify  its global oil supplies expand a world network of strategic  petroleum reserves and raise fuel efficiency standards to  ensure its energy security a panel of experts will recommend  on wednesday\n",
      "Tokens: ['panel', 'us', 'must', 'diversify', 'oil', 'supplies', 'washington', 'reuters', 'the', 'united', 'states', 'must', 'diversify', 'its', 'global', 'oil', 'supplies', 'expand', 'a', 'world', 'network', 'of', 'strategic', 'petroleum', 'reserves', 'and', 'raise', 'fuel', 'efficiency', 'standards', 'to', 'ensure', 'its', 'energy', 'security', 'a', 'panel', 'of', 'experts', 'will', 'recommend', 'on', 'wednesday']\n",
      "Removed Stopwords: ['panel', 'us', 'must', 'diversify', 'oil', 'supplies', 'washington', 'reuters', 'united', 'states', 'must', 'diversify', 'global', 'oil', 'supplies', 'expand', 'world', 'network', 'strategic', 'petroleum', 'reserves', 'raise', 'fuel', 'efficiency', 'standards', 'ensure', 'energy', 'security', 'panel', 'experts', 'recommend', 'wednesday']\n",
      "Stemmed Tokens: ['panel', 'us', 'must', 'diversifi', 'oil', 'suppli', 'washington', 'reuter', 'unit', 'state', 'must', 'diversifi', 'global', 'oil', 'suppli', 'expand', 'world', 'network', 'strateg', 'petroleum', 'reserv', 'rais', 'fuel', 'effici', 'standard', 'ensur', 'energi', 'secur', 'panel', 'expert', 'recommend', 'wednesday']\n",
      "Final Preprocessed Text: panel us must diversifi oil suppli washington reuter unit state must diversifi global oil suppli expand world network strateg petroleum reserv rais fuel effici standard ensur energi secur panel expert recommend wednesday\n",
      "\n",
      "Original Text: Oracle tender results out Saturday Company will report preliminary count of its \\$8.8B hostile bid for PeopleSoft after 1 am ET. NEW YORK (Reuters) - Oracle Corp. said it would report preliminary results of its \\$8.8 billion hostile tender offer \n",
      "Lowercased Text: oracle tender results out saturday company will report preliminary count of its \\$8.8b hostile bid for peoplesoft after 1 am et. new york (reuters) - oracle corp. said it would report preliminary results of its \\$8.8 billion hostile tender offer \n",
      "Removed URLs: oracle tender results out saturday company will report preliminary count of its \\$8.8b hostile bid for peoplesoft after 1 am et. new york (reuters) - oracle corp. said it would report preliminary results of its \\$8.8 billion hostile tender offer \n",
      "Removed HTML Tags: oracle tender results out saturday company will report preliminary count of its \\$8.8b hostile bid for peoplesoft after 1 am et. new york (reuters) - oracle corp. said it would report preliminary results of its \\$8.8 billion hostile tender offer \n",
      "Removed Special Characters: oracle tender results out saturday company will report preliminary count of its b hostile bid for peoplesoft after  am et new york reuters  oracle corp said it would report preliminary results of its  billion hostile tender offer \n",
      "Tokens: ['oracle', 'tender', 'results', 'out', 'saturday', 'company', 'will', 'report', 'preliminary', 'count', 'of', 'its', 'b', 'hostile', 'bid', 'for', 'peoplesoft', 'after', 'am', 'et', 'new', 'york', 'reuters', 'oracle', 'corp', 'said', 'it', 'would', 'report', 'preliminary', 'results', 'of', 'its', 'billion', 'hostile', 'tender', 'offer']\n",
      "Removed Stopwords: ['oracle', 'tender', 'results', 'saturday', 'company', 'report', 'preliminary', 'count', 'b', 'hostile', 'bid', 'peoplesoft', 'et', 'new', 'york', 'reuters', 'oracle', 'corp', 'said', 'would', 'report', 'preliminary', 'results', 'billion', 'hostile', 'tender', 'offer']\n",
      "Stemmed Tokens: ['oracl', 'tender', 'result', 'saturday', 'compani', 'report', 'preliminari', 'count', 'b', 'hostil', 'bid', 'peoplesoft', 'et', 'new', 'york', 'reuter', 'oracl', 'corp', 'said', 'would', 'report', 'preliminari', 'result', 'billion', 'hostil', 'tender', 'offer']\n",
      "Final Preprocessed Text: oracl tender result saturday compani report preliminari count b hostil bid peoplesoft et new york reuter oracl corp said would report preliminari result billion hostil tender offer\n",
      "\n",
      "Original Text: Miller slams transit funding Public transit in Toronto will not improve next year despite \\$81-million in provincial gas tax funding announced yesterday, according to Mayor David Miller.\n",
      "Lowercased Text: miller slams transit funding public transit in toronto will not improve next year despite \\$81-million in provincial gas tax funding announced yesterday, according to mayor david miller.\n",
      "Removed URLs: miller slams transit funding public transit in toronto will not improve next year despite \\$81-million in provincial gas tax funding announced yesterday, according to mayor david miller.\n",
      "Removed HTML Tags: miller slams transit funding public transit in toronto will not improve next year despite \\$81-million in provincial gas tax funding announced yesterday, according to mayor david miller.\n",
      "Removed Special Characters: miller slams transit funding public transit in toronto will not improve next year despite million in provincial gas tax funding announced yesterday according to mayor david miller\n",
      "Tokens: ['miller', 'slams', 'transit', 'funding', 'public', 'transit', 'in', 'toronto', 'will', 'not', 'improve', 'next', 'year', 'despite', 'million', 'in', 'provincial', 'gas', 'tax', 'funding', 'announced', 'yesterday', 'according', 'to', 'mayor', 'david', 'miller']\n",
      "Removed Stopwords: ['miller', 'slams', 'transit', 'funding', 'public', 'transit', 'toronto', 'improve', 'next', 'year', 'despite', 'million', 'provincial', 'gas', 'tax', 'funding', 'announced', 'yesterday', 'according', 'mayor', 'david', 'miller']\n",
      "Stemmed Tokens: ['miller', 'slam', 'transit', 'fund', 'public', 'transit', 'toronto', 'improv', 'next', 'year', 'despit', 'million', 'provinci', 'ga', 'tax', 'fund', 'announc', 'yesterday', 'accord', 'mayor', 'david', 'miller']\n",
      "Final Preprocessed Text: miller slam transit fund public transit toronto improv next year despit million provinci ga tax fund announc yesterday accord mayor david miller\n",
      "\n",
      "Original Text: DATA VIEW: Singapore Aug Indus Output Below Expectations SINGAPORE (Dow Jones)--Singapore #39;s industrial output rose a smaller-than-expected 5.3 on year in August, as the production of pharmaceuticals fell sharply from a high base a year ago.\n",
      "Lowercased Text: data view: singapore aug indus output below expectations singapore (dow jones)--singapore #39;s industrial output rose a smaller-than-expected 5.3 on year in august, as the production of pharmaceuticals fell sharply from a high base a year ago.\n",
      "Removed URLs: data view: singapore aug indus output below expectations singapore (dow jones)--singapore #39;s industrial output rose a smaller-than-expected 5.3 on year in august, as the production of pharmaceuticals fell sharply from a high base a year ago.\n",
      "Removed HTML Tags: data view: singapore aug indus output below expectations singapore (dow jones)--singapore #39;s industrial output rose a smaller-than-expected 5.3 on year in august, as the production of pharmaceuticals fell sharply from a high base a year ago.\n",
      "Removed Special Characters: data view singapore aug indus output below expectations singapore dow jonessingapore s industrial output rose a smallerthanexpected  on year in august as the production of pharmaceuticals fell sharply from a high base a year ago\n",
      "Tokens: ['data', 'view', 'singapore', 'aug', 'indus', 'output', 'below', 'expectations', 'singapore', 'dow', 'jonessingapore', 's', 'industrial', 'output', 'rose', 'a', 'smallerthanexpected', 'on', 'year', 'in', 'august', 'as', 'the', 'production', 'of', 'pharmaceuticals', 'fell', 'sharply', 'from', 'a', 'high', 'base', 'a', 'year', 'ago']\n",
      "Removed Stopwords: ['data', 'view', 'singapore', 'aug', 'indus', 'output', 'expectations', 'singapore', 'dow', 'jonessingapore', 'industrial', 'output', 'rose', 'smallerthanexpected', 'year', 'august', 'production', 'pharmaceuticals', 'fell', 'sharply', 'high', 'base', 'year', 'ago']\n",
      "Stemmed Tokens: ['data', 'view', 'singapor', 'aug', 'indu', 'output', 'expect', 'singapor', 'dow', 'jonessingapor', 'industri', 'output', 'rose', 'smallerthanexpect', 'year', 'august', 'product', 'pharmaceut', 'fell', 'sharpli', 'high', 'base', 'year', 'ago']\n",
      "Final Preprocessed Text: data view singapor aug indu output expect singapor dow jonessingapor industri output rose smallerthanexpect year august product pharmaceut fell sharpli high base year ago\n",
      "\n",
      "Original Text: Greenspan Worried Congress to Bar Options Expensing  WASHINGTON (Reuters) - Federal Reserve Chairman Alan  Greenspan on Friday said he was very worried Congress would try  to thwart efforts by the Financial Accounting Standards Board  to require expensing of stock options.\n",
      "Lowercased Text: greenspan worried congress to bar options expensing  washington (reuters) - federal reserve chairman alan  greenspan on friday said he was very worried congress would try  to thwart efforts by the financial accounting standards board  to require expensing of stock options.\n",
      "Removed URLs: greenspan worried congress to bar options expensing  washington (reuters) - federal reserve chairman alan  greenspan on friday said he was very worried congress would try  to thwart efforts by the financial accounting standards board  to require expensing of stock options.\n",
      "Removed HTML Tags: greenspan worried congress to bar options expensing  washington (reuters) - federal reserve chairman alan  greenspan on friday said he was very worried congress would try  to thwart efforts by the financial accounting standards board  to require expensing of stock options.\n",
      "Removed Special Characters: greenspan worried congress to bar options expensing  washington reuters  federal reserve chairman alan  greenspan on friday said he was very worried congress would try  to thwart efforts by the financial accounting standards board  to require expensing of stock options\n",
      "Tokens: ['greenspan', 'worried', 'congress', 'to', 'bar', 'options', 'expensing', 'washington', 'reuters', 'federal', 'reserve', 'chairman', 'alan', 'greenspan', 'on', 'friday', 'said', 'he', 'was', 'very', 'worried', 'congress', 'would', 'try', 'to', 'thwart', 'efforts', 'by', 'the', 'financial', 'accounting', 'standards', 'board', 'to', 'require', 'expensing', 'of', 'stock', 'options']\n",
      "Removed Stopwords: ['greenspan', 'worried', 'congress', 'bar', 'options', 'expensing', 'washington', 'reuters', 'federal', 'reserve', 'chairman', 'alan', 'greenspan', 'friday', 'said', 'worried', 'congress', 'would', 'try', 'thwart', 'efforts', 'financial', 'accounting', 'standards', 'board', 'require', 'expensing', 'stock', 'options']\n",
      "Stemmed Tokens: ['greenspan', 'worri', 'congress', 'bar', 'option', 'expens', 'washington', 'reuter', 'feder', 'reserv', 'chairman', 'alan', 'greenspan', 'friday', 'said', 'worri', 'congress', 'would', 'tri', 'thwart', 'effort', 'financi', 'account', 'standard', 'board', 'requir', 'expens', 'stock', 'option']\n",
      "Final Preprocessed Text: greenspan worri congress bar option expens washington reuter feder reserv chairman alan greenspan friday said worri congress would tri thwart effort financi account standard board requir expens stock option\n",
      "\n",
      "Original Text: Manpower survey forecasts slow hiring in early 2005 Those planning to look for a job in the Kalamazoo area during the first quarter of 2005 might find the going slow. The pace of hiring among area employers is expected to be slow during the first quarter of \n",
      "Lowercased Text: manpower survey forecasts slow hiring in early 2005 those planning to look for a job in the kalamazoo area during the first quarter of 2005 might find the going slow. the pace of hiring among area employers is expected to be slow during the first quarter of \n",
      "Removed URLs: manpower survey forecasts slow hiring in early 2005 those planning to look for a job in the kalamazoo area during the first quarter of 2005 might find the going slow. the pace of hiring among area employers is expected to be slow during the first quarter of \n",
      "Removed HTML Tags: manpower survey forecasts slow hiring in early 2005 those planning to look for a job in the kalamazoo area during the first quarter of 2005 might find the going slow. the pace of hiring among area employers is expected to be slow during the first quarter of \n",
      "Removed Special Characters: manpower survey forecasts slow hiring in early  those planning to look for a job in the kalamazoo area during the first quarter of  might find the going slow the pace of hiring among area employers is expected to be slow during the first quarter of \n",
      "Tokens: ['manpower', 'survey', 'forecasts', 'slow', 'hiring', 'in', 'early', 'those', 'planning', 'to', 'look', 'for', 'a', 'job', 'in', 'the', 'kalamazoo', 'area', 'during', 'the', 'first', 'quarter', 'of', 'might', 'find', 'the', 'going', 'slow', 'the', 'pace', 'of', 'hiring', 'among', 'area', 'employers', 'is', 'expected', 'to', 'be', 'slow', 'during', 'the', 'first', 'quarter', 'of']\n",
      "Removed Stopwords: ['manpower', 'survey', 'forecasts', 'slow', 'hiring', 'early', 'planning', 'look', 'job', 'kalamazoo', 'area', 'first', 'quarter', 'might', 'find', 'going', 'slow', 'pace', 'hiring', 'among', 'area', 'employers', 'expected', 'slow', 'first', 'quarter']\n",
      "Stemmed Tokens: ['manpow', 'survey', 'forecast', 'slow', 'hire', 'earli', 'plan', 'look', 'job', 'kalamazoo', 'area', 'first', 'quarter', 'might', 'find', 'go', 'slow', 'pace', 'hire', 'among', 'area', 'employ', 'expect', 'slow', 'first', 'quarter']\n",
      "Final Preprocessed Text: manpow survey forecast slow hire earli plan look job kalamazoo area first quarter might find go slow pace hire among area employ expect slow first quarter\n",
      "\n",
      "Original Text: Comcast gets option on TW Cable NEW YORK (CBS.MW) -- Comcast said Monday that it has an option to cut its stake in Time Warner Cable to 17 percent from 21 percent in exchange for stock in a unit that will hold cable-television systems and cash.\n",
      "Lowercased Text: comcast gets option on tw cable new york (cbs.mw) -- comcast said monday that it has an option to cut its stake in time warner cable to 17 percent from 21 percent in exchange for stock in a unit that will hold cable-television systems and cash.\n",
      "Removed URLs: comcast gets option on tw cable new york (cbs.mw) -- comcast said monday that it has an option to cut its stake in time warner cable to 17 percent from 21 percent in exchange for stock in a unit that will hold cable-television systems and cash.\n",
      "Removed HTML Tags: comcast gets option on tw cable new york (cbs.mw) -- comcast said monday that it has an option to cut its stake in time warner cable to 17 percent from 21 percent in exchange for stock in a unit that will hold cable-television systems and cash.\n",
      "Removed Special Characters: comcast gets option on tw cable new york cbsmw  comcast said monday that it has an option to cut its stake in time warner cable to  percent from  percent in exchange for stock in a unit that will hold cabletelevision systems and cash\n",
      "Tokens: ['comcast', 'gets', 'option', 'on', 'tw', 'cable', 'new', 'york', 'cbsmw', 'comcast', 'said', 'monday', 'that', 'it', 'has', 'an', 'option', 'to', 'cut', 'its', 'stake', 'in', 'time', 'warner', 'cable', 'to', 'percent', 'from', 'percent', 'in', 'exchange', 'for', 'stock', 'in', 'a', 'unit', 'that', 'will', 'hold', 'cabletelevision', 'systems', 'and', 'cash']\n",
      "Removed Stopwords: ['comcast', 'gets', 'option', 'tw', 'cable', 'new', 'york', 'cbsmw', 'comcast', 'said', 'monday', 'option', 'cut', 'stake', 'time', 'warner', 'cable', 'percent', 'percent', 'exchange', 'stock', 'unit', 'hold', 'cabletelevision', 'systems', 'cash']\n",
      "Stemmed Tokens: ['comcast', 'get', 'option', 'tw', 'cabl', 'new', 'york', 'cbsmw', 'comcast', 'said', 'monday', 'option', 'cut', 'stake', 'time', 'warner', 'cabl', 'percent', 'percent', 'exchang', 'stock', 'unit', 'hold', 'cabletelevis', 'system', 'cash']\n",
      "Final Preprocessed Text: comcast get option tw cabl new york cbsmw comcast said monday option cut stake time warner cabl percent percent exchang stock unit hold cabletelevis system cash\n",
      "\n",
      "Original Text: CBA to purchase local lender #39;s share Commonwealth Bank of Australia (CBA) said yesterday it was in talks with the Jinan City Commercial Bank (JNCCB) about buying a stake in the regional lender.\n",
      "Lowercased Text: cba to purchase local lender #39;s share commonwealth bank of australia (cba) said yesterday it was in talks with the jinan city commercial bank (jnccb) about buying a stake in the regional lender.\n",
      "Removed URLs: cba to purchase local lender #39;s share commonwealth bank of australia (cba) said yesterday it was in talks with the jinan city commercial bank (jnccb) about buying a stake in the regional lender.\n",
      "Removed HTML Tags: cba to purchase local lender #39;s share commonwealth bank of australia (cba) said yesterday it was in talks with the jinan city commercial bank (jnccb) about buying a stake in the regional lender.\n",
      "Removed Special Characters: cba to purchase local lender s share commonwealth bank of australia cba said yesterday it was in talks with the jinan city commercial bank jnccb about buying a stake in the regional lender\n",
      "Tokens: ['cba', 'to', 'purchase', 'local', 'lender', 's', 'share', 'commonwealth', 'bank', 'of', 'australia', 'cba', 'said', 'yesterday', 'it', 'was', 'in', 'talks', 'with', 'the', 'jinan', 'city', 'commercial', 'bank', 'jnccb', 'about', 'buying', 'a', 'stake', 'in', 'the', 'regional', 'lender']\n",
      "Removed Stopwords: ['cba', 'purchase', 'local', 'lender', 'share', 'commonwealth', 'bank', 'australia', 'cba', 'said', 'yesterday', 'talks', 'jinan', 'city', 'commercial', 'bank', 'jnccb', 'buying', 'stake', 'regional', 'lender']\n",
      "Stemmed Tokens: ['cba', 'purchas', 'local', 'lender', 'share', 'commonwealth', 'bank', 'australia', 'cba', 'said', 'yesterday', 'talk', 'jinan', 'citi', 'commerci', 'bank', 'jnccb', 'buy', 'stake', 'region', 'lender']\n",
      "Final Preprocessed Text: cba purchas local lender share commonwealth bank australia cba said yesterday talk jinan citi commerci bank jnccb buy stake region lender\n",
      "\n",
      "Original Text: Med school move delayed to 2007 The MSU College of Human Medicine won #39;t be relocated to Grand Rapids until at least 2007, and could cost only half as much as university officials originally estimated.\n",
      "Lowercased Text: med school move delayed to 2007 the msu college of human medicine won #39;t be relocated to grand rapids until at least 2007, and could cost only half as much as university officials originally estimated.\n",
      "Removed URLs: med school move delayed to 2007 the msu college of human medicine won #39;t be relocated to grand rapids until at least 2007, and could cost only half as much as university officials originally estimated.\n",
      "Removed HTML Tags: med school move delayed to 2007 the msu college of human medicine won #39;t be relocated to grand rapids until at least 2007, and could cost only half as much as university officials originally estimated.\n",
      "Removed Special Characters: med school move delayed to  the msu college of human medicine won t be relocated to grand rapids until at least  and could cost only half as much as university officials originally estimated\n",
      "Tokens: ['med', 'school', 'move', 'delayed', 'to', 'the', 'msu', 'college', 'of', 'human', 'medicine', 'won', 't', 'be', 'relocated', 'to', 'grand', 'rapids', 'until', 'at', 'least', 'and', 'could', 'cost', 'only', 'half', 'as', 'much', 'as', 'university', 'officials', 'originally', 'estimated']\n",
      "Removed Stopwords: ['med', 'school', 'move', 'delayed', 'msu', 'college', 'human', 'medicine', 'relocated', 'grand', 'rapids', 'least', 'could', 'cost', 'half', 'much', 'university', 'officials', 'originally', 'estimated']\n",
      "Stemmed Tokens: ['med', 'school', 'move', 'delay', 'msu', 'colleg', 'human', 'medicin', 'reloc', 'grand', 'rapid', 'least', 'could', 'cost', 'half', 'much', 'univers', 'offici', 'origin', 'estim']\n",
      "Final Preprocessed Text: med school move delay msu colleg human medicin reloc grand rapid least could cost half much univers offici origin estim\n",
      "\n",
      "Original Text: Qwest: The end of the beginning Thursday #39;s agreement between Qwest Communications and federal regulator settles allegations of  quot;massive financial fraud quot; at a price of \\$250 million.\n",
      "Lowercased Text: qwest: the end of the beginning thursday #39;s agreement between qwest communications and federal regulator settles allegations of  quot;massive financial fraud quot; at a price of \\$250 million.\n",
      "Removed URLs: qwest: the end of the beginning thursday #39;s agreement between qwest communications and federal regulator settles allegations of  quot;massive financial fraud quot; at a price of \\$250 million.\n",
      "Removed HTML Tags: qwest: the end of the beginning thursday #39;s agreement between qwest communications and federal regulator settles allegations of  quot;massive financial fraud quot; at a price of \\$250 million.\n",
      "Removed Special Characters: qwest the end of the beginning thursday s agreement between qwest communications and federal regulator settles allegations of  quotmassive financial fraud quot at a price of  million\n",
      "Tokens: ['qwest', 'the', 'end', 'of', 'the', 'beginning', 'thursday', 's', 'agreement', 'between', 'qwest', 'communications', 'and', 'federal', 'regulator', 'settles', 'allegations', 'of', 'quotmassive', 'financial', 'fraud', 'quot', 'at', 'a', 'price', 'of', 'million']\n",
      "Removed Stopwords: ['qwest', 'end', 'beginning', 'thursday', 'agreement', 'qwest', 'communications', 'federal', 'regulator', 'settles', 'allegations', 'quotmassive', 'financial', 'fraud', 'quot', 'price', 'million']\n",
      "Stemmed Tokens: ['qwest', 'end', 'begin', 'thursday', 'agreement', 'qwest', 'commun', 'feder', 'regul', 'settl', 'alleg', 'quotmass', 'financi', 'fraud', 'quot', 'price', 'million']\n",
      "Final Preprocessed Text: qwest end begin thursday agreement qwest commun feder regul settl alleg quotmass financi fraud quot price million\n",
      "\n",
      "Original Text: China succeeds in cooling economy, but 2005 likely to prove just as tough (AFP) AFP - China can claim some success in the battle to cool its roaring economy in 2004 with a series of macro policies helping prevent another boom-bust cycle, but much remains to be done if Beijing is to avoid increasing wrangles with trade partners.\n",
      "Lowercased Text: china succeeds in cooling economy, but 2005 likely to prove just as tough (afp) afp - china can claim some success in the battle to cool its roaring economy in 2004 with a series of macro policies helping prevent another boom-bust cycle, but much remains to be done if beijing is to avoid increasing wrangles with trade partners.\n",
      "Removed URLs: china succeeds in cooling economy, but 2005 likely to prove just as tough (afp) afp - china can claim some success in the battle to cool its roaring economy in 2004 with a series of macro policies helping prevent another boom-bust cycle, but much remains to be done if beijing is to avoid increasing wrangles with trade partners.\n",
      "Removed HTML Tags: china succeeds in cooling economy, but 2005 likely to prove just as tough (afp) afp - china can claim some success in the battle to cool its roaring economy in 2004 with a series of macro policies helping prevent another boom-bust cycle, but much remains to be done if beijing is to avoid increasing wrangles with trade partners.\n",
      "Removed Special Characters: china succeeds in cooling economy but  likely to prove just as tough afp afp  china can claim some success in the battle to cool its roaring economy in  with a series of macro policies helping prevent another boombust cycle but much remains to be done if beijing is to avoid increasing wrangles with trade partners\n",
      "Tokens: ['china', 'succeeds', 'in', 'cooling', 'economy', 'but', 'likely', 'to', 'prove', 'just', 'as', 'tough', 'afp', 'afp', 'china', 'can', 'claim', 'some', 'success', 'in', 'the', 'battle', 'to', 'cool', 'its', 'roaring', 'economy', 'in', 'with', 'a', 'series', 'of', 'macro', 'policies', 'helping', 'prevent', 'another', 'boombust', 'cycle', 'but', 'much', 'remains', 'to', 'be', 'done', 'if', 'beijing', 'is', 'to', 'avoid', 'increasing', 'wrangles', 'with', 'trade', 'partners']\n",
      "Removed Stopwords: ['china', 'succeeds', 'cooling', 'economy', 'likely', 'prove', 'tough', 'afp', 'afp', 'china', 'claim', 'success', 'battle', 'cool', 'roaring', 'economy', 'series', 'macro', 'policies', 'helping', 'prevent', 'another', 'boombust', 'cycle', 'much', 'remains', 'done', 'beijing', 'avoid', 'increasing', 'wrangles', 'trade', 'partners']\n",
      "Stemmed Tokens: ['china', 'succe', 'cool', 'economi', 'like', 'prove', 'tough', 'afp', 'afp', 'china', 'claim', 'success', 'battl', 'cool', 'roar', 'economi', 'seri', 'macro', 'polici', 'help', 'prevent', 'anoth', 'boombust', 'cycl', 'much', 'remain', 'done', 'beij', 'avoid', 'increas', 'wrangl', 'trade', 'partner']\n",
      "Final Preprocessed Text: china succe cool economi like prove tough afp afp china claim success battl cool roar economi seri macro polici help prevent anoth boombust cycl much remain done beij avoid increas wrangl trade partner\n",
      "\n",
      "Original Text: Eurozone recovery struggles as monetary union fails to yield results: OECD (AFP) AFP - Recovery in the eurozone is battling higher oil prices and a rising euro as monetary union has so far failed to spur sustained economic dynamism in the 12 nations using the single European currency, the OECD revealed.\n",
      "Lowercased Text: eurozone recovery struggles as monetary union fails to yield results: oecd (afp) afp - recovery in the eurozone is battling higher oil prices and a rising euro as monetary union has so far failed to spur sustained economic dynamism in the 12 nations using the single european currency, the oecd revealed.\n",
      "Removed URLs: eurozone recovery struggles as monetary union fails to yield results: oecd (afp) afp - recovery in the eurozone is battling higher oil prices and a rising euro as monetary union has so far failed to spur sustained economic dynamism in the 12 nations using the single european currency, the oecd revealed.\n",
      "Removed HTML Tags: eurozone recovery struggles as monetary union fails to yield results: oecd (afp) afp - recovery in the eurozone is battling higher oil prices and a rising euro as monetary union has so far failed to spur sustained economic dynamism in the 12 nations using the single european currency, the oecd revealed.\n",
      "Removed Special Characters: eurozone recovery struggles as monetary union fails to yield results oecd afp afp  recovery in the eurozone is battling higher oil prices and a rising euro as monetary union has so far failed to spur sustained economic dynamism in the  nations using the single european currency the oecd revealed\n",
      "Tokens: ['eurozone', 'recovery', 'struggles', 'as', 'monetary', 'union', 'fails', 'to', 'yield', 'results', 'oecd', 'afp', 'afp', 'recovery', 'in', 'the', 'eurozone', 'is', 'battling', 'higher', 'oil', 'prices', 'and', 'a', 'rising', 'euro', 'as', 'monetary', 'union', 'has', 'so', 'far', 'failed', 'to', 'spur', 'sustained', 'economic', 'dynamism', 'in', 'the', 'nations', 'using', 'the', 'single', 'european', 'currency', 'the', 'oecd', 'revealed']\n",
      "Removed Stopwords: ['eurozone', 'recovery', 'struggles', 'monetary', 'union', 'fails', 'yield', 'results', 'oecd', 'afp', 'afp', 'recovery', 'eurozone', 'battling', 'higher', 'oil', 'prices', 'rising', 'euro', 'monetary', 'union', 'far', 'failed', 'spur', 'sustained', 'economic', 'dynamism', 'nations', 'using', 'single', 'european', 'currency', 'oecd', 'revealed']\n",
      "Stemmed Tokens: ['eurozon', 'recoveri', 'struggl', 'monetari', 'union', 'fail', 'yield', 'result', 'oecd', 'afp', 'afp', 'recoveri', 'eurozon', 'battl', 'higher', 'oil', 'price', 'rise', 'euro', 'monetari', 'union', 'far', 'fail', 'spur', 'sustain', 'econom', 'dynam', 'nation', 'use', 'singl', 'european', 'currenc', 'oecd', 'reveal']\n",
      "Final Preprocessed Text: eurozon recoveri struggl monetari union fail yield result oecd afp afp recoveri eurozon battl higher oil price rise euro monetari union far fail spur sustain econom dynam nation use singl european currenc oecd reveal\n",
      "\n",
      "Original Text: Update 2: Report: Gazprom to Take Part in Yukos Sale The newly-created oil unit of Russian gas monopoly OAO Gazprom, Gazpromneft, will take part in the auction of the embattled Yukos oil company #39;s largest unit, Yuganskneftegaz, Dow Jones NewsWires reported Tuesday, citing the news agency Prime-Tass.\n",
      "Lowercased Text: update 2: report: gazprom to take part in yukos sale the newly-created oil unit of russian gas monopoly oao gazprom, gazpromneft, will take part in the auction of the embattled yukos oil company #39;s largest unit, yuganskneftegaz, dow jones newswires reported tuesday, citing the news agency prime-tass.\n",
      "Removed URLs: update 2: report: gazprom to take part in yukos sale the newly-created oil unit of russian gas monopoly oao gazprom, gazpromneft, will take part in the auction of the embattled yukos oil company #39;s largest unit, yuganskneftegaz, dow jones newswires reported tuesday, citing the news agency prime-tass.\n",
      "Removed HTML Tags: update 2: report: gazprom to take part in yukos sale the newly-created oil unit of russian gas monopoly oao gazprom, gazpromneft, will take part in the auction of the embattled yukos oil company #39;s largest unit, yuganskneftegaz, dow jones newswires reported tuesday, citing the news agency prime-tass.\n",
      "Removed Special Characters: update  report gazprom to take part in yukos sale the newlycreated oil unit of russian gas monopoly oao gazprom gazpromneft will take part in the auction of the embattled yukos oil company s largest unit yuganskneftegaz dow jones newswires reported tuesday citing the news agency primetass\n",
      "Tokens: ['update', 'report', 'gazprom', 'to', 'take', 'part', 'in', 'yukos', 'sale', 'the', 'newlycreated', 'oil', 'unit', 'of', 'russian', 'gas', 'monopoly', 'oao', 'gazprom', 'gazpromneft', 'will', 'take', 'part', 'in', 'the', 'auction', 'of', 'the', 'embattled', 'yukos', 'oil', 'company', 's', 'largest', 'unit', 'yuganskneftegaz', 'dow', 'jones', 'newswires', 'reported', 'tuesday', 'citing', 'the', 'news', 'agency', 'primetass']\n",
      "Removed Stopwords: ['update', 'report', 'gazprom', 'take', 'part', 'yukos', 'sale', 'newlycreated', 'oil', 'unit', 'russian', 'gas', 'monopoly', 'oao', 'gazprom', 'gazpromneft', 'take', 'part', 'auction', 'embattled', 'yukos', 'oil', 'company', 'largest', 'unit', 'yuganskneftegaz', 'dow', 'jones', 'newswires', 'reported', 'tuesday', 'citing', 'news', 'agency', 'primetass']\n",
      "Stemmed Tokens: ['updat', 'report', 'gazprom', 'take', 'part', 'yuko', 'sale', 'newlycr', 'oil', 'unit', 'russian', 'ga', 'monopoli', 'oao', 'gazprom', 'gazpromneft', 'take', 'part', 'auction', 'embattl', 'yuko', 'oil', 'compani', 'largest', 'unit', 'yuganskneftegaz', 'dow', 'jone', 'newswir', 'report', 'tuesday', 'cite', 'news', 'agenc', 'primetass']\n",
      "Final Preprocessed Text: updat report gazprom take part yuko sale newlycr oil unit russian ga monopoli oao gazprom gazpromneft take part auction embattl yuko oil compani largest unit yuganskneftegaz dow jone newswir report tuesday cite news agenc primetass\n",
      "\n",
      "Original Text: Business: Bush Administration Washington Post business columnist Steven Pearlstein will be online to discuss his latest column, which looks at the Bush administration's plans for Social Security and health care.\n",
      "Lowercased Text: business: bush administration washington post business columnist steven pearlstein will be online to discuss his latest column, which looks at the bush administration's plans for social security and health care.\n",
      "Removed URLs: business: bush administration washington post business columnist steven pearlstein will be online to discuss his latest column, which looks at the bush administration's plans for social security and health care.\n",
      "Removed HTML Tags: business: bush administration washington post business columnist steven pearlstein will be online to discuss his latest column, which looks at the bush administration's plans for social security and health care.\n",
      "Removed Special Characters: business bush administration washington post business columnist steven pearlstein will be online to discuss his latest column which looks at the bush administrations plans for social security and health care\n",
      "Tokens: ['business', 'bush', 'administration', 'washington', 'post', 'business', 'columnist', 'steven', 'pearlstein', 'will', 'be', 'online', 'to', 'discuss', 'his', 'latest', 'column', 'which', 'looks', 'at', 'the', 'bush', 'administrations', 'plans', 'for', 'social', 'security', 'and', 'health', 'care']\n",
      "Removed Stopwords: ['business', 'bush', 'administration', 'washington', 'post', 'business', 'columnist', 'steven', 'pearlstein', 'online', 'discuss', 'latest', 'column', 'looks', 'bush', 'administrations', 'plans', 'social', 'security', 'health', 'care']\n",
      "Stemmed Tokens: ['busi', 'bush', 'administr', 'washington', 'post', 'busi', 'columnist', 'steven', 'pearlstein', 'onlin', 'discuss', 'latest', 'column', 'look', 'bush', 'administr', 'plan', 'social', 'secur', 'health', 'care']\n",
      "Final Preprocessed Text: busi bush administr washington post busi columnist steven pearlstein onlin discuss latest column look bush administr plan social secur health care\n",
      "\n",
      "Original Text: US Airways May Liquidate by February ALEXANDRIA, Va. Sept. 27, 2004 - US Airways Group Inc. warned in a bankruptcy court filing that it may have to liquidate by February if a judge does not impose a temporary 23 percent pay cut on its union workers.\n",
      "Lowercased Text: us airways may liquidate by february alexandria, va. sept. 27, 2004 - us airways group inc. warned in a bankruptcy court filing that it may have to liquidate by february if a judge does not impose a temporary 23 percent pay cut on its union workers.\n",
      "Removed URLs: us airways may liquidate by february alexandria, va. sept. 27, 2004 - us airways group inc. warned in a bankruptcy court filing that it may have to liquidate by february if a judge does not impose a temporary 23 percent pay cut on its union workers.\n",
      "Removed HTML Tags: us airways may liquidate by february alexandria, va. sept. 27, 2004 - us airways group inc. warned in a bankruptcy court filing that it may have to liquidate by february if a judge does not impose a temporary 23 percent pay cut on its union workers.\n",
      "Removed Special Characters: us airways may liquidate by february alexandria va sept    us airways group inc warned in a bankruptcy court filing that it may have to liquidate by february if a judge does not impose a temporary  percent pay cut on its union workers\n",
      "Tokens: ['us', 'airways', 'may', 'liquidate', 'by', 'february', 'alexandria', 'va', 'sept', 'us', 'airways', 'group', 'inc', 'warned', 'in', 'a', 'bankruptcy', 'court', 'filing', 'that', 'it', 'may', 'have', 'to', 'liquidate', 'by', 'february', 'if', 'a', 'judge', 'does', 'not', 'impose', 'a', 'temporary', 'percent', 'pay', 'cut', 'on', 'its', 'union', 'workers']\n",
      "Removed Stopwords: ['us', 'airways', 'may', 'liquidate', 'february', 'alexandria', 'va', 'sept', 'us', 'airways', 'group', 'inc', 'warned', 'bankruptcy', 'court', 'filing', 'may', 'liquidate', 'february', 'judge', 'impose', 'temporary', 'percent', 'pay', 'cut', 'union', 'workers']\n",
      "Stemmed Tokens: ['us', 'airway', 'may', 'liquid', 'februari', 'alexandria', 'va', 'sept', 'us', 'airway', 'group', 'inc', 'warn', 'bankruptci', 'court', 'file', 'may', 'liquid', 'februari', 'judg', 'impos', 'temporari', 'percent', 'pay', 'cut', 'union', 'worker']\n",
      "Final Preprocessed Text: us airway may liquid februari alexandria va sept us airway group inc warn bankruptci court file may liquid februari judg impos temporari percent pay cut union worker\n",
      "\n",
      "Original Text: SAN FRANCISCO Mission District cyclist blew whistle on flawed lock The triumph last week of the Bic pen over expensive, state-of-the-art steel locks has panicked the bicycling community, and churned Internet rumor mills about how much the lock manufacturer knew and when the company knew it.\n",
      "Lowercased Text: san francisco mission district cyclist blew whistle on flawed lock the triumph last week of the bic pen over expensive, state-of-the-art steel locks has panicked the bicycling community, and churned internet rumor mills about how much the lock manufacturer knew and when the company knew it.\n",
      "Removed URLs: san francisco mission district cyclist blew whistle on flawed lock the triumph last week of the bic pen over expensive, state-of-the-art steel locks has panicked the bicycling community, and churned internet rumor mills about how much the lock manufacturer knew and when the company knew it.\n",
      "Removed HTML Tags: san francisco mission district cyclist blew whistle on flawed lock the triumph last week of the bic pen over expensive, state-of-the-art steel locks has panicked the bicycling community, and churned internet rumor mills about how much the lock manufacturer knew and when the company knew it.\n",
      "Removed Special Characters: san francisco mission district cyclist blew whistle on flawed lock the triumph last week of the bic pen over expensive stateoftheart steel locks has panicked the bicycling community and churned internet rumor mills about how much the lock manufacturer knew and when the company knew it\n",
      "Tokens: ['san', 'francisco', 'mission', 'district', 'cyclist', 'blew', 'whistle', 'on', 'flawed', 'lock', 'the', 'triumph', 'last', 'week', 'of', 'the', 'bic', 'pen', 'over', 'expensive', 'stateoftheart', 'steel', 'locks', 'has', 'panicked', 'the', 'bicycling', 'community', 'and', 'churned', 'internet', 'rumor', 'mills', 'about', 'how', 'much', 'the', 'lock', 'manufacturer', 'knew', 'and', 'when', 'the', 'company', 'knew', 'it']\n",
      "Removed Stopwords: ['san', 'francisco', 'mission', 'district', 'cyclist', 'blew', 'whistle', 'flawed', 'lock', 'triumph', 'last', 'week', 'bic', 'pen', 'expensive', 'stateoftheart', 'steel', 'locks', 'panicked', 'bicycling', 'community', 'churned', 'internet', 'rumor', 'mills', 'much', 'lock', 'manufacturer', 'knew', 'company', 'knew']\n",
      "Stemmed Tokens: ['san', 'francisco', 'mission', 'district', 'cyclist', 'blew', 'whistl', 'flaw', 'lock', 'triumph', 'last', 'week', 'bic', 'pen', 'expens', 'stateoftheart', 'steel', 'lock', 'panick', 'bicycl', 'commun', 'churn', 'internet', 'rumor', 'mill', 'much', 'lock', 'manufactur', 'knew', 'compani', 'knew']\n",
      "Final Preprocessed Text: san francisco mission district cyclist blew whistl flaw lock triumph last week bic pen expens stateoftheart steel lock panick bicycl commun churn internet rumor mill much lock manufactur knew compani knew\n",
      "\n",
      "Original Text: Cost Cuts Boost Southwest Air Profit Southwest Airlines (LUV) on Thursday said third-quarter earnings rose 12 percent due to higher revenue and better cost performance even though record-high fuel prices stung the low-cost carrier.\n",
      "Lowercased Text: cost cuts boost southwest air profit southwest airlines (luv) on thursday said third-quarter earnings rose 12 percent due to higher revenue and better cost performance even though record-high fuel prices stung the low-cost carrier.\n",
      "Removed URLs: cost cuts boost southwest air profit southwest airlines (luv) on thursday said third-quarter earnings rose 12 percent due to higher revenue and better cost performance even though record-high fuel prices stung the low-cost carrier.\n",
      "Removed HTML Tags: cost cuts boost southwest air profit southwest airlines (luv) on thursday said third-quarter earnings rose 12 percent due to higher revenue and better cost performance even though record-high fuel prices stung the low-cost carrier.\n",
      "Removed Special Characters: cost cuts boost southwest air profit southwest airlines luv on thursday said thirdquarter earnings rose  percent due to higher revenue and better cost performance even though recordhigh fuel prices stung the lowcost carrier\n",
      "Tokens: ['cost', 'cuts', 'boost', 'southwest', 'air', 'profit', 'southwest', 'airlines', 'luv', 'on', 'thursday', 'said', 'thirdquarter', 'earnings', 'rose', 'percent', 'due', 'to', 'higher', 'revenue', 'and', 'better', 'cost', 'performance', 'even', 'though', 'recordhigh', 'fuel', 'prices', 'stung', 'the', 'lowcost', 'carrier']\n",
      "Removed Stopwords: ['cost', 'cuts', 'boost', 'southwest', 'air', 'profit', 'southwest', 'airlines', 'luv', 'thursday', 'said', 'thirdquarter', 'earnings', 'rose', 'percent', 'due', 'higher', 'revenue', 'better', 'cost', 'performance', 'even', 'though', 'recordhigh', 'fuel', 'prices', 'stung', 'lowcost', 'carrier']\n",
      "Stemmed Tokens: ['cost', 'cut', 'boost', 'southwest', 'air', 'profit', 'southwest', 'airlin', 'luv', 'thursday', 'said', 'thirdquart', 'earn', 'rose', 'percent', 'due', 'higher', 'revenu', 'better', 'cost', 'perform', 'even', 'though', 'recordhigh', 'fuel', 'price', 'stung', 'lowcost', 'carrier']\n",
      "Final Preprocessed Text: cost cut boost southwest air profit southwest airlin luv thursday said thirdquart earn rose percent due higher revenu better cost perform even though recordhigh fuel price stung lowcost carrier\n",
      "\n",
      "Original Text: Attacks on Disney's Eisner Abate On Friday, the former Disney directors who led a shareholder rebellion aimed at the ouster of Disney's chief executive and other directors this year said they had dropped plans to run a slate of directors at next year's shareholders meeting.\n",
      "Lowercased Text: attacks on disney's eisner abate on friday, the former disney directors who led a shareholder rebellion aimed at the ouster of disney's chief executive and other directors this year said they had dropped plans to run a slate of directors at next year's shareholders meeting.\n",
      "Removed URLs: attacks on disney's eisner abate on friday, the former disney directors who led a shareholder rebellion aimed at the ouster of disney's chief executive and other directors this year said they had dropped plans to run a slate of directors at next year's shareholders meeting.\n",
      "Removed HTML Tags: attacks on disney's eisner abate on friday, the former disney directors who led a shareholder rebellion aimed at the ouster of disney's chief executive and other directors this year said they had dropped plans to run a slate of directors at next year's shareholders meeting.\n",
      "Removed Special Characters: attacks on disneys eisner abate on friday the former disney directors who led a shareholder rebellion aimed at the ouster of disneys chief executive and other directors this year said they had dropped plans to run a slate of directors at next years shareholders meeting\n",
      "Tokens: ['attacks', 'on', 'disneys', 'eisner', 'abate', 'on', 'friday', 'the', 'former', 'disney', 'directors', 'who', 'led', 'a', 'shareholder', 'rebellion', 'aimed', 'at', 'the', 'ouster', 'of', 'disneys', 'chief', 'executive', 'and', 'other', 'directors', 'this', 'year', 'said', 'they', 'had', 'dropped', 'plans', 'to', 'run', 'a', 'slate', 'of', 'directors', 'at', 'next', 'years', 'shareholders', 'meeting']\n",
      "Removed Stopwords: ['attacks', 'disneys', 'eisner', 'abate', 'friday', 'former', 'disney', 'directors', 'led', 'shareholder', 'rebellion', 'aimed', 'ouster', 'disneys', 'chief', 'executive', 'directors', 'year', 'said', 'dropped', 'plans', 'run', 'slate', 'directors', 'next', 'years', 'shareholders', 'meeting']\n",
      "Stemmed Tokens: ['attack', 'disney', 'eisner', 'abat', 'friday', 'former', 'disney', 'director', 'led', 'sharehold', 'rebellion', 'aim', 'ouster', 'disney', 'chief', 'execut', 'director', 'year', 'said', 'drop', 'plan', 'run', 'slate', 'director', 'next', 'year', 'sharehold', 'meet']\n",
      "Final Preprocessed Text: attack disney eisner abat friday former disney director led sharehold rebellion aim ouster disney chief execut director year said drop plan run slate director next year sharehold meet\n",
      "\n",
      "Original Text: Japan Shares Fall to Low on Oil Worry  TOKYO (Reuters) - Japan's Nikkei share average fell 0.4  percent to a six-week closing low on Tuesday, marking an  eight-day losing streak, after oil prices topped \\$50 a barrel,  fanning concern over the business outlook for Japanese  companies.\n",
      "Lowercased Text: japan shares fall to low on oil worry  tokyo (reuters) - japan's nikkei share average fell 0.4  percent to a six-week closing low on tuesday, marking an  eight-day losing streak, after oil prices topped \\$50 a barrel,  fanning concern over the business outlook for japanese  companies.\n",
      "Removed URLs: japan shares fall to low on oil worry  tokyo (reuters) - japan's nikkei share average fell 0.4  percent to a six-week closing low on tuesday, marking an  eight-day losing streak, after oil prices topped \\$50 a barrel,  fanning concern over the business outlook for japanese  companies.\n",
      "Removed HTML Tags: japan shares fall to low on oil worry  tokyo (reuters) - japan's nikkei share average fell 0.4  percent to a six-week closing low on tuesday, marking an  eight-day losing streak, after oil prices topped \\$50 a barrel,  fanning concern over the business outlook for japanese  companies.\n",
      "Removed Special Characters: japan shares fall to low on oil worry  tokyo reuters  japans nikkei share average fell   percent to a sixweek closing low on tuesday marking an  eightday losing streak after oil prices topped  a barrel  fanning concern over the business outlook for japanese  companies\n",
      "Tokens: ['japan', 'shares', 'fall', 'to', 'low', 'on', 'oil', 'worry', 'tokyo', 'reuters', 'japans', 'nikkei', 'share', 'average', 'fell', 'percent', 'to', 'a', 'sixweek', 'closing', 'low', 'on', 'tuesday', 'marking', 'an', 'eightday', 'losing', 'streak', 'after', 'oil', 'prices', 'topped', 'a', 'barrel', 'fanning', 'concern', 'over', 'the', 'business', 'outlook', 'for', 'japanese', 'companies']\n",
      "Removed Stopwords: ['japan', 'shares', 'fall', 'low', 'oil', 'worry', 'tokyo', 'reuters', 'japans', 'nikkei', 'share', 'average', 'fell', 'percent', 'sixweek', 'closing', 'low', 'tuesday', 'marking', 'eightday', 'losing', 'streak', 'oil', 'prices', 'topped', 'barrel', 'fanning', 'concern', 'business', 'outlook', 'japanese', 'companies']\n",
      "Stemmed Tokens: ['japan', 'share', 'fall', 'low', 'oil', 'worri', 'tokyo', 'reuter', 'japan', 'nikkei', 'share', 'averag', 'fell', 'percent', 'sixweek', 'close', 'low', 'tuesday', 'mark', 'eightday', 'lose', 'streak', 'oil', 'price', 'top', 'barrel', 'fan', 'concern', 'busi', 'outlook', 'japanes', 'compani']\n",
      "Final Preprocessed Text: japan share fall low oil worri tokyo reuter japan nikkei share averag fell percent sixweek close low tuesday mark eightday lose streak oil price top barrel fan concern busi outlook japanes compani\n",
      "\n",
      "Original Text: Sign off, then sign in  G. Michael Caggiano Jr. lies awake at night thinking about bank signs. He ponders them during breakfast, while brushing his teeth, and  quot;constantly quot; during the day, he says.\n",
      "Lowercased Text: sign off, then sign in  g. michael caggiano jr. lies awake at night thinking about bank signs. he ponders them during breakfast, while brushing his teeth, and  quot;constantly quot; during the day, he says.\n",
      "Removed URLs: sign off, then sign in  g. michael caggiano jr. lies awake at night thinking about bank signs. he ponders them during breakfast, while brushing his teeth, and  quot;constantly quot; during the day, he says.\n",
      "Removed HTML Tags: sign off, then sign in  g. michael caggiano jr. lies awake at night thinking about bank signs. he ponders them during breakfast, while brushing his teeth, and  quot;constantly quot; during the day, he says.\n",
      "Removed Special Characters: sign off then sign in  g michael caggiano jr lies awake at night thinking about bank signs he ponders them during breakfast while brushing his teeth and  quotconstantly quot during the day he says\n",
      "Tokens: ['sign', 'off', 'then', 'sign', 'in', 'g', 'michael', 'caggiano', 'jr', 'lies', 'awake', 'at', 'night', 'thinking', 'about', 'bank', 'signs', 'he', 'ponders', 'them', 'during', 'breakfast', 'while', 'brushing', 'his', 'teeth', 'and', 'quotconstantly', 'quot', 'during', 'the', 'day', 'he', 'says']\n",
      "Removed Stopwords: ['sign', 'sign', 'g', 'michael', 'caggiano', 'jr', 'lies', 'awake', 'night', 'thinking', 'bank', 'signs', 'ponders', 'breakfast', 'brushing', 'teeth', 'quotconstantly', 'quot', 'day', 'says']\n",
      "Stemmed Tokens: ['sign', 'sign', 'g', 'michael', 'caggiano', 'jr', 'lie', 'awak', 'night', 'think', 'bank', 'sign', 'ponder', 'breakfast', 'brush', 'teeth', 'quotconstantli', 'quot', 'day', 'say']\n",
      "Final Preprocessed Text: sign sign g michael caggiano jr lie awak night think bank sign ponder breakfast brush teeth quotconstantli quot day say\n",
      "\n",
      "Original Text: Defence contractors chase \\$23bn deal EUROPES biggest defence contractors will have the chance to bid for a \\$23 billion (12 billion) air refuelling contract for the US Air Force that has been withdrawn from Boeing.\n",
      "Lowercased Text: defence contractors chase \\$23bn deal europes biggest defence contractors will have the chance to bid for a \\$23 billion (12 billion) air refuelling contract for the us air force that has been withdrawn from boeing.\n",
      "Removed URLs: defence contractors chase \\$23bn deal europes biggest defence contractors will have the chance to bid for a \\$23 billion (12 billion) air refuelling contract for the us air force that has been withdrawn from boeing.\n",
      "Removed HTML Tags: defence contractors chase \\$23bn deal europes biggest defence contractors will have the chance to bid for a \\$23 billion (12 billion) air refuelling contract for the us air force that has been withdrawn from boeing.\n",
      "Removed Special Characters: defence contractors chase bn deal europes biggest defence contractors will have the chance to bid for a  billion  billion air refuelling contract for the us air force that has been withdrawn from boeing\n",
      "Tokens: ['defence', 'contractors', 'chase', 'bn', 'deal', 'europes', 'biggest', 'defence', 'contractors', 'will', 'have', 'the', 'chance', 'to', 'bid', 'for', 'a', 'billion', 'billion', 'air', 'refuelling', 'contract', 'for', 'the', 'us', 'air', 'force', 'that', 'has', 'been', 'withdrawn', 'from', 'boeing']\n",
      "Removed Stopwords: ['defence', 'contractors', 'chase', 'bn', 'deal', 'europes', 'biggest', 'defence', 'contractors', 'chance', 'bid', 'billion', 'billion', 'air', 'refuelling', 'contract', 'us', 'air', 'force', 'withdrawn', 'boeing']\n",
      "Stemmed Tokens: ['defenc', 'contractor', 'chase', 'bn', 'deal', 'europ', 'biggest', 'defenc', 'contractor', 'chanc', 'bid', 'billion', 'billion', 'air', 'refuel', 'contract', 'us', 'air', 'forc', 'withdrawn', 'boe']\n",
      "Final Preprocessed Text: defenc contractor chase bn deal europ biggest defenc contractor chanc bid billion billion air refuel contract us air forc withdrawn boe\n",
      "\n",
      "Original Text: Agilent Guides Sharply Lower Agilent #39;s (A:NYSE - news - research) fiscal fourth quarter came up light, and the company slashed first-quarter guidance. Blaming a weak chip business, the Palo Alto, Calif.\n",
      "Lowercased Text: agilent guides sharply lower agilent #39;s (a:nyse - news - research) fiscal fourth quarter came up light, and the company slashed first-quarter guidance. blaming a weak chip business, the palo alto, calif.\n",
      "Removed URLs: agilent guides sharply lower agilent #39;s (a:nyse - news - research) fiscal fourth quarter came up light, and the company slashed first-quarter guidance. blaming a weak chip business, the palo alto, calif.\n",
      "Removed HTML Tags: agilent guides sharply lower agilent #39;s (a:nyse - news - research) fiscal fourth quarter came up light, and the company slashed first-quarter guidance. blaming a weak chip business, the palo alto, calif.\n",
      "Removed Special Characters: agilent guides sharply lower agilent s anyse  news  research fiscal fourth quarter came up light and the company slashed firstquarter guidance blaming a weak chip business the palo alto calif\n",
      "Tokens: ['agilent', 'guides', 'sharply', 'lower', 'agilent', 's', 'anyse', 'news', 'research', 'fiscal', 'fourth', 'quarter', 'came', 'up', 'light', 'and', 'the', 'company', 'slashed', 'firstquarter', 'guidance', 'blaming', 'a', 'weak', 'chip', 'business', 'the', 'palo', 'alto', 'calif']\n",
      "Removed Stopwords: ['agilent', 'guides', 'sharply', 'lower', 'agilent', 'anyse', 'news', 'research', 'fiscal', 'fourth', 'quarter', 'came', 'light', 'company', 'slashed', 'firstquarter', 'guidance', 'blaming', 'weak', 'chip', 'business', 'palo', 'alto', 'calif']\n",
      "Stemmed Tokens: ['agil', 'guid', 'sharpli', 'lower', 'agil', 'anys', 'news', 'research', 'fiscal', 'fourth', 'quarter', 'came', 'light', 'compani', 'slash', 'firstquart', 'guidanc', 'blame', 'weak', 'chip', 'busi', 'palo', 'alto', 'calif']\n",
      "Final Preprocessed Text: agil guid sharpli lower agil anys news research fiscal fourth quarter came light compani slash firstquart guidanc blame weak chip busi palo alto calif\n",
      "\n",
      "Original Text: Ask Jeeves retools search engine in bid to catch Google, Yahoo SAN FRANCISCO -- Hoping to emerge from the shadow of its more popular rivals, Ask Jeeves Inc. is adding new tools for visitors to save and organize links to Web pages they find through the company's online search engine.\n",
      "Lowercased Text: ask jeeves retools search engine in bid to catch google, yahoo san francisco -- hoping to emerge from the shadow of its more popular rivals, ask jeeves inc. is adding new tools for visitors to save and organize links to web pages they find through the company's online search engine.\n",
      "Removed URLs: ask jeeves retools search engine in bid to catch google, yahoo san francisco -- hoping to emerge from the shadow of its more popular rivals, ask jeeves inc. is adding new tools for visitors to save and organize links to web pages they find through the company's online search engine.\n",
      "Removed HTML Tags: ask jeeves retools search engine in bid to catch google, yahoo san francisco -- hoping to emerge from the shadow of its more popular rivals, ask jeeves inc. is adding new tools for visitors to save and organize links to web pages they find through the company's online search engine.\n",
      "Removed Special Characters: ask jeeves retools search engine in bid to catch google yahoo san francisco  hoping to emerge from the shadow of its more popular rivals ask jeeves inc is adding new tools for visitors to save and organize links to web pages they find through the companys online search engine\n",
      "Tokens: ['ask', 'jeeves', 'retools', 'search', 'engine', 'in', 'bid', 'to', 'catch', 'google', 'yahoo', 'san', 'francisco', 'hoping', 'to', 'emerge', 'from', 'the', 'shadow', 'of', 'its', 'more', 'popular', 'rivals', 'ask', 'jeeves', 'inc', 'is', 'adding', 'new', 'tools', 'for', 'visitors', 'to', 'save', 'and', 'organize', 'links', 'to', 'web', 'pages', 'they', 'find', 'through', 'the', 'companys', 'online', 'search', 'engine']\n",
      "Removed Stopwords: ['ask', 'jeeves', 'retools', 'search', 'engine', 'bid', 'catch', 'google', 'yahoo', 'san', 'francisco', 'hoping', 'emerge', 'shadow', 'popular', 'rivals', 'ask', 'jeeves', 'inc', 'adding', 'new', 'tools', 'visitors', 'save', 'organize', 'links', 'web', 'pages', 'find', 'companys', 'online', 'search', 'engine']\n",
      "Stemmed Tokens: ['ask', 'jeev', 'retool', 'search', 'engin', 'bid', 'catch', 'googl', 'yahoo', 'san', 'francisco', 'hope', 'emerg', 'shadow', 'popular', 'rival', 'ask', 'jeev', 'inc', 'ad', 'new', 'tool', 'visitor', 'save', 'organ', 'link', 'web', 'page', 'find', 'compani', 'onlin', 'search', 'engin']\n",
      "Final Preprocessed Text: ask jeev retool search engin bid catch googl yahoo san francisco hope emerg shadow popular rival ask jeev inc ad new tool visitor save organ link web page find compani onlin search engin\n",
      "\n",
      "Original Text: Oracle chairman says can close gap with SAP - report Oracle Corp can close the gap with SAP, the world #39;s biggest software company, after buying US rival PeopleSoft, Oracle #39;s Chairman Jeff Henley said in an interview published on Wednesday.\n",
      "Lowercased Text: oracle chairman says can close gap with sap - report oracle corp can close the gap with sap, the world #39;s biggest software company, after buying us rival peoplesoft, oracle #39;s chairman jeff henley said in an interview published on wednesday.\n",
      "Removed URLs: oracle chairman says can close gap with sap - report oracle corp can close the gap with sap, the world #39;s biggest software company, after buying us rival peoplesoft, oracle #39;s chairman jeff henley said in an interview published on wednesday.\n",
      "Removed HTML Tags: oracle chairman says can close gap with sap - report oracle corp can close the gap with sap, the world #39;s biggest software company, after buying us rival peoplesoft, oracle #39;s chairman jeff henley said in an interview published on wednesday.\n",
      "Removed Special Characters: oracle chairman says can close gap with sap  report oracle corp can close the gap with sap the world s biggest software company after buying us rival peoplesoft oracle s chairman jeff henley said in an interview published on wednesday\n",
      "Tokens: ['oracle', 'chairman', 'says', 'can', 'close', 'gap', 'with', 'sap', 'report', 'oracle', 'corp', 'can', 'close', 'the', 'gap', 'with', 'sap', 'the', 'world', 's', 'biggest', 'software', 'company', 'after', 'buying', 'us', 'rival', 'peoplesoft', 'oracle', 's', 'chairman', 'jeff', 'henley', 'said', 'in', 'an', 'interview', 'published', 'on', 'wednesday']\n",
      "Removed Stopwords: ['oracle', 'chairman', 'says', 'close', 'gap', 'sap', 'report', 'oracle', 'corp', 'close', 'gap', 'sap', 'world', 'biggest', 'software', 'company', 'buying', 'us', 'rival', 'peoplesoft', 'oracle', 'chairman', 'jeff', 'henley', 'said', 'interview', 'published', 'wednesday']\n",
      "Stemmed Tokens: ['oracl', 'chairman', 'say', 'close', 'gap', 'sap', 'report', 'oracl', 'corp', 'close', 'gap', 'sap', 'world', 'biggest', 'softwar', 'compani', 'buy', 'us', 'rival', 'peoplesoft', 'oracl', 'chairman', 'jeff', 'henley', 'said', 'interview', 'publish', 'wednesday']\n",
      "Final Preprocessed Text: oracl chairman say close gap sap report oracl corp close gap sap world biggest softwar compani buy us rival peoplesoft oracl chairman jeff henley said interview publish wednesday\n",
      "\n",
      "Original Text: Circuit City Cautious on Outlook Circuit City Stores Inc. (CC.N: Quote, Profile, Research) on Friday posted a narrower quarterly loss from continuing operations but said its outlook was cautious for the \n",
      "Lowercased Text: circuit city cautious on outlook circuit city stores inc. (cc.n: quote, profile, research) on friday posted a narrower quarterly loss from continuing operations but said its outlook was cautious for the \n",
      "Removed URLs: circuit city cautious on outlook circuit city stores inc. (cc.n: quote, profile, research) on friday posted a narrower quarterly loss from continuing operations but said its outlook was cautious for the \n",
      "Removed HTML Tags: circuit city cautious on outlook circuit city stores inc. (cc.n: quote, profile, research) on friday posted a narrower quarterly loss from continuing operations but said its outlook was cautious for the \n",
      "Removed Special Characters: circuit city cautious on outlook circuit city stores inc ccn quote profile research on friday posted a narrower quarterly loss from continuing operations but said its outlook was cautious for the \n",
      "Tokens: ['circuit', 'city', 'cautious', 'on', 'outlook', 'circuit', 'city', 'stores', 'inc', 'ccn', 'quote', 'profile', 'research', 'on', 'friday', 'posted', 'a', 'narrower', 'quarterly', 'loss', 'from', 'continuing', 'operations', 'but', 'said', 'its', 'outlook', 'was', 'cautious', 'for', 'the']\n",
      "Removed Stopwords: ['circuit', 'city', 'cautious', 'outlook', 'circuit', 'city', 'stores', 'inc', 'ccn', 'quote', 'profile', 'research', 'friday', 'posted', 'narrower', 'quarterly', 'loss', 'continuing', 'operations', 'said', 'outlook', 'cautious']\n",
      "Stemmed Tokens: ['circuit', 'citi', 'cautiou', 'outlook', 'circuit', 'citi', 'store', 'inc', 'ccn', 'quot', 'profil', 'research', 'friday', 'post', 'narrow', 'quarterli', 'loss', 'continu', 'oper', 'said', 'outlook', 'cautiou']\n",
      "Final Preprocessed Text: circuit citi cautiou outlook circuit citi store inc ccn quot profil research friday post narrow quarterli loss continu oper said outlook cautiou\n",
      "\n",
      "Original Text: Johnson  amp; Johnson Facing Single-Digit Growth Credit Suisse First Boston said it was  quot;still cautious quot; regarding Johnson  amp; Johnson (nyse: JNJ - news - people ) after the company reported quarterly results above Wall Street estimates.\n",
      "Lowercased Text: johnson  amp; johnson facing single-digit growth credit suisse first boston said it was  quot;still cautious quot; regarding johnson  amp; johnson (nyse: jnj - news - people ) after the company reported quarterly results above wall street estimates.\n",
      "Removed URLs: johnson  amp; johnson facing single-digit growth credit suisse first boston said it was  quot;still cautious quot; regarding johnson  amp; johnson (nyse: jnj - news - people ) after the company reported quarterly results above wall street estimates.\n",
      "Removed HTML Tags: johnson  amp; johnson facing single-digit growth credit suisse first boston said it was  quot;still cautious quot; regarding johnson  amp; johnson (nyse: jnj - news - people ) after the company reported quarterly results above wall street estimates.\n",
      "Removed Special Characters: johnson  amp johnson facing singledigit growth credit suisse first boston said it was  quotstill cautious quot regarding johnson  amp johnson nyse jnj  news  people  after the company reported quarterly results above wall street estimates\n",
      "Tokens: ['johnson', 'amp', 'johnson', 'facing', 'singledigit', 'growth', 'credit', 'suisse', 'first', 'boston', 'said', 'it', 'was', 'quotstill', 'cautious', 'quot', 'regarding', 'johnson', 'amp', 'johnson', 'nyse', 'jnj', 'news', 'people', 'after', 'the', 'company', 'reported', 'quarterly', 'results', 'above', 'wall', 'street', 'estimates']\n",
      "Removed Stopwords: ['johnson', 'amp', 'johnson', 'facing', 'singledigit', 'growth', 'credit', 'suisse', 'first', 'boston', 'said', 'quotstill', 'cautious', 'quot', 'regarding', 'johnson', 'amp', 'johnson', 'nyse', 'jnj', 'news', 'people', 'company', 'reported', 'quarterly', 'results', 'wall', 'street', 'estimates']\n",
      "Stemmed Tokens: ['johnson', 'amp', 'johnson', 'face', 'singledigit', 'growth', 'credit', 'suiss', 'first', 'boston', 'said', 'quotstil', 'cautiou', 'quot', 'regard', 'johnson', 'amp', 'johnson', 'nyse', 'jnj', 'news', 'peopl', 'compani', 'report', 'quarterli', 'result', 'wall', 'street', 'estim']\n",
      "Final Preprocessed Text: johnson amp johnson face singledigit growth credit suiss first boston said quotstil cautiou quot regard johnson amp johnson nyse jnj news peopl compani report quarterli result wall street estim\n",
      "\n",
      "Original Text: Pfizer to settle asbestos claims NEW YORK (DowJonesAP) - Pfizer (PFE) said Friday it has agreed to pay \\$430 million to settle all lawsuits against it alleging injury from insulation products made by a subsidiary.\n",
      "Lowercased Text: pfizer to settle asbestos claims new york (dowjonesap) - pfizer (pfe) said friday it has agreed to pay \\$430 million to settle all lawsuits against it alleging injury from insulation products made by a subsidiary.\n",
      "Removed URLs: pfizer to settle asbestos claims new york (dowjonesap) - pfizer (pfe) said friday it has agreed to pay \\$430 million to settle all lawsuits against it alleging injury from insulation products made by a subsidiary.\n",
      "Removed HTML Tags: pfizer to settle asbestos claims new york (dowjonesap) - pfizer (pfe) said friday it has agreed to pay \\$430 million to settle all lawsuits against it alleging injury from insulation products made by a subsidiary.\n",
      "Removed Special Characters: pfizer to settle asbestos claims new york dowjonesap  pfizer pfe said friday it has agreed to pay  million to settle all lawsuits against it alleging injury from insulation products made by a subsidiary\n",
      "Tokens: ['pfizer', 'to', 'settle', 'asbestos', 'claims', 'new', 'york', 'dowjonesap', 'pfizer', 'pfe', 'said', 'friday', 'it', 'has', 'agreed', 'to', 'pay', 'million', 'to', 'settle', 'all', 'lawsuits', 'against', 'it', 'alleging', 'injury', 'from', 'insulation', 'products', 'made', 'by', 'a', 'subsidiary']\n",
      "Removed Stopwords: ['pfizer', 'settle', 'asbestos', 'claims', 'new', 'york', 'dowjonesap', 'pfizer', 'pfe', 'said', 'friday', 'agreed', 'pay', 'million', 'settle', 'lawsuits', 'alleging', 'injury', 'insulation', 'products', 'made', 'subsidiary']\n",
      "Stemmed Tokens: ['pfizer', 'settl', 'asbesto', 'claim', 'new', 'york', 'dowjonesap', 'pfizer', 'pfe', 'said', 'friday', 'agre', 'pay', 'million', 'settl', 'lawsuit', 'alleg', 'injuri', 'insul', 'product', 'made', 'subsidiari']\n",
      "Final Preprocessed Text: pfizer settl asbesto claim new york dowjonesap pfizer pfe said friday agre pay million settl lawsuit alleg injuri insul product made subsidiari\n",
      "\n",
      "Original Text: Philippines GDP grows 6.3 on strong exports The Philippine economy continued to grow robustly in the third quarter despite rising consumer prices, with the gross domestic product expanding by 6.3 per cent from a year ago \n",
      "Lowercased Text: philippines gdp grows 6.3 on strong exports the philippine economy continued to grow robustly in the third quarter despite rising consumer prices, with the gross domestic product expanding by 6.3 per cent from a year ago \n",
      "Removed URLs: philippines gdp grows 6.3 on strong exports the philippine economy continued to grow robustly in the third quarter despite rising consumer prices, with the gross domestic product expanding by 6.3 per cent from a year ago \n",
      "Removed HTML Tags: philippines gdp grows 6.3 on strong exports the philippine economy continued to grow robustly in the third quarter despite rising consumer prices, with the gross domestic product expanding by 6.3 per cent from a year ago \n",
      "Removed Special Characters: philippines gdp grows  on strong exports the philippine economy continued to grow robustly in the third quarter despite rising consumer prices with the gross domestic product expanding by  per cent from a year ago \n",
      "Tokens: ['philippines', 'gdp', 'grows', 'on', 'strong', 'exports', 'the', 'philippine', 'economy', 'continued', 'to', 'grow', 'robustly', 'in', 'the', 'third', 'quarter', 'despite', 'rising', 'consumer', 'prices', 'with', 'the', 'gross', 'domestic', 'product', 'expanding', 'by', 'per', 'cent', 'from', 'a', 'year', 'ago']\n",
      "Removed Stopwords: ['philippines', 'gdp', 'grows', 'strong', 'exports', 'philippine', 'economy', 'continued', 'grow', 'robustly', 'third', 'quarter', 'despite', 'rising', 'consumer', 'prices', 'gross', 'domestic', 'product', 'expanding', 'per', 'cent', 'year', 'ago']\n",
      "Stemmed Tokens: ['philippin', 'gdp', 'grow', 'strong', 'export', 'philippin', 'economi', 'continu', 'grow', 'robustli', 'third', 'quarter', 'despit', 'rise', 'consum', 'price', 'gross', 'domest', 'product', 'expand', 'per', 'cent', 'year', 'ago']\n",
      "Final Preprocessed Text: philippin gdp grow strong export philippin economi continu grow robustli third quarter despit rise consum price gross domest product expand per cent year ago\n",
      "\n",
      "Original Text: Advanced Micro Devices meets reduced forecast for third quarter SAN FRANCISCO - Advanced Micro Devices Inc. reported a third-quarter profit from a loss a year-earlier on today, but sales fell from the second quarter in line with the chip maker #39;s recently reduced outlook.\n",
      "Lowercased Text: advanced micro devices meets reduced forecast for third quarter san francisco - advanced micro devices inc. reported a third-quarter profit from a loss a year-earlier on today, but sales fell from the second quarter in line with the chip maker #39;s recently reduced outlook.\n",
      "Removed URLs: advanced micro devices meets reduced forecast for third quarter san francisco - advanced micro devices inc. reported a third-quarter profit from a loss a year-earlier on today, but sales fell from the second quarter in line with the chip maker #39;s recently reduced outlook.\n",
      "Removed HTML Tags: advanced micro devices meets reduced forecast for third quarter san francisco - advanced micro devices inc. reported a third-quarter profit from a loss a year-earlier on today, but sales fell from the second quarter in line with the chip maker #39;s recently reduced outlook.\n",
      "Removed Special Characters: advanced micro devices meets reduced forecast for third quarter san francisco  advanced micro devices inc reported a thirdquarter profit from a loss a yearearlier on today but sales fell from the second quarter in line with the chip maker s recently reduced outlook\n",
      "Tokens: ['advanced', 'micro', 'devices', 'meets', 'reduced', 'forecast', 'for', 'third', 'quarter', 'san', 'francisco', 'advanced', 'micro', 'devices', 'inc', 'reported', 'a', 'thirdquarter', 'profit', 'from', 'a', 'loss', 'a', 'yearearlier', 'on', 'today', 'but', 'sales', 'fell', 'from', 'the', 'second', 'quarter', 'in', 'line', 'with', 'the', 'chip', 'maker', 's', 'recently', 'reduced', 'outlook']\n",
      "Removed Stopwords: ['advanced', 'micro', 'devices', 'meets', 'reduced', 'forecast', 'third', 'quarter', 'san', 'francisco', 'advanced', 'micro', 'devices', 'inc', 'reported', 'thirdquarter', 'profit', 'loss', 'yearearlier', 'today', 'sales', 'fell', 'second', 'quarter', 'line', 'chip', 'maker', 'recently', 'reduced', 'outlook']\n",
      "Stemmed Tokens: ['advanc', 'micro', 'devic', 'meet', 'reduc', 'forecast', 'third', 'quarter', 'san', 'francisco', 'advanc', 'micro', 'devic', 'inc', 'report', 'thirdquart', 'profit', 'loss', 'yearearli', 'today', 'sale', 'fell', 'second', 'quarter', 'line', 'chip', 'maker', 'recent', 'reduc', 'outlook']\n",
      "Final Preprocessed Text: advanc micro devic meet reduc forecast third quarter san francisco advanc micro devic inc report thirdquart profit loss yearearli today sale fell second quarter line chip maker recent reduc outlook\n",
      "\n",
      "Original Text: Wineries look to high court for change in shipping rules A customer asked vintner Leon Santoro this week if he could ship a case of wine to the customer #39;s home in New York. Not legally, replied Santoro, general manager of Orfila Vineyards  amp; Winery in Escondido.\n",
      "Lowercased Text: wineries look to high court for change in shipping rules a customer asked vintner leon santoro this week if he could ship a case of wine to the customer #39;s home in new york. not legally, replied santoro, general manager of orfila vineyards  amp; winery in escondido.\n",
      "Removed URLs: wineries look to high court for change in shipping rules a customer asked vintner leon santoro this week if he could ship a case of wine to the customer #39;s home in new york. not legally, replied santoro, general manager of orfila vineyards  amp; winery in escondido.\n",
      "Removed HTML Tags: wineries look to high court for change in shipping rules a customer asked vintner leon santoro this week if he could ship a case of wine to the customer #39;s home in new york. not legally, replied santoro, general manager of orfila vineyards  amp; winery in escondido.\n",
      "Removed Special Characters: wineries look to high court for change in shipping rules a customer asked vintner leon santoro this week if he could ship a case of wine to the customer s home in new york not legally replied santoro general manager of orfila vineyards  amp winery in escondido\n",
      "Tokens: ['wineries', 'look', 'to', 'high', 'court', 'for', 'change', 'in', 'shipping', 'rules', 'a', 'customer', 'asked', 'vintner', 'leon', 'santoro', 'this', 'week', 'if', 'he', 'could', 'ship', 'a', 'case', 'of', 'wine', 'to', 'the', 'customer', 's', 'home', 'in', 'new', 'york', 'not', 'legally', 'replied', 'santoro', 'general', 'manager', 'of', 'orfila', 'vineyards', 'amp', 'winery', 'in', 'escondido']\n",
      "Removed Stopwords: ['wineries', 'look', 'high', 'court', 'change', 'shipping', 'rules', 'customer', 'asked', 'vintner', 'leon', 'santoro', 'week', 'could', 'ship', 'case', 'wine', 'customer', 'home', 'new', 'york', 'legally', 'replied', 'santoro', 'general', 'manager', 'orfila', 'vineyards', 'amp', 'winery', 'escondido']\n",
      "Stemmed Tokens: ['wineri', 'look', 'high', 'court', 'chang', 'ship', 'rule', 'custom', 'ask', 'vintner', 'leon', 'santoro', 'week', 'could', 'ship', 'case', 'wine', 'custom', 'home', 'new', 'york', 'legal', 'repli', 'santoro', 'gener', 'manag', 'orfila', 'vineyard', 'amp', 'wineri', 'escondido']\n",
      "Final Preprocessed Text: wineri look high court chang ship rule custom ask vintner leon santoro week could ship case wine custom home new york legal repli santoro gener manag orfila vineyard amp wineri escondido\n",
      "\n",
      "Original Text: Wall Street Set for a Flat Start (Reuters) Reuters - Wall Street was set for a flat start on\\Tuesday as investors braced themselves for a slew of data, with\\a steadier dollar helping to offset the impact of firmer crude\\oil prices.\n",
      "Lowercased Text: wall street set for a flat start (reuters) reuters - wall street was set for a flat start on\\tuesday as investors braced themselves for a slew of data, with\\a steadier dollar helping to offset the impact of firmer crude\\oil prices.\n",
      "Removed URLs: wall street set for a flat start (reuters) reuters - wall street was set for a flat start on\\tuesday as investors braced themselves for a slew of data, with\\a steadier dollar helping to offset the impact of firmer crude\\oil prices.\n",
      "Removed HTML Tags: wall street set for a flat start (reuters) reuters - wall street was set for a flat start on\\tuesday as investors braced themselves for a slew of data, with\\a steadier dollar helping to offset the impact of firmer crude\\oil prices.\n",
      "Removed Special Characters: wall street set for a flat start reuters reuters  wall street was set for a flat start ontuesday as investors braced themselves for a slew of data witha steadier dollar helping to offset the impact of firmer crudeoil prices\n",
      "Tokens: ['wall', 'street', 'set', 'for', 'a', 'flat', 'start', 'reuters', 'reuters', 'wall', 'street', 'was', 'set', 'for', 'a', 'flat', 'start', 'ontuesday', 'as', 'investors', 'braced', 'themselves', 'for', 'a', 'slew', 'of', 'data', 'witha', 'steadier', 'dollar', 'helping', 'to', 'offset', 'the', 'impact', 'of', 'firmer', 'crudeoil', 'prices']\n",
      "Removed Stopwords: ['wall', 'street', 'set', 'flat', 'start', 'reuters', 'reuters', 'wall', 'street', 'set', 'flat', 'start', 'ontuesday', 'investors', 'braced', 'slew', 'data', 'witha', 'steadier', 'dollar', 'helping', 'offset', 'impact', 'firmer', 'crudeoil', 'prices']\n",
      "Stemmed Tokens: ['wall', 'street', 'set', 'flat', 'start', 'reuter', 'reuter', 'wall', 'street', 'set', 'flat', 'start', 'ontuesday', 'investor', 'brace', 'slew', 'data', 'witha', 'steadier', 'dollar', 'help', 'offset', 'impact', 'firmer', 'crudeoil', 'price']\n",
      "Final Preprocessed Text: wall street set flat start reuter reuter wall street set flat start ontuesday investor brace slew data witha steadier dollar help offset impact firmer crudeoil price\n",
      "\n",
      "Original Text: European Stocks Open Flat, Havas Falls (Reuters) Reuters - European shares opened steady on\\Thursday, with French advertising group Havas falling after\\news of a capital increase along with its first-half results\\but Richemont rallied after reporting strong luxury goods\\sales.\n",
      "Lowercased Text: european stocks open flat, havas falls (reuters) reuters - european shares opened steady on\\thursday, with french advertising group havas falling after\\news of a capital increase along with its first-half results\\but richemont rallied after reporting strong luxury goods\\sales.\n",
      "Removed URLs: european stocks open flat, havas falls (reuters) reuters - european shares opened steady on\\thursday, with french advertising group havas falling after\\news of a capital increase along with its first-half results\\but richemont rallied after reporting strong luxury goods\\sales.\n",
      "Removed HTML Tags: european stocks open flat, havas falls (reuters) reuters - european shares opened steady on\\thursday, with french advertising group havas falling after\\news of a capital increase along with its first-half results\\but richemont rallied after reporting strong luxury goods\\sales.\n",
      "Removed Special Characters: european stocks open flat havas falls reuters reuters  european shares opened steady onthursday with french advertising group havas falling afternews of a capital increase along with its firsthalf resultsbut richemont rallied after reporting strong luxury goodssales\n",
      "Tokens: ['european', 'stocks', 'open', 'flat', 'havas', 'falls', 'reuters', 'reuters', 'european', 'shares', 'opened', 'steady', 'onthursday', 'with', 'french', 'advertising', 'group', 'havas', 'falling', 'afternews', 'of', 'a', 'capital', 'increase', 'along', 'with', 'its', 'firsthalf', 'resultsbut', 'richemont', 'rallied', 'after', 'reporting', 'strong', 'luxury', 'goodssales']\n",
      "Removed Stopwords: ['european', 'stocks', 'open', 'flat', 'havas', 'falls', 'reuters', 'reuters', 'european', 'shares', 'opened', 'steady', 'onthursday', 'french', 'advertising', 'group', 'havas', 'falling', 'afternews', 'capital', 'increase', 'along', 'firsthalf', 'resultsbut', 'richemont', 'rallied', 'reporting', 'strong', 'luxury', 'goodssales']\n",
      "Stemmed Tokens: ['european', 'stock', 'open', 'flat', 'hava', 'fall', 'reuter', 'reuter', 'european', 'share', 'open', 'steadi', 'onthursday', 'french', 'advertis', 'group', 'hava', 'fall', 'afternew', 'capit', 'increas', 'along', 'firsthalf', 'resultsbut', 'richemont', 'ralli', 'report', 'strong', 'luxuri', 'goodssal']\n",
      "Final Preprocessed Text: european stock open flat hava fall reuter reuter european share open steadi onthursday french advertis group hava fall afternew capit increas along firsthalf resultsbut richemont ralli report strong luxuri goodssal\n",
      "\n",
      "Original Text: Jury Orders Medtronic to Pay \\$109 Mln to Inventor A jury in federal court in Tennessee has ordered Medtronic Inc. to pay at least \\$109 million to an inventor in a dispute over rights to spinal fusion technology.\n",
      "Lowercased Text: jury orders medtronic to pay \\$109 mln to inventor a jury in federal court in tennessee has ordered medtronic inc. to pay at least \\$109 million to an inventor in a dispute over rights to spinal fusion technology.\n",
      "Removed URLs: jury orders medtronic to pay \\$109 mln to inventor a jury in federal court in tennessee has ordered medtronic inc. to pay at least \\$109 million to an inventor in a dispute over rights to spinal fusion technology.\n",
      "Removed HTML Tags: jury orders medtronic to pay \\$109 mln to inventor a jury in federal court in tennessee has ordered medtronic inc. to pay at least \\$109 million to an inventor in a dispute over rights to spinal fusion technology.\n",
      "Removed Special Characters: jury orders medtronic to pay  mln to inventor a jury in federal court in tennessee has ordered medtronic inc to pay at least  million to an inventor in a dispute over rights to spinal fusion technology\n",
      "Tokens: ['jury', 'orders', 'medtronic', 'to', 'pay', 'mln', 'to', 'inventor', 'a', 'jury', 'in', 'federal', 'court', 'in', 'tennessee', 'has', 'ordered', 'medtronic', 'inc', 'to', 'pay', 'at', 'least', 'million', 'to', 'an', 'inventor', 'in', 'a', 'dispute', 'over', 'rights', 'to', 'spinal', 'fusion', 'technology']\n",
      "Removed Stopwords: ['jury', 'orders', 'medtronic', 'pay', 'mln', 'inventor', 'jury', 'federal', 'court', 'tennessee', 'ordered', 'medtronic', 'inc', 'pay', 'least', 'million', 'inventor', 'dispute', 'rights', 'spinal', 'fusion', 'technology']\n",
      "Stemmed Tokens: ['juri', 'order', 'medtron', 'pay', 'mln', 'inventor', 'juri', 'feder', 'court', 'tennesse', 'order', 'medtron', 'inc', 'pay', 'least', 'million', 'inventor', 'disput', 'right', 'spinal', 'fusion', 'technolog']\n",
      "Final Preprocessed Text: juri order medtron pay mln inventor juri feder court tennesse order medtron inc pay least million inventor disput right spinal fusion technolog\n",
      "\n",
      "Original Text: Walgreen 4th-Qtr Net Rises 18 Percent on Drug Sales (Update1) Walgreen Co., the largest US drugstore chain, said fourth-quarter profit rose 18 percent, helped by sales of prescription drugs. Net income had its biggest gain in almost two years, climbing \n",
      "Lowercased Text: walgreen 4th-qtr net rises 18 percent on drug sales (update1) walgreen co., the largest us drugstore chain, said fourth-quarter profit rose 18 percent, helped by sales of prescription drugs. net income had its biggest gain in almost two years, climbing \n",
      "Removed URLs: walgreen 4th-qtr net rises 18 percent on drug sales (update1) walgreen co., the largest us drugstore chain, said fourth-quarter profit rose 18 percent, helped by sales of prescription drugs. net income had its biggest gain in almost two years, climbing \n",
      "Removed HTML Tags: walgreen 4th-qtr net rises 18 percent on drug sales (update1) walgreen co., the largest us drugstore chain, said fourth-quarter profit rose 18 percent, helped by sales of prescription drugs. net income had its biggest gain in almost two years, climbing \n",
      "Removed Special Characters: walgreen thqtr net rises  percent on drug sales update walgreen co the largest us drugstore chain said fourthquarter profit rose  percent helped by sales of prescription drugs net income had its biggest gain in almost two years climbing \n",
      "Tokens: ['walgreen', 'thqtr', 'net', 'rises', 'percent', 'on', 'drug', 'sales', 'update', 'walgreen', 'co', 'the', 'largest', 'us', 'drugstore', 'chain', 'said', 'fourthquarter', 'profit', 'rose', 'percent', 'helped', 'by', 'sales', 'of', 'prescription', 'drugs', 'net', 'income', 'had', 'its', 'biggest', 'gain', 'in', 'almost', 'two', 'years', 'climbing']\n",
      "Removed Stopwords: ['walgreen', 'thqtr', 'net', 'rises', 'percent', 'drug', 'sales', 'update', 'walgreen', 'co', 'largest', 'us', 'drugstore', 'chain', 'said', 'fourthquarter', 'profit', 'rose', 'percent', 'helped', 'sales', 'prescription', 'drugs', 'net', 'income', 'biggest', 'gain', 'almost', 'two', 'years', 'climbing']\n",
      "Stemmed Tokens: ['walgreen', 'thqtr', 'net', 'rise', 'percent', 'drug', 'sale', 'updat', 'walgreen', 'co', 'largest', 'us', 'drugstor', 'chain', 'said', 'fourthquart', 'profit', 'rose', 'percent', 'help', 'sale', 'prescript', 'drug', 'net', 'incom', 'biggest', 'gain', 'almost', 'two', 'year', 'climb']\n",
      "Final Preprocessed Text: walgreen thqtr net rise percent drug sale updat walgreen co largest us drugstor chain said fourthquart profit rose percent help sale prescript drug net incom biggest gain almost two year climb\n",
      "\n",
      "Original Text: Danger - falling dollars The sharp fall in the dollar on the foreign exchange markets - and the consequent rise in the value of the euro - may seem like problems that are of little direct concern to the UK, which never signed up to the euro in the first place.\n",
      "Lowercased Text: danger - falling dollars the sharp fall in the dollar on the foreign exchange markets - and the consequent rise in the value of the euro - may seem like problems that are of little direct concern to the uk, which never signed up to the euro in the first place.\n",
      "Removed URLs: danger - falling dollars the sharp fall in the dollar on the foreign exchange markets - and the consequent rise in the value of the euro - may seem like problems that are of little direct concern to the uk, which never signed up to the euro in the first place.\n",
      "Removed HTML Tags: danger - falling dollars the sharp fall in the dollar on the foreign exchange markets - and the consequent rise in the value of the euro - may seem like problems that are of little direct concern to the uk, which never signed up to the euro in the first place.\n",
      "Removed Special Characters: danger  falling dollars the sharp fall in the dollar on the foreign exchange markets  and the consequent rise in the value of the euro  may seem like problems that are of little direct concern to the uk which never signed up to the euro in the first place\n",
      "Tokens: ['danger', 'falling', 'dollars', 'the', 'sharp', 'fall', 'in', 'the', 'dollar', 'on', 'the', 'foreign', 'exchange', 'markets', 'and', 'the', 'consequent', 'rise', 'in', 'the', 'value', 'of', 'the', 'euro', 'may', 'seem', 'like', 'problems', 'that', 'are', 'of', 'little', 'direct', 'concern', 'to', 'the', 'uk', 'which', 'never', 'signed', 'up', 'to', 'the', 'euro', 'in', 'the', 'first', 'place']\n",
      "Removed Stopwords: ['danger', 'falling', 'dollars', 'sharp', 'fall', 'dollar', 'foreign', 'exchange', 'markets', 'consequent', 'rise', 'value', 'euro', 'may', 'seem', 'like', 'problems', 'little', 'direct', 'concern', 'uk', 'never', 'signed', 'euro', 'first', 'place']\n",
      "Stemmed Tokens: ['danger', 'fall', 'dollar', 'sharp', 'fall', 'dollar', 'foreign', 'exchang', 'market', 'consequ', 'rise', 'valu', 'euro', 'may', 'seem', 'like', 'problem', 'littl', 'direct', 'concern', 'uk', 'never', 'sign', 'euro', 'first', 'place']\n",
      "Final Preprocessed Text: danger fall dollar sharp fall dollar foreign exchang market consequ rise valu euro may seem like problem littl direct concern uk never sign euro first place\n",
      "\n",
      "Original Text: Crude oil prices soar on drop in US oil inventories Crude oil futures surged Wednesday as the US Energy Department reported US oil supplies fell more than expected. Crude oil for October delivery rose 1.68 dollars to 43.\n",
      "Lowercased Text: crude oil prices soar on drop in us oil inventories crude oil futures surged wednesday as the us energy department reported us oil supplies fell more than expected. crude oil for october delivery rose 1.68 dollars to 43.\n",
      "Removed URLs: crude oil prices soar on drop in us oil inventories crude oil futures surged wednesday as the us energy department reported us oil supplies fell more than expected. crude oil for october delivery rose 1.68 dollars to 43.\n",
      "Removed HTML Tags: crude oil prices soar on drop in us oil inventories crude oil futures surged wednesday as the us energy department reported us oil supplies fell more than expected. crude oil for october delivery rose 1.68 dollars to 43.\n",
      "Removed Special Characters: crude oil prices soar on drop in us oil inventories crude oil futures surged wednesday as the us energy department reported us oil supplies fell more than expected crude oil for october delivery rose  dollars to \n",
      "Tokens: ['crude', 'oil', 'prices', 'soar', 'on', 'drop', 'in', 'us', 'oil', 'inventories', 'crude', 'oil', 'futures', 'surged', 'wednesday', 'as', 'the', 'us', 'energy', 'department', 'reported', 'us', 'oil', 'supplies', 'fell', 'more', 'than', 'expected', 'crude', 'oil', 'for', 'october', 'delivery', 'rose', 'dollars', 'to']\n",
      "Removed Stopwords: ['crude', 'oil', 'prices', 'soar', 'drop', 'us', 'oil', 'inventories', 'crude', 'oil', 'futures', 'surged', 'wednesday', 'us', 'energy', 'department', 'reported', 'us', 'oil', 'supplies', 'fell', 'expected', 'crude', 'oil', 'october', 'delivery', 'rose', 'dollars']\n",
      "Stemmed Tokens: ['crude', 'oil', 'price', 'soar', 'drop', 'us', 'oil', 'inventori', 'crude', 'oil', 'futur', 'surg', 'wednesday', 'us', 'energi', 'depart', 'report', 'us', 'oil', 'suppli', 'fell', 'expect', 'crude', 'oil', 'octob', 'deliveri', 'rose', 'dollar']\n",
      "Final Preprocessed Text: crude oil price soar drop us oil inventori crude oil futur surg wednesday us energi depart report us oil suppli fell expect crude oil octob deliveri rose dollar\n",
      "\n",
      "Original Text: UPDATE: Air China Shares Up 8 On Hong Kong Debut HONG KONG (Dow Jones)--Air China Ltd. #39;s (0753.HK) stock gained 8 on its debut on the Hong Kong stock exchange Wednesday, and analysts said there is scope for slight further \n",
      "Lowercased Text: update: air china shares up 8 on hong kong debut hong kong (dow jones)--air china ltd. #39;s (0753.hk) stock gained 8 on its debut on the hong kong stock exchange wednesday, and analysts said there is scope for slight further \n",
      "Removed URLs: update: air china shares up 8 on hong kong debut hong kong (dow jones)--air china ltd. #39;s (0753.hk) stock gained 8 on its debut on the hong kong stock exchange wednesday, and analysts said there is scope for slight further \n",
      "Removed HTML Tags: update: air china shares up 8 on hong kong debut hong kong (dow jones)--air china ltd. #39;s (0753.hk) stock gained 8 on its debut on the hong kong stock exchange wednesday, and analysts said there is scope for slight further \n",
      "Removed Special Characters: update air china shares up  on hong kong debut hong kong dow jonesair china ltd s hk stock gained  on its debut on the hong kong stock exchange wednesday and analysts said there is scope for slight further \n",
      "Tokens: ['update', 'air', 'china', 'shares', 'up', 'on', 'hong', 'kong', 'debut', 'hong', 'kong', 'dow', 'jonesair', 'china', 'ltd', 's', 'hk', 'stock', 'gained', 'on', 'its', 'debut', 'on', 'the', 'hong', 'kong', 'stock', 'exchange', 'wednesday', 'and', 'analysts', 'said', 'there', 'is', 'scope', 'for', 'slight', 'further']\n",
      "Removed Stopwords: ['update', 'air', 'china', 'shares', 'hong', 'kong', 'debut', 'hong', 'kong', 'dow', 'jonesair', 'china', 'ltd', 'hk', 'stock', 'gained', 'debut', 'hong', 'kong', 'stock', 'exchange', 'wednesday', 'analysts', 'said', 'scope', 'slight']\n",
      "Stemmed Tokens: ['updat', 'air', 'china', 'share', 'hong', 'kong', 'debut', 'hong', 'kong', 'dow', 'jonesair', 'china', 'ltd', 'hk', 'stock', 'gain', 'debut', 'hong', 'kong', 'stock', 'exchang', 'wednesday', 'analyst', 'said', 'scope', 'slight']\n",
      "Final Preprocessed Text: updat air china share hong kong debut hong kong dow jonesair china ltd hk stock gain debut hong kong stock exchang wednesday analyst said scope slight\n",
      "\n",
      "Original Text: OPEC Eyes Caution, Supply Weighs on Price  VIENNA (Reuters) - OPEC may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Lowercased Text: opec eyes caution, supply weighs on price  vienna (reuters) - opec may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Removed URLs: opec eyes caution, supply weighs on price  vienna (reuters) - opec may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Removed HTML Tags: opec eyes caution, supply weighs on price  vienna (reuters) - opec may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Removed Special Characters: opec eyes caution supply weighs on price  vienna reuters  opec may resist calls to raise oil  output quotas much if at all when it meets this week for fear  of turning a decline from record prices into a rout\n",
      "Tokens: ['opec', 'eyes', 'caution', 'supply', 'weighs', 'on', 'price', 'vienna', 'reuters', 'opec', 'may', 'resist', 'calls', 'to', 'raise', 'oil', 'output', 'quotas', 'much', 'if', 'at', 'all', 'when', 'it', 'meets', 'this', 'week', 'for', 'fear', 'of', 'turning', 'a', 'decline', 'from', 'record', 'prices', 'into', 'a', 'rout']\n",
      "Removed Stopwords: ['opec', 'eyes', 'caution', 'supply', 'weighs', 'price', 'vienna', 'reuters', 'opec', 'may', 'resist', 'calls', 'raise', 'oil', 'output', 'quotas', 'much', 'meets', 'week', 'fear', 'turning', 'decline', 'record', 'prices', 'rout']\n",
      "Stemmed Tokens: ['opec', 'eye', 'caution', 'suppli', 'weigh', 'price', 'vienna', 'reuter', 'opec', 'may', 'resist', 'call', 'rais', 'oil', 'output', 'quota', 'much', 'meet', 'week', 'fear', 'turn', 'declin', 'record', 'price', 'rout']\n",
      "Final Preprocessed Text: opec eye caution suppli weigh price vienna reuter opec may resist call rais oil output quota much meet week fear turn declin record price rout\n",
      "\n",
      "Original Text: Time warner in \\$600m setttlement Time Warner is to announce today that it will pay between \\$500 and \\$600 million to settle federal investigations into irregularities at America Online, according to reports in the American press.\n",
      "Lowercased Text: time warner in \\$600m setttlement time warner is to announce today that it will pay between \\$500 and \\$600 million to settle federal investigations into irregularities at america online, according to reports in the american press.\n",
      "Removed URLs: time warner in \\$600m setttlement time warner is to announce today that it will pay between \\$500 and \\$600 million to settle federal investigations into irregularities at america online, according to reports in the american press.\n",
      "Removed HTML Tags: time warner in \\$600m setttlement time warner is to announce today that it will pay between \\$500 and \\$600 million to settle federal investigations into irregularities at america online, according to reports in the american press.\n",
      "Removed Special Characters: time warner in m setttlement time warner is to announce today that it will pay between  and  million to settle federal investigations into irregularities at america online according to reports in the american press\n",
      "Tokens: ['time', 'warner', 'in', 'm', 'setttlement', 'time', 'warner', 'is', 'to', 'announce', 'today', 'that', 'it', 'will', 'pay', 'between', 'and', 'million', 'to', 'settle', 'federal', 'investigations', 'into', 'irregularities', 'at', 'america', 'online', 'according', 'to', 'reports', 'in', 'the', 'american', 'press']\n",
      "Removed Stopwords: ['time', 'warner', 'setttlement', 'time', 'warner', 'announce', 'today', 'pay', 'million', 'settle', 'federal', 'investigations', 'irregularities', 'america', 'online', 'according', 'reports', 'american', 'press']\n",
      "Stemmed Tokens: ['time', 'warner', 'setttlement', 'time', 'warner', 'announc', 'today', 'pay', 'million', 'settl', 'feder', 'investig', 'irregular', 'america', 'onlin', 'accord', 'report', 'american', 'press']\n",
      "Final Preprocessed Text: time warner setttlement time warner announc today pay million settl feder investig irregular america onlin accord report american press\n",
      "\n",
      "Original Text: US economy generated 144,000 jobs in August (AFP) AFP - The US economy generated 144,000 jobs in August, the Labour Department said, in a sign that the labour market was improving slightly after two sluggish months.\n",
      "Lowercased Text: us economy generated 144,000 jobs in august (afp) afp - the us economy generated 144,000 jobs in august, the labour department said, in a sign that the labour market was improving slightly after two sluggish months.\n",
      "Removed URLs: us economy generated 144,000 jobs in august (afp) afp - the us economy generated 144,000 jobs in august, the labour department said, in a sign that the labour market was improving slightly after two sluggish months.\n",
      "Removed HTML Tags: us economy generated 144,000 jobs in august (afp) afp - the us economy generated 144,000 jobs in august, the labour department said, in a sign that the labour market was improving slightly after two sluggish months.\n",
      "Removed Special Characters: us economy generated  jobs in august afp afp  the us economy generated  jobs in august the labour department said in a sign that the labour market was improving slightly after two sluggish months\n",
      "Tokens: ['us', 'economy', 'generated', 'jobs', 'in', 'august', 'afp', 'afp', 'the', 'us', 'economy', 'generated', 'jobs', 'in', 'august', 'the', 'labour', 'department', 'said', 'in', 'a', 'sign', 'that', 'the', 'labour', 'market', 'was', 'improving', 'slightly', 'after', 'two', 'sluggish', 'months']\n",
      "Removed Stopwords: ['us', 'economy', 'generated', 'jobs', 'august', 'afp', 'afp', 'us', 'economy', 'generated', 'jobs', 'august', 'labour', 'department', 'said', 'sign', 'labour', 'market', 'improving', 'slightly', 'two', 'sluggish', 'months']\n",
      "Stemmed Tokens: ['us', 'economi', 'gener', 'job', 'august', 'afp', 'afp', 'us', 'economi', 'gener', 'job', 'august', 'labour', 'depart', 'said', 'sign', 'labour', 'market', 'improv', 'slightli', 'two', 'sluggish', 'month']\n",
      "Final Preprocessed Text: us economi gener job august afp afp us economi gener job august labour depart said sign labour market improv slightli two sluggish month\n",
      "\n",
      "Original Text: EU antitrust ruling on MCI overturned In a fresh blow to Europe #39;s antitrust enforcers, a top appeals tribunal said regulators wrongly blocked MCI WorldCom #39;s aborted bid to buy Sprint Corp in 2000.\n",
      "Lowercased Text: eu antitrust ruling on mci overturned in a fresh blow to europe #39;s antitrust enforcers, a top appeals tribunal said regulators wrongly blocked mci worldcom #39;s aborted bid to buy sprint corp in 2000.\n",
      "Removed URLs: eu antitrust ruling on mci overturned in a fresh blow to europe #39;s antitrust enforcers, a top appeals tribunal said regulators wrongly blocked mci worldcom #39;s aborted bid to buy sprint corp in 2000.\n",
      "Removed HTML Tags: eu antitrust ruling on mci overturned in a fresh blow to europe #39;s antitrust enforcers, a top appeals tribunal said regulators wrongly blocked mci worldcom #39;s aborted bid to buy sprint corp in 2000.\n",
      "Removed Special Characters: eu antitrust ruling on mci overturned in a fresh blow to europe s antitrust enforcers a top appeals tribunal said regulators wrongly blocked mci worldcom s aborted bid to buy sprint corp in \n",
      "Tokens: ['eu', 'antitrust', 'ruling', 'on', 'mci', 'overturned', 'in', 'a', 'fresh', 'blow', 'to', 'europe', 's', 'antitrust', 'enforcers', 'a', 'top', 'appeals', 'tribunal', 'said', 'regulators', 'wrongly', 'blocked', 'mci', 'worldcom', 's', 'aborted', 'bid', 'to', 'buy', 'sprint', 'corp', 'in']\n",
      "Removed Stopwords: ['eu', 'antitrust', 'ruling', 'mci', 'overturned', 'fresh', 'blow', 'europe', 'antitrust', 'enforcers', 'top', 'appeals', 'tribunal', 'said', 'regulators', 'wrongly', 'blocked', 'mci', 'worldcom', 'aborted', 'bid', 'buy', 'sprint', 'corp']\n",
      "Stemmed Tokens: ['eu', 'antitrust', 'rule', 'mci', 'overturn', 'fresh', 'blow', 'europ', 'antitrust', 'enforc', 'top', 'appeal', 'tribun', 'said', 'regul', 'wrongli', 'block', 'mci', 'worldcom', 'abort', 'bid', 'buy', 'sprint', 'corp']\n",
      "Final Preprocessed Text: eu antitrust rule mci overturn fresh blow europ antitrust enforc top appeal tribun said regul wrongli block mci worldcom abort bid buy sprint corp\n",
      "\n",
      "Original Text: Some think this metal is golden So many disasters to avoid, so many uncertainties to resolve, no wonder so many investors have been cautious about buying stocks and bonds.\n",
      "Lowercased Text: some think this metal is golden so many disasters to avoid, so many uncertainties to resolve, no wonder so many investors have been cautious about buying stocks and bonds.\n",
      "Removed URLs: some think this metal is golden so many disasters to avoid, so many uncertainties to resolve, no wonder so many investors have been cautious about buying stocks and bonds.\n",
      "Removed HTML Tags: some think this metal is golden so many disasters to avoid, so many uncertainties to resolve, no wonder so many investors have been cautious about buying stocks and bonds.\n",
      "Removed Special Characters: some think this metal is golden so many disasters to avoid so many uncertainties to resolve no wonder so many investors have been cautious about buying stocks and bonds\n",
      "Tokens: ['some', 'think', 'this', 'metal', 'is', 'golden', 'so', 'many', 'disasters', 'to', 'avoid', 'so', 'many', 'uncertainties', 'to', 'resolve', 'no', 'wonder', 'so', 'many', 'investors', 'have', 'been', 'cautious', 'about', 'buying', 'stocks', 'and', 'bonds']\n",
      "Removed Stopwords: ['think', 'metal', 'golden', 'many', 'disasters', 'avoid', 'many', 'uncertainties', 'resolve', 'wonder', 'many', 'investors', 'cautious', 'buying', 'stocks', 'bonds']\n",
      "Stemmed Tokens: ['think', 'metal', 'golden', 'mani', 'disast', 'avoid', 'mani', 'uncertainti', 'resolv', 'wonder', 'mani', 'investor', 'cautiou', 'buy', 'stock', 'bond']\n",
      "Final Preprocessed Text: think metal golden mani disast avoid mani uncertainti resolv wonder mani investor cautiou buy stock bond\n",
      "\n",
      "Original Text: Ross Stores Profit Plummets 40 Percent (AP) AP - Discount retailer Ross Stores Inc. Wednesday said its profit fell about 40 percent in the latest quarter due to problems with a new computer system that limited the company's ability to respond to changes in customer demand.\n",
      "Lowercased Text: ross stores profit plummets 40 percent (ap) ap - discount retailer ross stores inc. wednesday said its profit fell about 40 percent in the latest quarter due to problems with a new computer system that limited the company's ability to respond to changes in customer demand.\n",
      "Removed URLs: ross stores profit plummets 40 percent (ap) ap - discount retailer ross stores inc. wednesday said its profit fell about 40 percent in the latest quarter due to problems with a new computer system that limited the company's ability to respond to changes in customer demand.\n",
      "Removed HTML Tags: ross stores profit plummets 40 percent (ap) ap - discount retailer ross stores inc. wednesday said its profit fell about 40 percent in the latest quarter due to problems with a new computer system that limited the company's ability to respond to changes in customer demand.\n",
      "Removed Special Characters: ross stores profit plummets  percent ap ap  discount retailer ross stores inc wednesday said its profit fell about  percent in the latest quarter due to problems with a new computer system that limited the companys ability to respond to changes in customer demand\n",
      "Tokens: ['ross', 'stores', 'profit', 'plummets', 'percent', 'ap', 'ap', 'discount', 'retailer', 'ross', 'stores', 'inc', 'wednesday', 'said', 'its', 'profit', 'fell', 'about', 'percent', 'in', 'the', 'latest', 'quarter', 'due', 'to', 'problems', 'with', 'a', 'new', 'computer', 'system', 'that', 'limited', 'the', 'companys', 'ability', 'to', 'respond', 'to', 'changes', 'in', 'customer', 'demand']\n",
      "Removed Stopwords: ['ross', 'stores', 'profit', 'plummets', 'percent', 'ap', 'ap', 'discount', 'retailer', 'ross', 'stores', 'inc', 'wednesday', 'said', 'profit', 'fell', 'percent', 'latest', 'quarter', 'due', 'problems', 'new', 'computer', 'system', 'limited', 'companys', 'ability', 'respond', 'changes', 'customer', 'demand']\n",
      "Stemmed Tokens: ['ross', 'store', 'profit', 'plummet', 'percent', 'ap', 'ap', 'discount', 'retail', 'ross', 'store', 'inc', 'wednesday', 'said', 'profit', 'fell', 'percent', 'latest', 'quarter', 'due', 'problem', 'new', 'comput', 'system', 'limit', 'compani', 'abil', 'respond', 'chang', 'custom', 'demand']\n",
      "Final Preprocessed Text: ross store profit plummet percent ap ap discount retail ross store inc wednesday said profit fell percent latest quarter due problem new comput system limit compani abil respond chang custom demand\n",
      "\n",
      "Original Text: Stocks Flat After Greenspan Testimony  NEW YORK (Reuters) - U.S. stocks were flat on Wednesday  after Federal Reserve Chairman Alan Greenspan said the economy  had recovered from its soft patch and a number of companies  warned about their earnings.\n",
      "Lowercased Text: stocks flat after greenspan testimony  new york (reuters) - u.s. stocks were flat on wednesday  after federal reserve chairman alan greenspan said the economy  had recovered from its soft patch and a number of companies  warned about their earnings.\n",
      "Removed URLs: stocks flat after greenspan testimony  new york (reuters) - u.s. stocks were flat on wednesday  after federal reserve chairman alan greenspan said the economy  had recovered from its soft patch and a number of companies  warned about their earnings.\n",
      "Removed HTML Tags: stocks flat after greenspan testimony  new york (reuters) - u.s. stocks were flat on wednesday  after federal reserve chairman alan greenspan said the economy  had recovered from its soft patch and a number of companies  warned about their earnings.\n",
      "Removed Special Characters: stocks flat after greenspan testimony  new york reuters  us stocks were flat on wednesday  after federal reserve chairman alan greenspan said the economy  had recovered from its soft patch and a number of companies  warned about their earnings\n",
      "Tokens: ['stocks', 'flat', 'after', 'greenspan', 'testimony', 'new', 'york', 'reuters', 'us', 'stocks', 'were', 'flat', 'on', 'wednesday', 'after', 'federal', 'reserve', 'chairman', 'alan', 'greenspan', 'said', 'the', 'economy', 'had', 'recovered', 'from', 'its', 'soft', 'patch', 'and', 'a', 'number', 'of', 'companies', 'warned', 'about', 'their', 'earnings']\n",
      "Removed Stopwords: ['stocks', 'flat', 'greenspan', 'testimony', 'new', 'york', 'reuters', 'us', 'stocks', 'flat', 'wednesday', 'federal', 'reserve', 'chairman', 'alan', 'greenspan', 'said', 'economy', 'recovered', 'soft', 'patch', 'number', 'companies', 'warned', 'earnings']\n",
      "Stemmed Tokens: ['stock', 'flat', 'greenspan', 'testimoni', 'new', 'york', 'reuter', 'us', 'stock', 'flat', 'wednesday', 'feder', 'reserv', 'chairman', 'alan', 'greenspan', 'said', 'economi', 'recov', 'soft', 'patch', 'number', 'compani', 'warn', 'earn']\n",
      "Final Preprocessed Text: stock flat greenspan testimoni new york reuter us stock flat wednesday feder reserv chairman alan greenspan said economi recov soft patch number compani warn earn\n",
      "\n",
      "Original Text: Chavez victory confirmed Caracas, Venezuela - The results of an audit support the official vote count showing that President Hugo Chavez won this month #39;s recall referendum in Venezuela, the head of the Organization of American States said Saturday.\n",
      "Lowercased Text: chavez victory confirmed caracas, venezuela - the results of an audit support the official vote count showing that president hugo chavez won this month #39;s recall referendum in venezuela, the head of the organization of american states said saturday.\n",
      "Removed URLs: chavez victory confirmed caracas, venezuela - the results of an audit support the official vote count showing that president hugo chavez won this month #39;s recall referendum in venezuela, the head of the organization of american states said saturday.\n",
      "Removed HTML Tags: chavez victory confirmed caracas, venezuela - the results of an audit support the official vote count showing that president hugo chavez won this month #39;s recall referendum in venezuela, the head of the organization of american states said saturday.\n",
      "Removed Special Characters: chavez victory confirmed caracas venezuela  the results of an audit support the official vote count showing that president hugo chavez won this month s recall referendum in venezuela the head of the organization of american states said saturday\n",
      "Tokens: ['chavez', 'victory', 'confirmed', 'caracas', 'venezuela', 'the', 'results', 'of', 'an', 'audit', 'support', 'the', 'official', 'vote', 'count', 'showing', 'that', 'president', 'hugo', 'chavez', 'won', 'this', 'month', 's', 'recall', 'referendum', 'in', 'venezuela', 'the', 'head', 'of', 'the', 'organization', 'of', 'american', 'states', 'said', 'saturday']\n",
      "Removed Stopwords: ['chavez', 'victory', 'confirmed', 'caracas', 'venezuela', 'results', 'audit', 'support', 'official', 'vote', 'count', 'showing', 'president', 'hugo', 'chavez', 'month', 'recall', 'referendum', 'venezuela', 'head', 'organization', 'american', 'states', 'said', 'saturday']\n",
      "Stemmed Tokens: ['chavez', 'victori', 'confirm', 'caraca', 'venezuela', 'result', 'audit', 'support', 'offici', 'vote', 'count', 'show', 'presid', 'hugo', 'chavez', 'month', 'recal', 'referendum', 'venezuela', 'head', 'organ', 'american', 'state', 'said', 'saturday']\n",
      "Final Preprocessed Text: chavez victori confirm caraca venezuela result audit support offici vote count show presid hugo chavez month recal referendum venezuela head organ american state said saturday\n",
      "\n",
      "Original Text: INDUSTRY REPORT: Gambling -- Casinos to be sold Harrah #39;s Entertainment Inc. and Caesars Entertainment Inc. agreed to sell four casino hotels to an affiliate of Colony Capital LLC for about \\$1.\n",
      "Lowercased Text: industry report: gambling -- casinos to be sold harrah #39;s entertainment inc. and caesars entertainment inc. agreed to sell four casino hotels to an affiliate of colony capital llc for about \\$1.\n",
      "Removed URLs: industry report: gambling -- casinos to be sold harrah #39;s entertainment inc. and caesars entertainment inc. agreed to sell four casino hotels to an affiliate of colony capital llc for about \\$1.\n",
      "Removed HTML Tags: industry report: gambling -- casinos to be sold harrah #39;s entertainment inc. and caesars entertainment inc. agreed to sell four casino hotels to an affiliate of colony capital llc for about \\$1.\n",
      "Removed Special Characters: industry report gambling  casinos to be sold harrah s entertainment inc and caesars entertainment inc agreed to sell four casino hotels to an affiliate of colony capital llc for about \n",
      "Tokens: ['industry', 'report', 'gambling', 'casinos', 'to', 'be', 'sold', 'harrah', 's', 'entertainment', 'inc', 'and', 'caesars', 'entertainment', 'inc', 'agreed', 'to', 'sell', 'four', 'casino', 'hotels', 'to', 'an', 'affiliate', 'of', 'colony', 'capital', 'llc', 'for', 'about']\n",
      "Removed Stopwords: ['industry', 'report', 'gambling', 'casinos', 'sold', 'harrah', 'entertainment', 'inc', 'caesars', 'entertainment', 'inc', 'agreed', 'sell', 'four', 'casino', 'hotels', 'affiliate', 'colony', 'capital', 'llc']\n",
      "Stemmed Tokens: ['industri', 'report', 'gambl', 'casino', 'sold', 'harrah', 'entertain', 'inc', 'caesar', 'entertain', 'inc', 'agre', 'sell', 'four', 'casino', 'hotel', 'affili', 'coloni', 'capit', 'llc']\n",
      "Final Preprocessed Text: industri report gambl casino sold harrah entertain inc caesar entertain inc agre sell four casino hotel affili coloni capit llc\n",
      "\n",
      "Original Text: Retail, auto sales, job numbers suggest tougher times CHICAGO (CBS.MW) -- Could it be that people are just tired of buying things on the cheap at Wal-Mart? Free! Sign up here to receive our Weekly Roundup e-Newsletter!\n",
      "Lowercased Text: retail, auto sales, job numbers suggest tougher times chicago (cbs.mw) -- could it be that people are just tired of buying things on the cheap at wal-mart? free! sign up here to receive our weekly roundup e-newsletter!\n",
      "Removed URLs: retail, auto sales, job numbers suggest tougher times chicago (cbs.mw) -- could it be that people are just tired of buying things on the cheap at wal-mart? free! sign up here to receive our weekly roundup e-newsletter!\n",
      "Removed HTML Tags: retail, auto sales, job numbers suggest tougher times chicago (cbs.mw) -- could it be that people are just tired of buying things on the cheap at wal-mart? free! sign up here to receive our weekly roundup e-newsletter!\n",
      "Removed Special Characters: retail auto sales job numbers suggest tougher times chicago cbsmw  could it be that people are just tired of buying things on the cheap at walmart free sign up here to receive our weekly roundup enewsletter\n",
      "Tokens: ['retail', 'auto', 'sales', 'job', 'numbers', 'suggest', 'tougher', 'times', 'chicago', 'cbsmw', 'could', 'it', 'be', 'that', 'people', 'are', 'just', 'tired', 'of', 'buying', 'things', 'on', 'the', 'cheap', 'at', 'walmart', 'free', 'sign', 'up', 'here', 'to', 'receive', 'our', 'weekly', 'roundup', 'enewsletter']\n",
      "Removed Stopwords: ['retail', 'auto', 'sales', 'job', 'numbers', 'suggest', 'tougher', 'times', 'chicago', 'cbsmw', 'could', 'people', 'tired', 'buying', 'things', 'cheap', 'walmart', 'free', 'sign', 'receive', 'weekly', 'roundup', 'enewsletter']\n",
      "Stemmed Tokens: ['retail', 'auto', 'sale', 'job', 'number', 'suggest', 'tougher', 'time', 'chicago', 'cbsmw', 'could', 'peopl', 'tire', 'buy', 'thing', 'cheap', 'walmart', 'free', 'sign', 'receiv', 'weekli', 'roundup', 'enewslett']\n",
      "Final Preprocessed Text: retail auto sale job number suggest tougher time chicago cbsmw could peopl tire buy thing cheap walmart free sign receiv weekli roundup enewslett\n",
      "\n",
      "Original Text: Sony, IBM, Toshiba Give Details of 'Cell' Chip (Reuters) Reuters - IBM , Sony Corp. (6758.T) and\\Toshiba Corp. (6502.T) on Monday revealed their plans for the\\powerful new \"Cell\" processor the three are jointly producing\\to run next-generation computers, game consoles and\\televisions.\n",
      "Lowercased Text: sony, ibm, toshiba give details of 'cell' chip (reuters) reuters - ibm , sony corp. (6758.t) and\\toshiba corp. (6502.t) on monday revealed their plans for the\\powerful new \"cell\" processor the three are jointly producing\\to run next-generation computers, game consoles and\\televisions.\n",
      "Removed URLs: sony, ibm, toshiba give details of 'cell' chip (reuters) reuters - ibm , sony corp. (6758.t) and\\toshiba corp. (6502.t) on monday revealed their plans for the\\powerful new \"cell\" processor the three are jointly producing\\to run next-generation computers, game consoles and\\televisions.\n",
      "Removed HTML Tags: sony, ibm, toshiba give details of 'cell' chip (reuters) reuters - ibm , sony corp. (6758.t) and\\toshiba corp. (6502.t) on monday revealed their plans for the\\powerful new \"cell\" processor the three are jointly producing\\to run next-generation computers, game consoles and\\televisions.\n",
      "Removed Special Characters: sony ibm toshiba give details of cell chip reuters reuters  ibm  sony corp t andtoshiba corp t on monday revealed their plans for thepowerful new cell processor the three are jointly producingto run nextgeneration computers game consoles andtelevisions\n",
      "Tokens: ['sony', 'ibm', 'toshiba', 'give', 'details', 'of', 'cell', 'chip', 'reuters', 'reuters', 'ibm', 'sony', 'corp', 't', 'andtoshiba', 'corp', 't', 'on', 'monday', 'revealed', 'their', 'plans', 'for', 'thepowerful', 'new', 'cell', 'processor', 'the', 'three', 'are', 'jointly', 'producingto', 'run', 'nextgeneration', 'computers', 'game', 'consoles', 'andtelevisions']\n",
      "Removed Stopwords: ['sony', 'ibm', 'toshiba', 'give', 'details', 'cell', 'chip', 'reuters', 'reuters', 'ibm', 'sony', 'corp', 'andtoshiba', 'corp', 'monday', 'revealed', 'plans', 'thepowerful', 'new', 'cell', 'processor', 'three', 'jointly', 'producingto', 'run', 'nextgeneration', 'computers', 'game', 'consoles', 'andtelevisions']\n",
      "Stemmed Tokens: ['soni', 'ibm', 'toshiba', 'give', 'detail', 'cell', 'chip', 'reuter', 'reuter', 'ibm', 'soni', 'corp', 'andtoshiba', 'corp', 'monday', 'reveal', 'plan', 'thepow', 'new', 'cell', 'processor', 'three', 'jointli', 'producingto', 'run', 'nextgener', 'comput', 'game', 'consol', 'andtelevis']\n",
      "Final Preprocessed Text: soni ibm toshiba give detail cell chip reuter reuter ibm soni corp andtoshiba corp monday reveal plan thepow new cell processor three jointli producingto run nextgener comput game consol andtelevis\n",
      "\n",
      "Original Text: Coke opens its coolers to rival products Coca Cola is to allow other companies #39; products in its shop coolers for the first time. It has agreed the move in a deal with the European Commission to settle a five year competition case.\n",
      "Lowercased Text: coke opens its coolers to rival products coca cola is to allow other companies #39; products in its shop coolers for the first time. it has agreed the move in a deal with the european commission to settle a five year competition case.\n",
      "Removed URLs: coke opens its coolers to rival products coca cola is to allow other companies #39; products in its shop coolers for the first time. it has agreed the move in a deal with the european commission to settle a five year competition case.\n",
      "Removed HTML Tags: coke opens its coolers to rival products coca cola is to allow other companies #39; products in its shop coolers for the first time. it has agreed the move in a deal with the european commission to settle a five year competition case.\n",
      "Removed Special Characters: coke opens its coolers to rival products coca cola is to allow other companies  products in its shop coolers for the first time it has agreed the move in a deal with the european commission to settle a five year competition case\n",
      "Tokens: ['coke', 'opens', 'its', 'coolers', 'to', 'rival', 'products', 'coca', 'cola', 'is', 'to', 'allow', 'other', 'companies', 'products', 'in', 'its', 'shop', 'coolers', 'for', 'the', 'first', 'time', 'it', 'has', 'agreed', 'the', 'move', 'in', 'a', 'deal', 'with', 'the', 'european', 'commission', 'to', 'settle', 'a', 'five', 'year', 'competition', 'case']\n",
      "Removed Stopwords: ['coke', 'opens', 'coolers', 'rival', 'products', 'coca', 'cola', 'allow', 'companies', 'products', 'shop', 'coolers', 'first', 'time', 'agreed', 'move', 'deal', 'european', 'commission', 'settle', 'five', 'year', 'competition', 'case']\n",
      "Stemmed Tokens: ['coke', 'open', 'cooler', 'rival', 'product', 'coca', 'cola', 'allow', 'compani', 'product', 'shop', 'cooler', 'first', 'time', 'agre', 'move', 'deal', 'european', 'commiss', 'settl', 'five', 'year', 'competit', 'case']\n",
      "Final Preprocessed Text: coke open cooler rival product coca cola allow compani product shop cooler first time agre move deal european commiss settl five year competit case\n",
      "\n",
      "Original Text: Jamaica had record FDI inflows in 2003 Jamaica last year attracted its highest level of Foreign Direct Investment (FDI) flows yet, US\\$720.4 million, outperforming traditional powerhouse investment hosts such as Costa Rica, Trinidad and Tobago and even Argentina.\n",
      "Lowercased Text: jamaica had record fdi inflows in 2003 jamaica last year attracted its highest level of foreign direct investment (fdi) flows yet, us\\$720.4 million, outperforming traditional powerhouse investment hosts such as costa rica, trinidad and tobago and even argentina.\n",
      "Removed URLs: jamaica had record fdi inflows in 2003 jamaica last year attracted its highest level of foreign direct investment (fdi) flows yet, us\\$720.4 million, outperforming traditional powerhouse investment hosts such as costa rica, trinidad and tobago and even argentina.\n",
      "Removed HTML Tags: jamaica had record fdi inflows in 2003 jamaica last year attracted its highest level of foreign direct investment (fdi) flows yet, us\\$720.4 million, outperforming traditional powerhouse investment hosts such as costa rica, trinidad and tobago and even argentina.\n",
      "Removed Special Characters: jamaica had record fdi inflows in  jamaica last year attracted its highest level of foreign direct investment fdi flows yet us million outperforming traditional powerhouse investment hosts such as costa rica trinidad and tobago and even argentina\n",
      "Tokens: ['jamaica', 'had', 'record', 'fdi', 'inflows', 'in', 'jamaica', 'last', 'year', 'attracted', 'its', 'highest', 'level', 'of', 'foreign', 'direct', 'investment', 'fdi', 'flows', 'yet', 'us', 'million', 'outperforming', 'traditional', 'powerhouse', 'investment', 'hosts', 'such', 'as', 'costa', 'rica', 'trinidad', 'and', 'tobago', 'and', 'even', 'argentina']\n",
      "Removed Stopwords: ['jamaica', 'record', 'fdi', 'inflows', 'jamaica', 'last', 'year', 'attracted', 'highest', 'level', 'foreign', 'direct', 'investment', 'fdi', 'flows', 'yet', 'us', 'million', 'outperforming', 'traditional', 'powerhouse', 'investment', 'hosts', 'costa', 'rica', 'trinidad', 'tobago', 'even', 'argentina']\n",
      "Stemmed Tokens: ['jamaica', 'record', 'fdi', 'inflow', 'jamaica', 'last', 'year', 'attract', 'highest', 'level', 'foreign', 'direct', 'invest', 'fdi', 'flow', 'yet', 'us', 'million', 'outperform', 'tradit', 'powerhous', 'invest', 'host', 'costa', 'rica', 'trinidad', 'tobago', 'even', 'argentina']\n",
      "Final Preprocessed Text: jamaica record fdi inflow jamaica last year attract highest level foreign direct invest fdi flow yet us million outperform tradit powerhous invest host costa rica trinidad tobago even argentina\n",
      "\n",
      "Original Text: IMF urged to assist countries in prevention of financial crisis Developing countries on Friday urged the International Monetary Fund (IMF to develop effective lending facilities to assist countries in the prevention of financial crisis.\n",
      "Lowercased Text: imf urged to assist countries in prevention of financial crisis developing countries on friday urged the international monetary fund (imf to develop effective lending facilities to assist countries in the prevention of financial crisis.\n",
      "Removed URLs: imf urged to assist countries in prevention of financial crisis developing countries on friday urged the international monetary fund (imf to develop effective lending facilities to assist countries in the prevention of financial crisis.\n",
      "Removed HTML Tags: imf urged to assist countries in prevention of financial crisis developing countries on friday urged the international monetary fund (imf to develop effective lending facilities to assist countries in the prevention of financial crisis.\n",
      "Removed Special Characters: imf urged to assist countries in prevention of financial crisis developing countries on friday urged the international monetary fund imf to develop effective lending facilities to assist countries in the prevention of financial crisis\n",
      "Tokens: ['imf', 'urged', 'to', 'assist', 'countries', 'in', 'prevention', 'of', 'financial', 'crisis', 'developing', 'countries', 'on', 'friday', 'urged', 'the', 'international', 'monetary', 'fund', 'imf', 'to', 'develop', 'effective', 'lending', 'facilities', 'to', 'assist', 'countries', 'in', 'the', 'prevention', 'of', 'financial', 'crisis']\n",
      "Removed Stopwords: ['imf', 'urged', 'assist', 'countries', 'prevention', 'financial', 'crisis', 'developing', 'countries', 'friday', 'urged', 'international', 'monetary', 'fund', 'imf', 'develop', 'effective', 'lending', 'facilities', 'assist', 'countries', 'prevention', 'financial', 'crisis']\n",
      "Stemmed Tokens: ['imf', 'urg', 'assist', 'countri', 'prevent', 'financi', 'crisi', 'develop', 'countri', 'friday', 'urg', 'intern', 'monetari', 'fund', 'imf', 'develop', 'effect', 'lend', 'facil', 'assist', 'countri', 'prevent', 'financi', 'crisi']\n",
      "Final Preprocessed Text: imf urg assist countri prevent financi crisi develop countri friday urg intern monetari fund imf develop effect lend facil assist countri prevent financi crisi\n",
      "\n",
      "Original Text: SEC chief lashes out at reform opponents WASHINGTON -- Too many business interests are clinging to a failed status quo and resisting necessary governance reforms, the government #39;s top securities regulator said Thursday.\n",
      "Lowercased Text: sec chief lashes out at reform opponents washington -- too many business interests are clinging to a failed status quo and resisting necessary governance reforms, the government #39;s top securities regulator said thursday.\n",
      "Removed URLs: sec chief lashes out at reform opponents washington -- too many business interests are clinging to a failed status quo and resisting necessary governance reforms, the government #39;s top securities regulator said thursday.\n",
      "Removed HTML Tags: sec chief lashes out at reform opponents washington -- too many business interests are clinging to a failed status quo and resisting necessary governance reforms, the government #39;s top securities regulator said thursday.\n",
      "Removed Special Characters: sec chief lashes out at reform opponents washington  too many business interests are clinging to a failed status quo and resisting necessary governance reforms the government s top securities regulator said thursday\n",
      "Tokens: ['sec', 'chief', 'lashes', 'out', 'at', 'reform', 'opponents', 'washington', 'too', 'many', 'business', 'interests', 'are', 'clinging', 'to', 'a', 'failed', 'status', 'quo', 'and', 'resisting', 'necessary', 'governance', 'reforms', 'the', 'government', 's', 'top', 'securities', 'regulator', 'said', 'thursday']\n",
      "Removed Stopwords: ['sec', 'chief', 'lashes', 'reform', 'opponents', 'washington', 'many', 'business', 'interests', 'clinging', 'failed', 'status', 'quo', 'resisting', 'necessary', 'governance', 'reforms', 'government', 'top', 'securities', 'regulator', 'said', 'thursday']\n",
      "Stemmed Tokens: ['sec', 'chief', 'lash', 'reform', 'oppon', 'washington', 'mani', 'busi', 'interest', 'cling', 'fail', 'statu', 'quo', 'resist', 'necessari', 'govern', 'reform', 'govern', 'top', 'secur', 'regul', 'said', 'thursday']\n",
      "Final Preprocessed Text: sec chief lash reform oppon washington mani busi interest cling fail statu quo resist necessari govern reform govern top secur regul said thursday\n",
      "\n",
      "Original Text: You Say Sell, I Say Potato Disgruntled shareholders file suit to force talks with Oracle while PeopleSoft's two largest shareholders agree to disagree.\n",
      "Lowercased Text: you say sell, i say potato disgruntled shareholders file suit to force talks with oracle while peoplesoft's two largest shareholders agree to disagree.\n",
      "Removed URLs: you say sell, i say potato disgruntled shareholders file suit to force talks with oracle while peoplesoft's two largest shareholders agree to disagree.\n",
      "Removed HTML Tags: you say sell, i say potato disgruntled shareholders file suit to force talks with oracle while peoplesoft's two largest shareholders agree to disagree.\n",
      "Removed Special Characters: you say sell i say potato disgruntled shareholders file suit to force talks with oracle while peoplesofts two largest shareholders agree to disagree\n",
      "Tokens: ['you', 'say', 'sell', 'i', 'say', 'potato', 'disgruntled', 'shareholders', 'file', 'suit', 'to', 'force', 'talks', 'with', 'oracle', 'while', 'peoplesofts', 'two', 'largest', 'shareholders', 'agree', 'to', 'disagree']\n",
      "Removed Stopwords: ['say', 'sell', 'say', 'potato', 'disgruntled', 'shareholders', 'file', 'suit', 'force', 'talks', 'oracle', 'peoplesofts', 'two', 'largest', 'shareholders', 'agree', 'disagree']\n",
      "Stemmed Tokens: ['say', 'sell', 'say', 'potato', 'disgruntl', 'sharehold', 'file', 'suit', 'forc', 'talk', 'oracl', 'peoplesoft', 'two', 'largest', 'sharehold', 'agre', 'disagre']\n",
      "Final Preprocessed Text: say sell say potato disgruntl sharehold file suit forc talk oracl peoplesoft two largest sharehold agre disagre\n",
      "\n",
      "Original Text: Legal Loophole Inflates Profits in Student Loans The White House could have closed a loophole through which student loan companies are billing the federal government nearly a billion dollars, but chose not to.\n",
      "Lowercased Text: legal loophole inflates profits in student loans the white house could have closed a loophole through which student loan companies are billing the federal government nearly a billion dollars, but chose not to.\n",
      "Removed URLs: legal loophole inflates profits in student loans the white house could have closed a loophole through which student loan companies are billing the federal government nearly a billion dollars, but chose not to.\n",
      "Removed HTML Tags: legal loophole inflates profits in student loans the white house could have closed a loophole through which student loan companies are billing the federal government nearly a billion dollars, but chose not to.\n",
      "Removed Special Characters: legal loophole inflates profits in student loans the white house could have closed a loophole through which student loan companies are billing the federal government nearly a billion dollars but chose not to\n",
      "Tokens: ['legal', 'loophole', 'inflates', 'profits', 'in', 'student', 'loans', 'the', 'white', 'house', 'could', 'have', 'closed', 'a', 'loophole', 'through', 'which', 'student', 'loan', 'companies', 'are', 'billing', 'the', 'federal', 'government', 'nearly', 'a', 'billion', 'dollars', 'but', 'chose', 'not', 'to']\n",
      "Removed Stopwords: ['legal', 'loophole', 'inflates', 'profits', 'student', 'loans', 'white', 'house', 'could', 'closed', 'loophole', 'student', 'loan', 'companies', 'billing', 'federal', 'government', 'nearly', 'billion', 'dollars', 'chose']\n",
      "Stemmed Tokens: ['legal', 'loophol', 'inflat', 'profit', 'student', 'loan', 'white', 'hous', 'could', 'close', 'loophol', 'student', 'loan', 'compani', 'bill', 'feder', 'govern', 'nearli', 'billion', 'dollar', 'chose']\n",
      "Final Preprocessed Text: legal loophol inflat profit student loan white hous could close loophol student loan compani bill feder govern nearli billion dollar chose\n",
      "\n",
      "Original Text: Shake-up at British retailer LONDON Marks  amp; Spencer announced a management shake-up Tuesday that cost six senior executives their jobs, as the company said profit plunged and sales dipped in its home market for the first half of 2004.\n",
      "Lowercased Text: shake-up at british retailer london marks  amp; spencer announced a management shake-up tuesday that cost six senior executives their jobs, as the company said profit plunged and sales dipped in its home market for the first half of 2004.\n",
      "Removed URLs: shake-up at british retailer london marks  amp; spencer announced a management shake-up tuesday that cost six senior executives their jobs, as the company said profit plunged and sales dipped in its home market for the first half of 2004.\n",
      "Removed HTML Tags: shake-up at british retailer london marks  amp; spencer announced a management shake-up tuesday that cost six senior executives their jobs, as the company said profit plunged and sales dipped in its home market for the first half of 2004.\n",
      "Removed Special Characters: shakeup at british retailer london marks  amp spencer announced a management shakeup tuesday that cost six senior executives their jobs as the company said profit plunged and sales dipped in its home market for the first half of \n",
      "Tokens: ['shakeup', 'at', 'british', 'retailer', 'london', 'marks', 'amp', 'spencer', 'announced', 'a', 'management', 'shakeup', 'tuesday', 'that', 'cost', 'six', 'senior', 'executives', 'their', 'jobs', 'as', 'the', 'company', 'said', 'profit', 'plunged', 'and', 'sales', 'dipped', 'in', 'its', 'home', 'market', 'for', 'the', 'first', 'half', 'of']\n",
      "Removed Stopwords: ['shakeup', 'british', 'retailer', 'london', 'marks', 'amp', 'spencer', 'announced', 'management', 'shakeup', 'tuesday', 'cost', 'six', 'senior', 'executives', 'jobs', 'company', 'said', 'profit', 'plunged', 'sales', 'dipped', 'home', 'market', 'first', 'half']\n",
      "Stemmed Tokens: ['shakeup', 'british', 'retail', 'london', 'mark', 'amp', 'spencer', 'announc', 'manag', 'shakeup', 'tuesday', 'cost', 'six', 'senior', 'execut', 'job', 'compani', 'said', 'profit', 'plung', 'sale', 'dip', 'home', 'market', 'first', 'half']\n",
      "Final Preprocessed Text: shakeup british retail london mark amp spencer announc manag shakeup tuesday cost six senior execut job compani said profit plung sale dip home market first half\n",
      "\n",
      "Original Text: Blockbuster revamps its policy for late returns NEW YORK -- Faced with growing competition in the home video market, Blockbuster addressed its No. 1 consumer complaint Tuesday, saying it will end late fees on rented videos and games in January.\n",
      "Lowercased Text: blockbuster revamps its policy for late returns new york -- faced with growing competition in the home video market, blockbuster addressed its no. 1 consumer complaint tuesday, saying it will end late fees on rented videos and games in january.\n",
      "Removed URLs: blockbuster revamps its policy for late returns new york -- faced with growing competition in the home video market, blockbuster addressed its no. 1 consumer complaint tuesday, saying it will end late fees on rented videos and games in january.\n",
      "Removed HTML Tags: blockbuster revamps its policy for late returns new york -- faced with growing competition in the home video market, blockbuster addressed its no. 1 consumer complaint tuesday, saying it will end late fees on rented videos and games in january.\n",
      "Removed Special Characters: blockbuster revamps its policy for late returns new york  faced with growing competition in the home video market blockbuster addressed its no  consumer complaint tuesday saying it will end late fees on rented videos and games in january\n",
      "Tokens: ['blockbuster', 'revamps', 'its', 'policy', 'for', 'late', 'returns', 'new', 'york', 'faced', 'with', 'growing', 'competition', 'in', 'the', 'home', 'video', 'market', 'blockbuster', 'addressed', 'its', 'no', 'consumer', 'complaint', 'tuesday', 'saying', 'it', 'will', 'end', 'late', 'fees', 'on', 'rented', 'videos', 'and', 'games', 'in', 'january']\n",
      "Removed Stopwords: ['blockbuster', 'revamps', 'policy', 'late', 'returns', 'new', 'york', 'faced', 'growing', 'competition', 'home', 'video', 'market', 'blockbuster', 'addressed', 'consumer', 'complaint', 'tuesday', 'saying', 'end', 'late', 'fees', 'rented', 'videos', 'games', 'january']\n",
      "Stemmed Tokens: ['blockbust', 'revamp', 'polici', 'late', 'return', 'new', 'york', 'face', 'grow', 'competit', 'home', 'video', 'market', 'blockbust', 'address', 'consum', 'complaint', 'tuesday', 'say', 'end', 'late', 'fee', 'rent', 'video', 'game', 'januari']\n",
      "Final Preprocessed Text: blockbust revamp polici late return new york face grow competit home video market blockbust address consum complaint tuesday say end late fee rent video game januari\n",
      "\n",
      "Original Text: Microsoft Ends Decade of Antitrust Suits  SEATTLE/NEW YORK (Reuters) - Microsoft Corp. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=MSFT.O target=/stocks/quickinfo/fullquote\"&gt;MSFT.O&lt;/A&gt; said  on Monday it had agreed to settle antitrust lawsuits with  Novell Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=NOVL.O target=/stocks/quickinfo/fullquote\"&gt;NOVL.O&lt;/A&gt; and an industry trade group, marking the  end of a decade-long antitrust battle.\n",
      "Lowercased Text: microsoft ends decade of antitrust suits  seattle/new york (reuters) - microsoft corp. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=msft.o target=/stocks/quickinfo/fullquote\"&gt;msft.o&lt;/a&gt; said  on monday it had agreed to settle antitrust lawsuits with  novell inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=novl.o target=/stocks/quickinfo/fullquote\"&gt;novl.o&lt;/a&gt; and an industry trade group, marking the  end of a decade-long antitrust battle.\n",
      "Removed URLs: microsoft ends decade of antitrust suits  seattle/new york (reuters) - microsoft corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;msft.o&lt;/a&gt; said  on monday it had agreed to settle antitrust lawsuits with  novell inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;novl.o&lt;/a&gt; and an industry trade group, marking the  end of a decade-long antitrust battle.\n",
      "Removed HTML Tags: microsoft ends decade of antitrust suits  seattle/new york (reuters) - microsoft corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;msft.o&lt;/a&gt; said  on monday it had agreed to settle antitrust lawsuits with  novell inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;novl.o&lt;/a&gt; and an industry trade group, marking the  end of a decade-long antitrust battle.\n",
      "Removed Special Characters: microsoft ends decade of antitrust suits  seattlenew york reuters  microsoft corp lta href targetstocksquickinfofullquotegtmsftoltagt said  on monday it had agreed to settle antitrust lawsuits with  novell inc lta href targetstocksquickinfofullquotegtnovloltagt and an industry trade group marking the  end of a decadelong antitrust battle\n",
      "Tokens: ['microsoft', 'ends', 'decade', 'of', 'antitrust', 'suits', 'seattlenew', 'york', 'reuters', 'microsoft', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtmsftoltagt', 'said', 'on', 'monday', 'it', 'had', 'agreed', 'to', 'settle', 'antitrust', 'lawsuits', 'with', 'novell', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtnovloltagt', 'and', 'an', 'industry', 'trade', 'group', 'marking', 'the', 'end', 'of', 'a', 'decadelong', 'antitrust', 'battle']\n",
      "Removed Stopwords: ['microsoft', 'ends', 'decade', 'antitrust', 'suits', 'seattlenew', 'york', 'reuters', 'microsoft', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtmsftoltagt', 'said', 'monday', 'agreed', 'settle', 'antitrust', 'lawsuits', 'novell', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtnovloltagt', 'industry', 'trade', 'group', 'marking', 'end', 'decadelong', 'antitrust', 'battle']\n",
      "Stemmed Tokens: ['microsoft', 'end', 'decad', 'antitrust', 'suit', 'seattlenew', 'york', 'reuter', 'microsoft', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtmsftoltagt', 'said', 'monday', 'agre', 'settl', 'antitrust', 'lawsuit', 'novel', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtnovloltagt', 'industri', 'trade', 'group', 'mark', 'end', 'decadelong', 'antitrust', 'battl']\n",
      "Final Preprocessed Text: microsoft end decad antitrust suit seattlenew york reuter microsoft corp lta href targetstocksquickinfofullquotegtmsftoltagt said monday agre settl antitrust lawsuit novel inc lta href targetstocksquickinfofullquotegtnovloltagt industri trade group mark end decadelong antitrust battl\n",
      "\n",
      "Original Text: FDA stifled dangerous Vioxx results - expert Washington - An expert with the United States Food and Drug Administration (FDA) has said on Thursday he was pressured by his agency to stifle study results showing the potential dangers of the anti-inflammatory drug Vioxx.\n",
      "Lowercased Text: fda stifled dangerous vioxx results - expert washington - an expert with the united states food and drug administration (fda) has said on thursday he was pressured by his agency to stifle study results showing the potential dangers of the anti-inflammatory drug vioxx.\n",
      "Removed URLs: fda stifled dangerous vioxx results - expert washington - an expert with the united states food and drug administration (fda) has said on thursday he was pressured by his agency to stifle study results showing the potential dangers of the anti-inflammatory drug vioxx.\n",
      "Removed HTML Tags: fda stifled dangerous vioxx results - expert washington - an expert with the united states food and drug administration (fda) has said on thursday he was pressured by his agency to stifle study results showing the potential dangers of the anti-inflammatory drug vioxx.\n",
      "Removed Special Characters: fda stifled dangerous vioxx results  expert washington  an expert with the united states food and drug administration fda has said on thursday he was pressured by his agency to stifle study results showing the potential dangers of the antiinflammatory drug vioxx\n",
      "Tokens: ['fda', 'stifled', 'dangerous', 'vioxx', 'results', 'expert', 'washington', 'an', 'expert', 'with', 'the', 'united', 'states', 'food', 'and', 'drug', 'administration', 'fda', 'has', 'said', 'on', 'thursday', 'he', 'was', 'pressured', 'by', 'his', 'agency', 'to', 'stifle', 'study', 'results', 'showing', 'the', 'potential', 'dangers', 'of', 'the', 'antiinflammatory', 'drug', 'vioxx']\n",
      "Removed Stopwords: ['fda', 'stifled', 'dangerous', 'vioxx', 'results', 'expert', 'washington', 'expert', 'united', 'states', 'food', 'drug', 'administration', 'fda', 'said', 'thursday', 'pressured', 'agency', 'stifle', 'study', 'results', 'showing', 'potential', 'dangers', 'antiinflammatory', 'drug', 'vioxx']\n",
      "Stemmed Tokens: ['fda', 'stifl', 'danger', 'vioxx', 'result', 'expert', 'washington', 'expert', 'unit', 'state', 'food', 'drug', 'administr', 'fda', 'said', 'thursday', 'pressur', 'agenc', 'stifl', 'studi', 'result', 'show', 'potenti', 'danger', 'antiinflammatori', 'drug', 'vioxx']\n",
      "Final Preprocessed Text: fda stifl danger vioxx result expert washington expert unit state food drug administr fda said thursday pressur agenc stifl studi result show potenti danger antiinflammatori drug vioxx\n",
      "\n",
      "Original Text: County unemployment drops to 3.7 percent SAN DIEGO - San Diego County #39;s unemployment rate was 3.7 percent in August, down from a revised 4.4 percent in July and 4.3 percent a year ago, the California Employment Development Department reported today.\n",
      "Lowercased Text: county unemployment drops to 3.7 percent san diego - san diego county #39;s unemployment rate was 3.7 percent in august, down from a revised 4.4 percent in july and 4.3 percent a year ago, the california employment development department reported today.\n",
      "Removed URLs: county unemployment drops to 3.7 percent san diego - san diego county #39;s unemployment rate was 3.7 percent in august, down from a revised 4.4 percent in july and 4.3 percent a year ago, the california employment development department reported today.\n",
      "Removed HTML Tags: county unemployment drops to 3.7 percent san diego - san diego county #39;s unemployment rate was 3.7 percent in august, down from a revised 4.4 percent in july and 4.3 percent a year ago, the california employment development department reported today.\n",
      "Removed Special Characters: county unemployment drops to  percent san diego  san diego county s unemployment rate was  percent in august down from a revised  percent in july and  percent a year ago the california employment development department reported today\n",
      "Tokens: ['county', 'unemployment', 'drops', 'to', 'percent', 'san', 'diego', 'san', 'diego', 'county', 's', 'unemployment', 'rate', 'was', 'percent', 'in', 'august', 'down', 'from', 'a', 'revised', 'percent', 'in', 'july', 'and', 'percent', 'a', 'year', 'ago', 'the', 'california', 'employment', 'development', 'department', 'reported', 'today']\n",
      "Removed Stopwords: ['county', 'unemployment', 'drops', 'percent', 'san', 'diego', 'san', 'diego', 'county', 'unemployment', 'rate', 'percent', 'august', 'revised', 'percent', 'july', 'percent', 'year', 'ago', 'california', 'employment', 'development', 'department', 'reported', 'today']\n",
      "Stemmed Tokens: ['counti', 'unemploy', 'drop', 'percent', 'san', 'diego', 'san', 'diego', 'counti', 'unemploy', 'rate', 'percent', 'august', 'revis', 'percent', 'juli', 'percent', 'year', 'ago', 'california', 'employ', 'develop', 'depart', 'report', 'today']\n",
      "Final Preprocessed Text: counti unemploy drop percent san diego san diego counti unemploy rate percent august revis percent juli percent year ago california employ develop depart report today\n",
      "\n",
      "Original Text: Aussies battle EU over cheese, champagne AP - The United States and Australia have prevailed in an interim ruling by World Trade Organisation (WTO) in a dispute over the protection given by the European Union to its regional goods such as Champagne wine and Feta cheese, trade officials said.\n",
      "Lowercased Text: aussies battle eu over cheese, champagne ap - the united states and australia have prevailed in an interim ruling by world trade organisation (wto) in a dispute over the protection given by the european union to its regional goods such as champagne wine and feta cheese, trade officials said.\n",
      "Removed URLs: aussies battle eu over cheese, champagne ap - the united states and australia have prevailed in an interim ruling by world trade organisation (wto) in a dispute over the protection given by the european union to its regional goods such as champagne wine and feta cheese, trade officials said.\n",
      "Removed HTML Tags: aussies battle eu over cheese, champagne ap - the united states and australia have prevailed in an interim ruling by world trade organisation (wto) in a dispute over the protection given by the european union to its regional goods such as champagne wine and feta cheese, trade officials said.\n",
      "Removed Special Characters: aussies battle eu over cheese champagne ap  the united states and australia have prevailed in an interim ruling by world trade organisation wto in a dispute over the protection given by the european union to its regional goods such as champagne wine and feta cheese trade officials said\n",
      "Tokens: ['aussies', 'battle', 'eu', 'over', 'cheese', 'champagne', 'ap', 'the', 'united', 'states', 'and', 'australia', 'have', 'prevailed', 'in', 'an', 'interim', 'ruling', 'by', 'world', 'trade', 'organisation', 'wto', 'in', 'a', 'dispute', 'over', 'the', 'protection', 'given', 'by', 'the', 'european', 'union', 'to', 'its', 'regional', 'goods', 'such', 'as', 'champagne', 'wine', 'and', 'feta', 'cheese', 'trade', 'officials', 'said']\n",
      "Removed Stopwords: ['aussies', 'battle', 'eu', 'cheese', 'champagne', 'ap', 'united', 'states', 'australia', 'prevailed', 'interim', 'ruling', 'world', 'trade', 'organisation', 'wto', 'dispute', 'protection', 'given', 'european', 'union', 'regional', 'goods', 'champagne', 'wine', 'feta', 'cheese', 'trade', 'officials', 'said']\n",
      "Stemmed Tokens: ['aussi', 'battl', 'eu', 'chees', 'champagn', 'ap', 'unit', 'state', 'australia', 'prevail', 'interim', 'rule', 'world', 'trade', 'organis', 'wto', 'disput', 'protect', 'given', 'european', 'union', 'region', 'good', 'champagn', 'wine', 'feta', 'chees', 'trade', 'offici', 'said']\n",
      "Final Preprocessed Text: aussi battl eu chees champagn ap unit state australia prevail interim rule world trade organis wto disput protect given european union region good champagn wine feta chees trade offici said\n",
      "\n",
      "Original Text: Constellation Brands Offers \\$1.3 Billion for Mondavi (Update1) Constellation Brands Inc., the world #39;s largest winemaker, offered \\$1.3 billion in cash to acquire Robert Mondavi Corp., maker of lower-price Woodbridge wines.\n",
      "Lowercased Text: constellation brands offers \\$1.3 billion for mondavi (update1) constellation brands inc., the world #39;s largest winemaker, offered \\$1.3 billion in cash to acquire robert mondavi corp., maker of lower-price woodbridge wines.\n",
      "Removed URLs: constellation brands offers \\$1.3 billion for mondavi (update1) constellation brands inc., the world #39;s largest winemaker, offered \\$1.3 billion in cash to acquire robert mondavi corp., maker of lower-price woodbridge wines.\n",
      "Removed HTML Tags: constellation brands offers \\$1.3 billion for mondavi (update1) constellation brands inc., the world #39;s largest winemaker, offered \\$1.3 billion in cash to acquire robert mondavi corp., maker of lower-price woodbridge wines.\n",
      "Removed Special Characters: constellation brands offers  billion for mondavi update constellation brands inc the world s largest winemaker offered  billion in cash to acquire robert mondavi corp maker of lowerprice woodbridge wines\n",
      "Tokens: ['constellation', 'brands', 'offers', 'billion', 'for', 'mondavi', 'update', 'constellation', 'brands', 'inc', 'the', 'world', 's', 'largest', 'winemaker', 'offered', 'billion', 'in', 'cash', 'to', 'acquire', 'robert', 'mondavi', 'corp', 'maker', 'of', 'lowerprice', 'woodbridge', 'wines']\n",
      "Removed Stopwords: ['constellation', 'brands', 'offers', 'billion', 'mondavi', 'update', 'constellation', 'brands', 'inc', 'world', 'largest', 'winemaker', 'offered', 'billion', 'cash', 'acquire', 'robert', 'mondavi', 'corp', 'maker', 'lowerprice', 'woodbridge', 'wines']\n",
      "Stemmed Tokens: ['constel', 'brand', 'offer', 'billion', 'mondavi', 'updat', 'constel', 'brand', 'inc', 'world', 'largest', 'winemak', 'offer', 'billion', 'cash', 'acquir', 'robert', 'mondavi', 'corp', 'maker', 'lowerpric', 'woodbridg', 'wine']\n",
      "Final Preprocessed Text: constel brand offer billion mondavi updat constel brand inc world largest winemak offer billion cash acquir robert mondavi corp maker lowerpric woodbridg wine\n",
      "\n",
      "Original Text: Update 2: General Mills to Make Cereals Whole Grain The Trix Rabbit and that Lucky Charms leprechaun are going on a whole-grain diet. General Mills announced Thursday that it will convert all of its breakfast cereals to whole grain.\n",
      "Lowercased Text: update 2: general mills to make cereals whole grain the trix rabbit and that lucky charms leprechaun are going on a whole-grain diet. general mills announced thursday that it will convert all of its breakfast cereals to whole grain.\n",
      "Removed URLs: update 2: general mills to make cereals whole grain the trix rabbit and that lucky charms leprechaun are going on a whole-grain diet. general mills announced thursday that it will convert all of its breakfast cereals to whole grain.\n",
      "Removed HTML Tags: update 2: general mills to make cereals whole grain the trix rabbit and that lucky charms leprechaun are going on a whole-grain diet. general mills announced thursday that it will convert all of its breakfast cereals to whole grain.\n",
      "Removed Special Characters: update  general mills to make cereals whole grain the trix rabbit and that lucky charms leprechaun are going on a wholegrain diet general mills announced thursday that it will convert all of its breakfast cereals to whole grain\n",
      "Tokens: ['update', 'general', 'mills', 'to', 'make', 'cereals', 'whole', 'grain', 'the', 'trix', 'rabbit', 'and', 'that', 'lucky', 'charms', 'leprechaun', 'are', 'going', 'on', 'a', 'wholegrain', 'diet', 'general', 'mills', 'announced', 'thursday', 'that', 'it', 'will', 'convert', 'all', 'of', 'its', 'breakfast', 'cereals', 'to', 'whole', 'grain']\n",
      "Removed Stopwords: ['update', 'general', 'mills', 'make', 'cereals', 'whole', 'grain', 'trix', 'rabbit', 'lucky', 'charms', 'leprechaun', 'going', 'wholegrain', 'diet', 'general', 'mills', 'announced', 'thursday', 'convert', 'breakfast', 'cereals', 'whole', 'grain']\n",
      "Stemmed Tokens: ['updat', 'gener', 'mill', 'make', 'cereal', 'whole', 'grain', 'trix', 'rabbit', 'lucki', 'charm', 'leprechaun', 'go', 'wholegrain', 'diet', 'gener', 'mill', 'announc', 'thursday', 'convert', 'breakfast', 'cereal', 'whole', 'grain']\n",
      "Final Preprocessed Text: updat gener mill make cereal whole grain trix rabbit lucki charm leprechaun go wholegrain diet gener mill announc thursday convert breakfast cereal whole grain\n",
      "\n",
      "Original Text: Labour has failed on pensions, commission will report A report on pensions commissioned by the Government will be highly critical of Labour #39;s record on the issue, saying that people are saving far less for retirement than official figures show \n",
      "Lowercased Text: labour has failed on pensions, commission will report a report on pensions commissioned by the government will be highly critical of labour #39;s record on the issue, saying that people are saving far less for retirement than official figures show \n",
      "Removed URLs: labour has failed on pensions, commission will report a report on pensions commissioned by the government will be highly critical of labour #39;s record on the issue, saying that people are saving far less for retirement than official figures show \n",
      "Removed HTML Tags: labour has failed on pensions, commission will report a report on pensions commissioned by the government will be highly critical of labour #39;s record on the issue, saying that people are saving far less for retirement than official figures show \n",
      "Removed Special Characters: labour has failed on pensions commission will report a report on pensions commissioned by the government will be highly critical of labour s record on the issue saying that people are saving far less for retirement than official figures show \n",
      "Tokens: ['labour', 'has', 'failed', 'on', 'pensions', 'commission', 'will', 'report', 'a', 'report', 'on', 'pensions', 'commissioned', 'by', 'the', 'government', 'will', 'be', 'highly', 'critical', 'of', 'labour', 's', 'record', 'on', 'the', 'issue', 'saying', 'that', 'people', 'are', 'saving', 'far', 'less', 'for', 'retirement', 'than', 'official', 'figures', 'show']\n",
      "Removed Stopwords: ['labour', 'failed', 'pensions', 'commission', 'report', 'report', 'pensions', 'commissioned', 'government', 'highly', 'critical', 'labour', 'record', 'issue', 'saying', 'people', 'saving', 'far', 'less', 'retirement', 'official', 'figures', 'show']\n",
      "Stemmed Tokens: ['labour', 'fail', 'pension', 'commiss', 'report', 'report', 'pension', 'commiss', 'govern', 'highli', 'critic', 'labour', 'record', 'issu', 'say', 'peopl', 'save', 'far', 'less', 'retir', 'offici', 'figur', 'show']\n",
      "Final Preprocessed Text: labour fail pension commiss report report pension commiss govern highli critic labour record issu say peopl save far less retir offici figur show\n",
      "\n",
      "Original Text: Poor nations seek WTO textile aid With 40 years of textile quotas about to be abolished in a move to help developing nations, a group of the world #39;s poorest countries are asking for a different approach: special trade deals to protect them from a free-for-all.\n",
      "Lowercased Text: poor nations seek wto textile aid with 40 years of textile quotas about to be abolished in a move to help developing nations, a group of the world #39;s poorest countries are asking for a different approach: special trade deals to protect them from a free-for-all.\n",
      "Removed URLs: poor nations seek wto textile aid with 40 years of textile quotas about to be abolished in a move to help developing nations, a group of the world #39;s poorest countries are asking for a different approach: special trade deals to protect them from a free-for-all.\n",
      "Removed HTML Tags: poor nations seek wto textile aid with 40 years of textile quotas about to be abolished in a move to help developing nations, a group of the world #39;s poorest countries are asking for a different approach: special trade deals to protect them from a free-for-all.\n",
      "Removed Special Characters: poor nations seek wto textile aid with  years of textile quotas about to be abolished in a move to help developing nations a group of the world s poorest countries are asking for a different approach special trade deals to protect them from a freeforall\n",
      "Tokens: ['poor', 'nations', 'seek', 'wto', 'textile', 'aid', 'with', 'years', 'of', 'textile', 'quotas', 'about', 'to', 'be', 'abolished', 'in', 'a', 'move', 'to', 'help', 'developing', 'nations', 'a', 'group', 'of', 'the', 'world', 's', 'poorest', 'countries', 'are', 'asking', 'for', 'a', 'different', 'approach', 'special', 'trade', 'deals', 'to', 'protect', 'them', 'from', 'a', 'freeforall']\n",
      "Removed Stopwords: ['poor', 'nations', 'seek', 'wto', 'textile', 'aid', 'years', 'textile', 'quotas', 'abolished', 'move', 'help', 'developing', 'nations', 'group', 'world', 'poorest', 'countries', 'asking', 'different', 'approach', 'special', 'trade', 'deals', 'protect', 'freeforall']\n",
      "Stemmed Tokens: ['poor', 'nation', 'seek', 'wto', 'textil', 'aid', 'year', 'textil', 'quota', 'abolish', 'move', 'help', 'develop', 'nation', 'group', 'world', 'poorest', 'countri', 'ask', 'differ', 'approach', 'special', 'trade', 'deal', 'protect', 'freeforal']\n",
      "Final Preprocessed Text: poor nation seek wto textil aid year textil quota abolish move help develop nation group world poorest countri ask differ approach special trade deal protect freeforal\n",
      "\n",
      "Original Text: GM pulls Guy Ritchie car ad after protest Protests from seven safety groups have prompted General Motors to pull a television ad that shows a young boy driving a Corvette sports car so recklessly that it goes airborne, officials of the automaker say.\n",
      "Lowercased Text: gm pulls guy ritchie car ad after protest protests from seven safety groups have prompted general motors to pull a television ad that shows a young boy driving a corvette sports car so recklessly that it goes airborne, officials of the automaker say.\n",
      "Removed URLs: gm pulls guy ritchie car ad after protest protests from seven safety groups have prompted general motors to pull a television ad that shows a young boy driving a corvette sports car so recklessly that it goes airborne, officials of the automaker say.\n",
      "Removed HTML Tags: gm pulls guy ritchie car ad after protest protests from seven safety groups have prompted general motors to pull a television ad that shows a young boy driving a corvette sports car so recklessly that it goes airborne, officials of the automaker say.\n",
      "Removed Special Characters: gm pulls guy ritchie car ad after protest protests from seven safety groups have prompted general motors to pull a television ad that shows a young boy driving a corvette sports car so recklessly that it goes airborne officials of the automaker say\n",
      "Tokens: ['gm', 'pulls', 'guy', 'ritchie', 'car', 'ad', 'after', 'protest', 'protests', 'from', 'seven', 'safety', 'groups', 'have', 'prompted', 'general', 'motors', 'to', 'pull', 'a', 'television', 'ad', 'that', 'shows', 'a', 'young', 'boy', 'driving', 'a', 'corvette', 'sports', 'car', 'so', 'recklessly', 'that', 'it', 'goes', 'airborne', 'officials', 'of', 'the', 'automaker', 'say']\n",
      "Removed Stopwords: ['gm', 'pulls', 'guy', 'ritchie', 'car', 'ad', 'protest', 'protests', 'seven', 'safety', 'groups', 'prompted', 'general', 'motors', 'pull', 'television', 'ad', 'shows', 'young', 'boy', 'driving', 'corvette', 'sports', 'car', 'recklessly', 'goes', 'airborne', 'officials', 'automaker', 'say']\n",
      "Stemmed Tokens: ['gm', 'pull', 'guy', 'ritchi', 'car', 'ad', 'protest', 'protest', 'seven', 'safeti', 'group', 'prompt', 'gener', 'motor', 'pull', 'televis', 'ad', 'show', 'young', 'boy', 'drive', 'corvett', 'sport', 'car', 'recklessli', 'goe', 'airborn', 'offici', 'automak', 'say']\n",
      "Final Preprocessed Text: gm pull guy ritchi car ad protest protest seven safeti group prompt gener motor pull televis ad show young boy drive corvett sport car recklessli goe airborn offici automak say\n",
      "\n",
      "Original Text: Dollar's Gains Cut as Fed Raises Rates  NEW YORK (Reuters) - The dollar's gains were clipped  on  Tuesday as the Federal Reserve raised interest rates for the  fifth time this year, as expected, but quashed hopes for more  aggressive rate tightening.\n",
      "Lowercased Text: dollar's gains cut as fed raises rates  new york (reuters) - the dollar's gains were clipped  on  tuesday as the federal reserve raised interest rates for the  fifth time this year, as expected, but quashed hopes for more  aggressive rate tightening.\n",
      "Removed URLs: dollar's gains cut as fed raises rates  new york (reuters) - the dollar's gains were clipped  on  tuesday as the federal reserve raised interest rates for the  fifth time this year, as expected, but quashed hopes for more  aggressive rate tightening.\n",
      "Removed HTML Tags: dollar's gains cut as fed raises rates  new york (reuters) - the dollar's gains were clipped  on  tuesday as the federal reserve raised interest rates for the  fifth time this year, as expected, but quashed hopes for more  aggressive rate tightening.\n",
      "Removed Special Characters: dollars gains cut as fed raises rates  new york reuters  the dollars gains were clipped  on  tuesday as the federal reserve raised interest rates for the  fifth time this year as expected but quashed hopes for more  aggressive rate tightening\n",
      "Tokens: ['dollars', 'gains', 'cut', 'as', 'fed', 'raises', 'rates', 'new', 'york', 'reuters', 'the', 'dollars', 'gains', 'were', 'clipped', 'on', 'tuesday', 'as', 'the', 'federal', 'reserve', 'raised', 'interest', 'rates', 'for', 'the', 'fifth', 'time', 'this', 'year', 'as', 'expected', 'but', 'quashed', 'hopes', 'for', 'more', 'aggressive', 'rate', 'tightening']\n",
      "Removed Stopwords: ['dollars', 'gains', 'cut', 'fed', 'raises', 'rates', 'new', 'york', 'reuters', 'dollars', 'gains', 'clipped', 'tuesday', 'federal', 'reserve', 'raised', 'interest', 'rates', 'fifth', 'time', 'year', 'expected', 'quashed', 'hopes', 'aggressive', 'rate', 'tightening']\n",
      "Stemmed Tokens: ['dollar', 'gain', 'cut', 'fed', 'rais', 'rate', 'new', 'york', 'reuter', 'dollar', 'gain', 'clip', 'tuesday', 'feder', 'reserv', 'rais', 'interest', 'rate', 'fifth', 'time', 'year', 'expect', 'quash', 'hope', 'aggress', 'rate', 'tighten']\n",
      "Final Preprocessed Text: dollar gain cut fed rais rate new york reuter dollar gain clip tuesday feder reserv rais interest rate fifth time year expect quash hope aggress rate tighten\n",
      "\n",
      "Original Text: Earnings Improve at Japanese Electronics Firms The Japanese electronics makers remained cautious about the months ahead, citing worries about global growth. Japanese corporate profits are almost certain to be hurt by any economic slowdown in Japan and in the United States.\n",
      "Lowercased Text: earnings improve at japanese electronics firms the japanese electronics makers remained cautious about the months ahead, citing worries about global growth. japanese corporate profits are almost certain to be hurt by any economic slowdown in japan and in the united states.\n",
      "Removed URLs: earnings improve at japanese electronics firms the japanese electronics makers remained cautious about the months ahead, citing worries about global growth. japanese corporate profits are almost certain to be hurt by any economic slowdown in japan and in the united states.\n",
      "Removed HTML Tags: earnings improve at japanese electronics firms the japanese electronics makers remained cautious about the months ahead, citing worries about global growth. japanese corporate profits are almost certain to be hurt by any economic slowdown in japan and in the united states.\n",
      "Removed Special Characters: earnings improve at japanese electronics firms the japanese electronics makers remained cautious about the months ahead citing worries about global growth japanese corporate profits are almost certain to be hurt by any economic slowdown in japan and in the united states\n",
      "Tokens: ['earnings', 'improve', 'at', 'japanese', 'electronics', 'firms', 'the', 'japanese', 'electronics', 'makers', 'remained', 'cautious', 'about', 'the', 'months', 'ahead', 'citing', 'worries', 'about', 'global', 'growth', 'japanese', 'corporate', 'profits', 'are', 'almost', 'certain', 'to', 'be', 'hurt', 'by', 'any', 'economic', 'slowdown', 'in', 'japan', 'and', 'in', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['earnings', 'improve', 'japanese', 'electronics', 'firms', 'japanese', 'electronics', 'makers', 'remained', 'cautious', 'months', 'ahead', 'citing', 'worries', 'global', 'growth', 'japanese', 'corporate', 'profits', 'almost', 'certain', 'hurt', 'economic', 'slowdown', 'japan', 'united', 'states']\n",
      "Stemmed Tokens: ['earn', 'improv', 'japanes', 'electron', 'firm', 'japanes', 'electron', 'maker', 'remain', 'cautiou', 'month', 'ahead', 'cite', 'worri', 'global', 'growth', 'japanes', 'corpor', 'profit', 'almost', 'certain', 'hurt', 'econom', 'slowdown', 'japan', 'unit', 'state']\n",
      "Final Preprocessed Text: earn improv japanes electron firm japanes electron maker remain cautiou month ahead cite worri global growth japanes corpor profit almost certain hurt econom slowdown japan unit state\n",
      "\n",
      "Original Text: Sorrell and WPP rise ever closer to the top LONDON With its agreement to buy Grey Global Group, Sir Martin Sorrell has placed his London-based WPP Group in position to rival Omnicom Group as the world #39;s largest advertising company.\n",
      "Lowercased Text: sorrell and wpp rise ever closer to the top london with its agreement to buy grey global group, sir martin sorrell has placed his london-based wpp group in position to rival omnicom group as the world #39;s largest advertising company.\n",
      "Removed URLs: sorrell and wpp rise ever closer to the top london with its agreement to buy grey global group, sir martin sorrell has placed his london-based wpp group in position to rival omnicom group as the world #39;s largest advertising company.\n",
      "Removed HTML Tags: sorrell and wpp rise ever closer to the top london with its agreement to buy grey global group, sir martin sorrell has placed his london-based wpp group in position to rival omnicom group as the world #39;s largest advertising company.\n",
      "Removed Special Characters: sorrell and wpp rise ever closer to the top london with its agreement to buy grey global group sir martin sorrell has placed his londonbased wpp group in position to rival omnicom group as the world s largest advertising company\n",
      "Tokens: ['sorrell', 'and', 'wpp', 'rise', 'ever', 'closer', 'to', 'the', 'top', 'london', 'with', 'its', 'agreement', 'to', 'buy', 'grey', 'global', 'group', 'sir', 'martin', 'sorrell', 'has', 'placed', 'his', 'londonbased', 'wpp', 'group', 'in', 'position', 'to', 'rival', 'omnicom', 'group', 'as', 'the', 'world', 's', 'largest', 'advertising', 'company']\n",
      "Removed Stopwords: ['sorrell', 'wpp', 'rise', 'ever', 'closer', 'top', 'london', 'agreement', 'buy', 'grey', 'global', 'group', 'sir', 'martin', 'sorrell', 'placed', 'londonbased', 'wpp', 'group', 'position', 'rival', 'omnicom', 'group', 'world', 'largest', 'advertising', 'company']\n",
      "Stemmed Tokens: ['sorrel', 'wpp', 'rise', 'ever', 'closer', 'top', 'london', 'agreement', 'buy', 'grey', 'global', 'group', 'sir', 'martin', 'sorrel', 'place', 'londonbas', 'wpp', 'group', 'posit', 'rival', 'omnicom', 'group', 'world', 'largest', 'advertis', 'compani']\n",
      "Final Preprocessed Text: sorrel wpp rise ever closer top london agreement buy grey global group sir martin sorrel place londonbas wpp group posit rival omnicom group world largest advertis compani\n",
      "\n",
      "Original Text: Barrick Acquires Stake in Celtic Resources Canada #39;s Barrick Gold Corp. said Thursday it was acquiring a 9 percent stake in London-based Celtic Resources Holding Ltd. - a deal that potentially gives the Canadian gold giant major clout ahead of next year #39;s auction of Russia #39;s biggest gold deposit.\n",
      "Lowercased Text: barrick acquires stake in celtic resources canada #39;s barrick gold corp. said thursday it was acquiring a 9 percent stake in london-based celtic resources holding ltd. - a deal that potentially gives the canadian gold giant major clout ahead of next year #39;s auction of russia #39;s biggest gold deposit.\n",
      "Removed URLs: barrick acquires stake in celtic resources canada #39;s barrick gold corp. said thursday it was acquiring a 9 percent stake in london-based celtic resources holding ltd. - a deal that potentially gives the canadian gold giant major clout ahead of next year #39;s auction of russia #39;s biggest gold deposit.\n",
      "Removed HTML Tags: barrick acquires stake in celtic resources canada #39;s barrick gold corp. said thursday it was acquiring a 9 percent stake in london-based celtic resources holding ltd. - a deal that potentially gives the canadian gold giant major clout ahead of next year #39;s auction of russia #39;s biggest gold deposit.\n",
      "Removed Special Characters: barrick acquires stake in celtic resources canada s barrick gold corp said thursday it was acquiring a  percent stake in londonbased celtic resources holding ltd  a deal that potentially gives the canadian gold giant major clout ahead of next year s auction of russia s biggest gold deposit\n",
      "Tokens: ['barrick', 'acquires', 'stake', 'in', 'celtic', 'resources', 'canada', 's', 'barrick', 'gold', 'corp', 'said', 'thursday', 'it', 'was', 'acquiring', 'a', 'percent', 'stake', 'in', 'londonbased', 'celtic', 'resources', 'holding', 'ltd', 'a', 'deal', 'that', 'potentially', 'gives', 'the', 'canadian', 'gold', 'giant', 'major', 'clout', 'ahead', 'of', 'next', 'year', 's', 'auction', 'of', 'russia', 's', 'biggest', 'gold', 'deposit']\n",
      "Removed Stopwords: ['barrick', 'acquires', 'stake', 'celtic', 'resources', 'canada', 'barrick', 'gold', 'corp', 'said', 'thursday', 'acquiring', 'percent', 'stake', 'londonbased', 'celtic', 'resources', 'holding', 'ltd', 'deal', 'potentially', 'gives', 'canadian', 'gold', 'giant', 'major', 'clout', 'ahead', 'next', 'year', 'auction', 'russia', 'biggest', 'gold', 'deposit']\n",
      "Stemmed Tokens: ['barrick', 'acquir', 'stake', 'celtic', 'resourc', 'canada', 'barrick', 'gold', 'corp', 'said', 'thursday', 'acquir', 'percent', 'stake', 'londonbas', 'celtic', 'resourc', 'hold', 'ltd', 'deal', 'potenti', 'give', 'canadian', 'gold', 'giant', 'major', 'clout', 'ahead', 'next', 'year', 'auction', 'russia', 'biggest', 'gold', 'deposit']\n",
      "Final Preprocessed Text: barrick acquir stake celtic resourc canada barrick gold corp said thursday acquir percent stake londonbas celtic resourc hold ltd deal potenti give canadian gold giant major clout ahead next year auction russia biggest gold deposit\n",
      "\n",
      "Original Text: In The News: Instant Recall Oct. 11 issue - Last week Merck pulled its blockbuster arthritis-and-pain-relief drug Vioxx from the market. This week the 1.27 million Americans who were taking it are wondering what to do.\n",
      "Lowercased Text: in the news: instant recall oct. 11 issue - last week merck pulled its blockbuster arthritis-and-pain-relief drug vioxx from the market. this week the 1.27 million americans who were taking it are wondering what to do.\n",
      "Removed URLs: in the news: instant recall oct. 11 issue - last week merck pulled its blockbuster arthritis-and-pain-relief drug vioxx from the market. this week the 1.27 million americans who were taking it are wondering what to do.\n",
      "Removed HTML Tags: in the news: instant recall oct. 11 issue - last week merck pulled its blockbuster arthritis-and-pain-relief drug vioxx from the market. this week the 1.27 million americans who were taking it are wondering what to do.\n",
      "Removed Special Characters: in the news instant recall oct  issue  last week merck pulled its blockbuster arthritisandpainrelief drug vioxx from the market this week the  million americans who were taking it are wondering what to do\n",
      "Tokens: ['in', 'the', 'news', 'instant', 'recall', 'oct', 'issue', 'last', 'week', 'merck', 'pulled', 'its', 'blockbuster', 'arthritisandpainrelief', 'drug', 'vioxx', 'from', 'the', 'market', 'this', 'week', 'the', 'million', 'americans', 'who', 'were', 'taking', 'it', 'are', 'wondering', 'what', 'to', 'do']\n",
      "Removed Stopwords: ['news', 'instant', 'recall', 'oct', 'issue', 'last', 'week', 'merck', 'pulled', 'blockbuster', 'arthritisandpainrelief', 'drug', 'vioxx', 'market', 'week', 'million', 'americans', 'taking', 'wondering']\n",
      "Stemmed Tokens: ['news', 'instant', 'recal', 'oct', 'issu', 'last', 'week', 'merck', 'pull', 'blockbust', 'arthritisandpainrelief', 'drug', 'vioxx', 'market', 'week', 'million', 'american', 'take', 'wonder']\n",
      "Final Preprocessed Text: news instant recal oct issu last week merck pull blockbust arthritisandpainrelief drug vioxx market week million american take wonder\n",
      "\n",
      "Original Text: Nike founder steps down Nike boss Phil Knight last night announced his decision to step down as chief executive of the footwear company he helped found 42 years ago.\n",
      "Lowercased Text: nike founder steps down nike boss phil knight last night announced his decision to step down as chief executive of the footwear company he helped found 42 years ago.\n",
      "Removed URLs: nike founder steps down nike boss phil knight last night announced his decision to step down as chief executive of the footwear company he helped found 42 years ago.\n",
      "Removed HTML Tags: nike founder steps down nike boss phil knight last night announced his decision to step down as chief executive of the footwear company he helped found 42 years ago.\n",
      "Removed Special Characters: nike founder steps down nike boss phil knight last night announced his decision to step down as chief executive of the footwear company he helped found  years ago\n",
      "Tokens: ['nike', 'founder', 'steps', 'down', 'nike', 'boss', 'phil', 'knight', 'last', 'night', 'announced', 'his', 'decision', 'to', 'step', 'down', 'as', 'chief', 'executive', 'of', 'the', 'footwear', 'company', 'he', 'helped', 'found', 'years', 'ago']\n",
      "Removed Stopwords: ['nike', 'founder', 'steps', 'nike', 'boss', 'phil', 'knight', 'last', 'night', 'announced', 'decision', 'step', 'chief', 'executive', 'footwear', 'company', 'helped', 'found', 'years', 'ago']\n",
      "Stemmed Tokens: ['nike', 'founder', 'step', 'nike', 'boss', 'phil', 'knight', 'last', 'night', 'announc', 'decis', 'step', 'chief', 'execut', 'footwear', 'compani', 'help', 'found', 'year', 'ago']\n",
      "Final Preprocessed Text: nike founder step nike boss phil knight last night announc decis step chief execut footwear compani help found year ago\n",
      "\n",
      "Original Text: Stanley set sights on Elland Road for casino Stanley Leisure plc has announced a Stanley Casinos Limited plan to develop a casino complex on land adjacent to Leeds United #39;s Elland Road stadium.\n",
      "Lowercased Text: stanley set sights on elland road for casino stanley leisure plc has announced a stanley casinos limited plan to develop a casino complex on land adjacent to leeds united #39;s elland road stadium.\n",
      "Removed URLs: stanley set sights on elland road for casino stanley leisure plc has announced a stanley casinos limited plan to develop a casino complex on land adjacent to leeds united #39;s elland road stadium.\n",
      "Removed HTML Tags: stanley set sights on elland road for casino stanley leisure plc has announced a stanley casinos limited plan to develop a casino complex on land adjacent to leeds united #39;s elland road stadium.\n",
      "Removed Special Characters: stanley set sights on elland road for casino stanley leisure plc has announced a stanley casinos limited plan to develop a casino complex on land adjacent to leeds united s elland road stadium\n",
      "Tokens: ['stanley', 'set', 'sights', 'on', 'elland', 'road', 'for', 'casino', 'stanley', 'leisure', 'plc', 'has', 'announced', 'a', 'stanley', 'casinos', 'limited', 'plan', 'to', 'develop', 'a', 'casino', 'complex', 'on', 'land', 'adjacent', 'to', 'leeds', 'united', 's', 'elland', 'road', 'stadium']\n",
      "Removed Stopwords: ['stanley', 'set', 'sights', 'elland', 'road', 'casino', 'stanley', 'leisure', 'plc', 'announced', 'stanley', 'casinos', 'limited', 'plan', 'develop', 'casino', 'complex', 'land', 'adjacent', 'leeds', 'united', 'elland', 'road', 'stadium']\n",
      "Stemmed Tokens: ['stanley', 'set', 'sight', 'elland', 'road', 'casino', 'stanley', 'leisur', 'plc', 'announc', 'stanley', 'casino', 'limit', 'plan', 'develop', 'casino', 'complex', 'land', 'adjac', 'leed', 'unit', 'elland', 'road', 'stadium']\n",
      "Final Preprocessed Text: stanley set sight elland road casino stanley leisur plc announc stanley casino limit plan develop casino complex land adjac leed unit elland road stadium\n",
      "\n",
      "Original Text: Post-Olympic Greece tightens purse, sells family silver to fill budget holes (AFP) AFP - Squeezed by a swelling public deficit and debt following last month's costly Athens Olympics, the Greek government said it would cut defence spending and boost revenue by 1.5 billion euros (1.84 billion dollars) in privatisation receipts.\n",
      "Lowercased Text: post-olympic greece tightens purse, sells family silver to fill budget holes (afp) afp - squeezed by a swelling public deficit and debt following last month's costly athens olympics, the greek government said it would cut defence spending and boost revenue by 1.5 billion euros (1.84 billion dollars) in privatisation receipts.\n",
      "Removed URLs: post-olympic greece tightens purse, sells family silver to fill budget holes (afp) afp - squeezed by a swelling public deficit and debt following last month's costly athens olympics, the greek government said it would cut defence spending and boost revenue by 1.5 billion euros (1.84 billion dollars) in privatisation receipts.\n",
      "Removed HTML Tags: post-olympic greece tightens purse, sells family silver to fill budget holes (afp) afp - squeezed by a swelling public deficit and debt following last month's costly athens olympics, the greek government said it would cut defence spending and boost revenue by 1.5 billion euros (1.84 billion dollars) in privatisation receipts.\n",
      "Removed Special Characters: postolympic greece tightens purse sells family silver to fill budget holes afp afp  squeezed by a swelling public deficit and debt following last months costly athens olympics the greek government said it would cut defence spending and boost revenue by  billion euros  billion dollars in privatisation receipts\n",
      "Tokens: ['postolympic', 'greece', 'tightens', 'purse', 'sells', 'family', 'silver', 'to', 'fill', 'budget', 'holes', 'afp', 'afp', 'squeezed', 'by', 'a', 'swelling', 'public', 'deficit', 'and', 'debt', 'following', 'last', 'months', 'costly', 'athens', 'olympics', 'the', 'greek', 'government', 'said', 'it', 'would', 'cut', 'defence', 'spending', 'and', 'boost', 'revenue', 'by', 'billion', 'euros', 'billion', 'dollars', 'in', 'privatisation', 'receipts']\n",
      "Removed Stopwords: ['postolympic', 'greece', 'tightens', 'purse', 'sells', 'family', 'silver', 'fill', 'budget', 'holes', 'afp', 'afp', 'squeezed', 'swelling', 'public', 'deficit', 'debt', 'following', 'last', 'months', 'costly', 'athens', 'olympics', 'greek', 'government', 'said', 'would', 'cut', 'defence', 'spending', 'boost', 'revenue', 'billion', 'euros', 'billion', 'dollars', 'privatisation', 'receipts']\n",
      "Stemmed Tokens: ['postolymp', 'greec', 'tighten', 'purs', 'sell', 'famili', 'silver', 'fill', 'budget', 'hole', 'afp', 'afp', 'squeez', 'swell', 'public', 'deficit', 'debt', 'follow', 'last', 'month', 'costli', 'athen', 'olymp', 'greek', 'govern', 'said', 'would', 'cut', 'defenc', 'spend', 'boost', 'revenu', 'billion', 'euro', 'billion', 'dollar', 'privatis', 'receipt']\n",
      "Final Preprocessed Text: postolymp greec tighten purs sell famili silver fill budget hole afp afp squeez swell public deficit debt follow last month costli athen olymp greek govern said would cut defenc spend boost revenu billion euro billion dollar privatis receipt\n",
      "\n",
      "Original Text: PC Sales Hot For 2004, But Will Soon Cool Off PC shipments in the second quarter grew faster than any three-month period since 1999, IDC said Monday, citing the continued pent-up demand for replacement systems as the driving force behind the sales surge.\n",
      "Lowercased Text: pc sales hot for 2004, but will soon cool off pc shipments in the second quarter grew faster than any three-month period since 1999, idc said monday, citing the continued pent-up demand for replacement systems as the driving force behind the sales surge.\n",
      "Removed URLs: pc sales hot for 2004, but will soon cool off pc shipments in the second quarter grew faster than any three-month period since 1999, idc said monday, citing the continued pent-up demand for replacement systems as the driving force behind the sales surge.\n",
      "Removed HTML Tags: pc sales hot for 2004, but will soon cool off pc shipments in the second quarter grew faster than any three-month period since 1999, idc said monday, citing the continued pent-up demand for replacement systems as the driving force behind the sales surge.\n",
      "Removed Special Characters: pc sales hot for  but will soon cool off pc shipments in the second quarter grew faster than any threemonth period since  idc said monday citing the continued pentup demand for replacement systems as the driving force behind the sales surge\n",
      "Tokens: ['pc', 'sales', 'hot', 'for', 'but', 'will', 'soon', 'cool', 'off', 'pc', 'shipments', 'in', 'the', 'second', 'quarter', 'grew', 'faster', 'than', 'any', 'threemonth', 'period', 'since', 'idc', 'said', 'monday', 'citing', 'the', 'continued', 'pentup', 'demand', 'for', 'replacement', 'systems', 'as', 'the', 'driving', 'force', 'behind', 'the', 'sales', 'surge']\n",
      "Removed Stopwords: ['pc', 'sales', 'hot', 'soon', 'cool', 'pc', 'shipments', 'second', 'quarter', 'grew', 'faster', 'threemonth', 'period', 'since', 'idc', 'said', 'monday', 'citing', 'continued', 'pentup', 'demand', 'replacement', 'systems', 'driving', 'force', 'behind', 'sales', 'surge']\n",
      "Stemmed Tokens: ['pc', 'sale', 'hot', 'soon', 'cool', 'pc', 'shipment', 'second', 'quarter', 'grew', 'faster', 'threemonth', 'period', 'sinc', 'idc', 'said', 'monday', 'cite', 'continu', 'pentup', 'demand', 'replac', 'system', 'drive', 'forc', 'behind', 'sale', 'surg']\n",
      "Final Preprocessed Text: pc sale hot soon cool pc shipment second quarter grew faster threemonth period sinc idc said monday cite continu pentup demand replac system drive forc behind sale surg\n",
      "\n",
      "Original Text: More buyers choose artificial Renee McDonald remembers the Christmas trees of her youth: spindly, fake and out of a box. They were hard to put up, and they just didn #39;t smell right.\n",
      "Lowercased Text: more buyers choose artificial renee mcdonald remembers the christmas trees of her youth: spindly, fake and out of a box. they were hard to put up, and they just didn #39;t smell right.\n",
      "Removed URLs: more buyers choose artificial renee mcdonald remembers the christmas trees of her youth: spindly, fake and out of a box. they were hard to put up, and they just didn #39;t smell right.\n",
      "Removed HTML Tags: more buyers choose artificial renee mcdonald remembers the christmas trees of her youth: spindly, fake and out of a box. they were hard to put up, and they just didn #39;t smell right.\n",
      "Removed Special Characters: more buyers choose artificial renee mcdonald remembers the christmas trees of her youth spindly fake and out of a box they were hard to put up and they just didn t smell right\n",
      "Tokens: ['more', 'buyers', 'choose', 'artificial', 'renee', 'mcdonald', 'remembers', 'the', 'christmas', 'trees', 'of', 'her', 'youth', 'spindly', 'fake', 'and', 'out', 'of', 'a', 'box', 'they', 'were', 'hard', 'to', 'put', 'up', 'and', 'they', 'just', 'didn', 't', 'smell', 'right']\n",
      "Removed Stopwords: ['buyers', 'choose', 'artificial', 'renee', 'mcdonald', 'remembers', 'christmas', 'trees', 'youth', 'spindly', 'fake', 'box', 'hard', 'put', 'smell', 'right']\n",
      "Stemmed Tokens: ['buyer', 'choos', 'artifici', 'rene', 'mcdonald', 'rememb', 'christma', 'tree', 'youth', 'spindli', 'fake', 'box', 'hard', 'put', 'smell', 'right']\n",
      "Final Preprocessed Text: buyer choos artifici rene mcdonald rememb christma tree youth spindli fake box hard put smell right\n",
      "\n",
      "Original Text: Still no beef resolution after latest talks NEW YORK, (Aug. 30, 2004) - Cattle farmers and haulers finally looking for a quick end to a 15-month ban on live cattle exports to the US are out of luck after Canadian Agriculture Minister Andy Mitchell \n",
      "Lowercased Text: still no beef resolution after latest talks new york, (aug. 30, 2004) - cattle farmers and haulers finally looking for a quick end to a 15-month ban on live cattle exports to the us are out of luck after canadian agriculture minister andy mitchell \n",
      "Removed URLs: still no beef resolution after latest talks new york, (aug. 30, 2004) - cattle farmers and haulers finally looking for a quick end to a 15-month ban on live cattle exports to the us are out of luck after canadian agriculture minister andy mitchell \n",
      "Removed HTML Tags: still no beef resolution after latest talks new york, (aug. 30, 2004) - cattle farmers and haulers finally looking for a quick end to a 15-month ban on live cattle exports to the us are out of luck after canadian agriculture minister andy mitchell \n",
      "Removed Special Characters: still no beef resolution after latest talks new york aug    cattle farmers and haulers finally looking for a quick end to a month ban on live cattle exports to the us are out of luck after canadian agriculture minister andy mitchell \n",
      "Tokens: ['still', 'no', 'beef', 'resolution', 'after', 'latest', 'talks', 'new', 'york', 'aug', 'cattle', 'farmers', 'and', 'haulers', 'finally', 'looking', 'for', 'a', 'quick', 'end', 'to', 'a', 'month', 'ban', 'on', 'live', 'cattle', 'exports', 'to', 'the', 'us', 'are', 'out', 'of', 'luck', 'after', 'canadian', 'agriculture', 'minister', 'andy', 'mitchell']\n",
      "Removed Stopwords: ['still', 'beef', 'resolution', 'latest', 'talks', 'new', 'york', 'aug', 'cattle', 'farmers', 'haulers', 'finally', 'looking', 'quick', 'end', 'month', 'ban', 'live', 'cattle', 'exports', 'us', 'luck', 'canadian', 'agriculture', 'minister', 'andy', 'mitchell']\n",
      "Stemmed Tokens: ['still', 'beef', 'resolut', 'latest', 'talk', 'new', 'york', 'aug', 'cattl', 'farmer', 'hauler', 'final', 'look', 'quick', 'end', 'month', 'ban', 'live', 'cattl', 'export', 'us', 'luck', 'canadian', 'agricultur', 'minist', 'andi', 'mitchel']\n",
      "Final Preprocessed Text: still beef resolut latest talk new york aug cattl farmer hauler final look quick end month ban live cattl export us luck canadian agricultur minist andi mitchel\n",
      "\n",
      "Original Text: Hynix, Samil Face Sanctions for Bookrigging Hynix Semiconductor, formerly Hyundai Electronics, was engaged in accounting fraud totaling 2 trillion won in 1999, financial regulators reported Monday.\n",
      "Lowercased Text: hynix, samil face sanctions for bookrigging hynix semiconductor, formerly hyundai electronics, was engaged in accounting fraud totaling 2 trillion won in 1999, financial regulators reported monday.\n",
      "Removed URLs: hynix, samil face sanctions for bookrigging hynix semiconductor, formerly hyundai electronics, was engaged in accounting fraud totaling 2 trillion won in 1999, financial regulators reported monday.\n",
      "Removed HTML Tags: hynix, samil face sanctions for bookrigging hynix semiconductor, formerly hyundai electronics, was engaged in accounting fraud totaling 2 trillion won in 1999, financial regulators reported monday.\n",
      "Removed Special Characters: hynix samil face sanctions for bookrigging hynix semiconductor formerly hyundai electronics was engaged in accounting fraud totaling  trillion won in  financial regulators reported monday\n",
      "Tokens: ['hynix', 'samil', 'face', 'sanctions', 'for', 'bookrigging', 'hynix', 'semiconductor', 'formerly', 'hyundai', 'electronics', 'was', 'engaged', 'in', 'accounting', 'fraud', 'totaling', 'trillion', 'won', 'in', 'financial', 'regulators', 'reported', 'monday']\n",
      "Removed Stopwords: ['hynix', 'samil', 'face', 'sanctions', 'bookrigging', 'hynix', 'semiconductor', 'formerly', 'hyundai', 'electronics', 'engaged', 'accounting', 'fraud', 'totaling', 'trillion', 'financial', 'regulators', 'reported', 'monday']\n",
      "Stemmed Tokens: ['hynix', 'samil', 'face', 'sanction', 'bookrig', 'hynix', 'semiconductor', 'formerli', 'hyundai', 'electron', 'engag', 'account', 'fraud', 'total', 'trillion', 'financi', 'regul', 'report', 'monday']\n",
      "Final Preprocessed Text: hynix samil face sanction bookrig hynix semiconductor formerli hyundai electron engag account fraud total trillion financi regul report monday\n",
      "\n",
      "Original Text: Stocks to Open Up As Election Day Starts Dow Jones futures rose 37 points recently, while Nasdaq futures climbed 6 points and Standard  amp; Poor #39;s futures edged up 3.60 points.\n",
      "Lowercased Text: stocks to open up as election day starts dow jones futures rose 37 points recently, while nasdaq futures climbed 6 points and standard  amp; poor #39;s futures edged up 3.60 points.\n",
      "Removed URLs: stocks to open up as election day starts dow jones futures rose 37 points recently, while nasdaq futures climbed 6 points and standard  amp; poor #39;s futures edged up 3.60 points.\n",
      "Removed HTML Tags: stocks to open up as election day starts dow jones futures rose 37 points recently, while nasdaq futures climbed 6 points and standard  amp; poor #39;s futures edged up 3.60 points.\n",
      "Removed Special Characters: stocks to open up as election day starts dow jones futures rose  points recently while nasdaq futures climbed  points and standard  amp poor s futures edged up  points\n",
      "Tokens: ['stocks', 'to', 'open', 'up', 'as', 'election', 'day', 'starts', 'dow', 'jones', 'futures', 'rose', 'points', 'recently', 'while', 'nasdaq', 'futures', 'climbed', 'points', 'and', 'standard', 'amp', 'poor', 's', 'futures', 'edged', 'up', 'points']\n",
      "Removed Stopwords: ['stocks', 'open', 'election', 'day', 'starts', 'dow', 'jones', 'futures', 'rose', 'points', 'recently', 'nasdaq', 'futures', 'climbed', 'points', 'standard', 'amp', 'poor', 'futures', 'edged', 'points']\n",
      "Stemmed Tokens: ['stock', 'open', 'elect', 'day', 'start', 'dow', 'jone', 'futur', 'rose', 'point', 'recent', 'nasdaq', 'futur', 'climb', 'point', 'standard', 'amp', 'poor', 'futur', 'edg', 'point']\n",
      "Final Preprocessed Text: stock open elect day start dow jone futur rose point recent nasdaq futur climb point standard amp poor futur edg point\n",
      "\n",
      "Original Text: W.T.O. Authorizes Trade Sanctions Against the United States The World Trade Organization authorized about \\$150 million in trade sanctions on the U.S. in retaliation for an import duties law that has been ruled illegal.\n",
      "Lowercased Text: w.t.o. authorizes trade sanctions against the united states the world trade organization authorized about \\$150 million in trade sanctions on the u.s. in retaliation for an import duties law that has been ruled illegal.\n",
      "Removed URLs: w.t.o. authorizes trade sanctions against the united states the world trade organization authorized about \\$150 million in trade sanctions on the u.s. in retaliation for an import duties law that has been ruled illegal.\n",
      "Removed HTML Tags: w.t.o. authorizes trade sanctions against the united states the world trade organization authorized about \\$150 million in trade sanctions on the u.s. in retaliation for an import duties law that has been ruled illegal.\n",
      "Removed Special Characters: wto authorizes trade sanctions against the united states the world trade organization authorized about  million in trade sanctions on the us in retaliation for an import duties law that has been ruled illegal\n",
      "Tokens: ['wto', 'authorizes', 'trade', 'sanctions', 'against', 'the', 'united', 'states', 'the', 'world', 'trade', 'organization', 'authorized', 'about', 'million', 'in', 'trade', 'sanctions', 'on', 'the', 'us', 'in', 'retaliation', 'for', 'an', 'import', 'duties', 'law', 'that', 'has', 'been', 'ruled', 'illegal']\n",
      "Removed Stopwords: ['wto', 'authorizes', 'trade', 'sanctions', 'united', 'states', 'world', 'trade', 'organization', 'authorized', 'million', 'trade', 'sanctions', 'us', 'retaliation', 'import', 'duties', 'law', 'ruled', 'illegal']\n",
      "Stemmed Tokens: ['wto', 'author', 'trade', 'sanction', 'unit', 'state', 'world', 'trade', 'organ', 'author', 'million', 'trade', 'sanction', 'us', 'retali', 'import', 'duti', 'law', 'rule', 'illeg']\n",
      "Final Preprocessed Text: wto author trade sanction unit state world trade organ author million trade sanction us retali import duti law rule illeg\n",
      "\n",
      "Original Text: Business Week Names Adler Its New Editor Stephen J. Adler, deputy managing editor of The Wall Street Journal, has been named editor of Business Week magazine, succeeding Stephen B. Shepard, who announced last week that he would retire from the magazine to become the first dean of a new \n",
      "Lowercased Text: business week names adler its new editor stephen j. adler, deputy managing editor of the wall street journal, has been named editor of business week magazine, succeeding stephen b. shepard, who announced last week that he would retire from the magazine to become the first dean of a new \n",
      "Removed URLs: business week names adler its new editor stephen j. adler, deputy managing editor of the wall street journal, has been named editor of business week magazine, succeeding stephen b. shepard, who announced last week that he would retire from the magazine to become the first dean of a new \n",
      "Removed HTML Tags: business week names adler its new editor stephen j. adler, deputy managing editor of the wall street journal, has been named editor of business week magazine, succeeding stephen b. shepard, who announced last week that he would retire from the magazine to become the first dean of a new \n",
      "Removed Special Characters: business week names adler its new editor stephen j adler deputy managing editor of the wall street journal has been named editor of business week magazine succeeding stephen b shepard who announced last week that he would retire from the magazine to become the first dean of a new \n",
      "Tokens: ['business', 'week', 'names', 'adler', 'its', 'new', 'editor', 'stephen', 'j', 'adler', 'deputy', 'managing', 'editor', 'of', 'the', 'wall', 'street', 'journal', 'has', 'been', 'named', 'editor', 'of', 'business', 'week', 'magazine', 'succeeding', 'stephen', 'b', 'shepard', 'who', 'announced', 'last', 'week', 'that', 'he', 'would', 'retire', 'from', 'the', 'magazine', 'to', 'become', 'the', 'first', 'dean', 'of', 'a', 'new']\n",
      "Removed Stopwords: ['business', 'week', 'names', 'adler', 'new', 'editor', 'stephen', 'j', 'adler', 'deputy', 'managing', 'editor', 'wall', 'street', 'journal', 'named', 'editor', 'business', 'week', 'magazine', 'succeeding', 'stephen', 'b', 'shepard', 'announced', 'last', 'week', 'would', 'retire', 'magazine', 'become', 'first', 'dean', 'new']\n",
      "Stemmed Tokens: ['busi', 'week', 'name', 'adler', 'new', 'editor', 'stephen', 'j', 'adler', 'deputi', 'manag', 'editor', 'wall', 'street', 'journal', 'name', 'editor', 'busi', 'week', 'magazin', 'succeed', 'stephen', 'b', 'shepard', 'announc', 'last', 'week', 'would', 'retir', 'magazin', 'becom', 'first', 'dean', 'new']\n",
      "Final Preprocessed Text: busi week name adler new editor stephen j adler deputi manag editor wall street journal name editor busi week magazin succeed stephen b shepard announc last week would retir magazin becom first dean new\n",
      "\n",
      "Original Text: The Kremlins Leviathan In Putins Russia Gazprom is by no means a mere natural monopoly, nor a newly established ministry for oil and gas. Gazprom is an instrument of public administration just like the pro-Kremlin United Russia \n",
      "Lowercased Text: the kremlins leviathan in putins russia gazprom is by no means a mere natural monopoly, nor a newly established ministry for oil and gas. gazprom is an instrument of public administration just like the pro-kremlin united russia \n",
      "Removed URLs: the kremlins leviathan in putins russia gazprom is by no means a mere natural monopoly, nor a newly established ministry for oil and gas. gazprom is an instrument of public administration just like the pro-kremlin united russia \n",
      "Removed HTML Tags: the kremlins leviathan in putins russia gazprom is by no means a mere natural monopoly, nor a newly established ministry for oil and gas. gazprom is an instrument of public administration just like the pro-kremlin united russia \n",
      "Removed Special Characters: the kremlins leviathan in putins russia gazprom is by no means a mere natural monopoly nor a newly established ministry for oil and gas gazprom is an instrument of public administration just like the prokremlin united russia \n",
      "Tokens: ['the', 'kremlins', 'leviathan', 'in', 'putins', 'russia', 'gazprom', 'is', 'by', 'no', 'means', 'a', 'mere', 'natural', 'monopoly', 'nor', 'a', 'newly', 'established', 'ministry', 'for', 'oil', 'and', 'gas', 'gazprom', 'is', 'an', 'instrument', 'of', 'public', 'administration', 'just', 'like', 'the', 'prokremlin', 'united', 'russia']\n",
      "Removed Stopwords: ['kremlins', 'leviathan', 'putins', 'russia', 'gazprom', 'means', 'mere', 'natural', 'monopoly', 'newly', 'established', 'ministry', 'oil', 'gas', 'gazprom', 'instrument', 'public', 'administration', 'like', 'prokremlin', 'united', 'russia']\n",
      "Stemmed Tokens: ['kremlin', 'leviathan', 'putin', 'russia', 'gazprom', 'mean', 'mere', 'natur', 'monopoli', 'newli', 'establish', 'ministri', 'oil', 'ga', 'gazprom', 'instrument', 'public', 'administr', 'like', 'prokremlin', 'unit', 'russia']\n",
      "Final Preprocessed Text: kremlin leviathan putin russia gazprom mean mere natur monopoli newli establish ministri oil ga gazprom instrument public administr like prokremlin unit russia\n",
      "\n",
      "Original Text: TSA Deal Overpaid Boeing, Report Says Boeing Co. received at least \\$49 million in excessive profits on a \\$1.2 billion contract to supply explosives-detection systems to hundreds of the nation #39;s airports, the Department of Homeland \n",
      "Lowercased Text: tsa deal overpaid boeing, report says boeing co. received at least \\$49 million in excessive profits on a \\$1.2 billion contract to supply explosives-detection systems to hundreds of the nation #39;s airports, the department of homeland \n",
      "Removed URLs: tsa deal overpaid boeing, report says boeing co. received at least \\$49 million in excessive profits on a \\$1.2 billion contract to supply explosives-detection systems to hundreds of the nation #39;s airports, the department of homeland \n",
      "Removed HTML Tags: tsa deal overpaid boeing, report says boeing co. received at least \\$49 million in excessive profits on a \\$1.2 billion contract to supply explosives-detection systems to hundreds of the nation #39;s airports, the department of homeland \n",
      "Removed Special Characters: tsa deal overpaid boeing report says boeing co received at least  million in excessive profits on a  billion contract to supply explosivesdetection systems to hundreds of the nation s airports the department of homeland \n",
      "Tokens: ['tsa', 'deal', 'overpaid', 'boeing', 'report', 'says', 'boeing', 'co', 'received', 'at', 'least', 'million', 'in', 'excessive', 'profits', 'on', 'a', 'billion', 'contract', 'to', 'supply', 'explosivesdetection', 'systems', 'to', 'hundreds', 'of', 'the', 'nation', 's', 'airports', 'the', 'department', 'of', 'homeland']\n",
      "Removed Stopwords: ['tsa', 'deal', 'overpaid', 'boeing', 'report', 'says', 'boeing', 'co', 'received', 'least', 'million', 'excessive', 'profits', 'billion', 'contract', 'supply', 'explosivesdetection', 'systems', 'hundreds', 'nation', 'airports', 'department', 'homeland']\n",
      "Stemmed Tokens: ['tsa', 'deal', 'overpaid', 'boe', 'report', 'say', 'boe', 'co', 'receiv', 'least', 'million', 'excess', 'profit', 'billion', 'contract', 'suppli', 'explosivesdetect', 'system', 'hundr', 'nation', 'airport', 'depart', 'homeland']\n",
      "Final Preprocessed Text: tsa deal overpaid boe report say boe co receiv least million excess profit billion contract suppli explosivesdetect system hundr nation airport depart homeland\n",
      "\n",
      "Original Text: Allergan to axe 325 Westport jobs The county #39;s largest employer said the jobs losses at its Westport plant occurred following the spin off of Allergan #39;s optical medical device business to Advanced Medical Optics (AMO).\n",
      "Lowercased Text: allergan to axe 325 westport jobs the county #39;s largest employer said the jobs losses at its westport plant occurred following the spin off of allergan #39;s optical medical device business to advanced medical optics (amo).\n",
      "Removed URLs: allergan to axe 325 westport jobs the county #39;s largest employer said the jobs losses at its westport plant occurred following the spin off of allergan #39;s optical medical device business to advanced medical optics (amo).\n",
      "Removed HTML Tags: allergan to axe 325 westport jobs the county #39;s largest employer said the jobs losses at its westport plant occurred following the spin off of allergan #39;s optical medical device business to advanced medical optics (amo).\n",
      "Removed Special Characters: allergan to axe  westport jobs the county s largest employer said the jobs losses at its westport plant occurred following the spin off of allergan s optical medical device business to advanced medical optics amo\n",
      "Tokens: ['allergan', 'to', 'axe', 'westport', 'jobs', 'the', 'county', 's', 'largest', 'employer', 'said', 'the', 'jobs', 'losses', 'at', 'its', 'westport', 'plant', 'occurred', 'following', 'the', 'spin', 'off', 'of', 'allergan', 's', 'optical', 'medical', 'device', 'business', 'to', 'advanced', 'medical', 'optics', 'amo']\n",
      "Removed Stopwords: ['allergan', 'axe', 'westport', 'jobs', 'county', 'largest', 'employer', 'said', 'jobs', 'losses', 'westport', 'plant', 'occurred', 'following', 'spin', 'allergan', 'optical', 'medical', 'device', 'business', 'advanced', 'medical', 'optics', 'amo']\n",
      "Stemmed Tokens: ['allergan', 'axe', 'westport', 'job', 'counti', 'largest', 'employ', 'said', 'job', 'loss', 'westport', 'plant', 'occur', 'follow', 'spin', 'allergan', 'optic', 'medic', 'devic', 'busi', 'advanc', 'medic', 'optic', 'amo']\n",
      "Final Preprocessed Text: allergan axe westport job counti largest employ said job loss westport plant occur follow spin allergan optic medic devic busi advanc medic optic amo\n",
      "\n",
      "Original Text: Credit Suisse to merge CSFB unit into parent Credit Suisse Group announced plans to merge its Credit Suisse First Boston Securities unit with the rest of the company #39;s operations and cut as many as 300 jobs.\n",
      "Lowercased Text: credit suisse to merge csfb unit into parent credit suisse group announced plans to merge its credit suisse first boston securities unit with the rest of the company #39;s operations and cut as many as 300 jobs.\n",
      "Removed URLs: credit suisse to merge csfb unit into parent credit suisse group announced plans to merge its credit suisse first boston securities unit with the rest of the company #39;s operations and cut as many as 300 jobs.\n",
      "Removed HTML Tags: credit suisse to merge csfb unit into parent credit suisse group announced plans to merge its credit suisse first boston securities unit with the rest of the company #39;s operations and cut as many as 300 jobs.\n",
      "Removed Special Characters: credit suisse to merge csfb unit into parent credit suisse group announced plans to merge its credit suisse first boston securities unit with the rest of the company s operations and cut as many as  jobs\n",
      "Tokens: ['credit', 'suisse', 'to', 'merge', 'csfb', 'unit', 'into', 'parent', 'credit', 'suisse', 'group', 'announced', 'plans', 'to', 'merge', 'its', 'credit', 'suisse', 'first', 'boston', 'securities', 'unit', 'with', 'the', 'rest', 'of', 'the', 'company', 's', 'operations', 'and', 'cut', 'as', 'many', 'as', 'jobs']\n",
      "Removed Stopwords: ['credit', 'suisse', 'merge', 'csfb', 'unit', 'parent', 'credit', 'suisse', 'group', 'announced', 'plans', 'merge', 'credit', 'suisse', 'first', 'boston', 'securities', 'unit', 'rest', 'company', 'operations', 'cut', 'many', 'jobs']\n",
      "Stemmed Tokens: ['credit', 'suiss', 'merg', 'csfb', 'unit', 'parent', 'credit', 'suiss', 'group', 'announc', 'plan', 'merg', 'credit', 'suiss', 'first', 'boston', 'secur', 'unit', 'rest', 'compani', 'oper', 'cut', 'mani', 'job']\n",
      "Final Preprocessed Text: credit suiss merg csfb unit parent credit suiss group announc plan merg credit suiss first boston secur unit rest compani oper cut mani job\n",
      "\n",
      "Original Text: Pulitzer shares surge on possible sale ST. LOUIS Pulitzer Incorporated shares spike more than 17 percent on news that the publisher of the St. Louis Post-Dispatch and two Arizona newspapers is considering a possible sale.\n",
      "Lowercased Text: pulitzer shares surge on possible sale st. louis pulitzer incorporated shares spike more than 17 percent on news that the publisher of the st. louis post-dispatch and two arizona newspapers is considering a possible sale.\n",
      "Removed URLs: pulitzer shares surge on possible sale st. louis pulitzer incorporated shares spike more than 17 percent on news that the publisher of the st. louis post-dispatch and two arizona newspapers is considering a possible sale.\n",
      "Removed HTML Tags: pulitzer shares surge on possible sale st. louis pulitzer incorporated shares spike more than 17 percent on news that the publisher of the st. louis post-dispatch and two arizona newspapers is considering a possible sale.\n",
      "Removed Special Characters: pulitzer shares surge on possible sale st louis pulitzer incorporated shares spike more than  percent on news that the publisher of the st louis postdispatch and two arizona newspapers is considering a possible sale\n",
      "Tokens: ['pulitzer', 'shares', 'surge', 'on', 'possible', 'sale', 'st', 'louis', 'pulitzer', 'incorporated', 'shares', 'spike', 'more', 'than', 'percent', 'on', 'news', 'that', 'the', 'publisher', 'of', 'the', 'st', 'louis', 'postdispatch', 'and', 'two', 'arizona', 'newspapers', 'is', 'considering', 'a', 'possible', 'sale']\n",
      "Removed Stopwords: ['pulitzer', 'shares', 'surge', 'possible', 'sale', 'st', 'louis', 'pulitzer', 'incorporated', 'shares', 'spike', 'percent', 'news', 'publisher', 'st', 'louis', 'postdispatch', 'two', 'arizona', 'newspapers', 'considering', 'possible', 'sale']\n",
      "Stemmed Tokens: ['pulitz', 'share', 'surg', 'possibl', 'sale', 'st', 'loui', 'pulitz', 'incorpor', 'share', 'spike', 'percent', 'news', 'publish', 'st', 'loui', 'postdispatch', 'two', 'arizona', 'newspap', 'consid', 'possibl', 'sale']\n",
      "Final Preprocessed Text: pulitz share surg possibl sale st loui pulitz incorpor share spike percent news publish st loui postdispatch two arizona newspap consid possibl sale\n",
      "\n",
      "Original Text: Jacobs Engineering Names Watson Chairman Shares of the engineering company closed earlier down 37 cents, or just under 1 percent, at \\$40.36 on the New York Stock Exchange.\n",
      "Lowercased Text: jacobs engineering names watson chairman shares of the engineering company closed earlier down 37 cents, or just under 1 percent, at \\$40.36 on the new york stock exchange.\n",
      "Removed URLs: jacobs engineering names watson chairman shares of the engineering company closed earlier down 37 cents, or just under 1 percent, at \\$40.36 on the new york stock exchange.\n",
      "Removed HTML Tags: jacobs engineering names watson chairman shares of the engineering company closed earlier down 37 cents, or just under 1 percent, at \\$40.36 on the new york stock exchange.\n",
      "Removed Special Characters: jacobs engineering names watson chairman shares of the engineering company closed earlier down  cents or just under  percent at  on the new york stock exchange\n",
      "Tokens: ['jacobs', 'engineering', 'names', 'watson', 'chairman', 'shares', 'of', 'the', 'engineering', 'company', 'closed', 'earlier', 'down', 'cents', 'or', 'just', 'under', 'percent', 'at', 'on', 'the', 'new', 'york', 'stock', 'exchange']\n",
      "Removed Stopwords: ['jacobs', 'engineering', 'names', 'watson', 'chairman', 'shares', 'engineering', 'company', 'closed', 'earlier', 'cents', 'percent', 'new', 'york', 'stock', 'exchange']\n",
      "Stemmed Tokens: ['jacob', 'engin', 'name', 'watson', 'chairman', 'share', 'engin', 'compani', 'close', 'earlier', 'cent', 'percent', 'new', 'york', 'stock', 'exchang']\n",
      "Final Preprocessed Text: jacob engin name watson chairman share engin compani close earlier cent percent new york stock exchang\n",
      "\n",
      "Original Text: Eli Lilly to Cut 575 US Jobs Eli Lilly and Co. (LLY.N: Quote, Profile, Research) said Thursday it plans to cut 575 jobs, or a little more than 2 percent of its US workforce, in a move to streamline its operations.\n",
      "Lowercased Text: eli lilly to cut 575 us jobs eli lilly and co. (lly.n: quote, profile, research) said thursday it plans to cut 575 jobs, or a little more than 2 percent of its us workforce, in a move to streamline its operations.\n",
      "Removed URLs: eli lilly to cut 575 us jobs eli lilly and co. (lly.n: quote, profile, research) said thursday it plans to cut 575 jobs, or a little more than 2 percent of its us workforce, in a move to streamline its operations.\n",
      "Removed HTML Tags: eli lilly to cut 575 us jobs eli lilly and co. (lly.n: quote, profile, research) said thursday it plans to cut 575 jobs, or a little more than 2 percent of its us workforce, in a move to streamline its operations.\n",
      "Removed Special Characters: eli lilly to cut  us jobs eli lilly and co llyn quote profile research said thursday it plans to cut  jobs or a little more than  percent of its us workforce in a move to streamline its operations\n",
      "Tokens: ['eli', 'lilly', 'to', 'cut', 'us', 'jobs', 'eli', 'lilly', 'and', 'co', 'llyn', 'quote', 'profile', 'research', 'said', 'thursday', 'it', 'plans', 'to', 'cut', 'jobs', 'or', 'a', 'little', 'more', 'than', 'percent', 'of', 'its', 'us', 'workforce', 'in', 'a', 'move', 'to', 'streamline', 'its', 'operations']\n",
      "Removed Stopwords: ['eli', 'lilly', 'cut', 'us', 'jobs', 'eli', 'lilly', 'co', 'llyn', 'quote', 'profile', 'research', 'said', 'thursday', 'plans', 'cut', 'jobs', 'little', 'percent', 'us', 'workforce', 'move', 'streamline', 'operations']\n",
      "Stemmed Tokens: ['eli', 'lilli', 'cut', 'us', 'job', 'eli', 'lilli', 'co', 'llyn', 'quot', 'profil', 'research', 'said', 'thursday', 'plan', 'cut', 'job', 'littl', 'percent', 'us', 'workforc', 'move', 'streamlin', 'oper']\n",
      "Final Preprocessed Text: eli lilli cut us job eli lilli co llyn quot profil research said thursday plan cut job littl percent us workforc move streamlin oper\n",
      "\n",
      "Original Text: Oil Prices Alter Direction After a month-long rally that repeatedly pushed prices to new highs, the cost of a barrel slumped for the fourth day, leaving the price \\$10 higher than year-ago rate.\n",
      "Lowercased Text: oil prices alter direction after a month-long rally that repeatedly pushed prices to new highs, the cost of a barrel slumped for the fourth day, leaving the price \\$10 higher than year-ago rate.\n",
      "Removed URLs: oil prices alter direction after a month-long rally that repeatedly pushed prices to new highs, the cost of a barrel slumped for the fourth day, leaving the price \\$10 higher than year-ago rate.\n",
      "Removed HTML Tags: oil prices alter direction after a month-long rally that repeatedly pushed prices to new highs, the cost of a barrel slumped for the fourth day, leaving the price \\$10 higher than year-ago rate.\n",
      "Removed Special Characters: oil prices alter direction after a monthlong rally that repeatedly pushed prices to new highs the cost of a barrel slumped for the fourth day leaving the price  higher than yearago rate\n",
      "Tokens: ['oil', 'prices', 'alter', 'direction', 'after', 'a', 'monthlong', 'rally', 'that', 'repeatedly', 'pushed', 'prices', 'to', 'new', 'highs', 'the', 'cost', 'of', 'a', 'barrel', 'slumped', 'for', 'the', 'fourth', 'day', 'leaving', 'the', 'price', 'higher', 'than', 'yearago', 'rate']\n",
      "Removed Stopwords: ['oil', 'prices', 'alter', 'direction', 'monthlong', 'rally', 'repeatedly', 'pushed', 'prices', 'new', 'highs', 'cost', 'barrel', 'slumped', 'fourth', 'day', 'leaving', 'price', 'higher', 'yearago', 'rate']\n",
      "Stemmed Tokens: ['oil', 'price', 'alter', 'direct', 'monthlong', 'ralli', 'repeatedli', 'push', 'price', 'new', 'high', 'cost', 'barrel', 'slump', 'fourth', 'day', 'leav', 'price', 'higher', 'yearago', 'rate']\n",
      "Final Preprocessed Text: oil price alter direct monthlong ralli repeatedli push price new high cost barrel slump fourth day leav price higher yearago rate\n",
      "\n",
      "Original Text: Kiwi hits eight-year high against struggling greenback The New Zealand dollar has hit its highest level this year, propelled by a dramatic dip in the US dollar. As the greenback slumped against most global currencies, the kiwi rose to 71.02USc, its highest level for eight years.\n",
      "Lowercased Text: kiwi hits eight-year high against struggling greenback the new zealand dollar has hit its highest level this year, propelled by a dramatic dip in the us dollar. as the greenback slumped against most global currencies, the kiwi rose to 71.02usc, its highest level for eight years.\n",
      "Removed URLs: kiwi hits eight-year high against struggling greenback the new zealand dollar has hit its highest level this year, propelled by a dramatic dip in the us dollar. as the greenback slumped against most global currencies, the kiwi rose to 71.02usc, its highest level for eight years.\n",
      "Removed HTML Tags: kiwi hits eight-year high against struggling greenback the new zealand dollar has hit its highest level this year, propelled by a dramatic dip in the us dollar. as the greenback slumped against most global currencies, the kiwi rose to 71.02usc, its highest level for eight years.\n",
      "Removed Special Characters: kiwi hits eightyear high against struggling greenback the new zealand dollar has hit its highest level this year propelled by a dramatic dip in the us dollar as the greenback slumped against most global currencies the kiwi rose to usc its highest level for eight years\n",
      "Tokens: ['kiwi', 'hits', 'eightyear', 'high', 'against', 'struggling', 'greenback', 'the', 'new', 'zealand', 'dollar', 'has', 'hit', 'its', 'highest', 'level', 'this', 'year', 'propelled', 'by', 'a', 'dramatic', 'dip', 'in', 'the', 'us', 'dollar', 'as', 'the', 'greenback', 'slumped', 'against', 'most', 'global', 'currencies', 'the', 'kiwi', 'rose', 'to', 'usc', 'its', 'highest', 'level', 'for', 'eight', 'years']\n",
      "Removed Stopwords: ['kiwi', 'hits', 'eightyear', 'high', 'struggling', 'greenback', 'new', 'zealand', 'dollar', 'hit', 'highest', 'level', 'year', 'propelled', 'dramatic', 'dip', 'us', 'dollar', 'greenback', 'slumped', 'global', 'currencies', 'kiwi', 'rose', 'usc', 'highest', 'level', 'eight', 'years']\n",
      "Stemmed Tokens: ['kiwi', 'hit', 'eightyear', 'high', 'struggl', 'greenback', 'new', 'zealand', 'dollar', 'hit', 'highest', 'level', 'year', 'propel', 'dramat', 'dip', 'us', 'dollar', 'greenback', 'slump', 'global', 'currenc', 'kiwi', 'rose', 'usc', 'highest', 'level', 'eight', 'year']\n",
      "Final Preprocessed Text: kiwi hit eightyear high struggl greenback new zealand dollar hit highest level year propel dramat dip us dollar greenback slump global currenc kiwi rose usc highest level eight year\n",
      "\n",
      "Original Text:  #39;We walk a fine line, #39; says the boss whose airline tripped up After one of the most embarrassing weeks in British Airways #39; history, the recriminations begin tomorrow. Rod Eddington, the airline #39;s gregarious Australian chief executive, says he will mount a full investigation \n",
      "Lowercased Text:  #39;we walk a fine line, #39; says the boss whose airline tripped up after one of the most embarrassing weeks in british airways #39; history, the recriminations begin tomorrow. rod eddington, the airline #39;s gregarious australian chief executive, says he will mount a full investigation \n",
      "Removed URLs:  #39;we walk a fine line, #39; says the boss whose airline tripped up after one of the most embarrassing weeks in british airways #39; history, the recriminations begin tomorrow. rod eddington, the airline #39;s gregarious australian chief executive, says he will mount a full investigation \n",
      "Removed HTML Tags:  #39;we walk a fine line, #39; says the boss whose airline tripped up after one of the most embarrassing weeks in british airways #39; history, the recriminations begin tomorrow. rod eddington, the airline #39;s gregarious australian chief executive, says he will mount a full investigation \n",
      "Removed Special Characters:  we walk a fine line  says the boss whose airline tripped up after one of the most embarrassing weeks in british airways  history the recriminations begin tomorrow rod eddington the airline s gregarious australian chief executive says he will mount a full investigation \n",
      "Tokens: ['we', 'walk', 'a', 'fine', 'line', 'says', 'the', 'boss', 'whose', 'airline', 'tripped', 'up', 'after', 'one', 'of', 'the', 'most', 'embarrassing', 'weeks', 'in', 'british', 'airways', 'history', 'the', 'recriminations', 'begin', 'tomorrow', 'rod', 'eddington', 'the', 'airline', 's', 'gregarious', 'australian', 'chief', 'executive', 'says', 'he', 'will', 'mount', 'a', 'full', 'investigation']\n",
      "Removed Stopwords: ['walk', 'fine', 'line', 'says', 'boss', 'whose', 'airline', 'tripped', 'one', 'embarrassing', 'weeks', 'british', 'airways', 'history', 'recriminations', 'begin', 'tomorrow', 'rod', 'eddington', 'airline', 'gregarious', 'australian', 'chief', 'executive', 'says', 'mount', 'full', 'investigation']\n",
      "Stemmed Tokens: ['walk', 'fine', 'line', 'say', 'boss', 'whose', 'airlin', 'trip', 'one', 'embarrass', 'week', 'british', 'airway', 'histori', 'recrimin', 'begin', 'tomorrow', 'rod', 'eddington', 'airlin', 'gregari', 'australian', 'chief', 'execut', 'say', 'mount', 'full', 'investig']\n",
      "Final Preprocessed Text: walk fine line say boss whose airlin trip one embarrass week british airway histori recrimin begin tomorrow rod eddington airlin gregari australian chief execut say mount full investig\n",
      "\n",
      "Original Text: Infineon admits conspiracy in DRAM cartel GIANT MEMORY company Infineon will plead guilty to price fixing of DRAM chips and will pay \\$160 million in fines to the US government.\n",
      "Lowercased Text: infineon admits conspiracy in dram cartel giant memory company infineon will plead guilty to price fixing of dram chips and will pay \\$160 million in fines to the us government.\n",
      "Removed URLs: infineon admits conspiracy in dram cartel giant memory company infineon will plead guilty to price fixing of dram chips and will pay \\$160 million in fines to the us government.\n",
      "Removed HTML Tags: infineon admits conspiracy in dram cartel giant memory company infineon will plead guilty to price fixing of dram chips and will pay \\$160 million in fines to the us government.\n",
      "Removed Special Characters: infineon admits conspiracy in dram cartel giant memory company infineon will plead guilty to price fixing of dram chips and will pay  million in fines to the us government\n",
      "Tokens: ['infineon', 'admits', 'conspiracy', 'in', 'dram', 'cartel', 'giant', 'memory', 'company', 'infineon', 'will', 'plead', 'guilty', 'to', 'price', 'fixing', 'of', 'dram', 'chips', 'and', 'will', 'pay', 'million', 'in', 'fines', 'to', 'the', 'us', 'government']\n",
      "Removed Stopwords: ['infineon', 'admits', 'conspiracy', 'dram', 'cartel', 'giant', 'memory', 'company', 'infineon', 'plead', 'guilty', 'price', 'fixing', 'dram', 'chips', 'pay', 'million', 'fines', 'us', 'government']\n",
      "Stemmed Tokens: ['infineon', 'admit', 'conspiraci', 'dram', 'cartel', 'giant', 'memori', 'compani', 'infineon', 'plead', 'guilti', 'price', 'fix', 'dram', 'chip', 'pay', 'million', 'fine', 'us', 'govern']\n",
      "Final Preprocessed Text: infineon admit conspiraci dram cartel giant memori compani infineon plead guilti price fix dram chip pay million fine us govern\n",
      "\n",
      "Original Text: Nektar Shares Continues Rise on Upgrades Shares of Nektar Therapeutics remained active Wednesday following upgrades from two investment firms after drug giant Pfizer Inc. cited its inhalable insulin product in a recent pipeline report.\n",
      "Lowercased Text: nektar shares continues rise on upgrades shares of nektar therapeutics remained active wednesday following upgrades from two investment firms after drug giant pfizer inc. cited its inhalable insulin product in a recent pipeline report.\n",
      "Removed URLs: nektar shares continues rise on upgrades shares of nektar therapeutics remained active wednesday following upgrades from two investment firms after drug giant pfizer inc. cited its inhalable insulin product in a recent pipeline report.\n",
      "Removed HTML Tags: nektar shares continues rise on upgrades shares of nektar therapeutics remained active wednesday following upgrades from two investment firms after drug giant pfizer inc. cited its inhalable insulin product in a recent pipeline report.\n",
      "Removed Special Characters: nektar shares continues rise on upgrades shares of nektar therapeutics remained active wednesday following upgrades from two investment firms after drug giant pfizer inc cited its inhalable insulin product in a recent pipeline report\n",
      "Tokens: ['nektar', 'shares', 'continues', 'rise', 'on', 'upgrades', 'shares', 'of', 'nektar', 'therapeutics', 'remained', 'active', 'wednesday', 'following', 'upgrades', 'from', 'two', 'investment', 'firms', 'after', 'drug', 'giant', 'pfizer', 'inc', 'cited', 'its', 'inhalable', 'insulin', 'product', 'in', 'a', 'recent', 'pipeline', 'report']\n",
      "Removed Stopwords: ['nektar', 'shares', 'continues', 'rise', 'upgrades', 'shares', 'nektar', 'therapeutics', 'remained', 'active', 'wednesday', 'following', 'upgrades', 'two', 'investment', 'firms', 'drug', 'giant', 'pfizer', 'inc', 'cited', 'inhalable', 'insulin', 'product', 'recent', 'pipeline', 'report']\n",
      "Stemmed Tokens: ['nektar', 'share', 'continu', 'rise', 'upgrad', 'share', 'nektar', 'therapeut', 'remain', 'activ', 'wednesday', 'follow', 'upgrad', 'two', 'invest', 'firm', 'drug', 'giant', 'pfizer', 'inc', 'cite', 'inhal', 'insulin', 'product', 'recent', 'pipelin', 'report']\n",
      "Final Preprocessed Text: nektar share continu rise upgrad share nektar therapeut remain activ wednesday follow upgrad two invest firm drug giant pfizer inc cite inhal insulin product recent pipelin report\n",
      "\n",
      "Original Text: Treasuries Benefit on Spike in Crude Oil  NEW YORK (Reuters) - Treasury debt prices climbed on Monday  as investors bet oil prices near record highs might dent U.S.  consumption and force the Federal Reserve to slow the pace of  interest rate hikes.\n",
      "Lowercased Text: treasuries benefit on spike in crude oil  new york (reuters) - treasury debt prices climbed on monday  as investors bet oil prices near record highs might dent u.s.  consumption and force the federal reserve to slow the pace of  interest rate hikes.\n",
      "Removed URLs: treasuries benefit on spike in crude oil  new york (reuters) - treasury debt prices climbed on monday  as investors bet oil prices near record highs might dent u.s.  consumption and force the federal reserve to slow the pace of  interest rate hikes.\n",
      "Removed HTML Tags: treasuries benefit on spike in crude oil  new york (reuters) - treasury debt prices climbed on monday  as investors bet oil prices near record highs might dent u.s.  consumption and force the federal reserve to slow the pace of  interest rate hikes.\n",
      "Removed Special Characters: treasuries benefit on spike in crude oil  new york reuters  treasury debt prices climbed on monday  as investors bet oil prices near record highs might dent us  consumption and force the federal reserve to slow the pace of  interest rate hikes\n",
      "Tokens: ['treasuries', 'benefit', 'on', 'spike', 'in', 'crude', 'oil', 'new', 'york', 'reuters', 'treasury', 'debt', 'prices', 'climbed', 'on', 'monday', 'as', 'investors', 'bet', 'oil', 'prices', 'near', 'record', 'highs', 'might', 'dent', 'us', 'consumption', 'and', 'force', 'the', 'federal', 'reserve', 'to', 'slow', 'the', 'pace', 'of', 'interest', 'rate', 'hikes']\n",
      "Removed Stopwords: ['treasuries', 'benefit', 'spike', 'crude', 'oil', 'new', 'york', 'reuters', 'treasury', 'debt', 'prices', 'climbed', 'monday', 'investors', 'bet', 'oil', 'prices', 'near', 'record', 'highs', 'might', 'dent', 'us', 'consumption', 'force', 'federal', 'reserve', 'slow', 'pace', 'interest', 'rate', 'hikes']\n",
      "Stemmed Tokens: ['treasuri', 'benefit', 'spike', 'crude', 'oil', 'new', 'york', 'reuter', 'treasuri', 'debt', 'price', 'climb', 'monday', 'investor', 'bet', 'oil', 'price', 'near', 'record', 'high', 'might', 'dent', 'us', 'consumpt', 'forc', 'feder', 'reserv', 'slow', 'pace', 'interest', 'rate', 'hike']\n",
      "Final Preprocessed Text: treasuri benefit spike crude oil new york reuter treasuri debt price climb monday investor bet oil price near record high might dent us consumpt forc feder reserv slow pace interest rate hike\n",
      "\n",
      "Original Text: Two hurricanes = two deductibles Many homeowners in the Orlando area suffered a double blow when hurricanes Charley and Frances struck in quick succession. Now, they #39;re smarting from a financial one-two punch - two insurance deductibles.\n",
      "Lowercased Text: two hurricanes = two deductibles many homeowners in the orlando area suffered a double blow when hurricanes charley and frances struck in quick succession. now, they #39;re smarting from a financial one-two punch - two insurance deductibles.\n",
      "Removed URLs: two hurricanes = two deductibles many homeowners in the orlando area suffered a double blow when hurricanes charley and frances struck in quick succession. now, they #39;re smarting from a financial one-two punch - two insurance deductibles.\n",
      "Removed HTML Tags: two hurricanes = two deductibles many homeowners in the orlando area suffered a double blow when hurricanes charley and frances struck in quick succession. now, they #39;re smarting from a financial one-two punch - two insurance deductibles.\n",
      "Removed Special Characters: two hurricanes  two deductibles many homeowners in the orlando area suffered a double blow when hurricanes charley and frances struck in quick succession now they re smarting from a financial onetwo punch  two insurance deductibles\n",
      "Tokens: ['two', 'hurricanes', 'two', 'deductibles', 'many', 'homeowners', 'in', 'the', 'orlando', 'area', 'suffered', 'a', 'double', 'blow', 'when', 'hurricanes', 'charley', 'and', 'frances', 'struck', 'in', 'quick', 'succession', 'now', 'they', 're', 'smarting', 'from', 'a', 'financial', 'onetwo', 'punch', 'two', 'insurance', 'deductibles']\n",
      "Removed Stopwords: ['two', 'hurricanes', 'two', 'deductibles', 'many', 'homeowners', 'orlando', 'area', 'suffered', 'double', 'blow', 'hurricanes', 'charley', 'frances', 'struck', 'quick', 'succession', 'smarting', 'financial', 'onetwo', 'punch', 'two', 'insurance', 'deductibles']\n",
      "Stemmed Tokens: ['two', 'hurrican', 'two', 'deduct', 'mani', 'homeown', 'orlando', 'area', 'suffer', 'doubl', 'blow', 'hurrican', 'charley', 'franc', 'struck', 'quick', 'success', 'smart', 'financi', 'onetwo', 'punch', 'two', 'insur', 'deduct']\n",
      "Final Preprocessed Text: two hurrican two deduct mani homeown orlando area suffer doubl blow hurrican charley franc struck quick success smart financi onetwo punch two insur deduct\n",
      "\n",
      "Original Text: Vt. sues over importing drugs Vermont's Republican governor challenged the Bush administration's prescription drug policy in federal court yesterday, marking the first time a state has chosen a legal avenue in the expanding battle over Canadian imports.\n",
      "Lowercased Text: vt. sues over importing drugs vermont's republican governor challenged the bush administration's prescription drug policy in federal court yesterday, marking the first time a state has chosen a legal avenue in the expanding battle over canadian imports.\n",
      "Removed URLs: vt. sues over importing drugs vermont's republican governor challenged the bush administration's prescription drug policy in federal court yesterday, marking the first time a state has chosen a legal avenue in the expanding battle over canadian imports.\n",
      "Removed HTML Tags: vt. sues over importing drugs vermont's republican governor challenged the bush administration's prescription drug policy in federal court yesterday, marking the first time a state has chosen a legal avenue in the expanding battle over canadian imports.\n",
      "Removed Special Characters: vt sues over importing drugs vermonts republican governor challenged the bush administrations prescription drug policy in federal court yesterday marking the first time a state has chosen a legal avenue in the expanding battle over canadian imports\n",
      "Tokens: ['vt', 'sues', 'over', 'importing', 'drugs', 'vermonts', 'republican', 'governor', 'challenged', 'the', 'bush', 'administrations', 'prescription', 'drug', 'policy', 'in', 'federal', 'court', 'yesterday', 'marking', 'the', 'first', 'time', 'a', 'state', 'has', 'chosen', 'a', 'legal', 'avenue', 'in', 'the', 'expanding', 'battle', 'over', 'canadian', 'imports']\n",
      "Removed Stopwords: ['vt', 'sues', 'importing', 'drugs', 'vermonts', 'republican', 'governor', 'challenged', 'bush', 'administrations', 'prescription', 'drug', 'policy', 'federal', 'court', 'yesterday', 'marking', 'first', 'time', 'state', 'chosen', 'legal', 'avenue', 'expanding', 'battle', 'canadian', 'imports']\n",
      "Stemmed Tokens: ['vt', 'sue', 'import', 'drug', 'vermont', 'republican', 'governor', 'challeng', 'bush', 'administr', 'prescript', 'drug', 'polici', 'feder', 'court', 'yesterday', 'mark', 'first', 'time', 'state', 'chosen', 'legal', 'avenu', 'expand', 'battl', 'canadian', 'import']\n",
      "Final Preprocessed Text: vt sue import drug vermont republican governor challeng bush administr prescript drug polici feder court yesterday mark first time state chosen legal avenu expand battl canadian import\n",
      "\n",
      "Original Text: Intel planning Centrino-like brand for desktops Intel is preparing a marketing strategy that will brand desktop PCs with a similar label that made its Centrino notebook technology a household name, according to sources familiar with the company's plans.\n",
      "Lowercased Text: intel planning centrino-like brand for desktops intel is preparing a marketing strategy that will brand desktop pcs with a similar label that made its centrino notebook technology a household name, according to sources familiar with the company's plans.\n",
      "Removed URLs: intel planning centrino-like brand for desktops intel is preparing a marketing strategy that will brand desktop pcs with a similar label that made its centrino notebook technology a household name, according to sources familiar with the company's plans.\n",
      "Removed HTML Tags: intel planning centrino-like brand for desktops intel is preparing a marketing strategy that will brand desktop pcs with a similar label that made its centrino notebook technology a household name, according to sources familiar with the company's plans.\n",
      "Removed Special Characters: intel planning centrinolike brand for desktops intel is preparing a marketing strategy that will brand desktop pcs with a similar label that made its centrino notebook technology a household name according to sources familiar with the companys plans\n",
      "Tokens: ['intel', 'planning', 'centrinolike', 'brand', 'for', 'desktops', 'intel', 'is', 'preparing', 'a', 'marketing', 'strategy', 'that', 'will', 'brand', 'desktop', 'pcs', 'with', 'a', 'similar', 'label', 'that', 'made', 'its', 'centrino', 'notebook', 'technology', 'a', 'household', 'name', 'according', 'to', 'sources', 'familiar', 'with', 'the', 'companys', 'plans']\n",
      "Removed Stopwords: ['intel', 'planning', 'centrinolike', 'brand', 'desktops', 'intel', 'preparing', 'marketing', 'strategy', 'brand', 'desktop', 'pcs', 'similar', 'label', 'made', 'centrino', 'notebook', 'technology', 'household', 'name', 'according', 'sources', 'familiar', 'companys', 'plans']\n",
      "Stemmed Tokens: ['intel', 'plan', 'centrinolik', 'brand', 'desktop', 'intel', 'prepar', 'market', 'strategi', 'brand', 'desktop', 'pc', 'similar', 'label', 'made', 'centrino', 'notebook', 'technolog', 'household', 'name', 'accord', 'sourc', 'familiar', 'compani', 'plan']\n",
      "Final Preprocessed Text: intel plan centrinolik brand desktop intel prepar market strategi brand desktop pc similar label made centrino notebook technolog household name accord sourc familiar compani plan\n",
      "\n",
      "Original Text: Dreams of perfect market are fine, as long as they don't come true In these times of financial wrongdoing and subsequent systemic changes, it's only natural to wonder what a perfect investment world would look like.\n",
      "Lowercased Text: dreams of perfect market are fine, as long as they don't come true in these times of financial wrongdoing and subsequent systemic changes, it's only natural to wonder what a perfect investment world would look like.\n",
      "Removed URLs: dreams of perfect market are fine, as long as they don't come true in these times of financial wrongdoing and subsequent systemic changes, it's only natural to wonder what a perfect investment world would look like.\n",
      "Removed HTML Tags: dreams of perfect market are fine, as long as they don't come true in these times of financial wrongdoing and subsequent systemic changes, it's only natural to wonder what a perfect investment world would look like.\n",
      "Removed Special Characters: dreams of perfect market are fine as long as they dont come true in these times of financial wrongdoing and subsequent systemic changes its only natural to wonder what a perfect investment world would look like\n",
      "Tokens: ['dreams', 'of', 'perfect', 'market', 'are', 'fine', 'as', 'long', 'as', 'they', 'dont', 'come', 'true', 'in', 'these', 'times', 'of', 'financial', 'wrongdoing', 'and', 'subsequent', 'systemic', 'changes', 'its', 'only', 'natural', 'to', 'wonder', 'what', 'a', 'perfect', 'investment', 'world', 'would', 'look', 'like']\n",
      "Removed Stopwords: ['dreams', 'perfect', 'market', 'fine', 'long', 'dont', 'come', 'true', 'times', 'financial', 'wrongdoing', 'subsequent', 'systemic', 'changes', 'natural', 'wonder', 'perfect', 'investment', 'world', 'would', 'look', 'like']\n",
      "Stemmed Tokens: ['dream', 'perfect', 'market', 'fine', 'long', 'dont', 'come', 'true', 'time', 'financi', 'wrongdo', 'subsequ', 'system', 'chang', 'natur', 'wonder', 'perfect', 'invest', 'world', 'would', 'look', 'like']\n",
      "Final Preprocessed Text: dream perfect market fine long dont come true time financi wrongdo subsequ system chang natur wonder perfect invest world would look like\n",
      "\n",
      "Original Text: Automakers work on fuel cell vehicles General Motors (GM) and Chinese partner Shanghai Automotive Industry Corp (SAIC) on Saturday signed a joint development and commercialization agreement on hybrid and fuel cell \n",
      "Lowercased Text: automakers work on fuel cell vehicles general motors (gm) and chinese partner shanghai automotive industry corp (saic) on saturday signed a joint development and commercialization agreement on hybrid and fuel cell \n",
      "Removed URLs: automakers work on fuel cell vehicles general motors (gm) and chinese partner shanghai automotive industry corp (saic) on saturday signed a joint development and commercialization agreement on hybrid and fuel cell \n",
      "Removed HTML Tags: automakers work on fuel cell vehicles general motors (gm) and chinese partner shanghai automotive industry corp (saic) on saturday signed a joint development and commercialization agreement on hybrid and fuel cell \n",
      "Removed Special Characters: automakers work on fuel cell vehicles general motors gm and chinese partner shanghai automotive industry corp saic on saturday signed a joint development and commercialization agreement on hybrid and fuel cell \n",
      "Tokens: ['automakers', 'work', 'on', 'fuel', 'cell', 'vehicles', 'general', 'motors', 'gm', 'and', 'chinese', 'partner', 'shanghai', 'automotive', 'industry', 'corp', 'saic', 'on', 'saturday', 'signed', 'a', 'joint', 'development', 'and', 'commercialization', 'agreement', 'on', 'hybrid', 'and', 'fuel', 'cell']\n",
      "Removed Stopwords: ['automakers', 'work', 'fuel', 'cell', 'vehicles', 'general', 'motors', 'gm', 'chinese', 'partner', 'shanghai', 'automotive', 'industry', 'corp', 'saic', 'saturday', 'signed', 'joint', 'development', 'commercialization', 'agreement', 'hybrid', 'fuel', 'cell']\n",
      "Stemmed Tokens: ['automak', 'work', 'fuel', 'cell', 'vehicl', 'gener', 'motor', 'gm', 'chines', 'partner', 'shanghai', 'automot', 'industri', 'corp', 'saic', 'saturday', 'sign', 'joint', 'develop', 'commerci', 'agreement', 'hybrid', 'fuel', 'cell']\n",
      "Final Preprocessed Text: automak work fuel cell vehicl gener motor gm chines partner shanghai automot industri corp saic saturday sign joint develop commerci agreement hybrid fuel cell\n",
      "\n",
      "Original Text: PeopleSoft CEO Ousted for  #39;Situational Ethics #39; AccountingWEB.com - October 06, 2004 - The opening of a trial related to Oracle #39;s takeover bid of PeopleSoft featured the revelation that CEO Craig Conway was fired last week for making misleading statements about PeopleSoft #39;s sales.\n",
      "Lowercased Text: peoplesoft ceo ousted for  #39;situational ethics #39; accountingweb.com - october 06, 2004 - the opening of a trial related to oracle #39;s takeover bid of peoplesoft featured the revelation that ceo craig conway was fired last week for making misleading statements about peoplesoft #39;s sales.\n",
      "Removed URLs: peoplesoft ceo ousted for  #39;situational ethics #39; accountingweb.com - october 06, 2004 - the opening of a trial related to oracle #39;s takeover bid of peoplesoft featured the revelation that ceo craig conway was fired last week for making misleading statements about peoplesoft #39;s sales.\n",
      "Removed HTML Tags: peoplesoft ceo ousted for  #39;situational ethics #39; accountingweb.com - october 06, 2004 - the opening of a trial related to oracle #39;s takeover bid of peoplesoft featured the revelation that ceo craig conway was fired last week for making misleading statements about peoplesoft #39;s sales.\n",
      "Removed Special Characters: peoplesoft ceo ousted for  situational ethics  accountingwebcom  october    the opening of a trial related to oracle s takeover bid of peoplesoft featured the revelation that ceo craig conway was fired last week for making misleading statements about peoplesoft s sales\n",
      "Tokens: ['peoplesoft', 'ceo', 'ousted', 'for', 'situational', 'ethics', 'accountingwebcom', 'october', 'the', 'opening', 'of', 'a', 'trial', 'related', 'to', 'oracle', 's', 'takeover', 'bid', 'of', 'peoplesoft', 'featured', 'the', 'revelation', 'that', 'ceo', 'craig', 'conway', 'was', 'fired', 'last', 'week', 'for', 'making', 'misleading', 'statements', 'about', 'peoplesoft', 's', 'sales']\n",
      "Removed Stopwords: ['peoplesoft', 'ceo', 'ousted', 'situational', 'ethics', 'accountingwebcom', 'october', 'opening', 'trial', 'related', 'oracle', 'takeover', 'bid', 'peoplesoft', 'featured', 'revelation', 'ceo', 'craig', 'conway', 'fired', 'last', 'week', 'making', 'misleading', 'statements', 'peoplesoft', 'sales']\n",
      "Stemmed Tokens: ['peoplesoft', 'ceo', 'oust', 'situat', 'ethic', 'accountingwebcom', 'octob', 'open', 'trial', 'relat', 'oracl', 'takeov', 'bid', 'peoplesoft', 'featur', 'revel', 'ceo', 'craig', 'conway', 'fire', 'last', 'week', 'make', 'mislead', 'statement', 'peoplesoft', 'sale']\n",
      "Final Preprocessed Text: peoplesoft ceo oust situat ethic accountingwebcom octob open trial relat oracl takeov bid peoplesoft featur revel ceo craig conway fire last week make mislead statement peoplesoft sale\n",
      "\n",
      "Original Text: Austrian Panel OKs Siemens Takeover Bid Austrian regulators have approved Siemens AG #39;s bid to takeover engineering competitor VA Technologie AG, Austrian radio said Friday.\n",
      "Lowercased Text: austrian panel oks siemens takeover bid austrian regulators have approved siemens ag #39;s bid to takeover engineering competitor va technologie ag, austrian radio said friday.\n",
      "Removed URLs: austrian panel oks siemens takeover bid austrian regulators have approved siemens ag #39;s bid to takeover engineering competitor va technologie ag, austrian radio said friday.\n",
      "Removed HTML Tags: austrian panel oks siemens takeover bid austrian regulators have approved siemens ag #39;s bid to takeover engineering competitor va technologie ag, austrian radio said friday.\n",
      "Removed Special Characters: austrian panel oks siemens takeover bid austrian regulators have approved siemens ag s bid to takeover engineering competitor va technologie ag austrian radio said friday\n",
      "Tokens: ['austrian', 'panel', 'oks', 'siemens', 'takeover', 'bid', 'austrian', 'regulators', 'have', 'approved', 'siemens', 'ag', 's', 'bid', 'to', 'takeover', 'engineering', 'competitor', 'va', 'technologie', 'ag', 'austrian', 'radio', 'said', 'friday']\n",
      "Removed Stopwords: ['austrian', 'panel', 'oks', 'siemens', 'takeover', 'bid', 'austrian', 'regulators', 'approved', 'siemens', 'ag', 'bid', 'takeover', 'engineering', 'competitor', 'va', 'technologie', 'ag', 'austrian', 'radio', 'said', 'friday']\n",
      "Stemmed Tokens: ['austrian', 'panel', 'ok', 'siemen', 'takeov', 'bid', 'austrian', 'regul', 'approv', 'siemen', 'ag', 'bid', 'takeov', 'engin', 'competitor', 'va', 'technologi', 'ag', 'austrian', 'radio', 'said', 'friday']\n",
      "Final Preprocessed Text: austrian panel ok siemen takeov bid austrian regul approv siemen ag bid takeov engin competitor va technologi ag austrian radio said friday\n",
      "\n",
      "Original Text: U.S. October Hiring at a Seven-Month Peak  WASHINGTON (Reuters) - U.S. jobs were created at the  heartiest pace in seven months during October, the government   said on Friday, spurred by rebuilding in the hurricane-battered  Southeast and brisk hiring in service industries.\n",
      "Lowercased Text: u.s. october hiring at a seven-month peak  washington (reuters) - u.s. jobs were created at the  heartiest pace in seven months during october, the government   said on friday, spurred by rebuilding in the hurricane-battered  southeast and brisk hiring in service industries.\n",
      "Removed URLs: u.s. october hiring at a seven-month peak  washington (reuters) - u.s. jobs were created at the  heartiest pace in seven months during october, the government   said on friday, spurred by rebuilding in the hurricane-battered  southeast and brisk hiring in service industries.\n",
      "Removed HTML Tags: u.s. october hiring at a seven-month peak  washington (reuters) - u.s. jobs were created at the  heartiest pace in seven months during october, the government   said on friday, spurred by rebuilding in the hurricane-battered  southeast and brisk hiring in service industries.\n",
      "Removed Special Characters: us october hiring at a sevenmonth peak  washington reuters  us jobs were created at the  heartiest pace in seven months during october the government   said on friday spurred by rebuilding in the hurricanebattered  southeast and brisk hiring in service industries\n",
      "Tokens: ['us', 'october', 'hiring', 'at', 'a', 'sevenmonth', 'peak', 'washington', 'reuters', 'us', 'jobs', 'were', 'created', 'at', 'the', 'heartiest', 'pace', 'in', 'seven', 'months', 'during', 'october', 'the', 'government', 'said', 'on', 'friday', 'spurred', 'by', 'rebuilding', 'in', 'the', 'hurricanebattered', 'southeast', 'and', 'brisk', 'hiring', 'in', 'service', 'industries']\n",
      "Removed Stopwords: ['us', 'october', 'hiring', 'sevenmonth', 'peak', 'washington', 'reuters', 'us', 'jobs', 'created', 'heartiest', 'pace', 'seven', 'months', 'october', 'government', 'said', 'friday', 'spurred', 'rebuilding', 'hurricanebattered', 'southeast', 'brisk', 'hiring', 'service', 'industries']\n",
      "Stemmed Tokens: ['us', 'octob', 'hire', 'sevenmonth', 'peak', 'washington', 'reuter', 'us', 'job', 'creat', 'heartiest', 'pace', 'seven', 'month', 'octob', 'govern', 'said', 'friday', 'spur', 'rebuild', 'hurricanebatt', 'southeast', 'brisk', 'hire', 'servic', 'industri']\n",
      "Final Preprocessed Text: us octob hire sevenmonth peak washington reuter us job creat heartiest pace seven month octob govern said friday spur rebuild hurricanebatt southeast brisk hire servic industri\n",
      "\n",
      "Original Text: Update 8: Crude Oil Futures Sink to \\$46 Per Barrel December delivery crude on the New York Mercantile Exchange dropped 76 cents to \\$46.11 per barrel. The benchmark light, sweet crude remained about \\$8 a barrel cheaper than its closing record of \\$55.17 recorded Oct. 22 and Oct. 26.\n",
      "Lowercased Text: update 8: crude oil futures sink to \\$46 per barrel december delivery crude on the new york mercantile exchange dropped 76 cents to \\$46.11 per barrel. the benchmark light, sweet crude remained about \\$8 a barrel cheaper than its closing record of \\$55.17 recorded oct. 22 and oct. 26.\n",
      "Removed URLs: update 8: crude oil futures sink to \\$46 per barrel december delivery crude on the new york mercantile exchange dropped 76 cents to \\$46.11 per barrel. the benchmark light, sweet crude remained about \\$8 a barrel cheaper than its closing record of \\$55.17 recorded oct. 22 and oct. 26.\n",
      "Removed HTML Tags: update 8: crude oil futures sink to \\$46 per barrel december delivery crude on the new york mercantile exchange dropped 76 cents to \\$46.11 per barrel. the benchmark light, sweet crude remained about \\$8 a barrel cheaper than its closing record of \\$55.17 recorded oct. 22 and oct. 26.\n",
      "Removed Special Characters: update  crude oil futures sink to  per barrel december delivery crude on the new york mercantile exchange dropped  cents to  per barrel the benchmark light sweet crude remained about  a barrel cheaper than its closing record of  recorded oct  and oct \n",
      "Tokens: ['update', 'crude', 'oil', 'futures', 'sink', 'to', 'per', 'barrel', 'december', 'delivery', 'crude', 'on', 'the', 'new', 'york', 'mercantile', 'exchange', 'dropped', 'cents', 'to', 'per', 'barrel', 'the', 'benchmark', 'light', 'sweet', 'crude', 'remained', 'about', 'a', 'barrel', 'cheaper', 'than', 'its', 'closing', 'record', 'of', 'recorded', 'oct', 'and', 'oct']\n",
      "Removed Stopwords: ['update', 'crude', 'oil', 'futures', 'sink', 'per', 'barrel', 'december', 'delivery', 'crude', 'new', 'york', 'mercantile', 'exchange', 'dropped', 'cents', 'per', 'barrel', 'benchmark', 'light', 'sweet', 'crude', 'remained', 'barrel', 'cheaper', 'closing', 'record', 'recorded', 'oct', 'oct']\n",
      "Stemmed Tokens: ['updat', 'crude', 'oil', 'futur', 'sink', 'per', 'barrel', 'decemb', 'deliveri', 'crude', 'new', 'york', 'mercantil', 'exchang', 'drop', 'cent', 'per', 'barrel', 'benchmark', 'light', 'sweet', 'crude', 'remain', 'barrel', 'cheaper', 'close', 'record', 'record', 'oct', 'oct']\n",
      "Final Preprocessed Text: updat crude oil futur sink per barrel decemb deliveri crude new york mercantil exchang drop cent per barrel benchmark light sweet crude remain barrel cheaper close record record oct oct\n",
      "\n",
      "Original Text: Zurich Employees Plead Guilty in Probe  NEW YORK (Reuters) - Two senior insurance underwriters at  Zurich American Insurance Co. pleaded guilty  on Tuesday to  misdemeanors related to bid-rigging in the insurance market.\n",
      "Lowercased Text: zurich employees plead guilty in probe  new york (reuters) - two senior insurance underwriters at  zurich american insurance co. pleaded guilty  on tuesday to  misdemeanors related to bid-rigging in the insurance market.\n",
      "Removed URLs: zurich employees plead guilty in probe  new york (reuters) - two senior insurance underwriters at  zurich american insurance co. pleaded guilty  on tuesday to  misdemeanors related to bid-rigging in the insurance market.\n",
      "Removed HTML Tags: zurich employees plead guilty in probe  new york (reuters) - two senior insurance underwriters at  zurich american insurance co. pleaded guilty  on tuesday to  misdemeanors related to bid-rigging in the insurance market.\n",
      "Removed Special Characters: zurich employees plead guilty in probe  new york reuters  two senior insurance underwriters at  zurich american insurance co pleaded guilty  on tuesday to  misdemeanors related to bidrigging in the insurance market\n",
      "Tokens: ['zurich', 'employees', 'plead', 'guilty', 'in', 'probe', 'new', 'york', 'reuters', 'two', 'senior', 'insurance', 'underwriters', 'at', 'zurich', 'american', 'insurance', 'co', 'pleaded', 'guilty', 'on', 'tuesday', 'to', 'misdemeanors', 'related', 'to', 'bidrigging', 'in', 'the', 'insurance', 'market']\n",
      "Removed Stopwords: ['zurich', 'employees', 'plead', 'guilty', 'probe', 'new', 'york', 'reuters', 'two', 'senior', 'insurance', 'underwriters', 'zurich', 'american', 'insurance', 'co', 'pleaded', 'guilty', 'tuesday', 'misdemeanors', 'related', 'bidrigging', 'insurance', 'market']\n",
      "Stemmed Tokens: ['zurich', 'employe', 'plead', 'guilti', 'probe', 'new', 'york', 'reuter', 'two', 'senior', 'insur', 'underwrit', 'zurich', 'american', 'insur', 'co', 'plead', 'guilti', 'tuesday', 'misdemeanor', 'relat', 'bidrig', 'insur', 'market']\n",
      "Final Preprocessed Text: zurich employe plead guilti probe new york reuter two senior insur underwrit zurich american insur co plead guilti tuesday misdemeanor relat bidrig insur market\n",
      "\n",
      "Original Text: Mortgage Applications Rose Last Week  NEW YORK (Reuters) - Applications for U.S. home mortgages  rose last week, as mortgage rates fell, an industry group said  on Wednesday.\n",
      "Lowercased Text: mortgage applications rose last week  new york (reuters) - applications for u.s. home mortgages  rose last week, as mortgage rates fell, an industry group said  on wednesday.\n",
      "Removed URLs: mortgage applications rose last week  new york (reuters) - applications for u.s. home mortgages  rose last week, as mortgage rates fell, an industry group said  on wednesday.\n",
      "Removed HTML Tags: mortgage applications rose last week  new york (reuters) - applications for u.s. home mortgages  rose last week, as mortgage rates fell, an industry group said  on wednesday.\n",
      "Removed Special Characters: mortgage applications rose last week  new york reuters  applications for us home mortgages  rose last week as mortgage rates fell an industry group said  on wednesday\n",
      "Tokens: ['mortgage', 'applications', 'rose', 'last', 'week', 'new', 'york', 'reuters', 'applications', 'for', 'us', 'home', 'mortgages', 'rose', 'last', 'week', 'as', 'mortgage', 'rates', 'fell', 'an', 'industry', 'group', 'said', 'on', 'wednesday']\n",
      "Removed Stopwords: ['mortgage', 'applications', 'rose', 'last', 'week', 'new', 'york', 'reuters', 'applications', 'us', 'home', 'mortgages', 'rose', 'last', 'week', 'mortgage', 'rates', 'fell', 'industry', 'group', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['mortgag', 'applic', 'rose', 'last', 'week', 'new', 'york', 'reuter', 'applic', 'us', 'home', 'mortgag', 'rose', 'last', 'week', 'mortgag', 'rate', 'fell', 'industri', 'group', 'said', 'wednesday']\n",
      "Final Preprocessed Text: mortgag applic rose last week new york reuter applic us home mortgag rose last week mortgag rate fell industri group said wednesday\n",
      "\n",
      "Original Text: Continental won #39;t make pension contributions this year Continental Airlines announced today it will not make any contributions to its pension plan this year, citing as reasons the ongoing uncertainty of the industry #39;s economic environment and the record high cost of jet fuel.\n",
      "Lowercased Text: continental won #39;t make pension contributions this year continental airlines announced today it will not make any contributions to its pension plan this year, citing as reasons the ongoing uncertainty of the industry #39;s economic environment and the record high cost of jet fuel.\n",
      "Removed URLs: continental won #39;t make pension contributions this year continental airlines announced today it will not make any contributions to its pension plan this year, citing as reasons the ongoing uncertainty of the industry #39;s economic environment and the record high cost of jet fuel.\n",
      "Removed HTML Tags: continental won #39;t make pension contributions this year continental airlines announced today it will not make any contributions to its pension plan this year, citing as reasons the ongoing uncertainty of the industry #39;s economic environment and the record high cost of jet fuel.\n",
      "Removed Special Characters: continental won t make pension contributions this year continental airlines announced today it will not make any contributions to its pension plan this year citing as reasons the ongoing uncertainty of the industry s economic environment and the record high cost of jet fuel\n",
      "Tokens: ['continental', 'won', 't', 'make', 'pension', 'contributions', 'this', 'year', 'continental', 'airlines', 'announced', 'today', 'it', 'will', 'not', 'make', 'any', 'contributions', 'to', 'its', 'pension', 'plan', 'this', 'year', 'citing', 'as', 'reasons', 'the', 'ongoing', 'uncertainty', 'of', 'the', 'industry', 's', 'economic', 'environment', 'and', 'the', 'record', 'high', 'cost', 'of', 'jet', 'fuel']\n",
      "Removed Stopwords: ['continental', 'make', 'pension', 'contributions', 'year', 'continental', 'airlines', 'announced', 'today', 'make', 'contributions', 'pension', 'plan', 'year', 'citing', 'reasons', 'ongoing', 'uncertainty', 'industry', 'economic', 'environment', 'record', 'high', 'cost', 'jet', 'fuel']\n",
      "Stemmed Tokens: ['continent', 'make', 'pension', 'contribut', 'year', 'continent', 'airlin', 'announc', 'today', 'make', 'contribut', 'pension', 'plan', 'year', 'cite', 'reason', 'ongo', 'uncertainti', 'industri', 'econom', 'environ', 'record', 'high', 'cost', 'jet', 'fuel']\n",
      "Final Preprocessed Text: continent make pension contribut year continent airlin announc today make contribut pension plan year cite reason ongo uncertainti industri econom environ record high cost jet fuel\n",
      "\n",
      "Original Text: Fed Panel Lifts Rates and Says More Increases Are Probable The Federal Reserve raised short-term interest rates on Tuesday for the fifth time this year and suggested that more rate increases are in order in the months ahead.\n",
      "Lowercased Text: fed panel lifts rates and says more increases are probable the federal reserve raised short-term interest rates on tuesday for the fifth time this year and suggested that more rate increases are in order in the months ahead.\n",
      "Removed URLs: fed panel lifts rates and says more increases are probable the federal reserve raised short-term interest rates on tuesday for the fifth time this year and suggested that more rate increases are in order in the months ahead.\n",
      "Removed HTML Tags: fed panel lifts rates and says more increases are probable the federal reserve raised short-term interest rates on tuesday for the fifth time this year and suggested that more rate increases are in order in the months ahead.\n",
      "Removed Special Characters: fed panel lifts rates and says more increases are probable the federal reserve raised shortterm interest rates on tuesday for the fifth time this year and suggested that more rate increases are in order in the months ahead\n",
      "Tokens: ['fed', 'panel', 'lifts', 'rates', 'and', 'says', 'more', 'increases', 'are', 'probable', 'the', 'federal', 'reserve', 'raised', 'shortterm', 'interest', 'rates', 'on', 'tuesday', 'for', 'the', 'fifth', 'time', 'this', 'year', 'and', 'suggested', 'that', 'more', 'rate', 'increases', 'are', 'in', 'order', 'in', 'the', 'months', 'ahead']\n",
      "Removed Stopwords: ['fed', 'panel', 'lifts', 'rates', 'says', 'increases', 'probable', 'federal', 'reserve', 'raised', 'shortterm', 'interest', 'rates', 'tuesday', 'fifth', 'time', 'year', 'suggested', 'rate', 'increases', 'order', 'months', 'ahead']\n",
      "Stemmed Tokens: ['fed', 'panel', 'lift', 'rate', 'say', 'increas', 'probabl', 'feder', 'reserv', 'rais', 'shortterm', 'interest', 'rate', 'tuesday', 'fifth', 'time', 'year', 'suggest', 'rate', 'increas', 'order', 'month', 'ahead']\n",
      "Final Preprocessed Text: fed panel lift rate say increas probabl feder reserv rais shortterm interest rate tuesday fifth time year suggest rate increas order month ahead\n",
      "\n",
      "Original Text: USA : Wal-Mart predicts bumper Christmas Wal-Mart Stores Inc, the world #39;s biggest retailer, informed it was confident to see  quot;another record quarter and a successful holiday season quot; after posting solid third-quarter results.\n",
      "Lowercased Text: usa : wal-mart predicts bumper christmas wal-mart stores inc, the world #39;s biggest retailer, informed it was confident to see  quot;another record quarter and a successful holiday season quot; after posting solid third-quarter results.\n",
      "Removed URLs: usa : wal-mart predicts bumper christmas wal-mart stores inc, the world #39;s biggest retailer, informed it was confident to see  quot;another record quarter and a successful holiday season quot; after posting solid third-quarter results.\n",
      "Removed HTML Tags: usa : wal-mart predicts bumper christmas wal-mart stores inc, the world #39;s biggest retailer, informed it was confident to see  quot;another record quarter and a successful holiday season quot; after posting solid third-quarter results.\n",
      "Removed Special Characters: usa  walmart predicts bumper christmas walmart stores inc the world s biggest retailer informed it was confident to see  quotanother record quarter and a successful holiday season quot after posting solid thirdquarter results\n",
      "Tokens: ['usa', 'walmart', 'predicts', 'bumper', 'christmas', 'walmart', 'stores', 'inc', 'the', 'world', 's', 'biggest', 'retailer', 'informed', 'it', 'was', 'confident', 'to', 'see', 'quotanother', 'record', 'quarter', 'and', 'a', 'successful', 'holiday', 'season', 'quot', 'after', 'posting', 'solid', 'thirdquarter', 'results']\n",
      "Removed Stopwords: ['usa', 'walmart', 'predicts', 'bumper', 'christmas', 'walmart', 'stores', 'inc', 'world', 'biggest', 'retailer', 'informed', 'confident', 'see', 'quotanother', 'record', 'quarter', 'successful', 'holiday', 'season', 'quot', 'posting', 'solid', 'thirdquarter', 'results']\n",
      "Stemmed Tokens: ['usa', 'walmart', 'predict', 'bumper', 'christma', 'walmart', 'store', 'inc', 'world', 'biggest', 'retail', 'inform', 'confid', 'see', 'quotanoth', 'record', 'quarter', 'success', 'holiday', 'season', 'quot', 'post', 'solid', 'thirdquart', 'result']\n",
      "Final Preprocessed Text: usa walmart predict bumper christma walmart store inc world biggest retail inform confid see quotanoth record quarter success holiday season quot post solid thirdquart result\n",
      "\n",
      "Original Text: Demand For Oil Exceeds Forecasts Oil demand is rising faster than predicted this year as OPEC pumps more low-quality oil in a failed bid to reduce record prices, according to International Energy Agency, an adviser to 26 industrialized nations.\n",
      "Lowercased Text: demand for oil exceeds forecasts oil demand is rising faster than predicted this year as opec pumps more low-quality oil in a failed bid to reduce record prices, according to international energy agency, an adviser to 26 industrialized nations.\n",
      "Removed URLs: demand for oil exceeds forecasts oil demand is rising faster than predicted this year as opec pumps more low-quality oil in a failed bid to reduce record prices, according to international energy agency, an adviser to 26 industrialized nations.\n",
      "Removed HTML Tags: demand for oil exceeds forecasts oil demand is rising faster than predicted this year as opec pumps more low-quality oil in a failed bid to reduce record prices, according to international energy agency, an adviser to 26 industrialized nations.\n",
      "Removed Special Characters: demand for oil exceeds forecasts oil demand is rising faster than predicted this year as opec pumps more lowquality oil in a failed bid to reduce record prices according to international energy agency an adviser to  industrialized nations\n",
      "Tokens: ['demand', 'for', 'oil', 'exceeds', 'forecasts', 'oil', 'demand', 'is', 'rising', 'faster', 'than', 'predicted', 'this', 'year', 'as', 'opec', 'pumps', 'more', 'lowquality', 'oil', 'in', 'a', 'failed', 'bid', 'to', 'reduce', 'record', 'prices', 'according', 'to', 'international', 'energy', 'agency', 'an', 'adviser', 'to', 'industrialized', 'nations']\n",
      "Removed Stopwords: ['demand', 'oil', 'exceeds', 'forecasts', 'oil', 'demand', 'rising', 'faster', 'predicted', 'year', 'opec', 'pumps', 'lowquality', 'oil', 'failed', 'bid', 'reduce', 'record', 'prices', 'according', 'international', 'energy', 'agency', 'adviser', 'industrialized', 'nations']\n",
      "Stemmed Tokens: ['demand', 'oil', 'exce', 'forecast', 'oil', 'demand', 'rise', 'faster', 'predict', 'year', 'opec', 'pump', 'lowqual', 'oil', 'fail', 'bid', 'reduc', 'record', 'price', 'accord', 'intern', 'energi', 'agenc', 'advis', 'industri', 'nation']\n",
      "Final Preprocessed Text: demand oil exce forecast oil demand rise faster predict year opec pump lowqual oil fail bid reduc record price accord intern energi agenc advis industri nation\n",
      "\n",
      "Original Text: Pacific Oil Link Is Best for Russia, Ambassador Says (Update1) Russia, the world #39;s second-biggest oil exporter, will benefit most from a Siberian crude oil pipeline to the Pacific rather than to China as energy resources are needed to develop the \n",
      "Lowercased Text: pacific oil link is best for russia, ambassador says (update1) russia, the world #39;s second-biggest oil exporter, will benefit most from a siberian crude oil pipeline to the pacific rather than to china as energy resources are needed to develop the \n",
      "Removed URLs: pacific oil link is best for russia, ambassador says (update1) russia, the world #39;s second-biggest oil exporter, will benefit most from a siberian crude oil pipeline to the pacific rather than to china as energy resources are needed to develop the \n",
      "Removed HTML Tags: pacific oil link is best for russia, ambassador says (update1) russia, the world #39;s second-biggest oil exporter, will benefit most from a siberian crude oil pipeline to the pacific rather than to china as energy resources are needed to develop the \n",
      "Removed Special Characters: pacific oil link is best for russia ambassador says update russia the world s secondbiggest oil exporter will benefit most from a siberian crude oil pipeline to the pacific rather than to china as energy resources are needed to develop the \n",
      "Tokens: ['pacific', 'oil', 'link', 'is', 'best', 'for', 'russia', 'ambassador', 'says', 'update', 'russia', 'the', 'world', 's', 'secondbiggest', 'oil', 'exporter', 'will', 'benefit', 'most', 'from', 'a', 'siberian', 'crude', 'oil', 'pipeline', 'to', 'the', 'pacific', 'rather', 'than', 'to', 'china', 'as', 'energy', 'resources', 'are', 'needed', 'to', 'develop', 'the']\n",
      "Removed Stopwords: ['pacific', 'oil', 'link', 'best', 'russia', 'ambassador', 'says', 'update', 'russia', 'world', 'secondbiggest', 'oil', 'exporter', 'benefit', 'siberian', 'crude', 'oil', 'pipeline', 'pacific', 'rather', 'china', 'energy', 'resources', 'needed', 'develop']\n",
      "Stemmed Tokens: ['pacif', 'oil', 'link', 'best', 'russia', 'ambassador', 'say', 'updat', 'russia', 'world', 'secondbiggest', 'oil', 'export', 'benefit', 'siberian', 'crude', 'oil', 'pipelin', 'pacif', 'rather', 'china', 'energi', 'resourc', 'need', 'develop']\n",
      "Final Preprocessed Text: pacif oil link best russia ambassador say updat russia world secondbiggest oil export benefit siberian crude oil pipelin pacif rather china energi resourc need develop\n",
      "\n",
      "Original Text: Wall Street Looks Set for a Mixed Start (Reuters) Reuters - Wall Street looked set for a mixed start\\on Thursday as oil prices remained near two-week highs and\\investors braced for a clutch of economic data and earnings\\from high-profile firms like Goldman Sachs  and Nike\\.\n",
      "Lowercased Text: wall street looks set for a mixed start (reuters) reuters - wall street looked set for a mixed start\\on thursday as oil prices remained near two-week highs and\\investors braced for a clutch of economic data and earnings\\from high-profile firms like goldman sachs  and nike\\.\n",
      "Removed URLs: wall street looks set for a mixed start (reuters) reuters - wall street looked set for a mixed start\\on thursday as oil prices remained near two-week highs and\\investors braced for a clutch of economic data and earnings\\from high-profile firms like goldman sachs  and nike\\.\n",
      "Removed HTML Tags: wall street looks set for a mixed start (reuters) reuters - wall street looked set for a mixed start\\on thursday as oil prices remained near two-week highs and\\investors braced for a clutch of economic data and earnings\\from high-profile firms like goldman sachs  and nike\\.\n",
      "Removed Special Characters: wall street looks set for a mixed start reuters reuters  wall street looked set for a mixed starton thursday as oil prices remained near twoweek highs andinvestors braced for a clutch of economic data and earningsfrom highprofile firms like goldman sachs  and nike\n",
      "Tokens: ['wall', 'street', 'looks', 'set', 'for', 'a', 'mixed', 'start', 'reuters', 'reuters', 'wall', 'street', 'looked', 'set', 'for', 'a', 'mixed', 'starton', 'thursday', 'as', 'oil', 'prices', 'remained', 'near', 'twoweek', 'highs', 'andinvestors', 'braced', 'for', 'a', 'clutch', 'of', 'economic', 'data', 'and', 'earningsfrom', 'highprofile', 'firms', 'like', 'goldman', 'sachs', 'and', 'nike']\n",
      "Removed Stopwords: ['wall', 'street', 'looks', 'set', 'mixed', 'start', 'reuters', 'reuters', 'wall', 'street', 'looked', 'set', 'mixed', 'starton', 'thursday', 'oil', 'prices', 'remained', 'near', 'twoweek', 'highs', 'andinvestors', 'braced', 'clutch', 'economic', 'data', 'earningsfrom', 'highprofile', 'firms', 'like', 'goldman', 'sachs', 'nike']\n",
      "Stemmed Tokens: ['wall', 'street', 'look', 'set', 'mix', 'start', 'reuter', 'reuter', 'wall', 'street', 'look', 'set', 'mix', 'starton', 'thursday', 'oil', 'price', 'remain', 'near', 'twoweek', 'high', 'andinvestor', 'brace', 'clutch', 'econom', 'data', 'earningsfrom', 'highprofil', 'firm', 'like', 'goldman', 'sach', 'nike']\n",
      "Final Preprocessed Text: wall street look set mix start reuter reuter wall street look set mix starton thursday oil price remain near twoweek high andinvestor brace clutch econom data earningsfrom highprofil firm like goldman sach nike\n",
      "\n",
      "Original Text: British industry at best in 10 years Manufacturing industry is enjoying its strongest performance for almost 10 years, according to a survey by the Engineering Employers Federation.\n",
      "Lowercased Text: british industry at best in 10 years manufacturing industry is enjoying its strongest performance for almost 10 years, according to a survey by the engineering employers federation.\n",
      "Removed URLs: british industry at best in 10 years manufacturing industry is enjoying its strongest performance for almost 10 years, according to a survey by the engineering employers federation.\n",
      "Removed HTML Tags: british industry at best in 10 years manufacturing industry is enjoying its strongest performance for almost 10 years, according to a survey by the engineering employers federation.\n",
      "Removed Special Characters: british industry at best in  years manufacturing industry is enjoying its strongest performance for almost  years according to a survey by the engineering employers federation\n",
      "Tokens: ['british', 'industry', 'at', 'best', 'in', 'years', 'manufacturing', 'industry', 'is', 'enjoying', 'its', 'strongest', 'performance', 'for', 'almost', 'years', 'according', 'to', 'a', 'survey', 'by', 'the', 'engineering', 'employers', 'federation']\n",
      "Removed Stopwords: ['british', 'industry', 'best', 'years', 'manufacturing', 'industry', 'enjoying', 'strongest', 'performance', 'almost', 'years', 'according', 'survey', 'engineering', 'employers', 'federation']\n",
      "Stemmed Tokens: ['british', 'industri', 'best', 'year', 'manufactur', 'industri', 'enjoy', 'strongest', 'perform', 'almost', 'year', 'accord', 'survey', 'engin', 'employ', 'feder']\n",
      "Final Preprocessed Text: british industri best year manufactur industri enjoy strongest perform almost year accord survey engin employ feder\n",
      "\n",
      "Original Text: Industrials lift stocks THE stock market opened higher today as industrials stocks mitigated the effects of a weaker resources sector.  quot;Commodity prices are generally weaker on renewed speculation of weaker demand in China, quot; Wilson HTM senior client adviser Angus Bligh said.\n",
      "Lowercased Text: industrials lift stocks the stock market opened higher today as industrials stocks mitigated the effects of a weaker resources sector.  quot;commodity prices are generally weaker on renewed speculation of weaker demand in china, quot; wilson htm senior client adviser angus bligh said.\n",
      "Removed URLs: industrials lift stocks the stock market opened higher today as industrials stocks mitigated the effects of a weaker resources sector.  quot;commodity prices are generally weaker on renewed speculation of weaker demand in china, quot; wilson htm senior client adviser angus bligh said.\n",
      "Removed HTML Tags: industrials lift stocks the stock market opened higher today as industrials stocks mitigated the effects of a weaker resources sector.  quot;commodity prices are generally weaker on renewed speculation of weaker demand in china, quot; wilson htm senior client adviser angus bligh said.\n",
      "Removed Special Characters: industrials lift stocks the stock market opened higher today as industrials stocks mitigated the effects of a weaker resources sector  quotcommodity prices are generally weaker on renewed speculation of weaker demand in china quot wilson htm senior client adviser angus bligh said\n",
      "Tokens: ['industrials', 'lift', 'stocks', 'the', 'stock', 'market', 'opened', 'higher', 'today', 'as', 'industrials', 'stocks', 'mitigated', 'the', 'effects', 'of', 'a', 'weaker', 'resources', 'sector', 'quotcommodity', 'prices', 'are', 'generally', 'weaker', 'on', 'renewed', 'speculation', 'of', 'weaker', 'demand', 'in', 'china', 'quot', 'wilson', 'htm', 'senior', 'client', 'adviser', 'angus', 'bligh', 'said']\n",
      "Removed Stopwords: ['industrials', 'lift', 'stocks', 'stock', 'market', 'opened', 'higher', 'today', 'industrials', 'stocks', 'mitigated', 'effects', 'weaker', 'resources', 'sector', 'quotcommodity', 'prices', 'generally', 'weaker', 'renewed', 'speculation', 'weaker', 'demand', 'china', 'quot', 'wilson', 'htm', 'senior', 'client', 'adviser', 'angus', 'bligh', 'said']\n",
      "Stemmed Tokens: ['industri', 'lift', 'stock', 'stock', 'market', 'open', 'higher', 'today', 'industri', 'stock', 'mitig', 'effect', 'weaker', 'resourc', 'sector', 'quotcommod', 'price', 'gener', 'weaker', 'renew', 'specul', 'weaker', 'demand', 'china', 'quot', 'wilson', 'htm', 'senior', 'client', 'advis', 'angu', 'bligh', 'said']\n",
      "Final Preprocessed Text: industri lift stock stock market open higher today industri stock mitig effect weaker resourc sector quotcommod price gener weaker renew specul weaker demand china quot wilson htm senior client advis angu bligh said\n",
      "\n",
      "Original Text: BlueGene sneaks past Earth Simulator The Earth Simulator, an NEC supercomputer, is surpassed, at last. IBM announced yesterday that its Blue Gene/L supercomputer had achieved a sustained performance of 36.\n",
      "Lowercased Text: bluegene sneaks past earth simulator the earth simulator, an nec supercomputer, is surpassed, at last. ibm announced yesterday that its blue gene/l supercomputer had achieved a sustained performance of 36.\n",
      "Removed URLs: bluegene sneaks past earth simulator the earth simulator, an nec supercomputer, is surpassed, at last. ibm announced yesterday that its blue gene/l supercomputer had achieved a sustained performance of 36.\n",
      "Removed HTML Tags: bluegene sneaks past earth simulator the earth simulator, an nec supercomputer, is surpassed, at last. ibm announced yesterday that its blue gene/l supercomputer had achieved a sustained performance of 36.\n",
      "Removed Special Characters: bluegene sneaks past earth simulator the earth simulator an nec supercomputer is surpassed at last ibm announced yesterday that its blue genel supercomputer had achieved a sustained performance of \n",
      "Tokens: ['bluegene', 'sneaks', 'past', 'earth', 'simulator', 'the', 'earth', 'simulator', 'an', 'nec', 'supercomputer', 'is', 'surpassed', 'at', 'last', 'ibm', 'announced', 'yesterday', 'that', 'its', 'blue', 'genel', 'supercomputer', 'had', 'achieved', 'a', 'sustained', 'performance', 'of']\n",
      "Removed Stopwords: ['bluegene', 'sneaks', 'past', 'earth', 'simulator', 'earth', 'simulator', 'nec', 'supercomputer', 'surpassed', 'last', 'ibm', 'announced', 'yesterday', 'blue', 'genel', 'supercomputer', 'achieved', 'sustained', 'performance']\n",
      "Stemmed Tokens: ['bluegen', 'sneak', 'past', 'earth', 'simul', 'earth', 'simul', 'nec', 'supercomput', 'surpass', 'last', 'ibm', 'announc', 'yesterday', 'blue', 'genel', 'supercomput', 'achiev', 'sustain', 'perform']\n",
      "Final Preprocessed Text: bluegen sneak past earth simul earth simul nec supercomput surpass last ibm announc yesterday blue genel supercomput achiev sustain perform\n",
      "\n",
      "Original Text: ARM agrees to buy Artisan Components for \\$903 mn LONDON, August 23 (New Ratings) - ARM Holdings (ARM.ETR) has agreed to buy Artisan Components Inc (ARTI), a US-based provider of integrated circuit designing solutions, for about \\$913 million (503.\n",
      "Lowercased Text: arm agrees to buy artisan components for \\$903 mn london, august 23 (new ratings) - arm holdings (arm.etr) has agreed to buy artisan components inc (arti), a us-based provider of integrated circuit designing solutions, for about \\$913 million (503.\n",
      "Removed URLs: arm agrees to buy artisan components for \\$903 mn london, august 23 (new ratings) - arm holdings (arm.etr) has agreed to buy artisan components inc (arti), a us-based provider of integrated circuit designing solutions, for about \\$913 million (503.\n",
      "Removed HTML Tags: arm agrees to buy artisan components for \\$903 mn london, august 23 (new ratings) - arm holdings (arm.etr) has agreed to buy artisan components inc (arti), a us-based provider of integrated circuit designing solutions, for about \\$913 million (503.\n",
      "Removed Special Characters: arm agrees to buy artisan components for  mn london august  new ratings  arm holdings armetr has agreed to buy artisan components inc arti a usbased provider of integrated circuit designing solutions for about  million \n",
      "Tokens: ['arm', 'agrees', 'to', 'buy', 'artisan', 'components', 'for', 'mn', 'london', 'august', 'new', 'ratings', 'arm', 'holdings', 'armetr', 'has', 'agreed', 'to', 'buy', 'artisan', 'components', 'inc', 'arti', 'a', 'usbased', 'provider', 'of', 'integrated', 'circuit', 'designing', 'solutions', 'for', 'about', 'million']\n",
      "Removed Stopwords: ['arm', 'agrees', 'buy', 'artisan', 'components', 'mn', 'london', 'august', 'new', 'ratings', 'arm', 'holdings', 'armetr', 'agreed', 'buy', 'artisan', 'components', 'inc', 'arti', 'usbased', 'provider', 'integrated', 'circuit', 'designing', 'solutions', 'million']\n",
      "Stemmed Tokens: ['arm', 'agre', 'buy', 'artisan', 'compon', 'mn', 'london', 'august', 'new', 'rate', 'arm', 'hold', 'armetr', 'agre', 'buy', 'artisan', 'compon', 'inc', 'arti', 'usbas', 'provid', 'integr', 'circuit', 'design', 'solut', 'million']\n",
      "Final Preprocessed Text: arm agre buy artisan compon mn london august new rate arm hold armetr agre buy artisan compon inc arti usbas provid integr circuit design solut million\n",
      "\n",
      "Original Text: Amazon Snaps Up China's Largest Web Retailer (NewsFactor) NewsFactor - Amazon.com (Nasdaq: AMZN) has said it will buy Joyo.com Limited -- a British Virgin Islands company that operates the largest Internet retail Web site in China -- for US #36;75 million.\n",
      "Lowercased Text: amazon snaps up china's largest web retailer (newsfactor) newsfactor - amazon.com (nasdaq: amzn) has said it will buy joyo.com limited -- a british virgin islands company that operates the largest internet retail web site in china -- for us #36;75 million.\n",
      "Removed URLs: amazon snaps up china's largest web retailer (newsfactor) newsfactor - amazon.com (nasdaq: amzn) has said it will buy joyo.com limited -- a british virgin islands company that operates the largest internet retail web site in china -- for us #36;75 million.\n",
      "Removed HTML Tags: amazon snaps up china's largest web retailer (newsfactor) newsfactor - amazon.com (nasdaq: amzn) has said it will buy joyo.com limited -- a british virgin islands company that operates the largest internet retail web site in china -- for us #36;75 million.\n",
      "Removed Special Characters: amazon snaps up chinas largest web retailer newsfactor newsfactor  amazoncom nasdaq amzn has said it will buy joyocom limited  a british virgin islands company that operates the largest internet retail web site in china  for us  million\n",
      "Tokens: ['amazon', 'snaps', 'up', 'chinas', 'largest', 'web', 'retailer', 'newsfactor', 'newsfactor', 'amazoncom', 'nasdaq', 'amzn', 'has', 'said', 'it', 'will', 'buy', 'joyocom', 'limited', 'a', 'british', 'virgin', 'islands', 'company', 'that', 'operates', 'the', 'largest', 'internet', 'retail', 'web', 'site', 'in', 'china', 'for', 'us', 'million']\n",
      "Removed Stopwords: ['amazon', 'snaps', 'chinas', 'largest', 'web', 'retailer', 'newsfactor', 'newsfactor', 'amazoncom', 'nasdaq', 'amzn', 'said', 'buy', 'joyocom', 'limited', 'british', 'virgin', 'islands', 'company', 'operates', 'largest', 'internet', 'retail', 'web', 'site', 'china', 'us', 'million']\n",
      "Stemmed Tokens: ['amazon', 'snap', 'china', 'largest', 'web', 'retail', 'newsfactor', 'newsfactor', 'amazoncom', 'nasdaq', 'amzn', 'said', 'buy', 'joyocom', 'limit', 'british', 'virgin', 'island', 'compani', 'oper', 'largest', 'internet', 'retail', 'web', 'site', 'china', 'us', 'million']\n",
      "Final Preprocessed Text: amazon snap china largest web retail newsfactor newsfactor amazoncom nasdaq amzn said buy joyocom limit british virgin island compani oper largest internet retail web site china us million\n",
      "\n",
      "Original Text: US launches probe of Fannie Mae woes WASHINGTON -- Federal prosecutors have opened an investigation into possible wrongdoing at mortgage giant Fannie Mae , just days after regulators accused the company of shoddy accounting practices, according to sources familiar with the probe.\n",
      "Lowercased Text: us launches probe of fannie mae woes washington -- federal prosecutors have opened an investigation into possible wrongdoing at mortgage giant fannie mae , just days after regulators accused the company of shoddy accounting practices, according to sources familiar with the probe.\n",
      "Removed URLs: us launches probe of fannie mae woes washington -- federal prosecutors have opened an investigation into possible wrongdoing at mortgage giant fannie mae , just days after regulators accused the company of shoddy accounting practices, according to sources familiar with the probe.\n",
      "Removed HTML Tags: us launches probe of fannie mae woes washington -- federal prosecutors have opened an investigation into possible wrongdoing at mortgage giant fannie mae , just days after regulators accused the company of shoddy accounting practices, according to sources familiar with the probe.\n",
      "Removed Special Characters: us launches probe of fannie mae woes washington  federal prosecutors have opened an investigation into possible wrongdoing at mortgage giant fannie mae  just days after regulators accused the company of shoddy accounting practices according to sources familiar with the probe\n",
      "Tokens: ['us', 'launches', 'probe', 'of', 'fannie', 'mae', 'woes', 'washington', 'federal', 'prosecutors', 'have', 'opened', 'an', 'investigation', 'into', 'possible', 'wrongdoing', 'at', 'mortgage', 'giant', 'fannie', 'mae', 'just', 'days', 'after', 'regulators', 'accused', 'the', 'company', 'of', 'shoddy', 'accounting', 'practices', 'according', 'to', 'sources', 'familiar', 'with', 'the', 'probe']\n",
      "Removed Stopwords: ['us', 'launches', 'probe', 'fannie', 'mae', 'woes', 'washington', 'federal', 'prosecutors', 'opened', 'investigation', 'possible', 'wrongdoing', 'mortgage', 'giant', 'fannie', 'mae', 'days', 'regulators', 'accused', 'company', 'shoddy', 'accounting', 'practices', 'according', 'sources', 'familiar', 'probe']\n",
      "Stemmed Tokens: ['us', 'launch', 'probe', 'fanni', 'mae', 'woe', 'washington', 'feder', 'prosecutor', 'open', 'investig', 'possibl', 'wrongdo', 'mortgag', 'giant', 'fanni', 'mae', 'day', 'regul', 'accus', 'compani', 'shoddi', 'account', 'practic', 'accord', 'sourc', 'familiar', 'probe']\n",
      "Final Preprocessed Text: us launch probe fanni mae woe washington feder prosecutor open investig possibl wrongdo mortgag giant fanni mae day regul accus compani shoddi account practic accord sourc familiar probe\n",
      "\n",
      "Original Text: Time Warner Shares Idle Ahead of Report Shares of Media giant Time Warner Inc. were little changed Monday ahead of the company #39;s third-quarter earnings report as investors wonder exactly what chairman Dick Parsons might say about its troubled America Online unit.\n",
      "Lowercased Text: time warner shares idle ahead of report shares of media giant time warner inc. were little changed monday ahead of the company #39;s third-quarter earnings report as investors wonder exactly what chairman dick parsons might say about its troubled america online unit.\n",
      "Removed URLs: time warner shares idle ahead of report shares of media giant time warner inc. were little changed monday ahead of the company #39;s third-quarter earnings report as investors wonder exactly what chairman dick parsons might say about its troubled america online unit.\n",
      "Removed HTML Tags: time warner shares idle ahead of report shares of media giant time warner inc. were little changed monday ahead of the company #39;s third-quarter earnings report as investors wonder exactly what chairman dick parsons might say about its troubled america online unit.\n",
      "Removed Special Characters: time warner shares idle ahead of report shares of media giant time warner inc were little changed monday ahead of the company s thirdquarter earnings report as investors wonder exactly what chairman dick parsons might say about its troubled america online unit\n",
      "Tokens: ['time', 'warner', 'shares', 'idle', 'ahead', 'of', 'report', 'shares', 'of', 'media', 'giant', 'time', 'warner', 'inc', 'were', 'little', 'changed', 'monday', 'ahead', 'of', 'the', 'company', 's', 'thirdquarter', 'earnings', 'report', 'as', 'investors', 'wonder', 'exactly', 'what', 'chairman', 'dick', 'parsons', 'might', 'say', 'about', 'its', 'troubled', 'america', 'online', 'unit']\n",
      "Removed Stopwords: ['time', 'warner', 'shares', 'idle', 'ahead', 'report', 'shares', 'media', 'giant', 'time', 'warner', 'inc', 'little', 'changed', 'monday', 'ahead', 'company', 'thirdquarter', 'earnings', 'report', 'investors', 'wonder', 'exactly', 'chairman', 'dick', 'parsons', 'might', 'say', 'troubled', 'america', 'online', 'unit']\n",
      "Stemmed Tokens: ['time', 'warner', 'share', 'idl', 'ahead', 'report', 'share', 'media', 'giant', 'time', 'warner', 'inc', 'littl', 'chang', 'monday', 'ahead', 'compani', 'thirdquart', 'earn', 'report', 'investor', 'wonder', 'exactli', 'chairman', 'dick', 'parson', 'might', 'say', 'troubl', 'america', 'onlin', 'unit']\n",
      "Final Preprocessed Text: time warner share idl ahead report share media giant time warner inc littl chang monday ahead compani thirdquart earn report investor wonder exactli chairman dick parson might say troubl america onlin unit\n",
      "\n",
      "Original Text: EU weighs euro #39;s rise against dollar European Union finance ministers considered the ever-strengthening euro against the dollar Monday amid appeals for Washington to rein in its budget and current account deficits to stop the slide of the US currency.\n",
      "Lowercased Text: eu weighs euro #39;s rise against dollar european union finance ministers considered the ever-strengthening euro against the dollar monday amid appeals for washington to rein in its budget and current account deficits to stop the slide of the us currency.\n",
      "Removed URLs: eu weighs euro #39;s rise against dollar european union finance ministers considered the ever-strengthening euro against the dollar monday amid appeals for washington to rein in its budget and current account deficits to stop the slide of the us currency.\n",
      "Removed HTML Tags: eu weighs euro #39;s rise against dollar european union finance ministers considered the ever-strengthening euro against the dollar monday amid appeals for washington to rein in its budget and current account deficits to stop the slide of the us currency.\n",
      "Removed Special Characters: eu weighs euro s rise against dollar european union finance ministers considered the everstrengthening euro against the dollar monday amid appeals for washington to rein in its budget and current account deficits to stop the slide of the us currency\n",
      "Tokens: ['eu', 'weighs', 'euro', 's', 'rise', 'against', 'dollar', 'european', 'union', 'finance', 'ministers', 'considered', 'the', 'everstrengthening', 'euro', 'against', 'the', 'dollar', 'monday', 'amid', 'appeals', 'for', 'washington', 'to', 'rein', 'in', 'its', 'budget', 'and', 'current', 'account', 'deficits', 'to', 'stop', 'the', 'slide', 'of', 'the', 'us', 'currency']\n",
      "Removed Stopwords: ['eu', 'weighs', 'euro', 'rise', 'dollar', 'european', 'union', 'finance', 'ministers', 'considered', 'everstrengthening', 'euro', 'dollar', 'monday', 'amid', 'appeals', 'washington', 'rein', 'budget', 'current', 'account', 'deficits', 'stop', 'slide', 'us', 'currency']\n",
      "Stemmed Tokens: ['eu', 'weigh', 'euro', 'rise', 'dollar', 'european', 'union', 'financ', 'minist', 'consid', 'everstrengthen', 'euro', 'dollar', 'monday', 'amid', 'appeal', 'washington', 'rein', 'budget', 'current', 'account', 'deficit', 'stop', 'slide', 'us', 'currenc']\n",
      "Final Preprocessed Text: eu weigh euro rise dollar european union financ minist consid everstrengthen euro dollar monday amid appeal washington rein budget current account deficit stop slide us currenc\n",
      "\n",
      "Original Text: Heineken Profit Dips But Repeats Outlook  AMSTERDAM (Reuters) - Dutch brewer Heineken posted a 4.5  percent fall in core profit for the first half on Wednesday, at  the low end of expectations as a weak dollar and sluggish  markets hurt business.\n",
      "Lowercased Text: heineken profit dips but repeats outlook  amsterdam (reuters) - dutch brewer heineken posted a 4.5  percent fall in core profit for the first half on wednesday, at  the low end of expectations as a weak dollar and sluggish  markets hurt business.\n",
      "Removed URLs: heineken profit dips but repeats outlook  amsterdam (reuters) - dutch brewer heineken posted a 4.5  percent fall in core profit for the first half on wednesday, at  the low end of expectations as a weak dollar and sluggish  markets hurt business.\n",
      "Removed HTML Tags: heineken profit dips but repeats outlook  amsterdam (reuters) - dutch brewer heineken posted a 4.5  percent fall in core profit for the first half on wednesday, at  the low end of expectations as a weak dollar and sluggish  markets hurt business.\n",
      "Removed Special Characters: heineken profit dips but repeats outlook  amsterdam reuters  dutch brewer heineken posted a   percent fall in core profit for the first half on wednesday at  the low end of expectations as a weak dollar and sluggish  markets hurt business\n",
      "Tokens: ['heineken', 'profit', 'dips', 'but', 'repeats', 'outlook', 'amsterdam', 'reuters', 'dutch', 'brewer', 'heineken', 'posted', 'a', 'percent', 'fall', 'in', 'core', 'profit', 'for', 'the', 'first', 'half', 'on', 'wednesday', 'at', 'the', 'low', 'end', 'of', 'expectations', 'as', 'a', 'weak', 'dollar', 'and', 'sluggish', 'markets', 'hurt', 'business']\n",
      "Removed Stopwords: ['heineken', 'profit', 'dips', 'repeats', 'outlook', 'amsterdam', 'reuters', 'dutch', 'brewer', 'heineken', 'posted', 'percent', 'fall', 'core', 'profit', 'first', 'half', 'wednesday', 'low', 'end', 'expectations', 'weak', 'dollar', 'sluggish', 'markets', 'hurt', 'business']\n",
      "Stemmed Tokens: ['heineken', 'profit', 'dip', 'repeat', 'outlook', 'amsterdam', 'reuter', 'dutch', 'brewer', 'heineken', 'post', 'percent', 'fall', 'core', 'profit', 'first', 'half', 'wednesday', 'low', 'end', 'expect', 'weak', 'dollar', 'sluggish', 'market', 'hurt', 'busi']\n",
      "Final Preprocessed Text: heineken profit dip repeat outlook amsterdam reuter dutch brewer heineken post percent fall core profit first half wednesday low end expect weak dollar sluggish market hurt busi\n",
      "\n",
      "Original Text: HK walks out of 68-month deflation cycle, official Hong Kong Financial Secretary Henry Tang said he believed Hong Kong has walked out of the consumer price deflation cycle that lingered for 68 months, according to the consumer price index trend in the past few years.\n",
      "Lowercased Text: hk walks out of 68-month deflation cycle, official hong kong financial secretary henry tang said he believed hong kong has walked out of the consumer price deflation cycle that lingered for 68 months, according to the consumer price index trend in the past few years.\n",
      "Removed URLs: hk walks out of 68-month deflation cycle, official hong kong financial secretary henry tang said he believed hong kong has walked out of the consumer price deflation cycle that lingered for 68 months, according to the consumer price index trend in the past few years.\n",
      "Removed HTML Tags: hk walks out of 68-month deflation cycle, official hong kong financial secretary henry tang said he believed hong kong has walked out of the consumer price deflation cycle that lingered for 68 months, according to the consumer price index trend in the past few years.\n",
      "Removed Special Characters: hk walks out of month deflation cycle official hong kong financial secretary henry tang said he believed hong kong has walked out of the consumer price deflation cycle that lingered for  months according to the consumer price index trend in the past few years\n",
      "Tokens: ['hk', 'walks', 'out', 'of', 'month', 'deflation', 'cycle', 'official', 'hong', 'kong', 'financial', 'secretary', 'henry', 'tang', 'said', 'he', 'believed', 'hong', 'kong', 'has', 'walked', 'out', 'of', 'the', 'consumer', 'price', 'deflation', 'cycle', 'that', 'lingered', 'for', 'months', 'according', 'to', 'the', 'consumer', 'price', 'index', 'trend', 'in', 'the', 'past', 'few', 'years']\n",
      "Removed Stopwords: ['hk', 'walks', 'month', 'deflation', 'cycle', 'official', 'hong', 'kong', 'financial', 'secretary', 'henry', 'tang', 'said', 'believed', 'hong', 'kong', 'walked', 'consumer', 'price', 'deflation', 'cycle', 'lingered', 'months', 'according', 'consumer', 'price', 'index', 'trend', 'past', 'years']\n",
      "Stemmed Tokens: ['hk', 'walk', 'month', 'deflat', 'cycl', 'offici', 'hong', 'kong', 'financi', 'secretari', 'henri', 'tang', 'said', 'believ', 'hong', 'kong', 'walk', 'consum', 'price', 'deflat', 'cycl', 'linger', 'month', 'accord', 'consum', 'price', 'index', 'trend', 'past', 'year']\n",
      "Final Preprocessed Text: hk walk month deflat cycl offici hong kong financi secretari henri tang said believ hong kong walk consum price deflat cycl linger month accord consum price index trend past year\n",
      "\n",
      "Original Text: Let a Thousand Ideas Flower: China Is a New Hotbed of Research In recent years, hundreds of multinational companies have set up research laboratories in China.\n",
      "Lowercased Text: let a thousand ideas flower: china is a new hotbed of research in recent years, hundreds of multinational companies have set up research laboratories in china.\n",
      "Removed URLs: let a thousand ideas flower: china is a new hotbed of research in recent years, hundreds of multinational companies have set up research laboratories in china.\n",
      "Removed HTML Tags: let a thousand ideas flower: china is a new hotbed of research in recent years, hundreds of multinational companies have set up research laboratories in china.\n",
      "Removed Special Characters: let a thousand ideas flower china is a new hotbed of research in recent years hundreds of multinational companies have set up research laboratories in china\n",
      "Tokens: ['let', 'a', 'thousand', 'ideas', 'flower', 'china', 'is', 'a', 'new', 'hotbed', 'of', 'research', 'in', 'recent', 'years', 'hundreds', 'of', 'multinational', 'companies', 'have', 'set', 'up', 'research', 'laboratories', 'in', 'china']\n",
      "Removed Stopwords: ['let', 'thousand', 'ideas', 'flower', 'china', 'new', 'hotbed', 'research', 'recent', 'years', 'hundreds', 'multinational', 'companies', 'set', 'research', 'laboratories', 'china']\n",
      "Stemmed Tokens: ['let', 'thousand', 'idea', 'flower', 'china', 'new', 'hotb', 'research', 'recent', 'year', 'hundr', 'multin', 'compani', 'set', 'research', 'laboratori', 'china']\n",
      "Final Preprocessed Text: let thousand idea flower china new hotb research recent year hundr multin compani set research laboratori china\n",
      "\n",
      "Original Text: WPP claims Grey Global prize LONDON, England -- UK-based advertising giant WPP Group says it has won the bidding to acquire US agency Grey Global. WPP, the world #39;s second-largest advertising company, said Sunday it had reached agreement \n",
      "Lowercased Text: wpp claims grey global prize london, england -- uk-based advertising giant wpp group says it has won the bidding to acquire us agency grey global. wpp, the world #39;s second-largest advertising company, said sunday it had reached agreement \n",
      "Removed URLs: wpp claims grey global prize london, england -- uk-based advertising giant wpp group says it has won the bidding to acquire us agency grey global. wpp, the world #39;s second-largest advertising company, said sunday it had reached agreement \n",
      "Removed HTML Tags: wpp claims grey global prize london, england -- uk-based advertising giant wpp group says it has won the bidding to acquire us agency grey global. wpp, the world #39;s second-largest advertising company, said sunday it had reached agreement \n",
      "Removed Special Characters: wpp claims grey global prize london england  ukbased advertising giant wpp group says it has won the bidding to acquire us agency grey global wpp the world s secondlargest advertising company said sunday it had reached agreement \n",
      "Tokens: ['wpp', 'claims', 'grey', 'global', 'prize', 'london', 'england', 'ukbased', 'advertising', 'giant', 'wpp', 'group', 'says', 'it', 'has', 'won', 'the', 'bidding', 'to', 'acquire', 'us', 'agency', 'grey', 'global', 'wpp', 'the', 'world', 's', 'secondlargest', 'advertising', 'company', 'said', 'sunday', 'it', 'had', 'reached', 'agreement']\n",
      "Removed Stopwords: ['wpp', 'claims', 'grey', 'global', 'prize', 'london', 'england', 'ukbased', 'advertising', 'giant', 'wpp', 'group', 'says', 'bidding', 'acquire', 'us', 'agency', 'grey', 'global', 'wpp', 'world', 'secondlargest', 'advertising', 'company', 'said', 'sunday', 'reached', 'agreement']\n",
      "Stemmed Tokens: ['wpp', 'claim', 'grey', 'global', 'prize', 'london', 'england', 'ukbas', 'advertis', 'giant', 'wpp', 'group', 'say', 'bid', 'acquir', 'us', 'agenc', 'grey', 'global', 'wpp', 'world', 'secondlargest', 'advertis', 'compani', 'said', 'sunday', 'reach', 'agreement']\n",
      "Final Preprocessed Text: wpp claim grey global prize london england ukbas advertis giant wpp group say bid acquir us agenc grey global wpp world secondlargest advertis compani said sunday reach agreement\n",
      "\n",
      "Original Text: U.S. Factory Growth Eases  NEW YORK (Reuters) - Expansion in the U.S. factory sector  slowed in August as higher costs for energy and raw materials  squeezed manufacturers, a report showed on Wednesday, but  analysts said growth remained relatively robust.\n",
      "Lowercased Text: u.s. factory growth eases  new york (reuters) - expansion in the u.s. factory sector  slowed in august as higher costs for energy and raw materials  squeezed manufacturers, a report showed on wednesday, but  analysts said growth remained relatively robust.\n",
      "Removed URLs: u.s. factory growth eases  new york (reuters) - expansion in the u.s. factory sector  slowed in august as higher costs for energy and raw materials  squeezed manufacturers, a report showed on wednesday, but  analysts said growth remained relatively robust.\n",
      "Removed HTML Tags: u.s. factory growth eases  new york (reuters) - expansion in the u.s. factory sector  slowed in august as higher costs for energy and raw materials  squeezed manufacturers, a report showed on wednesday, but  analysts said growth remained relatively robust.\n",
      "Removed Special Characters: us factory growth eases  new york reuters  expansion in the us factory sector  slowed in august as higher costs for energy and raw materials  squeezed manufacturers a report showed on wednesday but  analysts said growth remained relatively robust\n",
      "Tokens: ['us', 'factory', 'growth', 'eases', 'new', 'york', 'reuters', 'expansion', 'in', 'the', 'us', 'factory', 'sector', 'slowed', 'in', 'august', 'as', 'higher', 'costs', 'for', 'energy', 'and', 'raw', 'materials', 'squeezed', 'manufacturers', 'a', 'report', 'showed', 'on', 'wednesday', 'but', 'analysts', 'said', 'growth', 'remained', 'relatively', 'robust']\n",
      "Removed Stopwords: ['us', 'factory', 'growth', 'eases', 'new', 'york', 'reuters', 'expansion', 'us', 'factory', 'sector', 'slowed', 'august', 'higher', 'costs', 'energy', 'raw', 'materials', 'squeezed', 'manufacturers', 'report', 'showed', 'wednesday', 'analysts', 'said', 'growth', 'remained', 'relatively', 'robust']\n",
      "Stemmed Tokens: ['us', 'factori', 'growth', 'eas', 'new', 'york', 'reuter', 'expans', 'us', 'factori', 'sector', 'slow', 'august', 'higher', 'cost', 'energi', 'raw', 'materi', 'squeez', 'manufactur', 'report', 'show', 'wednesday', 'analyst', 'said', 'growth', 'remain', 'rel', 'robust']\n",
      "Final Preprocessed Text: us factori growth eas new york reuter expans us factori sector slow august higher cost energi raw materi squeez manufactur report show wednesday analyst said growth remain rel robust\n",
      "\n",
      "Original Text: Will High Oil Prices Lead to Recession? (AP) AP - High oil prices, which have been a factor in virtually all U.S. recessions over the past three decades, are surging again this year. And the higher crude oil prices climb, the more risk energy costs pose to what, until recently, many expected to be a banner year for the U.S. economy.\n",
      "Lowercased Text: will high oil prices lead to recession? (ap) ap - high oil prices, which have been a factor in virtually all u.s. recessions over the past three decades, are surging again this year. and the higher crude oil prices climb, the more risk energy costs pose to what, until recently, many expected to be a banner year for the u.s. economy.\n",
      "Removed URLs: will high oil prices lead to recession? (ap) ap - high oil prices, which have been a factor in virtually all u.s. recessions over the past three decades, are surging again this year. and the higher crude oil prices climb, the more risk energy costs pose to what, until recently, many expected to be a banner year for the u.s. economy.\n",
      "Removed HTML Tags: will high oil prices lead to recession? (ap) ap - high oil prices, which have been a factor in virtually all u.s. recessions over the past three decades, are surging again this year. and the higher crude oil prices climb, the more risk energy costs pose to what, until recently, many expected to be a banner year for the u.s. economy.\n",
      "Removed Special Characters: will high oil prices lead to recession ap ap  high oil prices which have been a factor in virtually all us recessions over the past three decades are surging again this year and the higher crude oil prices climb the more risk energy costs pose to what until recently many expected to be a banner year for the us economy\n",
      "Tokens: ['will', 'high', 'oil', 'prices', 'lead', 'to', 'recession', 'ap', 'ap', 'high', 'oil', 'prices', 'which', 'have', 'been', 'a', 'factor', 'in', 'virtually', 'all', 'us', 'recessions', 'over', 'the', 'past', 'three', 'decades', 'are', 'surging', 'again', 'this', 'year', 'and', 'the', 'higher', 'crude', 'oil', 'prices', 'climb', 'the', 'more', 'risk', 'energy', 'costs', 'pose', 'to', 'what', 'until', 'recently', 'many', 'expected', 'to', 'be', 'a', 'banner', 'year', 'for', 'the', 'us', 'economy']\n",
      "Removed Stopwords: ['high', 'oil', 'prices', 'lead', 'recession', 'ap', 'ap', 'high', 'oil', 'prices', 'factor', 'virtually', 'us', 'recessions', 'past', 'three', 'decades', 'surging', 'year', 'higher', 'crude', 'oil', 'prices', 'climb', 'risk', 'energy', 'costs', 'pose', 'recently', 'many', 'expected', 'banner', 'year', 'us', 'economy']\n",
      "Stemmed Tokens: ['high', 'oil', 'price', 'lead', 'recess', 'ap', 'ap', 'high', 'oil', 'price', 'factor', 'virtual', 'us', 'recess', 'past', 'three', 'decad', 'surg', 'year', 'higher', 'crude', 'oil', 'price', 'climb', 'risk', 'energi', 'cost', 'pose', 'recent', 'mani', 'expect', 'banner', 'year', 'us', 'economi']\n",
      "Final Preprocessed Text: high oil price lead recess ap ap high oil price factor virtual us recess past three decad surg year higher crude oil price climb risk energi cost pose recent mani expect banner year us economi\n",
      "\n",
      "Original Text: The Hunt for a Hybrid The Aug. 23 front-page article on the Toyota Prius vs. the Honda Civic implied that the main reason people prefer the Prius was its  quot;geek-chic look quot; and the image buyers want.\n",
      "Lowercased Text: the hunt for a hybrid the aug. 23 front-page article on the toyota prius vs. the honda civic implied that the main reason people prefer the prius was its  quot;geek-chic look quot; and the image buyers want.\n",
      "Removed URLs: the hunt for a hybrid the aug. 23 front-page article on the toyota prius vs. the honda civic implied that the main reason people prefer the prius was its  quot;geek-chic look quot; and the image buyers want.\n",
      "Removed HTML Tags: the hunt for a hybrid the aug. 23 front-page article on the toyota prius vs. the honda civic implied that the main reason people prefer the prius was its  quot;geek-chic look quot; and the image buyers want.\n",
      "Removed Special Characters: the hunt for a hybrid the aug  frontpage article on the toyota prius vs the honda civic implied that the main reason people prefer the prius was its  quotgeekchic look quot and the image buyers want\n",
      "Tokens: ['the', 'hunt', 'for', 'a', 'hybrid', 'the', 'aug', 'frontpage', 'article', 'on', 'the', 'toyota', 'prius', 'vs', 'the', 'honda', 'civic', 'implied', 'that', 'the', 'main', 'reason', 'people', 'prefer', 'the', 'prius', 'was', 'its', 'quotgeekchic', 'look', 'quot', 'and', 'the', 'image', 'buyers', 'want']\n",
      "Removed Stopwords: ['hunt', 'hybrid', 'aug', 'frontpage', 'article', 'toyota', 'prius', 'vs', 'honda', 'civic', 'implied', 'main', 'reason', 'people', 'prefer', 'prius', 'quotgeekchic', 'look', 'quot', 'image', 'buyers', 'want']\n",
      "Stemmed Tokens: ['hunt', 'hybrid', 'aug', 'frontpag', 'articl', 'toyota', 'priu', 'vs', 'honda', 'civic', 'impli', 'main', 'reason', 'peopl', 'prefer', 'priu', 'quotgeekch', 'look', 'quot', 'imag', 'buyer', 'want']\n",
      "Final Preprocessed Text: hunt hybrid aug frontpag articl toyota priu vs honda civic impli main reason peopl prefer priu quotgeekch look quot imag buyer want\n",
      "\n",
      "Original Text: Technology ; STT, Telekom Malaysia buy 48 pct of Idea Singapore government-owned STT and TM International, the international investment arm of Telekom Malaysia, said in a statement on Saturday they had signed  quot;definitive agreements quot; to buy the entire stake of Cingular Wireless in Idea.\n",
      "Lowercased Text: technology ; stt, telekom malaysia buy 48 pct of idea singapore government-owned stt and tm international, the international investment arm of telekom malaysia, said in a statement on saturday they had signed  quot;definitive agreements quot; to buy the entire stake of cingular wireless in idea.\n",
      "Removed URLs: technology ; stt, telekom malaysia buy 48 pct of idea singapore government-owned stt and tm international, the international investment arm of telekom malaysia, said in a statement on saturday they had signed  quot;definitive agreements quot; to buy the entire stake of cingular wireless in idea.\n",
      "Removed HTML Tags: technology ; stt, telekom malaysia buy 48 pct of idea singapore government-owned stt and tm international, the international investment arm of telekom malaysia, said in a statement on saturday they had signed  quot;definitive agreements quot; to buy the entire stake of cingular wireless in idea.\n",
      "Removed Special Characters: technology  stt telekom malaysia buy  pct of idea singapore governmentowned stt and tm international the international investment arm of telekom malaysia said in a statement on saturday they had signed  quotdefinitive agreements quot to buy the entire stake of cingular wireless in idea\n",
      "Tokens: ['technology', 'stt', 'telekom', 'malaysia', 'buy', 'pct', 'of', 'idea', 'singapore', 'governmentowned', 'stt', 'and', 'tm', 'international', 'the', 'international', 'investment', 'arm', 'of', 'telekom', 'malaysia', 'said', 'in', 'a', 'statement', 'on', 'saturday', 'they', 'had', 'signed', 'quotdefinitive', 'agreements', 'quot', 'to', 'buy', 'the', 'entire', 'stake', 'of', 'cingular', 'wireless', 'in', 'idea']\n",
      "Removed Stopwords: ['technology', 'stt', 'telekom', 'malaysia', 'buy', 'pct', 'idea', 'singapore', 'governmentowned', 'stt', 'tm', 'international', 'international', 'investment', 'arm', 'telekom', 'malaysia', 'said', 'statement', 'saturday', 'signed', 'quotdefinitive', 'agreements', 'quot', 'buy', 'entire', 'stake', 'cingular', 'wireless', 'idea']\n",
      "Stemmed Tokens: ['technolog', 'stt', 'telekom', 'malaysia', 'buy', 'pct', 'idea', 'singapor', 'governmentown', 'stt', 'tm', 'intern', 'intern', 'invest', 'arm', 'telekom', 'malaysia', 'said', 'statement', 'saturday', 'sign', 'quotdefinit', 'agreement', 'quot', 'buy', 'entir', 'stake', 'cingular', 'wireless', 'idea']\n",
      "Final Preprocessed Text: technolog stt telekom malaysia buy pct idea singapor governmentown stt tm intern intern invest arm telekom malaysia said statement saturday sign quotdefinit agreement quot buy entir stake cingular wireless idea\n",
      "\n",
      "Original Text: Pepsi Bottling Profit Rises (Reuters) Reuters - Pepsi Bottling Group Inc. , the\\largest bottler of Pepsi drinks, on Tuesday said quarterly\\profit rose on volume growth in the United States and Europe.\n",
      "Lowercased Text: pepsi bottling profit rises (reuters) reuters - pepsi bottling group inc. , the\\largest bottler of pepsi drinks, on tuesday said quarterly\\profit rose on volume growth in the united states and europe.\n",
      "Removed URLs: pepsi bottling profit rises (reuters) reuters - pepsi bottling group inc. , the\\largest bottler of pepsi drinks, on tuesday said quarterly\\profit rose on volume growth in the united states and europe.\n",
      "Removed HTML Tags: pepsi bottling profit rises (reuters) reuters - pepsi bottling group inc. , the\\largest bottler of pepsi drinks, on tuesday said quarterly\\profit rose on volume growth in the united states and europe.\n",
      "Removed Special Characters: pepsi bottling profit rises reuters reuters  pepsi bottling group inc  thelargest bottler of pepsi drinks on tuesday said quarterlyprofit rose on volume growth in the united states and europe\n",
      "Tokens: ['pepsi', 'bottling', 'profit', 'rises', 'reuters', 'reuters', 'pepsi', 'bottling', 'group', 'inc', 'thelargest', 'bottler', 'of', 'pepsi', 'drinks', 'on', 'tuesday', 'said', 'quarterlyprofit', 'rose', 'on', 'volume', 'growth', 'in', 'the', 'united', 'states', 'and', 'europe']\n",
      "Removed Stopwords: ['pepsi', 'bottling', 'profit', 'rises', 'reuters', 'reuters', 'pepsi', 'bottling', 'group', 'inc', 'thelargest', 'bottler', 'pepsi', 'drinks', 'tuesday', 'said', 'quarterlyprofit', 'rose', 'volume', 'growth', 'united', 'states', 'europe']\n",
      "Stemmed Tokens: ['pepsi', 'bottl', 'profit', 'rise', 'reuter', 'reuter', 'pepsi', 'bottl', 'group', 'inc', 'thelargest', 'bottler', 'pepsi', 'drink', 'tuesday', 'said', 'quarterlyprofit', 'rose', 'volum', 'growth', 'unit', 'state', 'europ']\n",
      "Final Preprocessed Text: pepsi bottl profit rise reuter reuter pepsi bottl group inc thelargest bottler pepsi drink tuesday said quarterlyprofit rose volum growth unit state europ\n",
      "\n",
      "Original Text: Stocks up in midst of mixed signs Stocks edged higher Friday as another drop in oil prices helped Wall Street withstand the effects of a disappointing jobs creation report.\n",
      "Lowercased Text: stocks up in midst of mixed signs stocks edged higher friday as another drop in oil prices helped wall street withstand the effects of a disappointing jobs creation report.\n",
      "Removed URLs: stocks up in midst of mixed signs stocks edged higher friday as another drop in oil prices helped wall street withstand the effects of a disappointing jobs creation report.\n",
      "Removed HTML Tags: stocks up in midst of mixed signs stocks edged higher friday as another drop in oil prices helped wall street withstand the effects of a disappointing jobs creation report.\n",
      "Removed Special Characters: stocks up in midst of mixed signs stocks edged higher friday as another drop in oil prices helped wall street withstand the effects of a disappointing jobs creation report\n",
      "Tokens: ['stocks', 'up', 'in', 'midst', 'of', 'mixed', 'signs', 'stocks', 'edged', 'higher', 'friday', 'as', 'another', 'drop', 'in', 'oil', 'prices', 'helped', 'wall', 'street', 'withstand', 'the', 'effects', 'of', 'a', 'disappointing', 'jobs', 'creation', 'report']\n",
      "Removed Stopwords: ['stocks', 'midst', 'mixed', 'signs', 'stocks', 'edged', 'higher', 'friday', 'another', 'drop', 'oil', 'prices', 'helped', 'wall', 'street', 'withstand', 'effects', 'disappointing', 'jobs', 'creation', 'report']\n",
      "Stemmed Tokens: ['stock', 'midst', 'mix', 'sign', 'stock', 'edg', 'higher', 'friday', 'anoth', 'drop', 'oil', 'price', 'help', 'wall', 'street', 'withstand', 'effect', 'disappoint', 'job', 'creation', 'report']\n",
      "Final Preprocessed Text: stock midst mix sign stock edg higher friday anoth drop oil price help wall street withstand effect disappoint job creation report\n",
      "\n",
      "Original Text: Guilty Plea Seen in Computer Associates Case Steven Woghin, the former general counsel of Computer Associates, will plead guilty to criminal charges.\n",
      "Lowercased Text: guilty plea seen in computer associates case steven woghin, the former general counsel of computer associates, will plead guilty to criminal charges.\n",
      "Removed URLs: guilty plea seen in computer associates case steven woghin, the former general counsel of computer associates, will plead guilty to criminal charges.\n",
      "Removed HTML Tags: guilty plea seen in computer associates case steven woghin, the former general counsel of computer associates, will plead guilty to criminal charges.\n",
      "Removed Special Characters: guilty plea seen in computer associates case steven woghin the former general counsel of computer associates will plead guilty to criminal charges\n",
      "Tokens: ['guilty', 'plea', 'seen', 'in', 'computer', 'associates', 'case', 'steven', 'woghin', 'the', 'former', 'general', 'counsel', 'of', 'computer', 'associates', 'will', 'plead', 'guilty', 'to', 'criminal', 'charges']\n",
      "Removed Stopwords: ['guilty', 'plea', 'seen', 'computer', 'associates', 'case', 'steven', 'woghin', 'former', 'general', 'counsel', 'computer', 'associates', 'plead', 'guilty', 'criminal', 'charges']\n",
      "Stemmed Tokens: ['guilti', 'plea', 'seen', 'comput', 'associ', 'case', 'steven', 'woghin', 'former', 'gener', 'counsel', 'comput', 'associ', 'plead', 'guilti', 'crimin', 'charg']\n",
      "Final Preprocessed Text: guilti plea seen comput associ case steven woghin former gener counsel comput associ plead guilti crimin charg\n",
      "\n",
      "Original Text: American Airlines Raises Ticket Prices FORT WORTH, Texas -- The high cost of jet fuel is prompting American Airlines to raise its domestic ticket prices. It is going to charge an extra \\$5 for one-way flights, and \\$10 per roundtrip.\n",
      "Lowercased Text: american airlines raises ticket prices fort worth, texas -- the high cost of jet fuel is prompting american airlines to raise its domestic ticket prices. it is going to charge an extra \\$5 for one-way flights, and \\$10 per roundtrip.\n",
      "Removed URLs: american airlines raises ticket prices fort worth, texas -- the high cost of jet fuel is prompting american airlines to raise its domestic ticket prices. it is going to charge an extra \\$5 for one-way flights, and \\$10 per roundtrip.\n",
      "Removed HTML Tags: american airlines raises ticket prices fort worth, texas -- the high cost of jet fuel is prompting american airlines to raise its domestic ticket prices. it is going to charge an extra \\$5 for one-way flights, and \\$10 per roundtrip.\n",
      "Removed Special Characters: american airlines raises ticket prices fort worth texas  the high cost of jet fuel is prompting american airlines to raise its domestic ticket prices it is going to charge an extra  for oneway flights and  per roundtrip\n",
      "Tokens: ['american', 'airlines', 'raises', 'ticket', 'prices', 'fort', 'worth', 'texas', 'the', 'high', 'cost', 'of', 'jet', 'fuel', 'is', 'prompting', 'american', 'airlines', 'to', 'raise', 'its', 'domestic', 'ticket', 'prices', 'it', 'is', 'going', 'to', 'charge', 'an', 'extra', 'for', 'oneway', 'flights', 'and', 'per', 'roundtrip']\n",
      "Removed Stopwords: ['american', 'airlines', 'raises', 'ticket', 'prices', 'fort', 'worth', 'texas', 'high', 'cost', 'jet', 'fuel', 'prompting', 'american', 'airlines', 'raise', 'domestic', 'ticket', 'prices', 'going', 'charge', 'extra', 'oneway', 'flights', 'per', 'roundtrip']\n",
      "Stemmed Tokens: ['american', 'airlin', 'rais', 'ticket', 'price', 'fort', 'worth', 'texa', 'high', 'cost', 'jet', 'fuel', 'prompt', 'american', 'airlin', 'rais', 'domest', 'ticket', 'price', 'go', 'charg', 'extra', 'oneway', 'flight', 'per', 'roundtrip']\n",
      "Final Preprocessed Text: american airlin rais ticket price fort worth texa high cost jet fuel prompt american airlin rais domest ticket price go charg extra oneway flight per roundtrip\n",
      "\n",
      "Original Text: Hurricanes soak Knight Ridder #39;s 3Q Knight Ridder Inc., publisher of the Miami Herald and the Philadelphia Inquirer, said third-quarter earnings will miss Wall Street estimates due to the impact of three recent hurricanes on its Florida newspapers.\n",
      "Lowercased Text: hurricanes soak knight ridder #39;s 3q knight ridder inc., publisher of the miami herald and the philadelphia inquirer, said third-quarter earnings will miss wall street estimates due to the impact of three recent hurricanes on its florida newspapers.\n",
      "Removed URLs: hurricanes soak knight ridder #39;s 3q knight ridder inc., publisher of the miami herald and the philadelphia inquirer, said third-quarter earnings will miss wall street estimates due to the impact of three recent hurricanes on its florida newspapers.\n",
      "Removed HTML Tags: hurricanes soak knight ridder #39;s 3q knight ridder inc., publisher of the miami herald and the philadelphia inquirer, said third-quarter earnings will miss wall street estimates due to the impact of three recent hurricanes on its florida newspapers.\n",
      "Removed Special Characters: hurricanes soak knight ridder s q knight ridder inc publisher of the miami herald and the philadelphia inquirer said thirdquarter earnings will miss wall street estimates due to the impact of three recent hurricanes on its florida newspapers\n",
      "Tokens: ['hurricanes', 'soak', 'knight', 'ridder', 's', 'q', 'knight', 'ridder', 'inc', 'publisher', 'of', 'the', 'miami', 'herald', 'and', 'the', 'philadelphia', 'inquirer', 'said', 'thirdquarter', 'earnings', 'will', 'miss', 'wall', 'street', 'estimates', 'due', 'to', 'the', 'impact', 'of', 'three', 'recent', 'hurricanes', 'on', 'its', 'florida', 'newspapers']\n",
      "Removed Stopwords: ['hurricanes', 'soak', 'knight', 'ridder', 'q', 'knight', 'ridder', 'inc', 'publisher', 'miami', 'herald', 'philadelphia', 'inquirer', 'said', 'thirdquarter', 'earnings', 'miss', 'wall', 'street', 'estimates', 'due', 'impact', 'three', 'recent', 'hurricanes', 'florida', 'newspapers']\n",
      "Stemmed Tokens: ['hurrican', 'soak', 'knight', 'ridder', 'q', 'knight', 'ridder', 'inc', 'publish', 'miami', 'herald', 'philadelphia', 'inquir', 'said', 'thirdquart', 'earn', 'miss', 'wall', 'street', 'estim', 'due', 'impact', 'three', 'recent', 'hurrican', 'florida', 'newspap']\n",
      "Final Preprocessed Text: hurrican soak knight ridder q knight ridder inc publish miami herald philadelphia inquir said thirdquart earn miss wall street estim due impact three recent hurrican florida newspap\n",
      "\n",
      "Original Text: Pfizer to Sponsor Large New Celebrex Trial  NEW YORK (Reuters) - Pfizer Inc. said on Monday it plans to  sponsor a major clinical study to further assess the  cardiovascular safety of its arthritis drug Celebrex following  the withdrawal of Merck   Co.'s Vioxx, a drug in the same  class.\n",
      "Lowercased Text: pfizer to sponsor large new celebrex trial  new york (reuters) - pfizer inc. said on monday it plans to  sponsor a major clinical study to further assess the  cardiovascular safety of its arthritis drug celebrex following  the withdrawal of merck   co.'s vioxx, a drug in the same  class.\n",
      "Removed URLs: pfizer to sponsor large new celebrex trial  new york (reuters) - pfizer inc. said on monday it plans to  sponsor a major clinical study to further assess the  cardiovascular safety of its arthritis drug celebrex following  the withdrawal of merck   co.'s vioxx, a drug in the same  class.\n",
      "Removed HTML Tags: pfizer to sponsor large new celebrex trial  new york (reuters) - pfizer inc. said on monday it plans to  sponsor a major clinical study to further assess the  cardiovascular safety of its arthritis drug celebrex following  the withdrawal of merck   co.'s vioxx, a drug in the same  class.\n",
      "Removed Special Characters: pfizer to sponsor large new celebrex trial  new york reuters  pfizer inc said on monday it plans to  sponsor a major clinical study to further assess the  cardiovascular safety of its arthritis drug celebrex following  the withdrawal of merck   cos vioxx a drug in the same  class\n",
      "Tokens: ['pfizer', 'to', 'sponsor', 'large', 'new', 'celebrex', 'trial', 'new', 'york', 'reuters', 'pfizer', 'inc', 'said', 'on', 'monday', 'it', 'plans', 'to', 'sponsor', 'a', 'major', 'clinical', 'study', 'to', 'further', 'assess', 'the', 'cardiovascular', 'safety', 'of', 'its', 'arthritis', 'drug', 'celebrex', 'following', 'the', 'withdrawal', 'of', 'merck', 'cos', 'vioxx', 'a', 'drug', 'in', 'the', 'same', 'class']\n",
      "Removed Stopwords: ['pfizer', 'sponsor', 'large', 'new', 'celebrex', 'trial', 'new', 'york', 'reuters', 'pfizer', 'inc', 'said', 'monday', 'plans', 'sponsor', 'major', 'clinical', 'study', 'assess', 'cardiovascular', 'safety', 'arthritis', 'drug', 'celebrex', 'following', 'withdrawal', 'merck', 'cos', 'vioxx', 'drug', 'class']\n",
      "Stemmed Tokens: ['pfizer', 'sponsor', 'larg', 'new', 'celebrex', 'trial', 'new', 'york', 'reuter', 'pfizer', 'inc', 'said', 'monday', 'plan', 'sponsor', 'major', 'clinic', 'studi', 'assess', 'cardiovascular', 'safeti', 'arthriti', 'drug', 'celebrex', 'follow', 'withdraw', 'merck', 'co', 'vioxx', 'drug', 'class']\n",
      "Final Preprocessed Text: pfizer sponsor larg new celebrex trial new york reuter pfizer inc said monday plan sponsor major clinic studi assess cardiovascular safeti arthriti drug celebrex follow withdraw merck co vioxx drug class\n",
      "\n",
      "Original Text: Update 2: Google Says Revenue Growth Is Slowing Shares of Google Inc. slipped in pre-market trading Thursday after the world #39;s most popular Internet search engine warned for the second time in a week that its fourth-quarter revenue growth rate is likely to slow from previous quarters.\n",
      "Lowercased Text: update 2: google says revenue growth is slowing shares of google inc. slipped in pre-market trading thursday after the world #39;s most popular internet search engine warned for the second time in a week that its fourth-quarter revenue growth rate is likely to slow from previous quarters.\n",
      "Removed URLs: update 2: google says revenue growth is slowing shares of google inc. slipped in pre-market trading thursday after the world #39;s most popular internet search engine warned for the second time in a week that its fourth-quarter revenue growth rate is likely to slow from previous quarters.\n",
      "Removed HTML Tags: update 2: google says revenue growth is slowing shares of google inc. slipped in pre-market trading thursday after the world #39;s most popular internet search engine warned for the second time in a week that its fourth-quarter revenue growth rate is likely to slow from previous quarters.\n",
      "Removed Special Characters: update  google says revenue growth is slowing shares of google inc slipped in premarket trading thursday after the world s most popular internet search engine warned for the second time in a week that its fourthquarter revenue growth rate is likely to slow from previous quarters\n",
      "Tokens: ['update', 'google', 'says', 'revenue', 'growth', 'is', 'slowing', 'shares', 'of', 'google', 'inc', 'slipped', 'in', 'premarket', 'trading', 'thursday', 'after', 'the', 'world', 's', 'most', 'popular', 'internet', 'search', 'engine', 'warned', 'for', 'the', 'second', 'time', 'in', 'a', 'week', 'that', 'its', 'fourthquarter', 'revenue', 'growth', 'rate', 'is', 'likely', 'to', 'slow', 'from', 'previous', 'quarters']\n",
      "Removed Stopwords: ['update', 'google', 'says', 'revenue', 'growth', 'slowing', 'shares', 'google', 'inc', 'slipped', 'premarket', 'trading', 'thursday', 'world', 'popular', 'internet', 'search', 'engine', 'warned', 'second', 'time', 'week', 'fourthquarter', 'revenue', 'growth', 'rate', 'likely', 'slow', 'previous', 'quarters']\n",
      "Stemmed Tokens: ['updat', 'googl', 'say', 'revenu', 'growth', 'slow', 'share', 'googl', 'inc', 'slip', 'premarket', 'trade', 'thursday', 'world', 'popular', 'internet', 'search', 'engin', 'warn', 'second', 'time', 'week', 'fourthquart', 'revenu', 'growth', 'rate', 'like', 'slow', 'previou', 'quarter']\n",
      "Final Preprocessed Text: updat googl say revenu growth slow share googl inc slip premarket trade thursday world popular internet search engin warn second time week fourthquart revenu growth rate like slow previou quarter\n",
      "\n",
      "Original Text: Vornado Buys 4.3 Pct. Sears Stake Vornado Realty Trust said on Friday it has acquired a 4.3 percent stake in the retailer Sears, Roebuck  amp; Co.. Sears #39; stock rose as high as \\$45.\n",
      "Lowercased Text: vornado buys 4.3 pct. sears stake vornado realty trust said on friday it has acquired a 4.3 percent stake in the retailer sears, roebuck  amp; co.. sears #39; stock rose as high as \\$45.\n",
      "Removed URLs: vornado buys 4.3 pct. sears stake vornado realty trust said on friday it has acquired a 4.3 percent stake in the retailer sears, roebuck  amp; co.. sears #39; stock rose as high as \\$45.\n",
      "Removed HTML Tags: vornado buys 4.3 pct. sears stake vornado realty trust said on friday it has acquired a 4.3 percent stake in the retailer sears, roebuck  amp; co.. sears #39; stock rose as high as \\$45.\n",
      "Removed Special Characters: vornado buys  pct sears stake vornado realty trust said on friday it has acquired a  percent stake in the retailer sears roebuck  amp co sears  stock rose as high as \n",
      "Tokens: ['vornado', 'buys', 'pct', 'sears', 'stake', 'vornado', 'realty', 'trust', 'said', 'on', 'friday', 'it', 'has', 'acquired', 'a', 'percent', 'stake', 'in', 'the', 'retailer', 'sears', 'roebuck', 'amp', 'co', 'sears', 'stock', 'rose', 'as', 'high', 'as']\n",
      "Removed Stopwords: ['vornado', 'buys', 'pct', 'sears', 'stake', 'vornado', 'realty', 'trust', 'said', 'friday', 'acquired', 'percent', 'stake', 'retailer', 'sears', 'roebuck', 'amp', 'co', 'sears', 'stock', 'rose', 'high']\n",
      "Stemmed Tokens: ['vornado', 'buy', 'pct', 'sear', 'stake', 'vornado', 'realti', 'trust', 'said', 'friday', 'acquir', 'percent', 'stake', 'retail', 'sear', 'roebuck', 'amp', 'co', 'sear', 'stock', 'rose', 'high']\n",
      "Final Preprocessed Text: vornado buy pct sear stake vornado realti trust said friday acquir percent stake retail sear roebuck amp co sear stock rose high\n",
      "\n",
      "Original Text: Optimism raises markets Stocks bounded higher Wednesday as investors shrugged off a fresh indicator of rising inflation and welcomed postitive economic reports and the merger of Kmart Holding Corp.\n",
      "Lowercased Text: optimism raises markets stocks bounded higher wednesday as investors shrugged off a fresh indicator of rising inflation and welcomed postitive economic reports and the merger of kmart holding corp.\n",
      "Removed URLs: optimism raises markets stocks bounded higher wednesday as investors shrugged off a fresh indicator of rising inflation and welcomed postitive economic reports and the merger of kmart holding corp.\n",
      "Removed HTML Tags: optimism raises markets stocks bounded higher wednesday as investors shrugged off a fresh indicator of rising inflation and welcomed postitive economic reports and the merger of kmart holding corp.\n",
      "Removed Special Characters: optimism raises markets stocks bounded higher wednesday as investors shrugged off a fresh indicator of rising inflation and welcomed postitive economic reports and the merger of kmart holding corp\n",
      "Tokens: ['optimism', 'raises', 'markets', 'stocks', 'bounded', 'higher', 'wednesday', 'as', 'investors', 'shrugged', 'off', 'a', 'fresh', 'indicator', 'of', 'rising', 'inflation', 'and', 'welcomed', 'postitive', 'economic', 'reports', 'and', 'the', 'merger', 'of', 'kmart', 'holding', 'corp']\n",
      "Removed Stopwords: ['optimism', 'raises', 'markets', 'stocks', 'bounded', 'higher', 'wednesday', 'investors', 'shrugged', 'fresh', 'indicator', 'rising', 'inflation', 'welcomed', 'postitive', 'economic', 'reports', 'merger', 'kmart', 'holding', 'corp']\n",
      "Stemmed Tokens: ['optim', 'rais', 'market', 'stock', 'bound', 'higher', 'wednesday', 'investor', 'shrug', 'fresh', 'indic', 'rise', 'inflat', 'welcom', 'postit', 'econom', 'report', 'merger', 'kmart', 'hold', 'corp']\n",
      "Final Preprocessed Text: optim rais market stock bound higher wednesday investor shrug fresh indic rise inflat welcom postit econom report merger kmart hold corp\n",
      "\n",
      "Original Text: Coke to Pay New CEO Same as Predecessor Coca-Cola Co. (KO.N: Quote, Profile, Research) , which warned earlier this week of lower-than-expected profits this year, said on Friday it will pay Chairman and Chief Executive Neville Isdell \\$1.\n",
      "Lowercased Text: coke to pay new ceo same as predecessor coca-cola co. (ko.n: quote, profile, research) , which warned earlier this week of lower-than-expected profits this year, said on friday it will pay chairman and chief executive neville isdell \\$1.\n",
      "Removed URLs: coke to pay new ceo same as predecessor coca-cola co. (ko.n: quote, profile, research) , which warned earlier this week of lower-than-expected profits this year, said on friday it will pay chairman and chief executive neville isdell \\$1.\n",
      "Removed HTML Tags: coke to pay new ceo same as predecessor coca-cola co. (ko.n: quote, profile, research) , which warned earlier this week of lower-than-expected profits this year, said on friday it will pay chairman and chief executive neville isdell \\$1.\n",
      "Removed Special Characters: coke to pay new ceo same as predecessor cocacola co kon quote profile research  which warned earlier this week of lowerthanexpected profits this year said on friday it will pay chairman and chief executive neville isdell \n",
      "Tokens: ['coke', 'to', 'pay', 'new', 'ceo', 'same', 'as', 'predecessor', 'cocacola', 'co', 'kon', 'quote', 'profile', 'research', 'which', 'warned', 'earlier', 'this', 'week', 'of', 'lowerthanexpected', 'profits', 'this', 'year', 'said', 'on', 'friday', 'it', 'will', 'pay', 'chairman', 'and', 'chief', 'executive', 'neville', 'isdell']\n",
      "Removed Stopwords: ['coke', 'pay', 'new', 'ceo', 'predecessor', 'cocacola', 'co', 'kon', 'quote', 'profile', 'research', 'warned', 'earlier', 'week', 'lowerthanexpected', 'profits', 'year', 'said', 'friday', 'pay', 'chairman', 'chief', 'executive', 'neville', 'isdell']\n",
      "Stemmed Tokens: ['coke', 'pay', 'new', 'ceo', 'predecessor', 'cocacola', 'co', 'kon', 'quot', 'profil', 'research', 'warn', 'earlier', 'week', 'lowerthanexpect', 'profit', 'year', 'said', 'friday', 'pay', 'chairman', 'chief', 'execut', 'nevil', 'isdel']\n",
      "Final Preprocessed Text: coke pay new ceo predecessor cocacola co kon quot profil research warn earlier week lowerthanexpect profit year said friday pay chairman chief execut nevil isdel\n",
      "\n",
      "Original Text: Ohio Sues Best Buy, Alleging Used Sales (AP) AP - Ohio authorities sued Best Buy Co. Inc. on Thursday, alleging the electronics retailer engaged in unfair and deceptive business practices.\n",
      "Lowercased Text: ohio sues best buy, alleging used sales (ap) ap - ohio authorities sued best buy co. inc. on thursday, alleging the electronics retailer engaged in unfair and deceptive business practices.\n",
      "Removed URLs: ohio sues best buy, alleging used sales (ap) ap - ohio authorities sued best buy co. inc. on thursday, alleging the electronics retailer engaged in unfair and deceptive business practices.\n",
      "Removed HTML Tags: ohio sues best buy, alleging used sales (ap) ap - ohio authorities sued best buy co. inc. on thursday, alleging the electronics retailer engaged in unfair and deceptive business practices.\n",
      "Removed Special Characters: ohio sues best buy alleging used sales ap ap  ohio authorities sued best buy co inc on thursday alleging the electronics retailer engaged in unfair and deceptive business practices\n",
      "Tokens: ['ohio', 'sues', 'best', 'buy', 'alleging', 'used', 'sales', 'ap', 'ap', 'ohio', 'authorities', 'sued', 'best', 'buy', 'co', 'inc', 'on', 'thursday', 'alleging', 'the', 'electronics', 'retailer', 'engaged', 'in', 'unfair', 'and', 'deceptive', 'business', 'practices']\n",
      "Removed Stopwords: ['ohio', 'sues', 'best', 'buy', 'alleging', 'used', 'sales', 'ap', 'ap', 'ohio', 'authorities', 'sued', 'best', 'buy', 'co', 'inc', 'thursday', 'alleging', 'electronics', 'retailer', 'engaged', 'unfair', 'deceptive', 'business', 'practices']\n",
      "Stemmed Tokens: ['ohio', 'sue', 'best', 'buy', 'alleg', 'use', 'sale', 'ap', 'ap', 'ohio', 'author', 'su', 'best', 'buy', 'co', 'inc', 'thursday', 'alleg', 'electron', 'retail', 'engag', 'unfair', 'decept', 'busi', 'practic']\n",
      "Final Preprocessed Text: ohio sue best buy alleg use sale ap ap ohio author su best buy co inc thursday alleg electron retail engag unfair decept busi practic\n",
      "\n",
      "Original Text: Federated Department Stores Posts Profit  NEW YORK (Reuters) - Federated Department Stores Inc.  &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=FD.N target=/stocks/quickinfo/fullquote\"&gt;FD.N&lt;/A&gt;, parent of Macy's and Bloomingdale's, posted  higher-than-expected quarterly earnings on Wednesday, as the  company rebounded from the Florida hurricanes.\n",
      "Lowercased Text: federated department stores posts profit  new york (reuters) - federated department stores inc.  &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=fd.n target=/stocks/quickinfo/fullquote\"&gt;fd.n&lt;/a&gt;, parent of macy's and bloomingdale's, posted  higher-than-expected quarterly earnings on wednesday, as the  company rebounded from the florida hurricanes.\n",
      "Removed URLs: federated department stores posts profit  new york (reuters) - federated department stores inc.  &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;fd.n&lt;/a&gt;, parent of macy's and bloomingdale's, posted  higher-than-expected quarterly earnings on wednesday, as the  company rebounded from the florida hurricanes.\n",
      "Removed HTML Tags: federated department stores posts profit  new york (reuters) - federated department stores inc.  &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;fd.n&lt;/a&gt;, parent of macy's and bloomingdale's, posted  higher-than-expected quarterly earnings on wednesday, as the  company rebounded from the florida hurricanes.\n",
      "Removed Special Characters: federated department stores posts profit  new york reuters  federated department stores inc  lta href targetstocksquickinfofullquotegtfdnltagt parent of macys and bloomingdales posted  higherthanexpected quarterly earnings on wednesday as the  company rebounded from the florida hurricanes\n",
      "Tokens: ['federated', 'department', 'stores', 'posts', 'profit', 'new', 'york', 'reuters', 'federated', 'department', 'stores', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtfdnltagt', 'parent', 'of', 'macys', 'and', 'bloomingdales', 'posted', 'higherthanexpected', 'quarterly', 'earnings', 'on', 'wednesday', 'as', 'the', 'company', 'rebounded', 'from', 'the', 'florida', 'hurricanes']\n",
      "Removed Stopwords: ['federated', 'department', 'stores', 'posts', 'profit', 'new', 'york', 'reuters', 'federated', 'department', 'stores', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtfdnltagt', 'parent', 'macys', 'bloomingdales', 'posted', 'higherthanexpected', 'quarterly', 'earnings', 'wednesday', 'company', 'rebounded', 'florida', 'hurricanes']\n",
      "Stemmed Tokens: ['feder', 'depart', 'store', 'post', 'profit', 'new', 'york', 'reuter', 'feder', 'depart', 'store', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtfdnltagt', 'parent', 'maci', 'bloomingdal', 'post', 'higherthanexpect', 'quarterli', 'earn', 'wednesday', 'compani', 'rebound', 'florida', 'hurrican']\n",
      "Final Preprocessed Text: feder depart store post profit new york reuter feder depart store inc lta href targetstocksquickinfofullquotegtfdnltagt parent maci bloomingdal post higherthanexpect quarterli earn wednesday compani rebound florida hurrican\n",
      "\n",
      "Original Text: Bienvenue, Carrefour Lesser-known French retailer turns in a strong first half. Investors, take notice.\n",
      "Lowercased Text: bienvenue, carrefour lesser-known french retailer turns in a strong first half. investors, take notice.\n",
      "Removed URLs: bienvenue, carrefour lesser-known french retailer turns in a strong first half. investors, take notice.\n",
      "Removed HTML Tags: bienvenue, carrefour lesser-known french retailer turns in a strong first half. investors, take notice.\n",
      "Removed Special Characters: bienvenue carrefour lesserknown french retailer turns in a strong first half investors take notice\n",
      "Tokens: ['bienvenue', 'carrefour', 'lesserknown', 'french', 'retailer', 'turns', 'in', 'a', 'strong', 'first', 'half', 'investors', 'take', 'notice']\n",
      "Removed Stopwords: ['bienvenue', 'carrefour', 'lesserknown', 'french', 'retailer', 'turns', 'strong', 'first', 'half', 'investors', 'take', 'notice']\n",
      "Stemmed Tokens: ['bienvenu', 'carrefour', 'lesserknown', 'french', 'retail', 'turn', 'strong', 'first', 'half', 'investor', 'take', 'notic']\n",
      "Final Preprocessed Text: bienvenu carrefour lesserknown french retail turn strong first half investor take notic\n",
      "\n",
      "Original Text: Dollar Drifts Lower as U.S. Data Weigh  NEW YORK (Reuters) - The dollar edged lower on Tuesday  after bearish reports on the U.S. services sector and job  market caused a sell-off ahead of Friday's widely anticipated  September employment data.\n",
      "Lowercased Text: dollar drifts lower as u.s. data weigh  new york (reuters) - the dollar edged lower on tuesday  after bearish reports on the u.s. services sector and job  market caused a sell-off ahead of friday's widely anticipated  september employment data.\n",
      "Removed URLs: dollar drifts lower as u.s. data weigh  new york (reuters) - the dollar edged lower on tuesday  after bearish reports on the u.s. services sector and job  market caused a sell-off ahead of friday's widely anticipated  september employment data.\n",
      "Removed HTML Tags: dollar drifts lower as u.s. data weigh  new york (reuters) - the dollar edged lower on tuesday  after bearish reports on the u.s. services sector and job  market caused a sell-off ahead of friday's widely anticipated  september employment data.\n",
      "Removed Special Characters: dollar drifts lower as us data weigh  new york reuters  the dollar edged lower on tuesday  after bearish reports on the us services sector and job  market caused a selloff ahead of fridays widely anticipated  september employment data\n",
      "Tokens: ['dollar', 'drifts', 'lower', 'as', 'us', 'data', 'weigh', 'new', 'york', 'reuters', 'the', 'dollar', 'edged', 'lower', 'on', 'tuesday', 'after', 'bearish', 'reports', 'on', 'the', 'us', 'services', 'sector', 'and', 'job', 'market', 'caused', 'a', 'selloff', 'ahead', 'of', 'fridays', 'widely', 'anticipated', 'september', 'employment', 'data']\n",
      "Removed Stopwords: ['dollar', 'drifts', 'lower', 'us', 'data', 'weigh', 'new', 'york', 'reuters', 'dollar', 'edged', 'lower', 'tuesday', 'bearish', 'reports', 'us', 'services', 'sector', 'job', 'market', 'caused', 'selloff', 'ahead', 'fridays', 'widely', 'anticipated', 'september', 'employment', 'data']\n",
      "Stemmed Tokens: ['dollar', 'drift', 'lower', 'us', 'data', 'weigh', 'new', 'york', 'reuter', 'dollar', 'edg', 'lower', 'tuesday', 'bearish', 'report', 'us', 'servic', 'sector', 'job', 'market', 'caus', 'selloff', 'ahead', 'friday', 'wide', 'anticip', 'septemb', 'employ', 'data']\n",
      "Final Preprocessed Text: dollar drift lower us data weigh new york reuter dollar edg lower tuesday bearish report us servic sector job market caus selloff ahead friday wide anticip septemb employ data\n",
      "\n",
      "Original Text: Strong Chinese demand props up oil Crude hovers around \\$46 a barrel amid demand from most populous country, damage reports from Ivan. LONDON (Reuters) - Oil prices held above \\$46 a barrel Tuesday as China showed no letup in its strong demand \n",
      "Lowercased Text: strong chinese demand props up oil crude hovers around \\$46 a barrel amid demand from most populous country, damage reports from ivan. london (reuters) - oil prices held above \\$46 a barrel tuesday as china showed no letup in its strong demand \n",
      "Removed URLs: strong chinese demand props up oil crude hovers around \\$46 a barrel amid demand from most populous country, damage reports from ivan. london (reuters) - oil prices held above \\$46 a barrel tuesday as china showed no letup in its strong demand \n",
      "Removed HTML Tags: strong chinese demand props up oil crude hovers around \\$46 a barrel amid demand from most populous country, damage reports from ivan. london (reuters) - oil prices held above \\$46 a barrel tuesday as china showed no letup in its strong demand \n",
      "Removed Special Characters: strong chinese demand props up oil crude hovers around  a barrel amid demand from most populous country damage reports from ivan london reuters  oil prices held above  a barrel tuesday as china showed no letup in its strong demand \n",
      "Tokens: ['strong', 'chinese', 'demand', 'props', 'up', 'oil', 'crude', 'hovers', 'around', 'a', 'barrel', 'amid', 'demand', 'from', 'most', 'populous', 'country', 'damage', 'reports', 'from', 'ivan', 'london', 'reuters', 'oil', 'prices', 'held', 'above', 'a', 'barrel', 'tuesday', 'as', 'china', 'showed', 'no', 'letup', 'in', 'its', 'strong', 'demand']\n",
      "Removed Stopwords: ['strong', 'chinese', 'demand', 'props', 'oil', 'crude', 'hovers', 'around', 'barrel', 'amid', 'demand', 'populous', 'country', 'damage', 'reports', 'ivan', 'london', 'reuters', 'oil', 'prices', 'held', 'barrel', 'tuesday', 'china', 'showed', 'letup', 'strong', 'demand']\n",
      "Stemmed Tokens: ['strong', 'chines', 'demand', 'prop', 'oil', 'crude', 'hover', 'around', 'barrel', 'amid', 'demand', 'popul', 'countri', 'damag', 'report', 'ivan', 'london', 'reuter', 'oil', 'price', 'held', 'barrel', 'tuesday', 'china', 'show', 'letup', 'strong', 'demand']\n",
      "Final Preprocessed Text: strong chines demand prop oil crude hover around barrel amid demand popul countri damag report ivan london reuter oil price held barrel tuesday china show letup strong demand\n",
      "\n",
      "Original Text: Halifax first lender to predict house price fall Halifax yesterday became the the first major lender to predict widespread falls in house prices across Britain next year. Reporting that house prices fell again last month, Britain #39;s biggest mortgage lender \n",
      "Lowercased Text: halifax first lender to predict house price fall halifax yesterday became the the first major lender to predict widespread falls in house prices across britain next year. reporting that house prices fell again last month, britain #39;s biggest mortgage lender \n",
      "Removed URLs: halifax first lender to predict house price fall halifax yesterday became the the first major lender to predict widespread falls in house prices across britain next year. reporting that house prices fell again last month, britain #39;s biggest mortgage lender \n",
      "Removed HTML Tags: halifax first lender to predict house price fall halifax yesterday became the the first major lender to predict widespread falls in house prices across britain next year. reporting that house prices fell again last month, britain #39;s biggest mortgage lender \n",
      "Removed Special Characters: halifax first lender to predict house price fall halifax yesterday became the the first major lender to predict widespread falls in house prices across britain next year reporting that house prices fell again last month britain s biggest mortgage lender \n",
      "Tokens: ['halifax', 'first', 'lender', 'to', 'predict', 'house', 'price', 'fall', 'halifax', 'yesterday', 'became', 'the', 'the', 'first', 'major', 'lender', 'to', 'predict', 'widespread', 'falls', 'in', 'house', 'prices', 'across', 'britain', 'next', 'year', 'reporting', 'that', 'house', 'prices', 'fell', 'again', 'last', 'month', 'britain', 's', 'biggest', 'mortgage', 'lender']\n",
      "Removed Stopwords: ['halifax', 'first', 'lender', 'predict', 'house', 'price', 'fall', 'halifax', 'yesterday', 'became', 'first', 'major', 'lender', 'predict', 'widespread', 'falls', 'house', 'prices', 'across', 'britain', 'next', 'year', 'reporting', 'house', 'prices', 'fell', 'last', 'month', 'britain', 'biggest', 'mortgage', 'lender']\n",
      "Stemmed Tokens: ['halifax', 'first', 'lender', 'predict', 'hous', 'price', 'fall', 'halifax', 'yesterday', 'becam', 'first', 'major', 'lender', 'predict', 'widespread', 'fall', 'hous', 'price', 'across', 'britain', 'next', 'year', 'report', 'hous', 'price', 'fell', 'last', 'month', 'britain', 'biggest', 'mortgag', 'lender']\n",
      "Final Preprocessed Text: halifax first lender predict hous price fall halifax yesterday becam first major lender predict widespread fall hous price across britain next year report hous price fell last month britain biggest mortgag lender\n",
      "\n",
      "Original Text: Federated sales decline in August A slow August snapped an eight-month winning streak for Federated Department Stores Inc., which reported its first drop in sales since November.\n",
      "Lowercased Text: federated sales decline in august a slow august snapped an eight-month winning streak for federated department stores inc., which reported its first drop in sales since november.\n",
      "Removed URLs: federated sales decline in august a slow august snapped an eight-month winning streak for federated department stores inc., which reported its first drop in sales since november.\n",
      "Removed HTML Tags: federated sales decline in august a slow august snapped an eight-month winning streak for federated department stores inc., which reported its first drop in sales since november.\n",
      "Removed Special Characters: federated sales decline in august a slow august snapped an eightmonth winning streak for federated department stores inc which reported its first drop in sales since november\n",
      "Tokens: ['federated', 'sales', 'decline', 'in', 'august', 'a', 'slow', 'august', 'snapped', 'an', 'eightmonth', 'winning', 'streak', 'for', 'federated', 'department', 'stores', 'inc', 'which', 'reported', 'its', 'first', 'drop', 'in', 'sales', 'since', 'november']\n",
      "Removed Stopwords: ['federated', 'sales', 'decline', 'august', 'slow', 'august', 'snapped', 'eightmonth', 'winning', 'streak', 'federated', 'department', 'stores', 'inc', 'reported', 'first', 'drop', 'sales', 'since', 'november']\n",
      "Stemmed Tokens: ['feder', 'sale', 'declin', 'august', 'slow', 'august', 'snap', 'eightmonth', 'win', 'streak', 'feder', 'depart', 'store', 'inc', 'report', 'first', 'drop', 'sale', 'sinc', 'novemb']\n",
      "Final Preprocessed Text: feder sale declin august slow august snap eightmonth win streak feder depart store inc report first drop sale sinc novemb\n",
      "\n",
      "Original Text: Productivity Growth Slowest in 2 Years (AP) AP - The productivity of America's workers grew at a 1.8 percent annual rate in the third quarter, the slowest pace in nearly two years, the government reported Tuesday.\n",
      "Lowercased Text: productivity growth slowest in 2 years (ap) ap - the productivity of america's workers grew at a 1.8 percent annual rate in the third quarter, the slowest pace in nearly two years, the government reported tuesday.\n",
      "Removed URLs: productivity growth slowest in 2 years (ap) ap - the productivity of america's workers grew at a 1.8 percent annual rate in the third quarter, the slowest pace in nearly two years, the government reported tuesday.\n",
      "Removed HTML Tags: productivity growth slowest in 2 years (ap) ap - the productivity of america's workers grew at a 1.8 percent annual rate in the third quarter, the slowest pace in nearly two years, the government reported tuesday.\n",
      "Removed Special Characters: productivity growth slowest in  years ap ap  the productivity of americas workers grew at a  percent annual rate in the third quarter the slowest pace in nearly two years the government reported tuesday\n",
      "Tokens: ['productivity', 'growth', 'slowest', 'in', 'years', 'ap', 'ap', 'the', 'productivity', 'of', 'americas', 'workers', 'grew', 'at', 'a', 'percent', 'annual', 'rate', 'in', 'the', 'third', 'quarter', 'the', 'slowest', 'pace', 'in', 'nearly', 'two', 'years', 'the', 'government', 'reported', 'tuesday']\n",
      "Removed Stopwords: ['productivity', 'growth', 'slowest', 'years', 'ap', 'ap', 'productivity', 'americas', 'workers', 'grew', 'percent', 'annual', 'rate', 'third', 'quarter', 'slowest', 'pace', 'nearly', 'two', 'years', 'government', 'reported', 'tuesday']\n",
      "Stemmed Tokens: ['product', 'growth', 'slowest', 'year', 'ap', 'ap', 'product', 'america', 'worker', 'grew', 'percent', 'annual', 'rate', 'third', 'quarter', 'slowest', 'pace', 'nearli', 'two', 'year', 'govern', 'report', 'tuesday']\n",
      "Final Preprocessed Text: product growth slowest year ap ap product america worker grew percent annual rate third quarter slowest pace nearli two year govern report tuesday\n",
      "\n",
      "Original Text: Symantec Said to Be in Talks for Veritas Symantec, which produces the Norton line of computer products, is in talks to acquire Veritas Software, a maker of data backup programs.\n",
      "Lowercased Text: symantec said to be in talks for veritas symantec, which produces the norton line of computer products, is in talks to acquire veritas software, a maker of data backup programs.\n",
      "Removed URLs: symantec said to be in talks for veritas symantec, which produces the norton line of computer products, is in talks to acquire veritas software, a maker of data backup programs.\n",
      "Removed HTML Tags: symantec said to be in talks for veritas symantec, which produces the norton line of computer products, is in talks to acquire veritas software, a maker of data backup programs.\n",
      "Removed Special Characters: symantec said to be in talks for veritas symantec which produces the norton line of computer products is in talks to acquire veritas software a maker of data backup programs\n",
      "Tokens: ['symantec', 'said', 'to', 'be', 'in', 'talks', 'for', 'veritas', 'symantec', 'which', 'produces', 'the', 'norton', 'line', 'of', 'computer', 'products', 'is', 'in', 'talks', 'to', 'acquire', 'veritas', 'software', 'a', 'maker', 'of', 'data', 'backup', 'programs']\n",
      "Removed Stopwords: ['symantec', 'said', 'talks', 'veritas', 'symantec', 'produces', 'norton', 'line', 'computer', 'products', 'talks', 'acquire', 'veritas', 'software', 'maker', 'data', 'backup', 'programs']\n",
      "Stemmed Tokens: ['symantec', 'said', 'talk', 'verita', 'symantec', 'produc', 'norton', 'line', 'comput', 'product', 'talk', 'acquir', 'verita', 'softwar', 'maker', 'data', 'backup', 'program']\n",
      "Final Preprocessed Text: symantec said talk verita symantec produc norton line comput product talk acquir verita softwar maker data backup program\n",
      "\n",
      "Original Text: UPDATE 2-UK #39;s Linx drops ITW offer after Danaher steams in British company Linx Printing Technologies Plc (LPT.L: Quote, Profile, Research) dropped its backing for an earlier takeover offer on Wednesday after US firm Danaher Corp (DHR.\n",
      "Lowercased Text: update 2-uk #39;s linx drops itw offer after danaher steams in british company linx printing technologies plc (lpt.l: quote, profile, research) dropped its backing for an earlier takeover offer on wednesday after us firm danaher corp (dhr.\n",
      "Removed URLs: update 2-uk #39;s linx drops itw offer after danaher steams in british company linx printing technologies plc (lpt.l: quote, profile, research) dropped its backing for an earlier takeover offer on wednesday after us firm danaher corp (dhr.\n",
      "Removed HTML Tags: update 2-uk #39;s linx drops itw offer after danaher steams in british company linx printing technologies plc (lpt.l: quote, profile, research) dropped its backing for an earlier takeover offer on wednesday after us firm danaher corp (dhr.\n",
      "Removed Special Characters: update uk s linx drops itw offer after danaher steams in british company linx printing technologies plc lptl quote profile research dropped its backing for an earlier takeover offer on wednesday after us firm danaher corp dhr\n",
      "Tokens: ['update', 'uk', 's', 'linx', 'drops', 'itw', 'offer', 'after', 'danaher', 'steams', 'in', 'british', 'company', 'linx', 'printing', 'technologies', 'plc', 'lptl', 'quote', 'profile', 'research', 'dropped', 'its', 'backing', 'for', 'an', 'earlier', 'takeover', 'offer', 'on', 'wednesday', 'after', 'us', 'firm', 'danaher', 'corp', 'dhr']\n",
      "Removed Stopwords: ['update', 'uk', 'linx', 'drops', 'itw', 'offer', 'danaher', 'steams', 'british', 'company', 'linx', 'printing', 'technologies', 'plc', 'lptl', 'quote', 'profile', 'research', 'dropped', 'backing', 'earlier', 'takeover', 'offer', 'wednesday', 'us', 'firm', 'danaher', 'corp', 'dhr']\n",
      "Stemmed Tokens: ['updat', 'uk', 'linx', 'drop', 'itw', 'offer', 'danah', 'steam', 'british', 'compani', 'linx', 'print', 'technolog', 'plc', 'lptl', 'quot', 'profil', 'research', 'drop', 'back', 'earlier', 'takeov', 'offer', 'wednesday', 'us', 'firm', 'danah', 'corp', 'dhr']\n",
      "Final Preprocessed Text: updat uk linx drop itw offer danah steam british compani linx print technolog plc lptl quot profil research drop back earlier takeov offer wednesday us firm danah corp dhr\n",
      "\n",
      "Original Text: Senate panel opposes overtime rules  A Senate committee voted yesterday to scuttle new rules that critics say would deny overtime pay to millions of workers, as Democrats won the latest round in their election-year bout with President Bush over the issue.\n",
      "Lowercased Text: senate panel opposes overtime rules  a senate committee voted yesterday to scuttle new rules that critics say would deny overtime pay to millions of workers, as democrats won the latest round in their election-year bout with president bush over the issue.\n",
      "Removed URLs: senate panel opposes overtime rules  a senate committee voted yesterday to scuttle new rules that critics say would deny overtime pay to millions of workers, as democrats won the latest round in their election-year bout with president bush over the issue.\n",
      "Removed HTML Tags: senate panel opposes overtime rules  a senate committee voted yesterday to scuttle new rules that critics say would deny overtime pay to millions of workers, as democrats won the latest round in their election-year bout with president bush over the issue.\n",
      "Removed Special Characters: senate panel opposes overtime rules  a senate committee voted yesterday to scuttle new rules that critics say would deny overtime pay to millions of workers as democrats won the latest round in their electionyear bout with president bush over the issue\n",
      "Tokens: ['senate', 'panel', 'opposes', 'overtime', 'rules', 'a', 'senate', 'committee', 'voted', 'yesterday', 'to', 'scuttle', 'new', 'rules', 'that', 'critics', 'say', 'would', 'deny', 'overtime', 'pay', 'to', 'millions', 'of', 'workers', 'as', 'democrats', 'won', 'the', 'latest', 'round', 'in', 'their', 'electionyear', 'bout', 'with', 'president', 'bush', 'over', 'the', 'issue']\n",
      "Removed Stopwords: ['senate', 'panel', 'opposes', 'overtime', 'rules', 'senate', 'committee', 'voted', 'yesterday', 'scuttle', 'new', 'rules', 'critics', 'say', 'would', 'deny', 'overtime', 'pay', 'millions', 'workers', 'democrats', 'latest', 'round', 'electionyear', 'bout', 'president', 'bush', 'issue']\n",
      "Stemmed Tokens: ['senat', 'panel', 'oppos', 'overtim', 'rule', 'senat', 'committe', 'vote', 'yesterday', 'scuttl', 'new', 'rule', 'critic', 'say', 'would', 'deni', 'overtim', 'pay', 'million', 'worker', 'democrat', 'latest', 'round', 'electionyear', 'bout', 'presid', 'bush', 'issu']\n",
      "Final Preprocessed Text: senat panel oppos overtim rule senat committe vote yesterday scuttl new rule critic say would deni overtim pay million worker democrat latest round electionyear bout presid bush issu\n",
      "\n",
      "Original Text: Durable Goods Fall, Aircraft Orders Slump (Reuters) Reuters - Orders for long-lasting U.S. durable\\goods slipped unexpectedly in August as civilian aircraft\\demand plunged, but beat forecasts once transportation was\\stripped out, government data showed on Friday.\n",
      "Lowercased Text: durable goods fall, aircraft orders slump (reuters) reuters - orders for long-lasting u.s. durable\\goods slipped unexpectedly in august as civilian aircraft\\demand plunged, but beat forecasts once transportation was\\stripped out, government data showed on friday.\n",
      "Removed URLs: durable goods fall, aircraft orders slump (reuters) reuters - orders for long-lasting u.s. durable\\goods slipped unexpectedly in august as civilian aircraft\\demand plunged, but beat forecasts once transportation was\\stripped out, government data showed on friday.\n",
      "Removed HTML Tags: durable goods fall, aircraft orders slump (reuters) reuters - orders for long-lasting u.s. durable\\goods slipped unexpectedly in august as civilian aircraft\\demand plunged, but beat forecasts once transportation was\\stripped out, government data showed on friday.\n",
      "Removed Special Characters: durable goods fall aircraft orders slump reuters reuters  orders for longlasting us durablegoods slipped unexpectedly in august as civilian aircraftdemand plunged but beat forecasts once transportation wasstripped out government data showed on friday\n",
      "Tokens: ['durable', 'goods', 'fall', 'aircraft', 'orders', 'slump', 'reuters', 'reuters', 'orders', 'for', 'longlasting', 'us', 'durablegoods', 'slipped', 'unexpectedly', 'in', 'august', 'as', 'civilian', 'aircraftdemand', 'plunged', 'but', 'beat', 'forecasts', 'once', 'transportation', 'wasstripped', 'out', 'government', 'data', 'showed', 'on', 'friday']\n",
      "Removed Stopwords: ['durable', 'goods', 'fall', 'aircraft', 'orders', 'slump', 'reuters', 'reuters', 'orders', 'longlasting', 'us', 'durablegoods', 'slipped', 'unexpectedly', 'august', 'civilian', 'aircraftdemand', 'plunged', 'beat', 'forecasts', 'transportation', 'wasstripped', 'government', 'data', 'showed', 'friday']\n",
      "Stemmed Tokens: ['durabl', 'good', 'fall', 'aircraft', 'order', 'slump', 'reuter', 'reuter', 'order', 'longlast', 'us', 'durablegood', 'slip', 'unexpectedli', 'august', 'civilian', 'aircraftdemand', 'plung', 'beat', 'forecast', 'transport', 'wasstrip', 'govern', 'data', 'show', 'friday']\n",
      "Final Preprocessed Text: durabl good fall aircraft order slump reuter reuter order longlast us durablegood slip unexpectedli august civilian aircraftdemand plung beat forecast transport wasstrip govern data show friday\n",
      "\n",
      "Original Text: Cocoa farmers issue strike threat Unions are threatening a general strike in the Ivory Coast in a protest against the prices farmers are paid for their cocoa supplies.\n",
      "Lowercased Text: cocoa farmers issue strike threat unions are threatening a general strike in the ivory coast in a protest against the prices farmers are paid for their cocoa supplies.\n",
      "Removed URLs: cocoa farmers issue strike threat unions are threatening a general strike in the ivory coast in a protest against the prices farmers are paid for their cocoa supplies.\n",
      "Removed HTML Tags: cocoa farmers issue strike threat unions are threatening a general strike in the ivory coast in a protest against the prices farmers are paid for their cocoa supplies.\n",
      "Removed Special Characters: cocoa farmers issue strike threat unions are threatening a general strike in the ivory coast in a protest against the prices farmers are paid for their cocoa supplies\n",
      "Tokens: ['cocoa', 'farmers', 'issue', 'strike', 'threat', 'unions', 'are', 'threatening', 'a', 'general', 'strike', 'in', 'the', 'ivory', 'coast', 'in', 'a', 'protest', 'against', 'the', 'prices', 'farmers', 'are', 'paid', 'for', 'their', 'cocoa', 'supplies']\n",
      "Removed Stopwords: ['cocoa', 'farmers', 'issue', 'strike', 'threat', 'unions', 'threatening', 'general', 'strike', 'ivory', 'coast', 'protest', 'prices', 'farmers', 'paid', 'cocoa', 'supplies']\n",
      "Stemmed Tokens: ['cocoa', 'farmer', 'issu', 'strike', 'threat', 'union', 'threaten', 'gener', 'strike', 'ivori', 'coast', 'protest', 'price', 'farmer', 'paid', 'cocoa', 'suppli']\n",
      "Final Preprocessed Text: cocoa farmer issu strike threat union threaten gener strike ivori coast protest price farmer paid cocoa suppli\n",
      "\n",
      "Original Text: AIG #39;s War of Words with Watchdogs America #39;s largest insurer is in hot water again with regulators. American International Group (AIG ) said on Oct. 4 that officials at the Securities  amp; Exchange Commission and the Justice Dept.\n",
      "Lowercased Text: aig #39;s war of words with watchdogs america #39;s largest insurer is in hot water again with regulators. american international group (aig ) said on oct. 4 that officials at the securities  amp; exchange commission and the justice dept.\n",
      "Removed URLs: aig #39;s war of words with watchdogs america #39;s largest insurer is in hot water again with regulators. american international group (aig ) said on oct. 4 that officials at the securities  amp; exchange commission and the justice dept.\n",
      "Removed HTML Tags: aig #39;s war of words with watchdogs america #39;s largest insurer is in hot water again with regulators. american international group (aig ) said on oct. 4 that officials at the securities  amp; exchange commission and the justice dept.\n",
      "Removed Special Characters: aig s war of words with watchdogs america s largest insurer is in hot water again with regulators american international group aig  said on oct  that officials at the securities  amp exchange commission and the justice dept\n",
      "Tokens: ['aig', 's', 'war', 'of', 'words', 'with', 'watchdogs', 'america', 's', 'largest', 'insurer', 'is', 'in', 'hot', 'water', 'again', 'with', 'regulators', 'american', 'international', 'group', 'aig', 'said', 'on', 'oct', 'that', 'officials', 'at', 'the', 'securities', 'amp', 'exchange', 'commission', 'and', 'the', 'justice', 'dept']\n",
      "Removed Stopwords: ['aig', 'war', 'words', 'watchdogs', 'america', 'largest', 'insurer', 'hot', 'water', 'regulators', 'american', 'international', 'group', 'aig', 'said', 'oct', 'officials', 'securities', 'amp', 'exchange', 'commission', 'justice', 'dept']\n",
      "Stemmed Tokens: ['aig', 'war', 'word', 'watchdog', 'america', 'largest', 'insur', 'hot', 'water', 'regul', 'american', 'intern', 'group', 'aig', 'said', 'oct', 'offici', 'secur', 'amp', 'exchang', 'commiss', 'justic', 'dept']\n",
      "Final Preprocessed Text: aig war word watchdog america largest insur hot water regul american intern group aig said oct offici secur amp exchang commiss justic dept\n",
      "\n",
      "Original Text: AMP shrugs off British debacle Australian insurer AMP returned to the black in the first half of the year with net profits of A\\$378m (150m) after a disastrous foray into Britain pushed it A\\$2.16 billion into the red last year. \n",
      "Lowercased Text: amp shrugs off british debacle australian insurer amp returned to the black in the first half of the year with net profits of a\\$378m (150m) after a disastrous foray into britain pushed it a\\$2.16 billion into the red last year. \n",
      "Removed URLs: amp shrugs off british debacle australian insurer amp returned to the black in the first half of the year with net profits of a\\$378m (150m) after a disastrous foray into britain pushed it a\\$2.16 billion into the red last year. \n",
      "Removed HTML Tags: amp shrugs off british debacle australian insurer amp returned to the black in the first half of the year with net profits of a\\$378m (150m) after a disastrous foray into britain pushed it a\\$2.16 billion into the red last year. \n",
      "Removed Special Characters: amp shrugs off british debacle australian insurer amp returned to the black in the first half of the year with net profits of am m after a disastrous foray into britain pushed it a billion into the red last year \n",
      "Tokens: ['amp', 'shrugs', 'off', 'british', 'debacle', 'australian', 'insurer', 'amp', 'returned', 'to', 'the', 'black', 'in', 'the', 'first', 'half', 'of', 'the', 'year', 'with', 'net', 'profits', 'of', 'am', 'm', 'after', 'a', 'disastrous', 'foray', 'into', 'britain', 'pushed', 'it', 'a', 'billion', 'into', 'the', 'red', 'last', 'year']\n",
      "Removed Stopwords: ['amp', 'shrugs', 'british', 'debacle', 'australian', 'insurer', 'amp', 'returned', 'black', 'first', 'half', 'year', 'net', 'profits', 'disastrous', 'foray', 'britain', 'pushed', 'billion', 'red', 'last', 'year']\n",
      "Stemmed Tokens: ['amp', 'shrug', 'british', 'debacl', 'australian', 'insur', 'amp', 'return', 'black', 'first', 'half', 'year', 'net', 'profit', 'disastr', 'foray', 'britain', 'push', 'billion', 'red', 'last', 'year']\n",
      "Final Preprocessed Text: amp shrug british debacl australian insur amp return black first half year net profit disastr foray britain push billion red last year\n",
      "\n",
      "Original Text: Citigroup's Ex-Exec May Face SEC Action  NEW YORK (Reuters) - Citigroup Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=C.N target=/stocks/quickinfo/fullquote\"&gt;C.N&lt;/A&gt; on Friday said  U.S. securities regulators may recommend enforcement  proceedings against the former head of Citigroup Global  Investment Management.\n",
      "Lowercased Text: citigroup's ex-exec may face sec action  new york (reuters) - citigroup inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=c.n target=/stocks/quickinfo/fullquote\"&gt;c.n&lt;/a&gt; on friday said  u.s. securities regulators may recommend enforcement  proceedings against the former head of citigroup global  investment management.\n",
      "Removed URLs: citigroup's ex-exec may face sec action  new york (reuters) - citigroup inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;c.n&lt;/a&gt; on friday said  u.s. securities regulators may recommend enforcement  proceedings against the former head of citigroup global  investment management.\n",
      "Removed HTML Tags: citigroup's ex-exec may face sec action  new york (reuters) - citigroup inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;c.n&lt;/a&gt; on friday said  u.s. securities regulators may recommend enforcement  proceedings against the former head of citigroup global  investment management.\n",
      "Removed Special Characters: citigroups exexec may face sec action  new york reuters  citigroup inc lta href targetstocksquickinfofullquotegtcnltagt on friday said  us securities regulators may recommend enforcement  proceedings against the former head of citigroup global  investment management\n",
      "Tokens: ['citigroups', 'exexec', 'may', 'face', 'sec', 'action', 'new', 'york', 'reuters', 'citigroup', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtcnltagt', 'on', 'friday', 'said', 'us', 'securities', 'regulators', 'may', 'recommend', 'enforcement', 'proceedings', 'against', 'the', 'former', 'head', 'of', 'citigroup', 'global', 'investment', 'management']\n",
      "Removed Stopwords: ['citigroups', 'exexec', 'may', 'face', 'sec', 'action', 'new', 'york', 'reuters', 'citigroup', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtcnltagt', 'friday', 'said', 'us', 'securities', 'regulators', 'may', 'recommend', 'enforcement', 'proceedings', 'former', 'head', 'citigroup', 'global', 'investment', 'management']\n",
      "Stemmed Tokens: ['citigroup', 'exexec', 'may', 'face', 'sec', 'action', 'new', 'york', 'reuter', 'citigroup', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtcnltagt', 'friday', 'said', 'us', 'secur', 'regul', 'may', 'recommend', 'enforc', 'proceed', 'former', 'head', 'citigroup', 'global', 'invest', 'manag']\n",
      "Final Preprocessed Text: citigroup exexec may face sec action new york reuter citigroup inc lta href targetstocksquickinfofullquotegtcnltagt friday said us secur regul may recommend enforc proceed former head citigroup global invest manag\n",
      "\n",
      "Original Text: Comcast Profit Falls Short of Forecasts Comcast Corp. (CMCSA.O: Quote, Profile, Research) , the largest US cable operator, on Wednesday posted a quarterly profit that fell short of Wall Street forecasts but reported better-than \n",
      "Lowercased Text: comcast profit falls short of forecasts comcast corp. (cmcsa.o: quote, profile, research) , the largest us cable operator, on wednesday posted a quarterly profit that fell short of wall street forecasts but reported better-than \n",
      "Removed URLs: comcast profit falls short of forecasts comcast corp. (cmcsa.o: quote, profile, research) , the largest us cable operator, on wednesday posted a quarterly profit that fell short of wall street forecasts but reported better-than \n",
      "Removed HTML Tags: comcast profit falls short of forecasts comcast corp. (cmcsa.o: quote, profile, research) , the largest us cable operator, on wednesday posted a quarterly profit that fell short of wall street forecasts but reported better-than \n",
      "Removed Special Characters: comcast profit falls short of forecasts comcast corp cmcsao quote profile research  the largest us cable operator on wednesday posted a quarterly profit that fell short of wall street forecasts but reported betterthan \n",
      "Tokens: ['comcast', 'profit', 'falls', 'short', 'of', 'forecasts', 'comcast', 'corp', 'cmcsao', 'quote', 'profile', 'research', 'the', 'largest', 'us', 'cable', 'operator', 'on', 'wednesday', 'posted', 'a', 'quarterly', 'profit', 'that', 'fell', 'short', 'of', 'wall', 'street', 'forecasts', 'but', 'reported', 'betterthan']\n",
      "Removed Stopwords: ['comcast', 'profit', 'falls', 'short', 'forecasts', 'comcast', 'corp', 'cmcsao', 'quote', 'profile', 'research', 'largest', 'us', 'cable', 'operator', 'wednesday', 'posted', 'quarterly', 'profit', 'fell', 'short', 'wall', 'street', 'forecasts', 'reported', 'betterthan']\n",
      "Stemmed Tokens: ['comcast', 'profit', 'fall', 'short', 'forecast', 'comcast', 'corp', 'cmcsao', 'quot', 'profil', 'research', 'largest', 'us', 'cabl', 'oper', 'wednesday', 'post', 'quarterli', 'profit', 'fell', 'short', 'wall', 'street', 'forecast', 'report', 'betterthan']\n",
      "Final Preprocessed Text: comcast profit fall short forecast comcast corp cmcsao quot profil research largest us cabl oper wednesday post quarterli profit fell short wall street forecast report betterthan\n",
      "\n",
      "Original Text: Putin Says State Companies May Buy Yukos Oil Assets (Update3) Russian President Vladimir Putin said state-run companies may bid for OAO Yukos Oil Co. assets in any sale to collect back taxes, raising the prospect of further government control over the nation #39;s oil and gas industry.\n",
      "Lowercased Text: putin says state companies may buy yukos oil assets (update3) russian president vladimir putin said state-run companies may bid for oao yukos oil co. assets in any sale to collect back taxes, raising the prospect of further government control over the nation #39;s oil and gas industry.\n",
      "Removed URLs: putin says state companies may buy yukos oil assets (update3) russian president vladimir putin said state-run companies may bid for oao yukos oil co. assets in any sale to collect back taxes, raising the prospect of further government control over the nation #39;s oil and gas industry.\n",
      "Removed HTML Tags: putin says state companies may buy yukos oil assets (update3) russian president vladimir putin said state-run companies may bid for oao yukos oil co. assets in any sale to collect back taxes, raising the prospect of further government control over the nation #39;s oil and gas industry.\n",
      "Removed Special Characters: putin says state companies may buy yukos oil assets update russian president vladimir putin said staterun companies may bid for oao yukos oil co assets in any sale to collect back taxes raising the prospect of further government control over the nation s oil and gas industry\n",
      "Tokens: ['putin', 'says', 'state', 'companies', 'may', 'buy', 'yukos', 'oil', 'assets', 'update', 'russian', 'president', 'vladimir', 'putin', 'said', 'staterun', 'companies', 'may', 'bid', 'for', 'oao', 'yukos', 'oil', 'co', 'assets', 'in', 'any', 'sale', 'to', 'collect', 'back', 'taxes', 'raising', 'the', 'prospect', 'of', 'further', 'government', 'control', 'over', 'the', 'nation', 's', 'oil', 'and', 'gas', 'industry']\n",
      "Removed Stopwords: ['putin', 'says', 'state', 'companies', 'may', 'buy', 'yukos', 'oil', 'assets', 'update', 'russian', 'president', 'vladimir', 'putin', 'said', 'staterun', 'companies', 'may', 'bid', 'oao', 'yukos', 'oil', 'co', 'assets', 'sale', 'collect', 'back', 'taxes', 'raising', 'prospect', 'government', 'control', 'nation', 'oil', 'gas', 'industry']\n",
      "Stemmed Tokens: ['putin', 'say', 'state', 'compani', 'may', 'buy', 'yuko', 'oil', 'asset', 'updat', 'russian', 'presid', 'vladimir', 'putin', 'said', 'staterun', 'compani', 'may', 'bid', 'oao', 'yuko', 'oil', 'co', 'asset', 'sale', 'collect', 'back', 'tax', 'rais', 'prospect', 'govern', 'control', 'nation', 'oil', 'ga', 'industri']\n",
      "Final Preprocessed Text: putin say state compani may buy yuko oil asset updat russian presid vladimir putin said staterun compani may bid oao yuko oil co asset sale collect back tax rais prospect govern control nation oil ga industri\n",
      "\n",
      "Original Text: PeopleSoft Raises Revenue Forecasts  NEW YORK (Reuters) - PeopleSoft Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=PSFT.O target=/stocks/quickinfo/fullquote\"&gt;PSFT.O&lt;/A&gt;, fresh from  firing its chief executive amid a hostile takeover bid from  Oracle Corp. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=ORCL.O, target=/stocks/quickinfo/fullquote\"&gt;ORCL.O,&lt;/A&gt; on Monday said quarterly revenue would  exceed Wall Street's expectations, helped by an increase in  customers making larger orders for its business software.\n",
      "Lowercased Text: peoplesoft raises revenue forecasts  new york (reuters) - peoplesoft inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=psft.o target=/stocks/quickinfo/fullquote\"&gt;psft.o&lt;/a&gt;, fresh from  firing its chief executive amid a hostile takeover bid from  oracle corp. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=orcl.o, target=/stocks/quickinfo/fullquote\"&gt;orcl.o,&lt;/a&gt; on monday said quarterly revenue would  exceed wall street's expectations, helped by an increase in  customers making larger orders for its business software.\n",
      "Removed URLs: peoplesoft raises revenue forecasts  new york (reuters) - peoplesoft inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;psft.o&lt;/a&gt;, fresh from  firing its chief executive amid a hostile takeover bid from  oracle corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;orcl.o,&lt;/a&gt; on monday said quarterly revenue would  exceed wall street's expectations, helped by an increase in  customers making larger orders for its business software.\n",
      "Removed HTML Tags: peoplesoft raises revenue forecasts  new york (reuters) - peoplesoft inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;psft.o&lt;/a&gt;, fresh from  firing its chief executive amid a hostile takeover bid from  oracle corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;orcl.o,&lt;/a&gt; on monday said quarterly revenue would  exceed wall street's expectations, helped by an increase in  customers making larger orders for its business software.\n",
      "Removed Special Characters: peoplesoft raises revenue forecasts  new york reuters  peoplesoft inc lta href targetstocksquickinfofullquotegtpsftoltagt fresh from  firing its chief executive amid a hostile takeover bid from  oracle corp lta href targetstocksquickinfofullquotegtorcloltagt on monday said quarterly revenue would  exceed wall streets expectations helped by an increase in  customers making larger orders for its business software\n",
      "Tokens: ['peoplesoft', 'raises', 'revenue', 'forecasts', 'new', 'york', 'reuters', 'peoplesoft', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpsftoltagt', 'fresh', 'from', 'firing', 'its', 'chief', 'executive', 'amid', 'a', 'hostile', 'takeover', 'bid', 'from', 'oracle', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtorcloltagt', 'on', 'monday', 'said', 'quarterly', 'revenue', 'would', 'exceed', 'wall', 'streets', 'expectations', 'helped', 'by', 'an', 'increase', 'in', 'customers', 'making', 'larger', 'orders', 'for', 'its', 'business', 'software']\n",
      "Removed Stopwords: ['peoplesoft', 'raises', 'revenue', 'forecasts', 'new', 'york', 'reuters', 'peoplesoft', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpsftoltagt', 'fresh', 'firing', 'chief', 'executive', 'amid', 'hostile', 'takeover', 'bid', 'oracle', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtorcloltagt', 'monday', 'said', 'quarterly', 'revenue', 'would', 'exceed', 'wall', 'streets', 'expectations', 'helped', 'increase', 'customers', 'making', 'larger', 'orders', 'business', 'software']\n",
      "Stemmed Tokens: ['peoplesoft', 'rais', 'revenu', 'forecast', 'new', 'york', 'reuter', 'peoplesoft', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpsftoltagt', 'fresh', 'fire', 'chief', 'execut', 'amid', 'hostil', 'takeov', 'bid', 'oracl', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtorcloltagt', 'monday', 'said', 'quarterli', 'revenu', 'would', 'exceed', 'wall', 'street', 'expect', 'help', 'increas', 'custom', 'make', 'larger', 'order', 'busi', 'softwar']\n",
      "Final Preprocessed Text: peoplesoft rais revenu forecast new york reuter peoplesoft inc lta href targetstocksquickinfofullquotegtpsftoltagt fresh fire chief execut amid hostil takeov bid oracl corp lta href targetstocksquickinfofullquotegtorcloltagt monday said quarterli revenu would exceed wall street expect help increas custom make larger order busi softwar\n",
      "\n",
      "Original Text: Dollar Stabilizes Above Recent Lows (Reuters) Reuters - The dollar edged up against the yen and\\steadied against the euro on Friday, but kept within sight of\\multi-month lows hit this week on worries about the U.S.\\economy and its ability to attract global investors.\n",
      "Lowercased Text: dollar stabilizes above recent lows (reuters) reuters - the dollar edged up against the yen and\\steadied against the euro on friday, but kept within sight of\\multi-month lows hit this week on worries about the u.s.\\economy and its ability to attract global investors.\n",
      "Removed URLs: dollar stabilizes above recent lows (reuters) reuters - the dollar edged up against the yen and\\steadied against the euro on friday, but kept within sight of\\multi-month lows hit this week on worries about the u.s.\\economy and its ability to attract global investors.\n",
      "Removed HTML Tags: dollar stabilizes above recent lows (reuters) reuters - the dollar edged up against the yen and\\steadied against the euro on friday, but kept within sight of\\multi-month lows hit this week on worries about the u.s.\\economy and its ability to attract global investors.\n",
      "Removed Special Characters: dollar stabilizes above recent lows reuters reuters  the dollar edged up against the yen andsteadied against the euro on friday but kept within sight ofmultimonth lows hit this week on worries about the useconomy and its ability to attract global investors\n",
      "Tokens: ['dollar', 'stabilizes', 'above', 'recent', 'lows', 'reuters', 'reuters', 'the', 'dollar', 'edged', 'up', 'against', 'the', 'yen', 'andsteadied', 'against', 'the', 'euro', 'on', 'friday', 'but', 'kept', 'within', 'sight', 'ofmultimonth', 'lows', 'hit', 'this', 'week', 'on', 'worries', 'about', 'the', 'useconomy', 'and', 'its', 'ability', 'to', 'attract', 'global', 'investors']\n",
      "Removed Stopwords: ['dollar', 'stabilizes', 'recent', 'lows', 'reuters', 'reuters', 'dollar', 'edged', 'yen', 'andsteadied', 'euro', 'friday', 'kept', 'within', 'sight', 'ofmultimonth', 'lows', 'hit', 'week', 'worries', 'useconomy', 'ability', 'attract', 'global', 'investors']\n",
      "Stemmed Tokens: ['dollar', 'stabil', 'recent', 'low', 'reuter', 'reuter', 'dollar', 'edg', 'yen', 'andsteadi', 'euro', 'friday', 'kept', 'within', 'sight', 'ofmultimonth', 'low', 'hit', 'week', 'worri', 'useconomi', 'abil', 'attract', 'global', 'investor']\n",
      "Final Preprocessed Text: dollar stabil recent low reuter reuter dollar edg yen andsteadi euro friday kept within sight ofmultimonth low hit week worri useconomi abil attract global investor\n",
      "\n",
      "Original Text: Knight Ridder Says It Will Miss Targets Knight Ridder Inc. expects third-quarter earnings to exceed expectations, largely due to a per-share gain of 9 cents related to the finalization of certain tax matters.\n",
      "Lowercased Text: knight ridder says it will miss targets knight ridder inc. expects third-quarter earnings to exceed expectations, largely due to a per-share gain of 9 cents related to the finalization of certain tax matters.\n",
      "Removed URLs: knight ridder says it will miss targets knight ridder inc. expects third-quarter earnings to exceed expectations, largely due to a per-share gain of 9 cents related to the finalization of certain tax matters.\n",
      "Removed HTML Tags: knight ridder says it will miss targets knight ridder inc. expects third-quarter earnings to exceed expectations, largely due to a per-share gain of 9 cents related to the finalization of certain tax matters.\n",
      "Removed Special Characters: knight ridder says it will miss targets knight ridder inc expects thirdquarter earnings to exceed expectations largely due to a pershare gain of  cents related to the finalization of certain tax matters\n",
      "Tokens: ['knight', 'ridder', 'says', 'it', 'will', 'miss', 'targets', 'knight', 'ridder', 'inc', 'expects', 'thirdquarter', 'earnings', 'to', 'exceed', 'expectations', 'largely', 'due', 'to', 'a', 'pershare', 'gain', 'of', 'cents', 'related', 'to', 'the', 'finalization', 'of', 'certain', 'tax', 'matters']\n",
      "Removed Stopwords: ['knight', 'ridder', 'says', 'miss', 'targets', 'knight', 'ridder', 'inc', 'expects', 'thirdquarter', 'earnings', 'exceed', 'expectations', 'largely', 'due', 'pershare', 'gain', 'cents', 'related', 'finalization', 'certain', 'tax', 'matters']\n",
      "Stemmed Tokens: ['knight', 'ridder', 'say', 'miss', 'target', 'knight', 'ridder', 'inc', 'expect', 'thirdquart', 'earn', 'exceed', 'expect', 'larg', 'due', 'pershar', 'gain', 'cent', 'relat', 'final', 'certain', 'tax', 'matter']\n",
      "Final Preprocessed Text: knight ridder say miss target knight ridder inc expect thirdquart earn exceed expect larg due pershar gain cent relat final certain tax matter\n",
      "\n",
      "Original Text: Broker Downgrades Sink Medtronic  CHICAGO (Reuters) - Shares of Medtronic Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=MDT.N target=/stocks/quickinfo/fullquote\"&gt;MDT.N&lt;/A&gt; on  Thursday sank 7 percent to their lowest level in more than  three months after the medical device maker posted  weaker-than-expected growth in one of its key business units,  sparking at least three broker downgrades.\n",
      "Lowercased Text: broker downgrades sink medtronic  chicago (reuters) - shares of medtronic inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=mdt.n target=/stocks/quickinfo/fullquote\"&gt;mdt.n&lt;/a&gt; on  thursday sank 7 percent to their lowest level in more than  three months after the medical device maker posted  weaker-than-expected growth in one of its key business units,  sparking at least three broker downgrades.\n",
      "Removed URLs: broker downgrades sink medtronic  chicago (reuters) - shares of medtronic inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;mdt.n&lt;/a&gt; on  thursday sank 7 percent to their lowest level in more than  three months after the medical device maker posted  weaker-than-expected growth in one of its key business units,  sparking at least three broker downgrades.\n",
      "Removed HTML Tags: broker downgrades sink medtronic  chicago (reuters) - shares of medtronic inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;mdt.n&lt;/a&gt; on  thursday sank 7 percent to their lowest level in more than  three months after the medical device maker posted  weaker-than-expected growth in one of its key business units,  sparking at least three broker downgrades.\n",
      "Removed Special Characters: broker downgrades sink medtronic  chicago reuters  shares of medtronic inc lta href targetstocksquickinfofullquotegtmdtnltagt on  thursday sank  percent to their lowest level in more than  three months after the medical device maker posted  weakerthanexpected growth in one of its key business units  sparking at least three broker downgrades\n",
      "Tokens: ['broker', 'downgrades', 'sink', 'medtronic', 'chicago', 'reuters', 'shares', 'of', 'medtronic', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmdtnltagt', 'on', 'thursday', 'sank', 'percent', 'to', 'their', 'lowest', 'level', 'in', 'more', 'than', 'three', 'months', 'after', 'the', 'medical', 'device', 'maker', 'posted', 'weakerthanexpected', 'growth', 'in', 'one', 'of', 'its', 'key', 'business', 'units', 'sparking', 'at', 'least', 'three', 'broker', 'downgrades']\n",
      "Removed Stopwords: ['broker', 'downgrades', 'sink', 'medtronic', 'chicago', 'reuters', 'shares', 'medtronic', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmdtnltagt', 'thursday', 'sank', 'percent', 'lowest', 'level', 'three', 'months', 'medical', 'device', 'maker', 'posted', 'weakerthanexpected', 'growth', 'one', 'key', 'business', 'units', 'sparking', 'least', 'three', 'broker', 'downgrades']\n",
      "Stemmed Tokens: ['broker', 'downgrad', 'sink', 'medtron', 'chicago', 'reuter', 'share', 'medtron', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmdtnltagt', 'thursday', 'sank', 'percent', 'lowest', 'level', 'three', 'month', 'medic', 'devic', 'maker', 'post', 'weakerthanexpect', 'growth', 'one', 'key', 'busi', 'unit', 'spark', 'least', 'three', 'broker', 'downgrad']\n",
      "Final Preprocessed Text: broker downgrad sink medtron chicago reuter share medtron inc lta href targetstocksquickinfofullquotegtmdtnltagt thursday sank percent lowest level three month medic devic maker post weakerthanexpect growth one key busi unit spark least three broker downgrad\n",
      "\n",
      "Original Text: Kmart and Sears announce merger Kmart Holding Corp and Sears, Roebuck and Co said Wednesday that they are merging to form a new retail company called Sears Holdings Corp that will be the US #39; third-largest retailer with about US\\$55 billion in annual revenues.\n",
      "Lowercased Text: kmart and sears announce merger kmart holding corp and sears, roebuck and co said wednesday that they are merging to form a new retail company called sears holdings corp that will be the us #39; third-largest retailer with about us\\$55 billion in annual revenues.\n",
      "Removed URLs: kmart and sears announce merger kmart holding corp and sears, roebuck and co said wednesday that they are merging to form a new retail company called sears holdings corp that will be the us #39; third-largest retailer with about us\\$55 billion in annual revenues.\n",
      "Removed HTML Tags: kmart and sears announce merger kmart holding corp and sears, roebuck and co said wednesday that they are merging to form a new retail company called sears holdings corp that will be the us #39; third-largest retailer with about us\\$55 billion in annual revenues.\n",
      "Removed Special Characters: kmart and sears announce merger kmart holding corp and sears roebuck and co said wednesday that they are merging to form a new retail company called sears holdings corp that will be the us  thirdlargest retailer with about us billion in annual revenues\n",
      "Tokens: ['kmart', 'and', 'sears', 'announce', 'merger', 'kmart', 'holding', 'corp', 'and', 'sears', 'roebuck', 'and', 'co', 'said', 'wednesday', 'that', 'they', 'are', 'merging', 'to', 'form', 'a', 'new', 'retail', 'company', 'called', 'sears', 'holdings', 'corp', 'that', 'will', 'be', 'the', 'us', 'thirdlargest', 'retailer', 'with', 'about', 'us', 'billion', 'in', 'annual', 'revenues']\n",
      "Removed Stopwords: ['kmart', 'sears', 'announce', 'merger', 'kmart', 'holding', 'corp', 'sears', 'roebuck', 'co', 'said', 'wednesday', 'merging', 'form', 'new', 'retail', 'company', 'called', 'sears', 'holdings', 'corp', 'us', 'thirdlargest', 'retailer', 'us', 'billion', 'annual', 'revenues']\n",
      "Stemmed Tokens: ['kmart', 'sear', 'announc', 'merger', 'kmart', 'hold', 'corp', 'sear', 'roebuck', 'co', 'said', 'wednesday', 'merg', 'form', 'new', 'retail', 'compani', 'call', 'sear', 'hold', 'corp', 'us', 'thirdlargest', 'retail', 'us', 'billion', 'annual', 'revenu']\n",
      "Final Preprocessed Text: kmart sear announc merger kmart hold corp sear roebuck co said wednesday merg form new retail compani call sear hold corp us thirdlargest retail us billion annual revenu\n",
      "\n",
      "Original Text: Greenspan: Economy Regaining Traction  WASHINGTON (Reuters) - The U.S. economy is pulling out of  its recent soft patch and appears to be picking up steam,  Federal Reserve chief Alan Greenspan said on Wednesday in  remarks economists saw as cementing a September rate rise.\n",
      "Lowercased Text: greenspan: economy regaining traction  washington (reuters) - the u.s. economy is pulling out of  its recent soft patch and appears to be picking up steam,  federal reserve chief alan greenspan said on wednesday in  remarks economists saw as cementing a september rate rise.\n",
      "Removed URLs: greenspan: economy regaining traction  washington (reuters) - the u.s. economy is pulling out of  its recent soft patch and appears to be picking up steam,  federal reserve chief alan greenspan said on wednesday in  remarks economists saw as cementing a september rate rise.\n",
      "Removed HTML Tags: greenspan: economy regaining traction  washington (reuters) - the u.s. economy is pulling out of  its recent soft patch and appears to be picking up steam,  federal reserve chief alan greenspan said on wednesday in  remarks economists saw as cementing a september rate rise.\n",
      "Removed Special Characters: greenspan economy regaining traction  washington reuters  the us economy is pulling out of  its recent soft patch and appears to be picking up steam  federal reserve chief alan greenspan said on wednesday in  remarks economists saw as cementing a september rate rise\n",
      "Tokens: ['greenspan', 'economy', 'regaining', 'traction', 'washington', 'reuters', 'the', 'us', 'economy', 'is', 'pulling', 'out', 'of', 'its', 'recent', 'soft', 'patch', 'and', 'appears', 'to', 'be', 'picking', 'up', 'steam', 'federal', 'reserve', 'chief', 'alan', 'greenspan', 'said', 'on', 'wednesday', 'in', 'remarks', 'economists', 'saw', 'as', 'cementing', 'a', 'september', 'rate', 'rise']\n",
      "Removed Stopwords: ['greenspan', 'economy', 'regaining', 'traction', 'washington', 'reuters', 'us', 'economy', 'pulling', 'recent', 'soft', 'patch', 'appears', 'picking', 'steam', 'federal', 'reserve', 'chief', 'alan', 'greenspan', 'said', 'wednesday', 'remarks', 'economists', 'saw', 'cementing', 'september', 'rate', 'rise']\n",
      "Stemmed Tokens: ['greenspan', 'economi', 'regain', 'traction', 'washington', 'reuter', 'us', 'economi', 'pull', 'recent', 'soft', 'patch', 'appear', 'pick', 'steam', 'feder', 'reserv', 'chief', 'alan', 'greenspan', 'said', 'wednesday', 'remark', 'economist', 'saw', 'cement', 'septemb', 'rate', 'rise']\n",
      "Final Preprocessed Text: greenspan economi regain traction washington reuter us economi pull recent soft patch appear pick steam feder reserv chief alan greenspan said wednesday remark economist saw cement septemb rate rise\n",
      "\n",
      "Original Text: Japan govt body to call for 5.7 billion dollar aid to Daiei (AFP) AFP - A Japanese government-backed organization will ask financial institutions to provide troubled retailer Daiei with 600 billion yen (5.7 billion dollars) in financial assistance.\n",
      "Lowercased Text: japan govt body to call for 5.7 billion dollar aid to daiei (afp) afp - a japanese government-backed organization will ask financial institutions to provide troubled retailer daiei with 600 billion yen (5.7 billion dollars) in financial assistance.\n",
      "Removed URLs: japan govt body to call for 5.7 billion dollar aid to daiei (afp) afp - a japanese government-backed organization will ask financial institutions to provide troubled retailer daiei with 600 billion yen (5.7 billion dollars) in financial assistance.\n",
      "Removed HTML Tags: japan govt body to call for 5.7 billion dollar aid to daiei (afp) afp - a japanese government-backed organization will ask financial institutions to provide troubled retailer daiei with 600 billion yen (5.7 billion dollars) in financial assistance.\n",
      "Removed Special Characters: japan govt body to call for  billion dollar aid to daiei afp afp  a japanese governmentbacked organization will ask financial institutions to provide troubled retailer daiei with  billion yen  billion dollars in financial assistance\n",
      "Tokens: ['japan', 'govt', 'body', 'to', 'call', 'for', 'billion', 'dollar', 'aid', 'to', 'daiei', 'afp', 'afp', 'a', 'japanese', 'governmentbacked', 'organization', 'will', 'ask', 'financial', 'institutions', 'to', 'provide', 'troubled', 'retailer', 'daiei', 'with', 'billion', 'yen', 'billion', 'dollars', 'in', 'financial', 'assistance']\n",
      "Removed Stopwords: ['japan', 'govt', 'body', 'call', 'billion', 'dollar', 'aid', 'daiei', 'afp', 'afp', 'japanese', 'governmentbacked', 'organization', 'ask', 'financial', 'institutions', 'provide', 'troubled', 'retailer', 'daiei', 'billion', 'yen', 'billion', 'dollars', 'financial', 'assistance']\n",
      "Stemmed Tokens: ['japan', 'govt', 'bodi', 'call', 'billion', 'dollar', 'aid', 'daiei', 'afp', 'afp', 'japanes', 'governmentback', 'organ', 'ask', 'financi', 'institut', 'provid', 'troubl', 'retail', 'daiei', 'billion', 'yen', 'billion', 'dollar', 'financi', 'assist']\n",
      "Final Preprocessed Text: japan govt bodi call billion dollar aid daiei afp afp japanes governmentback organ ask financi institut provid troubl retail daiei billion yen billion dollar financi assist\n",
      "\n",
      "Original Text: Colgate to Cut 4,400 Jobs, Shut Plants  NEW YORK (Reuters) - Colgate-Palmolive Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=CL.N target=/stocks/quickinfo/fullquote\"&gt;CL.N&lt;/A&gt; will cut  about 4,400 jobs, or 12 percent of its work force, and close  nearly a third of its factories under a restructuring, the  consumer products company said on Tuesday.\n",
      "Lowercased Text: colgate to cut 4,400 jobs, shut plants  new york (reuters) - colgate-palmolive co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=cl.n target=/stocks/quickinfo/fullquote\"&gt;cl.n&lt;/a&gt; will cut  about 4,400 jobs, or 12 percent of its work force, and close  nearly a third of its factories under a restructuring, the  consumer products company said on tuesday.\n",
      "Removed URLs: colgate to cut 4,400 jobs, shut plants  new york (reuters) - colgate-palmolive co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;cl.n&lt;/a&gt; will cut  about 4,400 jobs, or 12 percent of its work force, and close  nearly a third of its factories under a restructuring, the  consumer products company said on tuesday.\n",
      "Removed HTML Tags: colgate to cut 4,400 jobs, shut plants  new york (reuters) - colgate-palmolive co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;cl.n&lt;/a&gt; will cut  about 4,400 jobs, or 12 percent of its work force, and close  nearly a third of its factories under a restructuring, the  consumer products company said on tuesday.\n",
      "Removed Special Characters: colgate to cut  jobs shut plants  new york reuters  colgatepalmolive co lta href targetstocksquickinfofullquotegtclnltagt will cut  about  jobs or  percent of its work force and close  nearly a third of its factories under a restructuring the  consumer products company said on tuesday\n",
      "Tokens: ['colgate', 'to', 'cut', 'jobs', 'shut', 'plants', 'new', 'york', 'reuters', 'colgatepalmolive', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtclnltagt', 'will', 'cut', 'about', 'jobs', 'or', 'percent', 'of', 'its', 'work', 'force', 'and', 'close', 'nearly', 'a', 'third', 'of', 'its', 'factories', 'under', 'a', 'restructuring', 'the', 'consumer', 'products', 'company', 'said', 'on', 'tuesday']\n",
      "Removed Stopwords: ['colgate', 'cut', 'jobs', 'shut', 'plants', 'new', 'york', 'reuters', 'colgatepalmolive', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtclnltagt', 'cut', 'jobs', 'percent', 'work', 'force', 'close', 'nearly', 'third', 'factories', 'restructuring', 'consumer', 'products', 'company', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['colgat', 'cut', 'job', 'shut', 'plant', 'new', 'york', 'reuter', 'colgatepalmol', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtclnltagt', 'cut', 'job', 'percent', 'work', 'forc', 'close', 'nearli', 'third', 'factori', 'restructur', 'consum', 'product', 'compani', 'said', 'tuesday']\n",
      "Final Preprocessed Text: colgat cut job shut plant new york reuter colgatepalmol co lta href targetstocksquickinfofullquotegtclnltagt cut job percent work forc close nearli third factori restructur consum product compani said tuesday\n",
      "\n",
      "Original Text: IBM announces Lenovo deal IBM Corp. is selling its personal computer business to China #39;s largest PC maker in a \\$1.25 billion deal that marks the end of an era for the company that made  quot;PC quot; a household word.\n",
      "Lowercased Text: ibm announces lenovo deal ibm corp. is selling its personal computer business to china #39;s largest pc maker in a \\$1.25 billion deal that marks the end of an era for the company that made  quot;pc quot; a household word.\n",
      "Removed URLs: ibm announces lenovo deal ibm corp. is selling its personal computer business to china #39;s largest pc maker in a \\$1.25 billion deal that marks the end of an era for the company that made  quot;pc quot; a household word.\n",
      "Removed HTML Tags: ibm announces lenovo deal ibm corp. is selling its personal computer business to china #39;s largest pc maker in a \\$1.25 billion deal that marks the end of an era for the company that made  quot;pc quot; a household word.\n",
      "Removed Special Characters: ibm announces lenovo deal ibm corp is selling its personal computer business to china s largest pc maker in a  billion deal that marks the end of an era for the company that made  quotpc quot a household word\n",
      "Tokens: ['ibm', 'announces', 'lenovo', 'deal', 'ibm', 'corp', 'is', 'selling', 'its', 'personal', 'computer', 'business', 'to', 'china', 's', 'largest', 'pc', 'maker', 'in', 'a', 'billion', 'deal', 'that', 'marks', 'the', 'end', 'of', 'an', 'era', 'for', 'the', 'company', 'that', 'made', 'quotpc', 'quot', 'a', 'household', 'word']\n",
      "Removed Stopwords: ['ibm', 'announces', 'lenovo', 'deal', 'ibm', 'corp', 'selling', 'personal', 'computer', 'business', 'china', 'largest', 'pc', 'maker', 'billion', 'deal', 'marks', 'end', 'era', 'company', 'made', 'quotpc', 'quot', 'household', 'word']\n",
      "Stemmed Tokens: ['ibm', 'announc', 'lenovo', 'deal', 'ibm', 'corp', 'sell', 'person', 'comput', 'busi', 'china', 'largest', 'pc', 'maker', 'billion', 'deal', 'mark', 'end', 'era', 'compani', 'made', 'quotpc', 'quot', 'household', 'word']\n",
      "Final Preprocessed Text: ibm announc lenovo deal ibm corp sell person comput busi china largest pc maker billion deal mark end era compani made quotpc quot household word\n",
      "\n",
      "Original Text: SEC gives a slap on the wrist After last week #39;s settlement with San Francisco investment adviser Garrett Van Wagoner, you have to wonder how serious the Securities and Exchange Commission is about protecting mutual fund shareholders.\n",
      "Lowercased Text: sec gives a slap on the wrist after last week #39;s settlement with san francisco investment adviser garrett van wagoner, you have to wonder how serious the securities and exchange commission is about protecting mutual fund shareholders.\n",
      "Removed URLs: sec gives a slap on the wrist after last week #39;s settlement with san francisco investment adviser garrett van wagoner, you have to wonder how serious the securities and exchange commission is about protecting mutual fund shareholders.\n",
      "Removed HTML Tags: sec gives a slap on the wrist after last week #39;s settlement with san francisco investment adviser garrett van wagoner, you have to wonder how serious the securities and exchange commission is about protecting mutual fund shareholders.\n",
      "Removed Special Characters: sec gives a slap on the wrist after last week s settlement with san francisco investment adviser garrett van wagoner you have to wonder how serious the securities and exchange commission is about protecting mutual fund shareholders\n",
      "Tokens: ['sec', 'gives', 'a', 'slap', 'on', 'the', 'wrist', 'after', 'last', 'week', 's', 'settlement', 'with', 'san', 'francisco', 'investment', 'adviser', 'garrett', 'van', 'wagoner', 'you', 'have', 'to', 'wonder', 'how', 'serious', 'the', 'securities', 'and', 'exchange', 'commission', 'is', 'about', 'protecting', 'mutual', 'fund', 'shareholders']\n",
      "Removed Stopwords: ['sec', 'gives', 'slap', 'wrist', 'last', 'week', 'settlement', 'san', 'francisco', 'investment', 'adviser', 'garrett', 'van', 'wagoner', 'wonder', 'serious', 'securities', 'exchange', 'commission', 'protecting', 'mutual', 'fund', 'shareholders']\n",
      "Stemmed Tokens: ['sec', 'give', 'slap', 'wrist', 'last', 'week', 'settlement', 'san', 'francisco', 'invest', 'advis', 'garrett', 'van', 'wagon', 'wonder', 'seriou', 'secur', 'exchang', 'commiss', 'protect', 'mutual', 'fund', 'sharehold']\n",
      "Final Preprocessed Text: sec give slap wrist last week settlement san francisco invest advis garrett van wagon wonder seriou secur exchang commiss protect mutual fund sharehold\n",
      "\n",
      "Original Text: Finance: Losing the Right to Sue  WASHINGTON (Reuters) - More and more businesses are  sticking mandatory arbitration clauses into their contracts,  forcing consumers to give up their right to sue if they want to  conduct business, and consumer groups have made the elimination  of these clauses a top priority.\n",
      "Lowercased Text: finance: losing the right to sue  washington (reuters) - more and more businesses are  sticking mandatory arbitration clauses into their contracts,  forcing consumers to give up their right to sue if they want to  conduct business, and consumer groups have made the elimination  of these clauses a top priority.\n",
      "Removed URLs: finance: losing the right to sue  washington (reuters) - more and more businesses are  sticking mandatory arbitration clauses into their contracts,  forcing consumers to give up their right to sue if they want to  conduct business, and consumer groups have made the elimination  of these clauses a top priority.\n",
      "Removed HTML Tags: finance: losing the right to sue  washington (reuters) - more and more businesses are  sticking mandatory arbitration clauses into their contracts,  forcing consumers to give up their right to sue if they want to  conduct business, and consumer groups have made the elimination  of these clauses a top priority.\n",
      "Removed Special Characters: finance losing the right to sue  washington reuters  more and more businesses are  sticking mandatory arbitration clauses into their contracts  forcing consumers to give up their right to sue if they want to  conduct business and consumer groups have made the elimination  of these clauses a top priority\n",
      "Tokens: ['finance', 'losing', 'the', 'right', 'to', 'sue', 'washington', 'reuters', 'more', 'and', 'more', 'businesses', 'are', 'sticking', 'mandatory', 'arbitration', 'clauses', 'into', 'their', 'contracts', 'forcing', 'consumers', 'to', 'give', 'up', 'their', 'right', 'to', 'sue', 'if', 'they', 'want', 'to', 'conduct', 'business', 'and', 'consumer', 'groups', 'have', 'made', 'the', 'elimination', 'of', 'these', 'clauses', 'a', 'top', 'priority']\n",
      "Removed Stopwords: ['finance', 'losing', 'right', 'sue', 'washington', 'reuters', 'businesses', 'sticking', 'mandatory', 'arbitration', 'clauses', 'contracts', 'forcing', 'consumers', 'give', 'right', 'sue', 'want', 'conduct', 'business', 'consumer', 'groups', 'made', 'elimination', 'clauses', 'top', 'priority']\n",
      "Stemmed Tokens: ['financ', 'lose', 'right', 'sue', 'washington', 'reuter', 'busi', 'stick', 'mandatori', 'arbitr', 'claus', 'contract', 'forc', 'consum', 'give', 'right', 'sue', 'want', 'conduct', 'busi', 'consum', 'group', 'made', 'elimin', 'claus', 'top', 'prioriti']\n",
      "Final Preprocessed Text: financ lose right sue washington reuter busi stick mandatori arbitr claus contract forc consum give right sue want conduct busi consum group made elimin claus top prioriti\n",
      "\n",
      "Original Text: Jarvis teeters on the brink Jarvis admitted yesterday it was in a race against time to raise enough cash from asset sales to satisfy lenders and keep trading beyond January.\n",
      "Lowercased Text: jarvis teeters on the brink jarvis admitted yesterday it was in a race against time to raise enough cash from asset sales to satisfy lenders and keep trading beyond january.\n",
      "Removed URLs: jarvis teeters on the brink jarvis admitted yesterday it was in a race against time to raise enough cash from asset sales to satisfy lenders and keep trading beyond january.\n",
      "Removed HTML Tags: jarvis teeters on the brink jarvis admitted yesterday it was in a race against time to raise enough cash from asset sales to satisfy lenders and keep trading beyond january.\n",
      "Removed Special Characters: jarvis teeters on the brink jarvis admitted yesterday it was in a race against time to raise enough cash from asset sales to satisfy lenders and keep trading beyond january\n",
      "Tokens: ['jarvis', 'teeters', 'on', 'the', 'brink', 'jarvis', 'admitted', 'yesterday', 'it', 'was', 'in', 'a', 'race', 'against', 'time', 'to', 'raise', 'enough', 'cash', 'from', 'asset', 'sales', 'to', 'satisfy', 'lenders', 'and', 'keep', 'trading', 'beyond', 'january']\n",
      "Removed Stopwords: ['jarvis', 'teeters', 'brink', 'jarvis', 'admitted', 'yesterday', 'race', 'time', 'raise', 'enough', 'cash', 'asset', 'sales', 'satisfy', 'lenders', 'keep', 'trading', 'beyond', 'january']\n",
      "Stemmed Tokens: ['jarvi', 'teeter', 'brink', 'jarvi', 'admit', 'yesterday', 'race', 'time', 'rais', 'enough', 'cash', 'asset', 'sale', 'satisfi', 'lender', 'keep', 'trade', 'beyond', 'januari']\n",
      "Final Preprocessed Text: jarvi teeter brink jarvi admit yesterday race time rais enough cash asset sale satisfi lender keep trade beyond januari\n",
      "\n",
      "Original Text: Merck plans 5,100 job cuts by year-end Merck  amp; Co. plans to cut its workforce by 5,100 jobs by the end of the year--about 700 more than originally planned. Whitehouse Station, NJ-based Merck said in materials filed with the Securities and Exchange \n",
      "Lowercased Text: merck plans 5,100 job cuts by year-end merck  amp; co. plans to cut its workforce by 5,100 jobs by the end of the year--about 700 more than originally planned. whitehouse station, nj-based merck said in materials filed with the securities and exchange \n",
      "Removed URLs: merck plans 5,100 job cuts by year-end merck  amp; co. plans to cut its workforce by 5,100 jobs by the end of the year--about 700 more than originally planned. whitehouse station, nj-based merck said in materials filed with the securities and exchange \n",
      "Removed HTML Tags: merck plans 5,100 job cuts by year-end merck  amp; co. plans to cut its workforce by 5,100 jobs by the end of the year--about 700 more than originally planned. whitehouse station, nj-based merck said in materials filed with the securities and exchange \n",
      "Removed Special Characters: merck plans  job cuts by yearend merck  amp co plans to cut its workforce by  jobs by the end of the yearabout  more than originally planned whitehouse station njbased merck said in materials filed with the securities and exchange \n",
      "Tokens: ['merck', 'plans', 'job', 'cuts', 'by', 'yearend', 'merck', 'amp', 'co', 'plans', 'to', 'cut', 'its', 'workforce', 'by', 'jobs', 'by', 'the', 'end', 'of', 'the', 'yearabout', 'more', 'than', 'originally', 'planned', 'whitehouse', 'station', 'njbased', 'merck', 'said', 'in', 'materials', 'filed', 'with', 'the', 'securities', 'and', 'exchange']\n",
      "Removed Stopwords: ['merck', 'plans', 'job', 'cuts', 'yearend', 'merck', 'amp', 'co', 'plans', 'cut', 'workforce', 'jobs', 'end', 'yearabout', 'originally', 'planned', 'whitehouse', 'station', 'njbased', 'merck', 'said', 'materials', 'filed', 'securities', 'exchange']\n",
      "Stemmed Tokens: ['merck', 'plan', 'job', 'cut', 'yearend', 'merck', 'amp', 'co', 'plan', 'cut', 'workforc', 'job', 'end', 'yearabout', 'origin', 'plan', 'whitehous', 'station', 'njbase', 'merck', 'said', 'materi', 'file', 'secur', 'exchang']\n",
      "Final Preprocessed Text: merck plan job cut yearend merck amp co plan cut workforc job end yearabout origin plan whitehous station njbase merck said materi file secur exchang\n",
      "\n",
      "Original Text: US Airways wants court to cut pay Troubled carrier US Airways has asked a US bankruptcy court to impose big wage and cost cuts, warning that otherwise it might fail to survive.\n",
      "Lowercased Text: us airways wants court to cut pay troubled carrier us airways has asked a us bankruptcy court to impose big wage and cost cuts, warning that otherwise it might fail to survive.\n",
      "Removed URLs: us airways wants court to cut pay troubled carrier us airways has asked a us bankruptcy court to impose big wage and cost cuts, warning that otherwise it might fail to survive.\n",
      "Removed HTML Tags: us airways wants court to cut pay troubled carrier us airways has asked a us bankruptcy court to impose big wage and cost cuts, warning that otherwise it might fail to survive.\n",
      "Removed Special Characters: us airways wants court to cut pay troubled carrier us airways has asked a us bankruptcy court to impose big wage and cost cuts warning that otherwise it might fail to survive\n",
      "Tokens: ['us', 'airways', 'wants', 'court', 'to', 'cut', 'pay', 'troubled', 'carrier', 'us', 'airways', 'has', 'asked', 'a', 'us', 'bankruptcy', 'court', 'to', 'impose', 'big', 'wage', 'and', 'cost', 'cuts', 'warning', 'that', 'otherwise', 'it', 'might', 'fail', 'to', 'survive']\n",
      "Removed Stopwords: ['us', 'airways', 'wants', 'court', 'cut', 'pay', 'troubled', 'carrier', 'us', 'airways', 'asked', 'us', 'bankruptcy', 'court', 'impose', 'big', 'wage', 'cost', 'cuts', 'warning', 'otherwise', 'might', 'fail', 'survive']\n",
      "Stemmed Tokens: ['us', 'airway', 'want', 'court', 'cut', 'pay', 'troubl', 'carrier', 'us', 'airway', 'ask', 'us', 'bankruptci', 'court', 'impos', 'big', 'wage', 'cost', 'cut', 'warn', 'otherwis', 'might', 'fail', 'surviv']\n",
      "Final Preprocessed Text: us airway want court cut pay troubl carrier us airway ask us bankruptci court impos big wage cost cut warn otherwis might fail surviv\n",
      "\n",
      "Original Text: Comcast Posts Smaller 3Q Profit Cable giant Comcast Corp. on Wednesday posted a smaller third-quarter profit that missed Wall Street expectations, but said digital cable and high-speed Internet subscriptions continued to grow during the period.\n",
      "Lowercased Text: comcast posts smaller 3q profit cable giant comcast corp. on wednesday posted a smaller third-quarter profit that missed wall street expectations, but said digital cable and high-speed internet subscriptions continued to grow during the period.\n",
      "Removed URLs: comcast posts smaller 3q profit cable giant comcast corp. on wednesday posted a smaller third-quarter profit that missed wall street expectations, but said digital cable and high-speed internet subscriptions continued to grow during the period.\n",
      "Removed HTML Tags: comcast posts smaller 3q profit cable giant comcast corp. on wednesday posted a smaller third-quarter profit that missed wall street expectations, but said digital cable and high-speed internet subscriptions continued to grow during the period.\n",
      "Removed Special Characters: comcast posts smaller q profit cable giant comcast corp on wednesday posted a smaller thirdquarter profit that missed wall street expectations but said digital cable and highspeed internet subscriptions continued to grow during the period\n",
      "Tokens: ['comcast', 'posts', 'smaller', 'q', 'profit', 'cable', 'giant', 'comcast', 'corp', 'on', 'wednesday', 'posted', 'a', 'smaller', 'thirdquarter', 'profit', 'that', 'missed', 'wall', 'street', 'expectations', 'but', 'said', 'digital', 'cable', 'and', 'highspeed', 'internet', 'subscriptions', 'continued', 'to', 'grow', 'during', 'the', 'period']\n",
      "Removed Stopwords: ['comcast', 'posts', 'smaller', 'q', 'profit', 'cable', 'giant', 'comcast', 'corp', 'wednesday', 'posted', 'smaller', 'thirdquarter', 'profit', 'missed', 'wall', 'street', 'expectations', 'said', 'digital', 'cable', 'highspeed', 'internet', 'subscriptions', 'continued', 'grow', 'period']\n",
      "Stemmed Tokens: ['comcast', 'post', 'smaller', 'q', 'profit', 'cabl', 'giant', 'comcast', 'corp', 'wednesday', 'post', 'smaller', 'thirdquart', 'profit', 'miss', 'wall', 'street', 'expect', 'said', 'digit', 'cabl', 'highspe', 'internet', 'subscript', 'continu', 'grow', 'period']\n",
      "Final Preprocessed Text: comcast post smaller q profit cabl giant comcast corp wednesday post smaller thirdquart profit miss wall street expect said digit cabl highspe internet subscript continu grow period\n",
      "\n",
      "Original Text: Applebee #39;s predicts earnings, units rise Company sees doubling of units to at least 3,000; predicts 17 earnings rise over next 3 to 5 years. LOS ANGELES (Reuters) - Restaurant chain Applebee #39;s International Inc.\n",
      "Lowercased Text: applebee #39;s predicts earnings, units rise company sees doubling of units to at least 3,000; predicts 17 earnings rise over next 3 to 5 years. los angeles (reuters) - restaurant chain applebee #39;s international inc.\n",
      "Removed URLs: applebee #39;s predicts earnings, units rise company sees doubling of units to at least 3,000; predicts 17 earnings rise over next 3 to 5 years. los angeles (reuters) - restaurant chain applebee #39;s international inc.\n",
      "Removed HTML Tags: applebee #39;s predicts earnings, units rise company sees doubling of units to at least 3,000; predicts 17 earnings rise over next 3 to 5 years. los angeles (reuters) - restaurant chain applebee #39;s international inc.\n",
      "Removed Special Characters: applebee s predicts earnings units rise company sees doubling of units to at least  predicts  earnings rise over next  to  years los angeles reuters  restaurant chain applebee s international inc\n",
      "Tokens: ['applebee', 's', 'predicts', 'earnings', 'units', 'rise', 'company', 'sees', 'doubling', 'of', 'units', 'to', 'at', 'least', 'predicts', 'earnings', 'rise', 'over', 'next', 'to', 'years', 'los', 'angeles', 'reuters', 'restaurant', 'chain', 'applebee', 's', 'international', 'inc']\n",
      "Removed Stopwords: ['applebee', 'predicts', 'earnings', 'units', 'rise', 'company', 'sees', 'doubling', 'units', 'least', 'predicts', 'earnings', 'rise', 'next', 'years', 'los', 'angeles', 'reuters', 'restaurant', 'chain', 'applebee', 'international', 'inc']\n",
      "Stemmed Tokens: ['applebe', 'predict', 'earn', 'unit', 'rise', 'compani', 'see', 'doubl', 'unit', 'least', 'predict', 'earn', 'rise', 'next', 'year', 'lo', 'angel', 'reuter', 'restaur', 'chain', 'applebe', 'intern', 'inc']\n",
      "Final Preprocessed Text: applebe predict earn unit rise compani see doubl unit least predict earn rise next year lo angel reuter restaur chain applebe intern inc\n",
      "\n",
      "Original Text: Xstrata puts \\$5.8bn bid to shareholders Xstrata yesterday took its \\$5.8 billion (3.1 billion) cash bid for Australian miner WMC hostile, laying the ground for another major takeover clash between the old guard and the new of the mining world.\n",
      "Lowercased Text: xstrata puts \\$5.8bn bid to shareholders xstrata yesterday took its \\$5.8 billion (3.1 billion) cash bid for australian miner wmc hostile, laying the ground for another major takeover clash between the old guard and the new of the mining world.\n",
      "Removed URLs: xstrata puts \\$5.8bn bid to shareholders xstrata yesterday took its \\$5.8 billion (3.1 billion) cash bid for australian miner wmc hostile, laying the ground for another major takeover clash between the old guard and the new of the mining world.\n",
      "Removed HTML Tags: xstrata puts \\$5.8bn bid to shareholders xstrata yesterday took its \\$5.8 billion (3.1 billion) cash bid for australian miner wmc hostile, laying the ground for another major takeover clash between the old guard and the new of the mining world.\n",
      "Removed Special Characters: xstrata puts bn bid to shareholders xstrata yesterday took its  billion  billion cash bid for australian miner wmc hostile laying the ground for another major takeover clash between the old guard and the new of the mining world\n",
      "Tokens: ['xstrata', 'puts', 'bn', 'bid', 'to', 'shareholders', 'xstrata', 'yesterday', 'took', 'its', 'billion', 'billion', 'cash', 'bid', 'for', 'australian', 'miner', 'wmc', 'hostile', 'laying', 'the', 'ground', 'for', 'another', 'major', 'takeover', 'clash', 'between', 'the', 'old', 'guard', 'and', 'the', 'new', 'of', 'the', 'mining', 'world']\n",
      "Removed Stopwords: ['xstrata', 'puts', 'bn', 'bid', 'shareholders', 'xstrata', 'yesterday', 'took', 'billion', 'billion', 'cash', 'bid', 'australian', 'miner', 'wmc', 'hostile', 'laying', 'ground', 'another', 'major', 'takeover', 'clash', 'old', 'guard', 'new', 'mining', 'world']\n",
      "Stemmed Tokens: ['xstrata', 'put', 'bn', 'bid', 'sharehold', 'xstrata', 'yesterday', 'took', 'billion', 'billion', 'cash', 'bid', 'australian', 'miner', 'wmc', 'hostil', 'lay', 'ground', 'anoth', 'major', 'takeov', 'clash', 'old', 'guard', 'new', 'mine', 'world']\n",
      "Final Preprocessed Text: xstrata put bn bid sharehold xstrata yesterday took billion billion cash bid australian miner wmc hostil lay ground anoth major takeov clash old guard new mine world\n",
      "\n",
      "Original Text: Boeing CEO says market slower than Airbus suggests BERLIN: Boeing Co. Chief Executive Harry Stonecipher has said the US aircraft makers archrival Airbus was exaggerating the speed of recovery in the commercial airplane market.\n",
      "Lowercased Text: boeing ceo says market slower than airbus suggests berlin: boeing co. chief executive harry stonecipher has said the us aircraft makers archrival airbus was exaggerating the speed of recovery in the commercial airplane market.\n",
      "Removed URLs: boeing ceo says market slower than airbus suggests berlin: boeing co. chief executive harry stonecipher has said the us aircraft makers archrival airbus was exaggerating the speed of recovery in the commercial airplane market.\n",
      "Removed HTML Tags: boeing ceo says market slower than airbus suggests berlin: boeing co. chief executive harry stonecipher has said the us aircraft makers archrival airbus was exaggerating the speed of recovery in the commercial airplane market.\n",
      "Removed Special Characters: boeing ceo says market slower than airbus suggests berlin boeing co chief executive harry stonecipher has said the us aircraft makers archrival airbus was exaggerating the speed of recovery in the commercial airplane market\n",
      "Tokens: ['boeing', 'ceo', 'says', 'market', 'slower', 'than', 'airbus', 'suggests', 'berlin', 'boeing', 'co', 'chief', 'executive', 'harry', 'stonecipher', 'has', 'said', 'the', 'us', 'aircraft', 'makers', 'archrival', 'airbus', 'was', 'exaggerating', 'the', 'speed', 'of', 'recovery', 'in', 'the', 'commercial', 'airplane', 'market']\n",
      "Removed Stopwords: ['boeing', 'ceo', 'says', 'market', 'slower', 'airbus', 'suggests', 'berlin', 'boeing', 'co', 'chief', 'executive', 'harry', 'stonecipher', 'said', 'us', 'aircraft', 'makers', 'archrival', 'airbus', 'exaggerating', 'speed', 'recovery', 'commercial', 'airplane', 'market']\n",
      "Stemmed Tokens: ['boe', 'ceo', 'say', 'market', 'slower', 'airbu', 'suggest', 'berlin', 'boe', 'co', 'chief', 'execut', 'harri', 'stoneciph', 'said', 'us', 'aircraft', 'maker', 'archriv', 'airbu', 'exagger', 'speed', 'recoveri', 'commerci', 'airplan', 'market']\n",
      "Final Preprocessed Text: boe ceo say market slower airbu suggest berlin boe co chief execut harri stoneciph said us aircraft maker archriv airbu exagger speed recoveri commerci airplan market\n",
      "\n",
      "Original Text: Crude Futures Ease on News of Good Supply Crude futures eased slightly Thursday after a US government report showed another boost in supplies ahead of the Northern Hemisphere winter.\n",
      "Lowercased Text: crude futures ease on news of good supply crude futures eased slightly thursday after a us government report showed another boost in supplies ahead of the northern hemisphere winter.\n",
      "Removed URLs: crude futures ease on news of good supply crude futures eased slightly thursday after a us government report showed another boost in supplies ahead of the northern hemisphere winter.\n",
      "Removed HTML Tags: crude futures ease on news of good supply crude futures eased slightly thursday after a us government report showed another boost in supplies ahead of the northern hemisphere winter.\n",
      "Removed Special Characters: crude futures ease on news of good supply crude futures eased slightly thursday after a us government report showed another boost in supplies ahead of the northern hemisphere winter\n",
      "Tokens: ['crude', 'futures', 'ease', 'on', 'news', 'of', 'good', 'supply', 'crude', 'futures', 'eased', 'slightly', 'thursday', 'after', 'a', 'us', 'government', 'report', 'showed', 'another', 'boost', 'in', 'supplies', 'ahead', 'of', 'the', 'northern', 'hemisphere', 'winter']\n",
      "Removed Stopwords: ['crude', 'futures', 'ease', 'news', 'good', 'supply', 'crude', 'futures', 'eased', 'slightly', 'thursday', 'us', 'government', 'report', 'showed', 'another', 'boost', 'supplies', 'ahead', 'northern', 'hemisphere', 'winter']\n",
      "Stemmed Tokens: ['crude', 'futur', 'eas', 'news', 'good', 'suppli', 'crude', 'futur', 'eas', 'slightli', 'thursday', 'us', 'govern', 'report', 'show', 'anoth', 'boost', 'suppli', 'ahead', 'northern', 'hemispher', 'winter']\n",
      "Final Preprocessed Text: crude futur eas news good suppli crude futur eas slightli thursday us govern report show anoth boost suppli ahead northern hemispher winter\n",
      "\n",
      "Original Text: Weyerhaeuser Profit Up  NEW YORK (Reuters) - Weyerhaeuser Co.'s  quarterly profit  rose sharply on a large gain from the sale of timberlands in  Georgia and it set tender offers to reduce as much as \\$700  million in debt, the company said on Friday.\n",
      "Lowercased Text: weyerhaeuser profit up  new york (reuters) - weyerhaeuser co.'s  quarterly profit  rose sharply on a large gain from the sale of timberlands in  georgia and it set tender offers to reduce as much as \\$700  million in debt, the company said on friday.\n",
      "Removed URLs: weyerhaeuser profit up  new york (reuters) - weyerhaeuser co.'s  quarterly profit  rose sharply on a large gain from the sale of timberlands in  georgia and it set tender offers to reduce as much as \\$700  million in debt, the company said on friday.\n",
      "Removed HTML Tags: weyerhaeuser profit up  new york (reuters) - weyerhaeuser co.'s  quarterly profit  rose sharply on a large gain from the sale of timberlands in  georgia and it set tender offers to reduce as much as \\$700  million in debt, the company said on friday.\n",
      "Removed Special Characters: weyerhaeuser profit up  new york reuters  weyerhaeuser cos  quarterly profit  rose sharply on a large gain from the sale of timberlands in  georgia and it set tender offers to reduce as much as   million in debt the company said on friday\n",
      "Tokens: ['weyerhaeuser', 'profit', 'up', 'new', 'york', 'reuters', 'weyerhaeuser', 'cos', 'quarterly', 'profit', 'rose', 'sharply', 'on', 'a', 'large', 'gain', 'from', 'the', 'sale', 'of', 'timberlands', 'in', 'georgia', 'and', 'it', 'set', 'tender', 'offers', 'to', 'reduce', 'as', 'much', 'as', 'million', 'in', 'debt', 'the', 'company', 'said', 'on', 'friday']\n",
      "Removed Stopwords: ['weyerhaeuser', 'profit', 'new', 'york', 'reuters', 'weyerhaeuser', 'cos', 'quarterly', 'profit', 'rose', 'sharply', 'large', 'gain', 'sale', 'timberlands', 'georgia', 'set', 'tender', 'offers', 'reduce', 'much', 'million', 'debt', 'company', 'said', 'friday']\n",
      "Stemmed Tokens: ['weyerhaeus', 'profit', 'new', 'york', 'reuter', 'weyerhaeus', 'co', 'quarterli', 'profit', 'rose', 'sharpli', 'larg', 'gain', 'sale', 'timberland', 'georgia', 'set', 'tender', 'offer', 'reduc', 'much', 'million', 'debt', 'compani', 'said', 'friday']\n",
      "Final Preprocessed Text: weyerhaeus profit new york reuter weyerhaeus co quarterli profit rose sharpli larg gain sale timberland georgia set tender offer reduc much million debt compani said friday\n",
      "\n",
      "Original Text: Cisco Systems 1st-Quarter Earnings Rise (Reuters) Reuters - Cisco Systems Inc., the biggest maker\\of equipment that directs data over the Internet, on Tuesday\\said quarterly earnings rose 29 percent on rising demand for\\its networking gear.\n",
      "Lowercased Text: cisco systems 1st-quarter earnings rise (reuters) reuters - cisco systems inc., the biggest maker\\of equipment that directs data over the internet, on tuesday\\said quarterly earnings rose 29 percent on rising demand for\\its networking gear.\n",
      "Removed URLs: cisco systems 1st-quarter earnings rise (reuters) reuters - cisco systems inc., the biggest maker\\of equipment that directs data over the internet, on tuesday\\said quarterly earnings rose 29 percent on rising demand for\\its networking gear.\n",
      "Removed HTML Tags: cisco systems 1st-quarter earnings rise (reuters) reuters - cisco systems inc., the biggest maker\\of equipment that directs data over the internet, on tuesday\\said quarterly earnings rose 29 percent on rising demand for\\its networking gear.\n",
      "Removed Special Characters: cisco systems stquarter earnings rise reuters reuters  cisco systems inc the biggest makerof equipment that directs data over the internet on tuesdaysaid quarterly earnings rose  percent on rising demand forits networking gear\n",
      "Tokens: ['cisco', 'systems', 'stquarter', 'earnings', 'rise', 'reuters', 'reuters', 'cisco', 'systems', 'inc', 'the', 'biggest', 'makerof', 'equipment', 'that', 'directs', 'data', 'over', 'the', 'internet', 'on', 'tuesdaysaid', 'quarterly', 'earnings', 'rose', 'percent', 'on', 'rising', 'demand', 'forits', 'networking', 'gear']\n",
      "Removed Stopwords: ['cisco', 'systems', 'stquarter', 'earnings', 'rise', 'reuters', 'reuters', 'cisco', 'systems', 'inc', 'biggest', 'makerof', 'equipment', 'directs', 'data', 'internet', 'tuesdaysaid', 'quarterly', 'earnings', 'rose', 'percent', 'rising', 'demand', 'forits', 'networking', 'gear']\n",
      "Stemmed Tokens: ['cisco', 'system', 'stquarter', 'earn', 'rise', 'reuter', 'reuter', 'cisco', 'system', 'inc', 'biggest', 'makerof', 'equip', 'direct', 'data', 'internet', 'tuesdaysaid', 'quarterli', 'earn', 'rose', 'percent', 'rise', 'demand', 'forit', 'network', 'gear']\n",
      "Final Preprocessed Text: cisco system stquarter earn rise reuter reuter cisco system inc biggest makerof equip direct data internet tuesdaysaid quarterli earn rose percent rise demand forit network gear\n",
      "\n",
      "Original Text: UPDATE:Sinopec 1H Pft Up 51; To Raise Refining Capacity HONG KONG (Dow Jones)--China Petroleum  amp; Chemical Corp. (SNP), the country #39;s second-largest oil and gas producer, Monday reported a 51 jump in first-half earnings and said it plans to boost its refining capacity by about one-fifth over three years.\n",
      "Lowercased Text: update:sinopec 1h pft up 51; to raise refining capacity hong kong (dow jones)--china petroleum  amp; chemical corp. (snp), the country #39;s second-largest oil and gas producer, monday reported a 51 jump in first-half earnings and said it plans to boost its refining capacity by about one-fifth over three years.\n",
      "Removed URLs: update:sinopec 1h pft up 51; to raise refining capacity hong kong (dow jones)--china petroleum  amp; chemical corp. (snp), the country #39;s second-largest oil and gas producer, monday reported a 51 jump in first-half earnings and said it plans to boost its refining capacity by about one-fifth over three years.\n",
      "Removed HTML Tags: update:sinopec 1h pft up 51; to raise refining capacity hong kong (dow jones)--china petroleum  amp; chemical corp. (snp), the country #39;s second-largest oil and gas producer, monday reported a 51 jump in first-half earnings and said it plans to boost its refining capacity by about one-fifth over three years.\n",
      "Removed Special Characters: updatesinopec h pft up  to raise refining capacity hong kong dow joneschina petroleum  amp chemical corp snp the country s secondlargest oil and gas producer monday reported a  jump in firsthalf earnings and said it plans to boost its refining capacity by about onefifth over three years\n",
      "Tokens: ['updatesinopec', 'h', 'pft', 'up', 'to', 'raise', 'refining', 'capacity', 'hong', 'kong', 'dow', 'joneschina', 'petroleum', 'amp', 'chemical', 'corp', 'snp', 'the', 'country', 's', 'secondlargest', 'oil', 'and', 'gas', 'producer', 'monday', 'reported', 'a', 'jump', 'in', 'firsthalf', 'earnings', 'and', 'said', 'it', 'plans', 'to', 'boost', 'its', 'refining', 'capacity', 'by', 'about', 'onefifth', 'over', 'three', 'years']\n",
      "Removed Stopwords: ['updatesinopec', 'h', 'pft', 'raise', 'refining', 'capacity', 'hong', 'kong', 'dow', 'joneschina', 'petroleum', 'amp', 'chemical', 'corp', 'snp', 'country', 'secondlargest', 'oil', 'gas', 'producer', 'monday', 'reported', 'jump', 'firsthalf', 'earnings', 'said', 'plans', 'boost', 'refining', 'capacity', 'onefifth', 'three', 'years']\n",
      "Stemmed Tokens: ['updatesinopec', 'h', 'pft', 'rais', 'refin', 'capac', 'hong', 'kong', 'dow', 'joneschina', 'petroleum', 'amp', 'chemic', 'corp', 'snp', 'countri', 'secondlargest', 'oil', 'ga', 'produc', 'monday', 'report', 'jump', 'firsthalf', 'earn', 'said', 'plan', 'boost', 'refin', 'capac', 'onefifth', 'three', 'year']\n",
      "Final Preprocessed Text: updatesinopec h pft rais refin capac hong kong dow joneschina petroleum amp chemic corp snp countri secondlargest oil ga produc monday report jump firsthalf earn said plan boost refin capac onefifth three year\n",
      "\n",
      "Original Text: Intel doubles cash dividend MANHASSET, NY - Intel Corp. (Santa Clara, Calif.) has taken some lumps this year due to weakening market conditions and several strategic errors, but the semiconductor supplier remains loyal to its shareholders.\n",
      "Lowercased Text: intel doubles cash dividend manhasset, ny - intel corp. (santa clara, calif.) has taken some lumps this year due to weakening market conditions and several strategic errors, but the semiconductor supplier remains loyal to its shareholders.\n",
      "Removed URLs: intel doubles cash dividend manhasset, ny - intel corp. (santa clara, calif.) has taken some lumps this year due to weakening market conditions and several strategic errors, but the semiconductor supplier remains loyal to its shareholders.\n",
      "Removed HTML Tags: intel doubles cash dividend manhasset, ny - intel corp. (santa clara, calif.) has taken some lumps this year due to weakening market conditions and several strategic errors, but the semiconductor supplier remains loyal to its shareholders.\n",
      "Removed Special Characters: intel doubles cash dividend manhasset ny  intel corp santa clara calif has taken some lumps this year due to weakening market conditions and several strategic errors but the semiconductor supplier remains loyal to its shareholders\n",
      "Tokens: ['intel', 'doubles', 'cash', 'dividend', 'manhasset', 'ny', 'intel', 'corp', 'santa', 'clara', 'calif', 'has', 'taken', 'some', 'lumps', 'this', 'year', 'due', 'to', 'weakening', 'market', 'conditions', 'and', 'several', 'strategic', 'errors', 'but', 'the', 'semiconductor', 'supplier', 'remains', 'loyal', 'to', 'its', 'shareholders']\n",
      "Removed Stopwords: ['intel', 'doubles', 'cash', 'dividend', 'manhasset', 'ny', 'intel', 'corp', 'santa', 'clara', 'calif', 'taken', 'lumps', 'year', 'due', 'weakening', 'market', 'conditions', 'several', 'strategic', 'errors', 'semiconductor', 'supplier', 'remains', 'loyal', 'shareholders']\n",
      "Stemmed Tokens: ['intel', 'doubl', 'cash', 'dividend', 'manhasset', 'ny', 'intel', 'corp', 'santa', 'clara', 'calif', 'taken', 'lump', 'year', 'due', 'weaken', 'market', 'condit', 'sever', 'strateg', 'error', 'semiconductor', 'supplier', 'remain', 'loyal', 'sharehold']\n",
      "Final Preprocessed Text: intel doubl cash dividend manhasset ny intel corp santa clara calif taken lump year due weaken market condit sever strateg error semiconductor supplier remain loyal sharehold\n",
      "\n",
      "Original Text: UPDATE 2-Viacom posts loss on charges; cable networks up Viacom Inc. (VIAb.N: Quote, Profile, Research) (VIA.N: Quote, Profile, Research) on Thursday posted a quarterly loss on charges related to the spinoff of video rental chain Blockbuster \n",
      "Lowercased Text: update 2-viacom posts loss on charges; cable networks up viacom inc. (viab.n: quote, profile, research) (via.n: quote, profile, research) on thursday posted a quarterly loss on charges related to the spinoff of video rental chain blockbuster \n",
      "Removed URLs: update 2-viacom posts loss on charges; cable networks up viacom inc. (viab.n: quote, profile, research) (via.n: quote, profile, research) on thursday posted a quarterly loss on charges related to the spinoff of video rental chain blockbuster \n",
      "Removed HTML Tags: update 2-viacom posts loss on charges; cable networks up viacom inc. (viab.n: quote, profile, research) (via.n: quote, profile, research) on thursday posted a quarterly loss on charges related to the spinoff of video rental chain blockbuster \n",
      "Removed Special Characters: update viacom posts loss on charges cable networks up viacom inc viabn quote profile research vian quote profile research on thursday posted a quarterly loss on charges related to the spinoff of video rental chain blockbuster \n",
      "Tokens: ['update', 'viacom', 'posts', 'loss', 'on', 'charges', 'cable', 'networks', 'up', 'viacom', 'inc', 'viabn', 'quote', 'profile', 'research', 'vian', 'quote', 'profile', 'research', 'on', 'thursday', 'posted', 'a', 'quarterly', 'loss', 'on', 'charges', 'related', 'to', 'the', 'spinoff', 'of', 'video', 'rental', 'chain', 'blockbuster']\n",
      "Removed Stopwords: ['update', 'viacom', 'posts', 'loss', 'charges', 'cable', 'networks', 'viacom', 'inc', 'viabn', 'quote', 'profile', 'research', 'vian', 'quote', 'profile', 'research', 'thursday', 'posted', 'quarterly', 'loss', 'charges', 'related', 'spinoff', 'video', 'rental', 'chain', 'blockbuster']\n",
      "Stemmed Tokens: ['updat', 'viacom', 'post', 'loss', 'charg', 'cabl', 'network', 'viacom', 'inc', 'viabn', 'quot', 'profil', 'research', 'vian', 'quot', 'profil', 'research', 'thursday', 'post', 'quarterli', 'loss', 'charg', 'relat', 'spinoff', 'video', 'rental', 'chain', 'blockbust']\n",
      "Final Preprocessed Text: updat viacom post loss charg cabl network viacom inc viabn quot profil research vian quot profil research thursday post quarterli loss charg relat spinoff video rental chain blockbust\n",
      "\n",
      "Original Text: No Chance of Chiron Vaccine, U.S. Says  WASHINGTON (Reuters) - None of Chiron Corp.'s flu vaccine  made at a British plant is safe, which means the U.S. flu  vaccine supply will be half of what was expected, U.S. health  officials said on Friday.\n",
      "Lowercased Text: no chance of chiron vaccine, u.s. says  washington (reuters) - none of chiron corp.'s flu vaccine  made at a british plant is safe, which means the u.s. flu  vaccine supply will be half of what was expected, u.s. health  officials said on friday.\n",
      "Removed URLs: no chance of chiron vaccine, u.s. says  washington (reuters) - none of chiron corp.'s flu vaccine  made at a british plant is safe, which means the u.s. flu  vaccine supply will be half of what was expected, u.s. health  officials said on friday.\n",
      "Removed HTML Tags: no chance of chiron vaccine, u.s. says  washington (reuters) - none of chiron corp.'s flu vaccine  made at a british plant is safe, which means the u.s. flu  vaccine supply will be half of what was expected, u.s. health  officials said on friday.\n",
      "Removed Special Characters: no chance of chiron vaccine us says  washington reuters  none of chiron corps flu vaccine  made at a british plant is safe which means the us flu  vaccine supply will be half of what was expected us health  officials said on friday\n",
      "Tokens: ['no', 'chance', 'of', 'chiron', 'vaccine', 'us', 'says', 'washington', 'reuters', 'none', 'of', 'chiron', 'corps', 'flu', 'vaccine', 'made', 'at', 'a', 'british', 'plant', 'is', 'safe', 'which', 'means', 'the', 'us', 'flu', 'vaccine', 'supply', 'will', 'be', 'half', 'of', 'what', 'was', 'expected', 'us', 'health', 'officials', 'said', 'on', 'friday']\n",
      "Removed Stopwords: ['chance', 'chiron', 'vaccine', 'us', 'says', 'washington', 'reuters', 'none', 'chiron', 'corps', 'flu', 'vaccine', 'made', 'british', 'plant', 'safe', 'means', 'us', 'flu', 'vaccine', 'supply', 'half', 'expected', 'us', 'health', 'officials', 'said', 'friday']\n",
      "Stemmed Tokens: ['chanc', 'chiron', 'vaccin', 'us', 'say', 'washington', 'reuter', 'none', 'chiron', 'corp', 'flu', 'vaccin', 'made', 'british', 'plant', 'safe', 'mean', 'us', 'flu', 'vaccin', 'suppli', 'half', 'expect', 'us', 'health', 'offici', 'said', 'friday']\n",
      "Final Preprocessed Text: chanc chiron vaccin us say washington reuter none chiron corp flu vaccin made british plant safe mean us flu vaccin suppli half expect us health offici said friday\n",
      "\n",
      "Original Text: Halo 2 scores record sales of \\$125 million in first 24 hours Halo 2 broke entertainment retail records in its first 24 hours. Microsoft Game Studios said that the video game sold through 2.4 million stores in the US and Canada raking in \\$125 million in sales.\n",
      "Lowercased Text: halo 2 scores record sales of \\$125 million in first 24 hours halo 2 broke entertainment retail records in its first 24 hours. microsoft game studios said that the video game sold through 2.4 million stores in the us and canada raking in \\$125 million in sales.\n",
      "Removed URLs: halo 2 scores record sales of \\$125 million in first 24 hours halo 2 broke entertainment retail records in its first 24 hours. microsoft game studios said that the video game sold through 2.4 million stores in the us and canada raking in \\$125 million in sales.\n",
      "Removed HTML Tags: halo 2 scores record sales of \\$125 million in first 24 hours halo 2 broke entertainment retail records in its first 24 hours. microsoft game studios said that the video game sold through 2.4 million stores in the us and canada raking in \\$125 million in sales.\n",
      "Removed Special Characters: halo  scores record sales of  million in first  hours halo  broke entertainment retail records in its first  hours microsoft game studios said that the video game sold through  million stores in the us and canada raking in  million in sales\n",
      "Tokens: ['halo', 'scores', 'record', 'sales', 'of', 'million', 'in', 'first', 'hours', 'halo', 'broke', 'entertainment', 'retail', 'records', 'in', 'its', 'first', 'hours', 'microsoft', 'game', 'studios', 'said', 'that', 'the', 'video', 'game', 'sold', 'through', 'million', 'stores', 'in', 'the', 'us', 'and', 'canada', 'raking', 'in', 'million', 'in', 'sales']\n",
      "Removed Stopwords: ['halo', 'scores', 'record', 'sales', 'million', 'first', 'hours', 'halo', 'broke', 'entertainment', 'retail', 'records', 'first', 'hours', 'microsoft', 'game', 'studios', 'said', 'video', 'game', 'sold', 'million', 'stores', 'us', 'canada', 'raking', 'million', 'sales']\n",
      "Stemmed Tokens: ['halo', 'score', 'record', 'sale', 'million', 'first', 'hour', 'halo', 'broke', 'entertain', 'retail', 'record', 'first', 'hour', 'microsoft', 'game', 'studio', 'said', 'video', 'game', 'sold', 'million', 'store', 'us', 'canada', 'rake', 'million', 'sale']\n",
      "Final Preprocessed Text: halo score record sale million first hour halo broke entertain retail record first hour microsoft game studio said video game sold million store us canada rake million sale\n",
      "\n",
      "Original Text: Oil Steady as Winter Worries Stem Decline  LONDON (Reuters) - Oil prices were steady on Thursday as  concern over lean heating fuel supplies in the United States  and Europe ahead of winter stemmed falls of nearly \\$10 since  late October.\n",
      "Lowercased Text: oil steady as winter worries stem decline  london (reuters) - oil prices were steady on thursday as  concern over lean heating fuel supplies in the united states  and europe ahead of winter stemmed falls of nearly \\$10 since  late october.\n",
      "Removed URLs: oil steady as winter worries stem decline  london (reuters) - oil prices were steady on thursday as  concern over lean heating fuel supplies in the united states  and europe ahead of winter stemmed falls of nearly \\$10 since  late october.\n",
      "Removed HTML Tags: oil steady as winter worries stem decline  london (reuters) - oil prices were steady on thursday as  concern over lean heating fuel supplies in the united states  and europe ahead of winter stemmed falls of nearly \\$10 since  late october.\n",
      "Removed Special Characters: oil steady as winter worries stem decline  london reuters  oil prices were steady on thursday as  concern over lean heating fuel supplies in the united states  and europe ahead of winter stemmed falls of nearly  since  late october\n",
      "Tokens: ['oil', 'steady', 'as', 'winter', 'worries', 'stem', 'decline', 'london', 'reuters', 'oil', 'prices', 'were', 'steady', 'on', 'thursday', 'as', 'concern', 'over', 'lean', 'heating', 'fuel', 'supplies', 'in', 'the', 'united', 'states', 'and', 'europe', 'ahead', 'of', 'winter', 'stemmed', 'falls', 'of', 'nearly', 'since', 'late', 'october']\n",
      "Removed Stopwords: ['oil', 'steady', 'winter', 'worries', 'stem', 'decline', 'london', 'reuters', 'oil', 'prices', 'steady', 'thursday', 'concern', 'lean', 'heating', 'fuel', 'supplies', 'united', 'states', 'europe', 'ahead', 'winter', 'stemmed', 'falls', 'nearly', 'since', 'late', 'october']\n",
      "Stemmed Tokens: ['oil', 'steadi', 'winter', 'worri', 'stem', 'declin', 'london', 'reuter', 'oil', 'price', 'steadi', 'thursday', 'concern', 'lean', 'heat', 'fuel', 'suppli', 'unit', 'state', 'europ', 'ahead', 'winter', 'stem', 'fall', 'nearli', 'sinc', 'late', 'octob']\n",
      "Final Preprocessed Text: oil steadi winter worri stem declin london reuter oil price steadi thursday concern lean heat fuel suppli unit state europ ahead winter stem fall nearli sinc late octob\n",
      "\n",
      "Original Text: Hotel workers #39; lockout off for now Employers, union OK 60-day &lt;b&gt;...&lt;/b&gt; Thirty-eight raucous days of picket lines, tough talk and the angst of 4,300 San Francisco hotel workers locked out of their jobs with the holidays nigh were put aside Saturday when negotiators for the hotels and the workers #39; union agreed to a 60-day \n",
      "Lowercased Text: hotel workers #39; lockout off for now employers, union ok 60-day &lt;b&gt;...&lt;/b&gt; thirty-eight raucous days of picket lines, tough talk and the angst of 4,300 san francisco hotel workers locked out of their jobs with the holidays nigh were put aside saturday when negotiators for the hotels and the workers #39; union agreed to a 60-day \n",
      "Removed URLs: hotel workers #39; lockout off for now employers, union ok 60-day &lt;b&gt;...&lt;/b&gt; thirty-eight raucous days of picket lines, tough talk and the angst of 4,300 san francisco hotel workers locked out of their jobs with the holidays nigh were put aside saturday when negotiators for the hotels and the workers #39; union agreed to a 60-day \n",
      "Removed HTML Tags: hotel workers #39; lockout off for now employers, union ok 60-day &lt;b&gt;...&lt;/b&gt; thirty-eight raucous days of picket lines, tough talk and the angst of 4,300 san francisco hotel workers locked out of their jobs with the holidays nigh were put aside saturday when negotiators for the hotels and the workers #39; union agreed to a 60-day \n",
      "Removed Special Characters: hotel workers  lockout off for now employers union ok day ltbgtltbgt thirtyeight raucous days of picket lines tough talk and the angst of  san francisco hotel workers locked out of their jobs with the holidays nigh were put aside saturday when negotiators for the hotels and the workers  union agreed to a day \n",
      "Tokens: ['hotel', 'workers', 'lockout', 'off', 'for', 'now', 'employers', 'union', 'ok', 'day', 'ltbgtltbgt', 'thirtyeight', 'raucous', 'days', 'of', 'picket', 'lines', 'tough', 'talk', 'and', 'the', 'angst', 'of', 'san', 'francisco', 'hotel', 'workers', 'locked', 'out', 'of', 'their', 'jobs', 'with', 'the', 'holidays', 'nigh', 'were', 'put', 'aside', 'saturday', 'when', 'negotiators', 'for', 'the', 'hotels', 'and', 'the', 'workers', 'union', 'agreed', 'to', 'a', 'day']\n",
      "Removed Stopwords: ['hotel', 'workers', 'lockout', 'employers', 'union', 'ok', 'day', 'ltbgtltbgt', 'thirtyeight', 'raucous', 'days', 'picket', 'lines', 'tough', 'talk', 'angst', 'san', 'francisco', 'hotel', 'workers', 'locked', 'jobs', 'holidays', 'nigh', 'put', 'aside', 'saturday', 'negotiators', 'hotels', 'workers', 'union', 'agreed', 'day']\n",
      "Stemmed Tokens: ['hotel', 'worker', 'lockout', 'employ', 'union', 'ok', 'day', 'ltbgtltbgt', 'thirtyeight', 'raucou', 'day', 'picket', 'line', 'tough', 'talk', 'angst', 'san', 'francisco', 'hotel', 'worker', 'lock', 'job', 'holiday', 'nigh', 'put', 'asid', 'saturday', 'negoti', 'hotel', 'worker', 'union', 'agre', 'day']\n",
      "Final Preprocessed Text: hotel worker lockout employ union ok day ltbgtltbgt thirtyeight raucou day picket line tough talk angst san francisco hotel worker lock job holiday nigh put asid saturday negoti hotel worker union agre day\n",
      "\n",
      "Original Text: Insurance firms can take hit Florida insurance companies can cover the losses of Hurricanes Charley and Frances, even if a few small insurers fail, the state #39;s chief financial officer said Tuesday.\n",
      "Lowercased Text: insurance firms can take hit florida insurance companies can cover the losses of hurricanes charley and frances, even if a few small insurers fail, the state #39;s chief financial officer said tuesday.\n",
      "Removed URLs: insurance firms can take hit florida insurance companies can cover the losses of hurricanes charley and frances, even if a few small insurers fail, the state #39;s chief financial officer said tuesday.\n",
      "Removed HTML Tags: insurance firms can take hit florida insurance companies can cover the losses of hurricanes charley and frances, even if a few small insurers fail, the state #39;s chief financial officer said tuesday.\n",
      "Removed Special Characters: insurance firms can take hit florida insurance companies can cover the losses of hurricanes charley and frances even if a few small insurers fail the state s chief financial officer said tuesday\n",
      "Tokens: ['insurance', 'firms', 'can', 'take', 'hit', 'florida', 'insurance', 'companies', 'can', 'cover', 'the', 'losses', 'of', 'hurricanes', 'charley', 'and', 'frances', 'even', 'if', 'a', 'few', 'small', 'insurers', 'fail', 'the', 'state', 's', 'chief', 'financial', 'officer', 'said', 'tuesday']\n",
      "Removed Stopwords: ['insurance', 'firms', 'take', 'hit', 'florida', 'insurance', 'companies', 'cover', 'losses', 'hurricanes', 'charley', 'frances', 'even', 'small', 'insurers', 'fail', 'state', 'chief', 'financial', 'officer', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['insur', 'firm', 'take', 'hit', 'florida', 'insur', 'compani', 'cover', 'loss', 'hurrican', 'charley', 'franc', 'even', 'small', 'insur', 'fail', 'state', 'chief', 'financi', 'offic', 'said', 'tuesday']\n",
      "Final Preprocessed Text: insur firm take hit florida insur compani cover loss hurrican charley franc even small insur fail state chief financi offic said tuesday\n",
      "\n",
      "Original Text: Report: Construction boom ahead A report released on Monday by the Washington-based Brookings Institution says that half of the residential, commercial and industrial buildings that will be up in 2030 in the largest metropolitan areas don #39;t yet exist.\n",
      "Lowercased Text: report: construction boom ahead a report released on monday by the washington-based brookings institution says that half of the residential, commercial and industrial buildings that will be up in 2030 in the largest metropolitan areas don #39;t yet exist.\n",
      "Removed URLs: report: construction boom ahead a report released on monday by the washington-based brookings institution says that half of the residential, commercial and industrial buildings that will be up in 2030 in the largest metropolitan areas don #39;t yet exist.\n",
      "Removed HTML Tags: report: construction boom ahead a report released on monday by the washington-based brookings institution says that half of the residential, commercial and industrial buildings that will be up in 2030 in the largest metropolitan areas don #39;t yet exist.\n",
      "Removed Special Characters: report construction boom ahead a report released on monday by the washingtonbased brookings institution says that half of the residential commercial and industrial buildings that will be up in  in the largest metropolitan areas don t yet exist\n",
      "Tokens: ['report', 'construction', 'boom', 'ahead', 'a', 'report', 'released', 'on', 'monday', 'by', 'the', 'washingtonbased', 'brookings', 'institution', 'says', 'that', 'half', 'of', 'the', 'residential', 'commercial', 'and', 'industrial', 'buildings', 'that', 'will', 'be', 'up', 'in', 'in', 'the', 'largest', 'metropolitan', 'areas', 'don', 't', 'yet', 'exist']\n",
      "Removed Stopwords: ['report', 'construction', 'boom', 'ahead', 'report', 'released', 'monday', 'washingtonbased', 'brookings', 'institution', 'says', 'half', 'residential', 'commercial', 'industrial', 'buildings', 'largest', 'metropolitan', 'areas', 'yet', 'exist']\n",
      "Stemmed Tokens: ['report', 'construct', 'boom', 'ahead', 'report', 'releas', 'monday', 'washingtonbas', 'brook', 'institut', 'say', 'half', 'residenti', 'commerci', 'industri', 'build', 'largest', 'metropolitan', 'area', 'yet', 'exist']\n",
      "Final Preprocessed Text: report construct boom ahead report releas monday washingtonbas brook institut say half residenti commerci industri build largest metropolitan area yet exist\n",
      "\n",
      "Original Text: Colgate Profit Falls on Higher Costs  NEW YORK (Reuters) - Colgate-Palmolive Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=CL.N target=/stocks/quickinfo/fullquote\"&gt;CL.N&lt;/A&gt; on  Wednesday said profit fell in the third quarter, as it warned  it would a month ago, because of increased marketing spending  and higher costs for raw materials.\n",
      "Lowercased Text: colgate profit falls on higher costs  new york (reuters) - colgate-palmolive co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=cl.n target=/stocks/quickinfo/fullquote\"&gt;cl.n&lt;/a&gt; on  wednesday said profit fell in the third quarter, as it warned  it would a month ago, because of increased marketing spending  and higher costs for raw materials.\n",
      "Removed URLs: colgate profit falls on higher costs  new york (reuters) - colgate-palmolive co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;cl.n&lt;/a&gt; on  wednesday said profit fell in the third quarter, as it warned  it would a month ago, because of increased marketing spending  and higher costs for raw materials.\n",
      "Removed HTML Tags: colgate profit falls on higher costs  new york (reuters) - colgate-palmolive co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;cl.n&lt;/a&gt; on  wednesday said profit fell in the third quarter, as it warned  it would a month ago, because of increased marketing spending  and higher costs for raw materials.\n",
      "Removed Special Characters: colgate profit falls on higher costs  new york reuters  colgatepalmolive co lta href targetstocksquickinfofullquotegtclnltagt on  wednesday said profit fell in the third quarter as it warned  it would a month ago because of increased marketing spending  and higher costs for raw materials\n",
      "Tokens: ['colgate', 'profit', 'falls', 'on', 'higher', 'costs', 'new', 'york', 'reuters', 'colgatepalmolive', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtclnltagt', 'on', 'wednesday', 'said', 'profit', 'fell', 'in', 'the', 'third', 'quarter', 'as', 'it', 'warned', 'it', 'would', 'a', 'month', 'ago', 'because', 'of', 'increased', 'marketing', 'spending', 'and', 'higher', 'costs', 'for', 'raw', 'materials']\n",
      "Removed Stopwords: ['colgate', 'profit', 'falls', 'higher', 'costs', 'new', 'york', 'reuters', 'colgatepalmolive', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtclnltagt', 'wednesday', 'said', 'profit', 'fell', 'third', 'quarter', 'warned', 'would', 'month', 'ago', 'increased', 'marketing', 'spending', 'higher', 'costs', 'raw', 'materials']\n",
      "Stemmed Tokens: ['colgat', 'profit', 'fall', 'higher', 'cost', 'new', 'york', 'reuter', 'colgatepalmol', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtclnltagt', 'wednesday', 'said', 'profit', 'fell', 'third', 'quarter', 'warn', 'would', 'month', 'ago', 'increas', 'market', 'spend', 'higher', 'cost', 'raw', 'materi']\n",
      "Final Preprocessed Text: colgat profit fall higher cost new york reuter colgatepalmol co lta href targetstocksquickinfofullquotegtclnltagt wednesday said profit fell third quarter warn would month ago increas market spend higher cost raw materi\n",
      "\n",
      "Original Text: UPDATE 2-Sprint raises forecast, cuts \\$3.5 bln from assets Sprint Corp. (FON.N: Quote, Profile, Research) on Tuesday reported a larger third-quarter loss due to a \\$3.5 billion write-down in the value of its long-distance assets.\n",
      "Lowercased Text: update 2-sprint raises forecast, cuts \\$3.5 bln from assets sprint corp. (fon.n: quote, profile, research) on tuesday reported a larger third-quarter loss due to a \\$3.5 billion write-down in the value of its long-distance assets.\n",
      "Removed URLs: update 2-sprint raises forecast, cuts \\$3.5 bln from assets sprint corp. (fon.n: quote, profile, research) on tuesday reported a larger third-quarter loss due to a \\$3.5 billion write-down in the value of its long-distance assets.\n",
      "Removed HTML Tags: update 2-sprint raises forecast, cuts \\$3.5 bln from assets sprint corp. (fon.n: quote, profile, research) on tuesday reported a larger third-quarter loss due to a \\$3.5 billion write-down in the value of its long-distance assets.\n",
      "Removed Special Characters: update sprint raises forecast cuts  bln from assets sprint corp fonn quote profile research on tuesday reported a larger thirdquarter loss due to a  billion writedown in the value of its longdistance assets\n",
      "Tokens: ['update', 'sprint', 'raises', 'forecast', 'cuts', 'bln', 'from', 'assets', 'sprint', 'corp', 'fonn', 'quote', 'profile', 'research', 'on', 'tuesday', 'reported', 'a', 'larger', 'thirdquarter', 'loss', 'due', 'to', 'a', 'billion', 'writedown', 'in', 'the', 'value', 'of', 'its', 'longdistance', 'assets']\n",
      "Removed Stopwords: ['update', 'sprint', 'raises', 'forecast', 'cuts', 'bln', 'assets', 'sprint', 'corp', 'fonn', 'quote', 'profile', 'research', 'tuesday', 'reported', 'larger', 'thirdquarter', 'loss', 'due', 'billion', 'writedown', 'value', 'longdistance', 'assets']\n",
      "Stemmed Tokens: ['updat', 'sprint', 'rais', 'forecast', 'cut', 'bln', 'asset', 'sprint', 'corp', 'fonn', 'quot', 'profil', 'research', 'tuesday', 'report', 'larger', 'thirdquart', 'loss', 'due', 'billion', 'writedown', 'valu', 'longdist', 'asset']\n",
      "Final Preprocessed Text: updat sprint rais forecast cut bln asset sprint corp fonn quot profil research tuesday report larger thirdquart loss due billion writedown valu longdist asset\n",
      "\n",
      "Original Text: AOL Is Said to Plan 700 Layoffs America Online, the country #39;s leading Internet service, is preparing to lay off as many as 700 of its 13,000 employees in the United States, according to an executive knowledgeable about its plans.\n",
      "Lowercased Text: aol is said to plan 700 layoffs america online, the country #39;s leading internet service, is preparing to lay off as many as 700 of its 13,000 employees in the united states, according to an executive knowledgeable about its plans.\n",
      "Removed URLs: aol is said to plan 700 layoffs america online, the country #39;s leading internet service, is preparing to lay off as many as 700 of its 13,000 employees in the united states, according to an executive knowledgeable about its plans.\n",
      "Removed HTML Tags: aol is said to plan 700 layoffs america online, the country #39;s leading internet service, is preparing to lay off as many as 700 of its 13,000 employees in the united states, according to an executive knowledgeable about its plans.\n",
      "Removed Special Characters: aol is said to plan  layoffs america online the country s leading internet service is preparing to lay off as many as  of its  employees in the united states according to an executive knowledgeable about its plans\n",
      "Tokens: ['aol', 'is', 'said', 'to', 'plan', 'layoffs', 'america', 'online', 'the', 'country', 's', 'leading', 'internet', 'service', 'is', 'preparing', 'to', 'lay', 'off', 'as', 'many', 'as', 'of', 'its', 'employees', 'in', 'the', 'united', 'states', 'according', 'to', 'an', 'executive', 'knowledgeable', 'about', 'its', 'plans']\n",
      "Removed Stopwords: ['aol', 'said', 'plan', 'layoffs', 'america', 'online', 'country', 'leading', 'internet', 'service', 'preparing', 'lay', 'many', 'employees', 'united', 'states', 'according', 'executive', 'knowledgeable', 'plans']\n",
      "Stemmed Tokens: ['aol', 'said', 'plan', 'layoff', 'america', 'onlin', 'countri', 'lead', 'internet', 'servic', 'prepar', 'lay', 'mani', 'employe', 'unit', 'state', 'accord', 'execut', 'knowledg', 'plan']\n",
      "Final Preprocessed Text: aol said plan layoff america onlin countri lead internet servic prepar lay mani employe unit state accord execut knowledg plan\n",
      "\n",
      "Original Text: It may be end of line for narrow track Hurricane forecasters debate the usefulness of the  quot;skinny line quot; in tracking maps, and look at more accurate alternatives.\n",
      "Lowercased Text: it may be end of line for narrow track hurricane forecasters debate the usefulness of the  quot;skinny line quot; in tracking maps, and look at more accurate alternatives.\n",
      "Removed URLs: it may be end of line for narrow track hurricane forecasters debate the usefulness of the  quot;skinny line quot; in tracking maps, and look at more accurate alternatives.\n",
      "Removed HTML Tags: it may be end of line for narrow track hurricane forecasters debate the usefulness of the  quot;skinny line quot; in tracking maps, and look at more accurate alternatives.\n",
      "Removed Special Characters: it may be end of line for narrow track hurricane forecasters debate the usefulness of the  quotskinny line quot in tracking maps and look at more accurate alternatives\n",
      "Tokens: ['it', 'may', 'be', 'end', 'of', 'line', 'for', 'narrow', 'track', 'hurricane', 'forecasters', 'debate', 'the', 'usefulness', 'of', 'the', 'quotskinny', 'line', 'quot', 'in', 'tracking', 'maps', 'and', 'look', 'at', 'more', 'accurate', 'alternatives']\n",
      "Removed Stopwords: ['may', 'end', 'line', 'narrow', 'track', 'hurricane', 'forecasters', 'debate', 'usefulness', 'quotskinny', 'line', 'quot', 'tracking', 'maps', 'look', 'accurate', 'alternatives']\n",
      "Stemmed Tokens: ['may', 'end', 'line', 'narrow', 'track', 'hurrican', 'forecast', 'debat', 'use', 'quotskinni', 'line', 'quot', 'track', 'map', 'look', 'accur', 'altern']\n",
      "Final Preprocessed Text: may end line narrow track hurrican forecast debat use quotskinni line quot track map look accur altern\n",
      "\n",
      "Original Text: Singapore Air plans \\$7.35B Boeing order Singapore Airlines plans to buy up to 31 Boeing long-range 777-300ER planes worth about \\$7.35 billion, the carrier said Wednesday.\n",
      "Lowercased Text: singapore air plans \\$7.35b boeing order singapore airlines plans to buy up to 31 boeing long-range 777-300er planes worth about \\$7.35 billion, the carrier said wednesday.\n",
      "Removed URLs: singapore air plans \\$7.35b boeing order singapore airlines plans to buy up to 31 boeing long-range 777-300er planes worth about \\$7.35 billion, the carrier said wednesday.\n",
      "Removed HTML Tags: singapore air plans \\$7.35b boeing order singapore airlines plans to buy up to 31 boeing long-range 777-300er planes worth about \\$7.35 billion, the carrier said wednesday.\n",
      "Removed Special Characters: singapore air plans b boeing order singapore airlines plans to buy up to  boeing longrange er planes worth about  billion the carrier said wednesday\n",
      "Tokens: ['singapore', 'air', 'plans', 'b', 'boeing', 'order', 'singapore', 'airlines', 'plans', 'to', 'buy', 'up', 'to', 'boeing', 'longrange', 'er', 'planes', 'worth', 'about', 'billion', 'the', 'carrier', 'said', 'wednesday']\n",
      "Removed Stopwords: ['singapore', 'air', 'plans', 'b', 'boeing', 'order', 'singapore', 'airlines', 'plans', 'buy', 'boeing', 'longrange', 'er', 'planes', 'worth', 'billion', 'carrier', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['singapor', 'air', 'plan', 'b', 'boe', 'order', 'singapor', 'airlin', 'plan', 'buy', 'boe', 'longrang', 'er', 'plane', 'worth', 'billion', 'carrier', 'said', 'wednesday']\n",
      "Final Preprocessed Text: singapor air plan b boe order singapor airlin plan buy boe longrang er plane worth billion carrier said wednesday\n",
      "\n",
      "Original Text: Subsidy ruling a sweet victory for sugar producers The Federal Government has hailed a World Trade Organisation ruling that European subsidies for sugar producers are in breach of international trade rules.\n",
      "Lowercased Text: subsidy ruling a sweet victory for sugar producers the federal government has hailed a world trade organisation ruling that european subsidies for sugar producers are in breach of international trade rules.\n",
      "Removed URLs: subsidy ruling a sweet victory for sugar producers the federal government has hailed a world trade organisation ruling that european subsidies for sugar producers are in breach of international trade rules.\n",
      "Removed HTML Tags: subsidy ruling a sweet victory for sugar producers the federal government has hailed a world trade organisation ruling that european subsidies for sugar producers are in breach of international trade rules.\n",
      "Removed Special Characters: subsidy ruling a sweet victory for sugar producers the federal government has hailed a world trade organisation ruling that european subsidies for sugar producers are in breach of international trade rules\n",
      "Tokens: ['subsidy', 'ruling', 'a', 'sweet', 'victory', 'for', 'sugar', 'producers', 'the', 'federal', 'government', 'has', 'hailed', 'a', 'world', 'trade', 'organisation', 'ruling', 'that', 'european', 'subsidies', 'for', 'sugar', 'producers', 'are', 'in', 'breach', 'of', 'international', 'trade', 'rules']\n",
      "Removed Stopwords: ['subsidy', 'ruling', 'sweet', 'victory', 'sugar', 'producers', 'federal', 'government', 'hailed', 'world', 'trade', 'organisation', 'ruling', 'european', 'subsidies', 'sugar', 'producers', 'breach', 'international', 'trade', 'rules']\n",
      "Stemmed Tokens: ['subsidi', 'rule', 'sweet', 'victori', 'sugar', 'produc', 'feder', 'govern', 'hail', 'world', 'trade', 'organis', 'rule', 'european', 'subsidi', 'sugar', 'produc', 'breach', 'intern', 'trade', 'rule']\n",
      "Final Preprocessed Text: subsidi rule sweet victori sugar produc feder govern hail world trade organis rule european subsidi sugar produc breach intern trade rule\n",
      "\n",
      "Original Text: Cost of borrowing goes up in US America #39;s central bank, the Federal Reserve, last night raised interest rates for the fourth time in six months and warned US consumers and businesses to expect further increases in the cost of borrowing over the coming months.\n",
      "Lowercased Text: cost of borrowing goes up in us america #39;s central bank, the federal reserve, last night raised interest rates for the fourth time in six months and warned us consumers and businesses to expect further increases in the cost of borrowing over the coming months.\n",
      "Removed URLs: cost of borrowing goes up in us america #39;s central bank, the federal reserve, last night raised interest rates for the fourth time in six months and warned us consumers and businesses to expect further increases in the cost of borrowing over the coming months.\n",
      "Removed HTML Tags: cost of borrowing goes up in us america #39;s central bank, the federal reserve, last night raised interest rates for the fourth time in six months and warned us consumers and businesses to expect further increases in the cost of borrowing over the coming months.\n",
      "Removed Special Characters: cost of borrowing goes up in us america s central bank the federal reserve last night raised interest rates for the fourth time in six months and warned us consumers and businesses to expect further increases in the cost of borrowing over the coming months\n",
      "Tokens: ['cost', 'of', 'borrowing', 'goes', 'up', 'in', 'us', 'america', 's', 'central', 'bank', 'the', 'federal', 'reserve', 'last', 'night', 'raised', 'interest', 'rates', 'for', 'the', 'fourth', 'time', 'in', 'six', 'months', 'and', 'warned', 'us', 'consumers', 'and', 'businesses', 'to', 'expect', 'further', 'increases', 'in', 'the', 'cost', 'of', 'borrowing', 'over', 'the', 'coming', 'months']\n",
      "Removed Stopwords: ['cost', 'borrowing', 'goes', 'us', 'america', 'central', 'bank', 'federal', 'reserve', 'last', 'night', 'raised', 'interest', 'rates', 'fourth', 'time', 'six', 'months', 'warned', 'us', 'consumers', 'businesses', 'expect', 'increases', 'cost', 'borrowing', 'coming', 'months']\n",
      "Stemmed Tokens: ['cost', 'borrow', 'goe', 'us', 'america', 'central', 'bank', 'feder', 'reserv', 'last', 'night', 'rais', 'interest', 'rate', 'fourth', 'time', 'six', 'month', 'warn', 'us', 'consum', 'busi', 'expect', 'increas', 'cost', 'borrow', 'come', 'month']\n",
      "Final Preprocessed Text: cost borrow goe us america central bank feder reserv last night rais interest rate fourth time six month warn us consum busi expect increas cost borrow come month\n",
      "\n",
      "Original Text: Nissan #39;s supply shortage sends steel stocks up US steelmakers #39; shares rose sharply yesterday, with US Steel, Allegheny Technologies and Nucor (which operates a mill in Seattle) reaching their highest prices in at least seven years, after Nissan said the metal is in short supply in Japan.\n",
      "Lowercased Text: nissan #39;s supply shortage sends steel stocks up us steelmakers #39; shares rose sharply yesterday, with us steel, allegheny technologies and nucor (which operates a mill in seattle) reaching their highest prices in at least seven years, after nissan said the metal is in short supply in japan.\n",
      "Removed URLs: nissan #39;s supply shortage sends steel stocks up us steelmakers #39; shares rose sharply yesterday, with us steel, allegheny technologies and nucor (which operates a mill in seattle) reaching their highest prices in at least seven years, after nissan said the metal is in short supply in japan.\n",
      "Removed HTML Tags: nissan #39;s supply shortage sends steel stocks up us steelmakers #39; shares rose sharply yesterday, with us steel, allegheny technologies and nucor (which operates a mill in seattle) reaching their highest prices in at least seven years, after nissan said the metal is in short supply in japan.\n",
      "Removed Special Characters: nissan s supply shortage sends steel stocks up us steelmakers  shares rose sharply yesterday with us steel allegheny technologies and nucor which operates a mill in seattle reaching their highest prices in at least seven years after nissan said the metal is in short supply in japan\n",
      "Tokens: ['nissan', 's', 'supply', 'shortage', 'sends', 'steel', 'stocks', 'up', 'us', 'steelmakers', 'shares', 'rose', 'sharply', 'yesterday', 'with', 'us', 'steel', 'allegheny', 'technologies', 'and', 'nucor', 'which', 'operates', 'a', 'mill', 'in', 'seattle', 'reaching', 'their', 'highest', 'prices', 'in', 'at', 'least', 'seven', 'years', 'after', 'nissan', 'said', 'the', 'metal', 'is', 'in', 'short', 'supply', 'in', 'japan']\n",
      "Removed Stopwords: ['nissan', 'supply', 'shortage', 'sends', 'steel', 'stocks', 'us', 'steelmakers', 'shares', 'rose', 'sharply', 'yesterday', 'us', 'steel', 'allegheny', 'technologies', 'nucor', 'operates', 'mill', 'seattle', 'reaching', 'highest', 'prices', 'least', 'seven', 'years', 'nissan', 'said', 'metal', 'short', 'supply', 'japan']\n",
      "Stemmed Tokens: ['nissan', 'suppli', 'shortag', 'send', 'steel', 'stock', 'us', 'steelmak', 'share', 'rose', 'sharpli', 'yesterday', 'us', 'steel', 'allegheni', 'technolog', 'nucor', 'oper', 'mill', 'seattl', 'reach', 'highest', 'price', 'least', 'seven', 'year', 'nissan', 'said', 'metal', 'short', 'suppli', 'japan']\n",
      "Final Preprocessed Text: nissan suppli shortag send steel stock us steelmak share rose sharpli yesterday us steel allegheni technolog nucor oper mill seattl reach highest price least seven year nissan said metal short suppli japan\n",
      "\n",
      "Original Text: Spitzer Targets Brokers Thursday's actions are the first shots in what Spitzer called an investigation of widespread corruption in the insurance industry.\n",
      "Lowercased Text: spitzer targets brokers thursday's actions are the first shots in what spitzer called an investigation of widespread corruption in the insurance industry.\n",
      "Removed URLs: spitzer targets brokers thursday's actions are the first shots in what spitzer called an investigation of widespread corruption in the insurance industry.\n",
      "Removed HTML Tags: spitzer targets brokers thursday's actions are the first shots in what spitzer called an investigation of widespread corruption in the insurance industry.\n",
      "Removed Special Characters: spitzer targets brokers thursdays actions are the first shots in what spitzer called an investigation of widespread corruption in the insurance industry\n",
      "Tokens: ['spitzer', 'targets', 'brokers', 'thursdays', 'actions', 'are', 'the', 'first', 'shots', 'in', 'what', 'spitzer', 'called', 'an', 'investigation', 'of', 'widespread', 'corruption', 'in', 'the', 'insurance', 'industry']\n",
      "Removed Stopwords: ['spitzer', 'targets', 'brokers', 'thursdays', 'actions', 'first', 'shots', 'spitzer', 'called', 'investigation', 'widespread', 'corruption', 'insurance', 'industry']\n",
      "Stemmed Tokens: ['spitzer', 'target', 'broker', 'thursday', 'action', 'first', 'shot', 'spitzer', 'call', 'investig', 'widespread', 'corrupt', 'insur', 'industri']\n",
      "Final Preprocessed Text: spitzer target broker thursday action first shot spitzer call investig widespread corrupt insur industri\n",
      "\n",
      "Original Text: Goldcorp Says It Will Review Glamis Bid Gold miner Goldcorp Inc. on Friday said its board is willing to review and evaluate a takeover offer from Glamis Gold Ltd. that would break up its friendly merger agreement with Wheaton River Minerals Ltd.\n",
      "Lowercased Text: goldcorp says it will review glamis bid gold miner goldcorp inc. on friday said its board is willing to review and evaluate a takeover offer from glamis gold ltd. that would break up its friendly merger agreement with wheaton river minerals ltd.\n",
      "Removed URLs: goldcorp says it will review glamis bid gold miner goldcorp inc. on friday said its board is willing to review and evaluate a takeover offer from glamis gold ltd. that would break up its friendly merger agreement with wheaton river minerals ltd.\n",
      "Removed HTML Tags: goldcorp says it will review glamis bid gold miner goldcorp inc. on friday said its board is willing to review and evaluate a takeover offer from glamis gold ltd. that would break up its friendly merger agreement with wheaton river minerals ltd.\n",
      "Removed Special Characters: goldcorp says it will review glamis bid gold miner goldcorp inc on friday said its board is willing to review and evaluate a takeover offer from glamis gold ltd that would break up its friendly merger agreement with wheaton river minerals ltd\n",
      "Tokens: ['goldcorp', 'says', 'it', 'will', 'review', 'glamis', 'bid', 'gold', 'miner', 'goldcorp', 'inc', 'on', 'friday', 'said', 'its', 'board', 'is', 'willing', 'to', 'review', 'and', 'evaluate', 'a', 'takeover', 'offer', 'from', 'glamis', 'gold', 'ltd', 'that', 'would', 'break', 'up', 'its', 'friendly', 'merger', 'agreement', 'with', 'wheaton', 'river', 'minerals', 'ltd']\n",
      "Removed Stopwords: ['goldcorp', 'says', 'review', 'glamis', 'bid', 'gold', 'miner', 'goldcorp', 'inc', 'friday', 'said', 'board', 'willing', 'review', 'evaluate', 'takeover', 'offer', 'glamis', 'gold', 'ltd', 'would', 'break', 'friendly', 'merger', 'agreement', 'wheaton', 'river', 'minerals', 'ltd']\n",
      "Stemmed Tokens: ['goldcorp', 'say', 'review', 'glami', 'bid', 'gold', 'miner', 'goldcorp', 'inc', 'friday', 'said', 'board', 'will', 'review', 'evalu', 'takeov', 'offer', 'glami', 'gold', 'ltd', 'would', 'break', 'friendli', 'merger', 'agreement', 'wheaton', 'river', 'miner', 'ltd']\n",
      "Final Preprocessed Text: goldcorp say review glami bid gold miner goldcorp inc friday said board will review evalu takeov offer glami gold ltd would break friendli merger agreement wheaton river miner ltd\n",
      "\n",
      "Original Text: FDA Bans Vioxx And Bextra Critic From Advisory Panel Meeting A drug safety expert says his invitation to participate in a meeting on the risks of arthritis drugs like Vioxx and Bextra has been rescinded by government officials because he publicly expressed concerns about the medications.\n",
      "Lowercased Text: fda bans vioxx and bextra critic from advisory panel meeting a drug safety expert says his invitation to participate in a meeting on the risks of arthritis drugs like vioxx and bextra has been rescinded by government officials because he publicly expressed concerns about the medications.\n",
      "Removed URLs: fda bans vioxx and bextra critic from advisory panel meeting a drug safety expert says his invitation to participate in a meeting on the risks of arthritis drugs like vioxx and bextra has been rescinded by government officials because he publicly expressed concerns about the medications.\n",
      "Removed HTML Tags: fda bans vioxx and bextra critic from advisory panel meeting a drug safety expert says his invitation to participate in a meeting on the risks of arthritis drugs like vioxx and bextra has been rescinded by government officials because he publicly expressed concerns about the medications.\n",
      "Removed Special Characters: fda bans vioxx and bextra critic from advisory panel meeting a drug safety expert says his invitation to participate in a meeting on the risks of arthritis drugs like vioxx and bextra has been rescinded by government officials because he publicly expressed concerns about the medications\n",
      "Tokens: ['fda', 'bans', 'vioxx', 'and', 'bextra', 'critic', 'from', 'advisory', 'panel', 'meeting', 'a', 'drug', 'safety', 'expert', 'says', 'his', 'invitation', 'to', 'participate', 'in', 'a', 'meeting', 'on', 'the', 'risks', 'of', 'arthritis', 'drugs', 'like', 'vioxx', 'and', 'bextra', 'has', 'been', 'rescinded', 'by', 'government', 'officials', 'because', 'he', 'publicly', 'expressed', 'concerns', 'about', 'the', 'medications']\n",
      "Removed Stopwords: ['fda', 'bans', 'vioxx', 'bextra', 'critic', 'advisory', 'panel', 'meeting', 'drug', 'safety', 'expert', 'says', 'invitation', 'participate', 'meeting', 'risks', 'arthritis', 'drugs', 'like', 'vioxx', 'bextra', 'rescinded', 'government', 'officials', 'publicly', 'expressed', 'concerns', 'medications']\n",
      "Stemmed Tokens: ['fda', 'ban', 'vioxx', 'bextra', 'critic', 'advisori', 'panel', 'meet', 'drug', 'safeti', 'expert', 'say', 'invit', 'particip', 'meet', 'risk', 'arthriti', 'drug', 'like', 'vioxx', 'bextra', 'rescind', 'govern', 'offici', 'publicli', 'express', 'concern', 'medic']\n",
      "Final Preprocessed Text: fda ban vioxx bextra critic advisori panel meet drug safeti expert say invit particip meet risk arthriti drug like vioxx bextra rescind govern offici publicli express concern medic\n",
      "\n",
      "Original Text: Stocks in a rut According to the FTSE World Index Japan has been best performer of the major markets with a 6 per cent rise in dollar terms while Germany, down 7.7 per cent, was the worst.\n",
      "Lowercased Text: stocks in a rut according to the ftse world index japan has been best performer of the major markets with a 6 per cent rise in dollar terms while germany, down 7.7 per cent, was the worst.\n",
      "Removed URLs: stocks in a rut according to the ftse world index japan has been best performer of the major markets with a 6 per cent rise in dollar terms while germany, down 7.7 per cent, was the worst.\n",
      "Removed HTML Tags: stocks in a rut according to the ftse world index japan has been best performer of the major markets with a 6 per cent rise in dollar terms while germany, down 7.7 per cent, was the worst.\n",
      "Removed Special Characters: stocks in a rut according to the ftse world index japan has been best performer of the major markets with a  per cent rise in dollar terms while germany down  per cent was the worst\n",
      "Tokens: ['stocks', 'in', 'a', 'rut', 'according', 'to', 'the', 'ftse', 'world', 'index', 'japan', 'has', 'been', 'best', 'performer', 'of', 'the', 'major', 'markets', 'with', 'a', 'per', 'cent', 'rise', 'in', 'dollar', 'terms', 'while', 'germany', 'down', 'per', 'cent', 'was', 'the', 'worst']\n",
      "Removed Stopwords: ['stocks', 'rut', 'according', 'ftse', 'world', 'index', 'japan', 'best', 'performer', 'major', 'markets', 'per', 'cent', 'rise', 'dollar', 'terms', 'germany', 'per', 'cent', 'worst']\n",
      "Stemmed Tokens: ['stock', 'rut', 'accord', 'ftse', 'world', 'index', 'japan', 'best', 'perform', 'major', 'market', 'per', 'cent', 'rise', 'dollar', 'term', 'germani', 'per', 'cent', 'worst']\n",
      "Final Preprocessed Text: stock rut accord ftse world index japan best perform major market per cent rise dollar term germani per cent worst\n",
      "\n",
      "Original Text: Parts pinch shuts down Ford plant Workers at the Ford plant in Hapeville are getting a second unexpected day off during the dog days of summer. The company has stopped assembly-line production at the plant today because of a continued parts shortage, a Ford official said.\n",
      "Lowercased Text: parts pinch shuts down ford plant workers at the ford plant in hapeville are getting a second unexpected day off during the dog days of summer. the company has stopped assembly-line production at the plant today because of a continued parts shortage, a ford official said.\n",
      "Removed URLs: parts pinch shuts down ford plant workers at the ford plant in hapeville are getting a second unexpected day off during the dog days of summer. the company has stopped assembly-line production at the plant today because of a continued parts shortage, a ford official said.\n",
      "Removed HTML Tags: parts pinch shuts down ford plant workers at the ford plant in hapeville are getting a second unexpected day off during the dog days of summer. the company has stopped assembly-line production at the plant today because of a continued parts shortage, a ford official said.\n",
      "Removed Special Characters: parts pinch shuts down ford plant workers at the ford plant in hapeville are getting a second unexpected day off during the dog days of summer the company has stopped assemblyline production at the plant today because of a continued parts shortage a ford official said\n",
      "Tokens: ['parts', 'pinch', 'shuts', 'down', 'ford', 'plant', 'workers', 'at', 'the', 'ford', 'plant', 'in', 'hapeville', 'are', 'getting', 'a', 'second', 'unexpected', 'day', 'off', 'during', 'the', 'dog', 'days', 'of', 'summer', 'the', 'company', 'has', 'stopped', 'assemblyline', 'production', 'at', 'the', 'plant', 'today', 'because', 'of', 'a', 'continued', 'parts', 'shortage', 'a', 'ford', 'official', 'said']\n",
      "Removed Stopwords: ['parts', 'pinch', 'shuts', 'ford', 'plant', 'workers', 'ford', 'plant', 'hapeville', 'getting', 'second', 'unexpected', 'day', 'dog', 'days', 'summer', 'company', 'stopped', 'assemblyline', 'production', 'plant', 'today', 'continued', 'parts', 'shortage', 'ford', 'official', 'said']\n",
      "Stemmed Tokens: ['part', 'pinch', 'shut', 'ford', 'plant', 'worker', 'ford', 'plant', 'hapevil', 'get', 'second', 'unexpect', 'day', 'dog', 'day', 'summer', 'compani', 'stop', 'assemblylin', 'product', 'plant', 'today', 'continu', 'part', 'shortag', 'ford', 'offici', 'said']\n",
      "Final Preprocessed Text: part pinch shut ford plant worker ford plant hapevil get second unexpect day dog day summer compani stop assemblylin product plant today continu part shortag ford offici said\n",
      "\n",
      "Original Text: Crude Oil Rises on Speculation Cold Weather May Increase Demand Crude oil futures are headed for their biggest weekly gain in 21 months on speculation cold weather may boost demand in the US Northeast, where 80 percent of the country #39;s heating oil is used.\n",
      "Lowercased Text: crude oil rises on speculation cold weather may increase demand crude oil futures are headed for their biggest weekly gain in 21 months on speculation cold weather may boost demand in the us northeast, where 80 percent of the country #39;s heating oil is used.\n",
      "Removed URLs: crude oil rises on speculation cold weather may increase demand crude oil futures are headed for their biggest weekly gain in 21 months on speculation cold weather may boost demand in the us northeast, where 80 percent of the country #39;s heating oil is used.\n",
      "Removed HTML Tags: crude oil rises on speculation cold weather may increase demand crude oil futures are headed for their biggest weekly gain in 21 months on speculation cold weather may boost demand in the us northeast, where 80 percent of the country #39;s heating oil is used.\n",
      "Removed Special Characters: crude oil rises on speculation cold weather may increase demand crude oil futures are headed for their biggest weekly gain in  months on speculation cold weather may boost demand in the us northeast where  percent of the country s heating oil is used\n",
      "Tokens: ['crude', 'oil', 'rises', 'on', 'speculation', 'cold', 'weather', 'may', 'increase', 'demand', 'crude', 'oil', 'futures', 'are', 'headed', 'for', 'their', 'biggest', 'weekly', 'gain', 'in', 'months', 'on', 'speculation', 'cold', 'weather', 'may', 'boost', 'demand', 'in', 'the', 'us', 'northeast', 'where', 'percent', 'of', 'the', 'country', 's', 'heating', 'oil', 'is', 'used']\n",
      "Removed Stopwords: ['crude', 'oil', 'rises', 'speculation', 'cold', 'weather', 'may', 'increase', 'demand', 'crude', 'oil', 'futures', 'headed', 'biggest', 'weekly', 'gain', 'months', 'speculation', 'cold', 'weather', 'may', 'boost', 'demand', 'us', 'northeast', 'percent', 'country', 'heating', 'oil', 'used']\n",
      "Stemmed Tokens: ['crude', 'oil', 'rise', 'specul', 'cold', 'weather', 'may', 'increas', 'demand', 'crude', 'oil', 'futur', 'head', 'biggest', 'weekli', 'gain', 'month', 'specul', 'cold', 'weather', 'may', 'boost', 'demand', 'us', 'northeast', 'percent', 'countri', 'heat', 'oil', 'use']\n",
      "Final Preprocessed Text: crude oil rise specul cold weather may increas demand crude oil futur head biggest weekli gain month specul cold weather may boost demand us northeast percent countri heat oil use\n",
      "\n",
      "Original Text: 5000 rally against James Hardie MORE than 5000 building workers and asbestos victims have rallied outside a general meeting for embattled building products company James Hardie in central Sydney today.\n",
      "Lowercased Text: 5000 rally against james hardie more than 5000 building workers and asbestos victims have rallied outside a general meeting for embattled building products company james hardie in central sydney today.\n",
      "Removed URLs: 5000 rally against james hardie more than 5000 building workers and asbestos victims have rallied outside a general meeting for embattled building products company james hardie in central sydney today.\n",
      "Removed HTML Tags: 5000 rally against james hardie more than 5000 building workers and asbestos victims have rallied outside a general meeting for embattled building products company james hardie in central sydney today.\n",
      "Removed Special Characters:  rally against james hardie more than  building workers and asbestos victims have rallied outside a general meeting for embattled building products company james hardie in central sydney today\n",
      "Tokens: ['rally', 'against', 'james', 'hardie', 'more', 'than', 'building', 'workers', 'and', 'asbestos', 'victims', 'have', 'rallied', 'outside', 'a', 'general', 'meeting', 'for', 'embattled', 'building', 'products', 'company', 'james', 'hardie', 'in', 'central', 'sydney', 'today']\n",
      "Removed Stopwords: ['rally', 'james', 'hardie', 'building', 'workers', 'asbestos', 'victims', 'rallied', 'outside', 'general', 'meeting', 'embattled', 'building', 'products', 'company', 'james', 'hardie', 'central', 'sydney', 'today']\n",
      "Stemmed Tokens: ['ralli', 'jame', 'hardi', 'build', 'worker', 'asbesto', 'victim', 'ralli', 'outsid', 'gener', 'meet', 'embattl', 'build', 'product', 'compani', 'jame', 'hardi', 'central', 'sydney', 'today']\n",
      "Final Preprocessed Text: ralli jame hardi build worker asbesto victim ralli outsid gener meet embattl build product compani jame hardi central sydney today\n",
      "\n",
      "Original Text: Bush Picks Kellogg CEO for Commerce President Bush on Monday chose Carlos Gutierrez, the Cuban-born CEO of Kellogg Co (KN: Quote, Profile, Research) , as his nominee to be commerce secretary, his second selection of a Hispanic for a second-term Cabinet.\n",
      "Lowercased Text: bush picks kellogg ceo for commerce president bush on monday chose carlos gutierrez, the cuban-born ceo of kellogg co (kn: quote, profile, research) , as his nominee to be commerce secretary, his second selection of a hispanic for a second-term cabinet.\n",
      "Removed URLs: bush picks kellogg ceo for commerce president bush on monday chose carlos gutierrez, the cuban-born ceo of kellogg co (kn: quote, profile, research) , as his nominee to be commerce secretary, his second selection of a hispanic for a second-term cabinet.\n",
      "Removed HTML Tags: bush picks kellogg ceo for commerce president bush on monday chose carlos gutierrez, the cuban-born ceo of kellogg co (kn: quote, profile, research) , as his nominee to be commerce secretary, his second selection of a hispanic for a second-term cabinet.\n",
      "Removed Special Characters: bush picks kellogg ceo for commerce president bush on monday chose carlos gutierrez the cubanborn ceo of kellogg co kn quote profile research  as his nominee to be commerce secretary his second selection of a hispanic for a secondterm cabinet\n",
      "Tokens: ['bush', 'picks', 'kellogg', 'ceo', 'for', 'commerce', 'president', 'bush', 'on', 'monday', 'chose', 'carlos', 'gutierrez', 'the', 'cubanborn', 'ceo', 'of', 'kellogg', 'co', 'kn', 'quote', 'profile', 'research', 'as', 'his', 'nominee', 'to', 'be', 'commerce', 'secretary', 'his', 'second', 'selection', 'of', 'a', 'hispanic', 'for', 'a', 'secondterm', 'cabinet']\n",
      "Removed Stopwords: ['bush', 'picks', 'kellogg', 'ceo', 'commerce', 'president', 'bush', 'monday', 'chose', 'carlos', 'gutierrez', 'cubanborn', 'ceo', 'kellogg', 'co', 'kn', 'quote', 'profile', 'research', 'nominee', 'commerce', 'secretary', 'second', 'selection', 'hispanic', 'secondterm', 'cabinet']\n",
      "Stemmed Tokens: ['bush', 'pick', 'kellogg', 'ceo', 'commerc', 'presid', 'bush', 'monday', 'chose', 'carlo', 'gutierrez', 'cubanborn', 'ceo', 'kellogg', 'co', 'kn', 'quot', 'profil', 'research', 'nomine', 'commerc', 'secretari', 'second', 'select', 'hispan', 'secondterm', 'cabinet']\n",
      "Final Preprocessed Text: bush pick kellogg ceo commerc presid bush monday chose carlo gutierrez cubanborn ceo kellogg co kn quot profil research nomine commerc secretari second select hispan secondterm cabinet\n",
      "\n",
      "Original Text: Gold Fields hit by Q3 rand strength JOHANNESBURG (Mineweb.com) -- Gold Fields, the takeover target of smaller rival Harmony, contained its costs on its South African mines during the September quarter.\n",
      "Lowercased Text: gold fields hit by q3 rand strength johannesburg (mineweb.com) -- gold fields, the takeover target of smaller rival harmony, contained its costs on its south african mines during the september quarter.\n",
      "Removed URLs: gold fields hit by q3 rand strength johannesburg (mineweb.com) -- gold fields, the takeover target of smaller rival harmony, contained its costs on its south african mines during the september quarter.\n",
      "Removed HTML Tags: gold fields hit by q3 rand strength johannesburg (mineweb.com) -- gold fields, the takeover target of smaller rival harmony, contained its costs on its south african mines during the september quarter.\n",
      "Removed Special Characters: gold fields hit by q rand strength johannesburg minewebcom  gold fields the takeover target of smaller rival harmony contained its costs on its south african mines during the september quarter\n",
      "Tokens: ['gold', 'fields', 'hit', 'by', 'q', 'rand', 'strength', 'johannesburg', 'minewebcom', 'gold', 'fields', 'the', 'takeover', 'target', 'of', 'smaller', 'rival', 'harmony', 'contained', 'its', 'costs', 'on', 'its', 'south', 'african', 'mines', 'during', 'the', 'september', 'quarter']\n",
      "Removed Stopwords: ['gold', 'fields', 'hit', 'q', 'rand', 'strength', 'johannesburg', 'minewebcom', 'gold', 'fields', 'takeover', 'target', 'smaller', 'rival', 'harmony', 'contained', 'costs', 'south', 'african', 'mines', 'september', 'quarter']\n",
      "Stemmed Tokens: ['gold', 'field', 'hit', 'q', 'rand', 'strength', 'johannesburg', 'minewebcom', 'gold', 'field', 'takeov', 'target', 'smaller', 'rival', 'harmoni', 'contain', 'cost', 'south', 'african', 'mine', 'septemb', 'quarter']\n",
      "Final Preprocessed Text: gold field hit q rand strength johannesburg minewebcom gold field takeov target smaller rival harmoni contain cost south african mine septemb quarter\n",
      "\n",
      "Original Text: Retailers Looking to Move Plasma TV's (AP) AP - Hanging stockings by the chimney with care? Retailers hope that St. Nicholas soon will be there  #151; to hang a 42-inch plasma-screen TV.\n",
      "Lowercased Text: retailers looking to move plasma tv's (ap) ap - hanging stockings by the chimney with care? retailers hope that st. nicholas soon will be there  #151; to hang a 42-inch plasma-screen tv.\n",
      "Removed URLs: retailers looking to move plasma tv's (ap) ap - hanging stockings by the chimney with care? retailers hope that st. nicholas soon will be there  #151; to hang a 42-inch plasma-screen tv.\n",
      "Removed HTML Tags: retailers looking to move plasma tv's (ap) ap - hanging stockings by the chimney with care? retailers hope that st. nicholas soon will be there  #151; to hang a 42-inch plasma-screen tv.\n",
      "Removed Special Characters: retailers looking to move plasma tvs ap ap  hanging stockings by the chimney with care retailers hope that st nicholas soon will be there   to hang a inch plasmascreen tv\n",
      "Tokens: ['retailers', 'looking', 'to', 'move', 'plasma', 'tvs', 'ap', 'ap', 'hanging', 'stockings', 'by', 'the', 'chimney', 'with', 'care', 'retailers', 'hope', 'that', 'st', 'nicholas', 'soon', 'will', 'be', 'there', 'to', 'hang', 'a', 'inch', 'plasmascreen', 'tv']\n",
      "Removed Stopwords: ['retailers', 'looking', 'move', 'plasma', 'tvs', 'ap', 'ap', 'hanging', 'stockings', 'chimney', 'care', 'retailers', 'hope', 'st', 'nicholas', 'soon', 'hang', 'inch', 'plasmascreen', 'tv']\n",
      "Stemmed Tokens: ['retail', 'look', 'move', 'plasma', 'tv', 'ap', 'ap', 'hang', 'stock', 'chimney', 'care', 'retail', 'hope', 'st', 'nichola', 'soon', 'hang', 'inch', 'plasmascreen', 'tv']\n",
      "Final Preprocessed Text: retail look move plasma tv ap ap hang stock chimney care retail hope st nichola soon hang inch plasmascreen tv\n",
      "\n",
      "Original Text: After the Bell-Texas instruments up after sets share buyback Shares of Texas Instruments Inc. (TXN.N: Quote, Profile, Research) rose after the market close on Thursday, after the chip maker said it plans to buy back \\$1 billion in stock \n",
      "Lowercased Text: after the bell-texas instruments up after sets share buyback shares of texas instruments inc. (txn.n: quote, profile, research) rose after the market close on thursday, after the chip maker said it plans to buy back \\$1 billion in stock \n",
      "Removed URLs: after the bell-texas instruments up after sets share buyback shares of texas instruments inc. (txn.n: quote, profile, research) rose after the market close on thursday, after the chip maker said it plans to buy back \\$1 billion in stock \n",
      "Removed HTML Tags: after the bell-texas instruments up after sets share buyback shares of texas instruments inc. (txn.n: quote, profile, research) rose after the market close on thursday, after the chip maker said it plans to buy back \\$1 billion in stock \n",
      "Removed Special Characters: after the belltexas instruments up after sets share buyback shares of texas instruments inc txnn quote profile research rose after the market close on thursday after the chip maker said it plans to buy back  billion in stock \n",
      "Tokens: ['after', 'the', 'belltexas', 'instruments', 'up', 'after', 'sets', 'share', 'buyback', 'shares', 'of', 'texas', 'instruments', 'inc', 'txnn', 'quote', 'profile', 'research', 'rose', 'after', 'the', 'market', 'close', 'on', 'thursday', 'after', 'the', 'chip', 'maker', 'said', 'it', 'plans', 'to', 'buy', 'back', 'billion', 'in', 'stock']\n",
      "Removed Stopwords: ['belltexas', 'instruments', 'sets', 'share', 'buyback', 'shares', 'texas', 'instruments', 'inc', 'txnn', 'quote', 'profile', 'research', 'rose', 'market', 'close', 'thursday', 'chip', 'maker', 'said', 'plans', 'buy', 'back', 'billion', 'stock']\n",
      "Stemmed Tokens: ['belltexa', 'instrument', 'set', 'share', 'buyback', 'share', 'texa', 'instrument', 'inc', 'txnn', 'quot', 'profil', 'research', 'rose', 'market', 'close', 'thursday', 'chip', 'maker', 'said', 'plan', 'buy', 'back', 'billion', 'stock']\n",
      "Final Preprocessed Text: belltexa instrument set share buyback share texa instrument inc txnn quot profil research rose market close thursday chip maker said plan buy back billion stock\n",
      "\n",
      "Original Text: Colgate to cut workforce CONSUMER goods maker Colgate-Palmolive said today it would cut about 12 per cent of its 37,000-person work force and close a third of its factories worldwide as part of a four-year restructuring.\n",
      "Lowercased Text: colgate to cut workforce consumer goods maker colgate-palmolive said today it would cut about 12 per cent of its 37,000-person work force and close a third of its factories worldwide as part of a four-year restructuring.\n",
      "Removed URLs: colgate to cut workforce consumer goods maker colgate-palmolive said today it would cut about 12 per cent of its 37,000-person work force and close a third of its factories worldwide as part of a four-year restructuring.\n",
      "Removed HTML Tags: colgate to cut workforce consumer goods maker colgate-palmolive said today it would cut about 12 per cent of its 37,000-person work force and close a third of its factories worldwide as part of a four-year restructuring.\n",
      "Removed Special Characters: colgate to cut workforce consumer goods maker colgatepalmolive said today it would cut about  per cent of its person work force and close a third of its factories worldwide as part of a fouryear restructuring\n",
      "Tokens: ['colgate', 'to', 'cut', 'workforce', 'consumer', 'goods', 'maker', 'colgatepalmolive', 'said', 'today', 'it', 'would', 'cut', 'about', 'per', 'cent', 'of', 'its', 'person', 'work', 'force', 'and', 'close', 'a', 'third', 'of', 'its', 'factories', 'worldwide', 'as', 'part', 'of', 'a', 'fouryear', 'restructuring']\n",
      "Removed Stopwords: ['colgate', 'cut', 'workforce', 'consumer', 'goods', 'maker', 'colgatepalmolive', 'said', 'today', 'would', 'cut', 'per', 'cent', 'person', 'work', 'force', 'close', 'third', 'factories', 'worldwide', 'part', 'fouryear', 'restructuring']\n",
      "Stemmed Tokens: ['colgat', 'cut', 'workforc', 'consum', 'good', 'maker', 'colgatepalmol', 'said', 'today', 'would', 'cut', 'per', 'cent', 'person', 'work', 'forc', 'close', 'third', 'factori', 'worldwid', 'part', 'fouryear', 'restructur']\n",
      "Final Preprocessed Text: colgat cut workforc consum good maker colgatepalmol said today would cut per cent person work forc close third factori worldwid part fouryear restructur\n",
      "\n",
      "Original Text: Top Court Upholds Visa, MasterCard Ruling  WASHINGTON/NEW YORK (Reuters) - The Supreme Court on Monday  let stand a ruling that the Visa and MasterCard credit card  associations violated U.S. antitrust law by barring member  banks from issuing credit and charge cards on rival networks  owned by American Express Co. and Morgan Stanley.\n",
      "Lowercased Text: top court upholds visa, mastercard ruling  washington/new york (reuters) - the supreme court on monday  let stand a ruling that the visa and mastercard credit card  associations violated u.s. antitrust law by barring member  banks from issuing credit and charge cards on rival networks  owned by american express co. and morgan stanley.\n",
      "Removed URLs: top court upholds visa, mastercard ruling  washington/new york (reuters) - the supreme court on monday  let stand a ruling that the visa and mastercard credit card  associations violated u.s. antitrust law by barring member  banks from issuing credit and charge cards on rival networks  owned by american express co. and morgan stanley.\n",
      "Removed HTML Tags: top court upholds visa, mastercard ruling  washington/new york (reuters) - the supreme court on monday  let stand a ruling that the visa and mastercard credit card  associations violated u.s. antitrust law by barring member  banks from issuing credit and charge cards on rival networks  owned by american express co. and morgan stanley.\n",
      "Removed Special Characters: top court upholds visa mastercard ruling  washingtonnew york reuters  the supreme court on monday  let stand a ruling that the visa and mastercard credit card  associations violated us antitrust law by barring member  banks from issuing credit and charge cards on rival networks  owned by american express co and morgan stanley\n",
      "Tokens: ['top', 'court', 'upholds', 'visa', 'mastercard', 'ruling', 'washingtonnew', 'york', 'reuters', 'the', 'supreme', 'court', 'on', 'monday', 'let', 'stand', 'a', 'ruling', 'that', 'the', 'visa', 'and', 'mastercard', 'credit', 'card', 'associations', 'violated', 'us', 'antitrust', 'law', 'by', 'barring', 'member', 'banks', 'from', 'issuing', 'credit', 'and', 'charge', 'cards', 'on', 'rival', 'networks', 'owned', 'by', 'american', 'express', 'co', 'and', 'morgan', 'stanley']\n",
      "Removed Stopwords: ['top', 'court', 'upholds', 'visa', 'mastercard', 'ruling', 'washingtonnew', 'york', 'reuters', 'supreme', 'court', 'monday', 'let', 'stand', 'ruling', 'visa', 'mastercard', 'credit', 'card', 'associations', 'violated', 'us', 'antitrust', 'law', 'barring', 'member', 'banks', 'issuing', 'credit', 'charge', 'cards', 'rival', 'networks', 'owned', 'american', 'express', 'co', 'morgan', 'stanley']\n",
      "Stemmed Tokens: ['top', 'court', 'uphold', 'visa', 'mastercard', 'rule', 'washingtonnew', 'york', 'reuter', 'suprem', 'court', 'monday', 'let', 'stand', 'rule', 'visa', 'mastercard', 'credit', 'card', 'associ', 'violat', 'us', 'antitrust', 'law', 'bar', 'member', 'bank', 'issu', 'credit', 'charg', 'card', 'rival', 'network', 'own', 'american', 'express', 'co', 'morgan', 'stanley']\n",
      "Final Preprocessed Text: top court uphold visa mastercard rule washingtonnew york reuter suprem court monday let stand rule visa mastercard credit card associ violat us antitrust law bar member bank issu credit charg card rival network own american express co morgan stanley\n",
      "\n",
      "Original Text: Citigroup #39;s Krawcheck Named Finance, Strategy Chief (Update2) Citigroup Inc., the world #39;s biggest bank, named Sallie Krawcheck chief financial officer and head of strategy, making her the highest-ranking woman on Wall Street and giving her responsibilities outside the brokerage industry.\n",
      "Lowercased Text: citigroup #39;s krawcheck named finance, strategy chief (update2) citigroup inc., the world #39;s biggest bank, named sallie krawcheck chief financial officer and head of strategy, making her the highest-ranking woman on wall street and giving her responsibilities outside the brokerage industry.\n",
      "Removed URLs: citigroup #39;s krawcheck named finance, strategy chief (update2) citigroup inc., the world #39;s biggest bank, named sallie krawcheck chief financial officer and head of strategy, making her the highest-ranking woman on wall street and giving her responsibilities outside the brokerage industry.\n",
      "Removed HTML Tags: citigroup #39;s krawcheck named finance, strategy chief (update2) citigroup inc., the world #39;s biggest bank, named sallie krawcheck chief financial officer and head of strategy, making her the highest-ranking woman on wall street and giving her responsibilities outside the brokerage industry.\n",
      "Removed Special Characters: citigroup s krawcheck named finance strategy chief update citigroup inc the world s biggest bank named sallie krawcheck chief financial officer and head of strategy making her the highestranking woman on wall street and giving her responsibilities outside the brokerage industry\n",
      "Tokens: ['citigroup', 's', 'krawcheck', 'named', 'finance', 'strategy', 'chief', 'update', 'citigroup', 'inc', 'the', 'world', 's', 'biggest', 'bank', 'named', 'sallie', 'krawcheck', 'chief', 'financial', 'officer', 'and', 'head', 'of', 'strategy', 'making', 'her', 'the', 'highestranking', 'woman', 'on', 'wall', 'street', 'and', 'giving', 'her', 'responsibilities', 'outside', 'the', 'brokerage', 'industry']\n",
      "Removed Stopwords: ['citigroup', 'krawcheck', 'named', 'finance', 'strategy', 'chief', 'update', 'citigroup', 'inc', 'world', 'biggest', 'bank', 'named', 'sallie', 'krawcheck', 'chief', 'financial', 'officer', 'head', 'strategy', 'making', 'highestranking', 'woman', 'wall', 'street', 'giving', 'responsibilities', 'outside', 'brokerage', 'industry']\n",
      "Stemmed Tokens: ['citigroup', 'krawcheck', 'name', 'financ', 'strategi', 'chief', 'updat', 'citigroup', 'inc', 'world', 'biggest', 'bank', 'name', 'salli', 'krawcheck', 'chief', 'financi', 'offic', 'head', 'strategi', 'make', 'highestrank', 'woman', 'wall', 'street', 'give', 'respons', 'outsid', 'brokerag', 'industri']\n",
      "Final Preprocessed Text: citigroup krawcheck name financ strategi chief updat citigroup inc world biggest bank name salli krawcheck chief financi offic head strategi make highestrank woman wall street give respons outsid brokerag industri\n",
      "\n",
      "Original Text: Tax-Free Bonuses Tagged Out Some taxpayers have been dusting off an old Internal Revenue Service ruling about signing bonuses in baseball contracts and using it to justify skipping payroll taxes and income-tax withholding on signing bonuses generally.\n",
      "Lowercased Text: tax-free bonuses tagged out some taxpayers have been dusting off an old internal revenue service ruling about signing bonuses in baseball contracts and using it to justify skipping payroll taxes and income-tax withholding on signing bonuses generally.\n",
      "Removed URLs: tax-free bonuses tagged out some taxpayers have been dusting off an old internal revenue service ruling about signing bonuses in baseball contracts and using it to justify skipping payroll taxes and income-tax withholding on signing bonuses generally.\n",
      "Removed HTML Tags: tax-free bonuses tagged out some taxpayers have been dusting off an old internal revenue service ruling about signing bonuses in baseball contracts and using it to justify skipping payroll taxes and income-tax withholding on signing bonuses generally.\n",
      "Removed Special Characters: taxfree bonuses tagged out some taxpayers have been dusting off an old internal revenue service ruling about signing bonuses in baseball contracts and using it to justify skipping payroll taxes and incometax withholding on signing bonuses generally\n",
      "Tokens: ['taxfree', 'bonuses', 'tagged', 'out', 'some', 'taxpayers', 'have', 'been', 'dusting', 'off', 'an', 'old', 'internal', 'revenue', 'service', 'ruling', 'about', 'signing', 'bonuses', 'in', 'baseball', 'contracts', 'and', 'using', 'it', 'to', 'justify', 'skipping', 'payroll', 'taxes', 'and', 'incometax', 'withholding', 'on', 'signing', 'bonuses', 'generally']\n",
      "Removed Stopwords: ['taxfree', 'bonuses', 'tagged', 'taxpayers', 'dusting', 'old', 'internal', 'revenue', 'service', 'ruling', 'signing', 'bonuses', 'baseball', 'contracts', 'using', 'justify', 'skipping', 'payroll', 'taxes', 'incometax', 'withholding', 'signing', 'bonuses', 'generally']\n",
      "Stemmed Tokens: ['taxfre', 'bonus', 'tag', 'taxpay', 'dust', 'old', 'intern', 'revenu', 'servic', 'rule', 'sign', 'bonus', 'basebal', 'contract', 'use', 'justifi', 'skip', 'payrol', 'tax', 'incometax', 'withhold', 'sign', 'bonus', 'gener']\n",
      "Final Preprocessed Text: taxfre bonus tag taxpay dust old intern revenu servic rule sign bonus basebal contract use justifi skip payrol tax incometax withhold sign bonus gener\n",
      "\n",
      "Original Text: CBOE to sell stake in National exchange, buy CBOT rights The Chicago Board Options Exchange said Tuesday its directors approved steps to reduce its financial ties to two other exchanges in town.\n",
      "Lowercased Text: cboe to sell stake in national exchange, buy cbot rights the chicago board options exchange said tuesday its directors approved steps to reduce its financial ties to two other exchanges in town.\n",
      "Removed URLs: cboe to sell stake in national exchange, buy cbot rights the chicago board options exchange said tuesday its directors approved steps to reduce its financial ties to two other exchanges in town.\n",
      "Removed HTML Tags: cboe to sell stake in national exchange, buy cbot rights the chicago board options exchange said tuesday its directors approved steps to reduce its financial ties to two other exchanges in town.\n",
      "Removed Special Characters: cboe to sell stake in national exchange buy cbot rights the chicago board options exchange said tuesday its directors approved steps to reduce its financial ties to two other exchanges in town\n",
      "Tokens: ['cboe', 'to', 'sell', 'stake', 'in', 'national', 'exchange', 'buy', 'cbot', 'rights', 'the', 'chicago', 'board', 'options', 'exchange', 'said', 'tuesday', 'its', 'directors', 'approved', 'steps', 'to', 'reduce', 'its', 'financial', 'ties', 'to', 'two', 'other', 'exchanges', 'in', 'town']\n",
      "Removed Stopwords: ['cboe', 'sell', 'stake', 'national', 'exchange', 'buy', 'cbot', 'rights', 'chicago', 'board', 'options', 'exchange', 'said', 'tuesday', 'directors', 'approved', 'steps', 'reduce', 'financial', 'ties', 'two', 'exchanges', 'town']\n",
      "Stemmed Tokens: ['cboe', 'sell', 'stake', 'nation', 'exchang', 'buy', 'cbot', 'right', 'chicago', 'board', 'option', 'exchang', 'said', 'tuesday', 'director', 'approv', 'step', 'reduc', 'financi', 'tie', 'two', 'exchang', 'town']\n",
      "Final Preprocessed Text: cboe sell stake nation exchang buy cbot right chicago board option exchang said tuesday director approv step reduc financi tie two exchang town\n",
      "\n",
      "Original Text: Officials: Boston #39;s Big Dig highway project full of leaks &lt;b&gt;...&lt;/b&gt; But taxpayers won #39;t have to foot the bill -- Massachusetts Turnpike managers say the repairs are the responsibility of the private contractors who built the nearly 15 (b) billion dollar tunnel project.\n",
      "Lowercased Text: officials: boston #39;s big dig highway project full of leaks &lt;b&gt;...&lt;/b&gt; but taxpayers won #39;t have to foot the bill -- massachusetts turnpike managers say the repairs are the responsibility of the private contractors who built the nearly 15 (b) billion dollar tunnel project.\n",
      "Removed URLs: officials: boston #39;s big dig highway project full of leaks &lt;b&gt;...&lt;/b&gt; but taxpayers won #39;t have to foot the bill -- massachusetts turnpike managers say the repairs are the responsibility of the private contractors who built the nearly 15 (b) billion dollar tunnel project.\n",
      "Removed HTML Tags: officials: boston #39;s big dig highway project full of leaks &lt;b&gt;...&lt;/b&gt; but taxpayers won #39;t have to foot the bill -- massachusetts turnpike managers say the repairs are the responsibility of the private contractors who built the nearly 15 (b) billion dollar tunnel project.\n",
      "Removed Special Characters: officials boston s big dig highway project full of leaks ltbgtltbgt but taxpayers won t have to foot the bill  massachusetts turnpike managers say the repairs are the responsibility of the private contractors who built the nearly  b billion dollar tunnel project\n",
      "Tokens: ['officials', 'boston', 's', 'big', 'dig', 'highway', 'project', 'full', 'of', 'leaks', 'ltbgtltbgt', 'but', 'taxpayers', 'won', 't', 'have', 'to', 'foot', 'the', 'bill', 'massachusetts', 'turnpike', 'managers', 'say', 'the', 'repairs', 'are', 'the', 'responsibility', 'of', 'the', 'private', 'contractors', 'who', 'built', 'the', 'nearly', 'b', 'billion', 'dollar', 'tunnel', 'project']\n",
      "Removed Stopwords: ['officials', 'boston', 'big', 'dig', 'highway', 'project', 'full', 'leaks', 'ltbgtltbgt', 'taxpayers', 'foot', 'bill', 'massachusetts', 'turnpike', 'managers', 'say', 'repairs', 'responsibility', 'private', 'contractors', 'built', 'nearly', 'b', 'billion', 'dollar', 'tunnel', 'project']\n",
      "Stemmed Tokens: ['offici', 'boston', 'big', 'dig', 'highway', 'project', 'full', 'leak', 'ltbgtltbgt', 'taxpay', 'foot', 'bill', 'massachusett', 'turnpik', 'manag', 'say', 'repair', 'respons', 'privat', 'contractor', 'built', 'nearli', 'b', 'billion', 'dollar', 'tunnel', 'project']\n",
      "Final Preprocessed Text: offici boston big dig highway project full leak ltbgtltbgt taxpay foot bill massachusett turnpik manag say repair respons privat contractor built nearli b billion dollar tunnel project\n",
      "\n",
      "Original Text: UPDATE 3-Walgreen profit rises, more stores planned Walgreen Co. (WAG.N: Quote, Profile, Research) , the top US drugstore chain, on Monday said quarterly profit rose 18 percent on strong sales of prescription drugs \n",
      "Lowercased Text: update 3-walgreen profit rises, more stores planned walgreen co. (wag.n: quote, profile, research) , the top us drugstore chain, on monday said quarterly profit rose 18 percent on strong sales of prescription drugs \n",
      "Removed URLs: update 3-walgreen profit rises, more stores planned walgreen co. (wag.n: quote, profile, research) , the top us drugstore chain, on monday said quarterly profit rose 18 percent on strong sales of prescription drugs \n",
      "Removed HTML Tags: update 3-walgreen profit rises, more stores planned walgreen co. (wag.n: quote, profile, research) , the top us drugstore chain, on monday said quarterly profit rose 18 percent on strong sales of prescription drugs \n",
      "Removed Special Characters: update walgreen profit rises more stores planned walgreen co wagn quote profile research  the top us drugstore chain on monday said quarterly profit rose  percent on strong sales of prescription drugs \n",
      "Tokens: ['update', 'walgreen', 'profit', 'rises', 'more', 'stores', 'planned', 'walgreen', 'co', 'wagn', 'quote', 'profile', 'research', 'the', 'top', 'us', 'drugstore', 'chain', 'on', 'monday', 'said', 'quarterly', 'profit', 'rose', 'percent', 'on', 'strong', 'sales', 'of', 'prescription', 'drugs']\n",
      "Removed Stopwords: ['update', 'walgreen', 'profit', 'rises', 'stores', 'planned', 'walgreen', 'co', 'wagn', 'quote', 'profile', 'research', 'top', 'us', 'drugstore', 'chain', 'monday', 'said', 'quarterly', 'profit', 'rose', 'percent', 'strong', 'sales', 'prescription', 'drugs']\n",
      "Stemmed Tokens: ['updat', 'walgreen', 'profit', 'rise', 'store', 'plan', 'walgreen', 'co', 'wagn', 'quot', 'profil', 'research', 'top', 'us', 'drugstor', 'chain', 'monday', 'said', 'quarterli', 'profit', 'rose', 'percent', 'strong', 'sale', 'prescript', 'drug']\n",
      "Final Preprocessed Text: updat walgreen profit rise store plan walgreen co wagn quot profil research top us drugstor chain monday said quarterli profit rose percent strong sale prescript drug\n",
      "\n",
      "Original Text: Congress Told FDA Failed Public on Vioxx  WASHINGTON (Reuters) - The U.S. Food and Drug  Administration failed the public in its oversight of Merck   Co  Inc.'s painkiller Vioxx, which has been withdrawn, and is  \"incapable of protecting America\" from another dangerous drug,  an agency researcher told Congress on Thursday.\n",
      "Lowercased Text: congress told fda failed public on vioxx  washington (reuters) - the u.s. food and drug  administration failed the public in its oversight of merck   co  inc.'s painkiller vioxx, which has been withdrawn, and is  \"incapable of protecting america\" from another dangerous drug,  an agency researcher told congress on thursday.\n",
      "Removed URLs: congress told fda failed public on vioxx  washington (reuters) - the u.s. food and drug  administration failed the public in its oversight of merck   co  inc.'s painkiller vioxx, which has been withdrawn, and is  \"incapable of protecting america\" from another dangerous drug,  an agency researcher told congress on thursday.\n",
      "Removed HTML Tags: congress told fda failed public on vioxx  washington (reuters) - the u.s. food and drug  administration failed the public in its oversight of merck   co  inc.'s painkiller vioxx, which has been withdrawn, and is  \"incapable of protecting america\" from another dangerous drug,  an agency researcher told congress on thursday.\n",
      "Removed Special Characters: congress told fda failed public on vioxx  washington reuters  the us food and drug  administration failed the public in its oversight of merck   co  incs painkiller vioxx which has been withdrawn and is  incapable of protecting america from another dangerous drug  an agency researcher told congress on thursday\n",
      "Tokens: ['congress', 'told', 'fda', 'failed', 'public', 'on', 'vioxx', 'washington', 'reuters', 'the', 'us', 'food', 'and', 'drug', 'administration', 'failed', 'the', 'public', 'in', 'its', 'oversight', 'of', 'merck', 'co', 'incs', 'painkiller', 'vioxx', 'which', 'has', 'been', 'withdrawn', 'and', 'is', 'incapable', 'of', 'protecting', 'america', 'from', 'another', 'dangerous', 'drug', 'an', 'agency', 'researcher', 'told', 'congress', 'on', 'thursday']\n",
      "Removed Stopwords: ['congress', 'told', 'fda', 'failed', 'public', 'vioxx', 'washington', 'reuters', 'us', 'food', 'drug', 'administration', 'failed', 'public', 'oversight', 'merck', 'co', 'incs', 'painkiller', 'vioxx', 'withdrawn', 'incapable', 'protecting', 'america', 'another', 'dangerous', 'drug', 'agency', 'researcher', 'told', 'congress', 'thursday']\n",
      "Stemmed Tokens: ['congress', 'told', 'fda', 'fail', 'public', 'vioxx', 'washington', 'reuter', 'us', 'food', 'drug', 'administr', 'fail', 'public', 'oversight', 'merck', 'co', 'inc', 'painkil', 'vioxx', 'withdrawn', 'incap', 'protect', 'america', 'anoth', 'danger', 'drug', 'agenc', 'research', 'told', 'congress', 'thursday']\n",
      "Final Preprocessed Text: congress told fda fail public vioxx washington reuter us food drug administr fail public oversight merck co inc painkil vioxx withdrawn incap protect america anoth danger drug agenc research told congress thursday\n",
      "\n",
      "Original Text: Google shares released for sale Employees and some investors in Google will be able to sell shares in the company as the latest \"lockup\" phase on sales ends.\n",
      "Lowercased Text: google shares released for sale employees and some investors in google will be able to sell shares in the company as the latest \"lockup\" phase on sales ends.\n",
      "Removed URLs: google shares released for sale employees and some investors in google will be able to sell shares in the company as the latest \"lockup\" phase on sales ends.\n",
      "Removed HTML Tags: google shares released for sale employees and some investors in google will be able to sell shares in the company as the latest \"lockup\" phase on sales ends.\n",
      "Removed Special Characters: google shares released for sale employees and some investors in google will be able to sell shares in the company as the latest lockup phase on sales ends\n",
      "Tokens: ['google', 'shares', 'released', 'for', 'sale', 'employees', 'and', 'some', 'investors', 'in', 'google', 'will', 'be', 'able', 'to', 'sell', 'shares', 'in', 'the', 'company', 'as', 'the', 'latest', 'lockup', 'phase', 'on', 'sales', 'ends']\n",
      "Removed Stopwords: ['google', 'shares', 'released', 'sale', 'employees', 'investors', 'google', 'able', 'sell', 'shares', 'company', 'latest', 'lockup', 'phase', 'sales', 'ends']\n",
      "Stemmed Tokens: ['googl', 'share', 'releas', 'sale', 'employe', 'investor', 'googl', 'abl', 'sell', 'share', 'compani', 'latest', 'lockup', 'phase', 'sale', 'end']\n",
      "Final Preprocessed Text: googl share releas sale employe investor googl abl sell share compani latest lockup phase sale end\n",
      "\n",
      "Original Text: Despite Scandals, Boeing Still Charms Wall Street Boeing's bottom line continues to fatten, even as its image tarnishes, thanks in part to the consolidation of the defense industry, which has left the Pentagon with few choices for buying weapons, industry analysts said.\n",
      "Lowercased Text: despite scandals, boeing still charms wall street boeing's bottom line continues to fatten, even as its image tarnishes, thanks in part to the consolidation of the defense industry, which has left the pentagon with few choices for buying weapons, industry analysts said.\n",
      "Removed URLs: despite scandals, boeing still charms wall street boeing's bottom line continues to fatten, even as its image tarnishes, thanks in part to the consolidation of the defense industry, which has left the pentagon with few choices for buying weapons, industry analysts said.\n",
      "Removed HTML Tags: despite scandals, boeing still charms wall street boeing's bottom line continues to fatten, even as its image tarnishes, thanks in part to the consolidation of the defense industry, which has left the pentagon with few choices for buying weapons, industry analysts said.\n",
      "Removed Special Characters: despite scandals boeing still charms wall street boeings bottom line continues to fatten even as its image tarnishes thanks in part to the consolidation of the defense industry which has left the pentagon with few choices for buying weapons industry analysts said\n",
      "Tokens: ['despite', 'scandals', 'boeing', 'still', 'charms', 'wall', 'street', 'boeings', 'bottom', 'line', 'continues', 'to', 'fatten', 'even', 'as', 'its', 'image', 'tarnishes', 'thanks', 'in', 'part', 'to', 'the', 'consolidation', 'of', 'the', 'defense', 'industry', 'which', 'has', 'left', 'the', 'pentagon', 'with', 'few', 'choices', 'for', 'buying', 'weapons', 'industry', 'analysts', 'said']\n",
      "Removed Stopwords: ['despite', 'scandals', 'boeing', 'still', 'charms', 'wall', 'street', 'boeings', 'bottom', 'line', 'continues', 'fatten', 'even', 'image', 'tarnishes', 'thanks', 'part', 'consolidation', 'defense', 'industry', 'left', 'pentagon', 'choices', 'buying', 'weapons', 'industry', 'analysts', 'said']\n",
      "Stemmed Tokens: ['despit', 'scandal', 'boe', 'still', 'charm', 'wall', 'street', 'boe', 'bottom', 'line', 'continu', 'fatten', 'even', 'imag', 'tarnish', 'thank', 'part', 'consolid', 'defens', 'industri', 'left', 'pentagon', 'choic', 'buy', 'weapon', 'industri', 'analyst', 'said']\n",
      "Final Preprocessed Text: despit scandal boe still charm wall street boe bottom line continu fatten even imag tarnish thank part consolid defens industri left pentagon choic buy weapon industri analyst said\n",
      "\n",
      "Original Text: Stronger Sales Boost JC Penney Earnings (Reuters) Reuters - Department store operator J.C. Penney\\Co. Inc.  on Tuesday said third-quarter profit rose 86.3\\percent, helped by stronger sales and fewer markdowns.\n",
      "Lowercased Text: stronger sales boost jc penney earnings (reuters) reuters - department store operator j.c. penney\\co. inc.  on tuesday said third-quarter profit rose 86.3\\percent, helped by stronger sales and fewer markdowns.\n",
      "Removed URLs: stronger sales boost jc penney earnings (reuters) reuters - department store operator j.c. penney\\co. inc.  on tuesday said third-quarter profit rose 86.3\\percent, helped by stronger sales and fewer markdowns.\n",
      "Removed HTML Tags: stronger sales boost jc penney earnings (reuters) reuters - department store operator j.c. penney\\co. inc.  on tuesday said third-quarter profit rose 86.3\\percent, helped by stronger sales and fewer markdowns.\n",
      "Removed Special Characters: stronger sales boost jc penney earnings reuters reuters  department store operator jc penneyco inc  on tuesday said thirdquarter profit rose percent helped by stronger sales and fewer markdowns\n",
      "Tokens: ['stronger', 'sales', 'boost', 'jc', 'penney', 'earnings', 'reuters', 'reuters', 'department', 'store', 'operator', 'jc', 'penneyco', 'inc', 'on', 'tuesday', 'said', 'thirdquarter', 'profit', 'rose', 'percent', 'helped', 'by', 'stronger', 'sales', 'and', 'fewer', 'markdowns']\n",
      "Removed Stopwords: ['stronger', 'sales', 'boost', 'jc', 'penney', 'earnings', 'reuters', 'reuters', 'department', 'store', 'operator', 'jc', 'penneyco', 'inc', 'tuesday', 'said', 'thirdquarter', 'profit', 'rose', 'percent', 'helped', 'stronger', 'sales', 'fewer', 'markdowns']\n",
      "Stemmed Tokens: ['stronger', 'sale', 'boost', 'jc', 'penney', 'earn', 'reuter', 'reuter', 'depart', 'store', 'oper', 'jc', 'penneyco', 'inc', 'tuesday', 'said', 'thirdquart', 'profit', 'rose', 'percent', 'help', 'stronger', 'sale', 'fewer', 'markdown']\n",
      "Final Preprocessed Text: stronger sale boost jc penney earn reuter reuter depart store oper jc penneyco inc tuesday said thirdquart profit rose percent help stronger sale fewer markdown\n",
      "\n",
      "Original Text: OPEC Seen Wary on Increase in Oil Quotas  VIENNA (Reuters) - OPEC may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Lowercased Text: opec seen wary on increase in oil quotas  vienna (reuters) - opec may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Removed URLs: opec seen wary on increase in oil quotas  vienna (reuters) - opec may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Removed HTML Tags: opec seen wary on increase in oil quotas  vienna (reuters) - opec may resist calls to raise oil  output quotas much, if at all, when it meets this week for fear  of turning a decline from record prices into a rout.\n",
      "Removed Special Characters: opec seen wary on increase in oil quotas  vienna reuters  opec may resist calls to raise oil  output quotas much if at all when it meets this week for fear  of turning a decline from record prices into a rout\n",
      "Tokens: ['opec', 'seen', 'wary', 'on', 'increase', 'in', 'oil', 'quotas', 'vienna', 'reuters', 'opec', 'may', 'resist', 'calls', 'to', 'raise', 'oil', 'output', 'quotas', 'much', 'if', 'at', 'all', 'when', 'it', 'meets', 'this', 'week', 'for', 'fear', 'of', 'turning', 'a', 'decline', 'from', 'record', 'prices', 'into', 'a', 'rout']\n",
      "Removed Stopwords: ['opec', 'seen', 'wary', 'increase', 'oil', 'quotas', 'vienna', 'reuters', 'opec', 'may', 'resist', 'calls', 'raise', 'oil', 'output', 'quotas', 'much', 'meets', 'week', 'fear', 'turning', 'decline', 'record', 'prices', 'rout']\n",
      "Stemmed Tokens: ['opec', 'seen', 'wari', 'increas', 'oil', 'quota', 'vienna', 'reuter', 'opec', 'may', 'resist', 'call', 'rais', 'oil', 'output', 'quota', 'much', 'meet', 'week', 'fear', 'turn', 'declin', 'record', 'price', 'rout']\n",
      "Final Preprocessed Text: opec seen wari increas oil quota vienna reuter opec may resist call rais oil output quota much meet week fear turn declin record price rout\n",
      "\n",
      "Original Text: Sony Leads MGM Acquisition Entertainment companies had been vying for MGM to get their hands on its library of more than 4,000 titles. Time Warner initially was seen as the front-runner in the race.\n",
      "Lowercased Text: sony leads mgm acquisition entertainment companies had been vying for mgm to get their hands on its library of more than 4,000 titles. time warner initially was seen as the front-runner in the race.\n",
      "Removed URLs: sony leads mgm acquisition entertainment companies had been vying for mgm to get their hands on its library of more than 4,000 titles. time warner initially was seen as the front-runner in the race.\n",
      "Removed HTML Tags: sony leads mgm acquisition entertainment companies had been vying for mgm to get their hands on its library of more than 4,000 titles. time warner initially was seen as the front-runner in the race.\n",
      "Removed Special Characters: sony leads mgm acquisition entertainment companies had been vying for mgm to get their hands on its library of more than  titles time warner initially was seen as the frontrunner in the race\n",
      "Tokens: ['sony', 'leads', 'mgm', 'acquisition', 'entertainment', 'companies', 'had', 'been', 'vying', 'for', 'mgm', 'to', 'get', 'their', 'hands', 'on', 'its', 'library', 'of', 'more', 'than', 'titles', 'time', 'warner', 'initially', 'was', 'seen', 'as', 'the', 'frontrunner', 'in', 'the', 'race']\n",
      "Removed Stopwords: ['sony', 'leads', 'mgm', 'acquisition', 'entertainment', 'companies', 'vying', 'mgm', 'get', 'hands', 'library', 'titles', 'time', 'warner', 'initially', 'seen', 'frontrunner', 'race']\n",
      "Stemmed Tokens: ['soni', 'lead', 'mgm', 'acquisit', 'entertain', 'compani', 'vy', 'mgm', 'get', 'hand', 'librari', 'titl', 'time', 'warner', 'initi', 'seen', 'frontrunn', 'race']\n",
      "Final Preprocessed Text: soni lead mgm acquisit entertain compani vy mgm get hand librari titl time warner initi seen frontrunn race\n",
      "\n",
      "Original Text: BAE included in SFO investigation BAE Systems says it has found out that it is being investigated by the UK's Serious Fraud Office.\n",
      "Lowercased Text: bae included in sfo investigation bae systems says it has found out that it is being investigated by the uk's serious fraud office.\n",
      "Removed URLs: bae included in sfo investigation bae systems says it has found out that it is being investigated by the uk's serious fraud office.\n",
      "Removed HTML Tags: bae included in sfo investigation bae systems says it has found out that it is being investigated by the uk's serious fraud office.\n",
      "Removed Special Characters: bae included in sfo investigation bae systems says it has found out that it is being investigated by the uks serious fraud office\n",
      "Tokens: ['bae', 'included', 'in', 'sfo', 'investigation', 'bae', 'systems', 'says', 'it', 'has', 'found', 'out', 'that', 'it', 'is', 'being', 'investigated', 'by', 'the', 'uks', 'serious', 'fraud', 'office']\n",
      "Removed Stopwords: ['bae', 'included', 'sfo', 'investigation', 'bae', 'systems', 'says', 'found', 'investigated', 'uks', 'serious', 'fraud', 'office']\n",
      "Stemmed Tokens: ['bae', 'includ', 'sfo', 'investig', 'bae', 'system', 'say', 'found', 'investig', 'uk', 'seriou', 'fraud', 'offic']\n",
      "Final Preprocessed Text: bae includ sfo investig bae system say found investig uk seriou fraud offic\n",
      "\n",
      "Original Text: Sirius Satellite Radio  quot;outperform, quot; target price raised NEW YORK, November 19 (newratings.com) - Analysts at Stifel Nicolaus  amp; Company reiterate their  quot;outperform quot; rating on Sirius Satellite Radio (SIRI.\n",
      "Lowercased Text: sirius satellite radio  quot;outperform, quot; target price raised new york, november 19 (newratings.com) - analysts at stifel nicolaus  amp; company reiterate their  quot;outperform quot; rating on sirius satellite radio (siri.\n",
      "Removed URLs: sirius satellite radio  quot;outperform, quot; target price raised new york, november 19 (newratings.com) - analysts at stifel nicolaus  amp; company reiterate their  quot;outperform quot; rating on sirius satellite radio (siri.\n",
      "Removed HTML Tags: sirius satellite radio  quot;outperform, quot; target price raised new york, november 19 (newratings.com) - analysts at stifel nicolaus  amp; company reiterate their  quot;outperform quot; rating on sirius satellite radio (siri.\n",
      "Removed Special Characters: sirius satellite radio  quotoutperform quot target price raised new york november  newratingscom  analysts at stifel nicolaus  amp company reiterate their  quotoutperform quot rating on sirius satellite radio siri\n",
      "Tokens: ['sirius', 'satellite', 'radio', 'quotoutperform', 'quot', 'target', 'price', 'raised', 'new', 'york', 'november', 'newratingscom', 'analysts', 'at', 'stifel', 'nicolaus', 'amp', 'company', 'reiterate', 'their', 'quotoutperform', 'quot', 'rating', 'on', 'sirius', 'satellite', 'radio', 'siri']\n",
      "Removed Stopwords: ['sirius', 'satellite', 'radio', 'quotoutperform', 'quot', 'target', 'price', 'raised', 'new', 'york', 'november', 'newratingscom', 'analysts', 'stifel', 'nicolaus', 'amp', 'company', 'reiterate', 'quotoutperform', 'quot', 'rating', 'sirius', 'satellite', 'radio', 'siri']\n",
      "Stemmed Tokens: ['siriu', 'satellit', 'radio', 'quotoutperform', 'quot', 'target', 'price', 'rais', 'new', 'york', 'novemb', 'newratingscom', 'analyst', 'stifel', 'nicolau', 'amp', 'compani', 'reiter', 'quotoutperform', 'quot', 'rate', 'siriu', 'satellit', 'radio', 'siri']\n",
      "Final Preprocessed Text: siriu satellit radio quotoutperform quot target price rais new york novemb newratingscom analyst stifel nicolau amp compani reiter quotoutperform quot rate siriu satellit radio siri\n",
      "\n",
      "Original Text: British grocer Tesco sees group sales rise 12.0-percent (AFP) AFP - Tesco, Britain's biggest supermarket chain, said that group sales grew by 12.2 percent in the third quarter, driven by strong performances from its stores at home and abroad.\n",
      "Lowercased Text: british grocer tesco sees group sales rise 12.0-percent (afp) afp - tesco, britain's biggest supermarket chain, said that group sales grew by 12.2 percent in the third quarter, driven by strong performances from its stores at home and abroad.\n",
      "Removed URLs: british grocer tesco sees group sales rise 12.0-percent (afp) afp - tesco, britain's biggest supermarket chain, said that group sales grew by 12.2 percent in the third quarter, driven by strong performances from its stores at home and abroad.\n",
      "Removed HTML Tags: british grocer tesco sees group sales rise 12.0-percent (afp) afp - tesco, britain's biggest supermarket chain, said that group sales grew by 12.2 percent in the third quarter, driven by strong performances from its stores at home and abroad.\n",
      "Removed Special Characters: british grocer tesco sees group sales rise percent afp afp  tesco britains biggest supermarket chain said that group sales grew by  percent in the third quarter driven by strong performances from its stores at home and abroad\n",
      "Tokens: ['british', 'grocer', 'tesco', 'sees', 'group', 'sales', 'rise', 'percent', 'afp', 'afp', 'tesco', 'britains', 'biggest', 'supermarket', 'chain', 'said', 'that', 'group', 'sales', 'grew', 'by', 'percent', 'in', 'the', 'third', 'quarter', 'driven', 'by', 'strong', 'performances', 'from', 'its', 'stores', 'at', 'home', 'and', 'abroad']\n",
      "Removed Stopwords: ['british', 'grocer', 'tesco', 'sees', 'group', 'sales', 'rise', 'percent', 'afp', 'afp', 'tesco', 'britains', 'biggest', 'supermarket', 'chain', 'said', 'group', 'sales', 'grew', 'percent', 'third', 'quarter', 'driven', 'strong', 'performances', 'stores', 'home', 'abroad']\n",
      "Stemmed Tokens: ['british', 'grocer', 'tesco', 'see', 'group', 'sale', 'rise', 'percent', 'afp', 'afp', 'tesco', 'britain', 'biggest', 'supermarket', 'chain', 'said', 'group', 'sale', 'grew', 'percent', 'third', 'quarter', 'driven', 'strong', 'perform', 'store', 'home', 'abroad']\n",
      "Final Preprocessed Text: british grocer tesco see group sale rise percent afp afp tesco britain biggest supermarket chain said group sale grew percent third quarter driven strong perform store home abroad\n",
      "\n",
      "Original Text: Order for Saudi tankers goes to Hyundai Heavy DUBAI Hyundai Heavy Industries, the world #39;s largest shipbuilder, has won a Saudi order for two large oil tankers as OPEC pumps near capacity, lifting supertanker prices.\n",
      "Lowercased Text: order for saudi tankers goes to hyundai heavy dubai hyundai heavy industries, the world #39;s largest shipbuilder, has won a saudi order for two large oil tankers as opec pumps near capacity, lifting supertanker prices.\n",
      "Removed URLs: order for saudi tankers goes to hyundai heavy dubai hyundai heavy industries, the world #39;s largest shipbuilder, has won a saudi order for two large oil tankers as opec pumps near capacity, lifting supertanker prices.\n",
      "Removed HTML Tags: order for saudi tankers goes to hyundai heavy dubai hyundai heavy industries, the world #39;s largest shipbuilder, has won a saudi order for two large oil tankers as opec pumps near capacity, lifting supertanker prices.\n",
      "Removed Special Characters: order for saudi tankers goes to hyundai heavy dubai hyundai heavy industries the world s largest shipbuilder has won a saudi order for two large oil tankers as opec pumps near capacity lifting supertanker prices\n",
      "Tokens: ['order', 'for', 'saudi', 'tankers', 'goes', 'to', 'hyundai', 'heavy', 'dubai', 'hyundai', 'heavy', 'industries', 'the', 'world', 's', 'largest', 'shipbuilder', 'has', 'won', 'a', 'saudi', 'order', 'for', 'two', 'large', 'oil', 'tankers', 'as', 'opec', 'pumps', 'near', 'capacity', 'lifting', 'supertanker', 'prices']\n",
      "Removed Stopwords: ['order', 'saudi', 'tankers', 'goes', 'hyundai', 'heavy', 'dubai', 'hyundai', 'heavy', 'industries', 'world', 'largest', 'shipbuilder', 'saudi', 'order', 'two', 'large', 'oil', 'tankers', 'opec', 'pumps', 'near', 'capacity', 'lifting', 'supertanker', 'prices']\n",
      "Stemmed Tokens: ['order', 'saudi', 'tanker', 'goe', 'hyundai', 'heavi', 'dubai', 'hyundai', 'heavi', 'industri', 'world', 'largest', 'shipbuild', 'saudi', 'order', 'two', 'larg', 'oil', 'tanker', 'opec', 'pump', 'near', 'capac', 'lift', 'supertank', 'price']\n",
      "Final Preprocessed Text: order saudi tanker goe hyundai heavi dubai hyundai heavi industri world largest shipbuild saudi order two larg oil tanker opec pump near capac lift supertank price\n",
      "\n",
      "Original Text: Fannie Mae mess worries investors The fallout from allegations of serious accounting problems at Fannie Mae has rattled investors and could even bump up mortgage rates down the road.\n",
      "Lowercased Text: fannie mae mess worries investors the fallout from allegations of serious accounting problems at fannie mae has rattled investors and could even bump up mortgage rates down the road.\n",
      "Removed URLs: fannie mae mess worries investors the fallout from allegations of serious accounting problems at fannie mae has rattled investors and could even bump up mortgage rates down the road.\n",
      "Removed HTML Tags: fannie mae mess worries investors the fallout from allegations of serious accounting problems at fannie mae has rattled investors and could even bump up mortgage rates down the road.\n",
      "Removed Special Characters: fannie mae mess worries investors the fallout from allegations of serious accounting problems at fannie mae has rattled investors and could even bump up mortgage rates down the road\n",
      "Tokens: ['fannie', 'mae', 'mess', 'worries', 'investors', 'the', 'fallout', 'from', 'allegations', 'of', 'serious', 'accounting', 'problems', 'at', 'fannie', 'mae', 'has', 'rattled', 'investors', 'and', 'could', 'even', 'bump', 'up', 'mortgage', 'rates', 'down', 'the', 'road']\n",
      "Removed Stopwords: ['fannie', 'mae', 'mess', 'worries', 'investors', 'fallout', 'allegations', 'serious', 'accounting', 'problems', 'fannie', 'mae', 'rattled', 'investors', 'could', 'even', 'bump', 'mortgage', 'rates', 'road']\n",
      "Stemmed Tokens: ['fanni', 'mae', 'mess', 'worri', 'investor', 'fallout', 'alleg', 'seriou', 'account', 'problem', 'fanni', 'mae', 'rattl', 'investor', 'could', 'even', 'bump', 'mortgag', 'rate', 'road']\n",
      "Final Preprocessed Text: fanni mae mess worri investor fallout alleg seriou account problem fanni mae rattl investor could even bump mortgag rate road\n",
      "\n",
      "Original Text: Tata CS celebrates profits uplift Indian software giant Tata CS unveils sharply higher profits in its first set of results since its stock market launch.\n",
      "Lowercased Text: tata cs celebrates profits uplift indian software giant tata cs unveils sharply higher profits in its first set of results since its stock market launch.\n",
      "Removed URLs: tata cs celebrates profits uplift indian software giant tata cs unveils sharply higher profits in its first set of results since its stock market launch.\n",
      "Removed HTML Tags: tata cs celebrates profits uplift indian software giant tata cs unveils sharply higher profits in its first set of results since its stock market launch.\n",
      "Removed Special Characters: tata cs celebrates profits uplift indian software giant tata cs unveils sharply higher profits in its first set of results since its stock market launch\n",
      "Tokens: ['tata', 'cs', 'celebrates', 'profits', 'uplift', 'indian', 'software', 'giant', 'tata', 'cs', 'unveils', 'sharply', 'higher', 'profits', 'in', 'its', 'first', 'set', 'of', 'results', 'since', 'its', 'stock', 'market', 'launch']\n",
      "Removed Stopwords: ['tata', 'cs', 'celebrates', 'profits', 'uplift', 'indian', 'software', 'giant', 'tata', 'cs', 'unveils', 'sharply', 'higher', 'profits', 'first', 'set', 'results', 'since', 'stock', 'market', 'launch']\n",
      "Stemmed Tokens: ['tata', 'cs', 'celebr', 'profit', 'uplift', 'indian', 'softwar', 'giant', 'tata', 'cs', 'unveil', 'sharpli', 'higher', 'profit', 'first', 'set', 'result', 'sinc', 'stock', 'market', 'launch']\n",
      "Final Preprocessed Text: tata cs celebr profit uplift indian softwar giant tata cs unveil sharpli higher profit first set result sinc stock market launch\n",
      "\n",
      "Original Text: MyTravel Wins Court Approval for Creditor, Shareholder Meeting MyTravel Plc, an unprofitable UK tour operator, got the go-ahead from a London court to meet creditors for approval of a refinancing plan after it submitted a revised version.\n",
      "Lowercased Text: mytravel wins court approval for creditor, shareholder meeting mytravel plc, an unprofitable uk tour operator, got the go-ahead from a london court to meet creditors for approval of a refinancing plan after it submitted a revised version.\n",
      "Removed URLs: mytravel wins court approval for creditor, shareholder meeting mytravel plc, an unprofitable uk tour operator, got the go-ahead from a london court to meet creditors for approval of a refinancing plan after it submitted a revised version.\n",
      "Removed HTML Tags: mytravel wins court approval for creditor, shareholder meeting mytravel plc, an unprofitable uk tour operator, got the go-ahead from a london court to meet creditors for approval of a refinancing plan after it submitted a revised version.\n",
      "Removed Special Characters: mytravel wins court approval for creditor shareholder meeting mytravel plc an unprofitable uk tour operator got the goahead from a london court to meet creditors for approval of a refinancing plan after it submitted a revised version\n",
      "Tokens: ['mytravel', 'wins', 'court', 'approval', 'for', 'creditor', 'shareholder', 'meeting', 'mytravel', 'plc', 'an', 'unprofitable', 'uk', 'tour', 'operator', 'got', 'the', 'goahead', 'from', 'a', 'london', 'court', 'to', 'meet', 'creditors', 'for', 'approval', 'of', 'a', 'refinancing', 'plan', 'after', 'it', 'submitted', 'a', 'revised', 'version']\n",
      "Removed Stopwords: ['mytravel', 'wins', 'court', 'approval', 'creditor', 'shareholder', 'meeting', 'mytravel', 'plc', 'unprofitable', 'uk', 'tour', 'operator', 'got', 'goahead', 'london', 'court', 'meet', 'creditors', 'approval', 'refinancing', 'plan', 'submitted', 'revised', 'version']\n",
      "Stemmed Tokens: ['mytravel', 'win', 'court', 'approv', 'creditor', 'sharehold', 'meet', 'mytravel', 'plc', 'unprofit', 'uk', 'tour', 'oper', 'got', 'goahead', 'london', 'court', 'meet', 'creditor', 'approv', 'refinanc', 'plan', 'submit', 'revis', 'version']\n",
      "Final Preprocessed Text: mytravel win court approv creditor sharehold meet mytravel plc unprofit uk tour oper got goahead london court meet creditor approv refinanc plan submit revis version\n",
      "\n",
      "Original Text: Touchy Times at Midas The auto maintenance company has a simple business but a complicated prognosis.\n",
      "Lowercased Text: touchy times at midas the auto maintenance company has a simple business but a complicated prognosis.\n",
      "Removed URLs: touchy times at midas the auto maintenance company has a simple business but a complicated prognosis.\n",
      "Removed HTML Tags: touchy times at midas the auto maintenance company has a simple business but a complicated prognosis.\n",
      "Removed Special Characters: touchy times at midas the auto maintenance company has a simple business but a complicated prognosis\n",
      "Tokens: ['touchy', 'times', 'at', 'midas', 'the', 'auto', 'maintenance', 'company', 'has', 'a', 'simple', 'business', 'but', 'a', 'complicated', 'prognosis']\n",
      "Removed Stopwords: ['touchy', 'times', 'midas', 'auto', 'maintenance', 'company', 'simple', 'business', 'complicated', 'prognosis']\n",
      "Stemmed Tokens: ['touchi', 'time', 'mida', 'auto', 'mainten', 'compani', 'simpl', 'busi', 'complic', 'prognosi']\n",
      "Final Preprocessed Text: touchi time mida auto mainten compani simpl busi complic prognosi\n",
      "\n",
      "Original Text: Google creators in share sell-off Google founders Larry Page and Sergey Brin have announced plans to sell millions of shares in the web search company they launched in 1998.\n",
      "Lowercased Text: google creators in share sell-off google founders larry page and sergey brin have announced plans to sell millions of shares in the web search company they launched in 1998.\n",
      "Removed URLs: google creators in share sell-off google founders larry page and sergey brin have announced plans to sell millions of shares in the web search company they launched in 1998.\n",
      "Removed HTML Tags: google creators in share sell-off google founders larry page and sergey brin have announced plans to sell millions of shares in the web search company they launched in 1998.\n",
      "Removed Special Characters: google creators in share selloff google founders larry page and sergey brin have announced plans to sell millions of shares in the web search company they launched in \n",
      "Tokens: ['google', 'creators', 'in', 'share', 'selloff', 'google', 'founders', 'larry', 'page', 'and', 'sergey', 'brin', 'have', 'announced', 'plans', 'to', 'sell', 'millions', 'of', 'shares', 'in', 'the', 'web', 'search', 'company', 'they', 'launched', 'in']\n",
      "Removed Stopwords: ['google', 'creators', 'share', 'selloff', 'google', 'founders', 'larry', 'page', 'sergey', 'brin', 'announced', 'plans', 'sell', 'millions', 'shares', 'web', 'search', 'company', 'launched']\n",
      "Stemmed Tokens: ['googl', 'creator', 'share', 'selloff', 'googl', 'founder', 'larri', 'page', 'sergey', 'brin', 'announc', 'plan', 'sell', 'million', 'share', 'web', 'search', 'compani', 'launch']\n",
      "Final Preprocessed Text: googl creator share selloff googl founder larri page sergey brin announc plan sell million share web search compani launch\n",
      "\n",
      "Original Text: Service Sector Hit By High Oil Costs Confidence in service firms has been hit by rising oil prices and interest rates but manufacturers have seen the best rate of orders for nine years, two surveys show.\n",
      "Lowercased Text: service sector hit by high oil costs confidence in service firms has been hit by rising oil prices and interest rates but manufacturers have seen the best rate of orders for nine years, two surveys show.\n",
      "Removed URLs: service sector hit by high oil costs confidence in service firms has been hit by rising oil prices and interest rates but manufacturers have seen the best rate of orders for nine years, two surveys show.\n",
      "Removed HTML Tags: service sector hit by high oil costs confidence in service firms has been hit by rising oil prices and interest rates but manufacturers have seen the best rate of orders for nine years, two surveys show.\n",
      "Removed Special Characters: service sector hit by high oil costs confidence in service firms has been hit by rising oil prices and interest rates but manufacturers have seen the best rate of orders for nine years two surveys show\n",
      "Tokens: ['service', 'sector', 'hit', 'by', 'high', 'oil', 'costs', 'confidence', 'in', 'service', 'firms', 'has', 'been', 'hit', 'by', 'rising', 'oil', 'prices', 'and', 'interest', 'rates', 'but', 'manufacturers', 'have', 'seen', 'the', 'best', 'rate', 'of', 'orders', 'for', 'nine', 'years', 'two', 'surveys', 'show']\n",
      "Removed Stopwords: ['service', 'sector', 'hit', 'high', 'oil', 'costs', 'confidence', 'service', 'firms', 'hit', 'rising', 'oil', 'prices', 'interest', 'rates', 'manufacturers', 'seen', 'best', 'rate', 'orders', 'nine', 'years', 'two', 'surveys', 'show']\n",
      "Stemmed Tokens: ['servic', 'sector', 'hit', 'high', 'oil', 'cost', 'confid', 'servic', 'firm', 'hit', 'rise', 'oil', 'price', 'interest', 'rate', 'manufactur', 'seen', 'best', 'rate', 'order', 'nine', 'year', 'two', 'survey', 'show']\n",
      "Final Preprocessed Text: servic sector hit high oil cost confid servic firm hit rise oil price interest rate manufactur seen best rate order nine year two survey show\n",
      "\n",
      "Original Text: UPDATE 3-Sonic, Asbury cut earnings estimates, stocks fall Shares of Sonic Automotive Inc. (SAH.N: Quote, Profile, Research) and Asbury Automotive Group Inc. (ABG.N: Quote, Profile, Research) fell sharply on Tuesday after both car dealership \n",
      "Lowercased Text: update 3-sonic, asbury cut earnings estimates, stocks fall shares of sonic automotive inc. (sah.n: quote, profile, research) and asbury automotive group inc. (abg.n: quote, profile, research) fell sharply on tuesday after both car dealership \n",
      "Removed URLs: update 3-sonic, asbury cut earnings estimates, stocks fall shares of sonic automotive inc. (sah.n: quote, profile, research) and asbury automotive group inc. (abg.n: quote, profile, research) fell sharply on tuesday after both car dealership \n",
      "Removed HTML Tags: update 3-sonic, asbury cut earnings estimates, stocks fall shares of sonic automotive inc. (sah.n: quote, profile, research) and asbury automotive group inc. (abg.n: quote, profile, research) fell sharply on tuesday after both car dealership \n",
      "Removed Special Characters: update sonic asbury cut earnings estimates stocks fall shares of sonic automotive inc sahn quote profile research and asbury automotive group inc abgn quote profile research fell sharply on tuesday after both car dealership \n",
      "Tokens: ['update', 'sonic', 'asbury', 'cut', 'earnings', 'estimates', 'stocks', 'fall', 'shares', 'of', 'sonic', 'automotive', 'inc', 'sahn', 'quote', 'profile', 'research', 'and', 'asbury', 'automotive', 'group', 'inc', 'abgn', 'quote', 'profile', 'research', 'fell', 'sharply', 'on', 'tuesday', 'after', 'both', 'car', 'dealership']\n",
      "Removed Stopwords: ['update', 'sonic', 'asbury', 'cut', 'earnings', 'estimates', 'stocks', 'fall', 'shares', 'sonic', 'automotive', 'inc', 'sahn', 'quote', 'profile', 'research', 'asbury', 'automotive', 'group', 'inc', 'abgn', 'quote', 'profile', 'research', 'fell', 'sharply', 'tuesday', 'car', 'dealership']\n",
      "Stemmed Tokens: ['updat', 'sonic', 'asburi', 'cut', 'earn', 'estim', 'stock', 'fall', 'share', 'sonic', 'automot', 'inc', 'sahn', 'quot', 'profil', 'research', 'asburi', 'automot', 'group', 'inc', 'abgn', 'quot', 'profil', 'research', 'fell', 'sharpli', 'tuesday', 'car', 'dealership']\n",
      "Final Preprocessed Text: updat sonic asburi cut earn estim stock fall share sonic automot inc sahn quot profil research asburi automot group inc abgn quot profil research fell sharpli tuesday car dealership\n",
      "\n",
      "Original Text: AT amp;T Wireless Moves to Sell Canada Asset T amp;T Wireless Services Inc., the third-largest United States mobile phone company, reached an agreement yesterday with Rogers Communications Inc.\n",
      "Lowercased Text: at amp;t wireless moves to sell canada asset t amp;t wireless services inc., the third-largest united states mobile phone company, reached an agreement yesterday with rogers communications inc.\n",
      "Removed URLs: at amp;t wireless moves to sell canada asset t amp;t wireless services inc., the third-largest united states mobile phone company, reached an agreement yesterday with rogers communications inc.\n",
      "Removed HTML Tags: at amp;t wireless moves to sell canada asset t amp;t wireless services inc., the third-largest united states mobile phone company, reached an agreement yesterday with rogers communications inc.\n",
      "Removed Special Characters: at ampt wireless moves to sell canada asset t ampt wireless services inc the thirdlargest united states mobile phone company reached an agreement yesterday with rogers communications inc\n",
      "Tokens: ['at', 'ampt', 'wireless', 'moves', 'to', 'sell', 'canada', 'asset', 't', 'ampt', 'wireless', 'services', 'inc', 'the', 'thirdlargest', 'united', 'states', 'mobile', 'phone', 'company', 'reached', 'an', 'agreement', 'yesterday', 'with', 'rogers', 'communications', 'inc']\n",
      "Removed Stopwords: ['ampt', 'wireless', 'moves', 'sell', 'canada', 'asset', 'ampt', 'wireless', 'services', 'inc', 'thirdlargest', 'united', 'states', 'mobile', 'phone', 'company', 'reached', 'agreement', 'yesterday', 'rogers', 'communications', 'inc']\n",
      "Stemmed Tokens: ['ampt', 'wireless', 'move', 'sell', 'canada', 'asset', 'ampt', 'wireless', 'servic', 'inc', 'thirdlargest', 'unit', 'state', 'mobil', 'phone', 'compani', 'reach', 'agreement', 'yesterday', 'roger', 'commun', 'inc']\n",
      "Final Preprocessed Text: ampt wireless move sell canada asset ampt wireless servic inc thirdlargest unit state mobil phone compani reach agreement yesterday roger commun inc\n",
      "\n",
      "Original Text: All rosy at which bank PRODUCTIVITY gains should keep Commonwealth Bank in a sweet spot for years to come, departing chairman John Ralph claimed yesterday.\n",
      "Lowercased Text: all rosy at which bank productivity gains should keep commonwealth bank in a sweet spot for years to come, departing chairman john ralph claimed yesterday.\n",
      "Removed URLs: all rosy at which bank productivity gains should keep commonwealth bank in a sweet spot for years to come, departing chairman john ralph claimed yesterday.\n",
      "Removed HTML Tags: all rosy at which bank productivity gains should keep commonwealth bank in a sweet spot for years to come, departing chairman john ralph claimed yesterday.\n",
      "Removed Special Characters: all rosy at which bank productivity gains should keep commonwealth bank in a sweet spot for years to come departing chairman john ralph claimed yesterday\n",
      "Tokens: ['all', 'rosy', 'at', 'which', 'bank', 'productivity', 'gains', 'should', 'keep', 'commonwealth', 'bank', 'in', 'a', 'sweet', 'spot', 'for', 'years', 'to', 'come', 'departing', 'chairman', 'john', 'ralph', 'claimed', 'yesterday']\n",
      "Removed Stopwords: ['rosy', 'bank', 'productivity', 'gains', 'keep', 'commonwealth', 'bank', 'sweet', 'spot', 'years', 'come', 'departing', 'chairman', 'john', 'ralph', 'claimed', 'yesterday']\n",
      "Stemmed Tokens: ['rosi', 'bank', 'product', 'gain', 'keep', 'commonwealth', 'bank', 'sweet', 'spot', 'year', 'come', 'depart', 'chairman', 'john', 'ralph', 'claim', 'yesterday']\n",
      "Final Preprocessed Text: rosi bank product gain keep commonwealth bank sweet spot year come depart chairman john ralph claim yesterday\n",
      "\n",
      "Original Text: Web-based kidney match raises ethics questions A Colorado man who placed a  quot;transplant wanted quot; ad on a Massachusetts-based Internet site is expected today to receive a kidney donated by a total stranger who simply wanted to do  quot;something big. quot; The transaction marks the first time an organ transplant has been brokered by a commercial web company.\n",
      "Lowercased Text: web-based kidney match raises ethics questions a colorado man who placed a  quot;transplant wanted quot; ad on a massachusetts-based internet site is expected today to receive a kidney donated by a total stranger who simply wanted to do  quot;something big. quot; the transaction marks the first time an organ transplant has been brokered by a commercial web company.\n",
      "Removed URLs: web-based kidney match raises ethics questions a colorado man who placed a  quot;transplant wanted quot; ad on a massachusetts-based internet site is expected today to receive a kidney donated by a total stranger who simply wanted to do  quot;something big. quot; the transaction marks the first time an organ transplant has been brokered by a commercial web company.\n",
      "Removed HTML Tags: web-based kidney match raises ethics questions a colorado man who placed a  quot;transplant wanted quot; ad on a massachusetts-based internet site is expected today to receive a kidney donated by a total stranger who simply wanted to do  quot;something big. quot; the transaction marks the first time an organ transplant has been brokered by a commercial web company.\n",
      "Removed Special Characters: webbased kidney match raises ethics questions a colorado man who placed a  quottransplant wanted quot ad on a massachusettsbased internet site is expected today to receive a kidney donated by a total stranger who simply wanted to do  quotsomething big quot the transaction marks the first time an organ transplant has been brokered by a commercial web company\n",
      "Tokens: ['webbased', 'kidney', 'match', 'raises', 'ethics', 'questions', 'a', 'colorado', 'man', 'who', 'placed', 'a', 'quottransplant', 'wanted', 'quot', 'ad', 'on', 'a', 'massachusettsbased', 'internet', 'site', 'is', 'expected', 'today', 'to', 'receive', 'a', 'kidney', 'donated', 'by', 'a', 'total', 'stranger', 'who', 'simply', 'wanted', 'to', 'do', 'quotsomething', 'big', 'quot', 'the', 'transaction', 'marks', 'the', 'first', 'time', 'an', 'organ', 'transplant', 'has', 'been', 'brokered', 'by', 'a', 'commercial', 'web', 'company']\n",
      "Removed Stopwords: ['webbased', 'kidney', 'match', 'raises', 'ethics', 'questions', 'colorado', 'man', 'placed', 'quottransplant', 'wanted', 'quot', 'ad', 'massachusettsbased', 'internet', 'site', 'expected', 'today', 'receive', 'kidney', 'donated', 'total', 'stranger', 'simply', 'wanted', 'quotsomething', 'big', 'quot', 'transaction', 'marks', 'first', 'time', 'organ', 'transplant', 'brokered', 'commercial', 'web', 'company']\n",
      "Stemmed Tokens: ['webbas', 'kidney', 'match', 'rais', 'ethic', 'question', 'colorado', 'man', 'place', 'quottranspl', 'want', 'quot', 'ad', 'massachusettsbas', 'internet', 'site', 'expect', 'today', 'receiv', 'kidney', 'donat', 'total', 'stranger', 'simpli', 'want', 'quotsometh', 'big', 'quot', 'transact', 'mark', 'first', 'time', 'organ', 'transplant', 'broker', 'commerci', 'web', 'compani']\n",
      "Final Preprocessed Text: webbas kidney match rais ethic question colorado man place quottranspl want quot ad massachusettsbas internet site expect today receiv kidney donat total stranger simpli want quotsometh big quot transact mark first time organ transplant broker commerci web compani\n",
      "\n",
      "Original Text: Target Earns \\$537 Million Target Corp. , the No. 2 US discount retailer, on Thursday posted a higher quarterly profit on stronger sales and gains from selling its Mervyn #39;s department store chain, and forecast 2004 would end well.\n",
      "Lowercased Text: target earns \\$537 million target corp. , the no. 2 us discount retailer, on thursday posted a higher quarterly profit on stronger sales and gains from selling its mervyn #39;s department store chain, and forecast 2004 would end well.\n",
      "Removed URLs: target earns \\$537 million target corp. , the no. 2 us discount retailer, on thursday posted a higher quarterly profit on stronger sales and gains from selling its mervyn #39;s department store chain, and forecast 2004 would end well.\n",
      "Removed HTML Tags: target earns \\$537 million target corp. , the no. 2 us discount retailer, on thursday posted a higher quarterly profit on stronger sales and gains from selling its mervyn #39;s department store chain, and forecast 2004 would end well.\n",
      "Removed Special Characters: target earns  million target corp  the no  us discount retailer on thursday posted a higher quarterly profit on stronger sales and gains from selling its mervyn s department store chain and forecast  would end well\n",
      "Tokens: ['target', 'earns', 'million', 'target', 'corp', 'the', 'no', 'us', 'discount', 'retailer', 'on', 'thursday', 'posted', 'a', 'higher', 'quarterly', 'profit', 'on', 'stronger', 'sales', 'and', 'gains', 'from', 'selling', 'its', 'mervyn', 's', 'department', 'store', 'chain', 'and', 'forecast', 'would', 'end', 'well']\n",
      "Removed Stopwords: ['target', 'earns', 'million', 'target', 'corp', 'us', 'discount', 'retailer', 'thursday', 'posted', 'higher', 'quarterly', 'profit', 'stronger', 'sales', 'gains', 'selling', 'mervyn', 'department', 'store', 'chain', 'forecast', 'would', 'end', 'well']\n",
      "Stemmed Tokens: ['target', 'earn', 'million', 'target', 'corp', 'us', 'discount', 'retail', 'thursday', 'post', 'higher', 'quarterli', 'profit', 'stronger', 'sale', 'gain', 'sell', 'mervyn', 'depart', 'store', 'chain', 'forecast', 'would', 'end', 'well']\n",
      "Final Preprocessed Text: target earn million target corp us discount retail thursday post higher quarterli profit stronger sale gain sell mervyn depart store chain forecast would end well\n",
      "\n",
      "Original Text: Saturday Essay When in his mid-50s, immigrant Andrew Carnegie sold his steel holdings into a trust headed by JP Morgan in 1901, the Scottish immigrant and former cotton factory bobbin boy left a life of astounding, ground-up capitalism for retirement into philanthropy.\n",
      "Lowercased Text: saturday essay when in his mid-50s, immigrant andrew carnegie sold his steel holdings into a trust headed by jp morgan in 1901, the scottish immigrant and former cotton factory bobbin boy left a life of astounding, ground-up capitalism for retirement into philanthropy.\n",
      "Removed URLs: saturday essay when in his mid-50s, immigrant andrew carnegie sold his steel holdings into a trust headed by jp morgan in 1901, the scottish immigrant and former cotton factory bobbin boy left a life of astounding, ground-up capitalism for retirement into philanthropy.\n",
      "Removed HTML Tags: saturday essay when in his mid-50s, immigrant andrew carnegie sold his steel holdings into a trust headed by jp morgan in 1901, the scottish immigrant and former cotton factory bobbin boy left a life of astounding, ground-up capitalism for retirement into philanthropy.\n",
      "Removed Special Characters: saturday essay when in his mids immigrant andrew carnegie sold his steel holdings into a trust headed by jp morgan in  the scottish immigrant and former cotton factory bobbin boy left a life of astounding groundup capitalism for retirement into philanthropy\n",
      "Tokens: ['saturday', 'essay', 'when', 'in', 'his', 'mids', 'immigrant', 'andrew', 'carnegie', 'sold', 'his', 'steel', 'holdings', 'into', 'a', 'trust', 'headed', 'by', 'jp', 'morgan', 'in', 'the', 'scottish', 'immigrant', 'and', 'former', 'cotton', 'factory', 'bobbin', 'boy', 'left', 'a', 'life', 'of', 'astounding', 'groundup', 'capitalism', 'for', 'retirement', 'into', 'philanthropy']\n",
      "Removed Stopwords: ['saturday', 'essay', 'mids', 'immigrant', 'andrew', 'carnegie', 'sold', 'steel', 'holdings', 'trust', 'headed', 'jp', 'morgan', 'scottish', 'immigrant', 'former', 'cotton', 'factory', 'bobbin', 'boy', 'left', 'life', 'astounding', 'groundup', 'capitalism', 'retirement', 'philanthropy']\n",
      "Stemmed Tokens: ['saturday', 'essay', 'mid', 'immigr', 'andrew', 'carnegi', 'sold', 'steel', 'hold', 'trust', 'head', 'jp', 'morgan', 'scottish', 'immigr', 'former', 'cotton', 'factori', 'bobbin', 'boy', 'left', 'life', 'astound', 'groundup', 'capit', 'retir', 'philanthropi']\n",
      "Final Preprocessed Text: saturday essay mid immigr andrew carnegi sold steel hold trust head jp morgan scottish immigr former cotton factori bobbin boy left life astound groundup capit retir philanthropi\n",
      "\n",
      "Original Text: WTO Sanctions on US Exports Widens Gap in Congress Angry over unfair subsidies paid to US companies from tariffs collected on goods imported here, the WTO has widened the gap with Congress by imposing sanctions of their own.\n",
      "Lowercased Text: wto sanctions on us exports widens gap in congress angry over unfair subsidies paid to us companies from tariffs collected on goods imported here, the wto has widened the gap with congress by imposing sanctions of their own.\n",
      "Removed URLs: wto sanctions on us exports widens gap in congress angry over unfair subsidies paid to us companies from tariffs collected on goods imported here, the wto has widened the gap with congress by imposing sanctions of their own.\n",
      "Removed HTML Tags: wto sanctions on us exports widens gap in congress angry over unfair subsidies paid to us companies from tariffs collected on goods imported here, the wto has widened the gap with congress by imposing sanctions of their own.\n",
      "Removed Special Characters: wto sanctions on us exports widens gap in congress angry over unfair subsidies paid to us companies from tariffs collected on goods imported here the wto has widened the gap with congress by imposing sanctions of their own\n",
      "Tokens: ['wto', 'sanctions', 'on', 'us', 'exports', 'widens', 'gap', 'in', 'congress', 'angry', 'over', 'unfair', 'subsidies', 'paid', 'to', 'us', 'companies', 'from', 'tariffs', 'collected', 'on', 'goods', 'imported', 'here', 'the', 'wto', 'has', 'widened', 'the', 'gap', 'with', 'congress', 'by', 'imposing', 'sanctions', 'of', 'their', 'own']\n",
      "Removed Stopwords: ['wto', 'sanctions', 'us', 'exports', 'widens', 'gap', 'congress', 'angry', 'unfair', 'subsidies', 'paid', 'us', 'companies', 'tariffs', 'collected', 'goods', 'imported', 'wto', 'widened', 'gap', 'congress', 'imposing', 'sanctions']\n",
      "Stemmed Tokens: ['wto', 'sanction', 'us', 'export', 'widen', 'gap', 'congress', 'angri', 'unfair', 'subsidi', 'paid', 'us', 'compani', 'tariff', 'collect', 'good', 'import', 'wto', 'widen', 'gap', 'congress', 'impos', 'sanction']\n",
      "Final Preprocessed Text: wto sanction us export widen gap congress angri unfair subsidi paid us compani tariff collect good import wto widen gap congress impos sanction\n",
      "\n",
      "Original Text: Shoppers return in September, sales up 1.5 Shoppers were out last month, propelling sales at the nation #39;s retailers by a strong 1.5, best showing since March. The sizable gain reported by the Commerce Department on Friday came \n",
      "Lowercased Text: shoppers return in september, sales up 1.5 shoppers were out last month, propelling sales at the nation #39;s retailers by a strong 1.5, best showing since march. the sizable gain reported by the commerce department on friday came \n",
      "Removed URLs: shoppers return in september, sales up 1.5 shoppers were out last month, propelling sales at the nation #39;s retailers by a strong 1.5, best showing since march. the sizable gain reported by the commerce department on friday came \n",
      "Removed HTML Tags: shoppers return in september, sales up 1.5 shoppers were out last month, propelling sales at the nation #39;s retailers by a strong 1.5, best showing since march. the sizable gain reported by the commerce department on friday came \n",
      "Removed Special Characters: shoppers return in september sales up  shoppers were out last month propelling sales at the nation s retailers by a strong  best showing since march the sizable gain reported by the commerce department on friday came \n",
      "Tokens: ['shoppers', 'return', 'in', 'september', 'sales', 'up', 'shoppers', 'were', 'out', 'last', 'month', 'propelling', 'sales', 'at', 'the', 'nation', 's', 'retailers', 'by', 'a', 'strong', 'best', 'showing', 'since', 'march', 'the', 'sizable', 'gain', 'reported', 'by', 'the', 'commerce', 'department', 'on', 'friday', 'came']\n",
      "Removed Stopwords: ['shoppers', 'return', 'september', 'sales', 'shoppers', 'last', 'month', 'propelling', 'sales', 'nation', 'retailers', 'strong', 'best', 'showing', 'since', 'march', 'sizable', 'gain', 'reported', 'commerce', 'department', 'friday', 'came']\n",
      "Stemmed Tokens: ['shopper', 'return', 'septemb', 'sale', 'shopper', 'last', 'month', 'propel', 'sale', 'nation', 'retail', 'strong', 'best', 'show', 'sinc', 'march', 'sizabl', 'gain', 'report', 'commerc', 'depart', 'friday', 'came']\n",
      "Final Preprocessed Text: shopper return septemb sale shopper last month propel sale nation retail strong best show sinc march sizabl gain report commerc depart friday came\n",
      "\n",
      "Original Text: Bush Set to Open Oil Reserve Spigot (Reuters) Reuters - With oil prices close to  #36;50 a\\barrel, the Bush administration is set to allow oil refineries\\to borrow crude from the government's emergency petroleum\\stockpile to make up for supplies disrupted by Hurricane Ivan,\\a congressional source briefed on the pending decision told\\Reuters on Thursday.\n",
      "Lowercased Text: bush set to open oil reserve spigot (reuters) reuters - with oil prices close to  #36;50 a\\barrel, the bush administration is set to allow oil refineries\\to borrow crude from the government's emergency petroleum\\stockpile to make up for supplies disrupted by hurricane ivan,\\a congressional source briefed on the pending decision told\\reuters on thursday.\n",
      "Removed URLs: bush set to open oil reserve spigot (reuters) reuters - with oil prices close to  #36;50 a\\barrel, the bush administration is set to allow oil refineries\\to borrow crude from the government's emergency petroleum\\stockpile to make up for supplies disrupted by hurricane ivan,\\a congressional source briefed on the pending decision told\\reuters on thursday.\n",
      "Removed HTML Tags: bush set to open oil reserve spigot (reuters) reuters - with oil prices close to  #36;50 a\\barrel, the bush administration is set to allow oil refineries\\to borrow crude from the government's emergency petroleum\\stockpile to make up for supplies disrupted by hurricane ivan,\\a congressional source briefed on the pending decision told\\reuters on thursday.\n",
      "Removed Special Characters: bush set to open oil reserve spigot reuters reuters  with oil prices close to   abarrel the bush administration is set to allow oil refineriesto borrow crude from the governments emergency petroleumstockpile to make up for supplies disrupted by hurricane ivana congressional source briefed on the pending decision toldreuters on thursday\n",
      "Tokens: ['bush', 'set', 'to', 'open', 'oil', 'reserve', 'spigot', 'reuters', 'reuters', 'with', 'oil', 'prices', 'close', 'to', 'abarrel', 'the', 'bush', 'administration', 'is', 'set', 'to', 'allow', 'oil', 'refineriesto', 'borrow', 'crude', 'from', 'the', 'governments', 'emergency', 'petroleumstockpile', 'to', 'make', 'up', 'for', 'supplies', 'disrupted', 'by', 'hurricane', 'ivana', 'congressional', 'source', 'briefed', 'on', 'the', 'pending', 'decision', 'toldreuters', 'on', 'thursday']\n",
      "Removed Stopwords: ['bush', 'set', 'open', 'oil', 'reserve', 'spigot', 'reuters', 'reuters', 'oil', 'prices', 'close', 'abarrel', 'bush', 'administration', 'set', 'allow', 'oil', 'refineriesto', 'borrow', 'crude', 'governments', 'emergency', 'petroleumstockpile', 'make', 'supplies', 'disrupted', 'hurricane', 'ivana', 'congressional', 'source', 'briefed', 'pending', 'decision', 'toldreuters', 'thursday']\n",
      "Stemmed Tokens: ['bush', 'set', 'open', 'oil', 'reserv', 'spigot', 'reuter', 'reuter', 'oil', 'price', 'close', 'abarrel', 'bush', 'administr', 'set', 'allow', 'oil', 'refineriesto', 'borrow', 'crude', 'govern', 'emerg', 'petroleumstockpil', 'make', 'suppli', 'disrupt', 'hurrican', 'ivana', 'congression', 'sourc', 'brief', 'pend', 'decis', 'toldreut', 'thursday']\n",
      "Final Preprocessed Text: bush set open oil reserv spigot reuter reuter oil price close abarrel bush administr set allow oil refineriesto borrow crude govern emerg petroleumstockpil make suppli disrupt hurrican ivana congression sourc brief pend decis toldreut thursday\n",
      "\n",
      "Original Text: Oil Prices Don #39;t Deter Shoppers; Consumer Confidence Index Up Consumers shrugged off record oil prices to increase spending at the start of the fourth quarter, data released Friday by the Commerce Department showed.\n",
      "Lowercased Text: oil prices don #39;t deter shoppers; consumer confidence index up consumers shrugged off record oil prices to increase spending at the start of the fourth quarter, data released friday by the commerce department showed.\n",
      "Removed URLs: oil prices don #39;t deter shoppers; consumer confidence index up consumers shrugged off record oil prices to increase spending at the start of the fourth quarter, data released friday by the commerce department showed.\n",
      "Removed HTML Tags: oil prices don #39;t deter shoppers; consumer confidence index up consumers shrugged off record oil prices to increase spending at the start of the fourth quarter, data released friday by the commerce department showed.\n",
      "Removed Special Characters: oil prices don t deter shoppers consumer confidence index up consumers shrugged off record oil prices to increase spending at the start of the fourth quarter data released friday by the commerce department showed\n",
      "Tokens: ['oil', 'prices', 'don', 't', 'deter', 'shoppers', 'consumer', 'confidence', 'index', 'up', 'consumers', 'shrugged', 'off', 'record', 'oil', 'prices', 'to', 'increase', 'spending', 'at', 'the', 'start', 'of', 'the', 'fourth', 'quarter', 'data', 'released', 'friday', 'by', 'the', 'commerce', 'department', 'showed']\n",
      "Removed Stopwords: ['oil', 'prices', 'deter', 'shoppers', 'consumer', 'confidence', 'index', 'consumers', 'shrugged', 'record', 'oil', 'prices', 'increase', 'spending', 'start', 'fourth', 'quarter', 'data', 'released', 'friday', 'commerce', 'department', 'showed']\n",
      "Stemmed Tokens: ['oil', 'price', 'deter', 'shopper', 'consum', 'confid', 'index', 'consum', 'shrug', 'record', 'oil', 'price', 'increas', 'spend', 'start', 'fourth', 'quarter', 'data', 'releas', 'friday', 'commerc', 'depart', 'show']\n",
      "Final Preprocessed Text: oil price deter shopper consum confid index consum shrug record oil price increas spend start fourth quarter data releas friday commerc depart show\n",
      "\n",
      "Original Text: Coke CEO gives pep talk as company lowers outlook Coca-Cola #39;s top executive said Wednesday the beverage maker needs to work harder, better execute its business strategy and improve its culture as he warned that third-quarter per-share income will drop at least 24 percent from a year ago.\n",
      "Lowercased Text: coke ceo gives pep talk as company lowers outlook coca-cola #39;s top executive said wednesday the beverage maker needs to work harder, better execute its business strategy and improve its culture as he warned that third-quarter per-share income will drop at least 24 percent from a year ago.\n",
      "Removed URLs: coke ceo gives pep talk as company lowers outlook coca-cola #39;s top executive said wednesday the beverage maker needs to work harder, better execute its business strategy and improve its culture as he warned that third-quarter per-share income will drop at least 24 percent from a year ago.\n",
      "Removed HTML Tags: coke ceo gives pep talk as company lowers outlook coca-cola #39;s top executive said wednesday the beverage maker needs to work harder, better execute its business strategy and improve its culture as he warned that third-quarter per-share income will drop at least 24 percent from a year ago.\n",
      "Removed Special Characters: coke ceo gives pep talk as company lowers outlook cocacola s top executive said wednesday the beverage maker needs to work harder better execute its business strategy and improve its culture as he warned that thirdquarter pershare income will drop at least  percent from a year ago\n",
      "Tokens: ['coke', 'ceo', 'gives', 'pep', 'talk', 'as', 'company', 'lowers', 'outlook', 'cocacola', 's', 'top', 'executive', 'said', 'wednesday', 'the', 'beverage', 'maker', 'needs', 'to', 'work', 'harder', 'better', 'execute', 'its', 'business', 'strategy', 'and', 'improve', 'its', 'culture', 'as', 'he', 'warned', 'that', 'thirdquarter', 'pershare', 'income', 'will', 'drop', 'at', 'least', 'percent', 'from', 'a', 'year', 'ago']\n",
      "Removed Stopwords: ['coke', 'ceo', 'gives', 'pep', 'talk', 'company', 'lowers', 'outlook', 'cocacola', 'top', 'executive', 'said', 'wednesday', 'beverage', 'maker', 'needs', 'work', 'harder', 'better', 'execute', 'business', 'strategy', 'improve', 'culture', 'warned', 'thirdquarter', 'pershare', 'income', 'drop', 'least', 'percent', 'year', 'ago']\n",
      "Stemmed Tokens: ['coke', 'ceo', 'give', 'pep', 'talk', 'compani', 'lower', 'outlook', 'cocacola', 'top', 'execut', 'said', 'wednesday', 'beverag', 'maker', 'need', 'work', 'harder', 'better', 'execut', 'busi', 'strategi', 'improv', 'cultur', 'warn', 'thirdquart', 'pershar', 'incom', 'drop', 'least', 'percent', 'year', 'ago']\n",
      "Final Preprocessed Text: coke ceo give pep talk compani lower outlook cocacola top execut said wednesday beverag maker need work harder better execut busi strategi improv cultur warn thirdquart pershar incom drop least percent year ago\n",
      "\n",
      "Original Text: Lehman nears \\$220M Enron settlement Lehman Brothers Holdings Inc. is close to settling a class action lawsuit for \\$220 million stemming from allegations that it colluded with other brokerages to mislead Enron Corp.\n",
      "Lowercased Text: lehman nears \\$220m enron settlement lehman brothers holdings inc. is close to settling a class action lawsuit for \\$220 million stemming from allegations that it colluded with other brokerages to mislead enron corp.\n",
      "Removed URLs: lehman nears \\$220m enron settlement lehman brothers holdings inc. is close to settling a class action lawsuit for \\$220 million stemming from allegations that it colluded with other brokerages to mislead enron corp.\n",
      "Removed HTML Tags: lehman nears \\$220m enron settlement lehman brothers holdings inc. is close to settling a class action lawsuit for \\$220 million stemming from allegations that it colluded with other brokerages to mislead enron corp.\n",
      "Removed Special Characters: lehman nears m enron settlement lehman brothers holdings inc is close to settling a class action lawsuit for  million stemming from allegations that it colluded with other brokerages to mislead enron corp\n",
      "Tokens: ['lehman', 'nears', 'm', 'enron', 'settlement', 'lehman', 'brothers', 'holdings', 'inc', 'is', 'close', 'to', 'settling', 'a', 'class', 'action', 'lawsuit', 'for', 'million', 'stemming', 'from', 'allegations', 'that', 'it', 'colluded', 'with', 'other', 'brokerages', 'to', 'mislead', 'enron', 'corp']\n",
      "Removed Stopwords: ['lehman', 'nears', 'enron', 'settlement', 'lehman', 'brothers', 'holdings', 'inc', 'close', 'settling', 'class', 'action', 'lawsuit', 'million', 'stemming', 'allegations', 'colluded', 'brokerages', 'mislead', 'enron', 'corp']\n",
      "Stemmed Tokens: ['lehman', 'near', 'enron', 'settlement', 'lehman', 'brother', 'hold', 'inc', 'close', 'settl', 'class', 'action', 'lawsuit', 'million', 'stem', 'alleg', 'collud', 'brokerag', 'mislead', 'enron', 'corp']\n",
      "Final Preprocessed Text: lehman near enron settlement lehman brother hold inc close settl class action lawsuit million stem alleg collud brokerag mislead enron corp\n",
      "\n",
      "Original Text: Nortel Downsizes Again Aug. 23, 2004 (TheDeal.com) Problem-plagued Nortel Networks Corp. announced plans Thursday, Aug. 19, to eliminate an additional 3,500 jobs and fire seven more senior executives as the company labors to reinvent \n",
      "Lowercased Text: nortel downsizes again aug. 23, 2004 (thedeal.com) problem-plagued nortel networks corp. announced plans thursday, aug. 19, to eliminate an additional 3,500 jobs and fire seven more senior executives as the company labors to reinvent \n",
      "Removed URLs: nortel downsizes again aug. 23, 2004 (thedeal.com) problem-plagued nortel networks corp. announced plans thursday, aug. 19, to eliminate an additional 3,500 jobs and fire seven more senior executives as the company labors to reinvent \n",
      "Removed HTML Tags: nortel downsizes again aug. 23, 2004 (thedeal.com) problem-plagued nortel networks corp. announced plans thursday, aug. 19, to eliminate an additional 3,500 jobs and fire seven more senior executives as the company labors to reinvent \n",
      "Removed Special Characters: nortel downsizes again aug   thedealcom problemplagued nortel networks corp announced plans thursday aug  to eliminate an additional  jobs and fire seven more senior executives as the company labors to reinvent \n",
      "Tokens: ['nortel', 'downsizes', 'again', 'aug', 'thedealcom', 'problemplagued', 'nortel', 'networks', 'corp', 'announced', 'plans', 'thursday', 'aug', 'to', 'eliminate', 'an', 'additional', 'jobs', 'and', 'fire', 'seven', 'more', 'senior', 'executives', 'as', 'the', 'company', 'labors', 'to', 'reinvent']\n",
      "Removed Stopwords: ['nortel', 'downsizes', 'aug', 'thedealcom', 'problemplagued', 'nortel', 'networks', 'corp', 'announced', 'plans', 'thursday', 'aug', 'eliminate', 'additional', 'jobs', 'fire', 'seven', 'senior', 'executives', 'company', 'labors', 'reinvent']\n",
      "Stemmed Tokens: ['nortel', 'downsiz', 'aug', 'thedealcom', 'problemplagu', 'nortel', 'network', 'corp', 'announc', 'plan', 'thursday', 'aug', 'elimin', 'addit', 'job', 'fire', 'seven', 'senior', 'execut', 'compani', 'labor', 'reinvent']\n",
      "Final Preprocessed Text: nortel downsiz aug thedealcom problemplagu nortel network corp announc plan thursday aug elimin addit job fire seven senior execut compani labor reinvent\n",
      "\n",
      "Original Text: MCI to Take \\$3.5 Billion Charge in 3Q Telecommunications firm MCI Inc. on Monday said it will take a hefty \\$3.5 billion charge in the third quarter to impair property, equipment and intangible assets related to its consumer phone business.\n",
      "Lowercased Text: mci to take \\$3.5 billion charge in 3q telecommunications firm mci inc. on monday said it will take a hefty \\$3.5 billion charge in the third quarter to impair property, equipment and intangible assets related to its consumer phone business.\n",
      "Removed URLs: mci to take \\$3.5 billion charge in 3q telecommunications firm mci inc. on monday said it will take a hefty \\$3.5 billion charge in the third quarter to impair property, equipment and intangible assets related to its consumer phone business.\n",
      "Removed HTML Tags: mci to take \\$3.5 billion charge in 3q telecommunications firm mci inc. on monday said it will take a hefty \\$3.5 billion charge in the third quarter to impair property, equipment and intangible assets related to its consumer phone business.\n",
      "Removed Special Characters: mci to take  billion charge in q telecommunications firm mci inc on monday said it will take a hefty  billion charge in the third quarter to impair property equipment and intangible assets related to its consumer phone business\n",
      "Tokens: ['mci', 'to', 'take', 'billion', 'charge', 'in', 'q', 'telecommunications', 'firm', 'mci', 'inc', 'on', 'monday', 'said', 'it', 'will', 'take', 'a', 'hefty', 'billion', 'charge', 'in', 'the', 'third', 'quarter', 'to', 'impair', 'property', 'equipment', 'and', 'intangible', 'assets', 'related', 'to', 'its', 'consumer', 'phone', 'business']\n",
      "Removed Stopwords: ['mci', 'take', 'billion', 'charge', 'q', 'telecommunications', 'firm', 'mci', 'inc', 'monday', 'said', 'take', 'hefty', 'billion', 'charge', 'third', 'quarter', 'impair', 'property', 'equipment', 'intangible', 'assets', 'related', 'consumer', 'phone', 'business']\n",
      "Stemmed Tokens: ['mci', 'take', 'billion', 'charg', 'q', 'telecommun', 'firm', 'mci', 'inc', 'monday', 'said', 'take', 'hefti', 'billion', 'charg', 'third', 'quarter', 'impair', 'properti', 'equip', 'intang', 'asset', 'relat', 'consum', 'phone', 'busi']\n",
      "Final Preprocessed Text: mci take billion charg q telecommun firm mci inc monday said take hefti billion charg third quarter impair properti equip intang asset relat consum phone busi\n",
      "\n",
      "Original Text: Toyota to open south China plant Japan carmaker Toyota enters a joint venture to produce saloon cars in southern China.\n",
      "Lowercased Text: toyota to open south china plant japan carmaker toyota enters a joint venture to produce saloon cars in southern china.\n",
      "Removed URLs: toyota to open south china plant japan carmaker toyota enters a joint venture to produce saloon cars in southern china.\n",
      "Removed HTML Tags: toyota to open south china plant japan carmaker toyota enters a joint venture to produce saloon cars in southern china.\n",
      "Removed Special Characters: toyota to open south china plant japan carmaker toyota enters a joint venture to produce saloon cars in southern china\n",
      "Tokens: ['toyota', 'to', 'open', 'south', 'china', 'plant', 'japan', 'carmaker', 'toyota', 'enters', 'a', 'joint', 'venture', 'to', 'produce', 'saloon', 'cars', 'in', 'southern', 'china']\n",
      "Removed Stopwords: ['toyota', 'open', 'south', 'china', 'plant', 'japan', 'carmaker', 'toyota', 'enters', 'joint', 'venture', 'produce', 'saloon', 'cars', 'southern', 'china']\n",
      "Stemmed Tokens: ['toyota', 'open', 'south', 'china', 'plant', 'japan', 'carmak', 'toyota', 'enter', 'joint', 'ventur', 'produc', 'saloon', 'car', 'southern', 'china']\n",
      "Final Preprocessed Text: toyota open south china plant japan carmak toyota enter joint ventur produc saloon car southern china\n",
      "\n",
      "Original Text: Before-the Bell; Rouse Co. Shares Jump  &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=RSE.N target=/stocks/quickinfo/fullquote\"&gt;RSE.N&lt;/A&gt; jumped before the bell after General Growth  Properties Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=GGP.N target=/stocks/quickinfo/fullquote\"&gt;GGP.N&lt;/A&gt;, the No. 2 U.S. shopping mall owner, on  Friday said it would buy Rouse for \\$7.2 billion.\n",
      "Lowercased Text: before-the bell; rouse co. shares jump  &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=rse.n target=/stocks/quickinfo/fullquote\"&gt;rse.n&lt;/a&gt; jumped before the bell after general growth  properties inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=ggp.n target=/stocks/quickinfo/fullquote\"&gt;ggp.n&lt;/a&gt;, the no. 2 u.s. shopping mall owner, on  friday said it would buy rouse for \\$7.2 billion.\n",
      "Removed URLs: before-the bell; rouse co. shares jump  &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;rse.n&lt;/a&gt; jumped before the bell after general growth  properties inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;ggp.n&lt;/a&gt;, the no. 2 u.s. shopping mall owner, on  friday said it would buy rouse for \\$7.2 billion.\n",
      "Removed HTML Tags: before-the bell; rouse co. shares jump  &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;rse.n&lt;/a&gt; jumped before the bell after general growth  properties inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;ggp.n&lt;/a&gt;, the no. 2 u.s. shopping mall owner, on  friday said it would buy rouse for \\$7.2 billion.\n",
      "Removed Special Characters: beforethe bell rouse co shares jump  lta href targetstocksquickinfofullquotegtrsenltagt jumped before the bell after general growth  properties inc lta href targetstocksquickinfofullquotegtggpnltagt the no  us shopping mall owner on  friday said it would buy rouse for  billion\n",
      "Tokens: ['beforethe', 'bell', 'rouse', 'co', 'shares', 'jump', 'lta', 'href', 'targetstocksquickinfofullquotegtrsenltagt', 'jumped', 'before', 'the', 'bell', 'after', 'general', 'growth', 'properties', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtggpnltagt', 'the', 'no', 'us', 'shopping', 'mall', 'owner', 'on', 'friday', 'said', 'it', 'would', 'buy', 'rouse', 'for', 'billion']\n",
      "Removed Stopwords: ['beforethe', 'bell', 'rouse', 'co', 'shares', 'jump', 'lta', 'href', 'targetstocksquickinfofullquotegtrsenltagt', 'jumped', 'bell', 'general', 'growth', 'properties', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtggpnltagt', 'us', 'shopping', 'mall', 'owner', 'friday', 'said', 'would', 'buy', 'rouse', 'billion']\n",
      "Stemmed Tokens: ['beforeth', 'bell', 'rous', 'co', 'share', 'jump', 'lta', 'href', 'targetstocksquickinfofullquotegtrsenltagt', 'jump', 'bell', 'gener', 'growth', 'properti', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtggpnltagt', 'us', 'shop', 'mall', 'owner', 'friday', 'said', 'would', 'buy', 'rous', 'billion']\n",
      "Final Preprocessed Text: beforeth bell rous co share jump lta href targetstocksquickinfofullquotegtrsenltagt jump bell gener growth properti inc lta href targetstocksquickinfofullquotegtggpnltagt us shop mall owner friday said would buy rous billion\n",
      "\n",
      "Original Text: Reliance battle seen getting messier in days ahead: Business India: Mumbai, Nov 26 : The much talked about family feud over the control of Reliance Industries, India #39;s largest industrial house, is set to turn into a full-fledged boardroom battle that may entail a revamp of the company #39;s management.\n",
      "Lowercased Text: reliance battle seen getting messier in days ahead: business india: mumbai, nov 26 : the much talked about family feud over the control of reliance industries, india #39;s largest industrial house, is set to turn into a full-fledged boardroom battle that may entail a revamp of the company #39;s management.\n",
      "Removed URLs: reliance battle seen getting messier in days ahead: business india: mumbai, nov 26 : the much talked about family feud over the control of reliance industries, india #39;s largest industrial house, is set to turn into a full-fledged boardroom battle that may entail a revamp of the company #39;s management.\n",
      "Removed HTML Tags: reliance battle seen getting messier in days ahead: business india: mumbai, nov 26 : the much talked about family feud over the control of reliance industries, india #39;s largest industrial house, is set to turn into a full-fledged boardroom battle that may entail a revamp of the company #39;s management.\n",
      "Removed Special Characters: reliance battle seen getting messier in days ahead business india mumbai nov   the much talked about family feud over the control of reliance industries india s largest industrial house is set to turn into a fullfledged boardroom battle that may entail a revamp of the company s management\n",
      "Tokens: ['reliance', 'battle', 'seen', 'getting', 'messier', 'in', 'days', 'ahead', 'business', 'india', 'mumbai', 'nov', 'the', 'much', 'talked', 'about', 'family', 'feud', 'over', 'the', 'control', 'of', 'reliance', 'industries', 'india', 's', 'largest', 'industrial', 'house', 'is', 'set', 'to', 'turn', 'into', 'a', 'fullfledged', 'boardroom', 'battle', 'that', 'may', 'entail', 'a', 'revamp', 'of', 'the', 'company', 's', 'management']\n",
      "Removed Stopwords: ['reliance', 'battle', 'seen', 'getting', 'messier', 'days', 'ahead', 'business', 'india', 'mumbai', 'nov', 'much', 'talked', 'family', 'feud', 'control', 'reliance', 'industries', 'india', 'largest', 'industrial', 'house', 'set', 'turn', 'fullfledged', 'boardroom', 'battle', 'may', 'entail', 'revamp', 'company', 'management']\n",
      "Stemmed Tokens: ['relianc', 'battl', 'seen', 'get', 'messier', 'day', 'ahead', 'busi', 'india', 'mumbai', 'nov', 'much', 'talk', 'famili', 'feud', 'control', 'relianc', 'industri', 'india', 'largest', 'industri', 'hous', 'set', 'turn', 'fullfledg', 'boardroom', 'battl', 'may', 'entail', 'revamp', 'compani', 'manag']\n",
      "Final Preprocessed Text: relianc battl seen get messier day ahead busi india mumbai nov much talk famili feud control relianc industri india largest industri hous set turn fullfledg boardroom battl may entail revamp compani manag\n",
      "\n",
      "Original Text: Saks to close 11 stores New York retailing group Saks said Friday it will close 11 stores and shed 700 jobs. The company said it will close down eight Saks Fifth Avenue stores and three Off 5th Avenue \n",
      "Lowercased Text: saks to close 11 stores new york retailing group saks said friday it will close 11 stores and shed 700 jobs. the company said it will close down eight saks fifth avenue stores and three off 5th avenue \n",
      "Removed URLs: saks to close 11 stores new york retailing group saks said friday it will close 11 stores and shed 700 jobs. the company said it will close down eight saks fifth avenue stores and three off 5th avenue \n",
      "Removed HTML Tags: saks to close 11 stores new york retailing group saks said friday it will close 11 stores and shed 700 jobs. the company said it will close down eight saks fifth avenue stores and three off 5th avenue \n",
      "Removed Special Characters: saks to close  stores new york retailing group saks said friday it will close  stores and shed  jobs the company said it will close down eight saks fifth avenue stores and three off th avenue \n",
      "Tokens: ['saks', 'to', 'close', 'stores', 'new', 'york', 'retailing', 'group', 'saks', 'said', 'friday', 'it', 'will', 'close', 'stores', 'and', 'shed', 'jobs', 'the', 'company', 'said', 'it', 'will', 'close', 'down', 'eight', 'saks', 'fifth', 'avenue', 'stores', 'and', 'three', 'off', 'th', 'avenue']\n",
      "Removed Stopwords: ['saks', 'close', 'stores', 'new', 'york', 'retailing', 'group', 'saks', 'said', 'friday', 'close', 'stores', 'shed', 'jobs', 'company', 'said', 'close', 'eight', 'saks', 'fifth', 'avenue', 'stores', 'three', 'th', 'avenue']\n",
      "Stemmed Tokens: ['sak', 'close', 'store', 'new', 'york', 'retail', 'group', 'sak', 'said', 'friday', 'close', 'store', 'shed', 'job', 'compani', 'said', 'close', 'eight', 'sak', 'fifth', 'avenu', 'store', 'three', 'th', 'avenu']\n",
      "Final Preprocessed Text: sak close store new york retail group sak said friday close store shed job compani said close eight sak fifth avenu store three th avenu\n",
      "\n",
      "Original Text: Stewart #39;s Prison Chosen That prison is located in West Virginia which means that she is not headed to a facility in Connecticut or Florida, as she had hoped.\n",
      "Lowercased Text: stewart #39;s prison chosen that prison is located in west virginia which means that she is not headed to a facility in connecticut or florida, as she had hoped.\n",
      "Removed URLs: stewart #39;s prison chosen that prison is located in west virginia which means that she is not headed to a facility in connecticut or florida, as she had hoped.\n",
      "Removed HTML Tags: stewart #39;s prison chosen that prison is located in west virginia which means that she is not headed to a facility in connecticut or florida, as she had hoped.\n",
      "Removed Special Characters: stewart s prison chosen that prison is located in west virginia which means that she is not headed to a facility in connecticut or florida as she had hoped\n",
      "Tokens: ['stewart', 's', 'prison', 'chosen', 'that', 'prison', 'is', 'located', 'in', 'west', 'virginia', 'which', 'means', 'that', 'she', 'is', 'not', 'headed', 'to', 'a', 'facility', 'in', 'connecticut', 'or', 'florida', 'as', 'she', 'had', 'hoped']\n",
      "Removed Stopwords: ['stewart', 'prison', 'chosen', 'prison', 'located', 'west', 'virginia', 'means', 'headed', 'facility', 'connecticut', 'florida', 'hoped']\n",
      "Stemmed Tokens: ['stewart', 'prison', 'chosen', 'prison', 'locat', 'west', 'virginia', 'mean', 'head', 'facil', 'connecticut', 'florida', 'hope']\n",
      "Final Preprocessed Text: stewart prison chosen prison locat west virginia mean head facil connecticut florida hope\n",
      "\n",
      "Original Text: WordsWorth Books files Chapter 11 WordsWorth Books, a Harvard Square institution for 29 years, yesterday filed for bankruptcy protection, as its owners seek a buyer or investor to help the independent bookseller compete with giant rivals like Amazon.com.\n",
      "Lowercased Text: wordsworth books files chapter 11 wordsworth books, a harvard square institution for 29 years, yesterday filed for bankruptcy protection, as its owners seek a buyer or investor to help the independent bookseller compete with giant rivals like amazon.com.\n",
      "Removed URLs: wordsworth books files chapter 11 wordsworth books, a harvard square institution for 29 years, yesterday filed for bankruptcy protection, as its owners seek a buyer or investor to help the independent bookseller compete with giant rivals like amazon.com.\n",
      "Removed HTML Tags: wordsworth books files chapter 11 wordsworth books, a harvard square institution for 29 years, yesterday filed for bankruptcy protection, as its owners seek a buyer or investor to help the independent bookseller compete with giant rivals like amazon.com.\n",
      "Removed Special Characters: wordsworth books files chapter  wordsworth books a harvard square institution for  years yesterday filed for bankruptcy protection as its owners seek a buyer or investor to help the independent bookseller compete with giant rivals like amazoncom\n",
      "Tokens: ['wordsworth', 'books', 'files', 'chapter', 'wordsworth', 'books', 'a', 'harvard', 'square', 'institution', 'for', 'years', 'yesterday', 'filed', 'for', 'bankruptcy', 'protection', 'as', 'its', 'owners', 'seek', 'a', 'buyer', 'or', 'investor', 'to', 'help', 'the', 'independent', 'bookseller', 'compete', 'with', 'giant', 'rivals', 'like', 'amazoncom']\n",
      "Removed Stopwords: ['wordsworth', 'books', 'files', 'chapter', 'wordsworth', 'books', 'harvard', 'square', 'institution', 'years', 'yesterday', 'filed', 'bankruptcy', 'protection', 'owners', 'seek', 'buyer', 'investor', 'help', 'independent', 'bookseller', 'compete', 'giant', 'rivals', 'like', 'amazoncom']\n",
      "Stemmed Tokens: ['wordsworth', 'book', 'file', 'chapter', 'wordsworth', 'book', 'harvard', 'squar', 'institut', 'year', 'yesterday', 'file', 'bankruptci', 'protect', 'owner', 'seek', 'buyer', 'investor', 'help', 'independ', 'booksel', 'compet', 'giant', 'rival', 'like', 'amazoncom']\n",
      "Final Preprocessed Text: wordsworth book file chapter wordsworth book harvard squar institut year yesterday file bankruptci protect owner seek buyer investor help independ booksel compet giant rival like amazoncom\n",
      "\n",
      "Original Text:  #39;Poison pill #39; just in case THE haste with which News Corporation has adopted a  quot;poison pill quot; - or stockholders rights plan - following the bold move of John Malone #39;s Liberty Media to put its foot on a further 8 per cent of the voting stock demonstrates a real concern as to his \n",
      "Lowercased Text:  #39;poison pill #39; just in case the haste with which news corporation has adopted a  quot;poison pill quot; - or stockholders rights plan - following the bold move of john malone #39;s liberty media to put its foot on a further 8 per cent of the voting stock demonstrates a real concern as to his \n",
      "Removed URLs:  #39;poison pill #39; just in case the haste with which news corporation has adopted a  quot;poison pill quot; - or stockholders rights plan - following the bold move of john malone #39;s liberty media to put its foot on a further 8 per cent of the voting stock demonstrates a real concern as to his \n",
      "Removed HTML Tags:  #39;poison pill #39; just in case the haste with which news corporation has adopted a  quot;poison pill quot; - or stockholders rights plan - following the bold move of john malone #39;s liberty media to put its foot on a further 8 per cent of the voting stock demonstrates a real concern as to his \n",
      "Removed Special Characters:  poison pill  just in case the haste with which news corporation has adopted a  quotpoison pill quot  or stockholders rights plan  following the bold move of john malone s liberty media to put its foot on a further  per cent of the voting stock demonstrates a real concern as to his \n",
      "Tokens: ['poison', 'pill', 'just', 'in', 'case', 'the', 'haste', 'with', 'which', 'news', 'corporation', 'has', 'adopted', 'a', 'quotpoison', 'pill', 'quot', 'or', 'stockholders', 'rights', 'plan', 'following', 'the', 'bold', 'move', 'of', 'john', 'malone', 's', 'liberty', 'media', 'to', 'put', 'its', 'foot', 'on', 'a', 'further', 'per', 'cent', 'of', 'the', 'voting', 'stock', 'demonstrates', 'a', 'real', 'concern', 'as', 'to', 'his']\n",
      "Removed Stopwords: ['poison', 'pill', 'case', 'haste', 'news', 'corporation', 'adopted', 'quotpoison', 'pill', 'quot', 'stockholders', 'rights', 'plan', 'following', 'bold', 'move', 'john', 'malone', 'liberty', 'media', 'put', 'foot', 'per', 'cent', 'voting', 'stock', 'demonstrates', 'real', 'concern']\n",
      "Stemmed Tokens: ['poison', 'pill', 'case', 'hast', 'news', 'corpor', 'adopt', 'quotpoison', 'pill', 'quot', 'stockhold', 'right', 'plan', 'follow', 'bold', 'move', 'john', 'malon', 'liberti', 'media', 'put', 'foot', 'per', 'cent', 'vote', 'stock', 'demonstr', 'real', 'concern']\n",
      "Final Preprocessed Text: poison pill case hast news corpor adopt quotpoison pill quot stockhold right plan follow bold move john malon liberti media put foot per cent vote stock demonstr real concern\n",
      "\n",
      "Original Text: Big Dig Tunnel Is Riddled With Leaks In a burgeoning political and engineering scandal, Boston #39;s gleaming new underground Interstate 93 highway is riddled with hundreds of leaks.\n",
      "Lowercased Text: big dig tunnel is riddled with leaks in a burgeoning political and engineering scandal, boston #39;s gleaming new underground interstate 93 highway is riddled with hundreds of leaks.\n",
      "Removed URLs: big dig tunnel is riddled with leaks in a burgeoning political and engineering scandal, boston #39;s gleaming new underground interstate 93 highway is riddled with hundreds of leaks.\n",
      "Removed HTML Tags: big dig tunnel is riddled with leaks in a burgeoning political and engineering scandal, boston #39;s gleaming new underground interstate 93 highway is riddled with hundreds of leaks.\n",
      "Removed Special Characters: big dig tunnel is riddled with leaks in a burgeoning political and engineering scandal boston s gleaming new underground interstate  highway is riddled with hundreds of leaks\n",
      "Tokens: ['big', 'dig', 'tunnel', 'is', 'riddled', 'with', 'leaks', 'in', 'a', 'burgeoning', 'political', 'and', 'engineering', 'scandal', 'boston', 's', 'gleaming', 'new', 'underground', 'interstate', 'highway', 'is', 'riddled', 'with', 'hundreds', 'of', 'leaks']\n",
      "Removed Stopwords: ['big', 'dig', 'tunnel', 'riddled', 'leaks', 'burgeoning', 'political', 'engineering', 'scandal', 'boston', 'gleaming', 'new', 'underground', 'interstate', 'highway', 'riddled', 'hundreds', 'leaks']\n",
      "Stemmed Tokens: ['big', 'dig', 'tunnel', 'riddl', 'leak', 'burgeon', 'polit', 'engin', 'scandal', 'boston', 'gleam', 'new', 'underground', 'interst', 'highway', 'riddl', 'hundr', 'leak']\n",
      "Final Preprocessed Text: big dig tunnel riddl leak burgeon polit engin scandal boston gleam new underground interst highway riddl hundr leak\n",
      "\n",
      "Original Text: Boeing to build cargo version of 777 NEW YORK: Boeing Co said today it will manufacture a cargo version of the twin-engine Boeing 777 commercial airliner. Due to enter service late in the fourth quarter of 2008, the Boeing 777 Freighter will \n",
      "Lowercased Text: boeing to build cargo version of 777 new york: boeing co said today it will manufacture a cargo version of the twin-engine boeing 777 commercial airliner. due to enter service late in the fourth quarter of 2008, the boeing 777 freighter will \n",
      "Removed URLs: boeing to build cargo version of 777 new york: boeing co said today it will manufacture a cargo version of the twin-engine boeing 777 commercial airliner. due to enter service late in the fourth quarter of 2008, the boeing 777 freighter will \n",
      "Removed HTML Tags: boeing to build cargo version of 777 new york: boeing co said today it will manufacture a cargo version of the twin-engine boeing 777 commercial airliner. due to enter service late in the fourth quarter of 2008, the boeing 777 freighter will \n",
      "Removed Special Characters: boeing to build cargo version of  new york boeing co said today it will manufacture a cargo version of the twinengine boeing  commercial airliner due to enter service late in the fourth quarter of  the boeing  freighter will \n",
      "Tokens: ['boeing', 'to', 'build', 'cargo', 'version', 'of', 'new', 'york', 'boeing', 'co', 'said', 'today', 'it', 'will', 'manufacture', 'a', 'cargo', 'version', 'of', 'the', 'twinengine', 'boeing', 'commercial', 'airliner', 'due', 'to', 'enter', 'service', 'late', 'in', 'the', 'fourth', 'quarter', 'of', 'the', 'boeing', 'freighter', 'will']\n",
      "Removed Stopwords: ['boeing', 'build', 'cargo', 'version', 'new', 'york', 'boeing', 'co', 'said', 'today', 'manufacture', 'cargo', 'version', 'twinengine', 'boeing', 'commercial', 'airliner', 'due', 'enter', 'service', 'late', 'fourth', 'quarter', 'boeing', 'freighter']\n",
      "Stemmed Tokens: ['boe', 'build', 'cargo', 'version', 'new', 'york', 'boe', 'co', 'said', 'today', 'manufactur', 'cargo', 'version', 'twinengin', 'boe', 'commerci', 'airlin', 'due', 'enter', 'servic', 'late', 'fourth', 'quarter', 'boe', 'freighter']\n",
      "Final Preprocessed Text: boe build cargo version new york boe co said today manufactur cargo version twinengin boe commerci airlin due enter servic late fourth quarter boe freighter\n",
      "\n",
      "Original Text: Hilfiger tumbles on grand jury probe CHICAGO (CBS.MW) -- Shares of Tommy Hilfiger Corp. tumbled Monday after the company disclosed that a grand jury was looking into the buying-office commissions the retailer pays to a non-US subsidiary.\n",
      "Lowercased Text: hilfiger tumbles on grand jury probe chicago (cbs.mw) -- shares of tommy hilfiger corp. tumbled monday after the company disclosed that a grand jury was looking into the buying-office commissions the retailer pays to a non-us subsidiary.\n",
      "Removed URLs: hilfiger tumbles on grand jury probe chicago (cbs.mw) -- shares of tommy hilfiger corp. tumbled monday after the company disclosed that a grand jury was looking into the buying-office commissions the retailer pays to a non-us subsidiary.\n",
      "Removed HTML Tags: hilfiger tumbles on grand jury probe chicago (cbs.mw) -- shares of tommy hilfiger corp. tumbled monday after the company disclosed that a grand jury was looking into the buying-office commissions the retailer pays to a non-us subsidiary.\n",
      "Removed Special Characters: hilfiger tumbles on grand jury probe chicago cbsmw  shares of tommy hilfiger corp tumbled monday after the company disclosed that a grand jury was looking into the buyingoffice commissions the retailer pays to a nonus subsidiary\n",
      "Tokens: ['hilfiger', 'tumbles', 'on', 'grand', 'jury', 'probe', 'chicago', 'cbsmw', 'shares', 'of', 'tommy', 'hilfiger', 'corp', 'tumbled', 'monday', 'after', 'the', 'company', 'disclosed', 'that', 'a', 'grand', 'jury', 'was', 'looking', 'into', 'the', 'buyingoffice', 'commissions', 'the', 'retailer', 'pays', 'to', 'a', 'nonus', 'subsidiary']\n",
      "Removed Stopwords: ['hilfiger', 'tumbles', 'grand', 'jury', 'probe', 'chicago', 'cbsmw', 'shares', 'tommy', 'hilfiger', 'corp', 'tumbled', 'monday', 'company', 'disclosed', 'grand', 'jury', 'looking', 'buyingoffice', 'commissions', 'retailer', 'pays', 'nonus', 'subsidiary']\n",
      "Stemmed Tokens: ['hilfig', 'tumbl', 'grand', 'juri', 'probe', 'chicago', 'cbsmw', 'share', 'tommi', 'hilfig', 'corp', 'tumbl', 'monday', 'compani', 'disclos', 'grand', 'juri', 'look', 'buyingoffic', 'commiss', 'retail', 'pay', 'nonu', 'subsidiari']\n",
      "Final Preprocessed Text: hilfig tumbl grand juri probe chicago cbsmw share tommi hilfig corp tumbl monday compani disclos grand juri look buyingoffic commiss retail pay nonu subsidiari\n",
      "\n",
      "Original Text: Senate approves tax relief bill for manufacturers The Senate today passed a far-reaching, \\$136 billion corporate tax package that cuts taxes for businesses ranging from film companies to bow-and-arrow makers while closing tax loopholes and bringing US exporters in line with \n",
      "Lowercased Text: senate approves tax relief bill for manufacturers the senate today passed a far-reaching, \\$136 billion corporate tax package that cuts taxes for businesses ranging from film companies to bow-and-arrow makers while closing tax loopholes and bringing us exporters in line with \n",
      "Removed URLs: senate approves tax relief bill for manufacturers the senate today passed a far-reaching, \\$136 billion corporate tax package that cuts taxes for businesses ranging from film companies to bow-and-arrow makers while closing tax loopholes and bringing us exporters in line with \n",
      "Removed HTML Tags: senate approves tax relief bill for manufacturers the senate today passed a far-reaching, \\$136 billion corporate tax package that cuts taxes for businesses ranging from film companies to bow-and-arrow makers while closing tax loopholes and bringing us exporters in line with \n",
      "Removed Special Characters: senate approves tax relief bill for manufacturers the senate today passed a farreaching  billion corporate tax package that cuts taxes for businesses ranging from film companies to bowandarrow makers while closing tax loopholes and bringing us exporters in line with \n",
      "Tokens: ['senate', 'approves', 'tax', 'relief', 'bill', 'for', 'manufacturers', 'the', 'senate', 'today', 'passed', 'a', 'farreaching', 'billion', 'corporate', 'tax', 'package', 'that', 'cuts', 'taxes', 'for', 'businesses', 'ranging', 'from', 'film', 'companies', 'to', 'bowandarrow', 'makers', 'while', 'closing', 'tax', 'loopholes', 'and', 'bringing', 'us', 'exporters', 'in', 'line', 'with']\n",
      "Removed Stopwords: ['senate', 'approves', 'tax', 'relief', 'bill', 'manufacturers', 'senate', 'today', 'passed', 'farreaching', 'billion', 'corporate', 'tax', 'package', 'cuts', 'taxes', 'businesses', 'ranging', 'film', 'companies', 'bowandarrow', 'makers', 'closing', 'tax', 'loopholes', 'bringing', 'us', 'exporters', 'line']\n",
      "Stemmed Tokens: ['senat', 'approv', 'tax', 'relief', 'bill', 'manufactur', 'senat', 'today', 'pass', 'farreach', 'billion', 'corpor', 'tax', 'packag', 'cut', 'tax', 'busi', 'rang', 'film', 'compani', 'bowandarrow', 'maker', 'close', 'tax', 'loophol', 'bring', 'us', 'export', 'line']\n",
      "Final Preprocessed Text: senat approv tax relief bill manufactur senat today pass farreach billion corpor tax packag cut tax busi rang film compani bowandarrow maker close tax loophol bring us export line\n",
      "\n",
      "Original Text: Intel Taps Otellini As Next CEO Intel #39;s board, as expected, has named Paul Otellini to succeed Craig Barrett as CEO effective next May 18, the company announced Thursday.\n",
      "Lowercased Text: intel taps otellini as next ceo intel #39;s board, as expected, has named paul otellini to succeed craig barrett as ceo effective next may 18, the company announced thursday.\n",
      "Removed URLs: intel taps otellini as next ceo intel #39;s board, as expected, has named paul otellini to succeed craig barrett as ceo effective next may 18, the company announced thursday.\n",
      "Removed HTML Tags: intel taps otellini as next ceo intel #39;s board, as expected, has named paul otellini to succeed craig barrett as ceo effective next may 18, the company announced thursday.\n",
      "Removed Special Characters: intel taps otellini as next ceo intel s board as expected has named paul otellini to succeed craig barrett as ceo effective next may  the company announced thursday\n",
      "Tokens: ['intel', 'taps', 'otellini', 'as', 'next', 'ceo', 'intel', 's', 'board', 'as', 'expected', 'has', 'named', 'paul', 'otellini', 'to', 'succeed', 'craig', 'barrett', 'as', 'ceo', 'effective', 'next', 'may', 'the', 'company', 'announced', 'thursday']\n",
      "Removed Stopwords: ['intel', 'taps', 'otellini', 'next', 'ceo', 'intel', 'board', 'expected', 'named', 'paul', 'otellini', 'succeed', 'craig', 'barrett', 'ceo', 'effective', 'next', 'may', 'company', 'announced', 'thursday']\n",
      "Stemmed Tokens: ['intel', 'tap', 'otellini', 'next', 'ceo', 'intel', 'board', 'expect', 'name', 'paul', 'otellini', 'succeed', 'craig', 'barrett', 'ceo', 'effect', 'next', 'may', 'compani', 'announc', 'thursday']\n",
      "Final Preprocessed Text: intel tap otellini next ceo intel board expect name paul otellini succeed craig barrett ceo effect next may compani announc thursday\n",
      "\n",
      "Original Text: Dollar Drops Further as Central Banks Reassess Reserves The falling dollar reached new depths against the euro today as the dollar's status as the premier international reserve currency is growing more precarious.\n",
      "Lowercased Text: dollar drops further as central banks reassess reserves the falling dollar reached new depths against the euro today as the dollar's status as the premier international reserve currency is growing more precarious.\n",
      "Removed URLs: dollar drops further as central banks reassess reserves the falling dollar reached new depths against the euro today as the dollar's status as the premier international reserve currency is growing more precarious.\n",
      "Removed HTML Tags: dollar drops further as central banks reassess reserves the falling dollar reached new depths against the euro today as the dollar's status as the premier international reserve currency is growing more precarious.\n",
      "Removed Special Characters: dollar drops further as central banks reassess reserves the falling dollar reached new depths against the euro today as the dollars status as the premier international reserve currency is growing more precarious\n",
      "Tokens: ['dollar', 'drops', 'further', 'as', 'central', 'banks', 'reassess', 'reserves', 'the', 'falling', 'dollar', 'reached', 'new', 'depths', 'against', 'the', 'euro', 'today', 'as', 'the', 'dollars', 'status', 'as', 'the', 'premier', 'international', 'reserve', 'currency', 'is', 'growing', 'more', 'precarious']\n",
      "Removed Stopwords: ['dollar', 'drops', 'central', 'banks', 'reassess', 'reserves', 'falling', 'dollar', 'reached', 'new', 'depths', 'euro', 'today', 'dollars', 'status', 'premier', 'international', 'reserve', 'currency', 'growing', 'precarious']\n",
      "Stemmed Tokens: ['dollar', 'drop', 'central', 'bank', 'reassess', 'reserv', 'fall', 'dollar', 'reach', 'new', 'depth', 'euro', 'today', 'dollar', 'statu', 'premier', 'intern', 'reserv', 'currenc', 'grow', 'precari']\n",
      "Final Preprocessed Text: dollar drop central bank reassess reserv fall dollar reach new depth euro today dollar statu premier intern reserv currenc grow precari\n",
      "\n",
      "Original Text: NTL to shed broadcasting arm Britain #39;s biggest cable company, NTL, agreed yesterday to sell its radio and television broadcasting business for 1.27bn to a consortium led by a fund managed by Australia #39;s Macquarie Bank.\n",
      "Lowercased Text: ntl to shed broadcasting arm britain #39;s biggest cable company, ntl, agreed yesterday to sell its radio and television broadcasting business for 1.27bn to a consortium led by a fund managed by australia #39;s macquarie bank.\n",
      "Removed URLs: ntl to shed broadcasting arm britain #39;s biggest cable company, ntl, agreed yesterday to sell its radio and television broadcasting business for 1.27bn to a consortium led by a fund managed by australia #39;s macquarie bank.\n",
      "Removed HTML Tags: ntl to shed broadcasting arm britain #39;s biggest cable company, ntl, agreed yesterday to sell its radio and television broadcasting business for 1.27bn to a consortium led by a fund managed by australia #39;s macquarie bank.\n",
      "Removed Special Characters: ntl to shed broadcasting arm britain s biggest cable company ntl agreed yesterday to sell its radio and television broadcasting business for bn to a consortium led by a fund managed by australia s macquarie bank\n",
      "Tokens: ['ntl', 'to', 'shed', 'broadcasting', 'arm', 'britain', 's', 'biggest', 'cable', 'company', 'ntl', 'agreed', 'yesterday', 'to', 'sell', 'its', 'radio', 'and', 'television', 'broadcasting', 'business', 'for', 'bn', 'to', 'a', 'consortium', 'led', 'by', 'a', 'fund', 'managed', 'by', 'australia', 's', 'macquarie', 'bank']\n",
      "Removed Stopwords: ['ntl', 'shed', 'broadcasting', 'arm', 'britain', 'biggest', 'cable', 'company', 'ntl', 'agreed', 'yesterday', 'sell', 'radio', 'television', 'broadcasting', 'business', 'bn', 'consortium', 'led', 'fund', 'managed', 'australia', 'macquarie', 'bank']\n",
      "Stemmed Tokens: ['ntl', 'shed', 'broadcast', 'arm', 'britain', 'biggest', 'cabl', 'compani', 'ntl', 'agre', 'yesterday', 'sell', 'radio', 'televis', 'broadcast', 'busi', 'bn', 'consortium', 'led', 'fund', 'manag', 'australia', 'macquari', 'bank']\n",
      "Final Preprocessed Text: ntl shed broadcast arm britain biggest cabl compani ntl agre yesterday sell radio televis broadcast busi bn consortium led fund manag australia macquari bank\n",
      "\n",
      "Original Text: Dropping Hyphen, Some Great Old Stores Become Just Macy #39;s n the not-so-distant past, the names Burdines, Rich #39;s, Goldsmith #39;s, Bon March and Lazarus had a local glory as the emporiums where customers bought their back-to-school clothes and discovered their Mother #39;s Day presents.\n",
      "Lowercased Text: dropping hyphen, some great old stores become just macy #39;s n the not-so-distant past, the names burdines, rich #39;s, goldsmith #39;s, bon march and lazarus had a local glory as the emporiums where customers bought their back-to-school clothes and discovered their mother #39;s day presents.\n",
      "Removed URLs: dropping hyphen, some great old stores become just macy #39;s n the not-so-distant past, the names burdines, rich #39;s, goldsmith #39;s, bon march and lazarus had a local glory as the emporiums where customers bought their back-to-school clothes and discovered their mother #39;s day presents.\n",
      "Removed HTML Tags: dropping hyphen, some great old stores become just macy #39;s n the not-so-distant past, the names burdines, rich #39;s, goldsmith #39;s, bon march and lazarus had a local glory as the emporiums where customers bought their back-to-school clothes and discovered their mother #39;s day presents.\n",
      "Removed Special Characters: dropping hyphen some great old stores become just macy s n the notsodistant past the names burdines rich s goldsmith s bon march and lazarus had a local glory as the emporiums where customers bought their backtoschool clothes and discovered their mother s day presents\n",
      "Tokens: ['dropping', 'hyphen', 'some', 'great', 'old', 'stores', 'become', 'just', 'macy', 's', 'n', 'the', 'notsodistant', 'past', 'the', 'names', 'burdines', 'rich', 's', 'goldsmith', 's', 'bon', 'march', 'and', 'lazarus', 'had', 'a', 'local', 'glory', 'as', 'the', 'emporiums', 'where', 'customers', 'bought', 'their', 'backtoschool', 'clothes', 'and', 'discovered', 'their', 'mother', 's', 'day', 'presents']\n",
      "Removed Stopwords: ['dropping', 'hyphen', 'great', 'old', 'stores', 'become', 'macy', 'n', 'notsodistant', 'past', 'names', 'burdines', 'rich', 'goldsmith', 'bon', 'march', 'lazarus', 'local', 'glory', 'emporiums', 'customers', 'bought', 'backtoschool', 'clothes', 'discovered', 'mother', 'day', 'presents']\n",
      "Stemmed Tokens: ['drop', 'hyphen', 'great', 'old', 'store', 'becom', 'maci', 'n', 'notsodist', 'past', 'name', 'burdin', 'rich', 'goldsmith', 'bon', 'march', 'lazaru', 'local', 'glori', 'emporium', 'custom', 'bought', 'backtoschool', 'cloth', 'discov', 'mother', 'day', 'present']\n",
      "Final Preprocessed Text: drop hyphen great old store becom maci n notsodist past name burdin rich goldsmith bon march lazaru local glori emporium custom bought backtoschool cloth discov mother day present\n",
      "\n",
      "Original Text: BHP stock boosted by share buy-back Mining giant BHP Billiton has completed a bigger-than-expected A\\$2.27 billion (950 million pound) share buyback, driving up its stock price as investors reinvest profits from the tax-efficient deal.\n",
      "Lowercased Text: bhp stock boosted by share buy-back mining giant bhp billiton has completed a bigger-than-expected a\\$2.27 billion (950 million pound) share buyback, driving up its stock price as investors reinvest profits from the tax-efficient deal.\n",
      "Removed URLs: bhp stock boosted by share buy-back mining giant bhp billiton has completed a bigger-than-expected a\\$2.27 billion (950 million pound) share buyback, driving up its stock price as investors reinvest profits from the tax-efficient deal.\n",
      "Removed HTML Tags: bhp stock boosted by share buy-back mining giant bhp billiton has completed a bigger-than-expected a\\$2.27 billion (950 million pound) share buyback, driving up its stock price as investors reinvest profits from the tax-efficient deal.\n",
      "Removed Special Characters: bhp stock boosted by share buyback mining giant bhp billiton has completed a biggerthanexpected a billion  million pound share buyback driving up its stock price as investors reinvest profits from the taxefficient deal\n",
      "Tokens: ['bhp', 'stock', 'boosted', 'by', 'share', 'buyback', 'mining', 'giant', 'bhp', 'billiton', 'has', 'completed', 'a', 'biggerthanexpected', 'a', 'billion', 'million', 'pound', 'share', 'buyback', 'driving', 'up', 'its', 'stock', 'price', 'as', 'investors', 'reinvest', 'profits', 'from', 'the', 'taxefficient', 'deal']\n",
      "Removed Stopwords: ['bhp', 'stock', 'boosted', 'share', 'buyback', 'mining', 'giant', 'bhp', 'billiton', 'completed', 'biggerthanexpected', 'billion', 'million', 'pound', 'share', 'buyback', 'driving', 'stock', 'price', 'investors', 'reinvest', 'profits', 'taxefficient', 'deal']\n",
      "Stemmed Tokens: ['bhp', 'stock', 'boost', 'share', 'buyback', 'mine', 'giant', 'bhp', 'billiton', 'complet', 'biggerthanexpect', 'billion', 'million', 'pound', 'share', 'buyback', 'drive', 'stock', 'price', 'investor', 'reinvest', 'profit', 'taxeffici', 'deal']\n",
      "Final Preprocessed Text: bhp stock boost share buyback mine giant bhp billiton complet biggerthanexpect billion million pound share buyback drive stock price investor reinvest profit taxeffici deal\n",
      "\n",
      "Original Text: New housing goals finalized for Fannie, Freddie The US Department of Housing and Urban Development has finalized a rule that will require the nation #39;s two largest housing finance companies to increase their purchase of mortgages for low- and moderate-income families and underserved communities.\n",
      "Lowercased Text: new housing goals finalized for fannie, freddie the us department of housing and urban development has finalized a rule that will require the nation #39;s two largest housing finance companies to increase their purchase of mortgages for low- and moderate-income families and underserved communities.\n",
      "Removed URLs: new housing goals finalized for fannie, freddie the us department of housing and urban development has finalized a rule that will require the nation #39;s two largest housing finance companies to increase their purchase of mortgages for low- and moderate-income families and underserved communities.\n",
      "Removed HTML Tags: new housing goals finalized for fannie, freddie the us department of housing and urban development has finalized a rule that will require the nation #39;s two largest housing finance companies to increase their purchase of mortgages for low- and moderate-income families and underserved communities.\n",
      "Removed Special Characters: new housing goals finalized for fannie freddie the us department of housing and urban development has finalized a rule that will require the nation s two largest housing finance companies to increase their purchase of mortgages for low and moderateincome families and underserved communities\n",
      "Tokens: ['new', 'housing', 'goals', 'finalized', 'for', 'fannie', 'freddie', 'the', 'us', 'department', 'of', 'housing', 'and', 'urban', 'development', 'has', 'finalized', 'a', 'rule', 'that', 'will', 'require', 'the', 'nation', 's', 'two', 'largest', 'housing', 'finance', 'companies', 'to', 'increase', 'their', 'purchase', 'of', 'mortgages', 'for', 'low', 'and', 'moderateincome', 'families', 'and', 'underserved', 'communities']\n",
      "Removed Stopwords: ['new', 'housing', 'goals', 'finalized', 'fannie', 'freddie', 'us', 'department', 'housing', 'urban', 'development', 'finalized', 'rule', 'require', 'nation', 'two', 'largest', 'housing', 'finance', 'companies', 'increase', 'purchase', 'mortgages', 'low', 'moderateincome', 'families', 'underserved', 'communities']\n",
      "Stemmed Tokens: ['new', 'hous', 'goal', 'final', 'fanni', 'freddi', 'us', 'depart', 'hous', 'urban', 'develop', 'final', 'rule', 'requir', 'nation', 'two', 'largest', 'hous', 'financ', 'compani', 'increas', 'purchas', 'mortgag', 'low', 'moderateincom', 'famili', 'underserv', 'commun']\n",
      "Final Preprocessed Text: new hous goal final fanni freddi us depart hous urban develop final rule requir nation two largest hous financ compani increas purchas mortgag low moderateincom famili underserv commun\n",
      "\n",
      "Original Text: Parmalat Sues 45 Banks to Recover \\$4 Billion Parmalat, the bankrupt Italian dairy and food company, sued 45 banks on Thursday seeking to recover money it paid to them in the year before the company #39;s collapse.\n",
      "Lowercased Text: parmalat sues 45 banks to recover \\$4 billion parmalat, the bankrupt italian dairy and food company, sued 45 banks on thursday seeking to recover money it paid to them in the year before the company #39;s collapse.\n",
      "Removed URLs: parmalat sues 45 banks to recover \\$4 billion parmalat, the bankrupt italian dairy and food company, sued 45 banks on thursday seeking to recover money it paid to them in the year before the company #39;s collapse.\n",
      "Removed HTML Tags: parmalat sues 45 banks to recover \\$4 billion parmalat, the bankrupt italian dairy and food company, sued 45 banks on thursday seeking to recover money it paid to them in the year before the company #39;s collapse.\n",
      "Removed Special Characters: parmalat sues  banks to recover  billion parmalat the bankrupt italian dairy and food company sued  banks on thursday seeking to recover money it paid to them in the year before the company s collapse\n",
      "Tokens: ['parmalat', 'sues', 'banks', 'to', 'recover', 'billion', 'parmalat', 'the', 'bankrupt', 'italian', 'dairy', 'and', 'food', 'company', 'sued', 'banks', 'on', 'thursday', 'seeking', 'to', 'recover', 'money', 'it', 'paid', 'to', 'them', 'in', 'the', 'year', 'before', 'the', 'company', 's', 'collapse']\n",
      "Removed Stopwords: ['parmalat', 'sues', 'banks', 'recover', 'billion', 'parmalat', 'bankrupt', 'italian', 'dairy', 'food', 'company', 'sued', 'banks', 'thursday', 'seeking', 'recover', 'money', 'paid', 'year', 'company', 'collapse']\n",
      "Stemmed Tokens: ['parmalat', 'sue', 'bank', 'recov', 'billion', 'parmalat', 'bankrupt', 'italian', 'dairi', 'food', 'compani', 'su', 'bank', 'thursday', 'seek', 'recov', 'money', 'paid', 'year', 'compani', 'collaps']\n",
      "Final Preprocessed Text: parmalat sue bank recov billion parmalat bankrupt italian dairi food compani su bank thursday seek recov money paid year compani collaps\n",
      "\n",
      "Original Text: France joins Germany, Japan in economic slide (AFP) AFP - The French economy hit a rough patch in the third quarter, throwing the government's full-year growth target into question amid signs of an economic slowdown in the 12-nation eurozone.\n",
      "Lowercased Text: france joins germany, japan in economic slide (afp) afp - the french economy hit a rough patch in the third quarter, throwing the government's full-year growth target into question amid signs of an economic slowdown in the 12-nation eurozone.\n",
      "Removed URLs: france joins germany, japan in economic slide (afp) afp - the french economy hit a rough patch in the third quarter, throwing the government's full-year growth target into question amid signs of an economic slowdown in the 12-nation eurozone.\n",
      "Removed HTML Tags: france joins germany, japan in economic slide (afp) afp - the french economy hit a rough patch in the third quarter, throwing the government's full-year growth target into question amid signs of an economic slowdown in the 12-nation eurozone.\n",
      "Removed Special Characters: france joins germany japan in economic slide afp afp  the french economy hit a rough patch in the third quarter throwing the governments fullyear growth target into question amid signs of an economic slowdown in the nation eurozone\n",
      "Tokens: ['france', 'joins', 'germany', 'japan', 'in', 'economic', 'slide', 'afp', 'afp', 'the', 'french', 'economy', 'hit', 'a', 'rough', 'patch', 'in', 'the', 'third', 'quarter', 'throwing', 'the', 'governments', 'fullyear', 'growth', 'target', 'into', 'question', 'amid', 'signs', 'of', 'an', 'economic', 'slowdown', 'in', 'the', 'nation', 'eurozone']\n",
      "Removed Stopwords: ['france', 'joins', 'germany', 'japan', 'economic', 'slide', 'afp', 'afp', 'french', 'economy', 'hit', 'rough', 'patch', 'third', 'quarter', 'throwing', 'governments', 'fullyear', 'growth', 'target', 'question', 'amid', 'signs', 'economic', 'slowdown', 'nation', 'eurozone']\n",
      "Stemmed Tokens: ['franc', 'join', 'germani', 'japan', 'econom', 'slide', 'afp', 'afp', 'french', 'economi', 'hit', 'rough', 'patch', 'third', 'quarter', 'throw', 'govern', 'fullyear', 'growth', 'target', 'question', 'amid', 'sign', 'econom', 'slowdown', 'nation', 'eurozon']\n",
      "Final Preprocessed Text: franc join germani japan econom slide afp afp french economi hit rough patch third quarter throw govern fullyear growth target question amid sign econom slowdown nation eurozon\n",
      "\n",
      "Original Text: CA aquires computer security firm Computer Associates International Inc., as promised, is back in the acquisition game, scooping up its second computer security company in as many months with an agreement to buy Netegrity Inc.\n",
      "Lowercased Text: ca aquires computer security firm computer associates international inc., as promised, is back in the acquisition game, scooping up its second computer security company in as many months with an agreement to buy netegrity inc.\n",
      "Removed URLs: ca aquires computer security firm computer associates international inc., as promised, is back in the acquisition game, scooping up its second computer security company in as many months with an agreement to buy netegrity inc.\n",
      "Removed HTML Tags: ca aquires computer security firm computer associates international inc., as promised, is back in the acquisition game, scooping up its second computer security company in as many months with an agreement to buy netegrity inc.\n",
      "Removed Special Characters: ca aquires computer security firm computer associates international inc as promised is back in the acquisition game scooping up its second computer security company in as many months with an agreement to buy netegrity inc\n",
      "Tokens: ['ca', 'aquires', 'computer', 'security', 'firm', 'computer', 'associates', 'international', 'inc', 'as', 'promised', 'is', 'back', 'in', 'the', 'acquisition', 'game', 'scooping', 'up', 'its', 'second', 'computer', 'security', 'company', 'in', 'as', 'many', 'months', 'with', 'an', 'agreement', 'to', 'buy', 'netegrity', 'inc']\n",
      "Removed Stopwords: ['ca', 'aquires', 'computer', 'security', 'firm', 'computer', 'associates', 'international', 'inc', 'promised', 'back', 'acquisition', 'game', 'scooping', 'second', 'computer', 'security', 'company', 'many', 'months', 'agreement', 'buy', 'netegrity', 'inc']\n",
      "Stemmed Tokens: ['ca', 'aquir', 'comput', 'secur', 'firm', 'comput', 'associ', 'intern', 'inc', 'promis', 'back', 'acquisit', 'game', 'scoop', 'second', 'comput', 'secur', 'compani', 'mani', 'month', 'agreement', 'buy', 'netegr', 'inc']\n",
      "Final Preprocessed Text: ca aquir comput secur firm comput associ intern inc promis back acquisit game scoop second comput secur compani mani month agreement buy netegr inc\n",
      "\n",
      "Original Text: SEC Probes United Rentals, Shares Drop  CHICAGO (Reuters) - U.S. securities regulators are  investigating United Rentals Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=URI.N target=/stocks/quickinfo/fullquote\"&gt;URI.N&lt;/A&gt; and have subpoenaed  some accounting records, the company said on Monday, sending  its shares down 21.5 percent.\n",
      "Lowercased Text: sec probes united rentals, shares drop  chicago (reuters) - u.s. securities regulators are  investigating united rentals inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=uri.n target=/stocks/quickinfo/fullquote\"&gt;uri.n&lt;/a&gt; and have subpoenaed  some accounting records, the company said on monday, sending  its shares down 21.5 percent.\n",
      "Removed URLs: sec probes united rentals, shares drop  chicago (reuters) - u.s. securities regulators are  investigating united rentals inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;uri.n&lt;/a&gt; and have subpoenaed  some accounting records, the company said on monday, sending  its shares down 21.5 percent.\n",
      "Removed HTML Tags: sec probes united rentals, shares drop  chicago (reuters) - u.s. securities regulators are  investigating united rentals inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;uri.n&lt;/a&gt; and have subpoenaed  some accounting records, the company said on monday, sending  its shares down 21.5 percent.\n",
      "Removed Special Characters: sec probes united rentals shares drop  chicago reuters  us securities regulators are  investigating united rentals inc lta href targetstocksquickinfofullquotegturinltagt and have subpoenaed  some accounting records the company said on monday sending  its shares down  percent\n",
      "Tokens: ['sec', 'probes', 'united', 'rentals', 'shares', 'drop', 'chicago', 'reuters', 'us', 'securities', 'regulators', 'are', 'investigating', 'united', 'rentals', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegturinltagt', 'and', 'have', 'subpoenaed', 'some', 'accounting', 'records', 'the', 'company', 'said', 'on', 'monday', 'sending', 'its', 'shares', 'down', 'percent']\n",
      "Removed Stopwords: ['sec', 'probes', 'united', 'rentals', 'shares', 'drop', 'chicago', 'reuters', 'us', 'securities', 'regulators', 'investigating', 'united', 'rentals', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegturinltagt', 'subpoenaed', 'accounting', 'records', 'company', 'said', 'monday', 'sending', 'shares', 'percent']\n",
      "Stemmed Tokens: ['sec', 'probe', 'unit', 'rental', 'share', 'drop', 'chicago', 'reuter', 'us', 'secur', 'regul', 'investig', 'unit', 'rental', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegturinltagt', 'subpoena', 'account', 'record', 'compani', 'said', 'monday', 'send', 'share', 'percent']\n",
      "Final Preprocessed Text: sec probe unit rental share drop chicago reuter us secur regul investig unit rental inc lta href targetstocksquickinfofullquotegturinltagt subpoena account record compani said monday send share percent\n",
      "\n",
      "Original Text: IBM Quitting Computer Business An era will come to an end when IBM sells off its computer manufacturing business, according to The New York Times. A Chinese company seems the likely buyer and the deal should fetch upward of \\$2 billion.\n",
      "Lowercased Text: ibm quitting computer business an era will come to an end when ibm sells off its computer manufacturing business, according to the new york times. a chinese company seems the likely buyer and the deal should fetch upward of \\$2 billion.\n",
      "Removed URLs: ibm quitting computer business an era will come to an end when ibm sells off its computer manufacturing business, according to the new york times. a chinese company seems the likely buyer and the deal should fetch upward of \\$2 billion.\n",
      "Removed HTML Tags: ibm quitting computer business an era will come to an end when ibm sells off its computer manufacturing business, according to the new york times. a chinese company seems the likely buyer and the deal should fetch upward of \\$2 billion.\n",
      "Removed Special Characters: ibm quitting computer business an era will come to an end when ibm sells off its computer manufacturing business according to the new york times a chinese company seems the likely buyer and the deal should fetch upward of  billion\n",
      "Tokens: ['ibm', 'quitting', 'computer', 'business', 'an', 'era', 'will', 'come', 'to', 'an', 'end', 'when', 'ibm', 'sells', 'off', 'its', 'computer', 'manufacturing', 'business', 'according', 'to', 'the', 'new', 'york', 'times', 'a', 'chinese', 'company', 'seems', 'the', 'likely', 'buyer', 'and', 'the', 'deal', 'should', 'fetch', 'upward', 'of', 'billion']\n",
      "Removed Stopwords: ['ibm', 'quitting', 'computer', 'business', 'era', 'come', 'end', 'ibm', 'sells', 'computer', 'manufacturing', 'business', 'according', 'new', 'york', 'times', 'chinese', 'company', 'seems', 'likely', 'buyer', 'deal', 'fetch', 'upward', 'billion']\n",
      "Stemmed Tokens: ['ibm', 'quit', 'comput', 'busi', 'era', 'come', 'end', 'ibm', 'sell', 'comput', 'manufactur', 'busi', 'accord', 'new', 'york', 'time', 'chines', 'compani', 'seem', 'like', 'buyer', 'deal', 'fetch', 'upward', 'billion']\n",
      "Final Preprocessed Text: ibm quit comput busi era come end ibm sell comput manufactur busi accord new york time chines compani seem like buyer deal fetch upward billion\n",
      "\n",
      "Original Text: EU, US Talks on Aircraft Aid Grounded US and EU negotiators disagreed on Thursday about state aid for aircraft rivals Airbus and Boeing, winding up no closer on a sensitive issue that has gathered steam before the US presidential election.\n",
      "Lowercased Text: eu, us talks on aircraft aid grounded us and eu negotiators disagreed on thursday about state aid for aircraft rivals airbus and boeing, winding up no closer on a sensitive issue that has gathered steam before the us presidential election.\n",
      "Removed URLs: eu, us talks on aircraft aid grounded us and eu negotiators disagreed on thursday about state aid for aircraft rivals airbus and boeing, winding up no closer on a sensitive issue that has gathered steam before the us presidential election.\n",
      "Removed HTML Tags: eu, us talks on aircraft aid grounded us and eu negotiators disagreed on thursday about state aid for aircraft rivals airbus and boeing, winding up no closer on a sensitive issue that has gathered steam before the us presidential election.\n",
      "Removed Special Characters: eu us talks on aircraft aid grounded us and eu negotiators disagreed on thursday about state aid for aircraft rivals airbus and boeing winding up no closer on a sensitive issue that has gathered steam before the us presidential election\n",
      "Tokens: ['eu', 'us', 'talks', 'on', 'aircraft', 'aid', 'grounded', 'us', 'and', 'eu', 'negotiators', 'disagreed', 'on', 'thursday', 'about', 'state', 'aid', 'for', 'aircraft', 'rivals', 'airbus', 'and', 'boeing', 'winding', 'up', 'no', 'closer', 'on', 'a', 'sensitive', 'issue', 'that', 'has', 'gathered', 'steam', 'before', 'the', 'us', 'presidential', 'election']\n",
      "Removed Stopwords: ['eu', 'us', 'talks', 'aircraft', 'aid', 'grounded', 'us', 'eu', 'negotiators', 'disagreed', 'thursday', 'state', 'aid', 'aircraft', 'rivals', 'airbus', 'boeing', 'winding', 'closer', 'sensitive', 'issue', 'gathered', 'steam', 'us', 'presidential', 'election']\n",
      "Stemmed Tokens: ['eu', 'us', 'talk', 'aircraft', 'aid', 'ground', 'us', 'eu', 'negoti', 'disagre', 'thursday', 'state', 'aid', 'aircraft', 'rival', 'airbu', 'boe', 'wind', 'closer', 'sensit', 'issu', 'gather', 'steam', 'us', 'presidenti', 'elect']\n",
      "Final Preprocessed Text: eu us talk aircraft aid ground us eu negoti disagre thursday state aid aircraft rival airbu boe wind closer sensit issu gather steam us presidenti elect\n",
      "\n",
      "Original Text: U.S. Increases Growth Estimate For 3rd Quarter Consumers and businesses boosted their spending a bit more quickly in late summer than previously thought, fueling faster overall economic growth, the government reported Tuesday.\n",
      "Lowercased Text: u.s. increases growth estimate for 3rd quarter consumers and businesses boosted their spending a bit more quickly in late summer than previously thought, fueling faster overall economic growth, the government reported tuesday.\n",
      "Removed URLs: u.s. increases growth estimate for 3rd quarter consumers and businesses boosted their spending a bit more quickly in late summer than previously thought, fueling faster overall economic growth, the government reported tuesday.\n",
      "Removed HTML Tags: u.s. increases growth estimate for 3rd quarter consumers and businesses boosted their spending a bit more quickly in late summer than previously thought, fueling faster overall economic growth, the government reported tuesday.\n",
      "Removed Special Characters: us increases growth estimate for rd quarter consumers and businesses boosted their spending a bit more quickly in late summer than previously thought fueling faster overall economic growth the government reported tuesday\n",
      "Tokens: ['us', 'increases', 'growth', 'estimate', 'for', 'rd', 'quarter', 'consumers', 'and', 'businesses', 'boosted', 'their', 'spending', 'a', 'bit', 'more', 'quickly', 'in', 'late', 'summer', 'than', 'previously', 'thought', 'fueling', 'faster', 'overall', 'economic', 'growth', 'the', 'government', 'reported', 'tuesday']\n",
      "Removed Stopwords: ['us', 'increases', 'growth', 'estimate', 'rd', 'quarter', 'consumers', 'businesses', 'boosted', 'spending', 'bit', 'quickly', 'late', 'summer', 'previously', 'thought', 'fueling', 'faster', 'overall', 'economic', 'growth', 'government', 'reported', 'tuesday']\n",
      "Stemmed Tokens: ['us', 'increas', 'growth', 'estim', 'rd', 'quarter', 'consum', 'busi', 'boost', 'spend', 'bit', 'quickli', 'late', 'summer', 'previous', 'thought', 'fuel', 'faster', 'overal', 'econom', 'growth', 'govern', 'report', 'tuesday']\n",
      "Final Preprocessed Text: us increas growth estim rd quarter consum busi boost spend bit quickli late summer previous thought fuel faster overal econom growth govern report tuesday\n",
      "\n",
      "Original Text: FCC exempts fiber-to-curb from sharing requirements The Federal Communications Commission Thursday voted to allow incumbent telephone carriers from sharing fiber-to-the-curb deployments from competitors, prompting one incumbent to announce an accelerated fiber rollout.\n",
      "Lowercased Text: fcc exempts fiber-to-curb from sharing requirements the federal communications commission thursday voted to allow incumbent telephone carriers from sharing fiber-to-the-curb deployments from competitors, prompting one incumbent to announce an accelerated fiber rollout.\n",
      "Removed URLs: fcc exempts fiber-to-curb from sharing requirements the federal communications commission thursday voted to allow incumbent telephone carriers from sharing fiber-to-the-curb deployments from competitors, prompting one incumbent to announce an accelerated fiber rollout.\n",
      "Removed HTML Tags: fcc exempts fiber-to-curb from sharing requirements the federal communications commission thursday voted to allow incumbent telephone carriers from sharing fiber-to-the-curb deployments from competitors, prompting one incumbent to announce an accelerated fiber rollout.\n",
      "Removed Special Characters: fcc exempts fibertocurb from sharing requirements the federal communications commission thursday voted to allow incumbent telephone carriers from sharing fibertothecurb deployments from competitors prompting one incumbent to announce an accelerated fiber rollout\n",
      "Tokens: ['fcc', 'exempts', 'fibertocurb', 'from', 'sharing', 'requirements', 'the', 'federal', 'communications', 'commission', 'thursday', 'voted', 'to', 'allow', 'incumbent', 'telephone', 'carriers', 'from', 'sharing', 'fibertothecurb', 'deployments', 'from', 'competitors', 'prompting', 'one', 'incumbent', 'to', 'announce', 'an', 'accelerated', 'fiber', 'rollout']\n",
      "Removed Stopwords: ['fcc', 'exempts', 'fibertocurb', 'sharing', 'requirements', 'federal', 'communications', 'commission', 'thursday', 'voted', 'allow', 'incumbent', 'telephone', 'carriers', 'sharing', 'fibertothecurb', 'deployments', 'competitors', 'prompting', 'one', 'incumbent', 'announce', 'accelerated', 'fiber', 'rollout']\n",
      "Stemmed Tokens: ['fcc', 'exempt', 'fibertocurb', 'share', 'requir', 'feder', 'commun', 'commiss', 'thursday', 'vote', 'allow', 'incumb', 'telephon', 'carrier', 'share', 'fibertothecurb', 'deploy', 'competitor', 'prompt', 'one', 'incumb', 'announc', 'acceler', 'fiber', 'rollout']\n",
      "Final Preprocessed Text: fcc exempt fibertocurb share requir feder commun commiss thursday vote allow incumb telephon carrier share fibertothecurb deploy competitor prompt one incumb announc acceler fiber rollout\n",
      "\n",
      "Original Text: A wandering Congress trips over the US Constitution That is the one-word message of advice that citizens wanted to send to members of Congress at the end of last week. Both the House of Representatives and the Senate looked as if they are having trouble seizing \n",
      "Lowercased Text: a wandering congress trips over the us constitution that is the one-word message of advice that citizens wanted to send to members of congress at the end of last week. both the house of representatives and the senate looked as if they are having trouble seizing \n",
      "Removed URLs: a wandering congress trips over the us constitution that is the one-word message of advice that citizens wanted to send to members of congress at the end of last week. both the house of representatives and the senate looked as if they are having trouble seizing \n",
      "Removed HTML Tags: a wandering congress trips over the us constitution that is the one-word message of advice that citizens wanted to send to members of congress at the end of last week. both the house of representatives and the senate looked as if they are having trouble seizing \n",
      "Removed Special Characters: a wandering congress trips over the us constitution that is the oneword message of advice that citizens wanted to send to members of congress at the end of last week both the house of representatives and the senate looked as if they are having trouble seizing \n",
      "Tokens: ['a', 'wandering', 'congress', 'trips', 'over', 'the', 'us', 'constitution', 'that', 'is', 'the', 'oneword', 'message', 'of', 'advice', 'that', 'citizens', 'wanted', 'to', 'send', 'to', 'members', 'of', 'congress', 'at', 'the', 'end', 'of', 'last', 'week', 'both', 'the', 'house', 'of', 'representatives', 'and', 'the', 'senate', 'looked', 'as', 'if', 'they', 'are', 'having', 'trouble', 'seizing']\n",
      "Removed Stopwords: ['wandering', 'congress', 'trips', 'us', 'constitution', 'oneword', 'message', 'advice', 'citizens', 'wanted', 'send', 'members', 'congress', 'end', 'last', 'week', 'house', 'representatives', 'senate', 'looked', 'trouble', 'seizing']\n",
      "Stemmed Tokens: ['wander', 'congress', 'trip', 'us', 'constitut', 'oneword', 'messag', 'advic', 'citizen', 'want', 'send', 'member', 'congress', 'end', 'last', 'week', 'hous', 'repres', 'senat', 'look', 'troubl', 'seiz']\n",
      "Final Preprocessed Text: wander congress trip us constitut oneword messag advic citizen want send member congress end last week hous repres senat look troubl seiz\n",
      "\n",
      "Original Text: US stocks end lower on job data, record high for oil NEW YORK (CBS.MW) -- US stocks ended lower Friday as September #39;s weaker-than-expected employment report closed out a week of disappointing economic data, with a new a record high for oil and a lackluster start to the third quarter earning season prompting \n",
      "Lowercased Text: us stocks end lower on job data, record high for oil new york (cbs.mw) -- us stocks ended lower friday as september #39;s weaker-than-expected employment report closed out a week of disappointing economic data, with a new a record high for oil and a lackluster start to the third quarter earning season prompting \n",
      "Removed URLs: us stocks end lower on job data, record high for oil new york (cbs.mw) -- us stocks ended lower friday as september #39;s weaker-than-expected employment report closed out a week of disappointing economic data, with a new a record high for oil and a lackluster start to the third quarter earning season prompting \n",
      "Removed HTML Tags: us stocks end lower on job data, record high for oil new york (cbs.mw) -- us stocks ended lower friday as september #39;s weaker-than-expected employment report closed out a week of disappointing economic data, with a new a record high for oil and a lackluster start to the third quarter earning season prompting \n",
      "Removed Special Characters: us stocks end lower on job data record high for oil new york cbsmw  us stocks ended lower friday as september s weakerthanexpected employment report closed out a week of disappointing economic data with a new a record high for oil and a lackluster start to the third quarter earning season prompting \n",
      "Tokens: ['us', 'stocks', 'end', 'lower', 'on', 'job', 'data', 'record', 'high', 'for', 'oil', 'new', 'york', 'cbsmw', 'us', 'stocks', 'ended', 'lower', 'friday', 'as', 'september', 's', 'weakerthanexpected', 'employment', 'report', 'closed', 'out', 'a', 'week', 'of', 'disappointing', 'economic', 'data', 'with', 'a', 'new', 'a', 'record', 'high', 'for', 'oil', 'and', 'a', 'lackluster', 'start', 'to', 'the', 'third', 'quarter', 'earning', 'season', 'prompting']\n",
      "Removed Stopwords: ['us', 'stocks', 'end', 'lower', 'job', 'data', 'record', 'high', 'oil', 'new', 'york', 'cbsmw', 'us', 'stocks', 'ended', 'lower', 'friday', 'september', 'weakerthanexpected', 'employment', 'report', 'closed', 'week', 'disappointing', 'economic', 'data', 'new', 'record', 'high', 'oil', 'lackluster', 'start', 'third', 'quarter', 'earning', 'season', 'prompting']\n",
      "Stemmed Tokens: ['us', 'stock', 'end', 'lower', 'job', 'data', 'record', 'high', 'oil', 'new', 'york', 'cbsmw', 'us', 'stock', 'end', 'lower', 'friday', 'septemb', 'weakerthanexpect', 'employ', 'report', 'close', 'week', 'disappoint', 'econom', 'data', 'new', 'record', 'high', 'oil', 'lacklust', 'start', 'third', 'quarter', 'earn', 'season', 'prompt']\n",
      "Final Preprocessed Text: us stock end lower job data record high oil new york cbsmw us stock end lower friday septemb weakerthanexpect employ report close week disappoint econom data new record high oil lacklust start third quarter earn season prompt\n",
      "\n",
      "Original Text: DreamWorks Officer Quits DreamWorks SKG, the studio that created the  quot;Shrek #39; #39; films, said yesterday that Helene Hahn would step down as chief operating officer.\n",
      "Lowercased Text: dreamworks officer quits dreamworks skg, the studio that created the  quot;shrek #39; #39; films, said yesterday that helene hahn would step down as chief operating officer.\n",
      "Removed URLs: dreamworks officer quits dreamworks skg, the studio that created the  quot;shrek #39; #39; films, said yesterday that helene hahn would step down as chief operating officer.\n",
      "Removed HTML Tags: dreamworks officer quits dreamworks skg, the studio that created the  quot;shrek #39; #39; films, said yesterday that helene hahn would step down as chief operating officer.\n",
      "Removed Special Characters: dreamworks officer quits dreamworks skg the studio that created the  quotshrek   films said yesterday that helene hahn would step down as chief operating officer\n",
      "Tokens: ['dreamworks', 'officer', 'quits', 'dreamworks', 'skg', 'the', 'studio', 'that', 'created', 'the', 'quotshrek', 'films', 'said', 'yesterday', 'that', 'helene', 'hahn', 'would', 'step', 'down', 'as', 'chief', 'operating', 'officer']\n",
      "Removed Stopwords: ['dreamworks', 'officer', 'quits', 'dreamworks', 'skg', 'studio', 'created', 'quotshrek', 'films', 'said', 'yesterday', 'helene', 'hahn', 'would', 'step', 'chief', 'operating', 'officer']\n",
      "Stemmed Tokens: ['dreamwork', 'offic', 'quit', 'dreamwork', 'skg', 'studio', 'creat', 'quotshrek', 'film', 'said', 'yesterday', 'helen', 'hahn', 'would', 'step', 'chief', 'oper', 'offic']\n",
      "Final Preprocessed Text: dreamwork offic quit dreamwork skg studio creat quotshrek film said yesterday helen hahn would step chief oper offic\n",
      "\n",
      "Original Text: KPMG to settle SEC charges in Gemstar audit case The Securities and Exchange Commission said Wednesday that accounting firm KPMG LLP will pay \\$10 million to Gemstar-TV Guide International shareholders to settle allegations it committed improper conduct in Gemstar #39;s audit.\n",
      "Lowercased Text: kpmg to settle sec charges in gemstar audit case the securities and exchange commission said wednesday that accounting firm kpmg llp will pay \\$10 million to gemstar-tv guide international shareholders to settle allegations it committed improper conduct in gemstar #39;s audit.\n",
      "Removed URLs: kpmg to settle sec charges in gemstar audit case the securities and exchange commission said wednesday that accounting firm kpmg llp will pay \\$10 million to gemstar-tv guide international shareholders to settle allegations it committed improper conduct in gemstar #39;s audit.\n",
      "Removed HTML Tags: kpmg to settle sec charges in gemstar audit case the securities and exchange commission said wednesday that accounting firm kpmg llp will pay \\$10 million to gemstar-tv guide international shareholders to settle allegations it committed improper conduct in gemstar #39;s audit.\n",
      "Removed Special Characters: kpmg to settle sec charges in gemstar audit case the securities and exchange commission said wednesday that accounting firm kpmg llp will pay  million to gemstartv guide international shareholders to settle allegations it committed improper conduct in gemstar s audit\n",
      "Tokens: ['kpmg', 'to', 'settle', 'sec', 'charges', 'in', 'gemstar', 'audit', 'case', 'the', 'securities', 'and', 'exchange', 'commission', 'said', 'wednesday', 'that', 'accounting', 'firm', 'kpmg', 'llp', 'will', 'pay', 'million', 'to', 'gemstartv', 'guide', 'international', 'shareholders', 'to', 'settle', 'allegations', 'it', 'committed', 'improper', 'conduct', 'in', 'gemstar', 's', 'audit']\n",
      "Removed Stopwords: ['kpmg', 'settle', 'sec', 'charges', 'gemstar', 'audit', 'case', 'securities', 'exchange', 'commission', 'said', 'wednesday', 'accounting', 'firm', 'kpmg', 'llp', 'pay', 'million', 'gemstartv', 'guide', 'international', 'shareholders', 'settle', 'allegations', 'committed', 'improper', 'conduct', 'gemstar', 'audit']\n",
      "Stemmed Tokens: ['kpmg', 'settl', 'sec', 'charg', 'gemstar', 'audit', 'case', 'secur', 'exchang', 'commiss', 'said', 'wednesday', 'account', 'firm', 'kpmg', 'llp', 'pay', 'million', 'gemstartv', 'guid', 'intern', 'sharehold', 'settl', 'alleg', 'commit', 'improp', 'conduct', 'gemstar', 'audit']\n",
      "Final Preprocessed Text: kpmg settl sec charg gemstar audit case secur exchang commiss said wednesday account firm kpmg llp pay million gemstartv guid intern sharehold settl alleg commit improp conduct gemstar audit\n",
      "\n",
      "Original Text: Important Rules for Phone Market Face F.C.C. Vote Next week, the FCC will likely change the rules on unbundled networks largely in ways favorable to the Regional bells.\n",
      "Lowercased Text: important rules for phone market face f.c.c. vote next week, the fcc will likely change the rules on unbundled networks largely in ways favorable to the regional bells.\n",
      "Removed URLs: important rules for phone market face f.c.c. vote next week, the fcc will likely change the rules on unbundled networks largely in ways favorable to the regional bells.\n",
      "Removed HTML Tags: important rules for phone market face f.c.c. vote next week, the fcc will likely change the rules on unbundled networks largely in ways favorable to the regional bells.\n",
      "Removed Special Characters: important rules for phone market face fcc vote next week the fcc will likely change the rules on unbundled networks largely in ways favorable to the regional bells\n",
      "Tokens: ['important', 'rules', 'for', 'phone', 'market', 'face', 'fcc', 'vote', 'next', 'week', 'the', 'fcc', 'will', 'likely', 'change', 'the', 'rules', 'on', 'unbundled', 'networks', 'largely', 'in', 'ways', 'favorable', 'to', 'the', 'regional', 'bells']\n",
      "Removed Stopwords: ['important', 'rules', 'phone', 'market', 'face', 'fcc', 'vote', 'next', 'week', 'fcc', 'likely', 'change', 'rules', 'unbundled', 'networks', 'largely', 'ways', 'favorable', 'regional', 'bells']\n",
      "Stemmed Tokens: ['import', 'rule', 'phone', 'market', 'face', 'fcc', 'vote', 'next', 'week', 'fcc', 'like', 'chang', 'rule', 'unbundl', 'network', 'larg', 'way', 'favor', 'region', 'bell']\n",
      "Final Preprocessed Text: import rule phone market face fcc vote next week fcc like chang rule unbundl network larg way favor region bell\n",
      "\n",
      "Original Text: Cardinal Picks a Lilly Cardinal Health's deal with Lilly suggests the new fee-for-service model is gaining traction.\n",
      "Lowercased Text: cardinal picks a lilly cardinal health's deal with lilly suggests the new fee-for-service model is gaining traction.\n",
      "Removed URLs: cardinal picks a lilly cardinal health's deal with lilly suggests the new fee-for-service model is gaining traction.\n",
      "Removed HTML Tags: cardinal picks a lilly cardinal health's deal with lilly suggests the new fee-for-service model is gaining traction.\n",
      "Removed Special Characters: cardinal picks a lilly cardinal healths deal with lilly suggests the new feeforservice model is gaining traction\n",
      "Tokens: ['cardinal', 'picks', 'a', 'lilly', 'cardinal', 'healths', 'deal', 'with', 'lilly', 'suggests', 'the', 'new', 'feeforservice', 'model', 'is', 'gaining', 'traction']\n",
      "Removed Stopwords: ['cardinal', 'picks', 'lilly', 'cardinal', 'healths', 'deal', 'lilly', 'suggests', 'new', 'feeforservice', 'model', 'gaining', 'traction']\n",
      "Stemmed Tokens: ['cardin', 'pick', 'lilli', 'cardin', 'health', 'deal', 'lilli', 'suggest', 'new', 'feeforservic', 'model', 'gain', 'traction']\n",
      "Final Preprocessed Text: cardin pick lilli cardin health deal lilli suggest new feeforservic model gain traction\n",
      "\n",
      "Original Text: Judge Finds Halliburton Settlement Unacceptable A federal judge in Dallas yesterday rejected a \\$6 million settlement in a shareholder suit that alleged Halliburton Co. engaged in accounting fraud, saying the lead plaintiffs #39; lawyer mishandled the case and may have settled for too little money.\n",
      "Lowercased Text: judge finds halliburton settlement unacceptable a federal judge in dallas yesterday rejected a \\$6 million settlement in a shareholder suit that alleged halliburton co. engaged in accounting fraud, saying the lead plaintiffs #39; lawyer mishandled the case and may have settled for too little money.\n",
      "Removed URLs: judge finds halliburton settlement unacceptable a federal judge in dallas yesterday rejected a \\$6 million settlement in a shareholder suit that alleged halliburton co. engaged in accounting fraud, saying the lead plaintiffs #39; lawyer mishandled the case and may have settled for too little money.\n",
      "Removed HTML Tags: judge finds halliburton settlement unacceptable a federal judge in dallas yesterday rejected a \\$6 million settlement in a shareholder suit that alleged halliburton co. engaged in accounting fraud, saying the lead plaintiffs #39; lawyer mishandled the case and may have settled for too little money.\n",
      "Removed Special Characters: judge finds halliburton settlement unacceptable a federal judge in dallas yesterday rejected a  million settlement in a shareholder suit that alleged halliburton co engaged in accounting fraud saying the lead plaintiffs  lawyer mishandled the case and may have settled for too little money\n",
      "Tokens: ['judge', 'finds', 'halliburton', 'settlement', 'unacceptable', 'a', 'federal', 'judge', 'in', 'dallas', 'yesterday', 'rejected', 'a', 'million', 'settlement', 'in', 'a', 'shareholder', 'suit', 'that', 'alleged', 'halliburton', 'co', 'engaged', 'in', 'accounting', 'fraud', 'saying', 'the', 'lead', 'plaintiffs', 'lawyer', 'mishandled', 'the', 'case', 'and', 'may', 'have', 'settled', 'for', 'too', 'little', 'money']\n",
      "Removed Stopwords: ['judge', 'finds', 'halliburton', 'settlement', 'unacceptable', 'federal', 'judge', 'dallas', 'yesterday', 'rejected', 'million', 'settlement', 'shareholder', 'suit', 'alleged', 'halliburton', 'co', 'engaged', 'accounting', 'fraud', 'saying', 'lead', 'plaintiffs', 'lawyer', 'mishandled', 'case', 'may', 'settled', 'little', 'money']\n",
      "Stemmed Tokens: ['judg', 'find', 'halliburton', 'settlement', 'unaccept', 'feder', 'judg', 'dalla', 'yesterday', 'reject', 'million', 'settlement', 'sharehold', 'suit', 'alleg', 'halliburton', 'co', 'engag', 'account', 'fraud', 'say', 'lead', 'plaintiff', 'lawyer', 'mishandl', 'case', 'may', 'settl', 'littl', 'money']\n",
      "Final Preprocessed Text: judg find halliburton settlement unaccept feder judg dalla yesterday reject million settlement sharehold suit alleg halliburton co engag account fraud say lead plaintiff lawyer mishandl case may settl littl money\n",
      "\n",
      "Original Text: Almost 5,000 jobs cut on Bank of America getting funds Bank of America has an option to cut at least 4,500 jobs while reorganizing its structure. This is not the first time when the bank reduces jobs.\n",
      "Lowercased Text: almost 5,000 jobs cut on bank of america getting funds bank of america has an option to cut at least 4,500 jobs while reorganizing its structure. this is not the first time when the bank reduces jobs.\n",
      "Removed URLs: almost 5,000 jobs cut on bank of america getting funds bank of america has an option to cut at least 4,500 jobs while reorganizing its structure. this is not the first time when the bank reduces jobs.\n",
      "Removed HTML Tags: almost 5,000 jobs cut on bank of america getting funds bank of america has an option to cut at least 4,500 jobs while reorganizing its structure. this is not the first time when the bank reduces jobs.\n",
      "Removed Special Characters: almost  jobs cut on bank of america getting funds bank of america has an option to cut at least  jobs while reorganizing its structure this is not the first time when the bank reduces jobs\n",
      "Tokens: ['almost', 'jobs', 'cut', 'on', 'bank', 'of', 'america', 'getting', 'funds', 'bank', 'of', 'america', 'has', 'an', 'option', 'to', 'cut', 'at', 'least', 'jobs', 'while', 'reorganizing', 'its', 'structure', 'this', 'is', 'not', 'the', 'first', 'time', 'when', 'the', 'bank', 'reduces', 'jobs']\n",
      "Removed Stopwords: ['almost', 'jobs', 'cut', 'bank', 'america', 'getting', 'funds', 'bank', 'america', 'option', 'cut', 'least', 'jobs', 'reorganizing', 'structure', 'first', 'time', 'bank', 'reduces', 'jobs']\n",
      "Stemmed Tokens: ['almost', 'job', 'cut', 'bank', 'america', 'get', 'fund', 'bank', 'america', 'option', 'cut', 'least', 'job', 'reorgan', 'structur', 'first', 'time', 'bank', 'reduc', 'job']\n",
      "Final Preprocessed Text: almost job cut bank america get fund bank america option cut least job reorgan structur first time bank reduc job\n",
      "\n",
      "Original Text: SunGard to Spin Off Data Recovery Unit  NEW YORK (Reuters) - SunGard Data Systems Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=SDS.N target=/stocks/quickinfo/fullquote\"&gt;SDS.N&lt;/A&gt; on  Monday said it would spin off its data recovery business,  sending its stock up 11 percent to a four-month high.\n",
      "Lowercased Text: sungard to spin off data recovery unit  new york (reuters) - sungard data systems inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=sds.n target=/stocks/quickinfo/fullquote\"&gt;sds.n&lt;/a&gt; on  monday said it would spin off its data recovery business,  sending its stock up 11 percent to a four-month high.\n",
      "Removed URLs: sungard to spin off data recovery unit  new york (reuters) - sungard data systems inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;sds.n&lt;/a&gt; on  monday said it would spin off its data recovery business,  sending its stock up 11 percent to a four-month high.\n",
      "Removed HTML Tags: sungard to spin off data recovery unit  new york (reuters) - sungard data systems inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;sds.n&lt;/a&gt; on  monday said it would spin off its data recovery business,  sending its stock up 11 percent to a four-month high.\n",
      "Removed Special Characters: sungard to spin off data recovery unit  new york reuters  sungard data systems inc lta href targetstocksquickinfofullquotegtsdsnltagt on  monday said it would spin off its data recovery business  sending its stock up  percent to a fourmonth high\n",
      "Tokens: ['sungard', 'to', 'spin', 'off', 'data', 'recovery', 'unit', 'new', 'york', 'reuters', 'sungard', 'data', 'systems', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtsdsnltagt', 'on', 'monday', 'said', 'it', 'would', 'spin', 'off', 'its', 'data', 'recovery', 'business', 'sending', 'its', 'stock', 'up', 'percent', 'to', 'a', 'fourmonth', 'high']\n",
      "Removed Stopwords: ['sungard', 'spin', 'data', 'recovery', 'unit', 'new', 'york', 'reuters', 'sungard', 'data', 'systems', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtsdsnltagt', 'monday', 'said', 'would', 'spin', 'data', 'recovery', 'business', 'sending', 'stock', 'percent', 'fourmonth', 'high']\n",
      "Stemmed Tokens: ['sungard', 'spin', 'data', 'recoveri', 'unit', 'new', 'york', 'reuter', 'sungard', 'data', 'system', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtsdsnltagt', 'monday', 'said', 'would', 'spin', 'data', 'recoveri', 'busi', 'send', 'stock', 'percent', 'fourmonth', 'high']\n",
      "Final Preprocessed Text: sungard spin data recoveri unit new york reuter sungard data system inc lta href targetstocksquickinfofullquotegtsdsnltagt monday said would spin data recoveri busi send stock percent fourmonth high\n",
      "\n",
      "Original Text: Goodale Hints of Tax Cuts The Federal Government says they are considering more tax cuts for lower and middle-income Canadians. Fending off attacks over the 9.1 billion dollar budget surplus, Finance Minister Ralph Goodale said he \n",
      "Lowercased Text: goodale hints of tax cuts the federal government says they are considering more tax cuts for lower and middle-income canadians. fending off attacks over the 9.1 billion dollar budget surplus, finance minister ralph goodale said he \n",
      "Removed URLs: goodale hints of tax cuts the federal government says they are considering more tax cuts for lower and middle-income canadians. fending off attacks over the 9.1 billion dollar budget surplus, finance minister ralph goodale said he \n",
      "Removed HTML Tags: goodale hints of tax cuts the federal government says they are considering more tax cuts for lower and middle-income canadians. fending off attacks over the 9.1 billion dollar budget surplus, finance minister ralph goodale said he \n",
      "Removed Special Characters: goodale hints of tax cuts the federal government says they are considering more tax cuts for lower and middleincome canadians fending off attacks over the  billion dollar budget surplus finance minister ralph goodale said he \n",
      "Tokens: ['goodale', 'hints', 'of', 'tax', 'cuts', 'the', 'federal', 'government', 'says', 'they', 'are', 'considering', 'more', 'tax', 'cuts', 'for', 'lower', 'and', 'middleincome', 'canadians', 'fending', 'off', 'attacks', 'over', 'the', 'billion', 'dollar', 'budget', 'surplus', 'finance', 'minister', 'ralph', 'goodale', 'said', 'he']\n",
      "Removed Stopwords: ['goodale', 'hints', 'tax', 'cuts', 'federal', 'government', 'says', 'considering', 'tax', 'cuts', 'lower', 'middleincome', 'canadians', 'fending', 'attacks', 'billion', 'dollar', 'budget', 'surplus', 'finance', 'minister', 'ralph', 'goodale', 'said']\n",
      "Stemmed Tokens: ['goodal', 'hint', 'tax', 'cut', 'feder', 'govern', 'say', 'consid', 'tax', 'cut', 'lower', 'middleincom', 'canadian', 'fend', 'attack', 'billion', 'dollar', 'budget', 'surplu', 'financ', 'minist', 'ralph', 'goodal', 'said']\n",
      "Final Preprocessed Text: goodal hint tax cut feder govern say consid tax cut lower middleincom canadian fend attack billion dollar budget surplu financ minist ralph goodal said\n",
      "\n",
      "Original Text: Acuity Earnings Rise on Improved Demand  CHICAGO (Reuters) - Acuity Brands Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=AYI.N target=/stocks/quickinfo/fullquote\"&gt;AYI.N&lt;/A&gt;, a maker of  lighting products and specialty chemicals, on Tuesday said  quarterly profit rose 87 percent due to improved sales, lower  operating expenses and a lower tax rate.\n",
      "Lowercased Text: acuity earnings rise on improved demand  chicago (reuters) - acuity brands inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=ayi.n target=/stocks/quickinfo/fullquote\"&gt;ayi.n&lt;/a&gt;, a maker of  lighting products and specialty chemicals, on tuesday said  quarterly profit rose 87 percent due to improved sales, lower  operating expenses and a lower tax rate.\n",
      "Removed URLs: acuity earnings rise on improved demand  chicago (reuters) - acuity brands inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;ayi.n&lt;/a&gt;, a maker of  lighting products and specialty chemicals, on tuesday said  quarterly profit rose 87 percent due to improved sales, lower  operating expenses and a lower tax rate.\n",
      "Removed HTML Tags: acuity earnings rise on improved demand  chicago (reuters) - acuity brands inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;ayi.n&lt;/a&gt;, a maker of  lighting products and specialty chemicals, on tuesday said  quarterly profit rose 87 percent due to improved sales, lower  operating expenses and a lower tax rate.\n",
      "Removed Special Characters: acuity earnings rise on improved demand  chicago reuters  acuity brands inc lta href targetstocksquickinfofullquotegtayinltagt a maker of  lighting products and specialty chemicals on tuesday said  quarterly profit rose  percent due to improved sales lower  operating expenses and a lower tax rate\n",
      "Tokens: ['acuity', 'earnings', 'rise', 'on', 'improved', 'demand', 'chicago', 'reuters', 'acuity', 'brands', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtayinltagt', 'a', 'maker', 'of', 'lighting', 'products', 'and', 'specialty', 'chemicals', 'on', 'tuesday', 'said', 'quarterly', 'profit', 'rose', 'percent', 'due', 'to', 'improved', 'sales', 'lower', 'operating', 'expenses', 'and', 'a', 'lower', 'tax', 'rate']\n",
      "Removed Stopwords: ['acuity', 'earnings', 'rise', 'improved', 'demand', 'chicago', 'reuters', 'acuity', 'brands', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtayinltagt', 'maker', 'lighting', 'products', 'specialty', 'chemicals', 'tuesday', 'said', 'quarterly', 'profit', 'rose', 'percent', 'due', 'improved', 'sales', 'lower', 'operating', 'expenses', 'lower', 'tax', 'rate']\n",
      "Stemmed Tokens: ['acuiti', 'earn', 'rise', 'improv', 'demand', 'chicago', 'reuter', 'acuiti', 'brand', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtayinltagt', 'maker', 'light', 'product', 'specialti', 'chemic', 'tuesday', 'said', 'quarterli', 'profit', 'rose', 'percent', 'due', 'improv', 'sale', 'lower', 'oper', 'expens', 'lower', 'tax', 'rate']\n",
      "Final Preprocessed Text: acuiti earn rise improv demand chicago reuter acuiti brand inc lta href targetstocksquickinfofullquotegtayinltagt maker light product specialti chemic tuesday said quarterli profit rose percent due improv sale lower oper expens lower tax rate\n",
      "\n",
      "Original Text: Asian Shares Hit by Metals Tumble, Oil (Reuters) Reuters - A sharp slide in global metals\\markets hammered industrial and mining stocks such as JFE\\Holdings and BHP Billiton Thursday, while oil prices crawled\\back toward record highs.\n",
      "Lowercased Text: asian shares hit by metals tumble, oil (reuters) reuters - a sharp slide in global metals\\markets hammered industrial and mining stocks such as jfe\\holdings and bhp billiton thursday, while oil prices crawled\\back toward record highs.\n",
      "Removed URLs: asian shares hit by metals tumble, oil (reuters) reuters - a sharp slide in global metals\\markets hammered industrial and mining stocks such as jfe\\holdings and bhp billiton thursday, while oil prices crawled\\back toward record highs.\n",
      "Removed HTML Tags: asian shares hit by metals tumble, oil (reuters) reuters - a sharp slide in global metals\\markets hammered industrial and mining stocks such as jfe\\holdings and bhp billiton thursday, while oil prices crawled\\back toward record highs.\n",
      "Removed Special Characters: asian shares hit by metals tumble oil reuters reuters  a sharp slide in global metalsmarkets hammered industrial and mining stocks such as jfeholdings and bhp billiton thursday while oil prices crawledback toward record highs\n",
      "Tokens: ['asian', 'shares', 'hit', 'by', 'metals', 'tumble', 'oil', 'reuters', 'reuters', 'a', 'sharp', 'slide', 'in', 'global', 'metalsmarkets', 'hammered', 'industrial', 'and', 'mining', 'stocks', 'such', 'as', 'jfeholdings', 'and', 'bhp', 'billiton', 'thursday', 'while', 'oil', 'prices', 'crawledback', 'toward', 'record', 'highs']\n",
      "Removed Stopwords: ['asian', 'shares', 'hit', 'metals', 'tumble', 'oil', 'reuters', 'reuters', 'sharp', 'slide', 'global', 'metalsmarkets', 'hammered', 'industrial', 'mining', 'stocks', 'jfeholdings', 'bhp', 'billiton', 'thursday', 'oil', 'prices', 'crawledback', 'toward', 'record', 'highs']\n",
      "Stemmed Tokens: ['asian', 'share', 'hit', 'metal', 'tumbl', 'oil', 'reuter', 'reuter', 'sharp', 'slide', 'global', 'metalsmarket', 'hammer', 'industri', 'mine', 'stock', 'jfehold', 'bhp', 'billiton', 'thursday', 'oil', 'price', 'crawledback', 'toward', 'record', 'high']\n",
      "Final Preprocessed Text: asian share hit metal tumbl oil reuter reuter sharp slide global metalsmarket hammer industri mine stock jfehold bhp billiton thursday oil price crawledback toward record high\n",
      "\n",
      "Original Text: Summer Box Office Hits a High, Despite Lows In a summer when many of the studios' biggest bets failed to pay off, it was familiarity in the form of sequels and low-budget comedies that resonated with movie audiences.\n",
      "Lowercased Text: summer box office hits a high, despite lows in a summer when many of the studios' biggest bets failed to pay off, it was familiarity in the form of sequels and low-budget comedies that resonated with movie audiences.\n",
      "Removed URLs: summer box office hits a high, despite lows in a summer when many of the studios' biggest bets failed to pay off, it was familiarity in the form of sequels and low-budget comedies that resonated with movie audiences.\n",
      "Removed HTML Tags: summer box office hits a high, despite lows in a summer when many of the studios' biggest bets failed to pay off, it was familiarity in the form of sequels and low-budget comedies that resonated with movie audiences.\n",
      "Removed Special Characters: summer box office hits a high despite lows in a summer when many of the studios biggest bets failed to pay off it was familiarity in the form of sequels and lowbudget comedies that resonated with movie audiences\n",
      "Tokens: ['summer', 'box', 'office', 'hits', 'a', 'high', 'despite', 'lows', 'in', 'a', 'summer', 'when', 'many', 'of', 'the', 'studios', 'biggest', 'bets', 'failed', 'to', 'pay', 'off', 'it', 'was', 'familiarity', 'in', 'the', 'form', 'of', 'sequels', 'and', 'lowbudget', 'comedies', 'that', 'resonated', 'with', 'movie', 'audiences']\n",
      "Removed Stopwords: ['summer', 'box', 'office', 'hits', 'high', 'despite', 'lows', 'summer', 'many', 'studios', 'biggest', 'bets', 'failed', 'pay', 'familiarity', 'form', 'sequels', 'lowbudget', 'comedies', 'resonated', 'movie', 'audiences']\n",
      "Stemmed Tokens: ['summer', 'box', 'offic', 'hit', 'high', 'despit', 'low', 'summer', 'mani', 'studio', 'biggest', 'bet', 'fail', 'pay', 'familiar', 'form', 'sequel', 'lowbudget', 'comedi', 'reson', 'movi', 'audienc']\n",
      "Final Preprocessed Text: summer box offic hit high despit low summer mani studio biggest bet fail pay familiar form sequel lowbudget comedi reson movi audienc\n",
      "\n",
      "Original Text: Atlas Copco to Sell Electric Tool Business Swedish engineering company Atlas Copco said Monday it will sell its electric tool business to Hong Kong-based Techtronic Industries Co.\n",
      "Lowercased Text: atlas copco to sell electric tool business swedish engineering company atlas copco said monday it will sell its electric tool business to hong kong-based techtronic industries co.\n",
      "Removed URLs: atlas copco to sell electric tool business swedish engineering company atlas copco said monday it will sell its electric tool business to hong kong-based techtronic industries co.\n",
      "Removed HTML Tags: atlas copco to sell electric tool business swedish engineering company atlas copco said monday it will sell its electric tool business to hong kong-based techtronic industries co.\n",
      "Removed Special Characters: atlas copco to sell electric tool business swedish engineering company atlas copco said monday it will sell its electric tool business to hong kongbased techtronic industries co\n",
      "Tokens: ['atlas', 'copco', 'to', 'sell', 'electric', 'tool', 'business', 'swedish', 'engineering', 'company', 'atlas', 'copco', 'said', 'monday', 'it', 'will', 'sell', 'its', 'electric', 'tool', 'business', 'to', 'hong', 'kongbased', 'techtronic', 'industries', 'co']\n",
      "Removed Stopwords: ['atlas', 'copco', 'sell', 'electric', 'tool', 'business', 'swedish', 'engineering', 'company', 'atlas', 'copco', 'said', 'monday', 'sell', 'electric', 'tool', 'business', 'hong', 'kongbased', 'techtronic', 'industries', 'co']\n",
      "Stemmed Tokens: ['atla', 'copco', 'sell', 'electr', 'tool', 'busi', 'swedish', 'engin', 'compani', 'atla', 'copco', 'said', 'monday', 'sell', 'electr', 'tool', 'busi', 'hong', 'kongbas', 'techtron', 'industri', 'co']\n",
      "Final Preprocessed Text: atla copco sell electr tool busi swedish engin compani atla copco said monday sell electr tool busi hong kongbas techtron industri co\n",
      "\n",
      "Original Text: Singapore Shares End Lower Singapore shares ended lower Monday, hurt by below-expected third-quarter economic data that added to ongoing concerns over high oil prices and weakness on Wall Street.\n",
      "Lowercased Text: singapore shares end lower singapore shares ended lower monday, hurt by below-expected third-quarter economic data that added to ongoing concerns over high oil prices and weakness on wall street.\n",
      "Removed URLs: singapore shares end lower singapore shares ended lower monday, hurt by below-expected third-quarter economic data that added to ongoing concerns over high oil prices and weakness on wall street.\n",
      "Removed HTML Tags: singapore shares end lower singapore shares ended lower monday, hurt by below-expected third-quarter economic data that added to ongoing concerns over high oil prices and weakness on wall street.\n",
      "Removed Special Characters: singapore shares end lower singapore shares ended lower monday hurt by belowexpected thirdquarter economic data that added to ongoing concerns over high oil prices and weakness on wall street\n",
      "Tokens: ['singapore', 'shares', 'end', 'lower', 'singapore', 'shares', 'ended', 'lower', 'monday', 'hurt', 'by', 'belowexpected', 'thirdquarter', 'economic', 'data', 'that', 'added', 'to', 'ongoing', 'concerns', 'over', 'high', 'oil', 'prices', 'and', 'weakness', 'on', 'wall', 'street']\n",
      "Removed Stopwords: ['singapore', 'shares', 'end', 'lower', 'singapore', 'shares', 'ended', 'lower', 'monday', 'hurt', 'belowexpected', 'thirdquarter', 'economic', 'data', 'added', 'ongoing', 'concerns', 'high', 'oil', 'prices', 'weakness', 'wall', 'street']\n",
      "Stemmed Tokens: ['singapor', 'share', 'end', 'lower', 'singapor', 'share', 'end', 'lower', 'monday', 'hurt', 'belowexpect', 'thirdquart', 'econom', 'data', 'ad', 'ongo', 'concern', 'high', 'oil', 'price', 'weak', 'wall', 'street']\n",
      "Final Preprocessed Text: singapor share end lower singapor share end lower monday hurt belowexpect thirdquart econom data ad ongo concern high oil price weak wall street\n",
      "\n",
      "Original Text: The Next Shock: Not Oil, but Debt The American economic ship, which has weathered the recent run-up in crude oil prices, may be more vulnerable to sudden surges in the price of money.\n",
      "Lowercased Text: the next shock: not oil, but debt the american economic ship, which has weathered the recent run-up in crude oil prices, may be more vulnerable to sudden surges in the price of money.\n",
      "Removed URLs: the next shock: not oil, but debt the american economic ship, which has weathered the recent run-up in crude oil prices, may be more vulnerable to sudden surges in the price of money.\n",
      "Removed HTML Tags: the next shock: not oil, but debt the american economic ship, which has weathered the recent run-up in crude oil prices, may be more vulnerable to sudden surges in the price of money.\n",
      "Removed Special Characters: the next shock not oil but debt the american economic ship which has weathered the recent runup in crude oil prices may be more vulnerable to sudden surges in the price of money\n",
      "Tokens: ['the', 'next', 'shock', 'not', 'oil', 'but', 'debt', 'the', 'american', 'economic', 'ship', 'which', 'has', 'weathered', 'the', 'recent', 'runup', 'in', 'crude', 'oil', 'prices', 'may', 'be', 'more', 'vulnerable', 'to', 'sudden', 'surges', 'in', 'the', 'price', 'of', 'money']\n",
      "Removed Stopwords: ['next', 'shock', 'oil', 'debt', 'american', 'economic', 'ship', 'weathered', 'recent', 'runup', 'crude', 'oil', 'prices', 'may', 'vulnerable', 'sudden', 'surges', 'price', 'money']\n",
      "Stemmed Tokens: ['next', 'shock', 'oil', 'debt', 'american', 'econom', 'ship', 'weather', 'recent', 'runup', 'crude', 'oil', 'price', 'may', 'vulner', 'sudden', 'surg', 'price', 'money']\n",
      "Final Preprocessed Text: next shock oil debt american econom ship weather recent runup crude oil price may vulner sudden surg price money\n",
      "\n",
      "Original Text: Martha Stewart Is Allowed to Start Prison Term Early A federal judge ordered Martha Stewart today to surrender for prison by Oct. 8, granting the Ms. Stewart's request to begin serving her sentence for lying about a stock sale.\n",
      "Lowercased Text: martha stewart is allowed to start prison term early a federal judge ordered martha stewart today to surrender for prison by oct. 8, granting the ms. stewart's request to begin serving her sentence for lying about a stock sale.\n",
      "Removed URLs: martha stewart is allowed to start prison term early a federal judge ordered martha stewart today to surrender for prison by oct. 8, granting the ms. stewart's request to begin serving her sentence for lying about a stock sale.\n",
      "Removed HTML Tags: martha stewart is allowed to start prison term early a federal judge ordered martha stewart today to surrender for prison by oct. 8, granting the ms. stewart's request to begin serving her sentence for lying about a stock sale.\n",
      "Removed Special Characters: martha stewart is allowed to start prison term early a federal judge ordered martha stewart today to surrender for prison by oct  granting the ms stewarts request to begin serving her sentence for lying about a stock sale\n",
      "Tokens: ['martha', 'stewart', 'is', 'allowed', 'to', 'start', 'prison', 'term', 'early', 'a', 'federal', 'judge', 'ordered', 'martha', 'stewart', 'today', 'to', 'surrender', 'for', 'prison', 'by', 'oct', 'granting', 'the', 'ms', 'stewarts', 'request', 'to', 'begin', 'serving', 'her', 'sentence', 'for', 'lying', 'about', 'a', 'stock', 'sale']\n",
      "Removed Stopwords: ['martha', 'stewart', 'allowed', 'start', 'prison', 'term', 'early', 'federal', 'judge', 'ordered', 'martha', 'stewart', 'today', 'surrender', 'prison', 'oct', 'granting', 'ms', 'stewarts', 'request', 'begin', 'serving', 'sentence', 'lying', 'stock', 'sale']\n",
      "Stemmed Tokens: ['martha', 'stewart', 'allow', 'start', 'prison', 'term', 'earli', 'feder', 'judg', 'order', 'martha', 'stewart', 'today', 'surrend', 'prison', 'oct', 'grant', 'ms', 'stewart', 'request', 'begin', 'serv', 'sentenc', 'lie', 'stock', 'sale']\n",
      "Final Preprocessed Text: martha stewart allow start prison term earli feder judg order martha stewart today surrend prison oct grant ms stewart request begin serv sentenc lie stock sale\n",
      "\n",
      "Original Text: Pfizer Hikes Warning on Bextra Skin Risk  NEW YORK (Reuters) - Pfizer Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=PFE.N target=/stocks/quickinfo/fullquote\"&gt;PFE.N&lt;/A&gt; said on Friday it  is sending additional information to healthcare professionals  about its arthritis drug Bextra, a COX-2 product in the same  class as the withdrawn drug Vioxx.\n",
      "Lowercased Text: pfizer hikes warning on bextra skin risk  new york (reuters) - pfizer inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=pfe.n target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; said on friday it  is sending additional information to healthcare professionals  about its arthritis drug bextra, a cox-2 product in the same  class as the withdrawn drug vioxx.\n",
      "Removed URLs: pfizer hikes warning on bextra skin risk  new york (reuters) - pfizer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; said on friday it  is sending additional information to healthcare professionals  about its arthritis drug bextra, a cox-2 product in the same  class as the withdrawn drug vioxx.\n",
      "Removed HTML Tags: pfizer hikes warning on bextra skin risk  new york (reuters) - pfizer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; said on friday it  is sending additional information to healthcare professionals  about its arthritis drug bextra, a cox-2 product in the same  class as the withdrawn drug vioxx.\n",
      "Removed Special Characters: pfizer hikes warning on bextra skin risk  new york reuters  pfizer inc lta href targetstocksquickinfofullquotegtpfenltagt said on friday it  is sending additional information to healthcare professionals  about its arthritis drug bextra a cox product in the same  class as the withdrawn drug vioxx\n",
      "Tokens: ['pfizer', 'hikes', 'warning', 'on', 'bextra', 'skin', 'risk', 'new', 'york', 'reuters', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'said', 'on', 'friday', 'it', 'is', 'sending', 'additional', 'information', 'to', 'healthcare', 'professionals', 'about', 'its', 'arthritis', 'drug', 'bextra', 'a', 'cox', 'product', 'in', 'the', 'same', 'class', 'as', 'the', 'withdrawn', 'drug', 'vioxx']\n",
      "Removed Stopwords: ['pfizer', 'hikes', 'warning', 'bextra', 'skin', 'risk', 'new', 'york', 'reuters', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'said', 'friday', 'sending', 'additional', 'information', 'healthcare', 'professionals', 'arthritis', 'drug', 'bextra', 'cox', 'product', 'class', 'withdrawn', 'drug', 'vioxx']\n",
      "Stemmed Tokens: ['pfizer', 'hike', 'warn', 'bextra', 'skin', 'risk', 'new', 'york', 'reuter', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'said', 'friday', 'send', 'addit', 'inform', 'healthcar', 'profession', 'arthriti', 'drug', 'bextra', 'cox', 'product', 'class', 'withdrawn', 'drug', 'vioxx']\n",
      "Final Preprocessed Text: pfizer hike warn bextra skin risk new york reuter pfizer inc lta href targetstocksquickinfofullquotegtpfenltagt said friday send addit inform healthcar profession arthriti drug bextra cox product class withdrawn drug vioxx\n",
      "\n",
      "Original Text: Ex PeopleSoft chief admits lying to analysts WILMINGTON: The former chief executive of PeopleSoft, who was fired last week, said he lied to Wall Street analysts last year about the impact of Oracle #39;s hostile bid on the company #39;s business.\n",
      "Lowercased Text: ex peoplesoft chief admits lying to analysts wilmington: the former chief executive of peoplesoft, who was fired last week, said he lied to wall street analysts last year about the impact of oracle #39;s hostile bid on the company #39;s business.\n",
      "Removed URLs: ex peoplesoft chief admits lying to analysts wilmington: the former chief executive of peoplesoft, who was fired last week, said he lied to wall street analysts last year about the impact of oracle #39;s hostile bid on the company #39;s business.\n",
      "Removed HTML Tags: ex peoplesoft chief admits lying to analysts wilmington: the former chief executive of peoplesoft, who was fired last week, said he lied to wall street analysts last year about the impact of oracle #39;s hostile bid on the company #39;s business.\n",
      "Removed Special Characters: ex peoplesoft chief admits lying to analysts wilmington the former chief executive of peoplesoft who was fired last week said he lied to wall street analysts last year about the impact of oracle s hostile bid on the company s business\n",
      "Tokens: ['ex', 'peoplesoft', 'chief', 'admits', 'lying', 'to', 'analysts', 'wilmington', 'the', 'former', 'chief', 'executive', 'of', 'peoplesoft', 'who', 'was', 'fired', 'last', 'week', 'said', 'he', 'lied', 'to', 'wall', 'street', 'analysts', 'last', 'year', 'about', 'the', 'impact', 'of', 'oracle', 's', 'hostile', 'bid', 'on', 'the', 'company', 's', 'business']\n",
      "Removed Stopwords: ['ex', 'peoplesoft', 'chief', 'admits', 'lying', 'analysts', 'wilmington', 'former', 'chief', 'executive', 'peoplesoft', 'fired', 'last', 'week', 'said', 'lied', 'wall', 'street', 'analysts', 'last', 'year', 'impact', 'oracle', 'hostile', 'bid', 'company', 'business']\n",
      "Stemmed Tokens: ['ex', 'peoplesoft', 'chief', 'admit', 'lie', 'analyst', 'wilmington', 'former', 'chief', 'execut', 'peoplesoft', 'fire', 'last', 'week', 'said', 'lie', 'wall', 'street', 'analyst', 'last', 'year', 'impact', 'oracl', 'hostil', 'bid', 'compani', 'busi']\n",
      "Final Preprocessed Text: ex peoplesoft chief admit lie analyst wilmington former chief execut peoplesoft fire last week said lie wall street analyst last year impact oracl hostil bid compani busi\n",
      "\n",
      "Original Text: Hurricane Ivan May Cost as Much as Charley, Frances (Update3) Hurricane Ivan, which slammed into the US Gulf coast today, may cost insurers \\$4 billion to \\$10 billion, rivaling hurricanes Charley and Frances, Risk Management Solutions Inc.\n",
      "Lowercased Text: hurricane ivan may cost as much as charley, frances (update3) hurricane ivan, which slammed into the us gulf coast today, may cost insurers \\$4 billion to \\$10 billion, rivaling hurricanes charley and frances, risk management solutions inc.\n",
      "Removed URLs: hurricane ivan may cost as much as charley, frances (update3) hurricane ivan, which slammed into the us gulf coast today, may cost insurers \\$4 billion to \\$10 billion, rivaling hurricanes charley and frances, risk management solutions inc.\n",
      "Removed HTML Tags: hurricane ivan may cost as much as charley, frances (update3) hurricane ivan, which slammed into the us gulf coast today, may cost insurers \\$4 billion to \\$10 billion, rivaling hurricanes charley and frances, risk management solutions inc.\n",
      "Removed Special Characters: hurricane ivan may cost as much as charley frances update hurricane ivan which slammed into the us gulf coast today may cost insurers  billion to  billion rivaling hurricanes charley and frances risk management solutions inc\n",
      "Tokens: ['hurricane', 'ivan', 'may', 'cost', 'as', 'much', 'as', 'charley', 'frances', 'update', 'hurricane', 'ivan', 'which', 'slammed', 'into', 'the', 'us', 'gulf', 'coast', 'today', 'may', 'cost', 'insurers', 'billion', 'to', 'billion', 'rivaling', 'hurricanes', 'charley', 'and', 'frances', 'risk', 'management', 'solutions', 'inc']\n",
      "Removed Stopwords: ['hurricane', 'ivan', 'may', 'cost', 'much', 'charley', 'frances', 'update', 'hurricane', 'ivan', 'slammed', 'us', 'gulf', 'coast', 'today', 'may', 'cost', 'insurers', 'billion', 'billion', 'rivaling', 'hurricanes', 'charley', 'frances', 'risk', 'management', 'solutions', 'inc']\n",
      "Stemmed Tokens: ['hurrican', 'ivan', 'may', 'cost', 'much', 'charley', 'franc', 'updat', 'hurrican', 'ivan', 'slam', 'us', 'gulf', 'coast', 'today', 'may', 'cost', 'insur', 'billion', 'billion', 'rival', 'hurrican', 'charley', 'franc', 'risk', 'manag', 'solut', 'inc']\n",
      "Final Preprocessed Text: hurrican ivan may cost much charley franc updat hurrican ivan slam us gulf coast today may cost insur billion billion rival hurrican charley franc risk manag solut inc\n",
      "\n",
      "Original Text: Sears and Kmart Agree to Merge in \\$11 Billion Deal Two of the nation's most well-known companies today said they would combine to form the third-largest U.S. retailer.\n",
      "Lowercased Text: sears and kmart agree to merge in \\$11 billion deal two of the nation's most well-known companies today said they would combine to form the third-largest u.s. retailer.\n",
      "Removed URLs: sears and kmart agree to merge in \\$11 billion deal two of the nation's most well-known companies today said they would combine to form the third-largest u.s. retailer.\n",
      "Removed HTML Tags: sears and kmart agree to merge in \\$11 billion deal two of the nation's most well-known companies today said they would combine to form the third-largest u.s. retailer.\n",
      "Removed Special Characters: sears and kmart agree to merge in  billion deal two of the nations most wellknown companies today said they would combine to form the thirdlargest us retailer\n",
      "Tokens: ['sears', 'and', 'kmart', 'agree', 'to', 'merge', 'in', 'billion', 'deal', 'two', 'of', 'the', 'nations', 'most', 'wellknown', 'companies', 'today', 'said', 'they', 'would', 'combine', 'to', 'form', 'the', 'thirdlargest', 'us', 'retailer']\n",
      "Removed Stopwords: ['sears', 'kmart', 'agree', 'merge', 'billion', 'deal', 'two', 'nations', 'wellknown', 'companies', 'today', 'said', 'would', 'combine', 'form', 'thirdlargest', 'us', 'retailer']\n",
      "Stemmed Tokens: ['sear', 'kmart', 'agre', 'merg', 'billion', 'deal', 'two', 'nation', 'wellknown', 'compani', 'today', 'said', 'would', 'combin', 'form', 'thirdlargest', 'us', 'retail']\n",
      "Final Preprocessed Text: sear kmart agre merg billion deal two nation wellknown compani today said would combin form thirdlargest us retail\n",
      "\n",
      "Original Text: Pilgrim Baxter founders to pay \\$160m WASHINGTON -- The two founders of the Pilgrim Baxter mutual fund family have agreed to pay \\$80 million each to settle regulators' charges of improper trading to benefit themselves and friends at the expense of longer-term shareholders, the authorities said yesterday.\n",
      "Lowercased Text: pilgrim baxter founders to pay \\$160m washington -- the two founders of the pilgrim baxter mutual fund family have agreed to pay \\$80 million each to settle regulators' charges of improper trading to benefit themselves and friends at the expense of longer-term shareholders, the authorities said yesterday.\n",
      "Removed URLs: pilgrim baxter founders to pay \\$160m washington -- the two founders of the pilgrim baxter mutual fund family have agreed to pay \\$80 million each to settle regulators' charges of improper trading to benefit themselves and friends at the expense of longer-term shareholders, the authorities said yesterday.\n",
      "Removed HTML Tags: pilgrim baxter founders to pay \\$160m washington -- the two founders of the pilgrim baxter mutual fund family have agreed to pay \\$80 million each to settle regulators' charges of improper trading to benefit themselves and friends at the expense of longer-term shareholders, the authorities said yesterday.\n",
      "Removed Special Characters: pilgrim baxter founders to pay m washington  the two founders of the pilgrim baxter mutual fund family have agreed to pay  million each to settle regulators charges of improper trading to benefit themselves and friends at the expense of longerterm shareholders the authorities said yesterday\n",
      "Tokens: ['pilgrim', 'baxter', 'founders', 'to', 'pay', 'm', 'washington', 'the', 'two', 'founders', 'of', 'the', 'pilgrim', 'baxter', 'mutual', 'fund', 'family', 'have', 'agreed', 'to', 'pay', 'million', 'each', 'to', 'settle', 'regulators', 'charges', 'of', 'improper', 'trading', 'to', 'benefit', 'themselves', 'and', 'friends', 'at', 'the', 'expense', 'of', 'longerterm', 'shareholders', 'the', 'authorities', 'said', 'yesterday']\n",
      "Removed Stopwords: ['pilgrim', 'baxter', 'founders', 'pay', 'washington', 'two', 'founders', 'pilgrim', 'baxter', 'mutual', 'fund', 'family', 'agreed', 'pay', 'million', 'settle', 'regulators', 'charges', 'improper', 'trading', 'benefit', 'friends', 'expense', 'longerterm', 'shareholders', 'authorities', 'said', 'yesterday']\n",
      "Stemmed Tokens: ['pilgrim', 'baxter', 'founder', 'pay', 'washington', 'two', 'founder', 'pilgrim', 'baxter', 'mutual', 'fund', 'famili', 'agre', 'pay', 'million', 'settl', 'regul', 'charg', 'improp', 'trade', 'benefit', 'friend', 'expens', 'longerterm', 'sharehold', 'author', 'said', 'yesterday']\n",
      "Final Preprocessed Text: pilgrim baxter founder pay washington two founder pilgrim baxter mutual fund famili agre pay million settl regul charg improp trade benefit friend expens longerterm sharehold author said yesterday\n",
      "\n",
      "Original Text: Motorola to Cut 1,000 Jobs, Take Charge  NEW YORK (Reuters) - Telecommunications equipment maker  Motorola Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=MOT.N target=/stocks/quickinfo/fullquote\"&gt;MOT.N&lt;/A&gt; said on Tuesday that it would cut 1,000  jobs and take charges of about \\$50 million for severance  benefits as it tries to increase productivity.\n",
      "Lowercased Text: motorola to cut 1,000 jobs, take charge  new york (reuters) - telecommunications equipment maker  motorola inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=mot.n target=/stocks/quickinfo/fullquote\"&gt;mot.n&lt;/a&gt; said on tuesday that it would cut 1,000  jobs and take charges of about \\$50 million for severance  benefits as it tries to increase productivity.\n",
      "Removed URLs: motorola to cut 1,000 jobs, take charge  new york (reuters) - telecommunications equipment maker  motorola inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;mot.n&lt;/a&gt; said on tuesday that it would cut 1,000  jobs and take charges of about \\$50 million for severance  benefits as it tries to increase productivity.\n",
      "Removed HTML Tags: motorola to cut 1,000 jobs, take charge  new york (reuters) - telecommunications equipment maker  motorola inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;mot.n&lt;/a&gt; said on tuesday that it would cut 1,000  jobs and take charges of about \\$50 million for severance  benefits as it tries to increase productivity.\n",
      "Removed Special Characters: motorola to cut  jobs take charge  new york reuters  telecommunications equipment maker  motorola inc lta href targetstocksquickinfofullquotegtmotnltagt said on tuesday that it would cut   jobs and take charges of about  million for severance  benefits as it tries to increase productivity\n",
      "Tokens: ['motorola', 'to', 'cut', 'jobs', 'take', 'charge', 'new', 'york', 'reuters', 'telecommunications', 'equipment', 'maker', 'motorola', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmotnltagt', 'said', 'on', 'tuesday', 'that', 'it', 'would', 'cut', 'jobs', 'and', 'take', 'charges', 'of', 'about', 'million', 'for', 'severance', 'benefits', 'as', 'it', 'tries', 'to', 'increase', 'productivity']\n",
      "Removed Stopwords: ['motorola', 'cut', 'jobs', 'take', 'charge', 'new', 'york', 'reuters', 'telecommunications', 'equipment', 'maker', 'motorola', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmotnltagt', 'said', 'tuesday', 'would', 'cut', 'jobs', 'take', 'charges', 'million', 'severance', 'benefits', 'tries', 'increase', 'productivity']\n",
      "Stemmed Tokens: ['motorola', 'cut', 'job', 'take', 'charg', 'new', 'york', 'reuter', 'telecommun', 'equip', 'maker', 'motorola', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmotnltagt', 'said', 'tuesday', 'would', 'cut', 'job', 'take', 'charg', 'million', 'sever', 'benefit', 'tri', 'increas', 'product']\n",
      "Final Preprocessed Text: motorola cut job take charg new york reuter telecommun equip maker motorola inc lta href targetstocksquickinfofullquotegtmotnltagt said tuesday would cut job take charg million sever benefit tri increas product\n",
      "\n",
      "Original Text: Opel workers abandon wildcat strikes BOCHUM - Workers at the Opel carmaking plant in the city of Bochum voted overwhelmingly Wednesday to end their nearly week-long wildcat strike and were to return almost immediately to work, officials announced.\n",
      "Lowercased Text: opel workers abandon wildcat strikes bochum - workers at the opel carmaking plant in the city of bochum voted overwhelmingly wednesday to end their nearly week-long wildcat strike and were to return almost immediately to work, officials announced.\n",
      "Removed URLs: opel workers abandon wildcat strikes bochum - workers at the opel carmaking plant in the city of bochum voted overwhelmingly wednesday to end their nearly week-long wildcat strike and were to return almost immediately to work, officials announced.\n",
      "Removed HTML Tags: opel workers abandon wildcat strikes bochum - workers at the opel carmaking plant in the city of bochum voted overwhelmingly wednesday to end their nearly week-long wildcat strike and were to return almost immediately to work, officials announced.\n",
      "Removed Special Characters: opel workers abandon wildcat strikes bochum  workers at the opel carmaking plant in the city of bochum voted overwhelmingly wednesday to end their nearly weeklong wildcat strike and were to return almost immediately to work officials announced\n",
      "Tokens: ['opel', 'workers', 'abandon', 'wildcat', 'strikes', 'bochum', 'workers', 'at', 'the', 'opel', 'carmaking', 'plant', 'in', 'the', 'city', 'of', 'bochum', 'voted', 'overwhelmingly', 'wednesday', 'to', 'end', 'their', 'nearly', 'weeklong', 'wildcat', 'strike', 'and', 'were', 'to', 'return', 'almost', 'immediately', 'to', 'work', 'officials', 'announced']\n",
      "Removed Stopwords: ['opel', 'workers', 'abandon', 'wildcat', 'strikes', 'bochum', 'workers', 'opel', 'carmaking', 'plant', 'city', 'bochum', 'voted', 'overwhelmingly', 'wednesday', 'end', 'nearly', 'weeklong', 'wildcat', 'strike', 'return', 'almost', 'immediately', 'work', 'officials', 'announced']\n",
      "Stemmed Tokens: ['opel', 'worker', 'abandon', 'wildcat', 'strike', 'bochum', 'worker', 'opel', 'carmak', 'plant', 'citi', 'bochum', 'vote', 'overwhelmingli', 'wednesday', 'end', 'nearli', 'weeklong', 'wildcat', 'strike', 'return', 'almost', 'immedi', 'work', 'offici', 'announc']\n",
      "Final Preprocessed Text: opel worker abandon wildcat strike bochum worker opel carmak plant citi bochum vote overwhelmingli wednesday end nearli weeklong wildcat strike return almost immedi work offici announc\n",
      "\n",
      "Original Text: STMicro may see windfall from Stern satellite move Shock jock Howard Stern #39;s jump to satellite radio could create a \\$180 million windfall for Europe #39;s biggest chip maker, STMicroelectronics (STM.\n",
      "Lowercased Text: stmicro may see windfall from stern satellite move shock jock howard stern #39;s jump to satellite radio could create a \\$180 million windfall for europe #39;s biggest chip maker, stmicroelectronics (stm.\n",
      "Removed URLs: stmicro may see windfall from stern satellite move shock jock howard stern #39;s jump to satellite radio could create a \\$180 million windfall for europe #39;s biggest chip maker, stmicroelectronics (stm.\n",
      "Removed HTML Tags: stmicro may see windfall from stern satellite move shock jock howard stern #39;s jump to satellite radio could create a \\$180 million windfall for europe #39;s biggest chip maker, stmicroelectronics (stm.\n",
      "Removed Special Characters: stmicro may see windfall from stern satellite move shock jock howard stern s jump to satellite radio could create a  million windfall for europe s biggest chip maker stmicroelectronics stm\n",
      "Tokens: ['stmicro', 'may', 'see', 'windfall', 'from', 'stern', 'satellite', 'move', 'shock', 'jock', 'howard', 'stern', 's', 'jump', 'to', 'satellite', 'radio', 'could', 'create', 'a', 'million', 'windfall', 'for', 'europe', 's', 'biggest', 'chip', 'maker', 'stmicroelectronics', 'stm']\n",
      "Removed Stopwords: ['stmicro', 'may', 'see', 'windfall', 'stern', 'satellite', 'move', 'shock', 'jock', 'howard', 'stern', 'jump', 'satellite', 'radio', 'could', 'create', 'million', 'windfall', 'europe', 'biggest', 'chip', 'maker', 'stmicroelectronics', 'stm']\n",
      "Stemmed Tokens: ['stmicro', 'may', 'see', 'windfal', 'stern', 'satellit', 'move', 'shock', 'jock', 'howard', 'stern', 'jump', 'satellit', 'radio', 'could', 'creat', 'million', 'windfal', 'europ', 'biggest', 'chip', 'maker', 'stmicroelectron', 'stm']\n",
      "Final Preprocessed Text: stmicro may see windfal stern satellit move shock jock howard stern jump satellit radio could creat million windfal europ biggest chip maker stmicroelectron stm\n",
      "\n",
      "Original Text: GM, Daimler Go Green Oil prices have fallen in recent weeks from record highs, relieving the anxieties of consumers and economists alike. However, OPEC recently signaled that it #39;s not ready for the price of black \n",
      "Lowercased Text: gm, daimler go green oil prices have fallen in recent weeks from record highs, relieving the anxieties of consumers and economists alike. however, opec recently signaled that it #39;s not ready for the price of black \n",
      "Removed URLs: gm, daimler go green oil prices have fallen in recent weeks from record highs, relieving the anxieties of consumers and economists alike. however, opec recently signaled that it #39;s not ready for the price of black \n",
      "Removed HTML Tags: gm, daimler go green oil prices have fallen in recent weeks from record highs, relieving the anxieties of consumers and economists alike. however, opec recently signaled that it #39;s not ready for the price of black \n",
      "Removed Special Characters: gm daimler go green oil prices have fallen in recent weeks from record highs relieving the anxieties of consumers and economists alike however opec recently signaled that it s not ready for the price of black \n",
      "Tokens: ['gm', 'daimler', 'go', 'green', 'oil', 'prices', 'have', 'fallen', 'in', 'recent', 'weeks', 'from', 'record', 'highs', 'relieving', 'the', 'anxieties', 'of', 'consumers', 'and', 'economists', 'alike', 'however', 'opec', 'recently', 'signaled', 'that', 'it', 's', 'not', 'ready', 'for', 'the', 'price', 'of', 'black']\n",
      "Removed Stopwords: ['gm', 'daimler', 'go', 'green', 'oil', 'prices', 'fallen', 'recent', 'weeks', 'record', 'highs', 'relieving', 'anxieties', 'consumers', 'economists', 'alike', 'however', 'opec', 'recently', 'signaled', 'ready', 'price', 'black']\n",
      "Stemmed Tokens: ['gm', 'daimler', 'go', 'green', 'oil', 'price', 'fallen', 'recent', 'week', 'record', 'high', 'reliev', 'anxieti', 'consum', 'economist', 'alik', 'howev', 'opec', 'recent', 'signal', 'readi', 'price', 'black']\n",
      "Final Preprocessed Text: gm daimler go green oil price fallen recent week record high reliev anxieti consum economist alik howev opec recent signal readi price black\n",
      "\n",
      "Original Text: GenCorp to reject Steel Partners offer--CNBC GenCorp (GY.N: Quote, Profile, Research) is expected to reject a \\$17 per share offer from US investment fund Steel Partners II, according to a report by CNBC.\n",
      "Lowercased Text: gencorp to reject steel partners offer--cnbc gencorp (gy.n: quote, profile, research) is expected to reject a \\$17 per share offer from us investment fund steel partners ii, according to a report by cnbc.\n",
      "Removed URLs: gencorp to reject steel partners offer--cnbc gencorp (gy.n: quote, profile, research) is expected to reject a \\$17 per share offer from us investment fund steel partners ii, according to a report by cnbc.\n",
      "Removed HTML Tags: gencorp to reject steel partners offer--cnbc gencorp (gy.n: quote, profile, research) is expected to reject a \\$17 per share offer from us investment fund steel partners ii, according to a report by cnbc.\n",
      "Removed Special Characters: gencorp to reject steel partners offercnbc gencorp gyn quote profile research is expected to reject a  per share offer from us investment fund steel partners ii according to a report by cnbc\n",
      "Tokens: ['gencorp', 'to', 'reject', 'steel', 'partners', 'offercnbc', 'gencorp', 'gyn', 'quote', 'profile', 'research', 'is', 'expected', 'to', 'reject', 'a', 'per', 'share', 'offer', 'from', 'us', 'investment', 'fund', 'steel', 'partners', 'ii', 'according', 'to', 'a', 'report', 'by', 'cnbc']\n",
      "Removed Stopwords: ['gencorp', 'reject', 'steel', 'partners', 'offercnbc', 'gencorp', 'gyn', 'quote', 'profile', 'research', 'expected', 'reject', 'per', 'share', 'offer', 'us', 'investment', 'fund', 'steel', 'partners', 'ii', 'according', 'report', 'cnbc']\n",
      "Stemmed Tokens: ['gencorp', 'reject', 'steel', 'partner', 'offercnbc', 'gencorp', 'gyn', 'quot', 'profil', 'research', 'expect', 'reject', 'per', 'share', 'offer', 'us', 'invest', 'fund', 'steel', 'partner', 'ii', 'accord', 'report', 'cnbc']\n",
      "Final Preprocessed Text: gencorp reject steel partner offercnbc gencorp gyn quot profil research expect reject per share offer us invest fund steel partner ii accord report cnbc\n",
      "\n",
      "Original Text: Guidant, J amp;J reportedly are in merger talks Johnson  amp; Johnson is in advanced negotiations to acquire Guidant, an Indianapolis-based medical device maker, for more than \\$24 billion, executives close to the talks said Monday.\n",
      "Lowercased Text: guidant, j amp;j reportedly are in merger talks johnson  amp; johnson is in advanced negotiations to acquire guidant, an indianapolis-based medical device maker, for more than \\$24 billion, executives close to the talks said monday.\n",
      "Removed URLs: guidant, j amp;j reportedly are in merger talks johnson  amp; johnson is in advanced negotiations to acquire guidant, an indianapolis-based medical device maker, for more than \\$24 billion, executives close to the talks said monday.\n",
      "Removed HTML Tags: guidant, j amp;j reportedly are in merger talks johnson  amp; johnson is in advanced negotiations to acquire guidant, an indianapolis-based medical device maker, for more than \\$24 billion, executives close to the talks said monday.\n",
      "Removed Special Characters: guidant j ampj reportedly are in merger talks johnson  amp johnson is in advanced negotiations to acquire guidant an indianapolisbased medical device maker for more than  billion executives close to the talks said monday\n",
      "Tokens: ['guidant', 'j', 'ampj', 'reportedly', 'are', 'in', 'merger', 'talks', 'johnson', 'amp', 'johnson', 'is', 'in', 'advanced', 'negotiations', 'to', 'acquire', 'guidant', 'an', 'indianapolisbased', 'medical', 'device', 'maker', 'for', 'more', 'than', 'billion', 'executives', 'close', 'to', 'the', 'talks', 'said', 'monday']\n",
      "Removed Stopwords: ['guidant', 'j', 'ampj', 'reportedly', 'merger', 'talks', 'johnson', 'amp', 'johnson', 'advanced', 'negotiations', 'acquire', 'guidant', 'indianapolisbased', 'medical', 'device', 'maker', 'billion', 'executives', 'close', 'talks', 'said', 'monday']\n",
      "Stemmed Tokens: ['guidant', 'j', 'ampj', 'reportedli', 'merger', 'talk', 'johnson', 'amp', 'johnson', 'advanc', 'negoti', 'acquir', 'guidant', 'indianapolisbas', 'medic', 'devic', 'maker', 'billion', 'execut', 'close', 'talk', 'said', 'monday']\n",
      "Final Preprocessed Text: guidant j ampj reportedli merger talk johnson amp johnson advanc negoti acquir guidant indianapolisbas medic devic maker billion execut close talk said monday\n",
      "\n",
      "Original Text: South Korea planning huge spending to revive economy: report (AFP) AFP - The South Korean government is preparing a huge  quot;New Deal quot; spending package in the next few years to revive the country's sagging economy, Yonhap news agency said.\n",
      "Lowercased Text: south korea planning huge spending to revive economy: report (afp) afp - the south korean government is preparing a huge  quot;new deal quot; spending package in the next few years to revive the country's sagging economy, yonhap news agency said.\n",
      "Removed URLs: south korea planning huge spending to revive economy: report (afp) afp - the south korean government is preparing a huge  quot;new deal quot; spending package in the next few years to revive the country's sagging economy, yonhap news agency said.\n",
      "Removed HTML Tags: south korea planning huge spending to revive economy: report (afp) afp - the south korean government is preparing a huge  quot;new deal quot; spending package in the next few years to revive the country's sagging economy, yonhap news agency said.\n",
      "Removed Special Characters: south korea planning huge spending to revive economy report afp afp  the south korean government is preparing a huge  quotnew deal quot spending package in the next few years to revive the countrys sagging economy yonhap news agency said\n",
      "Tokens: ['south', 'korea', 'planning', 'huge', 'spending', 'to', 'revive', 'economy', 'report', 'afp', 'afp', 'the', 'south', 'korean', 'government', 'is', 'preparing', 'a', 'huge', 'quotnew', 'deal', 'quot', 'spending', 'package', 'in', 'the', 'next', 'few', 'years', 'to', 'revive', 'the', 'countrys', 'sagging', 'economy', 'yonhap', 'news', 'agency', 'said']\n",
      "Removed Stopwords: ['south', 'korea', 'planning', 'huge', 'spending', 'revive', 'economy', 'report', 'afp', 'afp', 'south', 'korean', 'government', 'preparing', 'huge', 'quotnew', 'deal', 'quot', 'spending', 'package', 'next', 'years', 'revive', 'countrys', 'sagging', 'economy', 'yonhap', 'news', 'agency', 'said']\n",
      "Stemmed Tokens: ['south', 'korea', 'plan', 'huge', 'spend', 'reviv', 'economi', 'report', 'afp', 'afp', 'south', 'korean', 'govern', 'prepar', 'huge', 'quotnew', 'deal', 'quot', 'spend', 'packag', 'next', 'year', 'reviv', 'countri', 'sag', 'economi', 'yonhap', 'news', 'agenc', 'said']\n",
      "Final Preprocessed Text: south korea plan huge spend reviv economi report afp afp south korean govern prepar huge quotnew deal quot spend packag next year reviv countri sag economi yonhap news agenc said\n",
      "\n",
      "Original Text: Study Says Drug #39;s Dangers Were Apparent Years Ago Merck and federal officials should have withdrawn the painkiller Vioxx from the market as early as 2000 because studies of the drug had clearly shown that it doubled the risk of heart attacks \n",
      "Lowercased Text: study says drug #39;s dangers were apparent years ago merck and federal officials should have withdrawn the painkiller vioxx from the market as early as 2000 because studies of the drug had clearly shown that it doubled the risk of heart attacks \n",
      "Removed URLs: study says drug #39;s dangers were apparent years ago merck and federal officials should have withdrawn the painkiller vioxx from the market as early as 2000 because studies of the drug had clearly shown that it doubled the risk of heart attacks \n",
      "Removed HTML Tags: study says drug #39;s dangers were apparent years ago merck and federal officials should have withdrawn the painkiller vioxx from the market as early as 2000 because studies of the drug had clearly shown that it doubled the risk of heart attacks \n",
      "Removed Special Characters: study says drug s dangers were apparent years ago merck and federal officials should have withdrawn the painkiller vioxx from the market as early as  because studies of the drug had clearly shown that it doubled the risk of heart attacks \n",
      "Tokens: ['study', 'says', 'drug', 's', 'dangers', 'were', 'apparent', 'years', 'ago', 'merck', 'and', 'federal', 'officials', 'should', 'have', 'withdrawn', 'the', 'painkiller', 'vioxx', 'from', 'the', 'market', 'as', 'early', 'as', 'because', 'studies', 'of', 'the', 'drug', 'had', 'clearly', 'shown', 'that', 'it', 'doubled', 'the', 'risk', 'of', 'heart', 'attacks']\n",
      "Removed Stopwords: ['study', 'says', 'drug', 'dangers', 'apparent', 'years', 'ago', 'merck', 'federal', 'officials', 'withdrawn', 'painkiller', 'vioxx', 'market', 'early', 'studies', 'drug', 'clearly', 'shown', 'doubled', 'risk', 'heart', 'attacks']\n",
      "Stemmed Tokens: ['studi', 'say', 'drug', 'danger', 'appar', 'year', 'ago', 'merck', 'feder', 'offici', 'withdrawn', 'painkil', 'vioxx', 'market', 'earli', 'studi', 'drug', 'clearli', 'shown', 'doubl', 'risk', 'heart', 'attack']\n",
      "Final Preprocessed Text: studi say drug danger appar year ago merck feder offici withdrawn painkil vioxx market earli studi drug clearli shown doubl risk heart attack\n",
      "\n",
      "Original Text: US opening oil reserve NEW YORK (CNN/Money) - The federal government said Thursday it plans to loan a limited amount of crude oil from the nation #39;s strategic reserve in a bid to offset shortages caused by Hurricane Ivan.\n",
      "Lowercased Text: us opening oil reserve new york (cnn/money) - the federal government said thursday it plans to loan a limited amount of crude oil from the nation #39;s strategic reserve in a bid to offset shortages caused by hurricane ivan.\n",
      "Removed URLs: us opening oil reserve new york (cnn/money) - the federal government said thursday it plans to loan a limited amount of crude oil from the nation #39;s strategic reserve in a bid to offset shortages caused by hurricane ivan.\n",
      "Removed HTML Tags: us opening oil reserve new york (cnn/money) - the federal government said thursday it plans to loan a limited amount of crude oil from the nation #39;s strategic reserve in a bid to offset shortages caused by hurricane ivan.\n",
      "Removed Special Characters: us opening oil reserve new york cnnmoney  the federal government said thursday it plans to loan a limited amount of crude oil from the nation s strategic reserve in a bid to offset shortages caused by hurricane ivan\n",
      "Tokens: ['us', 'opening', 'oil', 'reserve', 'new', 'york', 'cnnmoney', 'the', 'federal', 'government', 'said', 'thursday', 'it', 'plans', 'to', 'loan', 'a', 'limited', 'amount', 'of', 'crude', 'oil', 'from', 'the', 'nation', 's', 'strategic', 'reserve', 'in', 'a', 'bid', 'to', 'offset', 'shortages', 'caused', 'by', 'hurricane', 'ivan']\n",
      "Removed Stopwords: ['us', 'opening', 'oil', 'reserve', 'new', 'york', 'cnnmoney', 'federal', 'government', 'said', 'thursday', 'plans', 'loan', 'limited', 'amount', 'crude', 'oil', 'nation', 'strategic', 'reserve', 'bid', 'offset', 'shortages', 'caused', 'hurricane', 'ivan']\n",
      "Stemmed Tokens: ['us', 'open', 'oil', 'reserv', 'new', 'york', 'cnnmoney', 'feder', 'govern', 'said', 'thursday', 'plan', 'loan', 'limit', 'amount', 'crude', 'oil', 'nation', 'strateg', 'reserv', 'bid', 'offset', 'shortag', 'caus', 'hurrican', 'ivan']\n",
      "Final Preprocessed Text: us open oil reserv new york cnnmoney feder govern said thursday plan loan limit amount crude oil nation strateg reserv bid offset shortag caus hurrican ivan\n",
      "\n",
      "Original Text: Jury calls WTC attack two events Silverstein had hoped the 11-member jury would determine that the language of the insurance policy treated the attacks as two occurrences.\n",
      "Lowercased Text: jury calls wtc attack two events silverstein had hoped the 11-member jury would determine that the language of the insurance policy treated the attacks as two occurrences.\n",
      "Removed URLs: jury calls wtc attack two events silverstein had hoped the 11-member jury would determine that the language of the insurance policy treated the attacks as two occurrences.\n",
      "Removed HTML Tags: jury calls wtc attack two events silverstein had hoped the 11-member jury would determine that the language of the insurance policy treated the attacks as two occurrences.\n",
      "Removed Special Characters: jury calls wtc attack two events silverstein had hoped the member jury would determine that the language of the insurance policy treated the attacks as two occurrences\n",
      "Tokens: ['jury', 'calls', 'wtc', 'attack', 'two', 'events', 'silverstein', 'had', 'hoped', 'the', 'member', 'jury', 'would', 'determine', 'that', 'the', 'language', 'of', 'the', 'insurance', 'policy', 'treated', 'the', 'attacks', 'as', 'two', 'occurrences']\n",
      "Removed Stopwords: ['jury', 'calls', 'wtc', 'attack', 'two', 'events', 'silverstein', 'hoped', 'member', 'jury', 'would', 'determine', 'language', 'insurance', 'policy', 'treated', 'attacks', 'two', 'occurrences']\n",
      "Stemmed Tokens: ['juri', 'call', 'wtc', 'attack', 'two', 'event', 'silverstein', 'hope', 'member', 'juri', 'would', 'determin', 'languag', 'insur', 'polici', 'treat', 'attack', 'two', 'occurr']\n",
      "Final Preprocessed Text: juri call wtc attack two event silverstein hope member juri would determin languag insur polici treat attack two occurr\n",
      "\n",
      "Original Text: Kroger Profit Falls, Warns on Sales  NEW YORK (Reuters) - Kroger Co. on Tuesday posted a 25  percent drop in quarterly profit and warned it may not reach  its sales target for the year, sending shares of the top U.S.  grocer down as it grapples with lingering fallout from a strike  in Southern California.\n",
      "Lowercased Text: kroger profit falls, warns on sales  new york (reuters) - kroger co. on tuesday posted a 25  percent drop in quarterly profit and warned it may not reach  its sales target for the year, sending shares of the top u.s.  grocer down as it grapples with lingering fallout from a strike  in southern california.\n",
      "Removed URLs: kroger profit falls, warns on sales  new york (reuters) - kroger co. on tuesday posted a 25  percent drop in quarterly profit and warned it may not reach  its sales target for the year, sending shares of the top u.s.  grocer down as it grapples with lingering fallout from a strike  in southern california.\n",
      "Removed HTML Tags: kroger profit falls, warns on sales  new york (reuters) - kroger co. on tuesday posted a 25  percent drop in quarterly profit and warned it may not reach  its sales target for the year, sending shares of the top u.s.  grocer down as it grapples with lingering fallout from a strike  in southern california.\n",
      "Removed Special Characters: kroger profit falls warns on sales  new york reuters  kroger co on tuesday posted a   percent drop in quarterly profit and warned it may not reach  its sales target for the year sending shares of the top us  grocer down as it grapples with lingering fallout from a strike  in southern california\n",
      "Tokens: ['kroger', 'profit', 'falls', 'warns', 'on', 'sales', 'new', 'york', 'reuters', 'kroger', 'co', 'on', 'tuesday', 'posted', 'a', 'percent', 'drop', 'in', 'quarterly', 'profit', 'and', 'warned', 'it', 'may', 'not', 'reach', 'its', 'sales', 'target', 'for', 'the', 'year', 'sending', 'shares', 'of', 'the', 'top', 'us', 'grocer', 'down', 'as', 'it', 'grapples', 'with', 'lingering', 'fallout', 'from', 'a', 'strike', 'in', 'southern', 'california']\n",
      "Removed Stopwords: ['kroger', 'profit', 'falls', 'warns', 'sales', 'new', 'york', 'reuters', 'kroger', 'co', 'tuesday', 'posted', 'percent', 'drop', 'quarterly', 'profit', 'warned', 'may', 'reach', 'sales', 'target', 'year', 'sending', 'shares', 'top', 'us', 'grocer', 'grapples', 'lingering', 'fallout', 'strike', 'southern', 'california']\n",
      "Stemmed Tokens: ['kroger', 'profit', 'fall', 'warn', 'sale', 'new', 'york', 'reuter', 'kroger', 'co', 'tuesday', 'post', 'percent', 'drop', 'quarterli', 'profit', 'warn', 'may', 'reach', 'sale', 'target', 'year', 'send', 'share', 'top', 'us', 'grocer', 'grappl', 'linger', 'fallout', 'strike', 'southern', 'california']\n",
      "Final Preprocessed Text: kroger profit fall warn sale new york reuter kroger co tuesday post percent drop quarterli profit warn may reach sale target year send share top us grocer grappl linger fallout strike southern california\n",
      "\n",
      "Original Text: Florida #39;s prepaid tuition program thriving Already the biggest of its kind in the country, Florida #39;s popular prepaid-tuition program expects to count its millionth customer during a sign-up period that runs Monday through Jan. 31.\n",
      "Lowercased Text: florida #39;s prepaid tuition program thriving already the biggest of its kind in the country, florida #39;s popular prepaid-tuition program expects to count its millionth customer during a sign-up period that runs monday through jan. 31.\n",
      "Removed URLs: florida #39;s prepaid tuition program thriving already the biggest of its kind in the country, florida #39;s popular prepaid-tuition program expects to count its millionth customer during a sign-up period that runs monday through jan. 31.\n",
      "Removed HTML Tags: florida #39;s prepaid tuition program thriving already the biggest of its kind in the country, florida #39;s popular prepaid-tuition program expects to count its millionth customer during a sign-up period that runs monday through jan. 31.\n",
      "Removed Special Characters: florida s prepaid tuition program thriving already the biggest of its kind in the country florida s popular prepaidtuition program expects to count its millionth customer during a signup period that runs monday through jan \n",
      "Tokens: ['florida', 's', 'prepaid', 'tuition', 'program', 'thriving', 'already', 'the', 'biggest', 'of', 'its', 'kind', 'in', 'the', 'country', 'florida', 's', 'popular', 'prepaidtuition', 'program', 'expects', 'to', 'count', 'its', 'millionth', 'customer', 'during', 'a', 'signup', 'period', 'that', 'runs', 'monday', 'through', 'jan']\n",
      "Removed Stopwords: ['florida', 'prepaid', 'tuition', 'program', 'thriving', 'already', 'biggest', 'kind', 'country', 'florida', 'popular', 'prepaidtuition', 'program', 'expects', 'count', 'millionth', 'customer', 'signup', 'period', 'runs', 'monday', 'jan']\n",
      "Stemmed Tokens: ['florida', 'prepaid', 'tuition', 'program', 'thrive', 'alreadi', 'biggest', 'kind', 'countri', 'florida', 'popular', 'prepaidtuit', 'program', 'expect', 'count', 'millionth', 'custom', 'signup', 'period', 'run', 'monday', 'jan']\n",
      "Final Preprocessed Text: florida prepaid tuition program thrive alreadi biggest kind countri florida popular prepaidtuit program expect count millionth custom signup period run monday jan\n",
      "\n",
      "Original Text: A Pair of Dethroned Kings In the early 1980s, Sears and Kmart were American retail giants, with gobs of money, huge portfolios of real estate and loyal customer bases that should have made them fast-growing fulfillers of Americans #39; insatiable demand for more stuff.\n",
      "Lowercased Text: a pair of dethroned kings in the early 1980s, sears and kmart were american retail giants, with gobs of money, huge portfolios of real estate and loyal customer bases that should have made them fast-growing fulfillers of americans #39; insatiable demand for more stuff.\n",
      "Removed URLs: a pair of dethroned kings in the early 1980s, sears and kmart were american retail giants, with gobs of money, huge portfolios of real estate and loyal customer bases that should have made them fast-growing fulfillers of americans #39; insatiable demand for more stuff.\n",
      "Removed HTML Tags: a pair of dethroned kings in the early 1980s, sears and kmart were american retail giants, with gobs of money, huge portfolios of real estate and loyal customer bases that should have made them fast-growing fulfillers of americans #39; insatiable demand for more stuff.\n",
      "Removed Special Characters: a pair of dethroned kings in the early s sears and kmart were american retail giants with gobs of money huge portfolios of real estate and loyal customer bases that should have made them fastgrowing fulfillers of americans  insatiable demand for more stuff\n",
      "Tokens: ['a', 'pair', 'of', 'dethroned', 'kings', 'in', 'the', 'early', 's', 'sears', 'and', 'kmart', 'were', 'american', 'retail', 'giants', 'with', 'gobs', 'of', 'money', 'huge', 'portfolios', 'of', 'real', 'estate', 'and', 'loyal', 'customer', 'bases', 'that', 'should', 'have', 'made', 'them', 'fastgrowing', 'fulfillers', 'of', 'americans', 'insatiable', 'demand', 'for', 'more', 'stuff']\n",
      "Removed Stopwords: ['pair', 'dethroned', 'kings', 'early', 'sears', 'kmart', 'american', 'retail', 'giants', 'gobs', 'money', 'huge', 'portfolios', 'real', 'estate', 'loyal', 'customer', 'bases', 'made', 'fastgrowing', 'fulfillers', 'americans', 'insatiable', 'demand', 'stuff']\n",
      "Stemmed Tokens: ['pair', 'dethron', 'king', 'earli', 'sear', 'kmart', 'american', 'retail', 'giant', 'gob', 'money', 'huge', 'portfolio', 'real', 'estat', 'loyal', 'custom', 'base', 'made', 'fastgrow', 'fulfil', 'american', 'insati', 'demand', 'stuff']\n",
      "Final Preprocessed Text: pair dethron king earli sear kmart american retail giant gob money huge portfolio real estat loyal custom base made fastgrow fulfil american insati demand stuff\n",
      "\n",
      "Original Text: Consumer Spending Up, Manufacturing Gains Consumers spent briskly in October and the nation #39;s manufacturers saw robust activity in November, encouraging signs that the last quarter of this year is shaping up nicely.\n",
      "Lowercased Text: consumer spending up, manufacturing gains consumers spent briskly in october and the nation #39;s manufacturers saw robust activity in november, encouraging signs that the last quarter of this year is shaping up nicely.\n",
      "Removed URLs: consumer spending up, manufacturing gains consumers spent briskly in october and the nation #39;s manufacturers saw robust activity in november, encouraging signs that the last quarter of this year is shaping up nicely.\n",
      "Removed HTML Tags: consumer spending up, manufacturing gains consumers spent briskly in october and the nation #39;s manufacturers saw robust activity in november, encouraging signs that the last quarter of this year is shaping up nicely.\n",
      "Removed Special Characters: consumer spending up manufacturing gains consumers spent briskly in october and the nation s manufacturers saw robust activity in november encouraging signs that the last quarter of this year is shaping up nicely\n",
      "Tokens: ['consumer', 'spending', 'up', 'manufacturing', 'gains', 'consumers', 'spent', 'briskly', 'in', 'october', 'and', 'the', 'nation', 's', 'manufacturers', 'saw', 'robust', 'activity', 'in', 'november', 'encouraging', 'signs', 'that', 'the', 'last', 'quarter', 'of', 'this', 'year', 'is', 'shaping', 'up', 'nicely']\n",
      "Removed Stopwords: ['consumer', 'spending', 'manufacturing', 'gains', 'consumers', 'spent', 'briskly', 'october', 'nation', 'manufacturers', 'saw', 'robust', 'activity', 'november', 'encouraging', 'signs', 'last', 'quarter', 'year', 'shaping', 'nicely']\n",
      "Stemmed Tokens: ['consum', 'spend', 'manufactur', 'gain', 'consum', 'spent', 'briskli', 'octob', 'nation', 'manufactur', 'saw', 'robust', 'activ', 'novemb', 'encourag', 'sign', 'last', 'quarter', 'year', 'shape', 'nice']\n",
      "Final Preprocessed Text: consum spend manufactur gain consum spent briskli octob nation manufactur saw robust activ novemb encourag sign last quarter year shape nice\n",
      "\n",
      "Original Text: Marsh says Putnam isn't on block Officials of embattled Marsh  amp; McLennan Cos. yesterday moved to squelch speculation that its Boston money management firm, Putnam Investments, will be divorced from its corporate parent, either in a sale to an outside buyer or through a private buyout engineered by Putnam executives.\n",
      "Lowercased Text: marsh says putnam isn't on block officials of embattled marsh  amp; mclennan cos. yesterday moved to squelch speculation that its boston money management firm, putnam investments, will be divorced from its corporate parent, either in a sale to an outside buyer or through a private buyout engineered by putnam executives.\n",
      "Removed URLs: marsh says putnam isn't on block officials of embattled marsh  amp; mclennan cos. yesterday moved to squelch speculation that its boston money management firm, putnam investments, will be divorced from its corporate parent, either in a sale to an outside buyer or through a private buyout engineered by putnam executives.\n",
      "Removed HTML Tags: marsh says putnam isn't on block officials of embattled marsh  amp; mclennan cos. yesterday moved to squelch speculation that its boston money management firm, putnam investments, will be divorced from its corporate parent, either in a sale to an outside buyer or through a private buyout engineered by putnam executives.\n",
      "Removed Special Characters: marsh says putnam isnt on block officials of embattled marsh  amp mclennan cos yesterday moved to squelch speculation that its boston money management firm putnam investments will be divorced from its corporate parent either in a sale to an outside buyer or through a private buyout engineered by putnam executives\n",
      "Tokens: ['marsh', 'says', 'putnam', 'isnt', 'on', 'block', 'officials', 'of', 'embattled', 'marsh', 'amp', 'mclennan', 'cos', 'yesterday', 'moved', 'to', 'squelch', 'speculation', 'that', 'its', 'boston', 'money', 'management', 'firm', 'putnam', 'investments', 'will', 'be', 'divorced', 'from', 'its', 'corporate', 'parent', 'either', 'in', 'a', 'sale', 'to', 'an', 'outside', 'buyer', 'or', 'through', 'a', 'private', 'buyout', 'engineered', 'by', 'putnam', 'executives']\n",
      "Removed Stopwords: ['marsh', 'says', 'putnam', 'isnt', 'block', 'officials', 'embattled', 'marsh', 'amp', 'mclennan', 'cos', 'yesterday', 'moved', 'squelch', 'speculation', 'boston', 'money', 'management', 'firm', 'putnam', 'investments', 'divorced', 'corporate', 'parent', 'either', 'sale', 'outside', 'buyer', 'private', 'buyout', 'engineered', 'putnam', 'executives']\n",
      "Stemmed Tokens: ['marsh', 'say', 'putnam', 'isnt', 'block', 'offici', 'embattl', 'marsh', 'amp', 'mclennan', 'co', 'yesterday', 'move', 'squelch', 'specul', 'boston', 'money', 'manag', 'firm', 'putnam', 'invest', 'divorc', 'corpor', 'parent', 'either', 'sale', 'outsid', 'buyer', 'privat', 'buyout', 'engin', 'putnam', 'execut']\n",
      "Final Preprocessed Text: marsh say putnam isnt block offici embattl marsh amp mclennan co yesterday move squelch specul boston money manag firm putnam invest divorc corpor parent either sale outsid buyer privat buyout engin putnam execut\n",
      "\n",
      "Original Text: PM welcomes EU partnership Prime Minister Manmohan Singh arrived in the Hague last night to participate in the India-European summit.  quot;In recognition of Indias growing stature and influence, the EU has proposed a strategic partnership with India.\n",
      "Lowercased Text: pm welcomes eu partnership prime minister manmohan singh arrived in the hague last night to participate in the india-european summit.  quot;in recognition of indias growing stature and influence, the eu has proposed a strategic partnership with india.\n",
      "Removed URLs: pm welcomes eu partnership prime minister manmohan singh arrived in the hague last night to participate in the india-european summit.  quot;in recognition of indias growing stature and influence, the eu has proposed a strategic partnership with india.\n",
      "Removed HTML Tags: pm welcomes eu partnership prime minister manmohan singh arrived in the hague last night to participate in the india-european summit.  quot;in recognition of indias growing stature and influence, the eu has proposed a strategic partnership with india.\n",
      "Removed Special Characters: pm welcomes eu partnership prime minister manmohan singh arrived in the hague last night to participate in the indiaeuropean summit  quotin recognition of indias growing stature and influence the eu has proposed a strategic partnership with india\n",
      "Tokens: ['pm', 'welcomes', 'eu', 'partnership', 'prime', 'minister', 'manmohan', 'singh', 'arrived', 'in', 'the', 'hague', 'last', 'night', 'to', 'participate', 'in', 'the', 'indiaeuropean', 'summit', 'quotin', 'recognition', 'of', 'indias', 'growing', 'stature', 'and', 'influence', 'the', 'eu', 'has', 'proposed', 'a', 'strategic', 'partnership', 'with', 'india']\n",
      "Removed Stopwords: ['pm', 'welcomes', 'eu', 'partnership', 'prime', 'minister', 'manmohan', 'singh', 'arrived', 'hague', 'last', 'night', 'participate', 'indiaeuropean', 'summit', 'quotin', 'recognition', 'indias', 'growing', 'stature', 'influence', 'eu', 'proposed', 'strategic', 'partnership', 'india']\n",
      "Stemmed Tokens: ['pm', 'welcom', 'eu', 'partnership', 'prime', 'minist', 'manmohan', 'singh', 'arriv', 'hagu', 'last', 'night', 'particip', 'indiaeuropean', 'summit', 'quotin', 'recognit', 'india', 'grow', 'statur', 'influenc', 'eu', 'propos', 'strateg', 'partnership', 'india']\n",
      "Final Preprocessed Text: pm welcom eu partnership prime minist manmohan singh arriv hagu last night particip indiaeuropean summit quotin recognit india grow statur influenc eu propos strateg partnership india\n",
      "\n",
      "Original Text: Stewart Asks to Serve Sentence Soon NEW YORK Sept. 15, 2004 - Millionaire executive Martha Stewart announced Wednesday that she had decided to begin her prison sentence for lying about a stock trade as soon as possible.\n",
      "Lowercased Text: stewart asks to serve sentence soon new york sept. 15, 2004 - millionaire executive martha stewart announced wednesday that she had decided to begin her prison sentence for lying about a stock trade as soon as possible.\n",
      "Removed URLs: stewart asks to serve sentence soon new york sept. 15, 2004 - millionaire executive martha stewart announced wednesday that she had decided to begin her prison sentence for lying about a stock trade as soon as possible.\n",
      "Removed HTML Tags: stewart asks to serve sentence soon new york sept. 15, 2004 - millionaire executive martha stewart announced wednesday that she had decided to begin her prison sentence for lying about a stock trade as soon as possible.\n",
      "Removed Special Characters: stewart asks to serve sentence soon new york sept    millionaire executive martha stewart announced wednesday that she had decided to begin her prison sentence for lying about a stock trade as soon as possible\n",
      "Tokens: ['stewart', 'asks', 'to', 'serve', 'sentence', 'soon', 'new', 'york', 'sept', 'millionaire', 'executive', 'martha', 'stewart', 'announced', 'wednesday', 'that', 'she', 'had', 'decided', 'to', 'begin', 'her', 'prison', 'sentence', 'for', 'lying', 'about', 'a', 'stock', 'trade', 'as', 'soon', 'as', 'possible']\n",
      "Removed Stopwords: ['stewart', 'asks', 'serve', 'sentence', 'soon', 'new', 'york', 'sept', 'millionaire', 'executive', 'martha', 'stewart', 'announced', 'wednesday', 'decided', 'begin', 'prison', 'sentence', 'lying', 'stock', 'trade', 'soon', 'possible']\n",
      "Stemmed Tokens: ['stewart', 'ask', 'serv', 'sentenc', 'soon', 'new', 'york', 'sept', 'millionair', 'execut', 'martha', 'stewart', 'announc', 'wednesday', 'decid', 'begin', 'prison', 'sentenc', 'lie', 'stock', 'trade', 'soon', 'possibl']\n",
      "Final Preprocessed Text: stewart ask serv sentenc soon new york sept millionair execut martha stewart announc wednesday decid begin prison sentenc lie stock trade soon possibl\n",
      "\n",
      "Original Text: Giuliani expands his Wall St. firm NEW YORK (CBS.MW) -- Former New York City Mayor Rudolph Giuliani is making a foray into investment banking. Free! Sign up here to receive our Weekly Roundup e-Newsletter!\n",
      "Lowercased Text: giuliani expands his wall st. firm new york (cbs.mw) -- former new york city mayor rudolph giuliani is making a foray into investment banking. free! sign up here to receive our weekly roundup e-newsletter!\n",
      "Removed URLs: giuliani expands his wall st. firm new york (cbs.mw) -- former new york city mayor rudolph giuliani is making a foray into investment banking. free! sign up here to receive our weekly roundup e-newsletter!\n",
      "Removed HTML Tags: giuliani expands his wall st. firm new york (cbs.mw) -- former new york city mayor rudolph giuliani is making a foray into investment banking. free! sign up here to receive our weekly roundup e-newsletter!\n",
      "Removed Special Characters: giuliani expands his wall st firm new york cbsmw  former new york city mayor rudolph giuliani is making a foray into investment banking free sign up here to receive our weekly roundup enewsletter\n",
      "Tokens: ['giuliani', 'expands', 'his', 'wall', 'st', 'firm', 'new', 'york', 'cbsmw', 'former', 'new', 'york', 'city', 'mayor', 'rudolph', 'giuliani', 'is', 'making', 'a', 'foray', 'into', 'investment', 'banking', 'free', 'sign', 'up', 'here', 'to', 'receive', 'our', 'weekly', 'roundup', 'enewsletter']\n",
      "Removed Stopwords: ['giuliani', 'expands', 'wall', 'st', 'firm', 'new', 'york', 'cbsmw', 'former', 'new', 'york', 'city', 'mayor', 'rudolph', 'giuliani', 'making', 'foray', 'investment', 'banking', 'free', 'sign', 'receive', 'weekly', 'roundup', 'enewsletter']\n",
      "Stemmed Tokens: ['giuliani', 'expand', 'wall', 'st', 'firm', 'new', 'york', 'cbsmw', 'former', 'new', 'york', 'citi', 'mayor', 'rudolph', 'giuliani', 'make', 'foray', 'invest', 'bank', 'free', 'sign', 'receiv', 'weekli', 'roundup', 'enewslett']\n",
      "Final Preprocessed Text: giuliani expand wall st firm new york cbsmw former new york citi mayor rudolph giuliani make foray invest bank free sign receiv weekli roundup enewslett\n",
      "\n",
      "Original Text: Sears gets a boost from Vornado Vornado Realty Trust gave Sears, Roebuck  amp; Co. #39;s stock a big boost Friday when it said it bought a 4.3 percent stake in the famous but struggling chain.\n",
      "Lowercased Text: sears gets a boost from vornado vornado realty trust gave sears, roebuck  amp; co. #39;s stock a big boost friday when it said it bought a 4.3 percent stake in the famous but struggling chain.\n",
      "Removed URLs: sears gets a boost from vornado vornado realty trust gave sears, roebuck  amp; co. #39;s stock a big boost friday when it said it bought a 4.3 percent stake in the famous but struggling chain.\n",
      "Removed HTML Tags: sears gets a boost from vornado vornado realty trust gave sears, roebuck  amp; co. #39;s stock a big boost friday when it said it bought a 4.3 percent stake in the famous but struggling chain.\n",
      "Removed Special Characters: sears gets a boost from vornado vornado realty trust gave sears roebuck  amp co s stock a big boost friday when it said it bought a  percent stake in the famous but struggling chain\n",
      "Tokens: ['sears', 'gets', 'a', 'boost', 'from', 'vornado', 'vornado', 'realty', 'trust', 'gave', 'sears', 'roebuck', 'amp', 'co', 's', 'stock', 'a', 'big', 'boost', 'friday', 'when', 'it', 'said', 'it', 'bought', 'a', 'percent', 'stake', 'in', 'the', 'famous', 'but', 'struggling', 'chain']\n",
      "Removed Stopwords: ['sears', 'gets', 'boost', 'vornado', 'vornado', 'realty', 'trust', 'gave', 'sears', 'roebuck', 'amp', 'co', 'stock', 'big', 'boost', 'friday', 'said', 'bought', 'percent', 'stake', 'famous', 'struggling', 'chain']\n",
      "Stemmed Tokens: ['sear', 'get', 'boost', 'vornado', 'vornado', 'realti', 'trust', 'gave', 'sear', 'roebuck', 'amp', 'co', 'stock', 'big', 'boost', 'friday', 'said', 'bought', 'percent', 'stake', 'famou', 'struggl', 'chain']\n",
      "Final Preprocessed Text: sear get boost vornado vornado realti trust gave sear roebuck amp co stock big boost friday said bought percent stake famou struggl chain\n",
      "\n",
      "Original Text: Pilots #39; union accepts pay cuts from US Airways Pilots at US Airways narrowly approved \\$300 million in wage and benefit cuts today, making the Air Line Pilots Association the first major union representing US Airways workers to agree to permanent concessions.\n",
      "Lowercased Text: pilots #39; union accepts pay cuts from us airways pilots at us airways narrowly approved \\$300 million in wage and benefit cuts today, making the air line pilots association the first major union representing us airways workers to agree to permanent concessions.\n",
      "Removed URLs: pilots #39; union accepts pay cuts from us airways pilots at us airways narrowly approved \\$300 million in wage and benefit cuts today, making the air line pilots association the first major union representing us airways workers to agree to permanent concessions.\n",
      "Removed HTML Tags: pilots #39; union accepts pay cuts from us airways pilots at us airways narrowly approved \\$300 million in wage and benefit cuts today, making the air line pilots association the first major union representing us airways workers to agree to permanent concessions.\n",
      "Removed Special Characters: pilots  union accepts pay cuts from us airways pilots at us airways narrowly approved  million in wage and benefit cuts today making the air line pilots association the first major union representing us airways workers to agree to permanent concessions\n",
      "Tokens: ['pilots', 'union', 'accepts', 'pay', 'cuts', 'from', 'us', 'airways', 'pilots', 'at', 'us', 'airways', 'narrowly', 'approved', 'million', 'in', 'wage', 'and', 'benefit', 'cuts', 'today', 'making', 'the', 'air', 'line', 'pilots', 'association', 'the', 'first', 'major', 'union', 'representing', 'us', 'airways', 'workers', 'to', 'agree', 'to', 'permanent', 'concessions']\n",
      "Removed Stopwords: ['pilots', 'union', 'accepts', 'pay', 'cuts', 'us', 'airways', 'pilots', 'us', 'airways', 'narrowly', 'approved', 'million', 'wage', 'benefit', 'cuts', 'today', 'making', 'air', 'line', 'pilots', 'association', 'first', 'major', 'union', 'representing', 'us', 'airways', 'workers', 'agree', 'permanent', 'concessions']\n",
      "Stemmed Tokens: ['pilot', 'union', 'accept', 'pay', 'cut', 'us', 'airway', 'pilot', 'us', 'airway', 'narrowli', 'approv', 'million', 'wage', 'benefit', 'cut', 'today', 'make', 'air', 'line', 'pilot', 'associ', 'first', 'major', 'union', 'repres', 'us', 'airway', 'worker', 'agre', 'perman', 'concess']\n",
      "Final Preprocessed Text: pilot union accept pay cut us airway pilot us airway narrowli approv million wage benefit cut today make air line pilot associ first major union repres us airway worker agre perman concess\n",
      "\n",
      "Original Text: Update 1: Hollinger to Take \\$27M Charge for Suits Hollinger International Inc. said Tuesday it will take a pretax charge of \\$27 million to settle advertisers #39; lawsuits over inflated circulation numbers issued for years by the Chicago Sun-Times.\n",
      "Lowercased Text: update 1: hollinger to take \\$27m charge for suits hollinger international inc. said tuesday it will take a pretax charge of \\$27 million to settle advertisers #39; lawsuits over inflated circulation numbers issued for years by the chicago sun-times.\n",
      "Removed URLs: update 1: hollinger to take \\$27m charge for suits hollinger international inc. said tuesday it will take a pretax charge of \\$27 million to settle advertisers #39; lawsuits over inflated circulation numbers issued for years by the chicago sun-times.\n",
      "Removed HTML Tags: update 1: hollinger to take \\$27m charge for suits hollinger international inc. said tuesday it will take a pretax charge of \\$27 million to settle advertisers #39; lawsuits over inflated circulation numbers issued for years by the chicago sun-times.\n",
      "Removed Special Characters: update  hollinger to take m charge for suits hollinger international inc said tuesday it will take a pretax charge of  million to settle advertisers  lawsuits over inflated circulation numbers issued for years by the chicago suntimes\n",
      "Tokens: ['update', 'hollinger', 'to', 'take', 'm', 'charge', 'for', 'suits', 'hollinger', 'international', 'inc', 'said', 'tuesday', 'it', 'will', 'take', 'a', 'pretax', 'charge', 'of', 'million', 'to', 'settle', 'advertisers', 'lawsuits', 'over', 'inflated', 'circulation', 'numbers', 'issued', 'for', 'years', 'by', 'the', 'chicago', 'suntimes']\n",
      "Removed Stopwords: ['update', 'hollinger', 'take', 'charge', 'suits', 'hollinger', 'international', 'inc', 'said', 'tuesday', 'take', 'pretax', 'charge', 'million', 'settle', 'advertisers', 'lawsuits', 'inflated', 'circulation', 'numbers', 'issued', 'years', 'chicago', 'suntimes']\n",
      "Stemmed Tokens: ['updat', 'holling', 'take', 'charg', 'suit', 'holling', 'intern', 'inc', 'said', 'tuesday', 'take', 'pretax', 'charg', 'million', 'settl', 'advertis', 'lawsuit', 'inflat', 'circul', 'number', 'issu', 'year', 'chicago', 'suntim']\n",
      "Final Preprocessed Text: updat holling take charg suit holling intern inc said tuesday take pretax charg million settl advertis lawsuit inflat circul number issu year chicago suntim\n",
      "\n",
      "Original Text: South African Miner in Hostile Bid for Gold Fields Harmony Gold Mining, the largest miner of South African gold, made a hostile bid yesterday to acquire Gold Fields Ltd., another South African miner, for 52.\n",
      "Lowercased Text: south african miner in hostile bid for gold fields harmony gold mining, the largest miner of south african gold, made a hostile bid yesterday to acquire gold fields ltd., another south african miner, for 52.\n",
      "Removed URLs: south african miner in hostile bid for gold fields harmony gold mining, the largest miner of south african gold, made a hostile bid yesterday to acquire gold fields ltd., another south african miner, for 52.\n",
      "Removed HTML Tags: south african miner in hostile bid for gold fields harmony gold mining, the largest miner of south african gold, made a hostile bid yesterday to acquire gold fields ltd., another south african miner, for 52.\n",
      "Removed Special Characters: south african miner in hostile bid for gold fields harmony gold mining the largest miner of south african gold made a hostile bid yesterday to acquire gold fields ltd another south african miner for \n",
      "Tokens: ['south', 'african', 'miner', 'in', 'hostile', 'bid', 'for', 'gold', 'fields', 'harmony', 'gold', 'mining', 'the', 'largest', 'miner', 'of', 'south', 'african', 'gold', 'made', 'a', 'hostile', 'bid', 'yesterday', 'to', 'acquire', 'gold', 'fields', 'ltd', 'another', 'south', 'african', 'miner', 'for']\n",
      "Removed Stopwords: ['south', 'african', 'miner', 'hostile', 'bid', 'gold', 'fields', 'harmony', 'gold', 'mining', 'largest', 'miner', 'south', 'african', 'gold', 'made', 'hostile', 'bid', 'yesterday', 'acquire', 'gold', 'fields', 'ltd', 'another', 'south', 'african', 'miner']\n",
      "Stemmed Tokens: ['south', 'african', 'miner', 'hostil', 'bid', 'gold', 'field', 'harmoni', 'gold', 'mine', 'largest', 'miner', 'south', 'african', 'gold', 'made', 'hostil', 'bid', 'yesterday', 'acquir', 'gold', 'field', 'ltd', 'anoth', 'south', 'african', 'miner']\n",
      "Final Preprocessed Text: south african miner hostil bid gold field harmoni gold mine largest miner south african gold made hostil bid yesterday acquir gold field ltd anoth south african miner\n",
      "\n",
      "Original Text: Adobe updates RAW plug-in with digital negative format Adobe has updated Photoshop #39;s support for digital cameras #39; RAW image formats. The new plug-in adds to the number of camera models supported and includes a utility for converting images into the DNG, digital negative format.\n",
      "Lowercased Text: adobe updates raw plug-in with digital negative format adobe has updated photoshop #39;s support for digital cameras #39; raw image formats. the new plug-in adds to the number of camera models supported and includes a utility for converting images into the dng, digital negative format.\n",
      "Removed URLs: adobe updates raw plug-in with digital negative format adobe has updated photoshop #39;s support for digital cameras #39; raw image formats. the new plug-in adds to the number of camera models supported and includes a utility for converting images into the dng, digital negative format.\n",
      "Removed HTML Tags: adobe updates raw plug-in with digital negative format adobe has updated photoshop #39;s support for digital cameras #39; raw image formats. the new plug-in adds to the number of camera models supported and includes a utility for converting images into the dng, digital negative format.\n",
      "Removed Special Characters: adobe updates raw plugin with digital negative format adobe has updated photoshop s support for digital cameras  raw image formats the new plugin adds to the number of camera models supported and includes a utility for converting images into the dng digital negative format\n",
      "Tokens: ['adobe', 'updates', 'raw', 'plugin', 'with', 'digital', 'negative', 'format', 'adobe', 'has', 'updated', 'photoshop', 's', 'support', 'for', 'digital', 'cameras', 'raw', 'image', 'formats', 'the', 'new', 'plugin', 'adds', 'to', 'the', 'number', 'of', 'camera', 'models', 'supported', 'and', 'includes', 'a', 'utility', 'for', 'converting', 'images', 'into', 'the', 'dng', 'digital', 'negative', 'format']\n",
      "Removed Stopwords: ['adobe', 'updates', 'raw', 'plugin', 'digital', 'negative', 'format', 'adobe', 'updated', 'photoshop', 'support', 'digital', 'cameras', 'raw', 'image', 'formats', 'new', 'plugin', 'adds', 'number', 'camera', 'models', 'supported', 'includes', 'utility', 'converting', 'images', 'dng', 'digital', 'negative', 'format']\n",
      "Stemmed Tokens: ['adob', 'updat', 'raw', 'plugin', 'digit', 'neg', 'format', 'adob', 'updat', 'photoshop', 'support', 'digit', 'camera', 'raw', 'imag', 'format', 'new', 'plugin', 'add', 'number', 'camera', 'model', 'support', 'includ', 'util', 'convert', 'imag', 'dng', 'digit', 'neg', 'format']\n",
      "Final Preprocessed Text: adob updat raw plugin digit neg format adob updat photoshop support digit camera raw imag format new plugin add number camera model support includ util convert imag dng digit neg format\n",
      "\n",
      "Original Text: Mining concern names outside managers SYDNEY Sons of Gwalia, the world #39;s leading supplier of tantalum, appointed outside managers on Monday after failing to reach agreement with creditors.\n",
      "Lowercased Text: mining concern names outside managers sydney sons of gwalia, the world #39;s leading supplier of tantalum, appointed outside managers on monday after failing to reach agreement with creditors.\n",
      "Removed URLs: mining concern names outside managers sydney sons of gwalia, the world #39;s leading supplier of tantalum, appointed outside managers on monday after failing to reach agreement with creditors.\n",
      "Removed HTML Tags: mining concern names outside managers sydney sons of gwalia, the world #39;s leading supplier of tantalum, appointed outside managers on monday after failing to reach agreement with creditors.\n",
      "Removed Special Characters: mining concern names outside managers sydney sons of gwalia the world s leading supplier of tantalum appointed outside managers on monday after failing to reach agreement with creditors\n",
      "Tokens: ['mining', 'concern', 'names', 'outside', 'managers', 'sydney', 'sons', 'of', 'gwalia', 'the', 'world', 's', 'leading', 'supplier', 'of', 'tantalum', 'appointed', 'outside', 'managers', 'on', 'monday', 'after', 'failing', 'to', 'reach', 'agreement', 'with', 'creditors']\n",
      "Removed Stopwords: ['mining', 'concern', 'names', 'outside', 'managers', 'sydney', 'sons', 'gwalia', 'world', 'leading', 'supplier', 'tantalum', 'appointed', 'outside', 'managers', 'monday', 'failing', 'reach', 'agreement', 'creditors']\n",
      "Stemmed Tokens: ['mine', 'concern', 'name', 'outsid', 'manag', 'sydney', 'son', 'gwalia', 'world', 'lead', 'supplier', 'tantalum', 'appoint', 'outsid', 'manag', 'monday', 'fail', 'reach', 'agreement', 'creditor']\n",
      "Final Preprocessed Text: mine concern name outsid manag sydney son gwalia world lead supplier tantalum appoint outsid manag monday fail reach agreement creditor\n",
      "\n",
      "Original Text: Starbucks CEO to Retire, Shares Fall Starbucks Corp. (SBUX.O: Quote, Profile, Research) on Tuesday said its chief executive, Orin Smith, will retire next year, surprising investors, who sent the coffee shop chain #39;s shares lower in after-hours trading.\n",
      "Lowercased Text: starbucks ceo to retire, shares fall starbucks corp. (sbux.o: quote, profile, research) on tuesday said its chief executive, orin smith, will retire next year, surprising investors, who sent the coffee shop chain #39;s shares lower in after-hours trading.\n",
      "Removed URLs: starbucks ceo to retire, shares fall starbucks corp. (sbux.o: quote, profile, research) on tuesday said its chief executive, orin smith, will retire next year, surprising investors, who sent the coffee shop chain #39;s shares lower in after-hours trading.\n",
      "Removed HTML Tags: starbucks ceo to retire, shares fall starbucks corp. (sbux.o: quote, profile, research) on tuesday said its chief executive, orin smith, will retire next year, surprising investors, who sent the coffee shop chain #39;s shares lower in after-hours trading.\n",
      "Removed Special Characters: starbucks ceo to retire shares fall starbucks corp sbuxo quote profile research on tuesday said its chief executive orin smith will retire next year surprising investors who sent the coffee shop chain s shares lower in afterhours trading\n",
      "Tokens: ['starbucks', 'ceo', 'to', 'retire', 'shares', 'fall', 'starbucks', 'corp', 'sbuxo', 'quote', 'profile', 'research', 'on', 'tuesday', 'said', 'its', 'chief', 'executive', 'orin', 'smith', 'will', 'retire', 'next', 'year', 'surprising', 'investors', 'who', 'sent', 'the', 'coffee', 'shop', 'chain', 's', 'shares', 'lower', 'in', 'afterhours', 'trading']\n",
      "Removed Stopwords: ['starbucks', 'ceo', 'retire', 'shares', 'fall', 'starbucks', 'corp', 'sbuxo', 'quote', 'profile', 'research', 'tuesday', 'said', 'chief', 'executive', 'orin', 'smith', 'retire', 'next', 'year', 'surprising', 'investors', 'sent', 'coffee', 'shop', 'chain', 'shares', 'lower', 'afterhours', 'trading']\n",
      "Stemmed Tokens: ['starbuck', 'ceo', 'retir', 'share', 'fall', 'starbuck', 'corp', 'sbuxo', 'quot', 'profil', 'research', 'tuesday', 'said', 'chief', 'execut', 'orin', 'smith', 'retir', 'next', 'year', 'surpris', 'investor', 'sent', 'coffe', 'shop', 'chain', 'share', 'lower', 'afterhour', 'trade']\n",
      "Final Preprocessed Text: starbuck ceo retir share fall starbuck corp sbuxo quot profil research tuesday said chief execut orin smith retir next year surpris investor sent coffe shop chain share lower afterhour trade\n",
      "\n",
      "Original Text: GOP Jamboree May Give Stocks Brief Lift  NEW YORK (Reuters) - Fasten your seatbelts. The Republicans  are in town. If things go smoothly at the Republican National  Convention, the stock market could get a brief boost this week,  experts say.\n",
      "Lowercased Text: gop jamboree may give stocks brief lift  new york (reuters) - fasten your seatbelts. the republicans  are in town. if things go smoothly at the republican national  convention, the stock market could get a brief boost this week,  experts say.\n",
      "Removed URLs: gop jamboree may give stocks brief lift  new york (reuters) - fasten your seatbelts. the republicans  are in town. if things go smoothly at the republican national  convention, the stock market could get a brief boost this week,  experts say.\n",
      "Removed HTML Tags: gop jamboree may give stocks brief lift  new york (reuters) - fasten your seatbelts. the republicans  are in town. if things go smoothly at the republican national  convention, the stock market could get a brief boost this week,  experts say.\n",
      "Removed Special Characters: gop jamboree may give stocks brief lift  new york reuters  fasten your seatbelts the republicans  are in town if things go smoothly at the republican national  convention the stock market could get a brief boost this week  experts say\n",
      "Tokens: ['gop', 'jamboree', 'may', 'give', 'stocks', 'brief', 'lift', 'new', 'york', 'reuters', 'fasten', 'your', 'seatbelts', 'the', 'republicans', 'are', 'in', 'town', 'if', 'things', 'go', 'smoothly', 'at', 'the', 'republican', 'national', 'convention', 'the', 'stock', 'market', 'could', 'get', 'a', 'brief', 'boost', 'this', 'week', 'experts', 'say']\n",
      "Removed Stopwords: ['gop', 'jamboree', 'may', 'give', 'stocks', 'brief', 'lift', 'new', 'york', 'reuters', 'fasten', 'seatbelts', 'republicans', 'town', 'things', 'go', 'smoothly', 'republican', 'national', 'convention', 'stock', 'market', 'could', 'get', 'brief', 'boost', 'week', 'experts', 'say']\n",
      "Stemmed Tokens: ['gop', 'jambore', 'may', 'give', 'stock', 'brief', 'lift', 'new', 'york', 'reuter', 'fasten', 'seatbelt', 'republican', 'town', 'thing', 'go', 'smoothli', 'republican', 'nation', 'convent', 'stock', 'market', 'could', 'get', 'brief', 'boost', 'week', 'expert', 'say']\n",
      "Final Preprocessed Text: gop jambore may give stock brief lift new york reuter fasten seatbelt republican town thing go smoothli republican nation convent stock market could get brief boost week expert say\n",
      "\n",
      "Original Text: CBS Realigns Entertainment Divisions eslie Moonves, the co-president of Viacom, yesterday realigned the management of the company #39;s CBS entertainment division and Paramount television production studio, promising smoother and greater interaction between the two.\n",
      "Lowercased Text: cbs realigns entertainment divisions eslie moonves, the co-president of viacom, yesterday realigned the management of the company #39;s cbs entertainment division and paramount television production studio, promising smoother and greater interaction between the two.\n",
      "Removed URLs: cbs realigns entertainment divisions eslie moonves, the co-president of viacom, yesterday realigned the management of the company #39;s cbs entertainment division and paramount television production studio, promising smoother and greater interaction between the two.\n",
      "Removed HTML Tags: cbs realigns entertainment divisions eslie moonves, the co-president of viacom, yesterday realigned the management of the company #39;s cbs entertainment division and paramount television production studio, promising smoother and greater interaction between the two.\n",
      "Removed Special Characters: cbs realigns entertainment divisions eslie moonves the copresident of viacom yesterday realigned the management of the company s cbs entertainment division and paramount television production studio promising smoother and greater interaction between the two\n",
      "Tokens: ['cbs', 'realigns', 'entertainment', 'divisions', 'eslie', 'moonves', 'the', 'copresident', 'of', 'viacom', 'yesterday', 'realigned', 'the', 'management', 'of', 'the', 'company', 's', 'cbs', 'entertainment', 'division', 'and', 'paramount', 'television', 'production', 'studio', 'promising', 'smoother', 'and', 'greater', 'interaction', 'between', 'the', 'two']\n",
      "Removed Stopwords: ['cbs', 'realigns', 'entertainment', 'divisions', 'eslie', 'moonves', 'copresident', 'viacom', 'yesterday', 'realigned', 'management', 'company', 'cbs', 'entertainment', 'division', 'paramount', 'television', 'production', 'studio', 'promising', 'smoother', 'greater', 'interaction', 'two']\n",
      "Stemmed Tokens: ['cb', 'realign', 'entertain', 'divis', 'esli', 'moonv', 'copresid', 'viacom', 'yesterday', 'realign', 'manag', 'compani', 'cb', 'entertain', 'divis', 'paramount', 'televis', 'product', 'studio', 'promis', 'smoother', 'greater', 'interact', 'two']\n",
      "Final Preprocessed Text: cb realign entertain divis esli moonv copresid viacom yesterday realign manag compani cb entertain divis paramount televis product studio promis smoother greater interact two\n",
      "\n",
      "Original Text: Nortel to Release Delayed Financial Results Nortel Networks said today that it will begin releasing restated and delayed financial results dating back to 2001 next week after a nine-month delay.\n",
      "Lowercased Text: nortel to release delayed financial results nortel networks said today that it will begin releasing restated and delayed financial results dating back to 2001 next week after a nine-month delay.\n",
      "Removed URLs: nortel to release delayed financial results nortel networks said today that it will begin releasing restated and delayed financial results dating back to 2001 next week after a nine-month delay.\n",
      "Removed HTML Tags: nortel to release delayed financial results nortel networks said today that it will begin releasing restated and delayed financial results dating back to 2001 next week after a nine-month delay.\n",
      "Removed Special Characters: nortel to release delayed financial results nortel networks said today that it will begin releasing restated and delayed financial results dating back to  next week after a ninemonth delay\n",
      "Tokens: ['nortel', 'to', 'release', 'delayed', 'financial', 'results', 'nortel', 'networks', 'said', 'today', 'that', 'it', 'will', 'begin', 'releasing', 'restated', 'and', 'delayed', 'financial', 'results', 'dating', 'back', 'to', 'next', 'week', 'after', 'a', 'ninemonth', 'delay']\n",
      "Removed Stopwords: ['nortel', 'release', 'delayed', 'financial', 'results', 'nortel', 'networks', 'said', 'today', 'begin', 'releasing', 'restated', 'delayed', 'financial', 'results', 'dating', 'back', 'next', 'week', 'ninemonth', 'delay']\n",
      "Stemmed Tokens: ['nortel', 'releas', 'delay', 'financi', 'result', 'nortel', 'network', 'said', 'today', 'begin', 'releas', 'restat', 'delay', 'financi', 'result', 'date', 'back', 'next', 'week', 'ninemonth', 'delay']\n",
      "Final Preprocessed Text: nortel releas delay financi result nortel network said today begin releas restat delay financi result date back next week ninemonth delay\n",
      "\n",
      "Original Text: GM announces global economic development forums General Motors Corp. said Friday it would host a series of economic development forums around the globe in an effort to share the expertise it has acquired through various local projects.\n",
      "Lowercased Text: gm announces global economic development forums general motors corp. said friday it would host a series of economic development forums around the globe in an effort to share the expertise it has acquired through various local projects.\n",
      "Removed URLs: gm announces global economic development forums general motors corp. said friday it would host a series of economic development forums around the globe in an effort to share the expertise it has acquired through various local projects.\n",
      "Removed HTML Tags: gm announces global economic development forums general motors corp. said friday it would host a series of economic development forums around the globe in an effort to share the expertise it has acquired through various local projects.\n",
      "Removed Special Characters: gm announces global economic development forums general motors corp said friday it would host a series of economic development forums around the globe in an effort to share the expertise it has acquired through various local projects\n",
      "Tokens: ['gm', 'announces', 'global', 'economic', 'development', 'forums', 'general', 'motors', 'corp', 'said', 'friday', 'it', 'would', 'host', 'a', 'series', 'of', 'economic', 'development', 'forums', 'around', 'the', 'globe', 'in', 'an', 'effort', 'to', 'share', 'the', 'expertise', 'it', 'has', 'acquired', 'through', 'various', 'local', 'projects']\n",
      "Removed Stopwords: ['gm', 'announces', 'global', 'economic', 'development', 'forums', 'general', 'motors', 'corp', 'said', 'friday', 'would', 'host', 'series', 'economic', 'development', 'forums', 'around', 'globe', 'effort', 'share', 'expertise', 'acquired', 'various', 'local', 'projects']\n",
      "Stemmed Tokens: ['gm', 'announc', 'global', 'econom', 'develop', 'forum', 'gener', 'motor', 'corp', 'said', 'friday', 'would', 'host', 'seri', 'econom', 'develop', 'forum', 'around', 'globe', 'effort', 'share', 'expertis', 'acquir', 'variou', 'local', 'project']\n",
      "Final Preprocessed Text: gm announc global econom develop forum gener motor corp said friday would host seri econom develop forum around globe effort share expertis acquir variou local project\n",
      "\n",
      "Original Text: Crude Oil Falls as Purmono Says OPEC Can Boost Output Capacity Crude oil fell as OPEC President Purnomo Yusgiantoro said the group may raise its spare production capacity to as much as 2.5 million barrels a day by the end of this year, reducing concern about shortages.\n",
      "Lowercased Text: crude oil falls as purmono says opec can boost output capacity crude oil fell as opec president purnomo yusgiantoro said the group may raise its spare production capacity to as much as 2.5 million barrels a day by the end of this year, reducing concern about shortages.\n",
      "Removed URLs: crude oil falls as purmono says opec can boost output capacity crude oil fell as opec president purnomo yusgiantoro said the group may raise its spare production capacity to as much as 2.5 million barrels a day by the end of this year, reducing concern about shortages.\n",
      "Removed HTML Tags: crude oil falls as purmono says opec can boost output capacity crude oil fell as opec president purnomo yusgiantoro said the group may raise its spare production capacity to as much as 2.5 million barrels a day by the end of this year, reducing concern about shortages.\n",
      "Removed Special Characters: crude oil falls as purmono says opec can boost output capacity crude oil fell as opec president purnomo yusgiantoro said the group may raise its spare production capacity to as much as  million barrels a day by the end of this year reducing concern about shortages\n",
      "Tokens: ['crude', 'oil', 'falls', 'as', 'purmono', 'says', 'opec', 'can', 'boost', 'output', 'capacity', 'crude', 'oil', 'fell', 'as', 'opec', 'president', 'purnomo', 'yusgiantoro', 'said', 'the', 'group', 'may', 'raise', 'its', 'spare', 'production', 'capacity', 'to', 'as', 'much', 'as', 'million', 'barrels', 'a', 'day', 'by', 'the', 'end', 'of', 'this', 'year', 'reducing', 'concern', 'about', 'shortages']\n",
      "Removed Stopwords: ['crude', 'oil', 'falls', 'purmono', 'says', 'opec', 'boost', 'output', 'capacity', 'crude', 'oil', 'fell', 'opec', 'president', 'purnomo', 'yusgiantoro', 'said', 'group', 'may', 'raise', 'spare', 'production', 'capacity', 'much', 'million', 'barrels', 'day', 'end', 'year', 'reducing', 'concern', 'shortages']\n",
      "Stemmed Tokens: ['crude', 'oil', 'fall', 'purmono', 'say', 'opec', 'boost', 'output', 'capac', 'crude', 'oil', 'fell', 'opec', 'presid', 'purnomo', 'yusgiantoro', 'said', 'group', 'may', 'rais', 'spare', 'product', 'capac', 'much', 'million', 'barrel', 'day', 'end', 'year', 'reduc', 'concern', 'shortag']\n",
      "Final Preprocessed Text: crude oil fall purmono say opec boost output capac crude oil fell opec presid purnomo yusgiantoro said group may rais spare product capac much million barrel day end year reduc concern shortag\n",
      "\n",
      "Original Text: Auto Parts Sector Falls on Delphi News Investors sold off shares of auto parts makers Friday after Delphi Corp. issued a profit warning and said it would cut nearly 5 percent of its work force next year.\n",
      "Lowercased Text: auto parts sector falls on delphi news investors sold off shares of auto parts makers friday after delphi corp. issued a profit warning and said it would cut nearly 5 percent of its work force next year.\n",
      "Removed URLs: auto parts sector falls on delphi news investors sold off shares of auto parts makers friday after delphi corp. issued a profit warning and said it would cut nearly 5 percent of its work force next year.\n",
      "Removed HTML Tags: auto parts sector falls on delphi news investors sold off shares of auto parts makers friday after delphi corp. issued a profit warning and said it would cut nearly 5 percent of its work force next year.\n",
      "Removed Special Characters: auto parts sector falls on delphi news investors sold off shares of auto parts makers friday after delphi corp issued a profit warning and said it would cut nearly  percent of its work force next year\n",
      "Tokens: ['auto', 'parts', 'sector', 'falls', 'on', 'delphi', 'news', 'investors', 'sold', 'off', 'shares', 'of', 'auto', 'parts', 'makers', 'friday', 'after', 'delphi', 'corp', 'issued', 'a', 'profit', 'warning', 'and', 'said', 'it', 'would', 'cut', 'nearly', 'percent', 'of', 'its', 'work', 'force', 'next', 'year']\n",
      "Removed Stopwords: ['auto', 'parts', 'sector', 'falls', 'delphi', 'news', 'investors', 'sold', 'shares', 'auto', 'parts', 'makers', 'friday', 'delphi', 'corp', 'issued', 'profit', 'warning', 'said', 'would', 'cut', 'nearly', 'percent', 'work', 'force', 'next', 'year']\n",
      "Stemmed Tokens: ['auto', 'part', 'sector', 'fall', 'delphi', 'news', 'investor', 'sold', 'share', 'auto', 'part', 'maker', 'friday', 'delphi', 'corp', 'issu', 'profit', 'warn', 'said', 'would', 'cut', 'nearli', 'percent', 'work', 'forc', 'next', 'year']\n",
      "Final Preprocessed Text: auto part sector fall delphi news investor sold share auto part maker friday delphi corp issu profit warn said would cut nearli percent work forc next year\n",
      "\n",
      "Original Text: Erdogan Believes European Council #39;s Decision Will Be A Milestone PARIS - Turkish PM Recep Tayyip Erdogan expressed belief on Thursday that the decision that the European Council would make on December 17th (on whether and when to open negotiations with Turkey) would be a milestone for not only Turkey-(EU) relations \n",
      "Lowercased Text: erdogan believes european council #39;s decision will be a milestone paris - turkish pm recep tayyip erdogan expressed belief on thursday that the decision that the european council would make on december 17th (on whether and when to open negotiations with turkey) would be a milestone for not only turkey-(eu) relations \n",
      "Removed URLs: erdogan believes european council #39;s decision will be a milestone paris - turkish pm recep tayyip erdogan expressed belief on thursday that the decision that the european council would make on december 17th (on whether and when to open negotiations with turkey) would be a milestone for not only turkey-(eu) relations \n",
      "Removed HTML Tags: erdogan believes european council #39;s decision will be a milestone paris - turkish pm recep tayyip erdogan expressed belief on thursday that the decision that the european council would make on december 17th (on whether and when to open negotiations with turkey) would be a milestone for not only turkey-(eu) relations \n",
      "Removed Special Characters: erdogan believes european council s decision will be a milestone paris  turkish pm recep tayyip erdogan expressed belief on thursday that the decision that the european council would make on december th on whether and when to open negotiations with turkey would be a milestone for not only turkeyeu relations \n",
      "Tokens: ['erdogan', 'believes', 'european', 'council', 's', 'decision', 'will', 'be', 'a', 'milestone', 'paris', 'turkish', 'pm', 'recep', 'tayyip', 'erdogan', 'expressed', 'belief', 'on', 'thursday', 'that', 'the', 'decision', 'that', 'the', 'european', 'council', 'would', 'make', 'on', 'december', 'th', 'on', 'whether', 'and', 'when', 'to', 'open', 'negotiations', 'with', 'turkey', 'would', 'be', 'a', 'milestone', 'for', 'not', 'only', 'turkeyeu', 'relations']\n",
      "Removed Stopwords: ['erdogan', 'believes', 'european', 'council', 'decision', 'milestone', 'paris', 'turkish', 'pm', 'recep', 'tayyip', 'erdogan', 'expressed', 'belief', 'thursday', 'decision', 'european', 'council', 'would', 'make', 'december', 'th', 'whether', 'open', 'negotiations', 'turkey', 'would', 'milestone', 'turkeyeu', 'relations']\n",
      "Stemmed Tokens: ['erdogan', 'believ', 'european', 'council', 'decis', 'mileston', 'pari', 'turkish', 'pm', 'recep', 'tayyip', 'erdogan', 'express', 'belief', 'thursday', 'decis', 'european', 'council', 'would', 'make', 'decemb', 'th', 'whether', 'open', 'negoti', 'turkey', 'would', 'mileston', 'turkeyeu', 'relat']\n",
      "Final Preprocessed Text: erdogan believ european council decis mileston pari turkish pm recep tayyip erdogan express belief thursday decis european council would make decemb th whether open negoti turkey would mileston turkeyeu relat\n",
      "\n",
      "Original Text: Spanish buy Luton airport operator in 551m deal Luton Airport was bought by the Spanish yesterday as part of a 551m takeover deal which will net the men who run it almost 60m.\n",
      "Lowercased Text: spanish buy luton airport operator in 551m deal luton airport was bought by the spanish yesterday as part of a 551m takeover deal which will net the men who run it almost 60m.\n",
      "Removed URLs: spanish buy luton airport operator in 551m deal luton airport was bought by the spanish yesterday as part of a 551m takeover deal which will net the men who run it almost 60m.\n",
      "Removed HTML Tags: spanish buy luton airport operator in 551m deal luton airport was bought by the spanish yesterday as part of a 551m takeover deal which will net the men who run it almost 60m.\n",
      "Removed Special Characters: spanish buy luton airport operator in m deal luton airport was bought by the spanish yesterday as part of a m takeover deal which will net the men who run it almost m\n",
      "Tokens: ['spanish', 'buy', 'luton', 'airport', 'operator', 'in', 'm', 'deal', 'luton', 'airport', 'was', 'bought', 'by', 'the', 'spanish', 'yesterday', 'as', 'part', 'of', 'a', 'm', 'takeover', 'deal', 'which', 'will', 'net', 'the', 'men', 'who', 'run', 'it', 'almost', 'm']\n",
      "Removed Stopwords: ['spanish', 'buy', 'luton', 'airport', 'operator', 'deal', 'luton', 'airport', 'bought', 'spanish', 'yesterday', 'part', 'takeover', 'deal', 'net', 'men', 'run', 'almost']\n",
      "Stemmed Tokens: ['spanish', 'buy', 'luton', 'airport', 'oper', 'deal', 'luton', 'airport', 'bought', 'spanish', 'yesterday', 'part', 'takeov', 'deal', 'net', 'men', 'run', 'almost']\n",
      "Final Preprocessed Text: spanish buy luton airport oper deal luton airport bought spanish yesterday part takeov deal net men run almost\n",
      "\n",
      "Original Text: Stocks retreat as crude rises The Dow Jones industrial average fell 38.86, or 0.4 percent, to 10,177.68. The Standard  amp; Poor #39;s 500 index was down 0.69, or 0.1 percent, at 1,134.\n",
      "Lowercased Text: stocks retreat as crude rises the dow jones industrial average fell 38.86, or 0.4 percent, to 10,177.68. the standard  amp; poor #39;s 500 index was down 0.69, or 0.1 percent, at 1,134.\n",
      "Removed URLs: stocks retreat as crude rises the dow jones industrial average fell 38.86, or 0.4 percent, to 10,177.68. the standard  amp; poor #39;s 500 index was down 0.69, or 0.1 percent, at 1,134.\n",
      "Removed HTML Tags: stocks retreat as crude rises the dow jones industrial average fell 38.86, or 0.4 percent, to 10,177.68. the standard  amp; poor #39;s 500 index was down 0.69, or 0.1 percent, at 1,134.\n",
      "Removed Special Characters: stocks retreat as crude rises the dow jones industrial average fell  or  percent to  the standard  amp poor s  index was down  or  percent at \n",
      "Tokens: ['stocks', 'retreat', 'as', 'crude', 'rises', 'the', 'dow', 'jones', 'industrial', 'average', 'fell', 'or', 'percent', 'to', 'the', 'standard', 'amp', 'poor', 's', 'index', 'was', 'down', 'or', 'percent', 'at']\n",
      "Removed Stopwords: ['stocks', 'retreat', 'crude', 'rises', 'dow', 'jones', 'industrial', 'average', 'fell', 'percent', 'standard', 'amp', 'poor', 'index', 'percent']\n",
      "Stemmed Tokens: ['stock', 'retreat', 'crude', 'rise', 'dow', 'jone', 'industri', 'averag', 'fell', 'percent', 'standard', 'amp', 'poor', 'index', 'percent']\n",
      "Final Preprocessed Text: stock retreat crude rise dow jone industri averag fell percent standard amp poor index percent\n",
      "\n",
      "Original Text: Dollar #39;s Fall Is a Wake Up Call #39; for Nations, IMF #39;s Rajan Says The decline of the US dollar is a signal that policy makers need to do more to ensure the currency #39;s depreciation won #39;t hurt global growth, International Monetary Fund chief economist Raghuram Rajan said.\n",
      "Lowercased Text: dollar #39;s fall is a wake up call #39; for nations, imf #39;s rajan says the decline of the us dollar is a signal that policy makers need to do more to ensure the currency #39;s depreciation won #39;t hurt global growth, international monetary fund chief economist raghuram rajan said.\n",
      "Removed URLs: dollar #39;s fall is a wake up call #39; for nations, imf #39;s rajan says the decline of the us dollar is a signal that policy makers need to do more to ensure the currency #39;s depreciation won #39;t hurt global growth, international monetary fund chief economist raghuram rajan said.\n",
      "Removed HTML Tags: dollar #39;s fall is a wake up call #39; for nations, imf #39;s rajan says the decline of the us dollar is a signal that policy makers need to do more to ensure the currency #39;s depreciation won #39;t hurt global growth, international monetary fund chief economist raghuram rajan said.\n",
      "Removed Special Characters: dollar s fall is a wake up call  for nations imf s rajan says the decline of the us dollar is a signal that policy makers need to do more to ensure the currency s depreciation won t hurt global growth international monetary fund chief economist raghuram rajan said\n",
      "Tokens: ['dollar', 's', 'fall', 'is', 'a', 'wake', 'up', 'call', 'for', 'nations', 'imf', 's', 'rajan', 'says', 'the', 'decline', 'of', 'the', 'us', 'dollar', 'is', 'a', 'signal', 'that', 'policy', 'makers', 'need', 'to', 'do', 'more', 'to', 'ensure', 'the', 'currency', 's', 'depreciation', 'won', 't', 'hurt', 'global', 'growth', 'international', 'monetary', 'fund', 'chief', 'economist', 'raghuram', 'rajan', 'said']\n",
      "Removed Stopwords: ['dollar', 'fall', 'wake', 'call', 'nations', 'imf', 'rajan', 'says', 'decline', 'us', 'dollar', 'signal', 'policy', 'makers', 'need', 'ensure', 'currency', 'depreciation', 'hurt', 'global', 'growth', 'international', 'monetary', 'fund', 'chief', 'economist', 'raghuram', 'rajan', 'said']\n",
      "Stemmed Tokens: ['dollar', 'fall', 'wake', 'call', 'nation', 'imf', 'rajan', 'say', 'declin', 'us', 'dollar', 'signal', 'polici', 'maker', 'need', 'ensur', 'currenc', 'depreci', 'hurt', 'global', 'growth', 'intern', 'monetari', 'fund', 'chief', 'economist', 'raghuram', 'rajan', 'said']\n",
      "Final Preprocessed Text: dollar fall wake call nation imf rajan say declin us dollar signal polici maker need ensur currenc depreci hurt global growth intern monetari fund chief economist raghuram rajan said\n",
      "\n",
      "Original Text: Wrigley bites into Kraft WRIGLEY is buying the Life Savers and Altoids sweet and mint businesses from Kraft Foods for 800 million. The deal allows Wrigley to expand in the sweet section, while leaving Kraft to focus on the rest of its food business.\n",
      "Lowercased Text: wrigley bites into kraft wrigley is buying the life savers and altoids sweet and mint businesses from kraft foods for 800 million. the deal allows wrigley to expand in the sweet section, while leaving kraft to focus on the rest of its food business.\n",
      "Removed URLs: wrigley bites into kraft wrigley is buying the life savers and altoids sweet and mint businesses from kraft foods for 800 million. the deal allows wrigley to expand in the sweet section, while leaving kraft to focus on the rest of its food business.\n",
      "Removed HTML Tags: wrigley bites into kraft wrigley is buying the life savers and altoids sweet and mint businesses from kraft foods for 800 million. the deal allows wrigley to expand in the sweet section, while leaving kraft to focus on the rest of its food business.\n",
      "Removed Special Characters: wrigley bites into kraft wrigley is buying the life savers and altoids sweet and mint businesses from kraft foods for  million the deal allows wrigley to expand in the sweet section while leaving kraft to focus on the rest of its food business\n",
      "Tokens: ['wrigley', 'bites', 'into', 'kraft', 'wrigley', 'is', 'buying', 'the', 'life', 'savers', 'and', 'altoids', 'sweet', 'and', 'mint', 'businesses', 'from', 'kraft', 'foods', 'for', 'million', 'the', 'deal', 'allows', 'wrigley', 'to', 'expand', 'in', 'the', 'sweet', 'section', 'while', 'leaving', 'kraft', 'to', 'focus', 'on', 'the', 'rest', 'of', 'its', 'food', 'business']\n",
      "Removed Stopwords: ['wrigley', 'bites', 'kraft', 'wrigley', 'buying', 'life', 'savers', 'altoids', 'sweet', 'mint', 'businesses', 'kraft', 'foods', 'million', 'deal', 'allows', 'wrigley', 'expand', 'sweet', 'section', 'leaving', 'kraft', 'focus', 'rest', 'food', 'business']\n",
      "Stemmed Tokens: ['wrigley', 'bite', 'kraft', 'wrigley', 'buy', 'life', 'saver', 'altoid', 'sweet', 'mint', 'busi', 'kraft', 'food', 'million', 'deal', 'allow', 'wrigley', 'expand', 'sweet', 'section', 'leav', 'kraft', 'focu', 'rest', 'food', 'busi']\n",
      "Final Preprocessed Text: wrigley bite kraft wrigley buy life saver altoid sweet mint busi kraft food million deal allow wrigley expand sweet section leav kraft focu rest food busi\n",
      "\n",
      "Original Text: Sara Lee 1st-Quarter Net Rises on Fee (Reuters) Reuters - Sara Lee Corp.  on Tuesday\\posted a 53 percent increase in quarterly profit, as a fee\\related to the 1999 sale of a tobacco business helped offset\\higher costs for meat and cotton.\n",
      "Lowercased Text: sara lee 1st-quarter net rises on fee (reuters) reuters - sara lee corp.  on tuesday\\posted a 53 percent increase in quarterly profit, as a fee\\related to the 1999 sale of a tobacco business helped offset\\higher costs for meat and cotton.\n",
      "Removed URLs: sara lee 1st-quarter net rises on fee (reuters) reuters - sara lee corp.  on tuesday\\posted a 53 percent increase in quarterly profit, as a fee\\related to the 1999 sale of a tobacco business helped offset\\higher costs for meat and cotton.\n",
      "Removed HTML Tags: sara lee 1st-quarter net rises on fee (reuters) reuters - sara lee corp.  on tuesday\\posted a 53 percent increase in quarterly profit, as a fee\\related to the 1999 sale of a tobacco business helped offset\\higher costs for meat and cotton.\n",
      "Removed Special Characters: sara lee stquarter net rises on fee reuters reuters  sara lee corp  on tuesdayposted a  percent increase in quarterly profit as a feerelated to the  sale of a tobacco business helped offsethigher costs for meat and cotton\n",
      "Tokens: ['sara', 'lee', 'stquarter', 'net', 'rises', 'on', 'fee', 'reuters', 'reuters', 'sara', 'lee', 'corp', 'on', 'tuesdayposted', 'a', 'percent', 'increase', 'in', 'quarterly', 'profit', 'as', 'a', 'feerelated', 'to', 'the', 'sale', 'of', 'a', 'tobacco', 'business', 'helped', 'offsethigher', 'costs', 'for', 'meat', 'and', 'cotton']\n",
      "Removed Stopwords: ['sara', 'lee', 'stquarter', 'net', 'rises', 'fee', 'reuters', 'reuters', 'sara', 'lee', 'corp', 'tuesdayposted', 'percent', 'increase', 'quarterly', 'profit', 'feerelated', 'sale', 'tobacco', 'business', 'helped', 'offsethigher', 'costs', 'meat', 'cotton']\n",
      "Stemmed Tokens: ['sara', 'lee', 'stquarter', 'net', 'rise', 'fee', 'reuter', 'reuter', 'sara', 'lee', 'corp', 'tuesdaypost', 'percent', 'increas', 'quarterli', 'profit', 'feerel', 'sale', 'tobacco', 'busi', 'help', 'offsethigh', 'cost', 'meat', 'cotton']\n",
      "Final Preprocessed Text: sara lee stquarter net rise fee reuter reuter sara lee corp tuesdaypost percent increas quarterli profit feerel sale tobacco busi help offsethigh cost meat cotton\n",
      "\n",
      "Original Text: Aisin finishes deal for Michigan land HANDY TOWNSHIP -- A Japanese auto supplier said Thursday it completed the purchase of about 750 acres of Michigan land for a proving ground.\n",
      "Lowercased Text: aisin finishes deal for michigan land handy township -- a japanese auto supplier said thursday it completed the purchase of about 750 acres of michigan land for a proving ground.\n",
      "Removed URLs: aisin finishes deal for michigan land handy township -- a japanese auto supplier said thursday it completed the purchase of about 750 acres of michigan land for a proving ground.\n",
      "Removed HTML Tags: aisin finishes deal for michigan land handy township -- a japanese auto supplier said thursday it completed the purchase of about 750 acres of michigan land for a proving ground.\n",
      "Removed Special Characters: aisin finishes deal for michigan land handy township  a japanese auto supplier said thursday it completed the purchase of about  acres of michigan land for a proving ground\n",
      "Tokens: ['aisin', 'finishes', 'deal', 'for', 'michigan', 'land', 'handy', 'township', 'a', 'japanese', 'auto', 'supplier', 'said', 'thursday', 'it', 'completed', 'the', 'purchase', 'of', 'about', 'acres', 'of', 'michigan', 'land', 'for', 'a', 'proving', 'ground']\n",
      "Removed Stopwords: ['aisin', 'finishes', 'deal', 'michigan', 'land', 'handy', 'township', 'japanese', 'auto', 'supplier', 'said', 'thursday', 'completed', 'purchase', 'acres', 'michigan', 'land', 'proving', 'ground']\n",
      "Stemmed Tokens: ['aisin', 'finish', 'deal', 'michigan', 'land', 'handi', 'township', 'japanes', 'auto', 'supplier', 'said', 'thursday', 'complet', 'purchas', 'acr', 'michigan', 'land', 'prove', 'ground']\n",
      "Final Preprocessed Text: aisin finish deal michigan land handi township japanes auto supplier said thursday complet purchas acr michigan land prove ground\n",
      "\n",
      "Original Text: Keep It in the Family The IRS is gunning for your inherited IRA. Follow these steps to avoid costly penalties.\n",
      "Lowercased Text: keep it in the family the irs is gunning for your inherited ira. follow these steps to avoid costly penalties.\n",
      "Removed URLs: keep it in the family the irs is gunning for your inherited ira. follow these steps to avoid costly penalties.\n",
      "Removed HTML Tags: keep it in the family the irs is gunning for your inherited ira. follow these steps to avoid costly penalties.\n",
      "Removed Special Characters: keep it in the family the irs is gunning for your inherited ira follow these steps to avoid costly penalties\n",
      "Tokens: ['keep', 'it', 'in', 'the', 'family', 'the', 'irs', 'is', 'gunning', 'for', 'your', 'inherited', 'ira', 'follow', 'these', 'steps', 'to', 'avoid', 'costly', 'penalties']\n",
      "Removed Stopwords: ['keep', 'family', 'irs', 'gunning', 'inherited', 'ira', 'follow', 'steps', 'avoid', 'costly', 'penalties']\n",
      "Stemmed Tokens: ['keep', 'famili', 'ir', 'gun', 'inherit', 'ira', 'follow', 'step', 'avoid', 'costli', 'penalti']\n",
      "Final Preprocessed Text: keep famili ir gun inherit ira follow step avoid costli penalti\n",
      "\n",
      "Original Text: Nikkei Opens Higher Led by Tech Stocks  TOKYO (Reuters) - Tokyo's Nikkei share average was up 0.56  percent in early morning trade on Tuesday as another jump in  U.S. technology shares encouraged investors to step up buying  in local counterparts such as Advantest Corp.\n",
      "Lowercased Text: nikkei opens higher led by tech stocks  tokyo (reuters) - tokyo's nikkei share average was up 0.56  percent in early morning trade on tuesday as another jump in  u.s. technology shares encouraged investors to step up buying  in local counterparts such as advantest corp.\n",
      "Removed URLs: nikkei opens higher led by tech stocks  tokyo (reuters) - tokyo's nikkei share average was up 0.56  percent in early morning trade on tuesday as another jump in  u.s. technology shares encouraged investors to step up buying  in local counterparts such as advantest corp.\n",
      "Removed HTML Tags: nikkei opens higher led by tech stocks  tokyo (reuters) - tokyo's nikkei share average was up 0.56  percent in early morning trade on tuesday as another jump in  u.s. technology shares encouraged investors to step up buying  in local counterparts such as advantest corp.\n",
      "Removed Special Characters: nikkei opens higher led by tech stocks  tokyo reuters  tokyos nikkei share average was up   percent in early morning trade on tuesday as another jump in  us technology shares encouraged investors to step up buying  in local counterparts such as advantest corp\n",
      "Tokens: ['nikkei', 'opens', 'higher', 'led', 'by', 'tech', 'stocks', 'tokyo', 'reuters', 'tokyos', 'nikkei', 'share', 'average', 'was', 'up', 'percent', 'in', 'early', 'morning', 'trade', 'on', 'tuesday', 'as', 'another', 'jump', 'in', 'us', 'technology', 'shares', 'encouraged', 'investors', 'to', 'step', 'up', 'buying', 'in', 'local', 'counterparts', 'such', 'as', 'advantest', 'corp']\n",
      "Removed Stopwords: ['nikkei', 'opens', 'higher', 'led', 'tech', 'stocks', 'tokyo', 'reuters', 'tokyos', 'nikkei', 'share', 'average', 'percent', 'early', 'morning', 'trade', 'tuesday', 'another', 'jump', 'us', 'technology', 'shares', 'encouraged', 'investors', 'step', 'buying', 'local', 'counterparts', 'advantest', 'corp']\n",
      "Stemmed Tokens: ['nikkei', 'open', 'higher', 'led', 'tech', 'stock', 'tokyo', 'reuter', 'tokyo', 'nikkei', 'share', 'averag', 'percent', 'earli', 'morn', 'trade', 'tuesday', 'anoth', 'jump', 'us', 'technolog', 'share', 'encourag', 'investor', 'step', 'buy', 'local', 'counterpart', 'advantest', 'corp']\n",
      "Final Preprocessed Text: nikkei open higher led tech stock tokyo reuter tokyo nikkei share averag percent earli morn trade tuesday anoth jump us technolog share encourag investor step buy local counterpart advantest corp\n",
      "\n",
      "Original Text: Stocks Open Lower; Inflation Data Weighs  NEW YORK (Reuters) - U.S. stocks opened lower on Tuesday  after a government report showing a much larger-than-expected  rise in U.S. producer prices in October raised inflation  concerns.\n",
      "Lowercased Text: stocks open lower; inflation data weighs  new york (reuters) - u.s. stocks opened lower on tuesday  after a government report showing a much larger-than-expected  rise in u.s. producer prices in october raised inflation  concerns.\n",
      "Removed URLs: stocks open lower; inflation data weighs  new york (reuters) - u.s. stocks opened lower on tuesday  after a government report showing a much larger-than-expected  rise in u.s. producer prices in october raised inflation  concerns.\n",
      "Removed HTML Tags: stocks open lower; inflation data weighs  new york (reuters) - u.s. stocks opened lower on tuesday  after a government report showing a much larger-than-expected  rise in u.s. producer prices in october raised inflation  concerns.\n",
      "Removed Special Characters: stocks open lower inflation data weighs  new york reuters  us stocks opened lower on tuesday  after a government report showing a much largerthanexpected  rise in us producer prices in october raised inflation  concerns\n",
      "Tokens: ['stocks', 'open', 'lower', 'inflation', 'data', 'weighs', 'new', 'york', 'reuters', 'us', 'stocks', 'opened', 'lower', 'on', 'tuesday', 'after', 'a', 'government', 'report', 'showing', 'a', 'much', 'largerthanexpected', 'rise', 'in', 'us', 'producer', 'prices', 'in', 'october', 'raised', 'inflation', 'concerns']\n",
      "Removed Stopwords: ['stocks', 'open', 'lower', 'inflation', 'data', 'weighs', 'new', 'york', 'reuters', 'us', 'stocks', 'opened', 'lower', 'tuesday', 'government', 'report', 'showing', 'much', 'largerthanexpected', 'rise', 'us', 'producer', 'prices', 'october', 'raised', 'inflation', 'concerns']\n",
      "Stemmed Tokens: ['stock', 'open', 'lower', 'inflat', 'data', 'weigh', 'new', 'york', 'reuter', 'us', 'stock', 'open', 'lower', 'tuesday', 'govern', 'report', 'show', 'much', 'largerthanexpect', 'rise', 'us', 'produc', 'price', 'octob', 'rais', 'inflat', 'concern']\n",
      "Final Preprocessed Text: stock open lower inflat data weigh new york reuter us stock open lower tuesday govern report show much largerthanexpect rise us produc price octob rais inflat concern\n",
      "\n",
      "Original Text: NYMEX Oil Rises on Nigerian Rebel Threat  NEW YORK (Reuters) - NYMEX crude oil futures jumped 36  cents in electronic trading on Monday evening to the  psychological \\$50 a barrel level, the highest in the 21 years  oil futures have traded on the exchange, as Nigerian rebels  decided an \"all-out\" war against the government starting Oct.  1.\n",
      "Lowercased Text: nymex oil rises on nigerian rebel threat  new york (reuters) - nymex crude oil futures jumped 36  cents in electronic trading on monday evening to the  psychological \\$50 a barrel level, the highest in the 21 years  oil futures have traded on the exchange, as nigerian rebels  decided an \"all-out\" war against the government starting oct.  1.\n",
      "Removed URLs: nymex oil rises on nigerian rebel threat  new york (reuters) - nymex crude oil futures jumped 36  cents in electronic trading on monday evening to the  psychological \\$50 a barrel level, the highest in the 21 years  oil futures have traded on the exchange, as nigerian rebels  decided an \"all-out\" war against the government starting oct.  1.\n",
      "Removed HTML Tags: nymex oil rises on nigerian rebel threat  new york (reuters) - nymex crude oil futures jumped 36  cents in electronic trading on monday evening to the  psychological \\$50 a barrel level, the highest in the 21 years  oil futures have traded on the exchange, as nigerian rebels  decided an \"all-out\" war against the government starting oct.  1.\n",
      "Removed Special Characters: nymex oil rises on nigerian rebel threat  new york reuters  nymex crude oil futures jumped   cents in electronic trading on monday evening to the  psychological  a barrel level the highest in the  years  oil futures have traded on the exchange as nigerian rebels  decided an allout war against the government starting oct  \n",
      "Tokens: ['nymex', 'oil', 'rises', 'on', 'nigerian', 'rebel', 'threat', 'new', 'york', 'reuters', 'nymex', 'crude', 'oil', 'futures', 'jumped', 'cents', 'in', 'electronic', 'trading', 'on', 'monday', 'evening', 'to', 'the', 'psychological', 'a', 'barrel', 'level', 'the', 'highest', 'in', 'the', 'years', 'oil', 'futures', 'have', 'traded', 'on', 'the', 'exchange', 'as', 'nigerian', 'rebels', 'decided', 'an', 'allout', 'war', 'against', 'the', 'government', 'starting', 'oct']\n",
      "Removed Stopwords: ['nymex', 'oil', 'rises', 'nigerian', 'rebel', 'threat', 'new', 'york', 'reuters', 'nymex', 'crude', 'oil', 'futures', 'jumped', 'cents', 'electronic', 'trading', 'monday', 'evening', 'psychological', 'barrel', 'level', 'highest', 'years', 'oil', 'futures', 'traded', 'exchange', 'nigerian', 'rebels', 'decided', 'allout', 'war', 'government', 'starting', 'oct']\n",
      "Stemmed Tokens: ['nymex', 'oil', 'rise', 'nigerian', 'rebel', 'threat', 'new', 'york', 'reuter', 'nymex', 'crude', 'oil', 'futur', 'jump', 'cent', 'electron', 'trade', 'monday', 'even', 'psycholog', 'barrel', 'level', 'highest', 'year', 'oil', 'futur', 'trade', 'exchang', 'nigerian', 'rebel', 'decid', 'allout', 'war', 'govern', 'start', 'oct']\n",
      "Final Preprocessed Text: nymex oil rise nigerian rebel threat new york reuter nymex crude oil futur jump cent electron trade monday even psycholog barrel level highest year oil futur trade exchang nigerian rebel decid allout war govern start oct\n",
      "\n",
      "Original Text: Japan probe claims Citigroup trio Three top Citigroup Inc. executives, including Vice Chairman Deryck Maughan, are leaving the financial services giant in the wake of a scandal at its Japanese private banking unit.\n",
      "Lowercased Text: japan probe claims citigroup trio three top citigroup inc. executives, including vice chairman deryck maughan, are leaving the financial services giant in the wake of a scandal at its japanese private banking unit.\n",
      "Removed URLs: japan probe claims citigroup trio three top citigroup inc. executives, including vice chairman deryck maughan, are leaving the financial services giant in the wake of a scandal at its japanese private banking unit.\n",
      "Removed HTML Tags: japan probe claims citigroup trio three top citigroup inc. executives, including vice chairman deryck maughan, are leaving the financial services giant in the wake of a scandal at its japanese private banking unit.\n",
      "Removed Special Characters: japan probe claims citigroup trio three top citigroup inc executives including vice chairman deryck maughan are leaving the financial services giant in the wake of a scandal at its japanese private banking unit\n",
      "Tokens: ['japan', 'probe', 'claims', 'citigroup', 'trio', 'three', 'top', 'citigroup', 'inc', 'executives', 'including', 'vice', 'chairman', 'deryck', 'maughan', 'are', 'leaving', 'the', 'financial', 'services', 'giant', 'in', 'the', 'wake', 'of', 'a', 'scandal', 'at', 'its', 'japanese', 'private', 'banking', 'unit']\n",
      "Removed Stopwords: ['japan', 'probe', 'claims', 'citigroup', 'trio', 'three', 'top', 'citigroup', 'inc', 'executives', 'including', 'vice', 'chairman', 'deryck', 'maughan', 'leaving', 'financial', 'services', 'giant', 'wake', 'scandal', 'japanese', 'private', 'banking', 'unit']\n",
      "Stemmed Tokens: ['japan', 'probe', 'claim', 'citigroup', 'trio', 'three', 'top', 'citigroup', 'inc', 'execut', 'includ', 'vice', 'chairman', 'deryck', 'maughan', 'leav', 'financi', 'servic', 'giant', 'wake', 'scandal', 'japanes', 'privat', 'bank', 'unit']\n",
      "Final Preprocessed Text: japan probe claim citigroup trio three top citigroup inc execut includ vice chairman deryck maughan leav financi servic giant wake scandal japanes privat bank unit\n",
      "\n",
      "Original Text: Bush Pledges Strong-Dollar Policy President Bush meets with Italian Prime Minister Silvio Berlusconi in the Oval Office of the White House, Wednesday, Dec. 15, 2004, in Washington.\n",
      "Lowercased Text: bush pledges strong-dollar policy president bush meets with italian prime minister silvio berlusconi in the oval office of the white house, wednesday, dec. 15, 2004, in washington.\n",
      "Removed URLs: bush pledges strong-dollar policy president bush meets with italian prime minister silvio berlusconi in the oval office of the white house, wednesday, dec. 15, 2004, in washington.\n",
      "Removed HTML Tags: bush pledges strong-dollar policy president bush meets with italian prime minister silvio berlusconi in the oval office of the white house, wednesday, dec. 15, 2004, in washington.\n",
      "Removed Special Characters: bush pledges strongdollar policy president bush meets with italian prime minister silvio berlusconi in the oval office of the white house wednesday dec   in washington\n",
      "Tokens: ['bush', 'pledges', 'strongdollar', 'policy', 'president', 'bush', 'meets', 'with', 'italian', 'prime', 'minister', 'silvio', 'berlusconi', 'in', 'the', 'oval', 'office', 'of', 'the', 'white', 'house', 'wednesday', 'dec', 'in', 'washington']\n",
      "Removed Stopwords: ['bush', 'pledges', 'strongdollar', 'policy', 'president', 'bush', 'meets', 'italian', 'prime', 'minister', 'silvio', 'berlusconi', 'oval', 'office', 'white', 'house', 'wednesday', 'dec', 'washington']\n",
      "Stemmed Tokens: ['bush', 'pledg', 'strongdollar', 'polici', 'presid', 'bush', 'meet', 'italian', 'prime', 'minist', 'silvio', 'berlusconi', 'oval', 'offic', 'white', 'hous', 'wednesday', 'dec', 'washington']\n",
      "Final Preprocessed Text: bush pledg strongdollar polici presid bush meet italian prime minist silvio berlusconi oval offic white hous wednesday dec washington\n",
      "\n",
      "Original Text: DaimlerChrysler, Bombardier Settle Dispute German-American automaker DaimlerChrysler and Canadian transportation company Bombardier have settled a dispute over the 2001 sale of railcar maker Adtranz, the companies said in statements Tuesday.\n",
      "Lowercased Text: daimlerchrysler, bombardier settle dispute german-american automaker daimlerchrysler and canadian transportation company bombardier have settled a dispute over the 2001 sale of railcar maker adtranz, the companies said in statements tuesday.\n",
      "Removed URLs: daimlerchrysler, bombardier settle dispute german-american automaker daimlerchrysler and canadian transportation company bombardier have settled a dispute over the 2001 sale of railcar maker adtranz, the companies said in statements tuesday.\n",
      "Removed HTML Tags: daimlerchrysler, bombardier settle dispute german-american automaker daimlerchrysler and canadian transportation company bombardier have settled a dispute over the 2001 sale of railcar maker adtranz, the companies said in statements tuesday.\n",
      "Removed Special Characters: daimlerchrysler bombardier settle dispute germanamerican automaker daimlerchrysler and canadian transportation company bombardier have settled a dispute over the  sale of railcar maker adtranz the companies said in statements tuesday\n",
      "Tokens: ['daimlerchrysler', 'bombardier', 'settle', 'dispute', 'germanamerican', 'automaker', 'daimlerchrysler', 'and', 'canadian', 'transportation', 'company', 'bombardier', 'have', 'settled', 'a', 'dispute', 'over', 'the', 'sale', 'of', 'railcar', 'maker', 'adtranz', 'the', 'companies', 'said', 'in', 'statements', 'tuesday']\n",
      "Removed Stopwords: ['daimlerchrysler', 'bombardier', 'settle', 'dispute', 'germanamerican', 'automaker', 'daimlerchrysler', 'canadian', 'transportation', 'company', 'bombardier', 'settled', 'dispute', 'sale', 'railcar', 'maker', 'adtranz', 'companies', 'said', 'statements', 'tuesday']\n",
      "Stemmed Tokens: ['daimlerchrysl', 'bombardi', 'settl', 'disput', 'germanamerican', 'automak', 'daimlerchrysl', 'canadian', 'transport', 'compani', 'bombardi', 'settl', 'disput', 'sale', 'railcar', 'maker', 'adtranz', 'compani', 'said', 'statement', 'tuesday']\n",
      "Final Preprocessed Text: daimlerchrysl bombardi settl disput germanamerican automak daimlerchrysl canadian transport compani bombardi settl disput sale railcar maker adtranz compani said statement tuesday\n",
      "\n",
      "Original Text: Scaffold collapse survivors improving One of the men who survived Friday #39;s fatal scaffold collapse is in guarded condition at Detroit Receiving Hospital and the two other survivors were released on Sunday, a hospital spokeswoman said.\n",
      "Lowercased Text: scaffold collapse survivors improving one of the men who survived friday #39;s fatal scaffold collapse is in guarded condition at detroit receiving hospital and the two other survivors were released on sunday, a hospital spokeswoman said.\n",
      "Removed URLs: scaffold collapse survivors improving one of the men who survived friday #39;s fatal scaffold collapse is in guarded condition at detroit receiving hospital and the two other survivors were released on sunday, a hospital spokeswoman said.\n",
      "Removed HTML Tags: scaffold collapse survivors improving one of the men who survived friday #39;s fatal scaffold collapse is in guarded condition at detroit receiving hospital and the two other survivors were released on sunday, a hospital spokeswoman said.\n",
      "Removed Special Characters: scaffold collapse survivors improving one of the men who survived friday s fatal scaffold collapse is in guarded condition at detroit receiving hospital and the two other survivors were released on sunday a hospital spokeswoman said\n",
      "Tokens: ['scaffold', 'collapse', 'survivors', 'improving', 'one', 'of', 'the', 'men', 'who', 'survived', 'friday', 's', 'fatal', 'scaffold', 'collapse', 'is', 'in', 'guarded', 'condition', 'at', 'detroit', 'receiving', 'hospital', 'and', 'the', 'two', 'other', 'survivors', 'were', 'released', 'on', 'sunday', 'a', 'hospital', 'spokeswoman', 'said']\n",
      "Removed Stopwords: ['scaffold', 'collapse', 'survivors', 'improving', 'one', 'men', 'survived', 'friday', 'fatal', 'scaffold', 'collapse', 'guarded', 'condition', 'detroit', 'receiving', 'hospital', 'two', 'survivors', 'released', 'sunday', 'hospital', 'spokeswoman', 'said']\n",
      "Stemmed Tokens: ['scaffold', 'collaps', 'survivor', 'improv', 'one', 'men', 'surviv', 'friday', 'fatal', 'scaffold', 'collaps', 'guard', 'condit', 'detroit', 'receiv', 'hospit', 'two', 'survivor', 'releas', 'sunday', 'hospit', 'spokeswoman', 'said']\n",
      "Final Preprocessed Text: scaffold collaps survivor improv one men surviv friday fatal scaffold collaps guard condit detroit receiv hospit two survivor releas sunday hospit spokeswoman said\n",
      "\n",
      "Original Text: U.S. Treasuries Recover, JGB Rally Helps  LONDON (Reuters) - U.S. Treasury prices rose on Friday,  with a rally in Japanese government bond (JGB) prices helping  the market recover some ground from the previous day's  sell-off.\n",
      "Lowercased Text: u.s. treasuries recover, jgb rally helps  london (reuters) - u.s. treasury prices rose on friday,  with a rally in japanese government bond (jgb) prices helping  the market recover some ground from the previous day's  sell-off.\n",
      "Removed URLs: u.s. treasuries recover, jgb rally helps  london (reuters) - u.s. treasury prices rose on friday,  with a rally in japanese government bond (jgb) prices helping  the market recover some ground from the previous day's  sell-off.\n",
      "Removed HTML Tags: u.s. treasuries recover, jgb rally helps  london (reuters) - u.s. treasury prices rose on friday,  with a rally in japanese government bond (jgb) prices helping  the market recover some ground from the previous day's  sell-off.\n",
      "Removed Special Characters: us treasuries recover jgb rally helps  london reuters  us treasury prices rose on friday  with a rally in japanese government bond jgb prices helping  the market recover some ground from the previous days  selloff\n",
      "Tokens: ['us', 'treasuries', 'recover', 'jgb', 'rally', 'helps', 'london', 'reuters', 'us', 'treasury', 'prices', 'rose', 'on', 'friday', 'with', 'a', 'rally', 'in', 'japanese', 'government', 'bond', 'jgb', 'prices', 'helping', 'the', 'market', 'recover', 'some', 'ground', 'from', 'the', 'previous', 'days', 'selloff']\n",
      "Removed Stopwords: ['us', 'treasuries', 'recover', 'jgb', 'rally', 'helps', 'london', 'reuters', 'us', 'treasury', 'prices', 'rose', 'friday', 'rally', 'japanese', 'government', 'bond', 'jgb', 'prices', 'helping', 'market', 'recover', 'ground', 'previous', 'days', 'selloff']\n",
      "Stemmed Tokens: ['us', 'treasuri', 'recov', 'jgb', 'ralli', 'help', 'london', 'reuter', 'us', 'treasuri', 'price', 'rose', 'friday', 'ralli', 'japanes', 'govern', 'bond', 'jgb', 'price', 'help', 'market', 'recov', 'ground', 'previou', 'day', 'selloff']\n",
      "Final Preprocessed Text: us treasuri recov jgb ralli help london reuter us treasuri price rose friday ralli japanes govern bond jgb price help market recov ground previou day selloff\n",
      "\n",
      "Original Text: Oil, Profit Reports to Weigh on Stocks  NEW YORK (Reuters) - A new reporting period for company  earnings kicks into gear next week, giving investors a bit of  hard data to chew on, and markets could be volatile if the  price of crude oil stays north of \\$50 a barrel.\n",
      "Lowercased Text: oil, profit reports to weigh on stocks  new york (reuters) - a new reporting period for company  earnings kicks into gear next week, giving investors a bit of  hard data to chew on, and markets could be volatile if the  price of crude oil stays north of \\$50 a barrel.\n",
      "Removed URLs: oil, profit reports to weigh on stocks  new york (reuters) - a new reporting period for company  earnings kicks into gear next week, giving investors a bit of  hard data to chew on, and markets could be volatile if the  price of crude oil stays north of \\$50 a barrel.\n",
      "Removed HTML Tags: oil, profit reports to weigh on stocks  new york (reuters) - a new reporting period for company  earnings kicks into gear next week, giving investors a bit of  hard data to chew on, and markets could be volatile if the  price of crude oil stays north of \\$50 a barrel.\n",
      "Removed Special Characters: oil profit reports to weigh on stocks  new york reuters  a new reporting period for company  earnings kicks into gear next week giving investors a bit of  hard data to chew on and markets could be volatile if the  price of crude oil stays north of  a barrel\n",
      "Tokens: ['oil', 'profit', 'reports', 'to', 'weigh', 'on', 'stocks', 'new', 'york', 'reuters', 'a', 'new', 'reporting', 'period', 'for', 'company', 'earnings', 'kicks', 'into', 'gear', 'next', 'week', 'giving', 'investors', 'a', 'bit', 'of', 'hard', 'data', 'to', 'chew', 'on', 'and', 'markets', 'could', 'be', 'volatile', 'if', 'the', 'price', 'of', 'crude', 'oil', 'stays', 'north', 'of', 'a', 'barrel']\n",
      "Removed Stopwords: ['oil', 'profit', 'reports', 'weigh', 'stocks', 'new', 'york', 'reuters', 'new', 'reporting', 'period', 'company', 'earnings', 'kicks', 'gear', 'next', 'week', 'giving', 'investors', 'bit', 'hard', 'data', 'chew', 'markets', 'could', 'volatile', 'price', 'crude', 'oil', 'stays', 'north', 'barrel']\n",
      "Stemmed Tokens: ['oil', 'profit', 'report', 'weigh', 'stock', 'new', 'york', 'reuter', 'new', 'report', 'period', 'compani', 'earn', 'kick', 'gear', 'next', 'week', 'give', 'investor', 'bit', 'hard', 'data', 'chew', 'market', 'could', 'volatil', 'price', 'crude', 'oil', 'stay', 'north', 'barrel']\n",
      "Final Preprocessed Text: oil profit report weigh stock new york reuter new report period compani earn kick gear next week give investor bit hard data chew market could volatil price crude oil stay north barrel\n",
      "\n",
      "Original Text: Former Executive Testifies, Offering Insider #39;s Look at Enron #39;s &lt;b&gt;...&lt;/b&gt; A former executive who was a participant in the wrongdoing that helped cripple Enron testified on Monday, providing the first glimpse through the eyes of a principal of \n",
      "Lowercased Text: former executive testifies, offering insider #39;s look at enron #39;s &lt;b&gt;...&lt;/b&gt; a former executive who was a participant in the wrongdoing that helped cripple enron testified on monday, providing the first glimpse through the eyes of a principal of \n",
      "Removed URLs: former executive testifies, offering insider #39;s look at enron #39;s &lt;b&gt;...&lt;/b&gt; a former executive who was a participant in the wrongdoing that helped cripple enron testified on monday, providing the first glimpse through the eyes of a principal of \n",
      "Removed HTML Tags: former executive testifies, offering insider #39;s look at enron #39;s &lt;b&gt;...&lt;/b&gt; a former executive who was a participant in the wrongdoing that helped cripple enron testified on monday, providing the first glimpse through the eyes of a principal of \n",
      "Removed Special Characters: former executive testifies offering insider s look at enron s ltbgtltbgt a former executive who was a participant in the wrongdoing that helped cripple enron testified on monday providing the first glimpse through the eyes of a principal of \n",
      "Tokens: ['former', 'executive', 'testifies', 'offering', 'insider', 's', 'look', 'at', 'enron', 's', 'ltbgtltbgt', 'a', 'former', 'executive', 'who', 'was', 'a', 'participant', 'in', 'the', 'wrongdoing', 'that', 'helped', 'cripple', 'enron', 'testified', 'on', 'monday', 'providing', 'the', 'first', 'glimpse', 'through', 'the', 'eyes', 'of', 'a', 'principal', 'of']\n",
      "Removed Stopwords: ['former', 'executive', 'testifies', 'offering', 'insider', 'look', 'enron', 'ltbgtltbgt', 'former', 'executive', 'participant', 'wrongdoing', 'helped', 'cripple', 'enron', 'testified', 'monday', 'providing', 'first', 'glimpse', 'eyes', 'principal']\n",
      "Stemmed Tokens: ['former', 'execut', 'testifi', 'offer', 'insid', 'look', 'enron', 'ltbgtltbgt', 'former', 'execut', 'particip', 'wrongdo', 'help', 'crippl', 'enron', 'testifi', 'monday', 'provid', 'first', 'glimps', 'eye', 'princip']\n",
      "Final Preprocessed Text: former execut testifi offer insid look enron ltbgtltbgt former execut particip wrongdo help crippl enron testifi monday provid first glimps eye princip\n",
      "\n",
      "Original Text: Asian rust poses problem to area farmers David Martz, like many other area farmers, just sighed upon hearing the news that Asian soybean rust had been discovered in Louisiana.\n",
      "Lowercased Text: asian rust poses problem to area farmers david martz, like many other area farmers, just sighed upon hearing the news that asian soybean rust had been discovered in louisiana.\n",
      "Removed URLs: asian rust poses problem to area farmers david martz, like many other area farmers, just sighed upon hearing the news that asian soybean rust had been discovered in louisiana.\n",
      "Removed HTML Tags: asian rust poses problem to area farmers david martz, like many other area farmers, just sighed upon hearing the news that asian soybean rust had been discovered in louisiana.\n",
      "Removed Special Characters: asian rust poses problem to area farmers david martz like many other area farmers just sighed upon hearing the news that asian soybean rust had been discovered in louisiana\n",
      "Tokens: ['asian', 'rust', 'poses', 'problem', 'to', 'area', 'farmers', 'david', 'martz', 'like', 'many', 'other', 'area', 'farmers', 'just', 'sighed', 'upon', 'hearing', 'the', 'news', 'that', 'asian', 'soybean', 'rust', 'had', 'been', 'discovered', 'in', 'louisiana']\n",
      "Removed Stopwords: ['asian', 'rust', 'poses', 'problem', 'area', 'farmers', 'david', 'martz', 'like', 'many', 'area', 'farmers', 'sighed', 'upon', 'hearing', 'news', 'asian', 'soybean', 'rust', 'discovered', 'louisiana']\n",
      "Stemmed Tokens: ['asian', 'rust', 'pose', 'problem', 'area', 'farmer', 'david', 'martz', 'like', 'mani', 'area', 'farmer', 'sigh', 'upon', 'hear', 'news', 'asian', 'soybean', 'rust', 'discov', 'louisiana']\n",
      "Final Preprocessed Text: asian rust pose problem area farmer david martz like mani area farmer sigh upon hear news asian soybean rust discov louisiana\n",
      "\n",
      "Original Text: Alcoa Shares Fall Most Since April in Europe After Forecast Shares of Alcoa Inc., the world #39;s biggest aluminum producer, fell the most in almost five months in Europe after the company said third-quarter profit from continuing operations will be below analysts #39; estimates.\n",
      "Lowercased Text: alcoa shares fall most since april in europe after forecast shares of alcoa inc., the world #39;s biggest aluminum producer, fell the most in almost five months in europe after the company said third-quarter profit from continuing operations will be below analysts #39; estimates.\n",
      "Removed URLs: alcoa shares fall most since april in europe after forecast shares of alcoa inc., the world #39;s biggest aluminum producer, fell the most in almost five months in europe after the company said third-quarter profit from continuing operations will be below analysts #39; estimates.\n",
      "Removed HTML Tags: alcoa shares fall most since april in europe after forecast shares of alcoa inc., the world #39;s biggest aluminum producer, fell the most in almost five months in europe after the company said third-quarter profit from continuing operations will be below analysts #39; estimates.\n",
      "Removed Special Characters: alcoa shares fall most since april in europe after forecast shares of alcoa inc the world s biggest aluminum producer fell the most in almost five months in europe after the company said thirdquarter profit from continuing operations will be below analysts  estimates\n",
      "Tokens: ['alcoa', 'shares', 'fall', 'most', 'since', 'april', 'in', 'europe', 'after', 'forecast', 'shares', 'of', 'alcoa', 'inc', 'the', 'world', 's', 'biggest', 'aluminum', 'producer', 'fell', 'the', 'most', 'in', 'almost', 'five', 'months', 'in', 'europe', 'after', 'the', 'company', 'said', 'thirdquarter', 'profit', 'from', 'continuing', 'operations', 'will', 'be', 'below', 'analysts', 'estimates']\n",
      "Removed Stopwords: ['alcoa', 'shares', 'fall', 'since', 'april', 'europe', 'forecast', 'shares', 'alcoa', 'inc', 'world', 'biggest', 'aluminum', 'producer', 'fell', 'almost', 'five', 'months', 'europe', 'company', 'said', 'thirdquarter', 'profit', 'continuing', 'operations', 'analysts', 'estimates']\n",
      "Stemmed Tokens: ['alcoa', 'share', 'fall', 'sinc', 'april', 'europ', 'forecast', 'share', 'alcoa', 'inc', 'world', 'biggest', 'aluminum', 'produc', 'fell', 'almost', 'five', 'month', 'europ', 'compani', 'said', 'thirdquart', 'profit', 'continu', 'oper', 'analyst', 'estim']\n",
      "Final Preprocessed Text: alcoa share fall sinc april europ forecast share alcoa inc world biggest aluminum produc fell almost five month europ compani said thirdquart profit continu oper analyst estim\n",
      "\n",
      "Original Text: Update 4: Court Dismisses Suit From Hollinger Newspaper publisher Hollinger International Inc. suffered a setback Friday in its legal battle against ousted CEO Conrad Black and several associates when a federal judge sharply scaled back its effort to \n",
      "Lowercased Text: update 4: court dismisses suit from hollinger newspaper publisher hollinger international inc. suffered a setback friday in its legal battle against ousted ceo conrad black and several associates when a federal judge sharply scaled back its effort to \n",
      "Removed URLs: update 4: court dismisses suit from hollinger newspaper publisher hollinger international inc. suffered a setback friday in its legal battle against ousted ceo conrad black and several associates when a federal judge sharply scaled back its effort to \n",
      "Removed HTML Tags: update 4: court dismisses suit from hollinger newspaper publisher hollinger international inc. suffered a setback friday in its legal battle against ousted ceo conrad black and several associates when a federal judge sharply scaled back its effort to \n",
      "Removed Special Characters: update  court dismisses suit from hollinger newspaper publisher hollinger international inc suffered a setback friday in its legal battle against ousted ceo conrad black and several associates when a federal judge sharply scaled back its effort to \n",
      "Tokens: ['update', 'court', 'dismisses', 'suit', 'from', 'hollinger', 'newspaper', 'publisher', 'hollinger', 'international', 'inc', 'suffered', 'a', 'setback', 'friday', 'in', 'its', 'legal', 'battle', 'against', 'ousted', 'ceo', 'conrad', 'black', 'and', 'several', 'associates', 'when', 'a', 'federal', 'judge', 'sharply', 'scaled', 'back', 'its', 'effort', 'to']\n",
      "Removed Stopwords: ['update', 'court', 'dismisses', 'suit', 'hollinger', 'newspaper', 'publisher', 'hollinger', 'international', 'inc', 'suffered', 'setback', 'friday', 'legal', 'battle', 'ousted', 'ceo', 'conrad', 'black', 'several', 'associates', 'federal', 'judge', 'sharply', 'scaled', 'back', 'effort']\n",
      "Stemmed Tokens: ['updat', 'court', 'dismiss', 'suit', 'holling', 'newspap', 'publish', 'holling', 'intern', 'inc', 'suffer', 'setback', 'friday', 'legal', 'battl', 'oust', 'ceo', 'conrad', 'black', 'sever', 'associ', 'feder', 'judg', 'sharpli', 'scale', 'back', 'effort']\n",
      "Final Preprocessed Text: updat court dismiss suit holling newspap publish holling intern inc suffer setback friday legal battl oust ceo conrad black sever associ feder judg sharpli scale back effort\n",
      "\n",
      "Original Text: Social Security Reform a Boon for Funds? (Reuters) Reuters - The bonanza many believe President\\Bush has handed the mutual fund industry with his plans to\\reform Social Security may be a mirage, industry leaders said\\on Friday.\n",
      "Lowercased Text: social security reform a boon for funds? (reuters) reuters - the bonanza many believe president\\bush has handed the mutual fund industry with his plans to\\reform social security may be a mirage, industry leaders said\\on friday.\n",
      "Removed URLs: social security reform a boon for funds? (reuters) reuters - the bonanza many believe president\\bush has handed the mutual fund industry with his plans to\\reform social security may be a mirage, industry leaders said\\on friday.\n",
      "Removed HTML Tags: social security reform a boon for funds? (reuters) reuters - the bonanza many believe president\\bush has handed the mutual fund industry with his plans to\\reform social security may be a mirage, industry leaders said\\on friday.\n",
      "Removed Special Characters: social security reform a boon for funds reuters reuters  the bonanza many believe presidentbush has handed the mutual fund industry with his plans toreform social security may be a mirage industry leaders saidon friday\n",
      "Tokens: ['social', 'security', 'reform', 'a', 'boon', 'for', 'funds', 'reuters', 'reuters', 'the', 'bonanza', 'many', 'believe', 'presidentbush', 'has', 'handed', 'the', 'mutual', 'fund', 'industry', 'with', 'his', 'plans', 'toreform', 'social', 'security', 'may', 'be', 'a', 'mirage', 'industry', 'leaders', 'saidon', 'friday']\n",
      "Removed Stopwords: ['social', 'security', 'reform', 'boon', 'funds', 'reuters', 'reuters', 'bonanza', 'many', 'believe', 'presidentbush', 'handed', 'mutual', 'fund', 'industry', 'plans', 'toreform', 'social', 'security', 'may', 'mirage', 'industry', 'leaders', 'saidon', 'friday']\n",
      "Stemmed Tokens: ['social', 'secur', 'reform', 'boon', 'fund', 'reuter', 'reuter', 'bonanza', 'mani', 'believ', 'presidentbush', 'hand', 'mutual', 'fund', 'industri', 'plan', 'toreform', 'social', 'secur', 'may', 'mirag', 'industri', 'leader', 'saidon', 'friday']\n",
      "Final Preprocessed Text: social secur reform boon fund reuter reuter bonanza mani believ presidentbush hand mutual fund industri plan toreform social secur may mirag industri leader saidon friday\n",
      "\n",
      "Original Text: Click Here for a Free Credit Report Really. We mean it. Finally, a legit way to peek into your personal financial file.\n",
      "Lowercased Text: click here for a free credit report really. we mean it. finally, a legit way to peek into your personal financial file.\n",
      "Removed URLs: click here for a free credit report really. we mean it. finally, a legit way to peek into your personal financial file.\n",
      "Removed HTML Tags: click here for a free credit report really. we mean it. finally, a legit way to peek into your personal financial file.\n",
      "Removed Special Characters: click here for a free credit report really we mean it finally a legit way to peek into your personal financial file\n",
      "Tokens: ['click', 'here', 'for', 'a', 'free', 'credit', 'report', 'really', 'we', 'mean', 'it', 'finally', 'a', 'legit', 'way', 'to', 'peek', 'into', 'your', 'personal', 'financial', 'file']\n",
      "Removed Stopwords: ['click', 'free', 'credit', 'report', 'really', 'mean', 'finally', 'legit', 'way', 'peek', 'personal', 'financial', 'file']\n",
      "Stemmed Tokens: ['click', 'free', 'credit', 'report', 'realli', 'mean', 'final', 'legit', 'way', 'peek', 'person', 'financi', 'file']\n",
      "Final Preprocessed Text: click free credit report realli mean final legit way peek person financi file\n",
      "\n",
      "Original Text: Yukos considers self-destruction Shareholders in Yukos are considering liquidation or filing for bankruptcy, after deciding against a rescue plan for the embattled Russian oil firm.\n",
      "Lowercased Text: yukos considers self-destruction shareholders in yukos are considering liquidation or filing for bankruptcy, after deciding against a rescue plan for the embattled russian oil firm.\n",
      "Removed URLs: yukos considers self-destruction shareholders in yukos are considering liquidation or filing for bankruptcy, after deciding against a rescue plan for the embattled russian oil firm.\n",
      "Removed HTML Tags: yukos considers self-destruction shareholders in yukos are considering liquidation or filing for bankruptcy, after deciding against a rescue plan for the embattled russian oil firm.\n",
      "Removed Special Characters: yukos considers selfdestruction shareholders in yukos are considering liquidation or filing for bankruptcy after deciding against a rescue plan for the embattled russian oil firm\n",
      "Tokens: ['yukos', 'considers', 'selfdestruction', 'shareholders', 'in', 'yukos', 'are', 'considering', 'liquidation', 'or', 'filing', 'for', 'bankruptcy', 'after', 'deciding', 'against', 'a', 'rescue', 'plan', 'for', 'the', 'embattled', 'russian', 'oil', 'firm']\n",
      "Removed Stopwords: ['yukos', 'considers', 'selfdestruction', 'shareholders', 'yukos', 'considering', 'liquidation', 'filing', 'bankruptcy', 'deciding', 'rescue', 'plan', 'embattled', 'russian', 'oil', 'firm']\n",
      "Stemmed Tokens: ['yuko', 'consid', 'selfdestruct', 'sharehold', 'yuko', 'consid', 'liquid', 'file', 'bankruptci', 'decid', 'rescu', 'plan', 'embattl', 'russian', 'oil', 'firm']\n",
      "Final Preprocessed Text: yuko consid selfdestruct sharehold yuko consid liquid file bankruptci decid rescu plan embattl russian oil firm\n",
      "\n",
      "Original Text: Oil Prices Slip, Winter Supplies Seen Up Oil prices fell on Tuesday as an expected increase in US heating fuel supplies eased concerns over an inventory crunch should this winter #39;s weather prove colder than normal.\n",
      "Lowercased Text: oil prices slip, winter supplies seen up oil prices fell on tuesday as an expected increase in us heating fuel supplies eased concerns over an inventory crunch should this winter #39;s weather prove colder than normal.\n",
      "Removed URLs: oil prices slip, winter supplies seen up oil prices fell on tuesday as an expected increase in us heating fuel supplies eased concerns over an inventory crunch should this winter #39;s weather prove colder than normal.\n",
      "Removed HTML Tags: oil prices slip, winter supplies seen up oil prices fell on tuesday as an expected increase in us heating fuel supplies eased concerns over an inventory crunch should this winter #39;s weather prove colder than normal.\n",
      "Removed Special Characters: oil prices slip winter supplies seen up oil prices fell on tuesday as an expected increase in us heating fuel supplies eased concerns over an inventory crunch should this winter s weather prove colder than normal\n",
      "Tokens: ['oil', 'prices', 'slip', 'winter', 'supplies', 'seen', 'up', 'oil', 'prices', 'fell', 'on', 'tuesday', 'as', 'an', 'expected', 'increase', 'in', 'us', 'heating', 'fuel', 'supplies', 'eased', 'concerns', 'over', 'an', 'inventory', 'crunch', 'should', 'this', 'winter', 's', 'weather', 'prove', 'colder', 'than', 'normal']\n",
      "Removed Stopwords: ['oil', 'prices', 'slip', 'winter', 'supplies', 'seen', 'oil', 'prices', 'fell', 'tuesday', 'expected', 'increase', 'us', 'heating', 'fuel', 'supplies', 'eased', 'concerns', 'inventory', 'crunch', 'winter', 'weather', 'prove', 'colder', 'normal']\n",
      "Stemmed Tokens: ['oil', 'price', 'slip', 'winter', 'suppli', 'seen', 'oil', 'price', 'fell', 'tuesday', 'expect', 'increas', 'us', 'heat', 'fuel', 'suppli', 'eas', 'concern', 'inventori', 'crunch', 'winter', 'weather', 'prove', 'colder', 'normal']\n",
      "Final Preprocessed Text: oil price slip winter suppli seen oil price fell tuesday expect increas us heat fuel suppli eas concern inventori crunch winter weather prove colder normal\n",
      "\n",
      "Original Text: The Rippling Pain from Vioxx Prescription-drug recalls aren #39;t common, and they #39;re almost always controversial. Now that Merck (MRK ) is voluntarily withdrawing its Vioxx pain medication around the world, due to a heightened risk of cardiovascular \n",
      "Lowercased Text: the rippling pain from vioxx prescription-drug recalls aren #39;t common, and they #39;re almost always controversial. now that merck (mrk ) is voluntarily withdrawing its vioxx pain medication around the world, due to a heightened risk of cardiovascular \n",
      "Removed URLs: the rippling pain from vioxx prescription-drug recalls aren #39;t common, and they #39;re almost always controversial. now that merck (mrk ) is voluntarily withdrawing its vioxx pain medication around the world, due to a heightened risk of cardiovascular \n",
      "Removed HTML Tags: the rippling pain from vioxx prescription-drug recalls aren #39;t common, and they #39;re almost always controversial. now that merck (mrk ) is voluntarily withdrawing its vioxx pain medication around the world, due to a heightened risk of cardiovascular \n",
      "Removed Special Characters: the rippling pain from vioxx prescriptiondrug recalls aren t common and they re almost always controversial now that merck mrk  is voluntarily withdrawing its vioxx pain medication around the world due to a heightened risk of cardiovascular \n",
      "Tokens: ['the', 'rippling', 'pain', 'from', 'vioxx', 'prescriptiondrug', 'recalls', 'aren', 't', 'common', 'and', 'they', 're', 'almost', 'always', 'controversial', 'now', 'that', 'merck', 'mrk', 'is', 'voluntarily', 'withdrawing', 'its', 'vioxx', 'pain', 'medication', 'around', 'the', 'world', 'due', 'to', 'a', 'heightened', 'risk', 'of', 'cardiovascular']\n",
      "Removed Stopwords: ['rippling', 'pain', 'vioxx', 'prescriptiondrug', 'recalls', 'common', 'almost', 'always', 'controversial', 'merck', 'mrk', 'voluntarily', 'withdrawing', 'vioxx', 'pain', 'medication', 'around', 'world', 'due', 'heightened', 'risk', 'cardiovascular']\n",
      "Stemmed Tokens: ['rippl', 'pain', 'vioxx', 'prescriptiondrug', 'recal', 'common', 'almost', 'alway', 'controversi', 'merck', 'mrk', 'voluntarili', 'withdraw', 'vioxx', 'pain', 'medic', 'around', 'world', 'due', 'heighten', 'risk', 'cardiovascular']\n",
      "Final Preprocessed Text: rippl pain vioxx prescriptiondrug recal common almost alway controversi merck mrk voluntarili withdraw vioxx pain medic around world due heighten risk cardiovascular\n",
      "\n",
      "Original Text: U.S. Treasuries Inch Up, Await Data  LONDON (Reuters) - U.S. Treasury prices inched higher on  Friday, with a rally in Japanese government bond (JGB) prices  helping the market recover some ground from the previous day's  sell-off.\n",
      "Lowercased Text: u.s. treasuries inch up, await data  london (reuters) - u.s. treasury prices inched higher on  friday, with a rally in japanese government bond (jgb) prices  helping the market recover some ground from the previous day's  sell-off.\n",
      "Removed URLs: u.s. treasuries inch up, await data  london (reuters) - u.s. treasury prices inched higher on  friday, with a rally in japanese government bond (jgb) prices  helping the market recover some ground from the previous day's  sell-off.\n",
      "Removed HTML Tags: u.s. treasuries inch up, await data  london (reuters) - u.s. treasury prices inched higher on  friday, with a rally in japanese government bond (jgb) prices  helping the market recover some ground from the previous day's  sell-off.\n",
      "Removed Special Characters: us treasuries inch up await data  london reuters  us treasury prices inched higher on  friday with a rally in japanese government bond jgb prices  helping the market recover some ground from the previous days  selloff\n",
      "Tokens: ['us', 'treasuries', 'inch', 'up', 'await', 'data', 'london', 'reuters', 'us', 'treasury', 'prices', 'inched', 'higher', 'on', 'friday', 'with', 'a', 'rally', 'in', 'japanese', 'government', 'bond', 'jgb', 'prices', 'helping', 'the', 'market', 'recover', 'some', 'ground', 'from', 'the', 'previous', 'days', 'selloff']\n",
      "Removed Stopwords: ['us', 'treasuries', 'inch', 'await', 'data', 'london', 'reuters', 'us', 'treasury', 'prices', 'inched', 'higher', 'friday', 'rally', 'japanese', 'government', 'bond', 'jgb', 'prices', 'helping', 'market', 'recover', 'ground', 'previous', 'days', 'selloff']\n",
      "Stemmed Tokens: ['us', 'treasuri', 'inch', 'await', 'data', 'london', 'reuter', 'us', 'treasuri', 'price', 'inch', 'higher', 'friday', 'ralli', 'japanes', 'govern', 'bond', 'jgb', 'price', 'help', 'market', 'recov', 'ground', 'previou', 'day', 'selloff']\n",
      "Final Preprocessed Text: us treasuri inch await data london reuter us treasuri price inch higher friday ralli japanes govern bond jgb price help market recov ground previou day selloff\n",
      "\n",
      "Original Text: UBS pays 265 million dollars for Schwab capital markets business (AFP) AFP - Swiss banking group UBS said that it had paid 265 million dollars (219 million euros) to buy SoundView, the capital markets division of online broker Charles Schwab to strengthen its position on the US Nasdaq market.\n",
      "Lowercased Text: ubs pays 265 million dollars for schwab capital markets business (afp) afp - swiss banking group ubs said that it had paid 265 million dollars (219 million euros) to buy soundview, the capital markets division of online broker charles schwab to strengthen its position on the us nasdaq market.\n",
      "Removed URLs: ubs pays 265 million dollars for schwab capital markets business (afp) afp - swiss banking group ubs said that it had paid 265 million dollars (219 million euros) to buy soundview, the capital markets division of online broker charles schwab to strengthen its position on the us nasdaq market.\n",
      "Removed HTML Tags: ubs pays 265 million dollars for schwab capital markets business (afp) afp - swiss banking group ubs said that it had paid 265 million dollars (219 million euros) to buy soundview, the capital markets division of online broker charles schwab to strengthen its position on the us nasdaq market.\n",
      "Removed Special Characters: ubs pays  million dollars for schwab capital markets business afp afp  swiss banking group ubs said that it had paid  million dollars  million euros to buy soundview the capital markets division of online broker charles schwab to strengthen its position on the us nasdaq market\n",
      "Tokens: ['ubs', 'pays', 'million', 'dollars', 'for', 'schwab', 'capital', 'markets', 'business', 'afp', 'afp', 'swiss', 'banking', 'group', 'ubs', 'said', 'that', 'it', 'had', 'paid', 'million', 'dollars', 'million', 'euros', 'to', 'buy', 'soundview', 'the', 'capital', 'markets', 'division', 'of', 'online', 'broker', 'charles', 'schwab', 'to', 'strengthen', 'its', 'position', 'on', 'the', 'us', 'nasdaq', 'market']\n",
      "Removed Stopwords: ['ubs', 'pays', 'million', 'dollars', 'schwab', 'capital', 'markets', 'business', 'afp', 'afp', 'swiss', 'banking', 'group', 'ubs', 'said', 'paid', 'million', 'dollars', 'million', 'euros', 'buy', 'soundview', 'capital', 'markets', 'division', 'online', 'broker', 'charles', 'schwab', 'strengthen', 'position', 'us', 'nasdaq', 'market']\n",
      "Stemmed Tokens: ['ub', 'pay', 'million', 'dollar', 'schwab', 'capit', 'market', 'busi', 'afp', 'afp', 'swiss', 'bank', 'group', 'ub', 'said', 'paid', 'million', 'dollar', 'million', 'euro', 'buy', 'soundview', 'capit', 'market', 'divis', 'onlin', 'broker', 'charl', 'schwab', 'strengthen', 'posit', 'us', 'nasdaq', 'market']\n",
      "Final Preprocessed Text: ub pay million dollar schwab capit market busi afp afp swiss bank group ub said paid million dollar million euro buy soundview capit market divis onlin broker charl schwab strengthen posit us nasdaq market\n",
      "\n",
      "Original Text: Mills Grabs \\$1B Portfolio; Taubman Likely to Lose Contracts Mills Corp. agreed to purchase a 50 percent interest in nine malls owned by General Motors Asset Management Corp. for just over \\$1 billion, creating a new joint venture between the groups. The deal will extend ...\n",
      "Lowercased Text: mills grabs \\$1b portfolio; taubman likely to lose contracts mills corp. agreed to purchase a 50 percent interest in nine malls owned by general motors asset management corp. for just over \\$1 billion, creating a new joint venture between the groups. the deal will extend ...\n",
      "Removed URLs: mills grabs \\$1b portfolio; taubman likely to lose contracts mills corp. agreed to purchase a 50 percent interest in nine malls owned by general motors asset management corp. for just over \\$1 billion, creating a new joint venture between the groups. the deal will extend ...\n",
      "Removed HTML Tags: mills grabs \\$1b portfolio; taubman likely to lose contracts mills corp. agreed to purchase a 50 percent interest in nine malls owned by general motors asset management corp. for just over \\$1 billion, creating a new joint venture between the groups. the deal will extend ...\n",
      "Removed Special Characters: mills grabs b portfolio taubman likely to lose contracts mills corp agreed to purchase a  percent interest in nine malls owned by general motors asset management corp for just over  billion creating a new joint venture between the groups the deal will extend \n",
      "Tokens: ['mills', 'grabs', 'b', 'portfolio', 'taubman', 'likely', 'to', 'lose', 'contracts', 'mills', 'corp', 'agreed', 'to', 'purchase', 'a', 'percent', 'interest', 'in', 'nine', 'malls', 'owned', 'by', 'general', 'motors', 'asset', 'management', 'corp', 'for', 'just', 'over', 'billion', 'creating', 'a', 'new', 'joint', 'venture', 'between', 'the', 'groups', 'the', 'deal', 'will', 'extend']\n",
      "Removed Stopwords: ['mills', 'grabs', 'b', 'portfolio', 'taubman', 'likely', 'lose', 'contracts', 'mills', 'corp', 'agreed', 'purchase', 'percent', 'interest', 'nine', 'malls', 'owned', 'general', 'motors', 'asset', 'management', 'corp', 'billion', 'creating', 'new', 'joint', 'venture', 'groups', 'deal', 'extend']\n",
      "Stemmed Tokens: ['mill', 'grab', 'b', 'portfolio', 'taubman', 'like', 'lose', 'contract', 'mill', 'corp', 'agre', 'purchas', 'percent', 'interest', 'nine', 'mall', 'own', 'gener', 'motor', 'asset', 'manag', 'corp', 'billion', 'creat', 'new', 'joint', 'ventur', 'group', 'deal', 'extend']\n",
      "Final Preprocessed Text: mill grab b portfolio taubman like lose contract mill corp agre purchas percent interest nine mall own gener motor asset manag corp billion creat new joint ventur group deal extend\n",
      "\n",
      "Original Text: From overtime rules to job losses from outsourcing overseas to &lt;b&gt;...&lt;/b&gt; Labor Day is one of those terms, like driveway and parkway, that means the opposite of what it seems to mean. Honoring the nation #39;s workers, Labor Day is not for working but for picnics.\n",
      "Lowercased Text: from overtime rules to job losses from outsourcing overseas to &lt;b&gt;...&lt;/b&gt; labor day is one of those terms, like driveway and parkway, that means the opposite of what it seems to mean. honoring the nation #39;s workers, labor day is not for working but for picnics.\n",
      "Removed URLs: from overtime rules to job losses from outsourcing overseas to &lt;b&gt;...&lt;/b&gt; labor day is one of those terms, like driveway and parkway, that means the opposite of what it seems to mean. honoring the nation #39;s workers, labor day is not for working but for picnics.\n",
      "Removed HTML Tags: from overtime rules to job losses from outsourcing overseas to &lt;b&gt;...&lt;/b&gt; labor day is one of those terms, like driveway and parkway, that means the opposite of what it seems to mean. honoring the nation #39;s workers, labor day is not for working but for picnics.\n",
      "Removed Special Characters: from overtime rules to job losses from outsourcing overseas to ltbgtltbgt labor day is one of those terms like driveway and parkway that means the opposite of what it seems to mean honoring the nation s workers labor day is not for working but for picnics\n",
      "Tokens: ['from', 'overtime', 'rules', 'to', 'job', 'losses', 'from', 'outsourcing', 'overseas', 'to', 'ltbgtltbgt', 'labor', 'day', 'is', 'one', 'of', 'those', 'terms', 'like', 'driveway', 'and', 'parkway', 'that', 'means', 'the', 'opposite', 'of', 'what', 'it', 'seems', 'to', 'mean', 'honoring', 'the', 'nation', 's', 'workers', 'labor', 'day', 'is', 'not', 'for', 'working', 'but', 'for', 'picnics']\n",
      "Removed Stopwords: ['overtime', 'rules', 'job', 'losses', 'outsourcing', 'overseas', 'ltbgtltbgt', 'labor', 'day', 'one', 'terms', 'like', 'driveway', 'parkway', 'means', 'opposite', 'seems', 'mean', 'honoring', 'nation', 'workers', 'labor', 'day', 'working', 'picnics']\n",
      "Stemmed Tokens: ['overtim', 'rule', 'job', 'loss', 'outsourc', 'oversea', 'ltbgtltbgt', 'labor', 'day', 'one', 'term', 'like', 'driveway', 'parkway', 'mean', 'opposit', 'seem', 'mean', 'honor', 'nation', 'worker', 'labor', 'day', 'work', 'picnic']\n",
      "Final Preprocessed Text: overtim rule job loss outsourc oversea ltbgtltbgt labor day one term like driveway parkway mean opposit seem mean honor nation worker labor day work picnic\n",
      "\n",
      "Original Text: Is Mad Cow Disease Back? Reuters is reporting that the US Department of Agriculture (USDA) has a possible second case of mad cow disease in the United States.\n",
      "Lowercased Text: is mad cow disease back? reuters is reporting that the us department of agriculture (usda) has a possible second case of mad cow disease in the united states.\n",
      "Removed URLs: is mad cow disease back? reuters is reporting that the us department of agriculture (usda) has a possible second case of mad cow disease in the united states.\n",
      "Removed HTML Tags: is mad cow disease back? reuters is reporting that the us department of agriculture (usda) has a possible second case of mad cow disease in the united states.\n",
      "Removed Special Characters: is mad cow disease back reuters is reporting that the us department of agriculture usda has a possible second case of mad cow disease in the united states\n",
      "Tokens: ['is', 'mad', 'cow', 'disease', 'back', 'reuters', 'is', 'reporting', 'that', 'the', 'us', 'department', 'of', 'agriculture', 'usda', 'has', 'a', 'possible', 'second', 'case', 'of', 'mad', 'cow', 'disease', 'in', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['mad', 'cow', 'disease', 'back', 'reuters', 'reporting', 'us', 'department', 'agriculture', 'usda', 'possible', 'second', 'case', 'mad', 'cow', 'disease', 'united', 'states']\n",
      "Stemmed Tokens: ['mad', 'cow', 'diseas', 'back', 'reuter', 'report', 'us', 'depart', 'agricultur', 'usda', 'possibl', 'second', 'case', 'mad', 'cow', 'diseas', 'unit', 'state']\n",
      "Final Preprocessed Text: mad cow diseas back reuter report us depart agricultur usda possibl second case mad cow diseas unit state\n",
      "\n",
      "Original Text: Pound soars amid wider currency fears Sterling rose to its highest level against the dollar since Black Wednesday, the day in September 1992 when the pound was forced out of the Exchange Rate Mechanism, the forerunner of the euro.\n",
      "Lowercased Text: pound soars amid wider currency fears sterling rose to its highest level against the dollar since black wednesday, the day in september 1992 when the pound was forced out of the exchange rate mechanism, the forerunner of the euro.\n",
      "Removed URLs: pound soars amid wider currency fears sterling rose to its highest level against the dollar since black wednesday, the day in september 1992 when the pound was forced out of the exchange rate mechanism, the forerunner of the euro.\n",
      "Removed HTML Tags: pound soars amid wider currency fears sterling rose to its highest level against the dollar since black wednesday, the day in september 1992 when the pound was forced out of the exchange rate mechanism, the forerunner of the euro.\n",
      "Removed Special Characters: pound soars amid wider currency fears sterling rose to its highest level against the dollar since black wednesday the day in september  when the pound was forced out of the exchange rate mechanism the forerunner of the euro\n",
      "Tokens: ['pound', 'soars', 'amid', 'wider', 'currency', 'fears', 'sterling', 'rose', 'to', 'its', 'highest', 'level', 'against', 'the', 'dollar', 'since', 'black', 'wednesday', 'the', 'day', 'in', 'september', 'when', 'the', 'pound', 'was', 'forced', 'out', 'of', 'the', 'exchange', 'rate', 'mechanism', 'the', 'forerunner', 'of', 'the', 'euro']\n",
      "Removed Stopwords: ['pound', 'soars', 'amid', 'wider', 'currency', 'fears', 'sterling', 'rose', 'highest', 'level', 'dollar', 'since', 'black', 'wednesday', 'day', 'september', 'pound', 'forced', 'exchange', 'rate', 'mechanism', 'forerunner', 'euro']\n",
      "Stemmed Tokens: ['pound', 'soar', 'amid', 'wider', 'currenc', 'fear', 'sterl', 'rose', 'highest', 'level', 'dollar', 'sinc', 'black', 'wednesday', 'day', 'septemb', 'pound', 'forc', 'exchang', 'rate', 'mechan', 'forerunn', 'euro']\n",
      "Final Preprocessed Text: pound soar amid wider currenc fear sterl rose highest level dollar sinc black wednesday day septemb pound forc exchang rate mechan forerunn euro\n",
      "\n",
      "Original Text: Investors put 1.5bn tag on Kidde Shareholders in Kidde, the fire protection group, have indicated they would be prepared to sell out if United Technologies Corporation (UTC), the US industrial conglomerate \n",
      "Lowercased Text: investors put 1.5bn tag on kidde shareholders in kidde, the fire protection group, have indicated they would be prepared to sell out if united technologies corporation (utc), the us industrial conglomerate \n",
      "Removed URLs: investors put 1.5bn tag on kidde shareholders in kidde, the fire protection group, have indicated they would be prepared to sell out if united technologies corporation (utc), the us industrial conglomerate \n",
      "Removed HTML Tags: investors put 1.5bn tag on kidde shareholders in kidde, the fire protection group, have indicated they would be prepared to sell out if united technologies corporation (utc), the us industrial conglomerate \n",
      "Removed Special Characters: investors put bn tag on kidde shareholders in kidde the fire protection group have indicated they would be prepared to sell out if united technologies corporation utc the us industrial conglomerate \n",
      "Tokens: ['investors', 'put', 'bn', 'tag', 'on', 'kidde', 'shareholders', 'in', 'kidde', 'the', 'fire', 'protection', 'group', 'have', 'indicated', 'they', 'would', 'be', 'prepared', 'to', 'sell', 'out', 'if', 'united', 'technologies', 'corporation', 'utc', 'the', 'us', 'industrial', 'conglomerate']\n",
      "Removed Stopwords: ['investors', 'put', 'bn', 'tag', 'kidde', 'shareholders', 'kidde', 'fire', 'protection', 'group', 'indicated', 'would', 'prepared', 'sell', 'united', 'technologies', 'corporation', 'utc', 'us', 'industrial', 'conglomerate']\n",
      "Stemmed Tokens: ['investor', 'put', 'bn', 'tag', 'kidd', 'sharehold', 'kidd', 'fire', 'protect', 'group', 'indic', 'would', 'prepar', 'sell', 'unit', 'technolog', 'corpor', 'utc', 'us', 'industri', 'conglomer']\n",
      "Final Preprocessed Text: investor put bn tag kidd sharehold kidd fire protect group indic would prepar sell unit technolog corpor utc us industri conglomer\n",
      "\n",
      "Original Text: UPDATE 1-Diebold cuts forecast, cites voting machine unit Diebold Inc. (DBD.N: Quote, Profile, Research) , the leading maker of automated teller machines, on Monday reduced its third-quarter and full-year earnings forecasts as it absorbs \n",
      "Lowercased Text: update 1-diebold cuts forecast, cites voting machine unit diebold inc. (dbd.n: quote, profile, research) , the leading maker of automated teller machines, on monday reduced its third-quarter and full-year earnings forecasts as it absorbs \n",
      "Removed URLs: update 1-diebold cuts forecast, cites voting machine unit diebold inc. (dbd.n: quote, profile, research) , the leading maker of automated teller machines, on monday reduced its third-quarter and full-year earnings forecasts as it absorbs \n",
      "Removed HTML Tags: update 1-diebold cuts forecast, cites voting machine unit diebold inc. (dbd.n: quote, profile, research) , the leading maker of automated teller machines, on monday reduced its third-quarter and full-year earnings forecasts as it absorbs \n",
      "Removed Special Characters: update diebold cuts forecast cites voting machine unit diebold inc dbdn quote profile research  the leading maker of automated teller machines on monday reduced its thirdquarter and fullyear earnings forecasts as it absorbs \n",
      "Tokens: ['update', 'diebold', 'cuts', 'forecast', 'cites', 'voting', 'machine', 'unit', 'diebold', 'inc', 'dbdn', 'quote', 'profile', 'research', 'the', 'leading', 'maker', 'of', 'automated', 'teller', 'machines', 'on', 'monday', 'reduced', 'its', 'thirdquarter', 'and', 'fullyear', 'earnings', 'forecasts', 'as', 'it', 'absorbs']\n",
      "Removed Stopwords: ['update', 'diebold', 'cuts', 'forecast', 'cites', 'voting', 'machine', 'unit', 'diebold', 'inc', 'dbdn', 'quote', 'profile', 'research', 'leading', 'maker', 'automated', 'teller', 'machines', 'monday', 'reduced', 'thirdquarter', 'fullyear', 'earnings', 'forecasts', 'absorbs']\n",
      "Stemmed Tokens: ['updat', 'diebold', 'cut', 'forecast', 'cite', 'vote', 'machin', 'unit', 'diebold', 'inc', 'dbdn', 'quot', 'profil', 'research', 'lead', 'maker', 'autom', 'teller', 'machin', 'monday', 'reduc', 'thirdquart', 'fullyear', 'earn', 'forecast', 'absorb']\n",
      "Final Preprocessed Text: updat diebold cut forecast cite vote machin unit diebold inc dbdn quot profil research lead maker autom teller machin monday reduc thirdquart fullyear earn forecast absorb\n",
      "\n",
      "Original Text: Nortel financial filings could be delayed into 2005 Less than a week after it launched a media blitz to boost its image, Nortel Networks Ltd. postponed yet again the release of its financial statements, underlining the company #39;s challenges to steer out of the \n",
      "Lowercased Text: nortel financial filings could be delayed into 2005 less than a week after it launched a media blitz to boost its image, nortel networks ltd. postponed yet again the release of its financial statements, underlining the company #39;s challenges to steer out of the \n",
      "Removed URLs: nortel financial filings could be delayed into 2005 less than a week after it launched a media blitz to boost its image, nortel networks ltd. postponed yet again the release of its financial statements, underlining the company #39;s challenges to steer out of the \n",
      "Removed HTML Tags: nortel financial filings could be delayed into 2005 less than a week after it launched a media blitz to boost its image, nortel networks ltd. postponed yet again the release of its financial statements, underlining the company #39;s challenges to steer out of the \n",
      "Removed Special Characters: nortel financial filings could be delayed into  less than a week after it launched a media blitz to boost its image nortel networks ltd postponed yet again the release of its financial statements underlining the company s challenges to steer out of the \n",
      "Tokens: ['nortel', 'financial', 'filings', 'could', 'be', 'delayed', 'into', 'less', 'than', 'a', 'week', 'after', 'it', 'launched', 'a', 'media', 'blitz', 'to', 'boost', 'its', 'image', 'nortel', 'networks', 'ltd', 'postponed', 'yet', 'again', 'the', 'release', 'of', 'its', 'financial', 'statements', 'underlining', 'the', 'company', 's', 'challenges', 'to', 'steer', 'out', 'of', 'the']\n",
      "Removed Stopwords: ['nortel', 'financial', 'filings', 'could', 'delayed', 'less', 'week', 'launched', 'media', 'blitz', 'boost', 'image', 'nortel', 'networks', 'ltd', 'postponed', 'yet', 'release', 'financial', 'statements', 'underlining', 'company', 'challenges', 'steer']\n",
      "Stemmed Tokens: ['nortel', 'financi', 'file', 'could', 'delay', 'less', 'week', 'launch', 'media', 'blitz', 'boost', 'imag', 'nortel', 'network', 'ltd', 'postpon', 'yet', 'releas', 'financi', 'statement', 'underlin', 'compani', 'challeng', 'steer']\n",
      "Final Preprocessed Text: nortel financi file could delay less week launch media blitz boost imag nortel network ltd postpon yet releas financi statement underlin compani challeng steer\n",
      "\n",
      "Original Text: Crude oil prices near continued march toward symbolic \\$50 US level Crude oil prices neared their all-time record high of \\$49.40 US as supply fears in Iraq and other key producers pushed up early trade Monday, while the market took stock of hurricane Ivan #39;s impact on oil rigs in the Gulf of Mexico.\n",
      "Lowercased Text: crude oil prices near continued march toward symbolic \\$50 us level crude oil prices neared their all-time record high of \\$49.40 us as supply fears in iraq and other key producers pushed up early trade monday, while the market took stock of hurricane ivan #39;s impact on oil rigs in the gulf of mexico.\n",
      "Removed URLs: crude oil prices near continued march toward symbolic \\$50 us level crude oil prices neared their all-time record high of \\$49.40 us as supply fears in iraq and other key producers pushed up early trade monday, while the market took stock of hurricane ivan #39;s impact on oil rigs in the gulf of mexico.\n",
      "Removed HTML Tags: crude oil prices near continued march toward symbolic \\$50 us level crude oil prices neared their all-time record high of \\$49.40 us as supply fears in iraq and other key producers pushed up early trade monday, while the market took stock of hurricane ivan #39;s impact on oil rigs in the gulf of mexico.\n",
      "Removed Special Characters: crude oil prices near continued march toward symbolic  us level crude oil prices neared their alltime record high of  us as supply fears in iraq and other key producers pushed up early trade monday while the market took stock of hurricane ivan s impact on oil rigs in the gulf of mexico\n",
      "Tokens: ['crude', 'oil', 'prices', 'near', 'continued', 'march', 'toward', 'symbolic', 'us', 'level', 'crude', 'oil', 'prices', 'neared', 'their', 'alltime', 'record', 'high', 'of', 'us', 'as', 'supply', 'fears', 'in', 'iraq', 'and', 'other', 'key', 'producers', 'pushed', 'up', 'early', 'trade', 'monday', 'while', 'the', 'market', 'took', 'stock', 'of', 'hurricane', 'ivan', 's', 'impact', 'on', 'oil', 'rigs', 'in', 'the', 'gulf', 'of', 'mexico']\n",
      "Removed Stopwords: ['crude', 'oil', 'prices', 'near', 'continued', 'march', 'toward', 'symbolic', 'us', 'level', 'crude', 'oil', 'prices', 'neared', 'alltime', 'record', 'high', 'us', 'supply', 'fears', 'iraq', 'key', 'producers', 'pushed', 'early', 'trade', 'monday', 'market', 'took', 'stock', 'hurricane', 'ivan', 'impact', 'oil', 'rigs', 'gulf', 'mexico']\n",
      "Stemmed Tokens: ['crude', 'oil', 'price', 'near', 'continu', 'march', 'toward', 'symbol', 'us', 'level', 'crude', 'oil', 'price', 'near', 'alltim', 'record', 'high', 'us', 'suppli', 'fear', 'iraq', 'key', 'produc', 'push', 'earli', 'trade', 'monday', 'market', 'took', 'stock', 'hurrican', 'ivan', 'impact', 'oil', 'rig', 'gulf', 'mexico']\n",
      "Final Preprocessed Text: crude oil price near continu march toward symbol us level crude oil price near alltim record high us suppli fear iraq key produc push earli trade monday market took stock hurrican ivan impact oil rig gulf mexico\n",
      "\n",
      "Original Text: Clubbing Wet Seal A same-stores sales drop that's less crummy than expected can't fix this sick pup.\n",
      "Lowercased Text: clubbing wet seal a same-stores sales drop that's less crummy than expected can't fix this sick pup.\n",
      "Removed URLs: clubbing wet seal a same-stores sales drop that's less crummy than expected can't fix this sick pup.\n",
      "Removed HTML Tags: clubbing wet seal a same-stores sales drop that's less crummy than expected can't fix this sick pup.\n",
      "Removed Special Characters: clubbing wet seal a samestores sales drop thats less crummy than expected cant fix this sick pup\n",
      "Tokens: ['clubbing', 'wet', 'seal', 'a', 'samestores', 'sales', 'drop', 'thats', 'less', 'crummy', 'than', 'expected', 'cant', 'fix', 'this', 'sick', 'pup']\n",
      "Removed Stopwords: ['clubbing', 'wet', 'seal', 'samestores', 'sales', 'drop', 'thats', 'less', 'crummy', 'expected', 'cant', 'fix', 'sick', 'pup']\n",
      "Stemmed Tokens: ['club', 'wet', 'seal', 'samestor', 'sale', 'drop', 'that', 'less', 'crummi', 'expect', 'cant', 'fix', 'sick', 'pup']\n",
      "Final Preprocessed Text: club wet seal samestor sale drop that less crummi expect cant fix sick pup\n",
      "\n",
      "Original Text: Delta Pilots Ratify Concession Package  CHICAGO (Reuters) - Pilots at Delta Air Lines Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=DAL.N target=/stocks/quickinfo/fullquote\"&gt;DAL.N&lt;/A&gt;  on Thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Lowercased Text: delta pilots ratify concession package  chicago (reuters) - pilots at delta air lines inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=dal.n target=/stocks/quickinfo/fullquote\"&gt;dal.n&lt;/a&gt;  on thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Removed URLs: delta pilots ratify concession package  chicago (reuters) - pilots at delta air lines inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;dal.n&lt;/a&gt;  on thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Removed HTML Tags: delta pilots ratify concession package  chicago (reuters) - pilots at delta air lines inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;dal.n&lt;/a&gt;  on thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Removed Special Characters: delta pilots ratify concession package  chicago reuters  pilots at delta air lines inc lta href targetstocksquickinfofullquotegtdalnltagt  on thursday ratified a concession package that will save the  carrier  billion a year in a move the company hopes will buy  it time to restructure outside of bankruptcy\n",
      "Tokens: ['delta', 'pilots', 'ratify', 'concession', 'package', 'chicago', 'reuters', 'pilots', 'at', 'delta', 'air', 'lines', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtdalnltagt', 'on', 'thursday', 'ratified', 'a', 'concession', 'package', 'that', 'will', 'save', 'the', 'carrier', 'billion', 'a', 'year', 'in', 'a', 'move', 'the', 'company', 'hopes', 'will', 'buy', 'it', 'time', 'to', 'restructure', 'outside', 'of', 'bankruptcy']\n",
      "Removed Stopwords: ['delta', 'pilots', 'ratify', 'concession', 'package', 'chicago', 'reuters', 'pilots', 'delta', 'air', 'lines', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtdalnltagt', 'thursday', 'ratified', 'concession', 'package', 'save', 'carrier', 'billion', 'year', 'move', 'company', 'hopes', 'buy', 'time', 'restructure', 'outside', 'bankruptcy']\n",
      "Stemmed Tokens: ['delta', 'pilot', 'ratifi', 'concess', 'packag', 'chicago', 'reuter', 'pilot', 'delta', 'air', 'line', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtdalnltagt', 'thursday', 'ratifi', 'concess', 'packag', 'save', 'carrier', 'billion', 'year', 'move', 'compani', 'hope', 'buy', 'time', 'restructur', 'outsid', 'bankruptci']\n",
      "Final Preprocessed Text: delta pilot ratifi concess packag chicago reuter pilot delta air line inc lta href targetstocksquickinfofullquotegtdalnltagt thursday ratifi concess packag save carrier billion year move compani hope buy time restructur outsid bankruptci\n",
      "\n",
      "Original Text: Woman's death probed Public health officials are investigating why a 38-year-old woman died two weeks after undergoing gastric bypass surgery at Saint Anne's Hospital in Fall River. The hospital has stopped offering the surgery during the state probe and an internal review.\n",
      "Lowercased Text: woman's death probed public health officials are investigating why a 38-year-old woman died two weeks after undergoing gastric bypass surgery at saint anne's hospital in fall river. the hospital has stopped offering the surgery during the state probe and an internal review.\n",
      "Removed URLs: woman's death probed public health officials are investigating why a 38-year-old woman died two weeks after undergoing gastric bypass surgery at saint anne's hospital in fall river. the hospital has stopped offering the surgery during the state probe and an internal review.\n",
      "Removed HTML Tags: woman's death probed public health officials are investigating why a 38-year-old woman died two weeks after undergoing gastric bypass surgery at saint anne's hospital in fall river. the hospital has stopped offering the surgery during the state probe and an internal review.\n",
      "Removed Special Characters: womans death probed public health officials are investigating why a yearold woman died two weeks after undergoing gastric bypass surgery at saint annes hospital in fall river the hospital has stopped offering the surgery during the state probe and an internal review\n",
      "Tokens: ['womans', 'death', 'probed', 'public', 'health', 'officials', 'are', 'investigating', 'why', 'a', 'yearold', 'woman', 'died', 'two', 'weeks', 'after', 'undergoing', 'gastric', 'bypass', 'surgery', 'at', 'saint', 'annes', 'hospital', 'in', 'fall', 'river', 'the', 'hospital', 'has', 'stopped', 'offering', 'the', 'surgery', 'during', 'the', 'state', 'probe', 'and', 'an', 'internal', 'review']\n",
      "Removed Stopwords: ['womans', 'death', 'probed', 'public', 'health', 'officials', 'investigating', 'yearold', 'woman', 'died', 'two', 'weeks', 'undergoing', 'gastric', 'bypass', 'surgery', 'saint', 'annes', 'hospital', 'fall', 'river', 'hospital', 'stopped', 'offering', 'surgery', 'state', 'probe', 'internal', 'review']\n",
      "Stemmed Tokens: ['woman', 'death', 'probe', 'public', 'health', 'offici', 'investig', 'yearold', 'woman', 'die', 'two', 'week', 'undergo', 'gastric', 'bypass', 'surgeri', 'saint', 'ann', 'hospit', 'fall', 'river', 'hospit', 'stop', 'offer', 'surgeri', 'state', 'probe', 'intern', 'review']\n",
      "Final Preprocessed Text: woman death probe public health offici investig yearold woman die two week undergo gastric bypass surgeri saint ann hospit fall river hospit stop offer surgeri state probe intern review\n",
      "\n",
      "Original Text: Oil Hits \\$46 as YUKOS Cuts China Supply  LONDON (Reuters) - Oil prices hit \\$46 on Monday after  Russia's YUKOS suspended some oil exports to China and concern  lingered over storm-related supply disruptions into the United  States.\n",
      "Lowercased Text: oil hits \\$46 as yukos cuts china supply  london (reuters) - oil prices hit \\$46 on monday after  russia's yukos suspended some oil exports to china and concern  lingered over storm-related supply disruptions into the united  states.\n",
      "Removed URLs: oil hits \\$46 as yukos cuts china supply  london (reuters) - oil prices hit \\$46 on monday after  russia's yukos suspended some oil exports to china and concern  lingered over storm-related supply disruptions into the united  states.\n",
      "Removed HTML Tags: oil hits \\$46 as yukos cuts china supply  london (reuters) - oil prices hit \\$46 on monday after  russia's yukos suspended some oil exports to china and concern  lingered over storm-related supply disruptions into the united  states.\n",
      "Removed Special Characters: oil hits  as yukos cuts china supply  london reuters  oil prices hit  on monday after  russias yukos suspended some oil exports to china and concern  lingered over stormrelated supply disruptions into the united  states\n",
      "Tokens: ['oil', 'hits', 'as', 'yukos', 'cuts', 'china', 'supply', 'london', 'reuters', 'oil', 'prices', 'hit', 'on', 'monday', 'after', 'russias', 'yukos', 'suspended', 'some', 'oil', 'exports', 'to', 'china', 'and', 'concern', 'lingered', 'over', 'stormrelated', 'supply', 'disruptions', 'into', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['oil', 'hits', 'yukos', 'cuts', 'china', 'supply', 'london', 'reuters', 'oil', 'prices', 'hit', 'monday', 'russias', 'yukos', 'suspended', 'oil', 'exports', 'china', 'concern', 'lingered', 'stormrelated', 'supply', 'disruptions', 'united', 'states']\n",
      "Stemmed Tokens: ['oil', 'hit', 'yuko', 'cut', 'china', 'suppli', 'london', 'reuter', 'oil', 'price', 'hit', 'monday', 'russia', 'yuko', 'suspend', 'oil', 'export', 'china', 'concern', 'linger', 'stormrel', 'suppli', 'disrupt', 'unit', 'state']\n",
      "Final Preprocessed Text: oil hit yuko cut china suppli london reuter oil price hit monday russia yuko suspend oil export china concern linger stormrel suppli disrupt unit state\n",
      "\n",
      "Original Text: CEO quits at world's top maker of trains Paul Tellier stepped down as president and chief executive of Bombardier Inc. yesterday, surprising investors and sending the train and plane maker's shares down as much as 26 percent to a 10-year low.\n",
      "Lowercased Text: ceo quits at world's top maker of trains paul tellier stepped down as president and chief executive of bombardier inc. yesterday, surprising investors and sending the train and plane maker's shares down as much as 26 percent to a 10-year low.\n",
      "Removed URLs: ceo quits at world's top maker of trains paul tellier stepped down as president and chief executive of bombardier inc. yesterday, surprising investors and sending the train and plane maker's shares down as much as 26 percent to a 10-year low.\n",
      "Removed HTML Tags: ceo quits at world's top maker of trains paul tellier stepped down as president and chief executive of bombardier inc. yesterday, surprising investors and sending the train and plane maker's shares down as much as 26 percent to a 10-year low.\n",
      "Removed Special Characters: ceo quits at worlds top maker of trains paul tellier stepped down as president and chief executive of bombardier inc yesterday surprising investors and sending the train and plane makers shares down as much as  percent to a year low\n",
      "Tokens: ['ceo', 'quits', 'at', 'worlds', 'top', 'maker', 'of', 'trains', 'paul', 'tellier', 'stepped', 'down', 'as', 'president', 'and', 'chief', 'executive', 'of', 'bombardier', 'inc', 'yesterday', 'surprising', 'investors', 'and', 'sending', 'the', 'train', 'and', 'plane', 'makers', 'shares', 'down', 'as', 'much', 'as', 'percent', 'to', 'a', 'year', 'low']\n",
      "Removed Stopwords: ['ceo', 'quits', 'worlds', 'top', 'maker', 'trains', 'paul', 'tellier', 'stepped', 'president', 'chief', 'executive', 'bombardier', 'inc', 'yesterday', 'surprising', 'investors', 'sending', 'train', 'plane', 'makers', 'shares', 'much', 'percent', 'year', 'low']\n",
      "Stemmed Tokens: ['ceo', 'quit', 'world', 'top', 'maker', 'train', 'paul', 'tellier', 'step', 'presid', 'chief', 'execut', 'bombardi', 'inc', 'yesterday', 'surpris', 'investor', 'send', 'train', 'plane', 'maker', 'share', 'much', 'percent', 'year', 'low']\n",
      "Final Preprocessed Text: ceo quit world top maker train paul tellier step presid chief execut bombardi inc yesterday surpris investor send train plane maker share much percent year low\n",
      "\n",
      "Original Text: EU, Japan Win WTO Approval to Impose Duties on US (Update2) The European Union, Japan and Brazil won World Trade Organization backing to impose tariffs on US imports after Congress failed to end illegal corporate subsidies worth \\$850 million since 2001.\n",
      "Lowercased Text: eu, japan win wto approval to impose duties on us (update2) the european union, japan and brazil won world trade organization backing to impose tariffs on us imports after congress failed to end illegal corporate subsidies worth \\$850 million since 2001.\n",
      "Removed URLs: eu, japan win wto approval to impose duties on us (update2) the european union, japan and brazil won world trade organization backing to impose tariffs on us imports after congress failed to end illegal corporate subsidies worth \\$850 million since 2001.\n",
      "Removed HTML Tags: eu, japan win wto approval to impose duties on us (update2) the european union, japan and brazil won world trade organization backing to impose tariffs on us imports after congress failed to end illegal corporate subsidies worth \\$850 million since 2001.\n",
      "Removed Special Characters: eu japan win wto approval to impose duties on us update the european union japan and brazil won world trade organization backing to impose tariffs on us imports after congress failed to end illegal corporate subsidies worth  million since \n",
      "Tokens: ['eu', 'japan', 'win', 'wto', 'approval', 'to', 'impose', 'duties', 'on', 'us', 'update', 'the', 'european', 'union', 'japan', 'and', 'brazil', 'won', 'world', 'trade', 'organization', 'backing', 'to', 'impose', 'tariffs', 'on', 'us', 'imports', 'after', 'congress', 'failed', 'to', 'end', 'illegal', 'corporate', 'subsidies', 'worth', 'million', 'since']\n",
      "Removed Stopwords: ['eu', 'japan', 'win', 'wto', 'approval', 'impose', 'duties', 'us', 'update', 'european', 'union', 'japan', 'brazil', 'world', 'trade', 'organization', 'backing', 'impose', 'tariffs', 'us', 'imports', 'congress', 'failed', 'end', 'illegal', 'corporate', 'subsidies', 'worth', 'million', 'since']\n",
      "Stemmed Tokens: ['eu', 'japan', 'win', 'wto', 'approv', 'impos', 'duti', 'us', 'updat', 'european', 'union', 'japan', 'brazil', 'world', 'trade', 'organ', 'back', 'impos', 'tariff', 'us', 'import', 'congress', 'fail', 'end', 'illeg', 'corpor', 'subsidi', 'worth', 'million', 'sinc']\n",
      "Final Preprocessed Text: eu japan win wto approv impos duti us updat european union japan brazil world trade organ back impos tariff us import congress fail end illeg corpor subsidi worth million sinc\n",
      "\n",
      "Original Text: Skyboxes May Reach A Limit Verizon Communications Inc. would seem to be a prime candidate to snap up a luxury suite at the \\$440 million ballpark being planned for Washington's Major League Baseball team.\n",
      "Lowercased Text: skyboxes may reach a limit verizon communications inc. would seem to be a prime candidate to snap up a luxury suite at the \\$440 million ballpark being planned for washington's major league baseball team.\n",
      "Removed URLs: skyboxes may reach a limit verizon communications inc. would seem to be a prime candidate to snap up a luxury suite at the \\$440 million ballpark being planned for washington's major league baseball team.\n",
      "Removed HTML Tags: skyboxes may reach a limit verizon communications inc. would seem to be a prime candidate to snap up a luxury suite at the \\$440 million ballpark being planned for washington's major league baseball team.\n",
      "Removed Special Characters: skyboxes may reach a limit verizon communications inc would seem to be a prime candidate to snap up a luxury suite at the  million ballpark being planned for washingtons major league baseball team\n",
      "Tokens: ['skyboxes', 'may', 'reach', 'a', 'limit', 'verizon', 'communications', 'inc', 'would', 'seem', 'to', 'be', 'a', 'prime', 'candidate', 'to', 'snap', 'up', 'a', 'luxury', 'suite', 'at', 'the', 'million', 'ballpark', 'being', 'planned', 'for', 'washingtons', 'major', 'league', 'baseball', 'team']\n",
      "Removed Stopwords: ['skyboxes', 'may', 'reach', 'limit', 'verizon', 'communications', 'inc', 'would', 'seem', 'prime', 'candidate', 'snap', 'luxury', 'suite', 'million', 'ballpark', 'planned', 'washingtons', 'major', 'league', 'baseball', 'team']\n",
      "Stemmed Tokens: ['skybox', 'may', 'reach', 'limit', 'verizon', 'commun', 'inc', 'would', 'seem', 'prime', 'candid', 'snap', 'luxuri', 'suit', 'million', 'ballpark', 'plan', 'washington', 'major', 'leagu', 'basebal', 'team']\n",
      "Final Preprocessed Text: skybox may reach limit verizon commun inc would seem prime candid snap luxuri suit million ballpark plan washington major leagu basebal team\n",
      "\n",
      "Original Text: Wal-Mart Move Ominous Sign for Retailers (AP) AP - Weaker-than-expected holiday shopping forced Wal-Mart Stores Inc. on Saturday to cut its projected sales increase for November by more than half, an ominous announcement for retailers as their busiest time of year begins.\n",
      "Lowercased Text: wal-mart move ominous sign for retailers (ap) ap - weaker-than-expected holiday shopping forced wal-mart stores inc. on saturday to cut its projected sales increase for november by more than half, an ominous announcement for retailers as their busiest time of year begins.\n",
      "Removed URLs: wal-mart move ominous sign for retailers (ap) ap - weaker-than-expected holiday shopping forced wal-mart stores inc. on saturday to cut its projected sales increase for november by more than half, an ominous announcement for retailers as their busiest time of year begins.\n",
      "Removed HTML Tags: wal-mart move ominous sign for retailers (ap) ap - weaker-than-expected holiday shopping forced wal-mart stores inc. on saturday to cut its projected sales increase for november by more than half, an ominous announcement for retailers as their busiest time of year begins.\n",
      "Removed Special Characters: walmart move ominous sign for retailers ap ap  weakerthanexpected holiday shopping forced walmart stores inc on saturday to cut its projected sales increase for november by more than half an ominous announcement for retailers as their busiest time of year begins\n",
      "Tokens: ['walmart', 'move', 'ominous', 'sign', 'for', 'retailers', 'ap', 'ap', 'weakerthanexpected', 'holiday', 'shopping', 'forced', 'walmart', 'stores', 'inc', 'on', 'saturday', 'to', 'cut', 'its', 'projected', 'sales', 'increase', 'for', 'november', 'by', 'more', 'than', 'half', 'an', 'ominous', 'announcement', 'for', 'retailers', 'as', 'their', 'busiest', 'time', 'of', 'year', 'begins']\n",
      "Removed Stopwords: ['walmart', 'move', 'ominous', 'sign', 'retailers', 'ap', 'ap', 'weakerthanexpected', 'holiday', 'shopping', 'forced', 'walmart', 'stores', 'inc', 'saturday', 'cut', 'projected', 'sales', 'increase', 'november', 'half', 'ominous', 'announcement', 'retailers', 'busiest', 'time', 'year', 'begins']\n",
      "Stemmed Tokens: ['walmart', 'move', 'omin', 'sign', 'retail', 'ap', 'ap', 'weakerthanexpect', 'holiday', 'shop', 'forc', 'walmart', 'store', 'inc', 'saturday', 'cut', 'project', 'sale', 'increas', 'novemb', 'half', 'omin', 'announc', 'retail', 'busiest', 'time', 'year', 'begin']\n",
      "Final Preprocessed Text: walmart move omin sign retail ap ap weakerthanexpect holiday shop forc walmart store inc saturday cut project sale increas novemb half omin announc retail busiest time year begin\n",
      "\n",
      "Original Text: Holiday Shoppers Off to a Fast Start Holiday shoppers spent 10 percent more Friday than they did a year ago, according to early reports, but Wal-Mart Stores Inc. dampened hopes for a strong start to the key retail season by \n",
      "Lowercased Text: holiday shoppers off to a fast start holiday shoppers spent 10 percent more friday than they did a year ago, according to early reports, but wal-mart stores inc. dampened hopes for a strong start to the key retail season by \n",
      "Removed URLs: holiday shoppers off to a fast start holiday shoppers spent 10 percent more friday than they did a year ago, according to early reports, but wal-mart stores inc. dampened hopes for a strong start to the key retail season by \n",
      "Removed HTML Tags: holiday shoppers off to a fast start holiday shoppers spent 10 percent more friday than they did a year ago, according to early reports, but wal-mart stores inc. dampened hopes for a strong start to the key retail season by \n",
      "Removed Special Characters: holiday shoppers off to a fast start holiday shoppers spent  percent more friday than they did a year ago according to early reports but walmart stores inc dampened hopes for a strong start to the key retail season by \n",
      "Tokens: ['holiday', 'shoppers', 'off', 'to', 'a', 'fast', 'start', 'holiday', 'shoppers', 'spent', 'percent', 'more', 'friday', 'than', 'they', 'did', 'a', 'year', 'ago', 'according', 'to', 'early', 'reports', 'but', 'walmart', 'stores', 'inc', 'dampened', 'hopes', 'for', 'a', 'strong', 'start', 'to', 'the', 'key', 'retail', 'season', 'by']\n",
      "Removed Stopwords: ['holiday', 'shoppers', 'fast', 'start', 'holiday', 'shoppers', 'spent', 'percent', 'friday', 'year', 'ago', 'according', 'early', 'reports', 'walmart', 'stores', 'inc', 'dampened', 'hopes', 'strong', 'start', 'key', 'retail', 'season']\n",
      "Stemmed Tokens: ['holiday', 'shopper', 'fast', 'start', 'holiday', 'shopper', 'spent', 'percent', 'friday', 'year', 'ago', 'accord', 'earli', 'report', 'walmart', 'store', 'inc', 'dampen', 'hope', 'strong', 'start', 'key', 'retail', 'season']\n",
      "Final Preprocessed Text: holiday shopper fast start holiday shopper spent percent friday year ago accord earli report walmart store inc dampen hope strong start key retail season\n",
      "\n",
      "Original Text: CAT and AstraZeneca enter \\$175m collaboration AstraZeneca intends to invest over 120m in Cambridge Antibody Technology (CAT) through an innovative five-year research collaboration and a 75m equity \n",
      "Lowercased Text: cat and astrazeneca enter \\$175m collaboration astrazeneca intends to invest over 120m in cambridge antibody technology (cat) through an innovative five-year research collaboration and a 75m equity \n",
      "Removed URLs: cat and astrazeneca enter \\$175m collaboration astrazeneca intends to invest over 120m in cambridge antibody technology (cat) through an innovative five-year research collaboration and a 75m equity \n",
      "Removed HTML Tags: cat and astrazeneca enter \\$175m collaboration astrazeneca intends to invest over 120m in cambridge antibody technology (cat) through an innovative five-year research collaboration and a 75m equity \n",
      "Removed Special Characters: cat and astrazeneca enter m collaboration astrazeneca intends to invest over m in cambridge antibody technology cat through an innovative fiveyear research collaboration and a m equity \n",
      "Tokens: ['cat', 'and', 'astrazeneca', 'enter', 'm', 'collaboration', 'astrazeneca', 'intends', 'to', 'invest', 'over', 'm', 'in', 'cambridge', 'antibody', 'technology', 'cat', 'through', 'an', 'innovative', 'fiveyear', 'research', 'collaboration', 'and', 'a', 'm', 'equity']\n",
      "Removed Stopwords: ['cat', 'astrazeneca', 'enter', 'collaboration', 'astrazeneca', 'intends', 'invest', 'cambridge', 'antibody', 'technology', 'cat', 'innovative', 'fiveyear', 'research', 'collaboration', 'equity']\n",
      "Stemmed Tokens: ['cat', 'astrazeneca', 'enter', 'collabor', 'astrazeneca', 'intend', 'invest', 'cambridg', 'antibodi', 'technolog', 'cat', 'innov', 'fiveyear', 'research', 'collabor', 'equiti']\n",
      "Final Preprocessed Text: cat astrazeneca enter collabor astrazeneca intend invest cambridg antibodi technolog cat innov fiveyear research collabor equiti\n",
      "\n",
      "Original Text: Update 3: LNM to Buy ISG for \\$4.5B in Cash, Stock A privately-owned Dutch steelmaker headed by billionaire Lakshmi Mittal is buying US-based International Steel Group Inc. for about \\$4.\n",
      "Lowercased Text: update 3: lnm to buy isg for \\$4.5b in cash, stock a privately-owned dutch steelmaker headed by billionaire lakshmi mittal is buying us-based international steel group inc. for about \\$4.\n",
      "Removed URLs: update 3: lnm to buy isg for \\$4.5b in cash, stock a privately-owned dutch steelmaker headed by billionaire lakshmi mittal is buying us-based international steel group inc. for about \\$4.\n",
      "Removed HTML Tags: update 3: lnm to buy isg for \\$4.5b in cash, stock a privately-owned dutch steelmaker headed by billionaire lakshmi mittal is buying us-based international steel group inc. for about \\$4.\n",
      "Removed Special Characters: update  lnm to buy isg for b in cash stock a privatelyowned dutch steelmaker headed by billionaire lakshmi mittal is buying usbased international steel group inc for about \n",
      "Tokens: ['update', 'lnm', 'to', 'buy', 'isg', 'for', 'b', 'in', 'cash', 'stock', 'a', 'privatelyowned', 'dutch', 'steelmaker', 'headed', 'by', 'billionaire', 'lakshmi', 'mittal', 'is', 'buying', 'usbased', 'international', 'steel', 'group', 'inc', 'for', 'about']\n",
      "Removed Stopwords: ['update', 'lnm', 'buy', 'isg', 'b', 'cash', 'stock', 'privatelyowned', 'dutch', 'steelmaker', 'headed', 'billionaire', 'lakshmi', 'mittal', 'buying', 'usbased', 'international', 'steel', 'group', 'inc']\n",
      "Stemmed Tokens: ['updat', 'lnm', 'buy', 'isg', 'b', 'cash', 'stock', 'privatelyown', 'dutch', 'steelmak', 'head', 'billionair', 'lakshmi', 'mittal', 'buy', 'usbas', 'intern', 'steel', 'group', 'inc']\n",
      "Final Preprocessed Text: updat lnm buy isg b cash stock privatelyown dutch steelmak head billionair lakshmi mittal buy usbas intern steel group inc\n",
      "\n",
      "Original Text: Crude oil prices continue decline Crude oil fell to the lowest price in almost two months after Iran, OPEC #39;s second-biggest oil producer, said it would stop enriching uranium to ward off US calls for sanctions.\n",
      "Lowercased Text: crude oil prices continue decline crude oil fell to the lowest price in almost two months after iran, opec #39;s second-biggest oil producer, said it would stop enriching uranium to ward off us calls for sanctions.\n",
      "Removed URLs: crude oil prices continue decline crude oil fell to the lowest price in almost two months after iran, opec #39;s second-biggest oil producer, said it would stop enriching uranium to ward off us calls for sanctions.\n",
      "Removed HTML Tags: crude oil prices continue decline crude oil fell to the lowest price in almost two months after iran, opec #39;s second-biggest oil producer, said it would stop enriching uranium to ward off us calls for sanctions.\n",
      "Removed Special Characters: crude oil prices continue decline crude oil fell to the lowest price in almost two months after iran opec s secondbiggest oil producer said it would stop enriching uranium to ward off us calls for sanctions\n",
      "Tokens: ['crude', 'oil', 'prices', 'continue', 'decline', 'crude', 'oil', 'fell', 'to', 'the', 'lowest', 'price', 'in', 'almost', 'two', 'months', 'after', 'iran', 'opec', 's', 'secondbiggest', 'oil', 'producer', 'said', 'it', 'would', 'stop', 'enriching', 'uranium', 'to', 'ward', 'off', 'us', 'calls', 'for', 'sanctions']\n",
      "Removed Stopwords: ['crude', 'oil', 'prices', 'continue', 'decline', 'crude', 'oil', 'fell', 'lowest', 'price', 'almost', 'two', 'months', 'iran', 'opec', 'secondbiggest', 'oil', 'producer', 'said', 'would', 'stop', 'enriching', 'uranium', 'ward', 'us', 'calls', 'sanctions']\n",
      "Stemmed Tokens: ['crude', 'oil', 'price', 'continu', 'declin', 'crude', 'oil', 'fell', 'lowest', 'price', 'almost', 'two', 'month', 'iran', 'opec', 'secondbiggest', 'oil', 'produc', 'said', 'would', 'stop', 'enrich', 'uranium', 'ward', 'us', 'call', 'sanction']\n",
      "Final Preprocessed Text: crude oil price continu declin crude oil fell lowest price almost two month iran opec secondbiggest oil produc said would stop enrich uranium ward us call sanction\n",
      "\n",
      "Original Text: Clouds darken PeopleSoft conference SAN FRANCISCO -- PeopleSoft Inc. is trying to create a party-like atmosphere at its annual customer conference, but this week's gathering may feel more like a wake with rival Oracle Corp.'s \\$7.7 billion takeover bid looming larger than ever.\n",
      "Lowercased Text: clouds darken peoplesoft conference san francisco -- peoplesoft inc. is trying to create a party-like atmosphere at its annual customer conference, but this week's gathering may feel more like a wake with rival oracle corp.'s \\$7.7 billion takeover bid looming larger than ever.\n",
      "Removed URLs: clouds darken peoplesoft conference san francisco -- peoplesoft inc. is trying to create a party-like atmosphere at its annual customer conference, but this week's gathering may feel more like a wake with rival oracle corp.'s \\$7.7 billion takeover bid looming larger than ever.\n",
      "Removed HTML Tags: clouds darken peoplesoft conference san francisco -- peoplesoft inc. is trying to create a party-like atmosphere at its annual customer conference, but this week's gathering may feel more like a wake with rival oracle corp.'s \\$7.7 billion takeover bid looming larger than ever.\n",
      "Removed Special Characters: clouds darken peoplesoft conference san francisco  peoplesoft inc is trying to create a partylike atmosphere at its annual customer conference but this weeks gathering may feel more like a wake with rival oracle corps  billion takeover bid looming larger than ever\n",
      "Tokens: ['clouds', 'darken', 'peoplesoft', 'conference', 'san', 'francisco', 'peoplesoft', 'inc', 'is', 'trying', 'to', 'create', 'a', 'partylike', 'atmosphere', 'at', 'its', 'annual', 'customer', 'conference', 'but', 'this', 'weeks', 'gathering', 'may', 'feel', 'more', 'like', 'a', 'wake', 'with', 'rival', 'oracle', 'corps', 'billion', 'takeover', 'bid', 'looming', 'larger', 'than', 'ever']\n",
      "Removed Stopwords: ['clouds', 'darken', 'peoplesoft', 'conference', 'san', 'francisco', 'peoplesoft', 'inc', 'trying', 'create', 'partylike', 'atmosphere', 'annual', 'customer', 'conference', 'weeks', 'gathering', 'may', 'feel', 'like', 'wake', 'rival', 'oracle', 'corps', 'billion', 'takeover', 'bid', 'looming', 'larger', 'ever']\n",
      "Stemmed Tokens: ['cloud', 'darken', 'peoplesoft', 'confer', 'san', 'francisco', 'peoplesoft', 'inc', 'tri', 'creat', 'partylik', 'atmospher', 'annual', 'custom', 'confer', 'week', 'gather', 'may', 'feel', 'like', 'wake', 'rival', 'oracl', 'corp', 'billion', 'takeov', 'bid', 'loom', 'larger', 'ever']\n",
      "Final Preprocessed Text: cloud darken peoplesoft confer san francisco peoplesoft inc tri creat partylik atmospher annual custom confer week gather may feel like wake rival oracl corp billion takeov bid loom larger ever\n",
      "\n",
      "Original Text: Stocks Open Higher, Shrug Off Oil Spike  NEW YORK (Reuters) - U.S. stocks opened higher on Tuesday,  with beaten down shares offering bargains to investors and oil  producer stocks bolstered by crude oil prices breaking through  the \\$50 a barrel mark.\n",
      "Lowercased Text: stocks open higher, shrug off oil spike  new york (reuters) - u.s. stocks opened higher on tuesday,  with beaten down shares offering bargains to investors and oil  producer stocks bolstered by crude oil prices breaking through  the \\$50 a barrel mark.\n",
      "Removed URLs: stocks open higher, shrug off oil spike  new york (reuters) - u.s. stocks opened higher on tuesday,  with beaten down shares offering bargains to investors and oil  producer stocks bolstered by crude oil prices breaking through  the \\$50 a barrel mark.\n",
      "Removed HTML Tags: stocks open higher, shrug off oil spike  new york (reuters) - u.s. stocks opened higher on tuesday,  with beaten down shares offering bargains to investors and oil  producer stocks bolstered by crude oil prices breaking through  the \\$50 a barrel mark.\n",
      "Removed Special Characters: stocks open higher shrug off oil spike  new york reuters  us stocks opened higher on tuesday  with beaten down shares offering bargains to investors and oil  producer stocks bolstered by crude oil prices breaking through  the  a barrel mark\n",
      "Tokens: ['stocks', 'open', 'higher', 'shrug', 'off', 'oil', 'spike', 'new', 'york', 'reuters', 'us', 'stocks', 'opened', 'higher', 'on', 'tuesday', 'with', 'beaten', 'down', 'shares', 'offering', 'bargains', 'to', 'investors', 'and', 'oil', 'producer', 'stocks', 'bolstered', 'by', 'crude', 'oil', 'prices', 'breaking', 'through', 'the', 'a', 'barrel', 'mark']\n",
      "Removed Stopwords: ['stocks', 'open', 'higher', 'shrug', 'oil', 'spike', 'new', 'york', 'reuters', 'us', 'stocks', 'opened', 'higher', 'tuesday', 'beaten', 'shares', 'offering', 'bargains', 'investors', 'oil', 'producer', 'stocks', 'bolstered', 'crude', 'oil', 'prices', 'breaking', 'barrel', 'mark']\n",
      "Stemmed Tokens: ['stock', 'open', 'higher', 'shrug', 'oil', 'spike', 'new', 'york', 'reuter', 'us', 'stock', 'open', 'higher', 'tuesday', 'beaten', 'share', 'offer', 'bargain', 'investor', 'oil', 'produc', 'stock', 'bolster', 'crude', 'oil', 'price', 'break', 'barrel', 'mark']\n",
      "Final Preprocessed Text: stock open higher shrug oil spike new york reuter us stock open higher tuesday beaten share offer bargain investor oil produc stock bolster crude oil price break barrel mark\n",
      "\n",
      "Original Text: Yukos to vote on bankruptcy Yukos warned yesterday it could declare bankruptcy within months following fresh tax claims that could leave Russia #39;s biggest oil company facing an astronomical bill of \\$17 billion (R104 billion).\n",
      "Lowercased Text: yukos to vote on bankruptcy yukos warned yesterday it could declare bankruptcy within months following fresh tax claims that could leave russia #39;s biggest oil company facing an astronomical bill of \\$17 billion (r104 billion).\n",
      "Removed URLs: yukos to vote on bankruptcy yukos warned yesterday it could declare bankruptcy within months following fresh tax claims that could leave russia #39;s biggest oil company facing an astronomical bill of \\$17 billion (r104 billion).\n",
      "Removed HTML Tags: yukos to vote on bankruptcy yukos warned yesterday it could declare bankruptcy within months following fresh tax claims that could leave russia #39;s biggest oil company facing an astronomical bill of \\$17 billion (r104 billion).\n",
      "Removed Special Characters: yukos to vote on bankruptcy yukos warned yesterday it could declare bankruptcy within months following fresh tax claims that could leave russia s biggest oil company facing an astronomical bill of  billion r billion\n",
      "Tokens: ['yukos', 'to', 'vote', 'on', 'bankruptcy', 'yukos', 'warned', 'yesterday', 'it', 'could', 'declare', 'bankruptcy', 'within', 'months', 'following', 'fresh', 'tax', 'claims', 'that', 'could', 'leave', 'russia', 's', 'biggest', 'oil', 'company', 'facing', 'an', 'astronomical', 'bill', 'of', 'billion', 'r', 'billion']\n",
      "Removed Stopwords: ['yukos', 'vote', 'bankruptcy', 'yukos', 'warned', 'yesterday', 'could', 'declare', 'bankruptcy', 'within', 'months', 'following', 'fresh', 'tax', 'claims', 'could', 'leave', 'russia', 'biggest', 'oil', 'company', 'facing', 'astronomical', 'bill', 'billion', 'r', 'billion']\n",
      "Stemmed Tokens: ['yuko', 'vote', 'bankruptci', 'yuko', 'warn', 'yesterday', 'could', 'declar', 'bankruptci', 'within', 'month', 'follow', 'fresh', 'tax', 'claim', 'could', 'leav', 'russia', 'biggest', 'oil', 'compani', 'face', 'astronom', 'bill', 'billion', 'r', 'billion']\n",
      "Final Preprocessed Text: yuko vote bankruptci yuko warn yesterday could declar bankruptci within month follow fresh tax claim could leav russia biggest oil compani face astronom bill billion r billion\n",
      "\n",
      "Original Text: White House May Pick Bernanke The White House, seeking a strong economic team to craft and sell key features of its second-term agenda, is considering tapping Federal Reserve Board member Ben S. Bernanke to serve as chairman \n",
      "Lowercased Text: white house may pick bernanke the white house, seeking a strong economic team to craft and sell key features of its second-term agenda, is considering tapping federal reserve board member ben s. bernanke to serve as chairman \n",
      "Removed URLs: white house may pick bernanke the white house, seeking a strong economic team to craft and sell key features of its second-term agenda, is considering tapping federal reserve board member ben s. bernanke to serve as chairman \n",
      "Removed HTML Tags: white house may pick bernanke the white house, seeking a strong economic team to craft and sell key features of its second-term agenda, is considering tapping federal reserve board member ben s. bernanke to serve as chairman \n",
      "Removed Special Characters: white house may pick bernanke the white house seeking a strong economic team to craft and sell key features of its secondterm agenda is considering tapping federal reserve board member ben s bernanke to serve as chairman \n",
      "Tokens: ['white', 'house', 'may', 'pick', 'bernanke', 'the', 'white', 'house', 'seeking', 'a', 'strong', 'economic', 'team', 'to', 'craft', 'and', 'sell', 'key', 'features', 'of', 'its', 'secondterm', 'agenda', 'is', 'considering', 'tapping', 'federal', 'reserve', 'board', 'member', 'ben', 's', 'bernanke', 'to', 'serve', 'as', 'chairman']\n",
      "Removed Stopwords: ['white', 'house', 'may', 'pick', 'bernanke', 'white', 'house', 'seeking', 'strong', 'economic', 'team', 'craft', 'sell', 'key', 'features', 'secondterm', 'agenda', 'considering', 'tapping', 'federal', 'reserve', 'board', 'member', 'ben', 'bernanke', 'serve', 'chairman']\n",
      "Stemmed Tokens: ['white', 'hous', 'may', 'pick', 'bernank', 'white', 'hous', 'seek', 'strong', 'econom', 'team', 'craft', 'sell', 'key', 'featur', 'secondterm', 'agenda', 'consid', 'tap', 'feder', 'reserv', 'board', 'member', 'ben', 'bernank', 'serv', 'chairman']\n",
      "Final Preprocessed Text: white hous may pick bernank white hous seek strong econom team craft sell key featur secondterm agenda consid tap feder reserv board member ben bernank serv chairman\n",
      "\n",
      "Original Text: IBM  #39;to sell PC business #39; IBM is reportedly in talks to sell its personal computer business. It would mark the end of an era for the company that brought the computer into the mainstream when it began selling its desktop PC to corporations and consumers in 1981.\n",
      "Lowercased Text: ibm  #39;to sell pc business #39; ibm is reportedly in talks to sell its personal computer business. it would mark the end of an era for the company that brought the computer into the mainstream when it began selling its desktop pc to corporations and consumers in 1981.\n",
      "Removed URLs: ibm  #39;to sell pc business #39; ibm is reportedly in talks to sell its personal computer business. it would mark the end of an era for the company that brought the computer into the mainstream when it began selling its desktop pc to corporations and consumers in 1981.\n",
      "Removed HTML Tags: ibm  #39;to sell pc business #39; ibm is reportedly in talks to sell its personal computer business. it would mark the end of an era for the company that brought the computer into the mainstream when it began selling its desktop pc to corporations and consumers in 1981.\n",
      "Removed Special Characters: ibm  to sell pc business  ibm is reportedly in talks to sell its personal computer business it would mark the end of an era for the company that brought the computer into the mainstream when it began selling its desktop pc to corporations and consumers in \n",
      "Tokens: ['ibm', 'to', 'sell', 'pc', 'business', 'ibm', 'is', 'reportedly', 'in', 'talks', 'to', 'sell', 'its', 'personal', 'computer', 'business', 'it', 'would', 'mark', 'the', 'end', 'of', 'an', 'era', 'for', 'the', 'company', 'that', 'brought', 'the', 'computer', 'into', 'the', 'mainstream', 'when', 'it', 'began', 'selling', 'its', 'desktop', 'pc', 'to', 'corporations', 'and', 'consumers', 'in']\n",
      "Removed Stopwords: ['ibm', 'sell', 'pc', 'business', 'ibm', 'reportedly', 'talks', 'sell', 'personal', 'computer', 'business', 'would', 'mark', 'end', 'era', 'company', 'brought', 'computer', 'mainstream', 'began', 'selling', 'desktop', 'pc', 'corporations', 'consumers']\n",
      "Stemmed Tokens: ['ibm', 'sell', 'pc', 'busi', 'ibm', 'reportedli', 'talk', 'sell', 'person', 'comput', 'busi', 'would', 'mark', 'end', 'era', 'compani', 'brought', 'comput', 'mainstream', 'began', 'sell', 'desktop', 'pc', 'corpor', 'consum']\n",
      "Final Preprocessed Text: ibm sell pc busi ibm reportedli talk sell person comput busi would mark end era compani brought comput mainstream began sell desktop pc corpor consum\n",
      "\n",
      "Original Text: Netflix, TiVo sign VoD alliance Netflix, the online DVD rental company, and TiVo yesterday said they will work together to deliver movies digitally down the wires, presumably specifically to the latter #39;s PVR equipment.\n",
      "Lowercased Text: netflix, tivo sign vod alliance netflix, the online dvd rental company, and tivo yesterday said they will work together to deliver movies digitally down the wires, presumably specifically to the latter #39;s pvr equipment.\n",
      "Removed URLs: netflix, tivo sign vod alliance netflix, the online dvd rental company, and tivo yesterday said they will work together to deliver movies digitally down the wires, presumably specifically to the latter #39;s pvr equipment.\n",
      "Removed HTML Tags: netflix, tivo sign vod alliance netflix, the online dvd rental company, and tivo yesterday said they will work together to deliver movies digitally down the wires, presumably specifically to the latter #39;s pvr equipment.\n",
      "Removed Special Characters: netflix tivo sign vod alliance netflix the online dvd rental company and tivo yesterday said they will work together to deliver movies digitally down the wires presumably specifically to the latter s pvr equipment\n",
      "Tokens: ['netflix', 'tivo', 'sign', 'vod', 'alliance', 'netflix', 'the', 'online', 'dvd', 'rental', 'company', 'and', 'tivo', 'yesterday', 'said', 'they', 'will', 'work', 'together', 'to', 'deliver', 'movies', 'digitally', 'down', 'the', 'wires', 'presumably', 'specifically', 'to', 'the', 'latter', 's', 'pvr', 'equipment']\n",
      "Removed Stopwords: ['netflix', 'tivo', 'sign', 'vod', 'alliance', 'netflix', 'online', 'dvd', 'rental', 'company', 'tivo', 'yesterday', 'said', 'work', 'together', 'deliver', 'movies', 'digitally', 'wires', 'presumably', 'specifically', 'latter', 'pvr', 'equipment']\n",
      "Stemmed Tokens: ['netflix', 'tivo', 'sign', 'vod', 'allianc', 'netflix', 'onlin', 'dvd', 'rental', 'compani', 'tivo', 'yesterday', 'said', 'work', 'togeth', 'deliv', 'movi', 'digit', 'wire', 'presum', 'specif', 'latter', 'pvr', 'equip']\n",
      "Final Preprocessed Text: netflix tivo sign vod allianc netflix onlin dvd rental compani tivo yesterday said work togeth deliv movi digit wire presum specif latter pvr equip\n",
      "\n",
      "Original Text: Growth cut THE Bank of England yesterday cut its forecast for UK economic growth next year to 2.5 per cent and said inflation could be below expectations.\n",
      "Lowercased Text: growth cut the bank of england yesterday cut its forecast for uk economic growth next year to 2.5 per cent and said inflation could be below expectations.\n",
      "Removed URLs: growth cut the bank of england yesterday cut its forecast for uk economic growth next year to 2.5 per cent and said inflation could be below expectations.\n",
      "Removed HTML Tags: growth cut the bank of england yesterday cut its forecast for uk economic growth next year to 2.5 per cent and said inflation could be below expectations.\n",
      "Removed Special Characters: growth cut the bank of england yesterday cut its forecast for uk economic growth next year to  per cent and said inflation could be below expectations\n",
      "Tokens: ['growth', 'cut', 'the', 'bank', 'of', 'england', 'yesterday', 'cut', 'its', 'forecast', 'for', 'uk', 'economic', 'growth', 'next', 'year', 'to', 'per', 'cent', 'and', 'said', 'inflation', 'could', 'be', 'below', 'expectations']\n",
      "Removed Stopwords: ['growth', 'cut', 'bank', 'england', 'yesterday', 'cut', 'forecast', 'uk', 'economic', 'growth', 'next', 'year', 'per', 'cent', 'said', 'inflation', 'could', 'expectations']\n",
      "Stemmed Tokens: ['growth', 'cut', 'bank', 'england', 'yesterday', 'cut', 'forecast', 'uk', 'econom', 'growth', 'next', 'year', 'per', 'cent', 'said', 'inflat', 'could', 'expect']\n",
      "Final Preprocessed Text: growth cut bank england yesterday cut forecast uk econom growth next year per cent said inflat could expect\n",
      "\n",
      "Original Text: UPDATE 2-Trump bondholders agree on recapitalization plan Trump Hotels  amp; Casino Resorts Inc. (DJTC.OB: Quote, Profile, Research) , which has been on the brink of bankruptcy, said on Thursday that a majority of bondholders have approved \n",
      "Lowercased Text: update 2-trump bondholders agree on recapitalization plan trump hotels  amp; casino resorts inc. (djtc.ob: quote, profile, research) , which has been on the brink of bankruptcy, said on thursday that a majority of bondholders have approved \n",
      "Removed URLs: update 2-trump bondholders agree on recapitalization plan trump hotels  amp; casino resorts inc. (djtc.ob: quote, profile, research) , which has been on the brink of bankruptcy, said on thursday that a majority of bondholders have approved \n",
      "Removed HTML Tags: update 2-trump bondholders agree on recapitalization plan trump hotels  amp; casino resorts inc. (djtc.ob: quote, profile, research) , which has been on the brink of bankruptcy, said on thursday that a majority of bondholders have approved \n",
      "Removed Special Characters: update trump bondholders agree on recapitalization plan trump hotels  amp casino resorts inc djtcob quote profile research  which has been on the brink of bankruptcy said on thursday that a majority of bondholders have approved \n",
      "Tokens: ['update', 'trump', 'bondholders', 'agree', 'on', 'recapitalization', 'plan', 'trump', 'hotels', 'amp', 'casino', 'resorts', 'inc', 'djtcob', 'quote', 'profile', 'research', 'which', 'has', 'been', 'on', 'the', 'brink', 'of', 'bankruptcy', 'said', 'on', 'thursday', 'that', 'a', 'majority', 'of', 'bondholders', 'have', 'approved']\n",
      "Removed Stopwords: ['update', 'trump', 'bondholders', 'agree', 'recapitalization', 'plan', 'trump', 'hotels', 'amp', 'casino', 'resorts', 'inc', 'djtcob', 'quote', 'profile', 'research', 'brink', 'bankruptcy', 'said', 'thursday', 'majority', 'bondholders', 'approved']\n",
      "Stemmed Tokens: ['updat', 'trump', 'bondhold', 'agre', 'recapit', 'plan', 'trump', 'hotel', 'amp', 'casino', 'resort', 'inc', 'djtcob', 'quot', 'profil', 'research', 'brink', 'bankruptci', 'said', 'thursday', 'major', 'bondhold', 'approv']\n",
      "Final Preprocessed Text: updat trump bondhold agre recapit plan trump hotel amp casino resort inc djtcob quot profil research brink bankruptci said thursday major bondhold approv\n",
      "\n",
      "Original Text: Ex-WorldCom CEO Wants Witness Immunity (Reuters) Reuters - Lawyers for former WorldCom  Chief\\Executive Bernard Ebbers are seeking immunity for two witnesses\\who they believe could clear their client of fraud charges\\related to the company's  #36;11 billion accounting scandal,\\according to court papers filed on Wednesday.\n",
      "Lowercased Text: ex-worldcom ceo wants witness immunity (reuters) reuters - lawyers for former worldcom  chief\\executive bernard ebbers are seeking immunity for two witnesses\\who they believe could clear their client of fraud charges\\related to the company's  #36;11 billion accounting scandal,\\according to court papers filed on wednesday.\n",
      "Removed URLs: ex-worldcom ceo wants witness immunity (reuters) reuters - lawyers for former worldcom  chief\\executive bernard ebbers are seeking immunity for two witnesses\\who they believe could clear their client of fraud charges\\related to the company's  #36;11 billion accounting scandal,\\according to court papers filed on wednesday.\n",
      "Removed HTML Tags: ex-worldcom ceo wants witness immunity (reuters) reuters - lawyers for former worldcom  chief\\executive bernard ebbers are seeking immunity for two witnesses\\who they believe could clear their client of fraud charges\\related to the company's  #36;11 billion accounting scandal,\\according to court papers filed on wednesday.\n",
      "Removed Special Characters: exworldcom ceo wants witness immunity reuters reuters  lawyers for former worldcom  chiefexecutive bernard ebbers are seeking immunity for two witnesseswho they believe could clear their client of fraud chargesrelated to the companys   billion accounting scandalaccording to court papers filed on wednesday\n",
      "Tokens: ['exworldcom', 'ceo', 'wants', 'witness', 'immunity', 'reuters', 'reuters', 'lawyers', 'for', 'former', 'worldcom', 'chiefexecutive', 'bernard', 'ebbers', 'are', 'seeking', 'immunity', 'for', 'two', 'witnesseswho', 'they', 'believe', 'could', 'clear', 'their', 'client', 'of', 'fraud', 'chargesrelated', 'to', 'the', 'companys', 'billion', 'accounting', 'scandalaccording', 'to', 'court', 'papers', 'filed', 'on', 'wednesday']\n",
      "Removed Stopwords: ['exworldcom', 'ceo', 'wants', 'witness', 'immunity', 'reuters', 'reuters', 'lawyers', 'former', 'worldcom', 'chiefexecutive', 'bernard', 'ebbers', 'seeking', 'immunity', 'two', 'witnesseswho', 'believe', 'could', 'clear', 'client', 'fraud', 'chargesrelated', 'companys', 'billion', 'accounting', 'scandalaccording', 'court', 'papers', 'filed', 'wednesday']\n",
      "Stemmed Tokens: ['exworldcom', 'ceo', 'want', 'wit', 'immun', 'reuter', 'reuter', 'lawyer', 'former', 'worldcom', 'chiefexecut', 'bernard', 'ebber', 'seek', 'immun', 'two', 'witnesseswho', 'believ', 'could', 'clear', 'client', 'fraud', 'chargesrel', 'compani', 'billion', 'account', 'scandalaccord', 'court', 'paper', 'file', 'wednesday']\n",
      "Final Preprocessed Text: exworldcom ceo want wit immun reuter reuter lawyer former worldcom chiefexecut bernard ebber seek immun two witnesseswho believ could clear client fraud chargesrel compani billion account scandalaccord court paper file wednesday\n",
      "\n",
      "Original Text: Clicking on Profits The latest data from the US Department of Commerce further bolsters what we have all suspected: E-commerce sales are increasing. Not only might one suspect that consumer confidence has been bolstered since last year, there ...\n",
      "Lowercased Text: clicking on profits the latest data from the us department of commerce further bolsters what we have all suspected: e-commerce sales are increasing. not only might one suspect that consumer confidence has been bolstered since last year, there ...\n",
      "Removed URLs: clicking on profits the latest data from the us department of commerce further bolsters what we have all suspected: e-commerce sales are increasing. not only might one suspect that consumer confidence has been bolstered since last year, there ...\n",
      "Removed HTML Tags: clicking on profits the latest data from the us department of commerce further bolsters what we have all suspected: e-commerce sales are increasing. not only might one suspect that consumer confidence has been bolstered since last year, there ...\n",
      "Removed Special Characters: clicking on profits the latest data from the us department of commerce further bolsters what we have all suspected ecommerce sales are increasing not only might one suspect that consumer confidence has been bolstered since last year there \n",
      "Tokens: ['clicking', 'on', 'profits', 'the', 'latest', 'data', 'from', 'the', 'us', 'department', 'of', 'commerce', 'further', 'bolsters', 'what', 'we', 'have', 'all', 'suspected', 'ecommerce', 'sales', 'are', 'increasing', 'not', 'only', 'might', 'one', 'suspect', 'that', 'consumer', 'confidence', 'has', 'been', 'bolstered', 'since', 'last', 'year', 'there']\n",
      "Removed Stopwords: ['clicking', 'profits', 'latest', 'data', 'us', 'department', 'commerce', 'bolsters', 'suspected', 'ecommerce', 'sales', 'increasing', 'might', 'one', 'suspect', 'consumer', 'confidence', 'bolstered', 'since', 'last', 'year']\n",
      "Stemmed Tokens: ['click', 'profit', 'latest', 'data', 'us', 'depart', 'commerc', 'bolster', 'suspect', 'ecommerc', 'sale', 'increas', 'might', 'one', 'suspect', 'consum', 'confid', 'bolster', 'sinc', 'last', 'year']\n",
      "Final Preprocessed Text: click profit latest data us depart commerc bolster suspect ecommerc sale increas might one suspect consum confid bolster sinc last year\n",
      "\n",
      "Original Text: Without Batting An Eyelash : A very French welcome for a new &lt;b&gt;...&lt;/b&gt; THAT night, it seemed as if three or four parties were going on at once in Cosmo Manille. Wrong, palanggas. Actually, there were five in Makati alone, and one of them had a stream of traffic \n",
      "Lowercased Text: without batting an eyelash : a very french welcome for a new &lt;b&gt;...&lt;/b&gt; that night, it seemed as if three or four parties were going on at once in cosmo manille. wrong, palanggas. actually, there were five in makati alone, and one of them had a stream of traffic \n",
      "Removed URLs: without batting an eyelash : a very french welcome for a new &lt;b&gt;...&lt;/b&gt; that night, it seemed as if three or four parties were going on at once in cosmo manille. wrong, palanggas. actually, there were five in makati alone, and one of them had a stream of traffic \n",
      "Removed HTML Tags: without batting an eyelash : a very french welcome for a new &lt;b&gt;...&lt;/b&gt; that night, it seemed as if three or four parties were going on at once in cosmo manille. wrong, palanggas. actually, there were five in makati alone, and one of them had a stream of traffic \n",
      "Removed Special Characters: without batting an eyelash  a very french welcome for a new ltbgtltbgt that night it seemed as if three or four parties were going on at once in cosmo manille wrong palanggas actually there were five in makati alone and one of them had a stream of traffic \n",
      "Tokens: ['without', 'batting', 'an', 'eyelash', 'a', 'very', 'french', 'welcome', 'for', 'a', 'new', 'ltbgtltbgt', 'that', 'night', 'it', 'seemed', 'as', 'if', 'three', 'or', 'four', 'parties', 'were', 'going', 'on', 'at', 'once', 'in', 'cosmo', 'manille', 'wrong', 'palanggas', 'actually', 'there', 'were', 'five', 'in', 'makati', 'alone', 'and', 'one', 'of', 'them', 'had', 'a', 'stream', 'of', 'traffic']\n",
      "Removed Stopwords: ['without', 'batting', 'eyelash', 'french', 'welcome', 'new', 'ltbgtltbgt', 'night', 'seemed', 'three', 'four', 'parties', 'going', 'cosmo', 'manille', 'wrong', 'palanggas', 'actually', 'five', 'makati', 'alone', 'one', 'stream', 'traffic']\n",
      "Stemmed Tokens: ['without', 'bat', 'eyelash', 'french', 'welcom', 'new', 'ltbgtltbgt', 'night', 'seem', 'three', 'four', 'parti', 'go', 'cosmo', 'manil', 'wrong', 'palangga', 'actual', 'five', 'makati', 'alon', 'one', 'stream', 'traffic']\n",
      "Final Preprocessed Text: without bat eyelash french welcom new ltbgtltbgt night seem three four parti go cosmo manil wrong palangga actual five makati alon one stream traffic\n",
      "\n",
      "Original Text: Shell to invest in major shake-up OIL group Shell has pledged to invest \\$45bn (25bn) and make major disposals in a shake-up of the business, following its reserves crisis earlier this year.\n",
      "Lowercased Text: shell to invest in major shake-up oil group shell has pledged to invest \\$45bn (25bn) and make major disposals in a shake-up of the business, following its reserves crisis earlier this year.\n",
      "Removed URLs: shell to invest in major shake-up oil group shell has pledged to invest \\$45bn (25bn) and make major disposals in a shake-up of the business, following its reserves crisis earlier this year.\n",
      "Removed HTML Tags: shell to invest in major shake-up oil group shell has pledged to invest \\$45bn (25bn) and make major disposals in a shake-up of the business, following its reserves crisis earlier this year.\n",
      "Removed Special Characters: shell to invest in major shakeup oil group shell has pledged to invest bn bn and make major disposals in a shakeup of the business following its reserves crisis earlier this year\n",
      "Tokens: ['shell', 'to', 'invest', 'in', 'major', 'shakeup', 'oil', 'group', 'shell', 'has', 'pledged', 'to', 'invest', 'bn', 'bn', 'and', 'make', 'major', 'disposals', 'in', 'a', 'shakeup', 'of', 'the', 'business', 'following', 'its', 'reserves', 'crisis', 'earlier', 'this', 'year']\n",
      "Removed Stopwords: ['shell', 'invest', 'major', 'shakeup', 'oil', 'group', 'shell', 'pledged', 'invest', 'bn', 'bn', 'make', 'major', 'disposals', 'shakeup', 'business', 'following', 'reserves', 'crisis', 'earlier', 'year']\n",
      "Stemmed Tokens: ['shell', 'invest', 'major', 'shakeup', 'oil', 'group', 'shell', 'pledg', 'invest', 'bn', 'bn', 'make', 'major', 'dispos', 'shakeup', 'busi', 'follow', 'reserv', 'crisi', 'earlier', 'year']\n",
      "Final Preprocessed Text: shell invest major shakeup oil group shell pledg invest bn bn make major dispos shakeup busi follow reserv crisi earlier year\n",
      "\n",
      "Original Text: SIA: Chip sales to hit record, flatten Worldwide semiconductor sales will hit an all-time high in 2004 but stay relatively flat in 2005 before climbing again over the next two years, according to the Semiconductor Industry Association.\n",
      "Lowercased Text: sia: chip sales to hit record, flatten worldwide semiconductor sales will hit an all-time high in 2004 but stay relatively flat in 2005 before climbing again over the next two years, according to the semiconductor industry association.\n",
      "Removed URLs: sia: chip sales to hit record, flatten worldwide semiconductor sales will hit an all-time high in 2004 but stay relatively flat in 2005 before climbing again over the next two years, according to the semiconductor industry association.\n",
      "Removed HTML Tags: sia: chip sales to hit record, flatten worldwide semiconductor sales will hit an all-time high in 2004 but stay relatively flat in 2005 before climbing again over the next two years, according to the semiconductor industry association.\n",
      "Removed Special Characters: sia chip sales to hit record flatten worldwide semiconductor sales will hit an alltime high in  but stay relatively flat in  before climbing again over the next two years according to the semiconductor industry association\n",
      "Tokens: ['sia', 'chip', 'sales', 'to', 'hit', 'record', 'flatten', 'worldwide', 'semiconductor', 'sales', 'will', 'hit', 'an', 'alltime', 'high', 'in', 'but', 'stay', 'relatively', 'flat', 'in', 'before', 'climbing', 'again', 'over', 'the', 'next', 'two', 'years', 'according', 'to', 'the', 'semiconductor', 'industry', 'association']\n",
      "Removed Stopwords: ['sia', 'chip', 'sales', 'hit', 'record', 'flatten', 'worldwide', 'semiconductor', 'sales', 'hit', 'alltime', 'high', 'stay', 'relatively', 'flat', 'climbing', 'next', 'two', 'years', 'according', 'semiconductor', 'industry', 'association']\n",
      "Stemmed Tokens: ['sia', 'chip', 'sale', 'hit', 'record', 'flatten', 'worldwid', 'semiconductor', 'sale', 'hit', 'alltim', 'high', 'stay', 'rel', 'flat', 'climb', 'next', 'two', 'year', 'accord', 'semiconductor', 'industri', 'associ']\n",
      "Final Preprocessed Text: sia chip sale hit record flatten worldwid semiconductor sale hit alltim high stay rel flat climb next two year accord semiconductor industri associ\n",
      "\n",
      "Original Text: Lawyers In the Limelight By all appearances, Steven Woghin was a lawyer at the top of his game. After years in government service, the former Justice Department attorney had worked his way up to a comfortable six-figure salary and the chief legal job at software maker Computer Associates International Inc.\n",
      "Lowercased Text: lawyers in the limelight by all appearances, steven woghin was a lawyer at the top of his game. after years in government service, the former justice department attorney had worked his way up to a comfortable six-figure salary and the chief legal job at software maker computer associates international inc.\n",
      "Removed URLs: lawyers in the limelight by all appearances, steven woghin was a lawyer at the top of his game. after years in government service, the former justice department attorney had worked his way up to a comfortable six-figure salary and the chief legal job at software maker computer associates international inc.\n",
      "Removed HTML Tags: lawyers in the limelight by all appearances, steven woghin was a lawyer at the top of his game. after years in government service, the former justice department attorney had worked his way up to a comfortable six-figure salary and the chief legal job at software maker computer associates international inc.\n",
      "Removed Special Characters: lawyers in the limelight by all appearances steven woghin was a lawyer at the top of his game after years in government service the former justice department attorney had worked his way up to a comfortable sixfigure salary and the chief legal job at software maker computer associates international inc\n",
      "Tokens: ['lawyers', 'in', 'the', 'limelight', 'by', 'all', 'appearances', 'steven', 'woghin', 'was', 'a', 'lawyer', 'at', 'the', 'top', 'of', 'his', 'game', 'after', 'years', 'in', 'government', 'service', 'the', 'former', 'justice', 'department', 'attorney', 'had', 'worked', 'his', 'way', 'up', 'to', 'a', 'comfortable', 'sixfigure', 'salary', 'and', 'the', 'chief', 'legal', 'job', 'at', 'software', 'maker', 'computer', 'associates', 'international', 'inc']\n",
      "Removed Stopwords: ['lawyers', 'limelight', 'appearances', 'steven', 'woghin', 'lawyer', 'top', 'game', 'years', 'government', 'service', 'former', 'justice', 'department', 'attorney', 'worked', 'way', 'comfortable', 'sixfigure', 'salary', 'chief', 'legal', 'job', 'software', 'maker', 'computer', 'associates', 'international', 'inc']\n",
      "Stemmed Tokens: ['lawyer', 'limelight', 'appear', 'steven', 'woghin', 'lawyer', 'top', 'game', 'year', 'govern', 'servic', 'former', 'justic', 'depart', 'attorney', 'work', 'way', 'comfort', 'sixfigur', 'salari', 'chief', 'legal', 'job', 'softwar', 'maker', 'comput', 'associ', 'intern', 'inc']\n",
      "Final Preprocessed Text: lawyer limelight appear steven woghin lawyer top game year govern servic former justic depart attorney work way comfort sixfigur salari chief legal job softwar maker comput associ intern inc\n",
      "\n",
      "Original Text: Greater pressure directed at US Airways unions Bankrupt US Airways is giving flight attendants, machinists and passenger service workers three weeks to reach consensual cost-cutting pacts before the airline asks \n",
      "Lowercased Text: greater pressure directed at us airways unions bankrupt us airways is giving flight attendants, machinists and passenger service workers three weeks to reach consensual cost-cutting pacts before the airline asks \n",
      "Removed URLs: greater pressure directed at us airways unions bankrupt us airways is giving flight attendants, machinists and passenger service workers three weeks to reach consensual cost-cutting pacts before the airline asks \n",
      "Removed HTML Tags: greater pressure directed at us airways unions bankrupt us airways is giving flight attendants, machinists and passenger service workers three weeks to reach consensual cost-cutting pacts before the airline asks \n",
      "Removed Special Characters: greater pressure directed at us airways unions bankrupt us airways is giving flight attendants machinists and passenger service workers three weeks to reach consensual costcutting pacts before the airline asks \n",
      "Tokens: ['greater', 'pressure', 'directed', 'at', 'us', 'airways', 'unions', 'bankrupt', 'us', 'airways', 'is', 'giving', 'flight', 'attendants', 'machinists', 'and', 'passenger', 'service', 'workers', 'three', 'weeks', 'to', 'reach', 'consensual', 'costcutting', 'pacts', 'before', 'the', 'airline', 'asks']\n",
      "Removed Stopwords: ['greater', 'pressure', 'directed', 'us', 'airways', 'unions', 'bankrupt', 'us', 'airways', 'giving', 'flight', 'attendants', 'machinists', 'passenger', 'service', 'workers', 'three', 'weeks', 'reach', 'consensual', 'costcutting', 'pacts', 'airline', 'asks']\n",
      "Stemmed Tokens: ['greater', 'pressur', 'direct', 'us', 'airway', 'union', 'bankrupt', 'us', 'airway', 'give', 'flight', 'attend', 'machinist', 'passeng', 'servic', 'worker', 'three', 'week', 'reach', 'consensu', 'costcut', 'pact', 'airlin', 'ask']\n",
      "Final Preprocessed Text: greater pressur direct us airway union bankrupt us airway give flight attend machinist passeng servic worker three week reach consensu costcut pact airlin ask\n",
      "\n",
      "Original Text: Economic Indicators Declined in July A closely watched measure of future economic activity fell in July for the second consecutive month, reinforcing evidence that the nation's financial recovery is slackening.\n",
      "Lowercased Text: economic indicators declined in july a closely watched measure of future economic activity fell in july for the second consecutive month, reinforcing evidence that the nation's financial recovery is slackening.\n",
      "Removed URLs: economic indicators declined in july a closely watched measure of future economic activity fell in july for the second consecutive month, reinforcing evidence that the nation's financial recovery is slackening.\n",
      "Removed HTML Tags: economic indicators declined in july a closely watched measure of future economic activity fell in july for the second consecutive month, reinforcing evidence that the nation's financial recovery is slackening.\n",
      "Removed Special Characters: economic indicators declined in july a closely watched measure of future economic activity fell in july for the second consecutive month reinforcing evidence that the nations financial recovery is slackening\n",
      "Tokens: ['economic', 'indicators', 'declined', 'in', 'july', 'a', 'closely', 'watched', 'measure', 'of', 'future', 'economic', 'activity', 'fell', 'in', 'july', 'for', 'the', 'second', 'consecutive', 'month', 'reinforcing', 'evidence', 'that', 'the', 'nations', 'financial', 'recovery', 'is', 'slackening']\n",
      "Removed Stopwords: ['economic', 'indicators', 'declined', 'july', 'closely', 'watched', 'measure', 'future', 'economic', 'activity', 'fell', 'july', 'second', 'consecutive', 'month', 'reinforcing', 'evidence', 'nations', 'financial', 'recovery', 'slackening']\n",
      "Stemmed Tokens: ['econom', 'indic', 'declin', 'juli', 'close', 'watch', 'measur', 'futur', 'econom', 'activ', 'fell', 'juli', 'second', 'consecut', 'month', 'reinforc', 'evid', 'nation', 'financi', 'recoveri', 'slacken']\n",
      "Final Preprocessed Text: econom indic declin juli close watch measur futur econom activ fell juli second consecut month reinforc evid nation financi recoveri slacken\n",
      "\n",
      "Original Text: CAO executives hand over passports Executives at the collapsed China Aviation Oil Singapore have voluntarily handed over their passports to Singapore #39;s police, a spokesman said Tuesday.\n",
      "Lowercased Text: cao executives hand over passports executives at the collapsed china aviation oil singapore have voluntarily handed over their passports to singapore #39;s police, a spokesman said tuesday.\n",
      "Removed URLs: cao executives hand over passports executives at the collapsed china aviation oil singapore have voluntarily handed over their passports to singapore #39;s police, a spokesman said tuesday.\n",
      "Removed HTML Tags: cao executives hand over passports executives at the collapsed china aviation oil singapore have voluntarily handed over their passports to singapore #39;s police, a spokesman said tuesday.\n",
      "Removed Special Characters: cao executives hand over passports executives at the collapsed china aviation oil singapore have voluntarily handed over their passports to singapore s police a spokesman said tuesday\n",
      "Tokens: ['cao', 'executives', 'hand', 'over', 'passports', 'executives', 'at', 'the', 'collapsed', 'china', 'aviation', 'oil', 'singapore', 'have', 'voluntarily', 'handed', 'over', 'their', 'passports', 'to', 'singapore', 's', 'police', 'a', 'spokesman', 'said', 'tuesday']\n",
      "Removed Stopwords: ['cao', 'executives', 'hand', 'passports', 'executives', 'collapsed', 'china', 'aviation', 'oil', 'singapore', 'voluntarily', 'handed', 'passports', 'singapore', 'police', 'spokesman', 'said', 'tuesday']\n",
      "Stemmed Tokens: ['cao', 'execut', 'hand', 'passport', 'execut', 'collaps', 'china', 'aviat', 'oil', 'singapor', 'voluntarili', 'hand', 'passport', 'singapor', 'polic', 'spokesman', 'said', 'tuesday']\n",
      "Final Preprocessed Text: cao execut hand passport execut collaps china aviat oil singapor voluntarili hand passport singapor polic spokesman said tuesday\n",
      "\n",
      "Original Text: Petronas pursues China LNG supply opportunities Petroliam Nasional Bhd., or Petronas, Malaysias national oil and gas firm, is in discussions with Chinas State-owned oil and gas firms for potential liquefied natural \n",
      "Lowercased Text: petronas pursues china lng supply opportunities petroliam nasional bhd., or petronas, malaysias national oil and gas firm, is in discussions with chinas state-owned oil and gas firms for potential liquefied natural \n",
      "Removed URLs: petronas pursues china lng supply opportunities petroliam nasional bhd., or petronas, malaysias national oil and gas firm, is in discussions with chinas state-owned oil and gas firms for potential liquefied natural \n",
      "Removed HTML Tags: petronas pursues china lng supply opportunities petroliam nasional bhd., or petronas, malaysias national oil and gas firm, is in discussions with chinas state-owned oil and gas firms for potential liquefied natural \n",
      "Removed Special Characters: petronas pursues china lng supply opportunities petroliam nasional bhd or petronas malaysias national oil and gas firm is in discussions with chinas stateowned oil and gas firms for potential liquefied natural \n",
      "Tokens: ['petronas', 'pursues', 'china', 'lng', 'supply', 'opportunities', 'petroliam', 'nasional', 'bhd', 'or', 'petronas', 'malaysias', 'national', 'oil', 'and', 'gas', 'firm', 'is', 'in', 'discussions', 'with', 'chinas', 'stateowned', 'oil', 'and', 'gas', 'firms', 'for', 'potential', 'liquefied', 'natural']\n",
      "Removed Stopwords: ['petronas', 'pursues', 'china', 'lng', 'supply', 'opportunities', 'petroliam', 'nasional', 'bhd', 'petronas', 'malaysias', 'national', 'oil', 'gas', 'firm', 'discussions', 'chinas', 'stateowned', 'oil', 'gas', 'firms', 'potential', 'liquefied', 'natural']\n",
      "Stemmed Tokens: ['petrona', 'pursu', 'china', 'lng', 'suppli', 'opportun', 'petroliam', 'nasion', 'bhd', 'petrona', 'malaysia', 'nation', 'oil', 'ga', 'firm', 'discuss', 'china', 'stateown', 'oil', 'ga', 'firm', 'potenti', 'liquefi', 'natur']\n",
      "Final Preprocessed Text: petrona pursu china lng suppli opportun petroliam nasion bhd petrona malaysia nation oil ga firm discuss china stateown oil ga firm potenti liquefi natur\n",
      "\n",
      "Original Text: Microsoft plays up growth, dividend They were preaching to the choir, but Bill Gates and Steve Ballmer still did their best to sell the virtues of Microsoft stock at the company #39;s annual shareholder meeting yesterday in Bellevue.\n",
      "Lowercased Text: microsoft plays up growth, dividend they were preaching to the choir, but bill gates and steve ballmer still did their best to sell the virtues of microsoft stock at the company #39;s annual shareholder meeting yesterday in bellevue.\n",
      "Removed URLs: microsoft plays up growth, dividend they were preaching to the choir, but bill gates and steve ballmer still did their best to sell the virtues of microsoft stock at the company #39;s annual shareholder meeting yesterday in bellevue.\n",
      "Removed HTML Tags: microsoft plays up growth, dividend they were preaching to the choir, but bill gates and steve ballmer still did their best to sell the virtues of microsoft stock at the company #39;s annual shareholder meeting yesterday in bellevue.\n",
      "Removed Special Characters: microsoft plays up growth dividend they were preaching to the choir but bill gates and steve ballmer still did their best to sell the virtues of microsoft stock at the company s annual shareholder meeting yesterday in bellevue\n",
      "Tokens: ['microsoft', 'plays', 'up', 'growth', 'dividend', 'they', 'were', 'preaching', 'to', 'the', 'choir', 'but', 'bill', 'gates', 'and', 'steve', 'ballmer', 'still', 'did', 'their', 'best', 'to', 'sell', 'the', 'virtues', 'of', 'microsoft', 'stock', 'at', 'the', 'company', 's', 'annual', 'shareholder', 'meeting', 'yesterday', 'in', 'bellevue']\n",
      "Removed Stopwords: ['microsoft', 'plays', 'growth', 'dividend', 'preaching', 'choir', 'bill', 'gates', 'steve', 'ballmer', 'still', 'best', 'sell', 'virtues', 'microsoft', 'stock', 'company', 'annual', 'shareholder', 'meeting', 'yesterday', 'bellevue']\n",
      "Stemmed Tokens: ['microsoft', 'play', 'growth', 'dividend', 'preach', 'choir', 'bill', 'gate', 'steve', 'ballmer', 'still', 'best', 'sell', 'virtu', 'microsoft', 'stock', 'compani', 'annual', 'sharehold', 'meet', 'yesterday', 'bellevu']\n",
      "Final Preprocessed Text: microsoft play growth dividend preach choir bill gate steve ballmer still best sell virtu microsoft stock compani annual sharehold meet yesterday bellevu\n",
      "\n",
      "Original Text: US Oil Up Above \\$43, Watches Ivan, OPEC  SINGAPORE (Reuters) - U.S. oil prices climbed above \\$43 on  Monday as energy companies operating in the Gulf of Mexico  braced for possible widespread output disruptions from a  powerful hurricane and Iraq saw some of the bloodiest violence  in weeks.\n",
      "Lowercased Text: us oil up above \\$43, watches ivan, opec  singapore (reuters) - u.s. oil prices climbed above \\$43 on  monday as energy companies operating in the gulf of mexico  braced for possible widespread output disruptions from a  powerful hurricane and iraq saw some of the bloodiest violence  in weeks.\n",
      "Removed URLs: us oil up above \\$43, watches ivan, opec  singapore (reuters) - u.s. oil prices climbed above \\$43 on  monday as energy companies operating in the gulf of mexico  braced for possible widespread output disruptions from a  powerful hurricane and iraq saw some of the bloodiest violence  in weeks.\n",
      "Removed HTML Tags: us oil up above \\$43, watches ivan, opec  singapore (reuters) - u.s. oil prices climbed above \\$43 on  monday as energy companies operating in the gulf of mexico  braced for possible widespread output disruptions from a  powerful hurricane and iraq saw some of the bloodiest violence  in weeks.\n",
      "Removed Special Characters: us oil up above  watches ivan opec  singapore reuters  us oil prices climbed above  on  monday as energy companies operating in the gulf of mexico  braced for possible widespread output disruptions from a  powerful hurricane and iraq saw some of the bloodiest violence  in weeks\n",
      "Tokens: ['us', 'oil', 'up', 'above', 'watches', 'ivan', 'opec', 'singapore', 'reuters', 'us', 'oil', 'prices', 'climbed', 'above', 'on', 'monday', 'as', 'energy', 'companies', 'operating', 'in', 'the', 'gulf', 'of', 'mexico', 'braced', 'for', 'possible', 'widespread', 'output', 'disruptions', 'from', 'a', 'powerful', 'hurricane', 'and', 'iraq', 'saw', 'some', 'of', 'the', 'bloodiest', 'violence', 'in', 'weeks']\n",
      "Removed Stopwords: ['us', 'oil', 'watches', 'ivan', 'opec', 'singapore', 'reuters', 'us', 'oil', 'prices', 'climbed', 'monday', 'energy', 'companies', 'operating', 'gulf', 'mexico', 'braced', 'possible', 'widespread', 'output', 'disruptions', 'powerful', 'hurricane', 'iraq', 'saw', 'bloodiest', 'violence', 'weeks']\n",
      "Stemmed Tokens: ['us', 'oil', 'watch', 'ivan', 'opec', 'singapor', 'reuter', 'us', 'oil', 'price', 'climb', 'monday', 'energi', 'compani', 'oper', 'gulf', 'mexico', 'brace', 'possibl', 'widespread', 'output', 'disrupt', 'power', 'hurrican', 'iraq', 'saw', 'bloodiest', 'violenc', 'week']\n",
      "Final Preprocessed Text: us oil watch ivan opec singapor reuter us oil price climb monday energi compani oper gulf mexico brace possibl widespread output disrupt power hurrican iraq saw bloodiest violenc week\n",
      "\n",
      "Original Text: Dollar Keeps Gains as Market Awaits Data  TOKYO (Reuters) - The dollar idled on Tuesday after gaining  the previous day, as many investors held off building positions  ahead of economic data from the United States.\n",
      "Lowercased Text: dollar keeps gains as market awaits data  tokyo (reuters) - the dollar idled on tuesday after gaining  the previous day, as many investors held off building positions  ahead of economic data from the united states.\n",
      "Removed URLs: dollar keeps gains as market awaits data  tokyo (reuters) - the dollar idled on tuesday after gaining  the previous day, as many investors held off building positions  ahead of economic data from the united states.\n",
      "Removed HTML Tags: dollar keeps gains as market awaits data  tokyo (reuters) - the dollar idled on tuesday after gaining  the previous day, as many investors held off building positions  ahead of economic data from the united states.\n",
      "Removed Special Characters: dollar keeps gains as market awaits data  tokyo reuters  the dollar idled on tuesday after gaining  the previous day as many investors held off building positions  ahead of economic data from the united states\n",
      "Tokens: ['dollar', 'keeps', 'gains', 'as', 'market', 'awaits', 'data', 'tokyo', 'reuters', 'the', 'dollar', 'idled', 'on', 'tuesday', 'after', 'gaining', 'the', 'previous', 'day', 'as', 'many', 'investors', 'held', 'off', 'building', 'positions', 'ahead', 'of', 'economic', 'data', 'from', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['dollar', 'keeps', 'gains', 'market', 'awaits', 'data', 'tokyo', 'reuters', 'dollar', 'idled', 'tuesday', 'gaining', 'previous', 'day', 'many', 'investors', 'held', 'building', 'positions', 'ahead', 'economic', 'data', 'united', 'states']\n",
      "Stemmed Tokens: ['dollar', 'keep', 'gain', 'market', 'await', 'data', 'tokyo', 'reuter', 'dollar', 'idl', 'tuesday', 'gain', 'previou', 'day', 'mani', 'investor', 'held', 'build', 'posit', 'ahead', 'econom', 'data', 'unit', 'state']\n",
      "Final Preprocessed Text: dollar keep gain market await data tokyo reuter dollar idl tuesday gain previou day mani investor held build posit ahead econom data unit state\n",
      "\n",
      "Original Text: Sirius counting Stern boost Howard Stern #39;s planned defection is a tremendous coup for the emerging satellite radio industry and a setback for the already slumping field of traditional radio -- especially Viacom, which \n",
      "Lowercased Text: sirius counting stern boost howard stern #39;s planned defection is a tremendous coup for the emerging satellite radio industry and a setback for the already slumping field of traditional radio -- especially viacom, which \n",
      "Removed URLs: sirius counting stern boost howard stern #39;s planned defection is a tremendous coup for the emerging satellite radio industry and a setback for the already slumping field of traditional radio -- especially viacom, which \n",
      "Removed HTML Tags: sirius counting stern boost howard stern #39;s planned defection is a tremendous coup for the emerging satellite radio industry and a setback for the already slumping field of traditional radio -- especially viacom, which \n",
      "Removed Special Characters: sirius counting stern boost howard stern s planned defection is a tremendous coup for the emerging satellite radio industry and a setback for the already slumping field of traditional radio  especially viacom which \n",
      "Tokens: ['sirius', 'counting', 'stern', 'boost', 'howard', 'stern', 's', 'planned', 'defection', 'is', 'a', 'tremendous', 'coup', 'for', 'the', 'emerging', 'satellite', 'radio', 'industry', 'and', 'a', 'setback', 'for', 'the', 'already', 'slumping', 'field', 'of', 'traditional', 'radio', 'especially', 'viacom', 'which']\n",
      "Removed Stopwords: ['sirius', 'counting', 'stern', 'boost', 'howard', 'stern', 'planned', 'defection', 'tremendous', 'coup', 'emerging', 'satellite', 'radio', 'industry', 'setback', 'already', 'slumping', 'field', 'traditional', 'radio', 'especially', 'viacom']\n",
      "Stemmed Tokens: ['siriu', 'count', 'stern', 'boost', 'howard', 'stern', 'plan', 'defect', 'tremend', 'coup', 'emerg', 'satellit', 'radio', 'industri', 'setback', 'alreadi', 'slump', 'field', 'tradit', 'radio', 'especi', 'viacom']\n",
      "Final Preprocessed Text: siriu count stern boost howard stern plan defect tremend coup emerg satellit radio industri setback alreadi slump field tradit radio especi viacom\n",
      "\n",
      "Original Text: Pfizer's Gloom Factor The stock will continue to be depressed, but things will improve if Celebrex's safety is proven.\n",
      "Lowercased Text: pfizer's gloom factor the stock will continue to be depressed, but things will improve if celebrex's safety is proven.\n",
      "Removed URLs: pfizer's gloom factor the stock will continue to be depressed, but things will improve if celebrex's safety is proven.\n",
      "Removed HTML Tags: pfizer's gloom factor the stock will continue to be depressed, but things will improve if celebrex's safety is proven.\n",
      "Removed Special Characters: pfizers gloom factor the stock will continue to be depressed but things will improve if celebrexs safety is proven\n",
      "Tokens: ['pfizers', 'gloom', 'factor', 'the', 'stock', 'will', 'continue', 'to', 'be', 'depressed', 'but', 'things', 'will', 'improve', 'if', 'celebrexs', 'safety', 'is', 'proven']\n",
      "Removed Stopwords: ['pfizers', 'gloom', 'factor', 'stock', 'continue', 'depressed', 'things', 'improve', 'celebrexs', 'safety', 'proven']\n",
      "Stemmed Tokens: ['pfizer', 'gloom', 'factor', 'stock', 'continu', 'depress', 'thing', 'improv', 'celebrex', 'safeti', 'proven']\n",
      "Final Preprocessed Text: pfizer gloom factor stock continu depress thing improv celebrex safeti proven\n",
      "\n",
      "Original Text: Constellation gets Mondavi for \\$1.36B CHICAGO (CBS.MW) - By upping the ante a bit, Constellation Brands has made an apparently successful bid to gobble up winemaker Robert Mondavi in a \\$1.\n",
      "Lowercased Text: constellation gets mondavi for \\$1.36b chicago (cbs.mw) - by upping the ante a bit, constellation brands has made an apparently successful bid to gobble up winemaker robert mondavi in a \\$1.\n",
      "Removed URLs: constellation gets mondavi for \\$1.36b chicago (cbs.mw) - by upping the ante a bit, constellation brands has made an apparently successful bid to gobble up winemaker robert mondavi in a \\$1.\n",
      "Removed HTML Tags: constellation gets mondavi for \\$1.36b chicago (cbs.mw) - by upping the ante a bit, constellation brands has made an apparently successful bid to gobble up winemaker robert mondavi in a \\$1.\n",
      "Removed Special Characters: constellation gets mondavi for b chicago cbsmw  by upping the ante a bit constellation brands has made an apparently successful bid to gobble up winemaker robert mondavi in a \n",
      "Tokens: ['constellation', 'gets', 'mondavi', 'for', 'b', 'chicago', 'cbsmw', 'by', 'upping', 'the', 'ante', 'a', 'bit', 'constellation', 'brands', 'has', 'made', 'an', 'apparently', 'successful', 'bid', 'to', 'gobble', 'up', 'winemaker', 'robert', 'mondavi', 'in', 'a']\n",
      "Removed Stopwords: ['constellation', 'gets', 'mondavi', 'b', 'chicago', 'cbsmw', 'upping', 'ante', 'bit', 'constellation', 'brands', 'made', 'apparently', 'successful', 'bid', 'gobble', 'winemaker', 'robert', 'mondavi']\n",
      "Stemmed Tokens: ['constel', 'get', 'mondavi', 'b', 'chicago', 'cbsmw', 'up', 'ant', 'bit', 'constel', 'brand', 'made', 'appar', 'success', 'bid', 'gobbl', 'winemak', 'robert', 'mondavi']\n",
      "Final Preprocessed Text: constel get mondavi b chicago cbsmw up ant bit constel brand made appar success bid gobbl winemak robert mondavi\n",
      "\n",
      "Original Text: Japanese Bank Makes Hostile Bid in Takeover Battle The biggest-ever takeover battle in Japan got even bigger today as Sumitomo Mitsui sought to disrupt a rival's expansion plans with a \\$29 billion hostile bid for UFJ.\n",
      "Lowercased Text: japanese bank makes hostile bid in takeover battle the biggest-ever takeover battle in japan got even bigger today as sumitomo mitsui sought to disrupt a rival's expansion plans with a \\$29 billion hostile bid for ufj.\n",
      "Removed URLs: japanese bank makes hostile bid in takeover battle the biggest-ever takeover battle in japan got even bigger today as sumitomo mitsui sought to disrupt a rival's expansion plans with a \\$29 billion hostile bid for ufj.\n",
      "Removed HTML Tags: japanese bank makes hostile bid in takeover battle the biggest-ever takeover battle in japan got even bigger today as sumitomo mitsui sought to disrupt a rival's expansion plans with a \\$29 billion hostile bid for ufj.\n",
      "Removed Special Characters: japanese bank makes hostile bid in takeover battle the biggestever takeover battle in japan got even bigger today as sumitomo mitsui sought to disrupt a rivals expansion plans with a  billion hostile bid for ufj\n",
      "Tokens: ['japanese', 'bank', 'makes', 'hostile', 'bid', 'in', 'takeover', 'battle', 'the', 'biggestever', 'takeover', 'battle', 'in', 'japan', 'got', 'even', 'bigger', 'today', 'as', 'sumitomo', 'mitsui', 'sought', 'to', 'disrupt', 'a', 'rivals', 'expansion', 'plans', 'with', 'a', 'billion', 'hostile', 'bid', 'for', 'ufj']\n",
      "Removed Stopwords: ['japanese', 'bank', 'makes', 'hostile', 'bid', 'takeover', 'battle', 'biggestever', 'takeover', 'battle', 'japan', 'got', 'even', 'bigger', 'today', 'sumitomo', 'mitsui', 'sought', 'disrupt', 'rivals', 'expansion', 'plans', 'billion', 'hostile', 'bid', 'ufj']\n",
      "Stemmed Tokens: ['japanes', 'bank', 'make', 'hostil', 'bid', 'takeov', 'battl', 'biggestev', 'takeov', 'battl', 'japan', 'got', 'even', 'bigger', 'today', 'sumitomo', 'mitsui', 'sought', 'disrupt', 'rival', 'expans', 'plan', 'billion', 'hostil', 'bid', 'ufj']\n",
      "Final Preprocessed Text: japanes bank make hostil bid takeov battl biggestev takeov battl japan got even bigger today sumitomo mitsui sought disrupt rival expans plan billion hostil bid ufj\n",
      "\n",
      "Original Text: Leading Indicators Down for 5th Month (Reuters) Reuters - A key forecasting gauge of future\\U.S. economic activity fell for a fifth straight month in\\October, a private research firm said on Thursday.\n",
      "Lowercased Text: leading indicators down for 5th month (reuters) reuters - a key forecasting gauge of future\\u.s. economic activity fell for a fifth straight month in\\october, a private research firm said on thursday.\n",
      "Removed URLs: leading indicators down for 5th month (reuters) reuters - a key forecasting gauge of future\\u.s. economic activity fell for a fifth straight month in\\october, a private research firm said on thursday.\n",
      "Removed HTML Tags: leading indicators down for 5th month (reuters) reuters - a key forecasting gauge of future\\u.s. economic activity fell for a fifth straight month in\\october, a private research firm said on thursday.\n",
      "Removed Special Characters: leading indicators down for th month reuters reuters  a key forecasting gauge of futureus economic activity fell for a fifth straight month inoctober a private research firm said on thursday\n",
      "Tokens: ['leading', 'indicators', 'down', 'for', 'th', 'month', 'reuters', 'reuters', 'a', 'key', 'forecasting', 'gauge', 'of', 'futureus', 'economic', 'activity', 'fell', 'for', 'a', 'fifth', 'straight', 'month', 'inoctober', 'a', 'private', 'research', 'firm', 'said', 'on', 'thursday']\n",
      "Removed Stopwords: ['leading', 'indicators', 'th', 'month', 'reuters', 'reuters', 'key', 'forecasting', 'gauge', 'futureus', 'economic', 'activity', 'fell', 'fifth', 'straight', 'month', 'inoctober', 'private', 'research', 'firm', 'said', 'thursday']\n",
      "Stemmed Tokens: ['lead', 'indic', 'th', 'month', 'reuter', 'reuter', 'key', 'forecast', 'gaug', 'futureu', 'econom', 'activ', 'fell', 'fifth', 'straight', 'month', 'inoctob', 'privat', 'research', 'firm', 'said', 'thursday']\n",
      "Final Preprocessed Text: lead indic th month reuter reuter key forecast gaug futureu econom activ fell fifth straight month inoctob privat research firm said thursday\n",
      "\n",
      "Original Text: Dimon solidifies control at nation #39;s second-largest bank NEW YORK (CBS.MW) -- Dina Dublon is resigning as chief financial officer after 23 years at JP Morgan Chase in a shakeup that further solidifies Jamie Dimon #39;s control at the nation #39;s second-biggest bank.\n",
      "Lowercased Text: dimon solidifies control at nation #39;s second-largest bank new york (cbs.mw) -- dina dublon is resigning as chief financial officer after 23 years at jp morgan chase in a shakeup that further solidifies jamie dimon #39;s control at the nation #39;s second-biggest bank.\n",
      "Removed URLs: dimon solidifies control at nation #39;s second-largest bank new york (cbs.mw) -- dina dublon is resigning as chief financial officer after 23 years at jp morgan chase in a shakeup that further solidifies jamie dimon #39;s control at the nation #39;s second-biggest bank.\n",
      "Removed HTML Tags: dimon solidifies control at nation #39;s second-largest bank new york (cbs.mw) -- dina dublon is resigning as chief financial officer after 23 years at jp morgan chase in a shakeup that further solidifies jamie dimon #39;s control at the nation #39;s second-biggest bank.\n",
      "Removed Special Characters: dimon solidifies control at nation s secondlargest bank new york cbsmw  dina dublon is resigning as chief financial officer after  years at jp morgan chase in a shakeup that further solidifies jamie dimon s control at the nation s secondbiggest bank\n",
      "Tokens: ['dimon', 'solidifies', 'control', 'at', 'nation', 's', 'secondlargest', 'bank', 'new', 'york', 'cbsmw', 'dina', 'dublon', 'is', 'resigning', 'as', 'chief', 'financial', 'officer', 'after', 'years', 'at', 'jp', 'morgan', 'chase', 'in', 'a', 'shakeup', 'that', 'further', 'solidifies', 'jamie', 'dimon', 's', 'control', 'at', 'the', 'nation', 's', 'secondbiggest', 'bank']\n",
      "Removed Stopwords: ['dimon', 'solidifies', 'control', 'nation', 'secondlargest', 'bank', 'new', 'york', 'cbsmw', 'dina', 'dublon', 'resigning', 'chief', 'financial', 'officer', 'years', 'jp', 'morgan', 'chase', 'shakeup', 'solidifies', 'jamie', 'dimon', 'control', 'nation', 'secondbiggest', 'bank']\n",
      "Stemmed Tokens: ['dimon', 'solidifi', 'control', 'nation', 'secondlargest', 'bank', 'new', 'york', 'cbsmw', 'dina', 'dublon', 'resign', 'chief', 'financi', 'offic', 'year', 'jp', 'morgan', 'chase', 'shakeup', 'solidifi', 'jami', 'dimon', 'control', 'nation', 'secondbiggest', 'bank']\n",
      "Final Preprocessed Text: dimon solidifi control nation secondlargest bank new york cbsmw dina dublon resign chief financi offic year jp morgan chase shakeup solidifi jami dimon control nation secondbiggest bank\n",
      "\n",
      "Original Text: Update 14: Future of Fannie Mae Executives Unclear Speculation swirled Thursday over the futures of Fannie Mae #39;s top executives after regulators #39; cited the mortgage giant for accounting violations going back to 2001.\n",
      "Lowercased Text: update 14: future of fannie mae executives unclear speculation swirled thursday over the futures of fannie mae #39;s top executives after regulators #39; cited the mortgage giant for accounting violations going back to 2001.\n",
      "Removed URLs: update 14: future of fannie mae executives unclear speculation swirled thursday over the futures of fannie mae #39;s top executives after regulators #39; cited the mortgage giant for accounting violations going back to 2001.\n",
      "Removed HTML Tags: update 14: future of fannie mae executives unclear speculation swirled thursday over the futures of fannie mae #39;s top executives after regulators #39; cited the mortgage giant for accounting violations going back to 2001.\n",
      "Removed Special Characters: update  future of fannie mae executives unclear speculation swirled thursday over the futures of fannie mae s top executives after regulators  cited the mortgage giant for accounting violations going back to \n",
      "Tokens: ['update', 'future', 'of', 'fannie', 'mae', 'executives', 'unclear', 'speculation', 'swirled', 'thursday', 'over', 'the', 'futures', 'of', 'fannie', 'mae', 's', 'top', 'executives', 'after', 'regulators', 'cited', 'the', 'mortgage', 'giant', 'for', 'accounting', 'violations', 'going', 'back', 'to']\n",
      "Removed Stopwords: ['update', 'future', 'fannie', 'mae', 'executives', 'unclear', 'speculation', 'swirled', 'thursday', 'futures', 'fannie', 'mae', 'top', 'executives', 'regulators', 'cited', 'mortgage', 'giant', 'accounting', 'violations', 'going', 'back']\n",
      "Stemmed Tokens: ['updat', 'futur', 'fanni', 'mae', 'execut', 'unclear', 'specul', 'swirl', 'thursday', 'futur', 'fanni', 'mae', 'top', 'execut', 'regul', 'cite', 'mortgag', 'giant', 'account', 'violat', 'go', 'back']\n",
      "Final Preprocessed Text: updat futur fanni mae execut unclear specul swirl thursday futur fanni mae top execut regul cite mortgag giant account violat go back\n",
      "\n",
      "Original Text: Trading blows When a can of worms is opened, all manner of slimy things crawl out. So it was when the US government fired the first shots in a fusillade against the European Union - by complaining to the World Trade Organisation \n",
      "Lowercased Text: trading blows when a can of worms is opened, all manner of slimy things crawl out. so it was when the us government fired the first shots in a fusillade against the european union - by complaining to the world trade organisation \n",
      "Removed URLs: trading blows when a can of worms is opened, all manner of slimy things crawl out. so it was when the us government fired the first shots in a fusillade against the european union - by complaining to the world trade organisation \n",
      "Removed HTML Tags: trading blows when a can of worms is opened, all manner of slimy things crawl out. so it was when the us government fired the first shots in a fusillade against the european union - by complaining to the world trade organisation \n",
      "Removed Special Characters: trading blows when a can of worms is opened all manner of slimy things crawl out so it was when the us government fired the first shots in a fusillade against the european union  by complaining to the world trade organisation \n",
      "Tokens: ['trading', 'blows', 'when', 'a', 'can', 'of', 'worms', 'is', 'opened', 'all', 'manner', 'of', 'slimy', 'things', 'crawl', 'out', 'so', 'it', 'was', 'when', 'the', 'us', 'government', 'fired', 'the', 'first', 'shots', 'in', 'a', 'fusillade', 'against', 'the', 'european', 'union', 'by', 'complaining', 'to', 'the', 'world', 'trade', 'organisation']\n",
      "Removed Stopwords: ['trading', 'blows', 'worms', 'opened', 'manner', 'slimy', 'things', 'crawl', 'us', 'government', 'fired', 'first', 'shots', 'fusillade', 'european', 'union', 'complaining', 'world', 'trade', 'organisation']\n",
      "Stemmed Tokens: ['trade', 'blow', 'worm', 'open', 'manner', 'slimi', 'thing', 'crawl', 'us', 'govern', 'fire', 'first', 'shot', 'fusillad', 'european', 'union', 'complain', 'world', 'trade', 'organis']\n",
      "Final Preprocessed Text: trade blow worm open manner slimi thing crawl us govern fire first shot fusillad european union complain world trade organis\n",
      "\n",
      "Original Text: Nike Boosts Dividend by 25 Percent (Reuters) Reuters - Nike Inc.  boosted its\\quarterly dividend by 25 percent on Monday, citing strong cash\\flow and growth prospects as the world's biggest athletic shoe\\company has racked up record revenue and soaring profits the\\past few years.\n",
      "Lowercased Text: nike boosts dividend by 25 percent (reuters) reuters - nike inc.  boosted its\\quarterly dividend by 25 percent on monday, citing strong cash\\flow and growth prospects as the world's biggest athletic shoe\\company has racked up record revenue and soaring profits the\\past few years.\n",
      "Removed URLs: nike boosts dividend by 25 percent (reuters) reuters - nike inc.  boosted its\\quarterly dividend by 25 percent on monday, citing strong cash\\flow and growth prospects as the world's biggest athletic shoe\\company has racked up record revenue and soaring profits the\\past few years.\n",
      "Removed HTML Tags: nike boosts dividend by 25 percent (reuters) reuters - nike inc.  boosted its\\quarterly dividend by 25 percent on monday, citing strong cash\\flow and growth prospects as the world's biggest athletic shoe\\company has racked up record revenue and soaring profits the\\past few years.\n",
      "Removed Special Characters: nike boosts dividend by  percent reuters reuters  nike inc  boosted itsquarterly dividend by  percent on monday citing strong cashflow and growth prospects as the worlds biggest athletic shoecompany has racked up record revenue and soaring profits thepast few years\n",
      "Tokens: ['nike', 'boosts', 'dividend', 'by', 'percent', 'reuters', 'reuters', 'nike', 'inc', 'boosted', 'itsquarterly', 'dividend', 'by', 'percent', 'on', 'monday', 'citing', 'strong', 'cashflow', 'and', 'growth', 'prospects', 'as', 'the', 'worlds', 'biggest', 'athletic', 'shoecompany', 'has', 'racked', 'up', 'record', 'revenue', 'and', 'soaring', 'profits', 'thepast', 'few', 'years']\n",
      "Removed Stopwords: ['nike', 'boosts', 'dividend', 'percent', 'reuters', 'reuters', 'nike', 'inc', 'boosted', 'itsquarterly', 'dividend', 'percent', 'monday', 'citing', 'strong', 'cashflow', 'growth', 'prospects', 'worlds', 'biggest', 'athletic', 'shoecompany', 'racked', 'record', 'revenue', 'soaring', 'profits', 'thepast', 'years']\n",
      "Stemmed Tokens: ['nike', 'boost', 'dividend', 'percent', 'reuter', 'reuter', 'nike', 'inc', 'boost', 'itsquarterli', 'dividend', 'percent', 'monday', 'cite', 'strong', 'cashflow', 'growth', 'prospect', 'world', 'biggest', 'athlet', 'shoecompani', 'rack', 'record', 'revenu', 'soar', 'profit', 'thepast', 'year']\n",
      "Final Preprocessed Text: nike boost dividend percent reuter reuter nike inc boost itsquarterli dividend percent monday cite strong cashflow growth prospect world biggest athlet shoecompani rack record revenu soar profit thepast year\n",
      "\n",
      "Original Text: Air China Main Board Debut Up 6 At HK\\$3.15 -2- HONG KONG (Dow Jones)--Shares of Air China Ltd. (0753.HK), the country #39;s largest airline, opened 6 higher at their debut Wednesday on the Hong Kong Stock Exchange #39;s main board.\n",
      "Lowercased Text: air china main board debut up 6 at hk\\$3.15 -2- hong kong (dow jones)--shares of air china ltd. (0753.hk), the country #39;s largest airline, opened 6 higher at their debut wednesday on the hong kong stock exchange #39;s main board.\n",
      "Removed URLs: air china main board debut up 6 at hk\\$3.15 -2- hong kong (dow jones)--shares of air china ltd. (0753.hk), the country #39;s largest airline, opened 6 higher at their debut wednesday on the hong kong stock exchange #39;s main board.\n",
      "Removed HTML Tags: air china main board debut up 6 at hk\\$3.15 -2- hong kong (dow jones)--shares of air china ltd. (0753.hk), the country #39;s largest airline, opened 6 higher at their debut wednesday on the hong kong stock exchange #39;s main board.\n",
      "Removed Special Characters: air china main board debut up  at hk  hong kong dow jonesshares of air china ltd hk the country s largest airline opened  higher at their debut wednesday on the hong kong stock exchange s main board\n",
      "Tokens: ['air', 'china', 'main', 'board', 'debut', 'up', 'at', 'hk', 'hong', 'kong', 'dow', 'jonesshares', 'of', 'air', 'china', 'ltd', 'hk', 'the', 'country', 's', 'largest', 'airline', 'opened', 'higher', 'at', 'their', 'debut', 'wednesday', 'on', 'the', 'hong', 'kong', 'stock', 'exchange', 's', 'main', 'board']\n",
      "Removed Stopwords: ['air', 'china', 'main', 'board', 'debut', 'hk', 'hong', 'kong', 'dow', 'jonesshares', 'air', 'china', 'ltd', 'hk', 'country', 'largest', 'airline', 'opened', 'higher', 'debut', 'wednesday', 'hong', 'kong', 'stock', 'exchange', 'main', 'board']\n",
      "Stemmed Tokens: ['air', 'china', 'main', 'board', 'debut', 'hk', 'hong', 'kong', 'dow', 'jonesshar', 'air', 'china', 'ltd', 'hk', 'countri', 'largest', 'airlin', 'open', 'higher', 'debut', 'wednesday', 'hong', 'kong', 'stock', 'exchang', 'main', 'board']\n",
      "Final Preprocessed Text: air china main board debut hk hong kong dow jonesshar air china ltd hk countri largest airlin open higher debut wednesday hong kong stock exchang main board\n",
      "\n",
      "Original Text: Ocean Spray to Buy Northland Assets Looking to expand its fruit receiving and concentrating operations in the nation #39;s largest cranberry-producing state, Ocean Spray Cranberries Inc.\n",
      "Lowercased Text: ocean spray to buy northland assets looking to expand its fruit receiving and concentrating operations in the nation #39;s largest cranberry-producing state, ocean spray cranberries inc.\n",
      "Removed URLs: ocean spray to buy northland assets looking to expand its fruit receiving and concentrating operations in the nation #39;s largest cranberry-producing state, ocean spray cranberries inc.\n",
      "Removed HTML Tags: ocean spray to buy northland assets looking to expand its fruit receiving and concentrating operations in the nation #39;s largest cranberry-producing state, ocean spray cranberries inc.\n",
      "Removed Special Characters: ocean spray to buy northland assets looking to expand its fruit receiving and concentrating operations in the nation s largest cranberryproducing state ocean spray cranberries inc\n",
      "Tokens: ['ocean', 'spray', 'to', 'buy', 'northland', 'assets', 'looking', 'to', 'expand', 'its', 'fruit', 'receiving', 'and', 'concentrating', 'operations', 'in', 'the', 'nation', 's', 'largest', 'cranberryproducing', 'state', 'ocean', 'spray', 'cranberries', 'inc']\n",
      "Removed Stopwords: ['ocean', 'spray', 'buy', 'northland', 'assets', 'looking', 'expand', 'fruit', 'receiving', 'concentrating', 'operations', 'nation', 'largest', 'cranberryproducing', 'state', 'ocean', 'spray', 'cranberries', 'inc']\n",
      "Stemmed Tokens: ['ocean', 'spray', 'buy', 'northland', 'asset', 'look', 'expand', 'fruit', 'receiv', 'concentr', 'oper', 'nation', 'largest', 'cranberryproduc', 'state', 'ocean', 'spray', 'cranberri', 'inc']\n",
      "Final Preprocessed Text: ocean spray buy northland asset look expand fruit receiv concentr oper nation largest cranberryproduc state ocean spray cranberri inc\n",
      "\n",
      "Original Text: HK banks to adopt different prime rates HSBC, Standard Chartered, Hang Seng bank announced Thursday that they will cut their lending and saving rates despite the 25 points rate hike in the United States overnight.\n",
      "Lowercased Text: hk banks to adopt different prime rates hsbc, standard chartered, hang seng bank announced thursday that they will cut their lending and saving rates despite the 25 points rate hike in the united states overnight.\n",
      "Removed URLs: hk banks to adopt different prime rates hsbc, standard chartered, hang seng bank announced thursday that they will cut their lending and saving rates despite the 25 points rate hike in the united states overnight.\n",
      "Removed HTML Tags: hk banks to adopt different prime rates hsbc, standard chartered, hang seng bank announced thursday that they will cut their lending and saving rates despite the 25 points rate hike in the united states overnight.\n",
      "Removed Special Characters: hk banks to adopt different prime rates hsbc standard chartered hang seng bank announced thursday that they will cut their lending and saving rates despite the  points rate hike in the united states overnight\n",
      "Tokens: ['hk', 'banks', 'to', 'adopt', 'different', 'prime', 'rates', 'hsbc', 'standard', 'chartered', 'hang', 'seng', 'bank', 'announced', 'thursday', 'that', 'they', 'will', 'cut', 'their', 'lending', 'and', 'saving', 'rates', 'despite', 'the', 'points', 'rate', 'hike', 'in', 'the', 'united', 'states', 'overnight']\n",
      "Removed Stopwords: ['hk', 'banks', 'adopt', 'different', 'prime', 'rates', 'hsbc', 'standard', 'chartered', 'hang', 'seng', 'bank', 'announced', 'thursday', 'cut', 'lending', 'saving', 'rates', 'despite', 'points', 'rate', 'hike', 'united', 'states', 'overnight']\n",
      "Stemmed Tokens: ['hk', 'bank', 'adopt', 'differ', 'prime', 'rate', 'hsbc', 'standard', 'charter', 'hang', 'seng', 'bank', 'announc', 'thursday', 'cut', 'lend', 'save', 'rate', 'despit', 'point', 'rate', 'hike', 'unit', 'state', 'overnight']\n",
      "Final Preprocessed Text: hk bank adopt differ prime rate hsbc standard charter hang seng bank announc thursday cut lend save rate despit point rate hike unit state overnight\n",
      "\n",
      "Original Text: Airbus denies backing Microsoft in EU case Aircraft maker Airbus insisted on Thursday it had no intention of taking sides in a Microsoft antitrust case, even though it filed a brief in an EU court on the software giant #39;s side.\n",
      "Lowercased Text: airbus denies backing microsoft in eu case aircraft maker airbus insisted on thursday it had no intention of taking sides in a microsoft antitrust case, even though it filed a brief in an eu court on the software giant #39;s side.\n",
      "Removed URLs: airbus denies backing microsoft in eu case aircraft maker airbus insisted on thursday it had no intention of taking sides in a microsoft antitrust case, even though it filed a brief in an eu court on the software giant #39;s side.\n",
      "Removed HTML Tags: airbus denies backing microsoft in eu case aircraft maker airbus insisted on thursday it had no intention of taking sides in a microsoft antitrust case, even though it filed a brief in an eu court on the software giant #39;s side.\n",
      "Removed Special Characters: airbus denies backing microsoft in eu case aircraft maker airbus insisted on thursday it had no intention of taking sides in a microsoft antitrust case even though it filed a brief in an eu court on the software giant s side\n",
      "Tokens: ['airbus', 'denies', 'backing', 'microsoft', 'in', 'eu', 'case', 'aircraft', 'maker', 'airbus', 'insisted', 'on', 'thursday', 'it', 'had', 'no', 'intention', 'of', 'taking', 'sides', 'in', 'a', 'microsoft', 'antitrust', 'case', 'even', 'though', 'it', 'filed', 'a', 'brief', 'in', 'an', 'eu', 'court', 'on', 'the', 'software', 'giant', 's', 'side']\n",
      "Removed Stopwords: ['airbus', 'denies', 'backing', 'microsoft', 'eu', 'case', 'aircraft', 'maker', 'airbus', 'insisted', 'thursday', 'intention', 'taking', 'sides', 'microsoft', 'antitrust', 'case', 'even', 'though', 'filed', 'brief', 'eu', 'court', 'software', 'giant', 'side']\n",
      "Stemmed Tokens: ['airbu', 'deni', 'back', 'microsoft', 'eu', 'case', 'aircraft', 'maker', 'airbu', 'insist', 'thursday', 'intent', 'take', 'side', 'microsoft', 'antitrust', 'case', 'even', 'though', 'file', 'brief', 'eu', 'court', 'softwar', 'giant', 'side']\n",
      "Final Preprocessed Text: airbu deni back microsoft eu case aircraft maker airbu insist thursday intent take side microsoft antitrust case even though file brief eu court softwar giant side\n",
      "\n",
      "Original Text: Google #39;s New PC Search Tool Poses Risks NEW YORK Oct. 18, 2004 - People who use public or workplace computers for e-mail, instant messaging and Web searching have a new privacy risk to worry about: Google #39;s free new tool that indexes a PC #39;s contents for quickly locating data.\n",
      "Lowercased Text: google #39;s new pc search tool poses risks new york oct. 18, 2004 - people who use public or workplace computers for e-mail, instant messaging and web searching have a new privacy risk to worry about: google #39;s free new tool that indexes a pc #39;s contents for quickly locating data.\n",
      "Removed URLs: google #39;s new pc search tool poses risks new york oct. 18, 2004 - people who use public or workplace computers for e-mail, instant messaging and web searching have a new privacy risk to worry about: google #39;s free new tool that indexes a pc #39;s contents for quickly locating data.\n",
      "Removed HTML Tags: google #39;s new pc search tool poses risks new york oct. 18, 2004 - people who use public or workplace computers for e-mail, instant messaging and web searching have a new privacy risk to worry about: google #39;s free new tool that indexes a pc #39;s contents for quickly locating data.\n",
      "Removed Special Characters: google s new pc search tool poses risks new york oct    people who use public or workplace computers for email instant messaging and web searching have a new privacy risk to worry about google s free new tool that indexes a pc s contents for quickly locating data\n",
      "Tokens: ['google', 's', 'new', 'pc', 'search', 'tool', 'poses', 'risks', 'new', 'york', 'oct', 'people', 'who', 'use', 'public', 'or', 'workplace', 'computers', 'for', 'email', 'instant', 'messaging', 'and', 'web', 'searching', 'have', 'a', 'new', 'privacy', 'risk', 'to', 'worry', 'about', 'google', 's', 'free', 'new', 'tool', 'that', 'indexes', 'a', 'pc', 's', 'contents', 'for', 'quickly', 'locating', 'data']\n",
      "Removed Stopwords: ['google', 'new', 'pc', 'search', 'tool', 'poses', 'risks', 'new', 'york', 'oct', 'people', 'use', 'public', 'workplace', 'computers', 'email', 'instant', 'messaging', 'web', 'searching', 'new', 'privacy', 'risk', 'worry', 'google', 'free', 'new', 'tool', 'indexes', 'pc', 'contents', 'quickly', 'locating', 'data']\n",
      "Stemmed Tokens: ['googl', 'new', 'pc', 'search', 'tool', 'pose', 'risk', 'new', 'york', 'oct', 'peopl', 'use', 'public', 'workplac', 'comput', 'email', 'instant', 'messag', 'web', 'search', 'new', 'privaci', 'risk', 'worri', 'googl', 'free', 'new', 'tool', 'index', 'pc', 'content', 'quickli', 'locat', 'data']\n",
      "Final Preprocessed Text: googl new pc search tool pose risk new york oct peopl use public workplac comput email instant messag web search new privaci risk worri googl free new tool index pc content quickli locat data\n",
      "\n",
      "Original Text: NEWS CORP. NET PROFIT SOARS 27 News Corp. saw healthy gains in profit and revenue in the fiscal first quarter - helped by growth in advertising at the Fox News Channel and the Fox broadcast network, as \n",
      "Lowercased Text: news corp. net profit soars 27 news corp. saw healthy gains in profit and revenue in the fiscal first quarter - helped by growth in advertising at the fox news channel and the fox broadcast network, as \n",
      "Removed URLs: news corp. net profit soars 27 news corp. saw healthy gains in profit and revenue in the fiscal first quarter - helped by growth in advertising at the fox news channel and the fox broadcast network, as \n",
      "Removed HTML Tags: news corp. net profit soars 27 news corp. saw healthy gains in profit and revenue in the fiscal first quarter - helped by growth in advertising at the fox news channel and the fox broadcast network, as \n",
      "Removed Special Characters: news corp net profit soars  news corp saw healthy gains in profit and revenue in the fiscal first quarter  helped by growth in advertising at the fox news channel and the fox broadcast network as \n",
      "Tokens: ['news', 'corp', 'net', 'profit', 'soars', 'news', 'corp', 'saw', 'healthy', 'gains', 'in', 'profit', 'and', 'revenue', 'in', 'the', 'fiscal', 'first', 'quarter', 'helped', 'by', 'growth', 'in', 'advertising', 'at', 'the', 'fox', 'news', 'channel', 'and', 'the', 'fox', 'broadcast', 'network', 'as']\n",
      "Removed Stopwords: ['news', 'corp', 'net', 'profit', 'soars', 'news', 'corp', 'saw', 'healthy', 'gains', 'profit', 'revenue', 'fiscal', 'first', 'quarter', 'helped', 'growth', 'advertising', 'fox', 'news', 'channel', 'fox', 'broadcast', 'network']\n",
      "Stemmed Tokens: ['news', 'corp', 'net', 'profit', 'soar', 'news', 'corp', 'saw', 'healthi', 'gain', 'profit', 'revenu', 'fiscal', 'first', 'quarter', 'help', 'growth', 'advertis', 'fox', 'news', 'channel', 'fox', 'broadcast', 'network']\n",
      "Final Preprocessed Text: news corp net profit soar news corp saw healthi gain profit revenu fiscal first quarter help growth advertis fox news channel fox broadcast network\n",
      "\n",
      "Original Text: Morningstar Faces Possible SEC Lawsuit  NEW YORK (Reuters) - U.S. securities regulators may file  suit against Morningstar Inc., a provider of mutual fund and  stock research, over incorrect data it published about a mutual  fund, the company said on Friday.\n",
      "Lowercased Text: morningstar faces possible sec lawsuit  new york (reuters) - u.s. securities regulators may file  suit against morningstar inc., a provider of mutual fund and  stock research, over incorrect data it published about a mutual  fund, the company said on friday.\n",
      "Removed URLs: morningstar faces possible sec lawsuit  new york (reuters) - u.s. securities regulators may file  suit against morningstar inc., a provider of mutual fund and  stock research, over incorrect data it published about a mutual  fund, the company said on friday.\n",
      "Removed HTML Tags: morningstar faces possible sec lawsuit  new york (reuters) - u.s. securities regulators may file  suit against morningstar inc., a provider of mutual fund and  stock research, over incorrect data it published about a mutual  fund, the company said on friday.\n",
      "Removed Special Characters: morningstar faces possible sec lawsuit  new york reuters  us securities regulators may file  suit against morningstar inc a provider of mutual fund and  stock research over incorrect data it published about a mutual  fund the company said on friday\n",
      "Tokens: ['morningstar', 'faces', 'possible', 'sec', 'lawsuit', 'new', 'york', 'reuters', 'us', 'securities', 'regulators', 'may', 'file', 'suit', 'against', 'morningstar', 'inc', 'a', 'provider', 'of', 'mutual', 'fund', 'and', 'stock', 'research', 'over', 'incorrect', 'data', 'it', 'published', 'about', 'a', 'mutual', 'fund', 'the', 'company', 'said', 'on', 'friday']\n",
      "Removed Stopwords: ['morningstar', 'faces', 'possible', 'sec', 'lawsuit', 'new', 'york', 'reuters', 'us', 'securities', 'regulators', 'may', 'file', 'suit', 'morningstar', 'inc', 'provider', 'mutual', 'fund', 'stock', 'research', 'incorrect', 'data', 'published', 'mutual', 'fund', 'company', 'said', 'friday']\n",
      "Stemmed Tokens: ['morningstar', 'face', 'possibl', 'sec', 'lawsuit', 'new', 'york', 'reuter', 'us', 'secur', 'regul', 'may', 'file', 'suit', 'morningstar', 'inc', 'provid', 'mutual', 'fund', 'stock', 'research', 'incorrect', 'data', 'publish', 'mutual', 'fund', 'compani', 'said', 'friday']\n",
      "Final Preprocessed Text: morningstar face possibl sec lawsuit new york reuter us secur regul may file suit morningstar inc provid mutual fund stock research incorrect data publish mutual fund compani said friday\n",
      "\n",
      "Original Text: Needham downgrades Apple on valuation NEW YORK (Dow Jones/AP) -- Apple Computer Inc. shares fell Friday after Needham  amp; Co. downgraded the stock to hold #39; #39; from buy.\n",
      "Lowercased Text: needham downgrades apple on valuation new york (dow jones/ap) -- apple computer inc. shares fell friday after needham  amp; co. downgraded the stock to hold #39; #39; from buy.\n",
      "Removed URLs: needham downgrades apple on valuation new york (dow jones/ap) -- apple computer inc. shares fell friday after needham  amp; co. downgraded the stock to hold #39; #39; from buy.\n",
      "Removed HTML Tags: needham downgrades apple on valuation new york (dow jones/ap) -- apple computer inc. shares fell friday after needham  amp; co. downgraded the stock to hold #39; #39; from buy.\n",
      "Removed Special Characters: needham downgrades apple on valuation new york dow jonesap  apple computer inc shares fell friday after needham  amp co downgraded the stock to hold   from buy\n",
      "Tokens: ['needham', 'downgrades', 'apple', 'on', 'valuation', 'new', 'york', 'dow', 'jonesap', 'apple', 'computer', 'inc', 'shares', 'fell', 'friday', 'after', 'needham', 'amp', 'co', 'downgraded', 'the', 'stock', 'to', 'hold', 'from', 'buy']\n",
      "Removed Stopwords: ['needham', 'downgrades', 'apple', 'valuation', 'new', 'york', 'dow', 'jonesap', 'apple', 'computer', 'inc', 'shares', 'fell', 'friday', 'needham', 'amp', 'co', 'downgraded', 'stock', 'hold', 'buy']\n",
      "Stemmed Tokens: ['needham', 'downgrad', 'appl', 'valuat', 'new', 'york', 'dow', 'jonesap', 'appl', 'comput', 'inc', 'share', 'fell', 'friday', 'needham', 'amp', 'co', 'downgrad', 'stock', 'hold', 'buy']\n",
      "Final Preprocessed Text: needham downgrad appl valuat new york dow jonesap appl comput inc share fell friday needham amp co downgrad stock hold buy\n",
      "\n",
      "Original Text: Nikkei briefly regains 11,000 level TOKYO - Japan #39;s benchmark Nikkei stock index briefly recovered to the 11,000 level Monday morning on widespread buying prompted by advances in US shares last Friday.\n",
      "Lowercased Text: nikkei briefly regains 11,000 level tokyo - japan #39;s benchmark nikkei stock index briefly recovered to the 11,000 level monday morning on widespread buying prompted by advances in us shares last friday.\n",
      "Removed URLs: nikkei briefly regains 11,000 level tokyo - japan #39;s benchmark nikkei stock index briefly recovered to the 11,000 level monday morning on widespread buying prompted by advances in us shares last friday.\n",
      "Removed HTML Tags: nikkei briefly regains 11,000 level tokyo - japan #39;s benchmark nikkei stock index briefly recovered to the 11,000 level monday morning on widespread buying prompted by advances in us shares last friday.\n",
      "Removed Special Characters: nikkei briefly regains  level tokyo  japan s benchmark nikkei stock index briefly recovered to the  level monday morning on widespread buying prompted by advances in us shares last friday\n",
      "Tokens: ['nikkei', 'briefly', 'regains', 'level', 'tokyo', 'japan', 's', 'benchmark', 'nikkei', 'stock', 'index', 'briefly', 'recovered', 'to', 'the', 'level', 'monday', 'morning', 'on', 'widespread', 'buying', 'prompted', 'by', 'advances', 'in', 'us', 'shares', 'last', 'friday']\n",
      "Removed Stopwords: ['nikkei', 'briefly', 'regains', 'level', 'tokyo', 'japan', 'benchmark', 'nikkei', 'stock', 'index', 'briefly', 'recovered', 'level', 'monday', 'morning', 'widespread', 'buying', 'prompted', 'advances', 'us', 'shares', 'last', 'friday']\n",
      "Stemmed Tokens: ['nikkei', 'briefli', 'regain', 'level', 'tokyo', 'japan', 'benchmark', 'nikkei', 'stock', 'index', 'briefli', 'recov', 'level', 'monday', 'morn', 'widespread', 'buy', 'prompt', 'advanc', 'us', 'share', 'last', 'friday']\n",
      "Final Preprocessed Text: nikkei briefli regain level tokyo japan benchmark nikkei stock index briefli recov level monday morn widespread buy prompt advanc us share last friday\n",
      "\n",
      "Original Text: EADS Offers to Split U.S. Tanker Deal With Boeing European Aeronautic Defense and Space Co., the parent of aircraft maker Airbus SAS, has proposed splitting a contested U.S. Air Force contract for refueling tankers with its rival Boeing Co., the European group's U.S. office said Friday.\n",
      "Lowercased Text: eads offers to split u.s. tanker deal with boeing european aeronautic defense and space co., the parent of aircraft maker airbus sas, has proposed splitting a contested u.s. air force contract for refueling tankers with its rival boeing co., the european group's u.s. office said friday.\n",
      "Removed URLs: eads offers to split u.s. tanker deal with boeing european aeronautic defense and space co., the parent of aircraft maker airbus sas, has proposed splitting a contested u.s. air force contract for refueling tankers with its rival boeing co., the european group's u.s. office said friday.\n",
      "Removed HTML Tags: eads offers to split u.s. tanker deal with boeing european aeronautic defense and space co., the parent of aircraft maker airbus sas, has proposed splitting a contested u.s. air force contract for refueling tankers with its rival boeing co., the european group's u.s. office said friday.\n",
      "Removed Special Characters: eads offers to split us tanker deal with boeing european aeronautic defense and space co the parent of aircraft maker airbus sas has proposed splitting a contested us air force contract for refueling tankers with its rival boeing co the european groups us office said friday\n",
      "Tokens: ['eads', 'offers', 'to', 'split', 'us', 'tanker', 'deal', 'with', 'boeing', 'european', 'aeronautic', 'defense', 'and', 'space', 'co', 'the', 'parent', 'of', 'aircraft', 'maker', 'airbus', 'sas', 'has', 'proposed', 'splitting', 'a', 'contested', 'us', 'air', 'force', 'contract', 'for', 'refueling', 'tankers', 'with', 'its', 'rival', 'boeing', 'co', 'the', 'european', 'groups', 'us', 'office', 'said', 'friday']\n",
      "Removed Stopwords: ['eads', 'offers', 'split', 'us', 'tanker', 'deal', 'boeing', 'european', 'aeronautic', 'defense', 'space', 'co', 'parent', 'aircraft', 'maker', 'airbus', 'sas', 'proposed', 'splitting', 'contested', 'us', 'air', 'force', 'contract', 'refueling', 'tankers', 'rival', 'boeing', 'co', 'european', 'groups', 'us', 'office', 'said', 'friday']\n",
      "Stemmed Tokens: ['ead', 'offer', 'split', 'us', 'tanker', 'deal', 'boe', 'european', 'aeronaut', 'defens', 'space', 'co', 'parent', 'aircraft', 'maker', 'airbu', 'sa', 'propos', 'split', 'contest', 'us', 'air', 'forc', 'contract', 'refuel', 'tanker', 'rival', 'boe', 'co', 'european', 'group', 'us', 'offic', 'said', 'friday']\n",
      "Final Preprocessed Text: ead offer split us tanker deal boe european aeronaut defens space co parent aircraft maker airbu sa propos split contest us air forc contract refuel tanker rival boe co european group us offic said friday\n",
      "\n",
      "Original Text: CNH Global workers in Racine go on strike after contract stalemate CNH Global NV workers in Racine and three other cities went on strike Wednesday, six months after rejecting the company #39;s final contract offer.\n",
      "Lowercased Text: cnh global workers in racine go on strike after contract stalemate cnh global nv workers in racine and three other cities went on strike wednesday, six months after rejecting the company #39;s final contract offer.\n",
      "Removed URLs: cnh global workers in racine go on strike after contract stalemate cnh global nv workers in racine and three other cities went on strike wednesday, six months after rejecting the company #39;s final contract offer.\n",
      "Removed HTML Tags: cnh global workers in racine go on strike after contract stalemate cnh global nv workers in racine and three other cities went on strike wednesday, six months after rejecting the company #39;s final contract offer.\n",
      "Removed Special Characters: cnh global workers in racine go on strike after contract stalemate cnh global nv workers in racine and three other cities went on strike wednesday six months after rejecting the company s final contract offer\n",
      "Tokens: ['cnh', 'global', 'workers', 'in', 'racine', 'go', 'on', 'strike', 'after', 'contract', 'stalemate', 'cnh', 'global', 'nv', 'workers', 'in', 'racine', 'and', 'three', 'other', 'cities', 'went', 'on', 'strike', 'wednesday', 'six', 'months', 'after', 'rejecting', 'the', 'company', 's', 'final', 'contract', 'offer']\n",
      "Removed Stopwords: ['cnh', 'global', 'workers', 'racine', 'go', 'strike', 'contract', 'stalemate', 'cnh', 'global', 'nv', 'workers', 'racine', 'three', 'cities', 'went', 'strike', 'wednesday', 'six', 'months', 'rejecting', 'company', 'final', 'contract', 'offer']\n",
      "Stemmed Tokens: ['cnh', 'global', 'worker', 'racin', 'go', 'strike', 'contract', 'stalem', 'cnh', 'global', 'nv', 'worker', 'racin', 'three', 'citi', 'went', 'strike', 'wednesday', 'six', 'month', 'reject', 'compani', 'final', 'contract', 'offer']\n",
      "Final Preprocessed Text: cnh global worker racin go strike contract stalem cnh global nv worker racin three citi went strike wednesday six month reject compani final contract offer\n",
      "\n",
      "Original Text: Telephone Tag (Forbes.com) Forbes.com - ARRIS GROUP (5, ARRS) saw its market cap unjustifiably halved recently when Comcast, a huge customer (24 of Arris' sales), hinted it might buy next-generation technology from Cisco Systems. Arris supplies the technical guts that cable companies use to provide phone service. (For the reverse phenomenon, see story on p. 162.)\n",
      "Lowercased Text: telephone tag (forbes.com) forbes.com - arris group (5, arrs) saw its market cap unjustifiably halved recently when comcast, a huge customer (24 of arris' sales), hinted it might buy next-generation technology from cisco systems. arris supplies the technical guts that cable companies use to provide phone service. (for the reverse phenomenon, see story on p. 162.)\n",
      "Removed URLs: telephone tag (forbes.com) forbes.com - arris group (5, arrs) saw its market cap unjustifiably halved recently when comcast, a huge customer (24 of arris' sales), hinted it might buy next-generation technology from cisco systems. arris supplies the technical guts that cable companies use to provide phone service. (for the reverse phenomenon, see story on p. 162.)\n",
      "Removed HTML Tags: telephone tag (forbes.com) forbes.com - arris group (5, arrs) saw its market cap unjustifiably halved recently when comcast, a huge customer (24 of arris' sales), hinted it might buy next-generation technology from cisco systems. arris supplies the technical guts that cable companies use to provide phone service. (for the reverse phenomenon, see story on p. 162.)\n",
      "Removed Special Characters: telephone tag forbescom forbescom  arris group  arrs saw its market cap unjustifiably halved recently when comcast a huge customer  of arris sales hinted it might buy nextgeneration technology from cisco systems arris supplies the technical guts that cable companies use to provide phone service for the reverse phenomenon see story on p \n",
      "Tokens: ['telephone', 'tag', 'forbescom', 'forbescom', 'arris', 'group', 'arrs', 'saw', 'its', 'market', 'cap', 'unjustifiably', 'halved', 'recently', 'when', 'comcast', 'a', 'huge', 'customer', 'of', 'arris', 'sales', 'hinted', 'it', 'might', 'buy', 'nextgeneration', 'technology', 'from', 'cisco', 'systems', 'arris', 'supplies', 'the', 'technical', 'guts', 'that', 'cable', 'companies', 'use', 'to', 'provide', 'phone', 'service', 'for', 'the', 'reverse', 'phenomenon', 'see', 'story', 'on', 'p']\n",
      "Removed Stopwords: ['telephone', 'tag', 'forbescom', 'forbescom', 'arris', 'group', 'arrs', 'saw', 'market', 'cap', 'unjustifiably', 'halved', 'recently', 'comcast', 'huge', 'customer', 'arris', 'sales', 'hinted', 'might', 'buy', 'nextgeneration', 'technology', 'cisco', 'systems', 'arris', 'supplies', 'technical', 'guts', 'cable', 'companies', 'use', 'provide', 'phone', 'service', 'reverse', 'phenomenon', 'see', 'story', 'p']\n",
      "Stemmed Tokens: ['telephon', 'tag', 'forbescom', 'forbescom', 'arri', 'group', 'arr', 'saw', 'market', 'cap', 'unjustifi', 'halv', 'recent', 'comcast', 'huge', 'custom', 'arri', 'sale', 'hint', 'might', 'buy', 'nextgener', 'technolog', 'cisco', 'system', 'arri', 'suppli', 'technic', 'gut', 'cabl', 'compani', 'use', 'provid', 'phone', 'servic', 'revers', 'phenomenon', 'see', 'stori', 'p']\n",
      "Final Preprocessed Text: telephon tag forbescom forbescom arri group arr saw market cap unjustifi halv recent comcast huge custom arri sale hint might buy nextgener technolog cisco system arri suppli technic gut cabl compani use provid phone servic revers phenomenon see stori p\n",
      "\n",
      "Original Text: Airport Staff Walk-Out Fails to Disrupt Flights A strike by hundreds of baggage handlers and maintenance workers at Gatwick Airport failed to disrupt flights today. The workers mounted picket lines outside \n",
      "Lowercased Text: airport staff walk-out fails to disrupt flights a strike by hundreds of baggage handlers and maintenance workers at gatwick airport failed to disrupt flights today. the workers mounted picket lines outside \n",
      "Removed URLs: airport staff walk-out fails to disrupt flights a strike by hundreds of baggage handlers and maintenance workers at gatwick airport failed to disrupt flights today. the workers mounted picket lines outside \n",
      "Removed HTML Tags: airport staff walk-out fails to disrupt flights a strike by hundreds of baggage handlers and maintenance workers at gatwick airport failed to disrupt flights today. the workers mounted picket lines outside \n",
      "Removed Special Characters: airport staff walkout fails to disrupt flights a strike by hundreds of baggage handlers and maintenance workers at gatwick airport failed to disrupt flights today the workers mounted picket lines outside \n",
      "Tokens: ['airport', 'staff', 'walkout', 'fails', 'to', 'disrupt', 'flights', 'a', 'strike', 'by', 'hundreds', 'of', 'baggage', 'handlers', 'and', 'maintenance', 'workers', 'at', 'gatwick', 'airport', 'failed', 'to', 'disrupt', 'flights', 'today', 'the', 'workers', 'mounted', 'picket', 'lines', 'outside']\n",
      "Removed Stopwords: ['airport', 'staff', 'walkout', 'fails', 'disrupt', 'flights', 'strike', 'hundreds', 'baggage', 'handlers', 'maintenance', 'workers', 'gatwick', 'airport', 'failed', 'disrupt', 'flights', 'today', 'workers', 'mounted', 'picket', 'lines', 'outside']\n",
      "Stemmed Tokens: ['airport', 'staff', 'walkout', 'fail', 'disrupt', 'flight', 'strike', 'hundr', 'baggag', 'handler', 'mainten', 'worker', 'gatwick', 'airport', 'fail', 'disrupt', 'flight', 'today', 'worker', 'mount', 'picket', 'line', 'outsid']\n",
      "Final Preprocessed Text: airport staff walkout fail disrupt flight strike hundr baggag handler mainten worker gatwick airport fail disrupt flight today worker mount picket line outsid\n",
      "\n",
      "Original Text: Stocks Edge Up, Goldman Earns Give Lift  NEW YORK (Reuters) - U.S. stocks edged up on Tuesday as  investors expected the Federal Reserve to stay on a course of  \"measured\" interest-rate increases, while major Wall Street  investment banks rose on higher profits.\n",
      "Lowercased Text: stocks edge up, goldman earns give lift  new york (reuters) - u.s. stocks edged up on tuesday as  investors expected the federal reserve to stay on a course of  \"measured\" interest-rate increases, while major wall street  investment banks rose on higher profits.\n",
      "Removed URLs: stocks edge up, goldman earns give lift  new york (reuters) - u.s. stocks edged up on tuesday as  investors expected the federal reserve to stay on a course of  \"measured\" interest-rate increases, while major wall street  investment banks rose on higher profits.\n",
      "Removed HTML Tags: stocks edge up, goldman earns give lift  new york (reuters) - u.s. stocks edged up on tuesday as  investors expected the federal reserve to stay on a course of  \"measured\" interest-rate increases, while major wall street  investment banks rose on higher profits.\n",
      "Removed Special Characters: stocks edge up goldman earns give lift  new york reuters  us stocks edged up on tuesday as  investors expected the federal reserve to stay on a course of  measured interestrate increases while major wall street  investment banks rose on higher profits\n",
      "Tokens: ['stocks', 'edge', 'up', 'goldman', 'earns', 'give', 'lift', 'new', 'york', 'reuters', 'us', 'stocks', 'edged', 'up', 'on', 'tuesday', 'as', 'investors', 'expected', 'the', 'federal', 'reserve', 'to', 'stay', 'on', 'a', 'course', 'of', 'measured', 'interestrate', 'increases', 'while', 'major', 'wall', 'street', 'investment', 'banks', 'rose', 'on', 'higher', 'profits']\n",
      "Removed Stopwords: ['stocks', 'edge', 'goldman', 'earns', 'give', 'lift', 'new', 'york', 'reuters', 'us', 'stocks', 'edged', 'tuesday', 'investors', 'expected', 'federal', 'reserve', 'stay', 'course', 'measured', 'interestrate', 'increases', 'major', 'wall', 'street', 'investment', 'banks', 'rose', 'higher', 'profits']\n",
      "Stemmed Tokens: ['stock', 'edg', 'goldman', 'earn', 'give', 'lift', 'new', 'york', 'reuter', 'us', 'stock', 'edg', 'tuesday', 'investor', 'expect', 'feder', 'reserv', 'stay', 'cours', 'measur', 'interestr', 'increas', 'major', 'wall', 'street', 'invest', 'bank', 'rose', 'higher', 'profit']\n",
      "Final Preprocessed Text: stock edg goldman earn give lift new york reuter us stock edg tuesday investor expect feder reserv stay cours measur interestr increas major wall street invest bank rose higher profit\n",
      "\n",
      "Original Text: ECB Eyed Rate Hike But Left Rates Steady The European Central Bank surprised financial markets on Thursday by revealing it had considered raising interest rates even as the euro zone economy slows, saying it is worried about inflationary risks.\n",
      "Lowercased Text: ecb eyed rate hike but left rates steady the european central bank surprised financial markets on thursday by revealing it had considered raising interest rates even as the euro zone economy slows, saying it is worried about inflationary risks.\n",
      "Removed URLs: ecb eyed rate hike but left rates steady the european central bank surprised financial markets on thursday by revealing it had considered raising interest rates even as the euro zone economy slows, saying it is worried about inflationary risks.\n",
      "Removed HTML Tags: ecb eyed rate hike but left rates steady the european central bank surprised financial markets on thursday by revealing it had considered raising interest rates even as the euro zone economy slows, saying it is worried about inflationary risks.\n",
      "Removed Special Characters: ecb eyed rate hike but left rates steady the european central bank surprised financial markets on thursday by revealing it had considered raising interest rates even as the euro zone economy slows saying it is worried about inflationary risks\n",
      "Tokens: ['ecb', 'eyed', 'rate', 'hike', 'but', 'left', 'rates', 'steady', 'the', 'european', 'central', 'bank', 'surprised', 'financial', 'markets', 'on', 'thursday', 'by', 'revealing', 'it', 'had', 'considered', 'raising', 'interest', 'rates', 'even', 'as', 'the', 'euro', 'zone', 'economy', 'slows', 'saying', 'it', 'is', 'worried', 'about', 'inflationary', 'risks']\n",
      "Removed Stopwords: ['ecb', 'eyed', 'rate', 'hike', 'left', 'rates', 'steady', 'european', 'central', 'bank', 'surprised', 'financial', 'markets', 'thursday', 'revealing', 'considered', 'raising', 'interest', 'rates', 'even', 'euro', 'zone', 'economy', 'slows', 'saying', 'worried', 'inflationary', 'risks']\n",
      "Stemmed Tokens: ['ecb', 'eye', 'rate', 'hike', 'left', 'rate', 'steadi', 'european', 'central', 'bank', 'surpris', 'financi', 'market', 'thursday', 'reveal', 'consid', 'rais', 'interest', 'rate', 'even', 'euro', 'zone', 'economi', 'slow', 'say', 'worri', 'inflationari', 'risk']\n",
      "Final Preprocessed Text: ecb eye rate hike left rate steadi european central bank surpris financi market thursday reveal consid rais interest rate even euro zone economi slow say worri inflationari risk\n",
      "\n",
      "Original Text: Ex-Enron executive testifies about cover-up The first witness in the first Enron criminal trial testified this morning she believed those higher up than both she and the Enron accountant now on trial were in on an effort to hide illicit \n",
      "Lowercased Text: ex-enron executive testifies about cover-up the first witness in the first enron criminal trial testified this morning she believed those higher up than both she and the enron accountant now on trial were in on an effort to hide illicit \n",
      "Removed URLs: ex-enron executive testifies about cover-up the first witness in the first enron criminal trial testified this morning she believed those higher up than both she and the enron accountant now on trial were in on an effort to hide illicit \n",
      "Removed HTML Tags: ex-enron executive testifies about cover-up the first witness in the first enron criminal trial testified this morning she believed those higher up than both she and the enron accountant now on trial were in on an effort to hide illicit \n",
      "Removed Special Characters: exenron executive testifies about coverup the first witness in the first enron criminal trial testified this morning she believed those higher up than both she and the enron accountant now on trial were in on an effort to hide illicit \n",
      "Tokens: ['exenron', 'executive', 'testifies', 'about', 'coverup', 'the', 'first', 'witness', 'in', 'the', 'first', 'enron', 'criminal', 'trial', 'testified', 'this', 'morning', 'she', 'believed', 'those', 'higher', 'up', 'than', 'both', 'she', 'and', 'the', 'enron', 'accountant', 'now', 'on', 'trial', 'were', 'in', 'on', 'an', 'effort', 'to', 'hide', 'illicit']\n",
      "Removed Stopwords: ['exenron', 'executive', 'testifies', 'coverup', 'first', 'witness', 'first', 'enron', 'criminal', 'trial', 'testified', 'morning', 'believed', 'higher', 'enron', 'accountant', 'trial', 'effort', 'hide', 'illicit']\n",
      "Stemmed Tokens: ['exenron', 'execut', 'testifi', 'coverup', 'first', 'wit', 'first', 'enron', 'crimin', 'trial', 'testifi', 'morn', 'believ', 'higher', 'enron', 'account', 'trial', 'effort', 'hide', 'illicit']\n",
      "Final Preprocessed Text: exenron execut testifi coverup first wit first enron crimin trial testifi morn believ higher enron account trial effort hide illicit\n",
      "\n",
      "Original Text: Hilfiger shares plunge amid probe Shares of Tommy Hilfiger Corp. plummeted 22 percent yesterday following Friday #39;s announcement that the apparel maker #39;s US division received subpoenas from the US Attorney #39;s Office regarding \n",
      "Lowercased Text: hilfiger shares plunge amid probe shares of tommy hilfiger corp. plummeted 22 percent yesterday following friday #39;s announcement that the apparel maker #39;s us division received subpoenas from the us attorney #39;s office regarding \n",
      "Removed URLs: hilfiger shares plunge amid probe shares of tommy hilfiger corp. plummeted 22 percent yesterday following friday #39;s announcement that the apparel maker #39;s us division received subpoenas from the us attorney #39;s office regarding \n",
      "Removed HTML Tags: hilfiger shares plunge amid probe shares of tommy hilfiger corp. plummeted 22 percent yesterday following friday #39;s announcement that the apparel maker #39;s us division received subpoenas from the us attorney #39;s office regarding \n",
      "Removed Special Characters: hilfiger shares plunge amid probe shares of tommy hilfiger corp plummeted  percent yesterday following friday s announcement that the apparel maker s us division received subpoenas from the us attorney s office regarding \n",
      "Tokens: ['hilfiger', 'shares', 'plunge', 'amid', 'probe', 'shares', 'of', 'tommy', 'hilfiger', 'corp', 'plummeted', 'percent', 'yesterday', 'following', 'friday', 's', 'announcement', 'that', 'the', 'apparel', 'maker', 's', 'us', 'division', 'received', 'subpoenas', 'from', 'the', 'us', 'attorney', 's', 'office', 'regarding']\n",
      "Removed Stopwords: ['hilfiger', 'shares', 'plunge', 'amid', 'probe', 'shares', 'tommy', 'hilfiger', 'corp', 'plummeted', 'percent', 'yesterday', 'following', 'friday', 'announcement', 'apparel', 'maker', 'us', 'division', 'received', 'subpoenas', 'us', 'attorney', 'office', 'regarding']\n",
      "Stemmed Tokens: ['hilfig', 'share', 'plung', 'amid', 'probe', 'share', 'tommi', 'hilfig', 'corp', 'plummet', 'percent', 'yesterday', 'follow', 'friday', 'announc', 'apparel', 'maker', 'us', 'divis', 'receiv', 'subpoena', 'us', 'attorney', 'offic', 'regard']\n",
      "Final Preprocessed Text: hilfig share plung amid probe share tommi hilfig corp plummet percent yesterday follow friday announc apparel maker us divis receiv subpoena us attorney offic regard\n",
      "\n",
      "Original Text: STOCKS  amp; BONDS Technology Issues Lead Rally as the 4th Quarter &lt;b&gt;...&lt;/b&gt; tocks rose yesterday amid heavy trading on the first day of the fourth quarter as PeopleSoft and chip-related stocks sent the Nasdaq to its highest level in more than two months.\n",
      "Lowercased Text: stocks  amp; bonds technology issues lead rally as the 4th quarter &lt;b&gt;...&lt;/b&gt; tocks rose yesterday amid heavy trading on the first day of the fourth quarter as peoplesoft and chip-related stocks sent the nasdaq to its highest level in more than two months.\n",
      "Removed URLs: stocks  amp; bonds technology issues lead rally as the 4th quarter &lt;b&gt;...&lt;/b&gt; tocks rose yesterday amid heavy trading on the first day of the fourth quarter as peoplesoft and chip-related stocks sent the nasdaq to its highest level in more than two months.\n",
      "Removed HTML Tags: stocks  amp; bonds technology issues lead rally as the 4th quarter &lt;b&gt;...&lt;/b&gt; tocks rose yesterday amid heavy trading on the first day of the fourth quarter as peoplesoft and chip-related stocks sent the nasdaq to its highest level in more than two months.\n",
      "Removed Special Characters: stocks  amp bonds technology issues lead rally as the th quarter ltbgtltbgt tocks rose yesterday amid heavy trading on the first day of the fourth quarter as peoplesoft and chiprelated stocks sent the nasdaq to its highest level in more than two months\n",
      "Tokens: ['stocks', 'amp', 'bonds', 'technology', 'issues', 'lead', 'rally', 'as', 'the', 'th', 'quarter', 'ltbgtltbgt', 'tocks', 'rose', 'yesterday', 'amid', 'heavy', 'trading', 'on', 'the', 'first', 'day', 'of', 'the', 'fourth', 'quarter', 'as', 'peoplesoft', 'and', 'chiprelated', 'stocks', 'sent', 'the', 'nasdaq', 'to', 'its', 'highest', 'level', 'in', 'more', 'than', 'two', 'months']\n",
      "Removed Stopwords: ['stocks', 'amp', 'bonds', 'technology', 'issues', 'lead', 'rally', 'th', 'quarter', 'ltbgtltbgt', 'tocks', 'rose', 'yesterday', 'amid', 'heavy', 'trading', 'first', 'day', 'fourth', 'quarter', 'peoplesoft', 'chiprelated', 'stocks', 'sent', 'nasdaq', 'highest', 'level', 'two', 'months']\n",
      "Stemmed Tokens: ['stock', 'amp', 'bond', 'technolog', 'issu', 'lead', 'ralli', 'th', 'quarter', 'ltbgtltbgt', 'tock', 'rose', 'yesterday', 'amid', 'heavi', 'trade', 'first', 'day', 'fourth', 'quarter', 'peoplesoft', 'chiprel', 'stock', 'sent', 'nasdaq', 'highest', 'level', 'two', 'month']\n",
      "Final Preprocessed Text: stock amp bond technolog issu lead ralli th quarter ltbgtltbgt tock rose yesterday amid heavi trade first day fourth quarter peoplesoft chiprel stock sent nasdaq highest level two month\n",
      "\n",
      "Original Text: United Pilots Cut Deal on Pensions United Airlines pilots would drop their opposition to the carrier's much-decried plan to eliminate traditional pensions under a tentative contract agreement approved by union leaders.\n",
      "Lowercased Text: united pilots cut deal on pensions united airlines pilots would drop their opposition to the carrier's much-decried plan to eliminate traditional pensions under a tentative contract agreement approved by union leaders.\n",
      "Removed URLs: united pilots cut deal on pensions united airlines pilots would drop their opposition to the carrier's much-decried plan to eliminate traditional pensions under a tentative contract agreement approved by union leaders.\n",
      "Removed HTML Tags: united pilots cut deal on pensions united airlines pilots would drop their opposition to the carrier's much-decried plan to eliminate traditional pensions under a tentative contract agreement approved by union leaders.\n",
      "Removed Special Characters: united pilots cut deal on pensions united airlines pilots would drop their opposition to the carriers muchdecried plan to eliminate traditional pensions under a tentative contract agreement approved by union leaders\n",
      "Tokens: ['united', 'pilots', 'cut', 'deal', 'on', 'pensions', 'united', 'airlines', 'pilots', 'would', 'drop', 'their', 'opposition', 'to', 'the', 'carriers', 'muchdecried', 'plan', 'to', 'eliminate', 'traditional', 'pensions', 'under', 'a', 'tentative', 'contract', 'agreement', 'approved', 'by', 'union', 'leaders']\n",
      "Removed Stopwords: ['united', 'pilots', 'cut', 'deal', 'pensions', 'united', 'airlines', 'pilots', 'would', 'drop', 'opposition', 'carriers', 'muchdecried', 'plan', 'eliminate', 'traditional', 'pensions', 'tentative', 'contract', 'agreement', 'approved', 'union', 'leaders']\n",
      "Stemmed Tokens: ['unit', 'pilot', 'cut', 'deal', 'pension', 'unit', 'airlin', 'pilot', 'would', 'drop', 'opposit', 'carrier', 'muchdecri', 'plan', 'elimin', 'tradit', 'pension', 'tent', 'contract', 'agreement', 'approv', 'union', 'leader']\n",
      "Final Preprocessed Text: unit pilot cut deal pension unit airlin pilot would drop opposit carrier muchdecri plan elimin tradit pension tent contract agreement approv union leader\n",
      "\n",
      "Original Text: Interest rates to mark time AUSTRALIAN home owners can breathe a sigh of relief: stable interest rates are predicted well into next year. The Reserve Bank issued a glowing report card on the Australian economy yesterday, now that the \n",
      "Lowercased Text: interest rates to mark time australian home owners can breathe a sigh of relief: stable interest rates are predicted well into next year. the reserve bank issued a glowing report card on the australian economy yesterday, now that the \n",
      "Removed URLs: interest rates to mark time australian home owners can breathe a sigh of relief: stable interest rates are predicted well into next year. the reserve bank issued a glowing report card on the australian economy yesterday, now that the \n",
      "Removed HTML Tags: interest rates to mark time australian home owners can breathe a sigh of relief: stable interest rates are predicted well into next year. the reserve bank issued a glowing report card on the australian economy yesterday, now that the \n",
      "Removed Special Characters: interest rates to mark time australian home owners can breathe a sigh of relief stable interest rates are predicted well into next year the reserve bank issued a glowing report card on the australian economy yesterday now that the \n",
      "Tokens: ['interest', 'rates', 'to', 'mark', 'time', 'australian', 'home', 'owners', 'can', 'breathe', 'a', 'sigh', 'of', 'relief', 'stable', 'interest', 'rates', 'are', 'predicted', 'well', 'into', 'next', 'year', 'the', 'reserve', 'bank', 'issued', 'a', 'glowing', 'report', 'card', 'on', 'the', 'australian', 'economy', 'yesterday', 'now', 'that', 'the']\n",
      "Removed Stopwords: ['interest', 'rates', 'mark', 'time', 'australian', 'home', 'owners', 'breathe', 'sigh', 'relief', 'stable', 'interest', 'rates', 'predicted', 'well', 'next', 'year', 'reserve', 'bank', 'issued', 'glowing', 'report', 'card', 'australian', 'economy', 'yesterday']\n",
      "Stemmed Tokens: ['interest', 'rate', 'mark', 'time', 'australian', 'home', 'owner', 'breath', 'sigh', 'relief', 'stabl', 'interest', 'rate', 'predict', 'well', 'next', 'year', 'reserv', 'bank', 'issu', 'glow', 'report', 'card', 'australian', 'economi', 'yesterday']\n",
      "Final Preprocessed Text: interest rate mark time australian home owner breath sigh relief stabl interest rate predict well next year reserv bank issu glow report card australian economi yesterday\n",
      "\n",
      "Original Text: Baxter Ends Flu Vaccine Trial; Cites Side Effects Baxter International Inc. on Thursday said it halted a late-stage European trial of a flu vaccine because of higher-than-expected rates of fever and other symptoms.\n",
      "Lowercased Text: baxter ends flu vaccine trial; cites side effects baxter international inc. on thursday said it halted a late-stage european trial of a flu vaccine because of higher-than-expected rates of fever and other symptoms.\n",
      "Removed URLs: baxter ends flu vaccine trial; cites side effects baxter international inc. on thursday said it halted a late-stage european trial of a flu vaccine because of higher-than-expected rates of fever and other symptoms.\n",
      "Removed HTML Tags: baxter ends flu vaccine trial; cites side effects baxter international inc. on thursday said it halted a late-stage european trial of a flu vaccine because of higher-than-expected rates of fever and other symptoms.\n",
      "Removed Special Characters: baxter ends flu vaccine trial cites side effects baxter international inc on thursday said it halted a latestage european trial of a flu vaccine because of higherthanexpected rates of fever and other symptoms\n",
      "Tokens: ['baxter', 'ends', 'flu', 'vaccine', 'trial', 'cites', 'side', 'effects', 'baxter', 'international', 'inc', 'on', 'thursday', 'said', 'it', 'halted', 'a', 'latestage', 'european', 'trial', 'of', 'a', 'flu', 'vaccine', 'because', 'of', 'higherthanexpected', 'rates', 'of', 'fever', 'and', 'other', 'symptoms']\n",
      "Removed Stopwords: ['baxter', 'ends', 'flu', 'vaccine', 'trial', 'cites', 'side', 'effects', 'baxter', 'international', 'inc', 'thursday', 'said', 'halted', 'latestage', 'european', 'trial', 'flu', 'vaccine', 'higherthanexpected', 'rates', 'fever', 'symptoms']\n",
      "Stemmed Tokens: ['baxter', 'end', 'flu', 'vaccin', 'trial', 'cite', 'side', 'effect', 'baxter', 'intern', 'inc', 'thursday', 'said', 'halt', 'latestag', 'european', 'trial', 'flu', 'vaccin', 'higherthanexpect', 'rate', 'fever', 'symptom']\n",
      "Final Preprocessed Text: baxter end flu vaccin trial cite side effect baxter intern inc thursday said halt latestag european trial flu vaccin higherthanexpect rate fever symptom\n",
      "\n",
      "Original Text: Microsoft Settles Novell Antitrust Suit (Reuters) Reuters - Microsoft Corp.  said\\on Monday it agreed to settle antitrust lawsuits with Novell\\Inc.  and an industry trade group, marking the end of a\\decade-long antitrust battle.\n",
      "Lowercased Text: microsoft settles novell antitrust suit (reuters) reuters - microsoft corp.  said\\on monday it agreed to settle antitrust lawsuits with novell\\inc.  and an industry trade group, marking the end of a\\decade-long antitrust battle.\n",
      "Removed URLs: microsoft settles novell antitrust suit (reuters) reuters - microsoft corp.  said\\on monday it agreed to settle antitrust lawsuits with novell\\inc.  and an industry trade group, marking the end of a\\decade-long antitrust battle.\n",
      "Removed HTML Tags: microsoft settles novell antitrust suit (reuters) reuters - microsoft corp.  said\\on monday it agreed to settle antitrust lawsuits with novell\\inc.  and an industry trade group, marking the end of a\\decade-long antitrust battle.\n",
      "Removed Special Characters: microsoft settles novell antitrust suit reuters reuters  microsoft corp  saidon monday it agreed to settle antitrust lawsuits with novellinc  and an industry trade group marking the end of adecadelong antitrust battle\n",
      "Tokens: ['microsoft', 'settles', 'novell', 'antitrust', 'suit', 'reuters', 'reuters', 'microsoft', 'corp', 'saidon', 'monday', 'it', 'agreed', 'to', 'settle', 'antitrust', 'lawsuits', 'with', 'novellinc', 'and', 'an', 'industry', 'trade', 'group', 'marking', 'the', 'end', 'of', 'adecadelong', 'antitrust', 'battle']\n",
      "Removed Stopwords: ['microsoft', 'settles', 'novell', 'antitrust', 'suit', 'reuters', 'reuters', 'microsoft', 'corp', 'saidon', 'monday', 'agreed', 'settle', 'antitrust', 'lawsuits', 'novellinc', 'industry', 'trade', 'group', 'marking', 'end', 'adecadelong', 'antitrust', 'battle']\n",
      "Stemmed Tokens: ['microsoft', 'settl', 'novel', 'antitrust', 'suit', 'reuter', 'reuter', 'microsoft', 'corp', 'saidon', 'monday', 'agre', 'settl', 'antitrust', 'lawsuit', 'novellinc', 'industri', 'trade', 'group', 'mark', 'end', 'adecadelong', 'antitrust', 'battl']\n",
      "Final Preprocessed Text: microsoft settl novel antitrust suit reuter reuter microsoft corp saidon monday agre settl antitrust lawsuit novellinc industri trade group mark end adecadelong antitrust battl\n",
      "\n",
      "Original Text: Oil Prices Set a New Record Above \\$50  SINGAPORE (Reuters) - Oil prices set a new record above \\$50  a barrel on Tuesday as a prolonged U.S. production outage  following Hurricane Ivan attracted fresh speculative buying.\n",
      "Lowercased Text: oil prices set a new record above \\$50  singapore (reuters) - oil prices set a new record above \\$50  a barrel on tuesday as a prolonged u.s. production outage  following hurricane ivan attracted fresh speculative buying.\n",
      "Removed URLs: oil prices set a new record above \\$50  singapore (reuters) - oil prices set a new record above \\$50  a barrel on tuesday as a prolonged u.s. production outage  following hurricane ivan attracted fresh speculative buying.\n",
      "Removed HTML Tags: oil prices set a new record above \\$50  singapore (reuters) - oil prices set a new record above \\$50  a barrel on tuesday as a prolonged u.s. production outage  following hurricane ivan attracted fresh speculative buying.\n",
      "Removed Special Characters: oil prices set a new record above   singapore reuters  oil prices set a new record above   a barrel on tuesday as a prolonged us production outage  following hurricane ivan attracted fresh speculative buying\n",
      "Tokens: ['oil', 'prices', 'set', 'a', 'new', 'record', 'above', 'singapore', 'reuters', 'oil', 'prices', 'set', 'a', 'new', 'record', 'above', 'a', 'barrel', 'on', 'tuesday', 'as', 'a', 'prolonged', 'us', 'production', 'outage', 'following', 'hurricane', 'ivan', 'attracted', 'fresh', 'speculative', 'buying']\n",
      "Removed Stopwords: ['oil', 'prices', 'set', 'new', 'record', 'singapore', 'reuters', 'oil', 'prices', 'set', 'new', 'record', 'barrel', 'tuesday', 'prolonged', 'us', 'production', 'outage', 'following', 'hurricane', 'ivan', 'attracted', 'fresh', 'speculative', 'buying']\n",
      "Stemmed Tokens: ['oil', 'price', 'set', 'new', 'record', 'singapor', 'reuter', 'oil', 'price', 'set', 'new', 'record', 'barrel', 'tuesday', 'prolong', 'us', 'product', 'outag', 'follow', 'hurrican', 'ivan', 'attract', 'fresh', 'specul', 'buy']\n",
      "Final Preprocessed Text: oil price set new record singapor reuter oil price set new record barrel tuesday prolong us product outag follow hurrican ivan attract fresh specul buy\n",
      "\n",
      "Original Text: Oracle Fails to Inspire Tech Rally Oracle Corp. handed the software industry some positive earnings news after the bell on Tuesday, but investors pulled cash from the sector on concerns that information technology spending has become anemic.\n",
      "Lowercased Text: oracle fails to inspire tech rally oracle corp. handed the software industry some positive earnings news after the bell on tuesday, but investors pulled cash from the sector on concerns that information technology spending has become anemic.\n",
      "Removed URLs: oracle fails to inspire tech rally oracle corp. handed the software industry some positive earnings news after the bell on tuesday, but investors pulled cash from the sector on concerns that information technology spending has become anemic.\n",
      "Removed HTML Tags: oracle fails to inspire tech rally oracle corp. handed the software industry some positive earnings news after the bell on tuesday, but investors pulled cash from the sector on concerns that information technology spending has become anemic.\n",
      "Removed Special Characters: oracle fails to inspire tech rally oracle corp handed the software industry some positive earnings news after the bell on tuesday but investors pulled cash from the sector on concerns that information technology spending has become anemic\n",
      "Tokens: ['oracle', 'fails', 'to', 'inspire', 'tech', 'rally', 'oracle', 'corp', 'handed', 'the', 'software', 'industry', 'some', 'positive', 'earnings', 'news', 'after', 'the', 'bell', 'on', 'tuesday', 'but', 'investors', 'pulled', 'cash', 'from', 'the', 'sector', 'on', 'concerns', 'that', 'information', 'technology', 'spending', 'has', 'become', 'anemic']\n",
      "Removed Stopwords: ['oracle', 'fails', 'inspire', 'tech', 'rally', 'oracle', 'corp', 'handed', 'software', 'industry', 'positive', 'earnings', 'news', 'bell', 'tuesday', 'investors', 'pulled', 'cash', 'sector', 'concerns', 'information', 'technology', 'spending', 'become', 'anemic']\n",
      "Stemmed Tokens: ['oracl', 'fail', 'inspir', 'tech', 'ralli', 'oracl', 'corp', 'hand', 'softwar', 'industri', 'posit', 'earn', 'news', 'bell', 'tuesday', 'investor', 'pull', 'cash', 'sector', 'concern', 'inform', 'technolog', 'spend', 'becom', 'anem']\n",
      "Final Preprocessed Text: oracl fail inspir tech ralli oracl corp hand softwar industri posit earn news bell tuesday investor pull cash sector concern inform technolog spend becom anem\n",
      "\n",
      "Original Text: Coke opens fridge door to rivals Coca Cola says it will allow retailers to stock rival drinks in its branded coolers as part of a deal with EU anti-trust watchdogs.\n",
      "Lowercased Text: coke opens fridge door to rivals coca cola says it will allow retailers to stock rival drinks in its branded coolers as part of a deal with eu anti-trust watchdogs.\n",
      "Removed URLs: coke opens fridge door to rivals coca cola says it will allow retailers to stock rival drinks in its branded coolers as part of a deal with eu anti-trust watchdogs.\n",
      "Removed HTML Tags: coke opens fridge door to rivals coca cola says it will allow retailers to stock rival drinks in its branded coolers as part of a deal with eu anti-trust watchdogs.\n",
      "Removed Special Characters: coke opens fridge door to rivals coca cola says it will allow retailers to stock rival drinks in its branded coolers as part of a deal with eu antitrust watchdogs\n",
      "Tokens: ['coke', 'opens', 'fridge', 'door', 'to', 'rivals', 'coca', 'cola', 'says', 'it', 'will', 'allow', 'retailers', 'to', 'stock', 'rival', 'drinks', 'in', 'its', 'branded', 'coolers', 'as', 'part', 'of', 'a', 'deal', 'with', 'eu', 'antitrust', 'watchdogs']\n",
      "Removed Stopwords: ['coke', 'opens', 'fridge', 'door', 'rivals', 'coca', 'cola', 'says', 'allow', 'retailers', 'stock', 'rival', 'drinks', 'branded', 'coolers', 'part', 'deal', 'eu', 'antitrust', 'watchdogs']\n",
      "Stemmed Tokens: ['coke', 'open', 'fridg', 'door', 'rival', 'coca', 'cola', 'say', 'allow', 'retail', 'stock', 'rival', 'drink', 'brand', 'cooler', 'part', 'deal', 'eu', 'antitrust', 'watchdog']\n",
      "Final Preprocessed Text: coke open fridg door rival coca cola say allow retail stock rival drink brand cooler part deal eu antitrust watchdog\n",
      "\n",
      "Original Text: WellPoint net income increases 28 percent THOUSAND OAKS, Calif. -- WellPoint Health Networks Inc. #39;s third-quarter net income rose 28 percent as the managed-care company saw membership growth in key markets and double-digit revenue growth.\n",
      "Lowercased Text: wellpoint net income increases 28 percent thousand oaks, calif. -- wellpoint health networks inc. #39;s third-quarter net income rose 28 percent as the managed-care company saw membership growth in key markets and double-digit revenue growth.\n",
      "Removed URLs: wellpoint net income increases 28 percent thousand oaks, calif. -- wellpoint health networks inc. #39;s third-quarter net income rose 28 percent as the managed-care company saw membership growth in key markets and double-digit revenue growth.\n",
      "Removed HTML Tags: wellpoint net income increases 28 percent thousand oaks, calif. -- wellpoint health networks inc. #39;s third-quarter net income rose 28 percent as the managed-care company saw membership growth in key markets and double-digit revenue growth.\n",
      "Removed Special Characters: wellpoint net income increases  percent thousand oaks calif  wellpoint health networks inc s thirdquarter net income rose  percent as the managedcare company saw membership growth in key markets and doubledigit revenue growth\n",
      "Tokens: ['wellpoint', 'net', 'income', 'increases', 'percent', 'thousand', 'oaks', 'calif', 'wellpoint', 'health', 'networks', 'inc', 's', 'thirdquarter', 'net', 'income', 'rose', 'percent', 'as', 'the', 'managedcare', 'company', 'saw', 'membership', 'growth', 'in', 'key', 'markets', 'and', 'doubledigit', 'revenue', 'growth']\n",
      "Removed Stopwords: ['wellpoint', 'net', 'income', 'increases', 'percent', 'thousand', 'oaks', 'calif', 'wellpoint', 'health', 'networks', 'inc', 'thirdquarter', 'net', 'income', 'rose', 'percent', 'managedcare', 'company', 'saw', 'membership', 'growth', 'key', 'markets', 'doubledigit', 'revenue', 'growth']\n",
      "Stemmed Tokens: ['wellpoint', 'net', 'incom', 'increas', 'percent', 'thousand', 'oak', 'calif', 'wellpoint', 'health', 'network', 'inc', 'thirdquart', 'net', 'incom', 'rose', 'percent', 'managedcar', 'compani', 'saw', 'membership', 'growth', 'key', 'market', 'doubledigit', 'revenu', 'growth']\n",
      "Final Preprocessed Text: wellpoint net incom increas percent thousand oak calif wellpoint health network inc thirdquart net incom rose percent managedcar compani saw membership growth key market doubledigit revenu growth\n",
      "\n",
      "Original Text: Delta Aims to Cut Jobs 12, Drop a Hub and Reduce Pay elta Air Lines announced yesterday that it would cut 12 percent of its work force over the next 18 months and said a bankruptcy filing would be  quot;a real possibility quot; as soon as the end \n",
      "Lowercased Text: delta aims to cut jobs 12, drop a hub and reduce pay elta air lines announced yesterday that it would cut 12 percent of its work force over the next 18 months and said a bankruptcy filing would be  quot;a real possibility quot; as soon as the end \n",
      "Removed URLs: delta aims to cut jobs 12, drop a hub and reduce pay elta air lines announced yesterday that it would cut 12 percent of its work force over the next 18 months and said a bankruptcy filing would be  quot;a real possibility quot; as soon as the end \n",
      "Removed HTML Tags: delta aims to cut jobs 12, drop a hub and reduce pay elta air lines announced yesterday that it would cut 12 percent of its work force over the next 18 months and said a bankruptcy filing would be  quot;a real possibility quot; as soon as the end \n",
      "Removed Special Characters: delta aims to cut jobs  drop a hub and reduce pay elta air lines announced yesterday that it would cut  percent of its work force over the next  months and said a bankruptcy filing would be  quota real possibility quot as soon as the end \n",
      "Tokens: ['delta', 'aims', 'to', 'cut', 'jobs', 'drop', 'a', 'hub', 'and', 'reduce', 'pay', 'elta', 'air', 'lines', 'announced', 'yesterday', 'that', 'it', 'would', 'cut', 'percent', 'of', 'its', 'work', 'force', 'over', 'the', 'next', 'months', 'and', 'said', 'a', 'bankruptcy', 'filing', 'would', 'be', 'quota', 'real', 'possibility', 'quot', 'as', 'soon', 'as', 'the', 'end']\n",
      "Removed Stopwords: ['delta', 'aims', 'cut', 'jobs', 'drop', 'hub', 'reduce', 'pay', 'elta', 'air', 'lines', 'announced', 'yesterday', 'would', 'cut', 'percent', 'work', 'force', 'next', 'months', 'said', 'bankruptcy', 'filing', 'would', 'quota', 'real', 'possibility', 'quot', 'soon', 'end']\n",
      "Stemmed Tokens: ['delta', 'aim', 'cut', 'job', 'drop', 'hub', 'reduc', 'pay', 'elta', 'air', 'line', 'announc', 'yesterday', 'would', 'cut', 'percent', 'work', 'forc', 'next', 'month', 'said', 'bankruptci', 'file', 'would', 'quota', 'real', 'possibl', 'quot', 'soon', 'end']\n",
      "Final Preprocessed Text: delta aim cut job drop hub reduc pay elta air line announc yesterday would cut percent work forc next month said bankruptci file would quota real possibl quot soon end\n",
      "\n",
      "Original Text: Ex-teller wins bias case against Citizens A former part-time teller and Mexican immigrant won more than \\$100,000 after the Massachusetts Commission Against Discrimination determined Citizens Bank discriminated against her when it bypassed her for a full-time job in favor of a less experienced white co-worker.\n",
      "Lowercased Text: ex-teller wins bias case against citizens a former part-time teller and mexican immigrant won more than \\$100,000 after the massachusetts commission against discrimination determined citizens bank discriminated against her when it bypassed her for a full-time job in favor of a less experienced white co-worker.\n",
      "Removed URLs: ex-teller wins bias case against citizens a former part-time teller and mexican immigrant won more than \\$100,000 after the massachusetts commission against discrimination determined citizens bank discriminated against her when it bypassed her for a full-time job in favor of a less experienced white co-worker.\n",
      "Removed HTML Tags: ex-teller wins bias case against citizens a former part-time teller and mexican immigrant won more than \\$100,000 after the massachusetts commission against discrimination determined citizens bank discriminated against her when it bypassed her for a full-time job in favor of a less experienced white co-worker.\n",
      "Removed Special Characters: exteller wins bias case against citizens a former parttime teller and mexican immigrant won more than  after the massachusetts commission against discrimination determined citizens bank discriminated against her when it bypassed her for a fulltime job in favor of a less experienced white coworker\n",
      "Tokens: ['exteller', 'wins', 'bias', 'case', 'against', 'citizens', 'a', 'former', 'parttime', 'teller', 'and', 'mexican', 'immigrant', 'won', 'more', 'than', 'after', 'the', 'massachusetts', 'commission', 'against', 'discrimination', 'determined', 'citizens', 'bank', 'discriminated', 'against', 'her', 'when', 'it', 'bypassed', 'her', 'for', 'a', 'fulltime', 'job', 'in', 'favor', 'of', 'a', 'less', 'experienced', 'white', 'coworker']\n",
      "Removed Stopwords: ['exteller', 'wins', 'bias', 'case', 'citizens', 'former', 'parttime', 'teller', 'mexican', 'immigrant', 'massachusetts', 'commission', 'discrimination', 'determined', 'citizens', 'bank', 'discriminated', 'bypassed', 'fulltime', 'job', 'favor', 'less', 'experienced', 'white', 'coworker']\n",
      "Stemmed Tokens: ['extel', 'win', 'bia', 'case', 'citizen', 'former', 'parttim', 'teller', 'mexican', 'immigr', 'massachusett', 'commiss', 'discrimin', 'determin', 'citizen', 'bank', 'discrimin', 'bypass', 'fulltim', 'job', 'favor', 'less', 'experienc', 'white', 'cowork']\n",
      "Final Preprocessed Text: extel win bia case citizen former parttim teller mexican immigr massachusett commiss discrimin determin citizen bank discrimin bypass fulltim job favor less experienc white cowork\n",
      "\n",
      "Original Text: CBI calls for cuts in spending to reduce borrowing GORDON BROWN faces a new warning today that he will have to raise taxes by 7 billion or cut swaths of government spending if Labour wins next years general election.\n",
      "Lowercased Text: cbi calls for cuts in spending to reduce borrowing gordon brown faces a new warning today that he will have to raise taxes by 7 billion or cut swaths of government spending if labour wins next years general election.\n",
      "Removed URLs: cbi calls for cuts in spending to reduce borrowing gordon brown faces a new warning today that he will have to raise taxes by 7 billion or cut swaths of government spending if labour wins next years general election.\n",
      "Removed HTML Tags: cbi calls for cuts in spending to reduce borrowing gordon brown faces a new warning today that he will have to raise taxes by 7 billion or cut swaths of government spending if labour wins next years general election.\n",
      "Removed Special Characters: cbi calls for cuts in spending to reduce borrowing gordon brown faces a new warning today that he will have to raise taxes by  billion or cut swaths of government spending if labour wins next years general election\n",
      "Tokens: ['cbi', 'calls', 'for', 'cuts', 'in', 'spending', 'to', 'reduce', 'borrowing', 'gordon', 'brown', 'faces', 'a', 'new', 'warning', 'today', 'that', 'he', 'will', 'have', 'to', 'raise', 'taxes', 'by', 'billion', 'or', 'cut', 'swaths', 'of', 'government', 'spending', 'if', 'labour', 'wins', 'next', 'years', 'general', 'election']\n",
      "Removed Stopwords: ['cbi', 'calls', 'cuts', 'spending', 'reduce', 'borrowing', 'gordon', 'brown', 'faces', 'new', 'warning', 'today', 'raise', 'taxes', 'billion', 'cut', 'swaths', 'government', 'spending', 'labour', 'wins', 'next', 'years', 'general', 'election']\n",
      "Stemmed Tokens: ['cbi', 'call', 'cut', 'spend', 'reduc', 'borrow', 'gordon', 'brown', 'face', 'new', 'warn', 'today', 'rais', 'tax', 'billion', 'cut', 'swath', 'govern', 'spend', 'labour', 'win', 'next', 'year', 'gener', 'elect']\n",
      "Final Preprocessed Text: cbi call cut spend reduc borrow gordon brown face new warn today rais tax billion cut swath govern spend labour win next year gener elect\n",
      "\n",
      "Original Text: Analysts See Post-Stern Ripple Effect Howard Stern will leave a very different company than the Infinity Broadcasting he first joined in 1985. The Viacom-owned radio giant started out a \n",
      "Lowercased Text: analysts see post-stern ripple effect howard stern will leave a very different company than the infinity broadcasting he first joined in 1985. the viacom-owned radio giant started out a \n",
      "Removed URLs: analysts see post-stern ripple effect howard stern will leave a very different company than the infinity broadcasting he first joined in 1985. the viacom-owned radio giant started out a \n",
      "Removed HTML Tags: analysts see post-stern ripple effect howard stern will leave a very different company than the infinity broadcasting he first joined in 1985. the viacom-owned radio giant started out a \n",
      "Removed Special Characters: analysts see poststern ripple effect howard stern will leave a very different company than the infinity broadcasting he first joined in  the viacomowned radio giant started out a \n",
      "Tokens: ['analysts', 'see', 'poststern', 'ripple', 'effect', 'howard', 'stern', 'will', 'leave', 'a', 'very', 'different', 'company', 'than', 'the', 'infinity', 'broadcasting', 'he', 'first', 'joined', 'in', 'the', 'viacomowned', 'radio', 'giant', 'started', 'out', 'a']\n",
      "Removed Stopwords: ['analysts', 'see', 'poststern', 'ripple', 'effect', 'howard', 'stern', 'leave', 'different', 'company', 'infinity', 'broadcasting', 'first', 'joined', 'viacomowned', 'radio', 'giant', 'started']\n",
      "Stemmed Tokens: ['analyst', 'see', 'poststern', 'rippl', 'effect', 'howard', 'stern', 'leav', 'differ', 'compani', 'infin', 'broadcast', 'first', 'join', 'viacomown', 'radio', 'giant', 'start']\n",
      "Final Preprocessed Text: analyst see poststern rippl effect howard stern leav differ compani infin broadcast first join viacomown radio giant start\n",
      "\n",
      "Original Text: Treasuries Mount Rally Despite Inflation  NEW YORK (Reuters) - U.S. Treasury prices rallied on  Wednesday as inflation excluding food and energy, one of the  Federal Reserve's preferred price measures, proved less  dramatic than bond bulls had feared.\n",
      "Lowercased Text: treasuries mount rally despite inflation  new york (reuters) - u.s. treasury prices rallied on  wednesday as inflation excluding food and energy, one of the  federal reserve's preferred price measures, proved less  dramatic than bond bulls had feared.\n",
      "Removed URLs: treasuries mount rally despite inflation  new york (reuters) - u.s. treasury prices rallied on  wednesday as inflation excluding food and energy, one of the  federal reserve's preferred price measures, proved less  dramatic than bond bulls had feared.\n",
      "Removed HTML Tags: treasuries mount rally despite inflation  new york (reuters) - u.s. treasury prices rallied on  wednesday as inflation excluding food and energy, one of the  federal reserve's preferred price measures, proved less  dramatic than bond bulls had feared.\n",
      "Removed Special Characters: treasuries mount rally despite inflation  new york reuters  us treasury prices rallied on  wednesday as inflation excluding food and energy one of the  federal reserves preferred price measures proved less  dramatic than bond bulls had feared\n",
      "Tokens: ['treasuries', 'mount', 'rally', 'despite', 'inflation', 'new', 'york', 'reuters', 'us', 'treasury', 'prices', 'rallied', 'on', 'wednesday', 'as', 'inflation', 'excluding', 'food', 'and', 'energy', 'one', 'of', 'the', 'federal', 'reserves', 'preferred', 'price', 'measures', 'proved', 'less', 'dramatic', 'than', 'bond', 'bulls', 'had', 'feared']\n",
      "Removed Stopwords: ['treasuries', 'mount', 'rally', 'despite', 'inflation', 'new', 'york', 'reuters', 'us', 'treasury', 'prices', 'rallied', 'wednesday', 'inflation', 'excluding', 'food', 'energy', 'one', 'federal', 'reserves', 'preferred', 'price', 'measures', 'proved', 'less', 'dramatic', 'bond', 'bulls', 'feared']\n",
      "Stemmed Tokens: ['treasuri', 'mount', 'ralli', 'despit', 'inflat', 'new', 'york', 'reuter', 'us', 'treasuri', 'price', 'ralli', 'wednesday', 'inflat', 'exclud', 'food', 'energi', 'one', 'feder', 'reserv', 'prefer', 'price', 'measur', 'prove', 'less', 'dramat', 'bond', 'bull', 'fear']\n",
      "Final Preprocessed Text: treasuri mount ralli despit inflat new york reuter us treasuri price ralli wednesday inflat exclud food energi one feder reserv prefer price measur prove less dramat bond bull fear\n",
      "\n",
      "Original Text: Judge blocks record libel claim against Financial Times LONDON (AFP) - A judge at the London High Court struck out the bulk of a record libel damages claim of 240 million pounds (345 million euros, 434 million dollars) against the Financial Times by stockbroker Collins Stewart Tullet.\n",
      "Lowercased Text: judge blocks record libel claim against financial times london (afp) - a judge at the london high court struck out the bulk of a record libel damages claim of 240 million pounds (345 million euros, 434 million dollars) against the financial times by stockbroker collins stewart tullet.\n",
      "Removed URLs: judge blocks record libel claim against financial times london (afp) - a judge at the london high court struck out the bulk of a record libel damages claim of 240 million pounds (345 million euros, 434 million dollars) against the financial times by stockbroker collins stewart tullet.\n",
      "Removed HTML Tags: judge blocks record libel claim against financial times london (afp) - a judge at the london high court struck out the bulk of a record libel damages claim of 240 million pounds (345 million euros, 434 million dollars) against the financial times by stockbroker collins stewart tullet.\n",
      "Removed Special Characters: judge blocks record libel claim against financial times london afp  a judge at the london high court struck out the bulk of a record libel damages claim of  million pounds  million euros  million dollars against the financial times by stockbroker collins stewart tullet\n",
      "Tokens: ['judge', 'blocks', 'record', 'libel', 'claim', 'against', 'financial', 'times', 'london', 'afp', 'a', 'judge', 'at', 'the', 'london', 'high', 'court', 'struck', 'out', 'the', 'bulk', 'of', 'a', 'record', 'libel', 'damages', 'claim', 'of', 'million', 'pounds', 'million', 'euros', 'million', 'dollars', 'against', 'the', 'financial', 'times', 'by', 'stockbroker', 'collins', 'stewart', 'tullet']\n",
      "Removed Stopwords: ['judge', 'blocks', 'record', 'libel', 'claim', 'financial', 'times', 'london', 'afp', 'judge', 'london', 'high', 'court', 'struck', 'bulk', 'record', 'libel', 'damages', 'claim', 'million', 'pounds', 'million', 'euros', 'million', 'dollars', 'financial', 'times', 'stockbroker', 'collins', 'stewart', 'tullet']\n",
      "Stemmed Tokens: ['judg', 'block', 'record', 'libel', 'claim', 'financi', 'time', 'london', 'afp', 'judg', 'london', 'high', 'court', 'struck', 'bulk', 'record', 'libel', 'damag', 'claim', 'million', 'pound', 'million', 'euro', 'million', 'dollar', 'financi', 'time', 'stockbrok', 'collin', 'stewart', 'tullet']\n",
      "Final Preprocessed Text: judg block record libel claim financi time london afp judg london high court struck bulk record libel damag claim million pound million euro million dollar financi time stockbrok collin stewart tullet\n",
      "\n",
      "Original Text: SUSAN TOMPOR: Stores turn paper into e-checks I picked up my 6-year-old son from school last week, and we drove to Wal-Mart to see the future for paper checks. We grabbed a few of life #39;s staples: some Legos, a pack of 3x5 cards to create \n",
      "Lowercased Text: susan tompor: stores turn paper into e-checks i picked up my 6-year-old son from school last week, and we drove to wal-mart to see the future for paper checks. we grabbed a few of life #39;s staples: some legos, a pack of 3x5 cards to create \n",
      "Removed URLs: susan tompor: stores turn paper into e-checks i picked up my 6-year-old son from school last week, and we drove to wal-mart to see the future for paper checks. we grabbed a few of life #39;s staples: some legos, a pack of 3x5 cards to create \n",
      "Removed HTML Tags: susan tompor: stores turn paper into e-checks i picked up my 6-year-old son from school last week, and we drove to wal-mart to see the future for paper checks. we grabbed a few of life #39;s staples: some legos, a pack of 3x5 cards to create \n",
      "Removed Special Characters: susan tompor stores turn paper into echecks i picked up my yearold son from school last week and we drove to walmart to see the future for paper checks we grabbed a few of life s staples some legos a pack of x cards to create \n",
      "Tokens: ['susan', 'tompor', 'stores', 'turn', 'paper', 'into', 'echecks', 'i', 'picked', 'up', 'my', 'yearold', 'son', 'from', 'school', 'last', 'week', 'and', 'we', 'drove', 'to', 'walmart', 'to', 'see', 'the', 'future', 'for', 'paper', 'checks', 'we', 'grabbed', 'a', 'few', 'of', 'life', 's', 'staples', 'some', 'legos', 'a', 'pack', 'of', 'x', 'cards', 'to', 'create']\n",
      "Removed Stopwords: ['susan', 'tompor', 'stores', 'turn', 'paper', 'echecks', 'picked', 'yearold', 'son', 'school', 'last', 'week', 'drove', 'walmart', 'see', 'future', 'paper', 'checks', 'grabbed', 'life', 'staples', 'legos', 'pack', 'x', 'cards', 'create']\n",
      "Stemmed Tokens: ['susan', 'tompor', 'store', 'turn', 'paper', 'echeck', 'pick', 'yearold', 'son', 'school', 'last', 'week', 'drove', 'walmart', 'see', 'futur', 'paper', 'check', 'grab', 'life', 'stapl', 'lego', 'pack', 'x', 'card', 'creat']\n",
      "Final Preprocessed Text: susan tompor store turn paper echeck pick yearold son school last week drove walmart see futur paper check grab life stapl lego pack x card creat\n",
      "\n",
      "Original Text: Now It's Official: Economy Shrunk  WASHINGTON (Reuters) - The U.S. economy slowed more sharply  in the second quarter than first thought as oil prices rose and  the trade gap swelled, the government said on Friday in a  report that confirmed momentum faltered in the spring.\n",
      "Lowercased Text: now it's official: economy shrunk  washington (reuters) - the u.s. economy slowed more sharply  in the second quarter than first thought as oil prices rose and  the trade gap swelled, the government said on friday in a  report that confirmed momentum faltered in the spring.\n",
      "Removed URLs: now it's official: economy shrunk  washington (reuters) - the u.s. economy slowed more sharply  in the second quarter than first thought as oil prices rose and  the trade gap swelled, the government said on friday in a  report that confirmed momentum faltered in the spring.\n",
      "Removed HTML Tags: now it's official: economy shrunk  washington (reuters) - the u.s. economy slowed more sharply  in the second quarter than first thought as oil prices rose and  the trade gap swelled, the government said on friday in a  report that confirmed momentum faltered in the spring.\n",
      "Removed Special Characters: now its official economy shrunk  washington reuters  the us economy slowed more sharply  in the second quarter than first thought as oil prices rose and  the trade gap swelled the government said on friday in a  report that confirmed momentum faltered in the spring\n",
      "Tokens: ['now', 'its', 'official', 'economy', 'shrunk', 'washington', 'reuters', 'the', 'us', 'economy', 'slowed', 'more', 'sharply', 'in', 'the', 'second', 'quarter', 'than', 'first', 'thought', 'as', 'oil', 'prices', 'rose', 'and', 'the', 'trade', 'gap', 'swelled', 'the', 'government', 'said', 'on', 'friday', 'in', 'a', 'report', 'that', 'confirmed', 'momentum', 'faltered', 'in', 'the', 'spring']\n",
      "Removed Stopwords: ['official', 'economy', 'shrunk', 'washington', 'reuters', 'us', 'economy', 'slowed', 'sharply', 'second', 'quarter', 'first', 'thought', 'oil', 'prices', 'rose', 'trade', 'gap', 'swelled', 'government', 'said', 'friday', 'report', 'confirmed', 'momentum', 'faltered', 'spring']\n",
      "Stemmed Tokens: ['offici', 'economi', 'shrunk', 'washington', 'reuter', 'us', 'economi', 'slow', 'sharpli', 'second', 'quarter', 'first', 'thought', 'oil', 'price', 'rose', 'trade', 'gap', 'swell', 'govern', 'said', 'friday', 'report', 'confirm', 'momentum', 'falter', 'spring']\n",
      "Final Preprocessed Text: offici economi shrunk washington reuter us economi slow sharpli second quarter first thought oil price rose trade gap swell govern said friday report confirm momentum falter spring\n",
      "\n",
      "Original Text: China vows currency shift but mum on date Washington, Oct. 2: In the face of growing international pressure, Chinese officials told top US officials on Friday that they would continue to push ahead with plans to float or revalue their currency, but \n",
      "Lowercased Text: china vows currency shift but mum on date washington, oct. 2: in the face of growing international pressure, chinese officials told top us officials on friday that they would continue to push ahead with plans to float or revalue their currency, but \n",
      "Removed URLs: china vows currency shift but mum on date washington, oct. 2: in the face of growing international pressure, chinese officials told top us officials on friday that they would continue to push ahead with plans to float or revalue their currency, but \n",
      "Removed HTML Tags: china vows currency shift but mum on date washington, oct. 2: in the face of growing international pressure, chinese officials told top us officials on friday that they would continue to push ahead with plans to float or revalue their currency, but \n",
      "Removed Special Characters: china vows currency shift but mum on date washington oct  in the face of growing international pressure chinese officials told top us officials on friday that they would continue to push ahead with plans to float or revalue their currency but \n",
      "Tokens: ['china', 'vows', 'currency', 'shift', 'but', 'mum', 'on', 'date', 'washington', 'oct', 'in', 'the', 'face', 'of', 'growing', 'international', 'pressure', 'chinese', 'officials', 'told', 'top', 'us', 'officials', 'on', 'friday', 'that', 'they', 'would', 'continue', 'to', 'push', 'ahead', 'with', 'plans', 'to', 'float', 'or', 'revalue', 'their', 'currency', 'but']\n",
      "Removed Stopwords: ['china', 'vows', 'currency', 'shift', 'mum', 'date', 'washington', 'oct', 'face', 'growing', 'international', 'pressure', 'chinese', 'officials', 'told', 'top', 'us', 'officials', 'friday', 'would', 'continue', 'push', 'ahead', 'plans', 'float', 'revalue', 'currency']\n",
      "Stemmed Tokens: ['china', 'vow', 'currenc', 'shift', 'mum', 'date', 'washington', 'oct', 'face', 'grow', 'intern', 'pressur', 'chines', 'offici', 'told', 'top', 'us', 'offici', 'friday', 'would', 'continu', 'push', 'ahead', 'plan', 'float', 'revalu', 'currenc']\n",
      "Final Preprocessed Text: china vow currenc shift mum date washington oct face grow intern pressur chines offici told top us offici friday would continu push ahead plan float revalu currenc\n",
      "\n",
      "Original Text: Update 3: ADM #39;s Earnings Skyrocket; Stocks Soars Shares in agribusiness giant Archer Daniels Midland Co. soared to a 6 1/2-year high Friday, fueled by a 77 percent increase in quarterly earnings.\n",
      "Lowercased Text: update 3: adm #39;s earnings skyrocket; stocks soars shares in agribusiness giant archer daniels midland co. soared to a 6 1/2-year high friday, fueled by a 77 percent increase in quarterly earnings.\n",
      "Removed URLs: update 3: adm #39;s earnings skyrocket; stocks soars shares in agribusiness giant archer daniels midland co. soared to a 6 1/2-year high friday, fueled by a 77 percent increase in quarterly earnings.\n",
      "Removed HTML Tags: update 3: adm #39;s earnings skyrocket; stocks soars shares in agribusiness giant archer daniels midland co. soared to a 6 1/2-year high friday, fueled by a 77 percent increase in quarterly earnings.\n",
      "Removed Special Characters: update  adm s earnings skyrocket stocks soars shares in agribusiness giant archer daniels midland co soared to a  year high friday fueled by a  percent increase in quarterly earnings\n",
      "Tokens: ['update', 'adm', 's', 'earnings', 'skyrocket', 'stocks', 'soars', 'shares', 'in', 'agribusiness', 'giant', 'archer', 'daniels', 'midland', 'co', 'soared', 'to', 'a', 'year', 'high', 'friday', 'fueled', 'by', 'a', 'percent', 'increase', 'in', 'quarterly', 'earnings']\n",
      "Removed Stopwords: ['update', 'adm', 'earnings', 'skyrocket', 'stocks', 'soars', 'shares', 'agribusiness', 'giant', 'archer', 'daniels', 'midland', 'co', 'soared', 'year', 'high', 'friday', 'fueled', 'percent', 'increase', 'quarterly', 'earnings']\n",
      "Stemmed Tokens: ['updat', 'adm', 'earn', 'skyrocket', 'stock', 'soar', 'share', 'agribusi', 'giant', 'archer', 'daniel', 'midland', 'co', 'soar', 'year', 'high', 'friday', 'fuel', 'percent', 'increas', 'quarterli', 'earn']\n",
      "Final Preprocessed Text: updat adm earn skyrocket stock soar share agribusi giant archer daniel midland co soar year high friday fuel percent increas quarterli earn\n",
      "\n",
      "Original Text: Kodak eliminating nearly 900 jobs in England, France _ Eastman Kodak Co. announced Tuesday it will cut nearly 900 jobs at three of its manufacturing facilities in Europe as part of the company #39;s shift from traditional film production to digital photography.\n",
      "Lowercased Text: kodak eliminating nearly 900 jobs in england, france _ eastman kodak co. announced tuesday it will cut nearly 900 jobs at three of its manufacturing facilities in europe as part of the company #39;s shift from traditional film production to digital photography.\n",
      "Removed URLs: kodak eliminating nearly 900 jobs in england, france _ eastman kodak co. announced tuesday it will cut nearly 900 jobs at three of its manufacturing facilities in europe as part of the company #39;s shift from traditional film production to digital photography.\n",
      "Removed HTML Tags: kodak eliminating nearly 900 jobs in england, france _ eastman kodak co. announced tuesday it will cut nearly 900 jobs at three of its manufacturing facilities in europe as part of the company #39;s shift from traditional film production to digital photography.\n",
      "Removed Special Characters: kodak eliminating nearly  jobs in england france  eastman kodak co announced tuesday it will cut nearly  jobs at three of its manufacturing facilities in europe as part of the company s shift from traditional film production to digital photography\n",
      "Tokens: ['kodak', 'eliminating', 'nearly', 'jobs', 'in', 'england', 'france', 'eastman', 'kodak', 'co', 'announced', 'tuesday', 'it', 'will', 'cut', 'nearly', 'jobs', 'at', 'three', 'of', 'its', 'manufacturing', 'facilities', 'in', 'europe', 'as', 'part', 'of', 'the', 'company', 's', 'shift', 'from', 'traditional', 'film', 'production', 'to', 'digital', 'photography']\n",
      "Removed Stopwords: ['kodak', 'eliminating', 'nearly', 'jobs', 'england', 'france', 'eastman', 'kodak', 'co', 'announced', 'tuesday', 'cut', 'nearly', 'jobs', 'three', 'manufacturing', 'facilities', 'europe', 'part', 'company', 'shift', 'traditional', 'film', 'production', 'digital', 'photography']\n",
      "Stemmed Tokens: ['kodak', 'elimin', 'nearli', 'job', 'england', 'franc', 'eastman', 'kodak', 'co', 'announc', 'tuesday', 'cut', 'nearli', 'job', 'three', 'manufactur', 'facil', 'europ', 'part', 'compani', 'shift', 'tradit', 'film', 'product', 'digit', 'photographi']\n",
      "Final Preprocessed Text: kodak elimin nearli job england franc eastman kodak co announc tuesday cut nearli job three manufactur facil europ part compani shift tradit film product digit photographi\n",
      "\n",
      "Original Text: Oil Falls to 4-Month Low on Signs of Heating-Oil Supply Rise Crude oil fell to the lowest in more than four months on speculation that warm weather and increased refinery production bolstered US heating-oil stockpiles last week.\n",
      "Lowercased Text: oil falls to 4-month low on signs of heating-oil supply rise crude oil fell to the lowest in more than four months on speculation that warm weather and increased refinery production bolstered us heating-oil stockpiles last week.\n",
      "Removed URLs: oil falls to 4-month low on signs of heating-oil supply rise crude oil fell to the lowest in more than four months on speculation that warm weather and increased refinery production bolstered us heating-oil stockpiles last week.\n",
      "Removed HTML Tags: oil falls to 4-month low on signs of heating-oil supply rise crude oil fell to the lowest in more than four months on speculation that warm weather and increased refinery production bolstered us heating-oil stockpiles last week.\n",
      "Removed Special Characters: oil falls to month low on signs of heatingoil supply rise crude oil fell to the lowest in more than four months on speculation that warm weather and increased refinery production bolstered us heatingoil stockpiles last week\n",
      "Tokens: ['oil', 'falls', 'to', 'month', 'low', 'on', 'signs', 'of', 'heatingoil', 'supply', 'rise', 'crude', 'oil', 'fell', 'to', 'the', 'lowest', 'in', 'more', 'than', 'four', 'months', 'on', 'speculation', 'that', 'warm', 'weather', 'and', 'increased', 'refinery', 'production', 'bolstered', 'us', 'heatingoil', 'stockpiles', 'last', 'week']\n",
      "Removed Stopwords: ['oil', 'falls', 'month', 'low', 'signs', 'heatingoil', 'supply', 'rise', 'crude', 'oil', 'fell', 'lowest', 'four', 'months', 'speculation', 'warm', 'weather', 'increased', 'refinery', 'production', 'bolstered', 'us', 'heatingoil', 'stockpiles', 'last', 'week']\n",
      "Stemmed Tokens: ['oil', 'fall', 'month', 'low', 'sign', 'heatingoil', 'suppli', 'rise', 'crude', 'oil', 'fell', 'lowest', 'four', 'month', 'specul', 'warm', 'weather', 'increas', 'refineri', 'product', 'bolster', 'us', 'heatingoil', 'stockpil', 'last', 'week']\n",
      "Final Preprocessed Text: oil fall month low sign heatingoil suppli rise crude oil fell lowest four month specul warm weather increas refineri product bolster us heatingoil stockpil last week\n",
      "\n",
      "Original Text: Judge Indicts 2 Former Parmalat Auditors MILAN, Italy Oct. 5, 2004 - Two former auditors at Parmalat were ordered to stand trial for market rigging under a fast-track procedure, the first indictments since the massive fraud scandal at the Italian-based dairy giant.\n",
      "Lowercased Text: judge indicts 2 former parmalat auditors milan, italy oct. 5, 2004 - two former auditors at parmalat were ordered to stand trial for market rigging under a fast-track procedure, the first indictments since the massive fraud scandal at the italian-based dairy giant.\n",
      "Removed URLs: judge indicts 2 former parmalat auditors milan, italy oct. 5, 2004 - two former auditors at parmalat were ordered to stand trial for market rigging under a fast-track procedure, the first indictments since the massive fraud scandal at the italian-based dairy giant.\n",
      "Removed HTML Tags: judge indicts 2 former parmalat auditors milan, italy oct. 5, 2004 - two former auditors at parmalat were ordered to stand trial for market rigging under a fast-track procedure, the first indictments since the massive fraud scandal at the italian-based dairy giant.\n",
      "Removed Special Characters: judge indicts  former parmalat auditors milan italy oct    two former auditors at parmalat were ordered to stand trial for market rigging under a fasttrack procedure the first indictments since the massive fraud scandal at the italianbased dairy giant\n",
      "Tokens: ['judge', 'indicts', 'former', 'parmalat', 'auditors', 'milan', 'italy', 'oct', 'two', 'former', 'auditors', 'at', 'parmalat', 'were', 'ordered', 'to', 'stand', 'trial', 'for', 'market', 'rigging', 'under', 'a', 'fasttrack', 'procedure', 'the', 'first', 'indictments', 'since', 'the', 'massive', 'fraud', 'scandal', 'at', 'the', 'italianbased', 'dairy', 'giant']\n",
      "Removed Stopwords: ['judge', 'indicts', 'former', 'parmalat', 'auditors', 'milan', 'italy', 'oct', 'two', 'former', 'auditors', 'parmalat', 'ordered', 'stand', 'trial', 'market', 'rigging', 'fasttrack', 'procedure', 'first', 'indictments', 'since', 'massive', 'fraud', 'scandal', 'italianbased', 'dairy', 'giant']\n",
      "Stemmed Tokens: ['judg', 'indict', 'former', 'parmalat', 'auditor', 'milan', 'itali', 'oct', 'two', 'former', 'auditor', 'parmalat', 'order', 'stand', 'trial', 'market', 'rig', 'fasttrack', 'procedur', 'first', 'indict', 'sinc', 'massiv', 'fraud', 'scandal', 'italianbas', 'dairi', 'giant']\n",
      "Final Preprocessed Text: judg indict former parmalat auditor milan itali oct two former auditor parmalat order stand trial market rig fasttrack procedur first indict sinc massiv fraud scandal italianbas dairi giant\n",
      "\n",
      "Original Text: GM, DaimlerChrysler plan hybrid cars SOUTHFIELD, MICHIGAN: General Motors Corp and DaimlerChrysler AG will jointly develop a petroleum-electric power system to catch up with Toyota Motor Corp and Honda Motor Co in so-called hybrid vehicles that save fuel and cut tailpipe emissions.\n",
      "Lowercased Text: gm, daimlerchrysler plan hybrid cars southfield, michigan: general motors corp and daimlerchrysler ag will jointly develop a petroleum-electric power system to catch up with toyota motor corp and honda motor co in so-called hybrid vehicles that save fuel and cut tailpipe emissions.\n",
      "Removed URLs: gm, daimlerchrysler plan hybrid cars southfield, michigan: general motors corp and daimlerchrysler ag will jointly develop a petroleum-electric power system to catch up with toyota motor corp and honda motor co in so-called hybrid vehicles that save fuel and cut tailpipe emissions.\n",
      "Removed HTML Tags: gm, daimlerchrysler plan hybrid cars southfield, michigan: general motors corp and daimlerchrysler ag will jointly develop a petroleum-electric power system to catch up with toyota motor corp and honda motor co in so-called hybrid vehicles that save fuel and cut tailpipe emissions.\n",
      "Removed Special Characters: gm daimlerchrysler plan hybrid cars southfield michigan general motors corp and daimlerchrysler ag will jointly develop a petroleumelectric power system to catch up with toyota motor corp and honda motor co in socalled hybrid vehicles that save fuel and cut tailpipe emissions\n",
      "Tokens: ['gm', 'daimlerchrysler', 'plan', 'hybrid', 'cars', 'southfield', 'michigan', 'general', 'motors', 'corp', 'and', 'daimlerchrysler', 'ag', 'will', 'jointly', 'develop', 'a', 'petroleumelectric', 'power', 'system', 'to', 'catch', 'up', 'with', 'toyota', 'motor', 'corp', 'and', 'honda', 'motor', 'co', 'in', 'socalled', 'hybrid', 'vehicles', 'that', 'save', 'fuel', 'and', 'cut', 'tailpipe', 'emissions']\n",
      "Removed Stopwords: ['gm', 'daimlerchrysler', 'plan', 'hybrid', 'cars', 'southfield', 'michigan', 'general', 'motors', 'corp', 'daimlerchrysler', 'ag', 'jointly', 'develop', 'petroleumelectric', 'power', 'system', 'catch', 'toyota', 'motor', 'corp', 'honda', 'motor', 'co', 'socalled', 'hybrid', 'vehicles', 'save', 'fuel', 'cut', 'tailpipe', 'emissions']\n",
      "Stemmed Tokens: ['gm', 'daimlerchrysl', 'plan', 'hybrid', 'car', 'southfield', 'michigan', 'gener', 'motor', 'corp', 'daimlerchrysl', 'ag', 'jointli', 'develop', 'petroleumelectr', 'power', 'system', 'catch', 'toyota', 'motor', 'corp', 'honda', 'motor', 'co', 'socal', 'hybrid', 'vehicl', 'save', 'fuel', 'cut', 'tailpip', 'emiss']\n",
      "Final Preprocessed Text: gm daimlerchrysl plan hybrid car southfield michigan gener motor corp daimlerchrysl ag jointli develop petroleumelectr power system catch toyota motor corp honda motor co socal hybrid vehicl save fuel cut tailpip emiss\n",
      "\n",
      "Original Text: Regulator clears Abbey takeover The Financial Services Authority has cleared Spanish bank Santander Central Hispano's 9bn takeover of Abbey National.\n",
      "Lowercased Text: regulator clears abbey takeover the financial services authority has cleared spanish bank santander central hispano's 9bn takeover of abbey national.\n",
      "Removed URLs: regulator clears abbey takeover the financial services authority has cleared spanish bank santander central hispano's 9bn takeover of abbey national.\n",
      "Removed HTML Tags: regulator clears abbey takeover the financial services authority has cleared spanish bank santander central hispano's 9bn takeover of abbey national.\n",
      "Removed Special Characters: regulator clears abbey takeover the financial services authority has cleared spanish bank santander central hispanos bn takeover of abbey national\n",
      "Tokens: ['regulator', 'clears', 'abbey', 'takeover', 'the', 'financial', 'services', 'authority', 'has', 'cleared', 'spanish', 'bank', 'santander', 'central', 'hispanos', 'bn', 'takeover', 'of', 'abbey', 'national']\n",
      "Removed Stopwords: ['regulator', 'clears', 'abbey', 'takeover', 'financial', 'services', 'authority', 'cleared', 'spanish', 'bank', 'santander', 'central', 'hispanos', 'bn', 'takeover', 'abbey', 'national']\n",
      "Stemmed Tokens: ['regul', 'clear', 'abbey', 'takeov', 'financi', 'servic', 'author', 'clear', 'spanish', 'bank', 'santand', 'central', 'hispano', 'bn', 'takeov', 'abbey', 'nation']\n",
      "Final Preprocessed Text: regul clear abbey takeov financi servic author clear spanish bank santand central hispano bn takeov abbey nation\n",
      "\n",
      "Original Text: Prized Fossil Just a Rock? With positive and negative results, it remains to be seen what type of Fossil this company really is.\n",
      "Lowercased Text: prized fossil just a rock? with positive and negative results, it remains to be seen what type of fossil this company really is.\n",
      "Removed URLs: prized fossil just a rock? with positive and negative results, it remains to be seen what type of fossil this company really is.\n",
      "Removed HTML Tags: prized fossil just a rock? with positive and negative results, it remains to be seen what type of fossil this company really is.\n",
      "Removed Special Characters: prized fossil just a rock with positive and negative results it remains to be seen what type of fossil this company really is\n",
      "Tokens: ['prized', 'fossil', 'just', 'a', 'rock', 'with', 'positive', 'and', 'negative', 'results', 'it', 'remains', 'to', 'be', 'seen', 'what', 'type', 'of', 'fossil', 'this', 'company', 'really', 'is']\n",
      "Removed Stopwords: ['prized', 'fossil', 'rock', 'positive', 'negative', 'results', 'remains', 'seen', 'type', 'fossil', 'company', 'really']\n",
      "Stemmed Tokens: ['prize', 'fossil', 'rock', 'posit', 'neg', 'result', 'remain', 'seen', 'type', 'fossil', 'compani', 'realli']\n",
      "Final Preprocessed Text: prize fossil rock posit neg result remain seen type fossil compani realli\n",
      "\n",
      "Original Text: Cingular Closes  #36;41 Bln ATT Wireless Deal (Reuters) Reuters - Cingular Wireless on Tuesday closed\\its  #36;41 billion cash purchase of AT T Wireless Services Inc.\\, creating the biggest U.S. mobile service with more\\than 46 million customers.\n",
      "Lowercased Text: cingular closes  #36;41 bln att wireless deal (reuters) reuters - cingular wireless on tuesday closed\\its  #36;41 billion cash purchase of at t wireless services inc.\\, creating the biggest u.s. mobile service with more\\than 46 million customers.\n",
      "Removed URLs: cingular closes  #36;41 bln att wireless deal (reuters) reuters - cingular wireless on tuesday closed\\its  #36;41 billion cash purchase of at t wireless services inc.\\, creating the biggest u.s. mobile service with more\\than 46 million customers.\n",
      "Removed HTML Tags: cingular closes  #36;41 bln att wireless deal (reuters) reuters - cingular wireless on tuesday closed\\its  #36;41 billion cash purchase of at t wireless services inc.\\, creating the biggest u.s. mobile service with more\\than 46 million customers.\n",
      "Removed Special Characters: cingular closes   bln att wireless deal reuters reuters  cingular wireless on tuesday closedits   billion cash purchase of at t wireless services inc creating the biggest us mobile service with morethan  million customers\n",
      "Tokens: ['cingular', 'closes', 'bln', 'att', 'wireless', 'deal', 'reuters', 'reuters', 'cingular', 'wireless', 'on', 'tuesday', 'closedits', 'billion', 'cash', 'purchase', 'of', 'at', 't', 'wireless', 'services', 'inc', 'creating', 'the', 'biggest', 'us', 'mobile', 'service', 'with', 'morethan', 'million', 'customers']\n",
      "Removed Stopwords: ['cingular', 'closes', 'bln', 'att', 'wireless', 'deal', 'reuters', 'reuters', 'cingular', 'wireless', 'tuesday', 'closedits', 'billion', 'cash', 'purchase', 'wireless', 'services', 'inc', 'creating', 'biggest', 'us', 'mobile', 'service', 'morethan', 'million', 'customers']\n",
      "Stemmed Tokens: ['cingular', 'close', 'bln', 'att', 'wireless', 'deal', 'reuter', 'reuter', 'cingular', 'wireless', 'tuesday', 'closedit', 'billion', 'cash', 'purchas', 'wireless', 'servic', 'inc', 'creat', 'biggest', 'us', 'mobil', 'servic', 'morethan', 'million', 'custom']\n",
      "Final Preprocessed Text: cingular close bln att wireless deal reuter reuter cingular wireless tuesday closedit billion cash purchas wireless servic inc creat biggest us mobil servic morethan million custom\n",
      "\n",
      "Original Text:  #39;Enron of Kansas #39; Trial Begins In the recent annals of corporate fraud, the names Enron, Tyco and WorldCom ring the loudest. But for residents of Topeka, Kan., the former leaders of the local utility company have become just as infamous.\n",
      "Lowercased Text:  #39;enron of kansas #39; trial begins in the recent annals of corporate fraud, the names enron, tyco and worldcom ring the loudest. but for residents of topeka, kan., the former leaders of the local utility company have become just as infamous.\n",
      "Removed URLs:  #39;enron of kansas #39; trial begins in the recent annals of corporate fraud, the names enron, tyco and worldcom ring the loudest. but for residents of topeka, kan., the former leaders of the local utility company have become just as infamous.\n",
      "Removed HTML Tags:  #39;enron of kansas #39; trial begins in the recent annals of corporate fraud, the names enron, tyco and worldcom ring the loudest. but for residents of topeka, kan., the former leaders of the local utility company have become just as infamous.\n",
      "Removed Special Characters:  enron of kansas  trial begins in the recent annals of corporate fraud the names enron tyco and worldcom ring the loudest but for residents of topeka kan the former leaders of the local utility company have become just as infamous\n",
      "Tokens: ['enron', 'of', 'kansas', 'trial', 'begins', 'in', 'the', 'recent', 'annals', 'of', 'corporate', 'fraud', 'the', 'names', 'enron', 'tyco', 'and', 'worldcom', 'ring', 'the', 'loudest', 'but', 'for', 'residents', 'of', 'topeka', 'kan', 'the', 'former', 'leaders', 'of', 'the', 'local', 'utility', 'company', 'have', 'become', 'just', 'as', 'infamous']\n",
      "Removed Stopwords: ['enron', 'kansas', 'trial', 'begins', 'recent', 'annals', 'corporate', 'fraud', 'names', 'enron', 'tyco', 'worldcom', 'ring', 'loudest', 'residents', 'topeka', 'kan', 'former', 'leaders', 'local', 'utility', 'company', 'become', 'infamous']\n",
      "Stemmed Tokens: ['enron', 'kansa', 'trial', 'begin', 'recent', 'annal', 'corpor', 'fraud', 'name', 'enron', 'tyco', 'worldcom', 'ring', 'loudest', 'resid', 'topeka', 'kan', 'former', 'leader', 'local', 'util', 'compani', 'becom', 'infam']\n",
      "Final Preprocessed Text: enron kansa trial begin recent annal corpor fraud name enron tyco worldcom ring loudest resid topeka kan former leader local util compani becom infam\n",
      "\n",
      "Original Text: UPDATE 4-US Airways appeals directly to pilots on givebacks US Airways Group Inc. (UAIR.O: Quote, Profile, Research) issued a general appeal on Tuesday to the carrier #39;s 3,000 pilots after their union #39;s leaders rejected \n",
      "Lowercased Text: update 4-us airways appeals directly to pilots on givebacks us airways group inc. (uair.o: quote, profile, research) issued a general appeal on tuesday to the carrier #39;s 3,000 pilots after their union #39;s leaders rejected \n",
      "Removed URLs: update 4-us airways appeals directly to pilots on givebacks us airways group inc. (uair.o: quote, profile, research) issued a general appeal on tuesday to the carrier #39;s 3,000 pilots after their union #39;s leaders rejected \n",
      "Removed HTML Tags: update 4-us airways appeals directly to pilots on givebacks us airways group inc. (uair.o: quote, profile, research) issued a general appeal on tuesday to the carrier #39;s 3,000 pilots after their union #39;s leaders rejected \n",
      "Removed Special Characters: update us airways appeals directly to pilots on givebacks us airways group inc uairo quote profile research issued a general appeal on tuesday to the carrier s  pilots after their union s leaders rejected \n",
      "Tokens: ['update', 'us', 'airways', 'appeals', 'directly', 'to', 'pilots', 'on', 'givebacks', 'us', 'airways', 'group', 'inc', 'uairo', 'quote', 'profile', 'research', 'issued', 'a', 'general', 'appeal', 'on', 'tuesday', 'to', 'the', 'carrier', 's', 'pilots', 'after', 'their', 'union', 's', 'leaders', 'rejected']\n",
      "Removed Stopwords: ['update', 'us', 'airways', 'appeals', 'directly', 'pilots', 'givebacks', 'us', 'airways', 'group', 'inc', 'uairo', 'quote', 'profile', 'research', 'issued', 'general', 'appeal', 'tuesday', 'carrier', 'pilots', 'union', 'leaders', 'rejected']\n",
      "Stemmed Tokens: ['updat', 'us', 'airway', 'appeal', 'directli', 'pilot', 'giveback', 'us', 'airway', 'group', 'inc', 'uairo', 'quot', 'profil', 'research', 'issu', 'gener', 'appeal', 'tuesday', 'carrier', 'pilot', 'union', 'leader', 'reject']\n",
      "Final Preprocessed Text: updat us airway appeal directli pilot giveback us airway group inc uairo quot profil research issu gener appeal tuesday carrier pilot union leader reject\n",
      "\n",
      "Original Text: \\$210M Fine In AOL Probe WASHINGTON (CBS) America Online has agreed to pay a \\$210 million fine to settle a Justice Department investigation of securities fraud, a department official tells CBS News.\n",
      "Lowercased Text: \\$210m fine in aol probe washington (cbs) america online has agreed to pay a \\$210 million fine to settle a justice department investigation of securities fraud, a department official tells cbs news.\n",
      "Removed URLs: \\$210m fine in aol probe washington (cbs) america online has agreed to pay a \\$210 million fine to settle a justice department investigation of securities fraud, a department official tells cbs news.\n",
      "Removed HTML Tags: \\$210m fine in aol probe washington (cbs) america online has agreed to pay a \\$210 million fine to settle a justice department investigation of securities fraud, a department official tells cbs news.\n",
      "Removed Special Characters: m fine in aol probe washington cbs america online has agreed to pay a  million fine to settle a justice department investigation of securities fraud a department official tells cbs news\n",
      "Tokens: ['m', 'fine', 'in', 'aol', 'probe', 'washington', 'cbs', 'america', 'online', 'has', 'agreed', 'to', 'pay', 'a', 'million', 'fine', 'to', 'settle', 'a', 'justice', 'department', 'investigation', 'of', 'securities', 'fraud', 'a', 'department', 'official', 'tells', 'cbs', 'news']\n",
      "Removed Stopwords: ['fine', 'aol', 'probe', 'washington', 'cbs', 'america', 'online', 'agreed', 'pay', 'million', 'fine', 'settle', 'justice', 'department', 'investigation', 'securities', 'fraud', 'department', 'official', 'tells', 'cbs', 'news']\n",
      "Stemmed Tokens: ['fine', 'aol', 'probe', 'washington', 'cb', 'america', 'onlin', 'agre', 'pay', 'million', 'fine', 'settl', 'justic', 'depart', 'investig', 'secur', 'fraud', 'depart', 'offici', 'tell', 'cb', 'news']\n",
      "Final Preprocessed Text: fine aol probe washington cb america onlin agre pay million fine settl justic depart investig secur fraud depart offici tell cb news\n",
      "\n",
      "Original Text: Treasury Chief Urges Debt Relief for Poor Nations Global lenders need to offer more grants and debt relief to poor countries and tailor lending toward the private sector, Treasury Secretary John Snow said today.\n",
      "Lowercased Text: treasury chief urges debt relief for poor nations global lenders need to offer more grants and debt relief to poor countries and tailor lending toward the private sector, treasury secretary john snow said today.\n",
      "Removed URLs: treasury chief urges debt relief for poor nations global lenders need to offer more grants and debt relief to poor countries and tailor lending toward the private sector, treasury secretary john snow said today.\n",
      "Removed HTML Tags: treasury chief urges debt relief for poor nations global lenders need to offer more grants and debt relief to poor countries and tailor lending toward the private sector, treasury secretary john snow said today.\n",
      "Removed Special Characters: treasury chief urges debt relief for poor nations global lenders need to offer more grants and debt relief to poor countries and tailor lending toward the private sector treasury secretary john snow said today\n",
      "Tokens: ['treasury', 'chief', 'urges', 'debt', 'relief', 'for', 'poor', 'nations', 'global', 'lenders', 'need', 'to', 'offer', 'more', 'grants', 'and', 'debt', 'relief', 'to', 'poor', 'countries', 'and', 'tailor', 'lending', 'toward', 'the', 'private', 'sector', 'treasury', 'secretary', 'john', 'snow', 'said', 'today']\n",
      "Removed Stopwords: ['treasury', 'chief', 'urges', 'debt', 'relief', 'poor', 'nations', 'global', 'lenders', 'need', 'offer', 'grants', 'debt', 'relief', 'poor', 'countries', 'tailor', 'lending', 'toward', 'private', 'sector', 'treasury', 'secretary', 'john', 'snow', 'said', 'today']\n",
      "Stemmed Tokens: ['treasuri', 'chief', 'urg', 'debt', 'relief', 'poor', 'nation', 'global', 'lender', 'need', 'offer', 'grant', 'debt', 'relief', 'poor', 'countri', 'tailor', 'lend', 'toward', 'privat', 'sector', 'treasuri', 'secretari', 'john', 'snow', 'said', 'today']\n",
      "Final Preprocessed Text: treasuri chief urg debt relief poor nation global lender need offer grant debt relief poor countri tailor lend toward privat sector treasuri secretari john snow said today\n",
      "\n",
      "Original Text: Chips are down in tech world EUROPE #39;s biggest chipmaker, Infineon, rocked the technology world today as profits fell e100m (70m) short of analysts #39; expectations.\n",
      "Lowercased Text: chips are down in tech world europe #39;s biggest chipmaker, infineon, rocked the technology world today as profits fell e100m (70m) short of analysts #39; expectations.\n",
      "Removed URLs: chips are down in tech world europe #39;s biggest chipmaker, infineon, rocked the technology world today as profits fell e100m (70m) short of analysts #39; expectations.\n",
      "Removed HTML Tags: chips are down in tech world europe #39;s biggest chipmaker, infineon, rocked the technology world today as profits fell e100m (70m) short of analysts #39; expectations.\n",
      "Removed Special Characters: chips are down in tech world europe s biggest chipmaker infineon rocked the technology world today as profits fell em m short of analysts  expectations\n",
      "Tokens: ['chips', 'are', 'down', 'in', 'tech', 'world', 'europe', 's', 'biggest', 'chipmaker', 'infineon', 'rocked', 'the', 'technology', 'world', 'today', 'as', 'profits', 'fell', 'em', 'm', 'short', 'of', 'analysts', 'expectations']\n",
      "Removed Stopwords: ['chips', 'tech', 'world', 'europe', 'biggest', 'chipmaker', 'infineon', 'rocked', 'technology', 'world', 'today', 'profits', 'fell', 'em', 'short', 'analysts', 'expectations']\n",
      "Stemmed Tokens: ['chip', 'tech', 'world', 'europ', 'biggest', 'chipmak', 'infineon', 'rock', 'technolog', 'world', 'today', 'profit', 'fell', 'em', 'short', 'analyst', 'expect']\n",
      "Final Preprocessed Text: chip tech world europ biggest chipmak infineon rock technolog world today profit fell em short analyst expect\n",
      "\n",
      "Original Text: McDonald #39;s CEO Charlie Bell devoted working career to McDonald #39;s OAK BROOK, Ill. Cancer has forced Charlie Bell to step down as CEO of the restaurant chain to which he #39;s devoted most of his working career.\n",
      "Lowercased Text: mcdonald #39;s ceo charlie bell devoted working career to mcdonald #39;s oak brook, ill. cancer has forced charlie bell to step down as ceo of the restaurant chain to which he #39;s devoted most of his working career.\n",
      "Removed URLs: mcdonald #39;s ceo charlie bell devoted working career to mcdonald #39;s oak brook, ill. cancer has forced charlie bell to step down as ceo of the restaurant chain to which he #39;s devoted most of his working career.\n",
      "Removed HTML Tags: mcdonald #39;s ceo charlie bell devoted working career to mcdonald #39;s oak brook, ill. cancer has forced charlie bell to step down as ceo of the restaurant chain to which he #39;s devoted most of his working career.\n",
      "Removed Special Characters: mcdonald s ceo charlie bell devoted working career to mcdonald s oak brook ill cancer has forced charlie bell to step down as ceo of the restaurant chain to which he s devoted most of his working career\n",
      "Tokens: ['mcdonald', 's', 'ceo', 'charlie', 'bell', 'devoted', 'working', 'career', 'to', 'mcdonald', 's', 'oak', 'brook', 'ill', 'cancer', 'has', 'forced', 'charlie', 'bell', 'to', 'step', 'down', 'as', 'ceo', 'of', 'the', 'restaurant', 'chain', 'to', 'which', 'he', 's', 'devoted', 'most', 'of', 'his', 'working', 'career']\n",
      "Removed Stopwords: ['mcdonald', 'ceo', 'charlie', 'bell', 'devoted', 'working', 'career', 'mcdonald', 'oak', 'brook', 'ill', 'cancer', 'forced', 'charlie', 'bell', 'step', 'ceo', 'restaurant', 'chain', 'devoted', 'working', 'career']\n",
      "Stemmed Tokens: ['mcdonald', 'ceo', 'charli', 'bell', 'devot', 'work', 'career', 'mcdonald', 'oak', 'brook', 'ill', 'cancer', 'forc', 'charli', 'bell', 'step', 'ceo', 'restaur', 'chain', 'devot', 'work', 'career']\n",
      "Final Preprocessed Text: mcdonald ceo charli bell devot work career mcdonald oak brook ill cancer forc charli bell step ceo restaur chain devot work career\n",
      "\n",
      "Original Text: Amazon #39;s UK DVD Rentals Might Presage War with Netflix Analysts said Amazon #39;s launch of the DVD rental service in the UK might be to test its approach and streamline the logistically difficult process of handling DVDs through the mail.\n",
      "Lowercased Text: amazon #39;s uk dvd rentals might presage war with netflix analysts said amazon #39;s launch of the dvd rental service in the uk might be to test its approach and streamline the logistically difficult process of handling dvds through the mail.\n",
      "Removed URLs: amazon #39;s uk dvd rentals might presage war with netflix analysts said amazon #39;s launch of the dvd rental service in the uk might be to test its approach and streamline the logistically difficult process of handling dvds through the mail.\n",
      "Removed HTML Tags: amazon #39;s uk dvd rentals might presage war with netflix analysts said amazon #39;s launch of the dvd rental service in the uk might be to test its approach and streamline the logistically difficult process of handling dvds through the mail.\n",
      "Removed Special Characters: amazon s uk dvd rentals might presage war with netflix analysts said amazon s launch of the dvd rental service in the uk might be to test its approach and streamline the logistically difficult process of handling dvds through the mail\n",
      "Tokens: ['amazon', 's', 'uk', 'dvd', 'rentals', 'might', 'presage', 'war', 'with', 'netflix', 'analysts', 'said', 'amazon', 's', 'launch', 'of', 'the', 'dvd', 'rental', 'service', 'in', 'the', 'uk', 'might', 'be', 'to', 'test', 'its', 'approach', 'and', 'streamline', 'the', 'logistically', 'difficult', 'process', 'of', 'handling', 'dvds', 'through', 'the', 'mail']\n",
      "Removed Stopwords: ['amazon', 'uk', 'dvd', 'rentals', 'might', 'presage', 'war', 'netflix', 'analysts', 'said', 'amazon', 'launch', 'dvd', 'rental', 'service', 'uk', 'might', 'test', 'approach', 'streamline', 'logistically', 'difficult', 'process', 'handling', 'dvds', 'mail']\n",
      "Stemmed Tokens: ['amazon', 'uk', 'dvd', 'rental', 'might', 'presag', 'war', 'netflix', 'analyst', 'said', 'amazon', 'launch', 'dvd', 'rental', 'servic', 'uk', 'might', 'test', 'approach', 'streamlin', 'logist', 'difficult', 'process', 'handl', 'dvd', 'mail']\n",
      "Final Preprocessed Text: amazon uk dvd rental might presag war netflix analyst said amazon launch dvd rental servic uk might test approach streamlin logist difficult process handl dvd mail\n",
      "\n",
      "Original Text: Coke plans new push into energy niche In January, Coke plans to introduce an energy drink called Full Throttle. Coke hopes it will be a better competitor than an earlier entry, the slow-selling KMX.\n",
      "Lowercased Text: coke plans new push into energy niche in january, coke plans to introduce an energy drink called full throttle. coke hopes it will be a better competitor than an earlier entry, the slow-selling kmx.\n",
      "Removed URLs: coke plans new push into energy niche in january, coke plans to introduce an energy drink called full throttle. coke hopes it will be a better competitor than an earlier entry, the slow-selling kmx.\n",
      "Removed HTML Tags: coke plans new push into energy niche in january, coke plans to introduce an energy drink called full throttle. coke hopes it will be a better competitor than an earlier entry, the slow-selling kmx.\n",
      "Removed Special Characters: coke plans new push into energy niche in january coke plans to introduce an energy drink called full throttle coke hopes it will be a better competitor than an earlier entry the slowselling kmx\n",
      "Tokens: ['coke', 'plans', 'new', 'push', 'into', 'energy', 'niche', 'in', 'january', 'coke', 'plans', 'to', 'introduce', 'an', 'energy', 'drink', 'called', 'full', 'throttle', 'coke', 'hopes', 'it', 'will', 'be', 'a', 'better', 'competitor', 'than', 'an', 'earlier', 'entry', 'the', 'slowselling', 'kmx']\n",
      "Removed Stopwords: ['coke', 'plans', 'new', 'push', 'energy', 'niche', 'january', 'coke', 'plans', 'introduce', 'energy', 'drink', 'called', 'full', 'throttle', 'coke', 'hopes', 'better', 'competitor', 'earlier', 'entry', 'slowselling', 'kmx']\n",
      "Stemmed Tokens: ['coke', 'plan', 'new', 'push', 'energi', 'nich', 'januari', 'coke', 'plan', 'introduc', 'energi', 'drink', 'call', 'full', 'throttl', 'coke', 'hope', 'better', 'competitor', 'earlier', 'entri', 'slowsel', 'kmx']\n",
      "Final Preprocessed Text: coke plan new push energi nich januari coke plan introduc energi drink call full throttl coke hope better competitor earlier entri slowsel kmx\n",
      "\n",
      "Original Text: AOL's Viral Marketing America Online will now provide gratis antivirus protection to its subscribers.\n",
      "Lowercased Text: aol's viral marketing america online will now provide gratis antivirus protection to its subscribers.\n",
      "Removed URLs: aol's viral marketing america online will now provide gratis antivirus protection to its subscribers.\n",
      "Removed HTML Tags: aol's viral marketing america online will now provide gratis antivirus protection to its subscribers.\n",
      "Removed Special Characters: aols viral marketing america online will now provide gratis antivirus protection to its subscribers\n",
      "Tokens: ['aols', 'viral', 'marketing', 'america', 'online', 'will', 'now', 'provide', 'gratis', 'antivirus', 'protection', 'to', 'its', 'subscribers']\n",
      "Removed Stopwords: ['aols', 'viral', 'marketing', 'america', 'online', 'provide', 'gratis', 'antivirus', 'protection', 'subscribers']\n",
      "Stemmed Tokens: ['aol', 'viral', 'market', 'america', 'onlin', 'provid', 'grati', 'antiviru', 'protect', 'subscrib']\n",
      "Final Preprocessed Text: aol viral market america onlin provid grati antiviru protect subscrib\n",
      "\n",
      "Original Text: Euro Stocks Rally After Strong U.S. Data  LONDON (Reuters) - European shares strongly extended gains  on Friday after data showed job creation in the U.S. economy  was double expectations at 337,000 in October.\n",
      "Lowercased Text: euro stocks rally after strong u.s. data  london (reuters) - european shares strongly extended gains  on friday after data showed job creation in the u.s. economy  was double expectations at 337,000 in october.\n",
      "Removed URLs: euro stocks rally after strong u.s. data  london (reuters) - european shares strongly extended gains  on friday after data showed job creation in the u.s. economy  was double expectations at 337,000 in october.\n",
      "Removed HTML Tags: euro stocks rally after strong u.s. data  london (reuters) - european shares strongly extended gains  on friday after data showed job creation in the u.s. economy  was double expectations at 337,000 in october.\n",
      "Removed Special Characters: euro stocks rally after strong us data  london reuters  european shares strongly extended gains  on friday after data showed job creation in the us economy  was double expectations at  in october\n",
      "Tokens: ['euro', 'stocks', 'rally', 'after', 'strong', 'us', 'data', 'london', 'reuters', 'european', 'shares', 'strongly', 'extended', 'gains', 'on', 'friday', 'after', 'data', 'showed', 'job', 'creation', 'in', 'the', 'us', 'economy', 'was', 'double', 'expectations', 'at', 'in', 'october']\n",
      "Removed Stopwords: ['euro', 'stocks', 'rally', 'strong', 'us', 'data', 'london', 'reuters', 'european', 'shares', 'strongly', 'extended', 'gains', 'friday', 'data', 'showed', 'job', 'creation', 'us', 'economy', 'double', 'expectations', 'october']\n",
      "Stemmed Tokens: ['euro', 'stock', 'ralli', 'strong', 'us', 'data', 'london', 'reuter', 'european', 'share', 'strongli', 'extend', 'gain', 'friday', 'data', 'show', 'job', 'creation', 'us', 'economi', 'doubl', 'expect', 'octob']\n",
      "Final Preprocessed Text: euro stock ralli strong us data london reuter european share strongli extend gain friday data show job creation us economi doubl expect octob\n",
      "\n",
      "Original Text: Danaher to Make Offer for Linx Printing Danaher Corp., a maker of Sears Craftsman tools and environmental testing products, said Wednesday that it plans to make a cash tender offer to purchase Linx Printing Technologies PLC for \\$158 million, including transaction costs.\n",
      "Lowercased Text: danaher to make offer for linx printing danaher corp., a maker of sears craftsman tools and environmental testing products, said wednesday that it plans to make a cash tender offer to purchase linx printing technologies plc for \\$158 million, including transaction costs.\n",
      "Removed URLs: danaher to make offer for linx printing danaher corp., a maker of sears craftsman tools and environmental testing products, said wednesday that it plans to make a cash tender offer to purchase linx printing technologies plc for \\$158 million, including transaction costs.\n",
      "Removed HTML Tags: danaher to make offer for linx printing danaher corp., a maker of sears craftsman tools and environmental testing products, said wednesday that it plans to make a cash tender offer to purchase linx printing technologies plc for \\$158 million, including transaction costs.\n",
      "Removed Special Characters: danaher to make offer for linx printing danaher corp a maker of sears craftsman tools and environmental testing products said wednesday that it plans to make a cash tender offer to purchase linx printing technologies plc for  million including transaction costs\n",
      "Tokens: ['danaher', 'to', 'make', 'offer', 'for', 'linx', 'printing', 'danaher', 'corp', 'a', 'maker', 'of', 'sears', 'craftsman', 'tools', 'and', 'environmental', 'testing', 'products', 'said', 'wednesday', 'that', 'it', 'plans', 'to', 'make', 'a', 'cash', 'tender', 'offer', 'to', 'purchase', 'linx', 'printing', 'technologies', 'plc', 'for', 'million', 'including', 'transaction', 'costs']\n",
      "Removed Stopwords: ['danaher', 'make', 'offer', 'linx', 'printing', 'danaher', 'corp', 'maker', 'sears', 'craftsman', 'tools', 'environmental', 'testing', 'products', 'said', 'wednesday', 'plans', 'make', 'cash', 'tender', 'offer', 'purchase', 'linx', 'printing', 'technologies', 'plc', 'million', 'including', 'transaction', 'costs']\n",
      "Stemmed Tokens: ['danah', 'make', 'offer', 'linx', 'print', 'danah', 'corp', 'maker', 'sear', 'craftsman', 'tool', 'environment', 'test', 'product', 'said', 'wednesday', 'plan', 'make', 'cash', 'tender', 'offer', 'purchas', 'linx', 'print', 'technolog', 'plc', 'million', 'includ', 'transact', 'cost']\n",
      "Final Preprocessed Text: danah make offer linx print danah corp maker sear craftsman tool environment test product said wednesday plan make cash tender offer purchas linx print technolog plc million includ transact cost\n",
      "\n",
      "Original Text: Halloween Means Sales as Adults Join In  NEW YORK (Reuters) - Halloween is expected to scare up  record sales this year as more adults -- and pets -- join in  what was once mainly a children's dress-up event, filling a  void before the key Christmas shopping season.\n",
      "Lowercased Text: halloween means sales as adults join in  new york (reuters) - halloween is expected to scare up  record sales this year as more adults -- and pets -- join in  what was once mainly a children's dress-up event, filling a  void before the key christmas shopping season.\n",
      "Removed URLs: halloween means sales as adults join in  new york (reuters) - halloween is expected to scare up  record sales this year as more adults -- and pets -- join in  what was once mainly a children's dress-up event, filling a  void before the key christmas shopping season.\n",
      "Removed HTML Tags: halloween means sales as adults join in  new york (reuters) - halloween is expected to scare up  record sales this year as more adults -- and pets -- join in  what was once mainly a children's dress-up event, filling a  void before the key christmas shopping season.\n",
      "Removed Special Characters: halloween means sales as adults join in  new york reuters  halloween is expected to scare up  record sales this year as more adults  and pets  join in  what was once mainly a childrens dressup event filling a  void before the key christmas shopping season\n",
      "Tokens: ['halloween', 'means', 'sales', 'as', 'adults', 'join', 'in', 'new', 'york', 'reuters', 'halloween', 'is', 'expected', 'to', 'scare', 'up', 'record', 'sales', 'this', 'year', 'as', 'more', 'adults', 'and', 'pets', 'join', 'in', 'what', 'was', 'once', 'mainly', 'a', 'childrens', 'dressup', 'event', 'filling', 'a', 'void', 'before', 'the', 'key', 'christmas', 'shopping', 'season']\n",
      "Removed Stopwords: ['halloween', 'means', 'sales', 'adults', 'join', 'new', 'york', 'reuters', 'halloween', 'expected', 'scare', 'record', 'sales', 'year', 'adults', 'pets', 'join', 'mainly', 'childrens', 'dressup', 'event', 'filling', 'void', 'key', 'christmas', 'shopping', 'season']\n",
      "Stemmed Tokens: ['halloween', 'mean', 'sale', 'adult', 'join', 'new', 'york', 'reuter', 'halloween', 'expect', 'scare', 'record', 'sale', 'year', 'adult', 'pet', 'join', 'mainli', 'children', 'dressup', 'event', 'fill', 'void', 'key', 'christma', 'shop', 'season']\n",
      "Final Preprocessed Text: halloween mean sale adult join new york reuter halloween expect scare record sale year adult pet join mainli children dressup event fill void key christma shop season\n",
      "\n",
      "Original Text: Industry Report: Dec. 6, 2004 With a raft of new products ready to roll out over the next few years, Ford Motor Co. is setting big growth goals for its long-troubled Lincoln Mercury division.\n",
      "Lowercased Text: industry report: dec. 6, 2004 with a raft of new products ready to roll out over the next few years, ford motor co. is setting big growth goals for its long-troubled lincoln mercury division.\n",
      "Removed URLs: industry report: dec. 6, 2004 with a raft of new products ready to roll out over the next few years, ford motor co. is setting big growth goals for its long-troubled lincoln mercury division.\n",
      "Removed HTML Tags: industry report: dec. 6, 2004 with a raft of new products ready to roll out over the next few years, ford motor co. is setting big growth goals for its long-troubled lincoln mercury division.\n",
      "Removed Special Characters: industry report dec   with a raft of new products ready to roll out over the next few years ford motor co is setting big growth goals for its longtroubled lincoln mercury division\n",
      "Tokens: ['industry', 'report', 'dec', 'with', 'a', 'raft', 'of', 'new', 'products', 'ready', 'to', 'roll', 'out', 'over', 'the', 'next', 'few', 'years', 'ford', 'motor', 'co', 'is', 'setting', 'big', 'growth', 'goals', 'for', 'its', 'longtroubled', 'lincoln', 'mercury', 'division']\n",
      "Removed Stopwords: ['industry', 'report', 'dec', 'raft', 'new', 'products', 'ready', 'roll', 'next', 'years', 'ford', 'motor', 'co', 'setting', 'big', 'growth', 'goals', 'longtroubled', 'lincoln', 'mercury', 'division']\n",
      "Stemmed Tokens: ['industri', 'report', 'dec', 'raft', 'new', 'product', 'readi', 'roll', 'next', 'year', 'ford', 'motor', 'co', 'set', 'big', 'growth', 'goal', 'longtroubl', 'lincoln', 'mercuri', 'divis']\n",
      "Final Preprocessed Text: industri report dec raft new product readi roll next year ford motor co set big growth goal longtroubl lincoln mercuri divis\n",
      "\n",
      "Original Text: Oil bounces higher amid fears of supply disruption Oil prices bounced higher on Friday following two days of sharp declines that came on the heels of rising inventories of crude in the US and a move by China to cool its economy.\n",
      "Lowercased Text: oil bounces higher amid fears of supply disruption oil prices bounced higher on friday following two days of sharp declines that came on the heels of rising inventories of crude in the us and a move by china to cool its economy.\n",
      "Removed URLs: oil bounces higher amid fears of supply disruption oil prices bounced higher on friday following two days of sharp declines that came on the heels of rising inventories of crude in the us and a move by china to cool its economy.\n",
      "Removed HTML Tags: oil bounces higher amid fears of supply disruption oil prices bounced higher on friday following two days of sharp declines that came on the heels of rising inventories of crude in the us and a move by china to cool its economy.\n",
      "Removed Special Characters: oil bounces higher amid fears of supply disruption oil prices bounced higher on friday following two days of sharp declines that came on the heels of rising inventories of crude in the us and a move by china to cool its economy\n",
      "Tokens: ['oil', 'bounces', 'higher', 'amid', 'fears', 'of', 'supply', 'disruption', 'oil', 'prices', 'bounced', 'higher', 'on', 'friday', 'following', 'two', 'days', 'of', 'sharp', 'declines', 'that', 'came', 'on', 'the', 'heels', 'of', 'rising', 'inventories', 'of', 'crude', 'in', 'the', 'us', 'and', 'a', 'move', 'by', 'china', 'to', 'cool', 'its', 'economy']\n",
      "Removed Stopwords: ['oil', 'bounces', 'higher', 'amid', 'fears', 'supply', 'disruption', 'oil', 'prices', 'bounced', 'higher', 'friday', 'following', 'two', 'days', 'sharp', 'declines', 'came', 'heels', 'rising', 'inventories', 'crude', 'us', 'move', 'china', 'cool', 'economy']\n",
      "Stemmed Tokens: ['oil', 'bounc', 'higher', 'amid', 'fear', 'suppli', 'disrupt', 'oil', 'price', 'bounc', 'higher', 'friday', 'follow', 'two', 'day', 'sharp', 'declin', 'came', 'heel', 'rise', 'inventori', 'crude', 'us', 'move', 'china', 'cool', 'economi']\n",
      "Final Preprocessed Text: oil bounc higher amid fear suppli disrupt oil price bounc higher friday follow two day sharp declin came heel rise inventori crude us move china cool economi\n",
      "\n",
      "Original Text: Fed #39;s rate hikes expected to continue this week and most of next &lt;b&gt;...&lt;/b&gt; The Federal Reserve is expected to nudge interest rates up for a fourth time this year on Wednesday, acting on the belief that the economy has finally emerged from an extended  quot;soft patch.\n",
      "Lowercased Text: fed #39;s rate hikes expected to continue this week and most of next &lt;b&gt;...&lt;/b&gt; the federal reserve is expected to nudge interest rates up for a fourth time this year on wednesday, acting on the belief that the economy has finally emerged from an extended  quot;soft patch.\n",
      "Removed URLs: fed #39;s rate hikes expected to continue this week and most of next &lt;b&gt;...&lt;/b&gt; the federal reserve is expected to nudge interest rates up for a fourth time this year on wednesday, acting on the belief that the economy has finally emerged from an extended  quot;soft patch.\n",
      "Removed HTML Tags: fed #39;s rate hikes expected to continue this week and most of next &lt;b&gt;...&lt;/b&gt; the federal reserve is expected to nudge interest rates up for a fourth time this year on wednesday, acting on the belief that the economy has finally emerged from an extended  quot;soft patch.\n",
      "Removed Special Characters: fed s rate hikes expected to continue this week and most of next ltbgtltbgt the federal reserve is expected to nudge interest rates up for a fourth time this year on wednesday acting on the belief that the economy has finally emerged from an extended  quotsoft patch\n",
      "Tokens: ['fed', 's', 'rate', 'hikes', 'expected', 'to', 'continue', 'this', 'week', 'and', 'most', 'of', 'next', 'ltbgtltbgt', 'the', 'federal', 'reserve', 'is', 'expected', 'to', 'nudge', 'interest', 'rates', 'up', 'for', 'a', 'fourth', 'time', 'this', 'year', 'on', 'wednesday', 'acting', 'on', 'the', 'belief', 'that', 'the', 'economy', 'has', 'finally', 'emerged', 'from', 'an', 'extended', 'quotsoft', 'patch']\n",
      "Removed Stopwords: ['fed', 'rate', 'hikes', 'expected', 'continue', 'week', 'next', 'ltbgtltbgt', 'federal', 'reserve', 'expected', 'nudge', 'interest', 'rates', 'fourth', 'time', 'year', 'wednesday', 'acting', 'belief', 'economy', 'finally', 'emerged', 'extended', 'quotsoft', 'patch']\n",
      "Stemmed Tokens: ['fed', 'rate', 'hike', 'expect', 'continu', 'week', 'next', 'ltbgtltbgt', 'feder', 'reserv', 'expect', 'nudg', 'interest', 'rate', 'fourth', 'time', 'year', 'wednesday', 'act', 'belief', 'economi', 'final', 'emerg', 'extend', 'quotsoft', 'patch']\n",
      "Final Preprocessed Text: fed rate hike expect continu week next ltbgtltbgt feder reserv expect nudg interest rate fourth time year wednesday act belief economi final emerg extend quotsoft patch\n",
      "\n",
      "Original Text: J.E. Robert Assembles New Investment Fund J.E. Robert Cos. completed raising \\$823 million from about 40 institutional and private equity investors this week.\n",
      "Lowercased Text: j.e. robert assembles new investment fund j.e. robert cos. completed raising \\$823 million from about 40 institutional and private equity investors this week.\n",
      "Removed URLs: j.e. robert assembles new investment fund j.e. robert cos. completed raising \\$823 million from about 40 institutional and private equity investors this week.\n",
      "Removed HTML Tags: j.e. robert assembles new investment fund j.e. robert cos. completed raising \\$823 million from about 40 institutional and private equity investors this week.\n",
      "Removed Special Characters: je robert assembles new investment fund je robert cos completed raising  million from about  institutional and private equity investors this week\n",
      "Tokens: ['je', 'robert', 'assembles', 'new', 'investment', 'fund', 'je', 'robert', 'cos', 'completed', 'raising', 'million', 'from', 'about', 'institutional', 'and', 'private', 'equity', 'investors', 'this', 'week']\n",
      "Removed Stopwords: ['je', 'robert', 'assembles', 'new', 'investment', 'fund', 'je', 'robert', 'cos', 'completed', 'raising', 'million', 'institutional', 'private', 'equity', 'investors', 'week']\n",
      "Stemmed Tokens: ['je', 'robert', 'assembl', 'new', 'invest', 'fund', 'je', 'robert', 'co', 'complet', 'rais', 'million', 'institut', 'privat', 'equiti', 'investor', 'week']\n",
      "Final Preprocessed Text: je robert assembl new invest fund je robert co complet rais million institut privat equiti investor week\n",
      "\n",
      "Original Text: FTSE dips as insurers fall Blue-chip shares have retreated from 28-month highs, with insurer Royal  amp; Sun Alliance leading the losers as investors baulk at the potential for further adverse claims from its US business and a rating downgrade.\n",
      "Lowercased Text: ftse dips as insurers fall blue-chip shares have retreated from 28-month highs, with insurer royal  amp; sun alliance leading the losers as investors baulk at the potential for further adverse claims from its us business and a rating downgrade.\n",
      "Removed URLs: ftse dips as insurers fall blue-chip shares have retreated from 28-month highs, with insurer royal  amp; sun alliance leading the losers as investors baulk at the potential for further adverse claims from its us business and a rating downgrade.\n",
      "Removed HTML Tags: ftse dips as insurers fall blue-chip shares have retreated from 28-month highs, with insurer royal  amp; sun alliance leading the losers as investors baulk at the potential for further adverse claims from its us business and a rating downgrade.\n",
      "Removed Special Characters: ftse dips as insurers fall bluechip shares have retreated from month highs with insurer royal  amp sun alliance leading the losers as investors baulk at the potential for further adverse claims from its us business and a rating downgrade\n",
      "Tokens: ['ftse', 'dips', 'as', 'insurers', 'fall', 'bluechip', 'shares', 'have', 'retreated', 'from', 'month', 'highs', 'with', 'insurer', 'royal', 'amp', 'sun', 'alliance', 'leading', 'the', 'losers', 'as', 'investors', 'baulk', 'at', 'the', 'potential', 'for', 'further', 'adverse', 'claims', 'from', 'its', 'us', 'business', 'and', 'a', 'rating', 'downgrade']\n",
      "Removed Stopwords: ['ftse', 'dips', 'insurers', 'fall', 'bluechip', 'shares', 'retreated', 'month', 'highs', 'insurer', 'royal', 'amp', 'sun', 'alliance', 'leading', 'losers', 'investors', 'baulk', 'potential', 'adverse', 'claims', 'us', 'business', 'rating', 'downgrade']\n",
      "Stemmed Tokens: ['ftse', 'dip', 'insur', 'fall', 'bluechip', 'share', 'retreat', 'month', 'high', 'insur', 'royal', 'amp', 'sun', 'allianc', 'lead', 'loser', 'investor', 'baulk', 'potenti', 'advers', 'claim', 'us', 'busi', 'rate', 'downgrad']\n",
      "Final Preprocessed Text: ftse dip insur fall bluechip share retreat month high insur royal amp sun allianc lead loser investor baulk potenti advers claim us busi rate downgrad\n",
      "\n",
      "Original Text: Executives dismissed in insurance inquiry ACE yesterday became the latest insurance company to announce changes in its business practices in response to the industry investigation launched by New York #39;s attorney general.\n",
      "Lowercased Text: executives dismissed in insurance inquiry ace yesterday became the latest insurance company to announce changes in its business practices in response to the industry investigation launched by new york #39;s attorney general.\n",
      "Removed URLs: executives dismissed in insurance inquiry ace yesterday became the latest insurance company to announce changes in its business practices in response to the industry investigation launched by new york #39;s attorney general.\n",
      "Removed HTML Tags: executives dismissed in insurance inquiry ace yesterday became the latest insurance company to announce changes in its business practices in response to the industry investigation launched by new york #39;s attorney general.\n",
      "Removed Special Characters: executives dismissed in insurance inquiry ace yesterday became the latest insurance company to announce changes in its business practices in response to the industry investigation launched by new york s attorney general\n",
      "Tokens: ['executives', 'dismissed', 'in', 'insurance', 'inquiry', 'ace', 'yesterday', 'became', 'the', 'latest', 'insurance', 'company', 'to', 'announce', 'changes', 'in', 'its', 'business', 'practices', 'in', 'response', 'to', 'the', 'industry', 'investigation', 'launched', 'by', 'new', 'york', 's', 'attorney', 'general']\n",
      "Removed Stopwords: ['executives', 'dismissed', 'insurance', 'inquiry', 'ace', 'yesterday', 'became', 'latest', 'insurance', 'company', 'announce', 'changes', 'business', 'practices', 'response', 'industry', 'investigation', 'launched', 'new', 'york', 'attorney', 'general']\n",
      "Stemmed Tokens: ['execut', 'dismiss', 'insur', 'inquiri', 'ace', 'yesterday', 'becam', 'latest', 'insur', 'compani', 'announc', 'chang', 'busi', 'practic', 'respons', 'industri', 'investig', 'launch', 'new', 'york', 'attorney', 'gener']\n",
      "Final Preprocessed Text: execut dismiss insur inquiri ace yesterday becam latest insur compani announc chang busi practic respons industri investig launch new york attorney gener\n",
      "\n",
      "Original Text: Online advertising up 43pc in US NEW YORK - US internet ad revenue jumped to a record US\\$2.37 billion (\\$3.5 billion) in the second quarter, surpassing the highest levels of the dotcom era.\n",
      "Lowercased Text: online advertising up 43pc in us new york - us internet ad revenue jumped to a record us\\$2.37 billion (\\$3.5 billion) in the second quarter, surpassing the highest levels of the dotcom era.\n",
      "Removed URLs: online advertising up 43pc in us new york - us internet ad revenue jumped to a record us\\$2.37 billion (\\$3.5 billion) in the second quarter, surpassing the highest levels of the dotcom era.\n",
      "Removed HTML Tags: online advertising up 43pc in us new york - us internet ad revenue jumped to a record us\\$2.37 billion (\\$3.5 billion) in the second quarter, surpassing the highest levels of the dotcom era.\n",
      "Removed Special Characters: online advertising up pc in us new york  us internet ad revenue jumped to a record us billion  billion in the second quarter surpassing the highest levels of the dotcom era\n",
      "Tokens: ['online', 'advertising', 'up', 'pc', 'in', 'us', 'new', 'york', 'us', 'internet', 'ad', 'revenue', 'jumped', 'to', 'a', 'record', 'us', 'billion', 'billion', 'in', 'the', 'second', 'quarter', 'surpassing', 'the', 'highest', 'levels', 'of', 'the', 'dotcom', 'era']\n",
      "Removed Stopwords: ['online', 'advertising', 'pc', 'us', 'new', 'york', 'us', 'internet', 'ad', 'revenue', 'jumped', 'record', 'us', 'billion', 'billion', 'second', 'quarter', 'surpassing', 'highest', 'levels', 'dotcom', 'era']\n",
      "Stemmed Tokens: ['onlin', 'advertis', 'pc', 'us', 'new', 'york', 'us', 'internet', 'ad', 'revenu', 'jump', 'record', 'us', 'billion', 'billion', 'second', 'quarter', 'surpass', 'highest', 'level', 'dotcom', 'era']\n",
      "Final Preprocessed Text: onlin advertis pc us new york us internet ad revenu jump record us billion billion second quarter surpass highest level dotcom era\n",
      "\n",
      "Original Text: Travelers Stuff Roads, Terminals Traditionally, the Wednesday before Thanksgiving is the busiest travel day of the year, and the American Automobile Association expected travel this year to hit pre-Sept.\n",
      "Lowercased Text: travelers stuff roads, terminals traditionally, the wednesday before thanksgiving is the busiest travel day of the year, and the american automobile association expected travel this year to hit pre-sept.\n",
      "Removed URLs: travelers stuff roads, terminals traditionally, the wednesday before thanksgiving is the busiest travel day of the year, and the american automobile association expected travel this year to hit pre-sept.\n",
      "Removed HTML Tags: travelers stuff roads, terminals traditionally, the wednesday before thanksgiving is the busiest travel day of the year, and the american automobile association expected travel this year to hit pre-sept.\n",
      "Removed Special Characters: travelers stuff roads terminals traditionally the wednesday before thanksgiving is the busiest travel day of the year and the american automobile association expected travel this year to hit presept\n",
      "Tokens: ['travelers', 'stuff', 'roads', 'terminals', 'traditionally', 'the', 'wednesday', 'before', 'thanksgiving', 'is', 'the', 'busiest', 'travel', 'day', 'of', 'the', 'year', 'and', 'the', 'american', 'automobile', 'association', 'expected', 'travel', 'this', 'year', 'to', 'hit', 'presept']\n",
      "Removed Stopwords: ['travelers', 'stuff', 'roads', 'terminals', 'traditionally', 'wednesday', 'thanksgiving', 'busiest', 'travel', 'day', 'year', 'american', 'automobile', 'association', 'expected', 'travel', 'year', 'hit', 'presept']\n",
      "Stemmed Tokens: ['travel', 'stuff', 'road', 'termin', 'tradit', 'wednesday', 'thanksgiv', 'busiest', 'travel', 'day', 'year', 'american', 'automobil', 'associ', 'expect', 'travel', 'year', 'hit', 'presept']\n",
      "Final Preprocessed Text: travel stuff road termin tradit wednesday thanksgiv busiest travel day year american automobil associ expect travel year hit presept\n",
      "\n",
      "Original Text: Hurricane loss 'less than feared' Hurricane Frances could cause \\$3-6bn in insured losses in the US, less than experts first predicted.\n",
      "Lowercased Text: hurricane loss 'less than feared' hurricane frances could cause \\$3-6bn in insured losses in the us, less than experts first predicted.\n",
      "Removed URLs: hurricane loss 'less than feared' hurricane frances could cause \\$3-6bn in insured losses in the us, less than experts first predicted.\n",
      "Removed HTML Tags: hurricane loss 'less than feared' hurricane frances could cause \\$3-6bn in insured losses in the us, less than experts first predicted.\n",
      "Removed Special Characters: hurricane loss less than feared hurricane frances could cause bn in insured losses in the us less than experts first predicted\n",
      "Tokens: ['hurricane', 'loss', 'less', 'than', 'feared', 'hurricane', 'frances', 'could', 'cause', 'bn', 'in', 'insured', 'losses', 'in', 'the', 'us', 'less', 'than', 'experts', 'first', 'predicted']\n",
      "Removed Stopwords: ['hurricane', 'loss', 'less', 'feared', 'hurricane', 'frances', 'could', 'cause', 'bn', 'insured', 'losses', 'us', 'less', 'experts', 'first', 'predicted']\n",
      "Stemmed Tokens: ['hurrican', 'loss', 'less', 'fear', 'hurrican', 'franc', 'could', 'caus', 'bn', 'insur', 'loss', 'us', 'less', 'expert', 'first', 'predict']\n",
      "Final Preprocessed Text: hurrican loss less fear hurrican franc could caus bn insur loss us less expert first predict\n",
      "\n",
      "Original Text: Dollar Rises on the Interest Rate Plays  NEW YORK (Reuters) - The dollar rose on Thursday as  traders, short of dollars after relentlessly selling them for  weeks, looked to the growing yield advantage of U.S. assets as  a reason to buy back the currency before the end of the year.\n",
      "Lowercased Text: dollar rises on the interest rate plays  new york (reuters) - the dollar rose on thursday as  traders, short of dollars after relentlessly selling them for  weeks, looked to the growing yield advantage of u.s. assets as  a reason to buy back the currency before the end of the year.\n",
      "Removed URLs: dollar rises on the interest rate plays  new york (reuters) - the dollar rose on thursday as  traders, short of dollars after relentlessly selling them for  weeks, looked to the growing yield advantage of u.s. assets as  a reason to buy back the currency before the end of the year.\n",
      "Removed HTML Tags: dollar rises on the interest rate plays  new york (reuters) - the dollar rose on thursday as  traders, short of dollars after relentlessly selling them for  weeks, looked to the growing yield advantage of u.s. assets as  a reason to buy back the currency before the end of the year.\n",
      "Removed Special Characters: dollar rises on the interest rate plays  new york reuters  the dollar rose on thursday as  traders short of dollars after relentlessly selling them for  weeks looked to the growing yield advantage of us assets as  a reason to buy back the currency before the end of the year\n",
      "Tokens: ['dollar', 'rises', 'on', 'the', 'interest', 'rate', 'plays', 'new', 'york', 'reuters', 'the', 'dollar', 'rose', 'on', 'thursday', 'as', 'traders', 'short', 'of', 'dollars', 'after', 'relentlessly', 'selling', 'them', 'for', 'weeks', 'looked', 'to', 'the', 'growing', 'yield', 'advantage', 'of', 'us', 'assets', 'as', 'a', 'reason', 'to', 'buy', 'back', 'the', 'currency', 'before', 'the', 'end', 'of', 'the', 'year']\n",
      "Removed Stopwords: ['dollar', 'rises', 'interest', 'rate', 'plays', 'new', 'york', 'reuters', 'dollar', 'rose', 'thursday', 'traders', 'short', 'dollars', 'relentlessly', 'selling', 'weeks', 'looked', 'growing', 'yield', 'advantage', 'us', 'assets', 'reason', 'buy', 'back', 'currency', 'end', 'year']\n",
      "Stemmed Tokens: ['dollar', 'rise', 'interest', 'rate', 'play', 'new', 'york', 'reuter', 'dollar', 'rose', 'thursday', 'trader', 'short', 'dollar', 'relentlessli', 'sell', 'week', 'look', 'grow', 'yield', 'advantag', 'us', 'asset', 'reason', 'buy', 'back', 'currenc', 'end', 'year']\n",
      "Final Preprocessed Text: dollar rise interest rate play new york reuter dollar rose thursday trader short dollar relentlessli sell week look grow yield advantag us asset reason buy back currenc end year\n",
      "\n",
      "Original Text: For Craigslist, city was just the ticket Hadley Weinzierl used Craigslist to furnish her Jamaica Plain apartment, and when she bought a Maltese puppy, she sought advice from fellow Craigslisters on a good vet, a cheap dog-walker, and a park where she could let the dog run without a leash.\n",
      "Lowercased Text: for craigslist, city was just the ticket hadley weinzierl used craigslist to furnish her jamaica plain apartment, and when she bought a maltese puppy, she sought advice from fellow craigslisters on a good vet, a cheap dog-walker, and a park where she could let the dog run without a leash.\n",
      "Removed URLs: for craigslist, city was just the ticket hadley weinzierl used craigslist to furnish her jamaica plain apartment, and when she bought a maltese puppy, she sought advice from fellow craigslisters on a good vet, a cheap dog-walker, and a park where she could let the dog run without a leash.\n",
      "Removed HTML Tags: for craigslist, city was just the ticket hadley weinzierl used craigslist to furnish her jamaica plain apartment, and when she bought a maltese puppy, she sought advice from fellow craigslisters on a good vet, a cheap dog-walker, and a park where she could let the dog run without a leash.\n",
      "Removed Special Characters: for craigslist city was just the ticket hadley weinzierl used craigslist to furnish her jamaica plain apartment and when she bought a maltese puppy she sought advice from fellow craigslisters on a good vet a cheap dogwalker and a park where she could let the dog run without a leash\n",
      "Tokens: ['for', 'craigslist', 'city', 'was', 'just', 'the', 'ticket', 'hadley', 'weinzierl', 'used', 'craigslist', 'to', 'furnish', 'her', 'jamaica', 'plain', 'apartment', 'and', 'when', 'she', 'bought', 'a', 'maltese', 'puppy', 'she', 'sought', 'advice', 'from', 'fellow', 'craigslisters', 'on', 'a', 'good', 'vet', 'a', 'cheap', 'dogwalker', 'and', 'a', 'park', 'where', 'she', 'could', 'let', 'the', 'dog', 'run', 'without', 'a', 'leash']\n",
      "Removed Stopwords: ['craigslist', 'city', 'ticket', 'hadley', 'weinzierl', 'used', 'craigslist', 'furnish', 'jamaica', 'plain', 'apartment', 'bought', 'maltese', 'puppy', 'sought', 'advice', 'fellow', 'craigslisters', 'good', 'vet', 'cheap', 'dogwalker', 'park', 'could', 'let', 'dog', 'run', 'without', 'leash']\n",
      "Stemmed Tokens: ['craigslist', 'citi', 'ticket', 'hadley', 'weinzierl', 'use', 'craigslist', 'furnish', 'jamaica', 'plain', 'apart', 'bought', 'maltes', 'puppi', 'sought', 'advic', 'fellow', 'craigslist', 'good', 'vet', 'cheap', 'dogwalk', 'park', 'could', 'let', 'dog', 'run', 'without', 'leash']\n",
      "Final Preprocessed Text: craigslist citi ticket hadley weinzierl use craigslist furnish jamaica plain apart bought maltes puppi sought advic fellow craigslist good vet cheap dogwalk park could let dog run without leash\n",
      "\n",
      "Original Text: On Wall Street: Dominic Rushe: Disney trial is more than a Mickey &lt;b&gt;...&lt;/b&gt; WILMINGTON, Delaware, isnta popular spot with the Hollywood crowd. I imagine they would be a bit sniffy about what passes for local entertainment.\n",
      "Lowercased Text: on wall street: dominic rushe: disney trial is more than a mickey &lt;b&gt;...&lt;/b&gt; wilmington, delaware, isnta popular spot with the hollywood crowd. i imagine they would be a bit sniffy about what passes for local entertainment.\n",
      "Removed URLs: on wall street: dominic rushe: disney trial is more than a mickey &lt;b&gt;...&lt;/b&gt; wilmington, delaware, isnta popular spot with the hollywood crowd. i imagine they would be a bit sniffy about what passes for local entertainment.\n",
      "Removed HTML Tags: on wall street: dominic rushe: disney trial is more than a mickey &lt;b&gt;...&lt;/b&gt; wilmington, delaware, isnta popular spot with the hollywood crowd. i imagine they would be a bit sniffy about what passes for local entertainment.\n",
      "Removed Special Characters: on wall street dominic rushe disney trial is more than a mickey ltbgtltbgt wilmington delaware isnta popular spot with the hollywood crowd i imagine they would be a bit sniffy about what passes for local entertainment\n",
      "Tokens: ['on', 'wall', 'street', 'dominic', 'rushe', 'disney', 'trial', 'is', 'more', 'than', 'a', 'mickey', 'ltbgtltbgt', 'wilmington', 'delaware', 'isnta', 'popular', 'spot', 'with', 'the', 'hollywood', 'crowd', 'i', 'imagine', 'they', 'would', 'be', 'a', 'bit', 'sniffy', 'about', 'what', 'passes', 'for', 'local', 'entertainment']\n",
      "Removed Stopwords: ['wall', 'street', 'dominic', 'rushe', 'disney', 'trial', 'mickey', 'ltbgtltbgt', 'wilmington', 'delaware', 'isnta', 'popular', 'spot', 'hollywood', 'crowd', 'imagine', 'would', 'bit', 'sniffy', 'passes', 'local', 'entertainment']\n",
      "Stemmed Tokens: ['wall', 'street', 'domin', 'rush', 'disney', 'trial', 'mickey', 'ltbgtltbgt', 'wilmington', 'delawar', 'isnta', 'popular', 'spot', 'hollywood', 'crowd', 'imagin', 'would', 'bit', 'sniffi', 'pass', 'local', 'entertain']\n",
      "Final Preprocessed Text: wall street domin rush disney trial mickey ltbgtltbgt wilmington delawar isnta popular spot hollywood crowd imagin would bit sniffi pass local entertain\n",
      "\n",
      "Original Text: Indian inflation peaks on imports Indian inflation hits its highest level in more than three years, boosted by increasing energy and food costs.\n",
      "Lowercased Text: indian inflation peaks on imports indian inflation hits its highest level in more than three years, boosted by increasing energy and food costs.\n",
      "Removed URLs: indian inflation peaks on imports indian inflation hits its highest level in more than three years, boosted by increasing energy and food costs.\n",
      "Removed HTML Tags: indian inflation peaks on imports indian inflation hits its highest level in more than three years, boosted by increasing energy and food costs.\n",
      "Removed Special Characters: indian inflation peaks on imports indian inflation hits its highest level in more than three years boosted by increasing energy and food costs\n",
      "Tokens: ['indian', 'inflation', 'peaks', 'on', 'imports', 'indian', 'inflation', 'hits', 'its', 'highest', 'level', 'in', 'more', 'than', 'three', 'years', 'boosted', 'by', 'increasing', 'energy', 'and', 'food', 'costs']\n",
      "Removed Stopwords: ['indian', 'inflation', 'peaks', 'imports', 'indian', 'inflation', 'hits', 'highest', 'level', 'three', 'years', 'boosted', 'increasing', 'energy', 'food', 'costs']\n",
      "Stemmed Tokens: ['indian', 'inflat', 'peak', 'import', 'indian', 'inflat', 'hit', 'highest', 'level', 'three', 'year', 'boost', 'increas', 'energi', 'food', 'cost']\n",
      "Final Preprocessed Text: indian inflat peak import indian inflat hit highest level three year boost increas energi food cost\n",
      "\n",
      "Original Text: Boeing CEO: Jet Market Recovery Slower (Reuters) Reuters - Boeing Co. Chief Executive Harry\\Stonecipher said on Friday the U.S. aircraft maker's archrival\\Airbus was exaggerating the speed of recovery in the commercial\\airplane market.\n",
      "Lowercased Text: boeing ceo: jet market recovery slower (reuters) reuters - boeing co. chief executive harry\\stonecipher said on friday the u.s. aircraft maker's archrival\\airbus was exaggerating the speed of recovery in the commercial\\airplane market.\n",
      "Removed URLs: boeing ceo: jet market recovery slower (reuters) reuters - boeing co. chief executive harry\\stonecipher said on friday the u.s. aircraft maker's archrival\\airbus was exaggerating the speed of recovery in the commercial\\airplane market.\n",
      "Removed HTML Tags: boeing ceo: jet market recovery slower (reuters) reuters - boeing co. chief executive harry\\stonecipher said on friday the u.s. aircraft maker's archrival\\airbus was exaggerating the speed of recovery in the commercial\\airplane market.\n",
      "Removed Special Characters: boeing ceo jet market recovery slower reuters reuters  boeing co chief executive harrystonecipher said on friday the us aircraft makers archrivalairbus was exaggerating the speed of recovery in the commercialairplane market\n",
      "Tokens: ['boeing', 'ceo', 'jet', 'market', 'recovery', 'slower', 'reuters', 'reuters', 'boeing', 'co', 'chief', 'executive', 'harrystonecipher', 'said', 'on', 'friday', 'the', 'us', 'aircraft', 'makers', 'archrivalairbus', 'was', 'exaggerating', 'the', 'speed', 'of', 'recovery', 'in', 'the', 'commercialairplane', 'market']\n",
      "Removed Stopwords: ['boeing', 'ceo', 'jet', 'market', 'recovery', 'slower', 'reuters', 'reuters', 'boeing', 'co', 'chief', 'executive', 'harrystonecipher', 'said', 'friday', 'us', 'aircraft', 'makers', 'archrivalairbus', 'exaggerating', 'speed', 'recovery', 'commercialairplane', 'market']\n",
      "Stemmed Tokens: ['boe', 'ceo', 'jet', 'market', 'recoveri', 'slower', 'reuter', 'reuter', 'boe', 'co', 'chief', 'execut', 'harrystoneciph', 'said', 'friday', 'us', 'aircraft', 'maker', 'archrivalairbu', 'exagger', 'speed', 'recoveri', 'commercialairplan', 'market']\n",
      "Final Preprocessed Text: boe ceo jet market recoveri slower reuter reuter boe co chief execut harrystoneciph said friday us aircraft maker archrivalairbu exagger speed recoveri commercialairplan market\n",
      "\n",
      "Original Text: GE to Buy Back \\$15 Bln in Stock, Raises Dividend (Update1) General Electric Co., the biggest company by market value, said it will buy back as much as \\$15 billion in stock over three years and raised its quarterly dividend 10 percent, more than some analysts had estimated.\n",
      "Lowercased Text: ge to buy back \\$15 bln in stock, raises dividend (update1) general electric co., the biggest company by market value, said it will buy back as much as \\$15 billion in stock over three years and raised its quarterly dividend 10 percent, more than some analysts had estimated.\n",
      "Removed URLs: ge to buy back \\$15 bln in stock, raises dividend (update1) general electric co., the biggest company by market value, said it will buy back as much as \\$15 billion in stock over three years and raised its quarterly dividend 10 percent, more than some analysts had estimated.\n",
      "Removed HTML Tags: ge to buy back \\$15 bln in stock, raises dividend (update1) general electric co., the biggest company by market value, said it will buy back as much as \\$15 billion in stock over three years and raised its quarterly dividend 10 percent, more than some analysts had estimated.\n",
      "Removed Special Characters: ge to buy back  bln in stock raises dividend update general electric co the biggest company by market value said it will buy back as much as  billion in stock over three years and raised its quarterly dividend  percent more than some analysts had estimated\n",
      "Tokens: ['ge', 'to', 'buy', 'back', 'bln', 'in', 'stock', 'raises', 'dividend', 'update', 'general', 'electric', 'co', 'the', 'biggest', 'company', 'by', 'market', 'value', 'said', 'it', 'will', 'buy', 'back', 'as', 'much', 'as', 'billion', 'in', 'stock', 'over', 'three', 'years', 'and', 'raised', 'its', 'quarterly', 'dividend', 'percent', 'more', 'than', 'some', 'analysts', 'had', 'estimated']\n",
      "Removed Stopwords: ['ge', 'buy', 'back', 'bln', 'stock', 'raises', 'dividend', 'update', 'general', 'electric', 'co', 'biggest', 'company', 'market', 'value', 'said', 'buy', 'back', 'much', 'billion', 'stock', 'three', 'years', 'raised', 'quarterly', 'dividend', 'percent', 'analysts', 'estimated']\n",
      "Stemmed Tokens: ['ge', 'buy', 'back', 'bln', 'stock', 'rais', 'dividend', 'updat', 'gener', 'electr', 'co', 'biggest', 'compani', 'market', 'valu', 'said', 'buy', 'back', 'much', 'billion', 'stock', 'three', 'year', 'rais', 'quarterli', 'dividend', 'percent', 'analyst', 'estim']\n",
      "Final Preprocessed Text: ge buy back bln stock rais dividend updat gener electr co biggest compani market valu said buy back much billion stock three year rais quarterli dividend percent analyst estim\n",
      "\n",
      "Original Text: Paper says Merck hid data on Vioxx WHITEHOUSE STATION, NJ - Shares of Merck  amp; Co. plunged nearly 10 percent Monday after a media report said documents show the pharmaceutical giant hid or denied evidence for years that its blockbuster arthritis drug Vioxx causes heart problems.\n",
      "Lowercased Text: paper says merck hid data on vioxx whitehouse station, nj - shares of merck  amp; co. plunged nearly 10 percent monday after a media report said documents show the pharmaceutical giant hid or denied evidence for years that its blockbuster arthritis drug vioxx causes heart problems.\n",
      "Removed URLs: paper says merck hid data on vioxx whitehouse station, nj - shares of merck  amp; co. plunged nearly 10 percent monday after a media report said documents show the pharmaceutical giant hid or denied evidence for years that its blockbuster arthritis drug vioxx causes heart problems.\n",
      "Removed HTML Tags: paper says merck hid data on vioxx whitehouse station, nj - shares of merck  amp; co. plunged nearly 10 percent monday after a media report said documents show the pharmaceutical giant hid or denied evidence for years that its blockbuster arthritis drug vioxx causes heart problems.\n",
      "Removed Special Characters: paper says merck hid data on vioxx whitehouse station nj  shares of merck  amp co plunged nearly  percent monday after a media report said documents show the pharmaceutical giant hid or denied evidence for years that its blockbuster arthritis drug vioxx causes heart problems\n",
      "Tokens: ['paper', 'says', 'merck', 'hid', 'data', 'on', 'vioxx', 'whitehouse', 'station', 'nj', 'shares', 'of', 'merck', 'amp', 'co', 'plunged', 'nearly', 'percent', 'monday', 'after', 'a', 'media', 'report', 'said', 'documents', 'show', 'the', 'pharmaceutical', 'giant', 'hid', 'or', 'denied', 'evidence', 'for', 'years', 'that', 'its', 'blockbuster', 'arthritis', 'drug', 'vioxx', 'causes', 'heart', 'problems']\n",
      "Removed Stopwords: ['paper', 'says', 'merck', 'hid', 'data', 'vioxx', 'whitehouse', 'station', 'nj', 'shares', 'merck', 'amp', 'co', 'plunged', 'nearly', 'percent', 'monday', 'media', 'report', 'said', 'documents', 'show', 'pharmaceutical', 'giant', 'hid', 'denied', 'evidence', 'years', 'blockbuster', 'arthritis', 'drug', 'vioxx', 'causes', 'heart', 'problems']\n",
      "Stemmed Tokens: ['paper', 'say', 'merck', 'hid', 'data', 'vioxx', 'whitehous', 'station', 'nj', 'share', 'merck', 'amp', 'co', 'plung', 'nearli', 'percent', 'monday', 'media', 'report', 'said', 'document', 'show', 'pharmaceut', 'giant', 'hid', 'deni', 'evid', 'year', 'blockbust', 'arthriti', 'drug', 'vioxx', 'caus', 'heart', 'problem']\n",
      "Final Preprocessed Text: paper say merck hid data vioxx whitehous station nj share merck amp co plung nearli percent monday media report said document show pharmaceut giant hid deni evid year blockbust arthriti drug vioxx caus heart problem\n",
      "\n",
      "Original Text: Verizon, Bain Near Canada Directory Deal  NEW YORK (Reuters) - Verizon Communications Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=VZ.N target=/stocks/quickinfo/fullquote\"&gt;VZ.N&lt;/A&gt; is  near an agreement to sell its Canadian telephone directory  business to private equity firm Bain Capital, the New York Post  said on Wednesday.\n",
      "Lowercased Text: verizon, bain near canada directory deal  new york (reuters) - verizon communications inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=vz.n target=/stocks/quickinfo/fullquote\"&gt;vz.n&lt;/a&gt; is  near an agreement to sell its canadian telephone directory  business to private equity firm bain capital, the new york post  said on wednesday.\n",
      "Removed URLs: verizon, bain near canada directory deal  new york (reuters) - verizon communications inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;vz.n&lt;/a&gt; is  near an agreement to sell its canadian telephone directory  business to private equity firm bain capital, the new york post  said on wednesday.\n",
      "Removed HTML Tags: verizon, bain near canada directory deal  new york (reuters) - verizon communications inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;vz.n&lt;/a&gt; is  near an agreement to sell its canadian telephone directory  business to private equity firm bain capital, the new york post  said on wednesday.\n",
      "Removed Special Characters: verizon bain near canada directory deal  new york reuters  verizon communications inc lta href targetstocksquickinfofullquotegtvznltagt is  near an agreement to sell its canadian telephone directory  business to private equity firm bain capital the new york post  said on wednesday\n",
      "Tokens: ['verizon', 'bain', 'near', 'canada', 'directory', 'deal', 'new', 'york', 'reuters', 'verizon', 'communications', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtvznltagt', 'is', 'near', 'an', 'agreement', 'to', 'sell', 'its', 'canadian', 'telephone', 'directory', 'business', 'to', 'private', 'equity', 'firm', 'bain', 'capital', 'the', 'new', 'york', 'post', 'said', 'on', 'wednesday']\n",
      "Removed Stopwords: ['verizon', 'bain', 'near', 'canada', 'directory', 'deal', 'new', 'york', 'reuters', 'verizon', 'communications', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtvznltagt', 'near', 'agreement', 'sell', 'canadian', 'telephone', 'directory', 'business', 'private', 'equity', 'firm', 'bain', 'capital', 'new', 'york', 'post', 'said', 'wednesday']\n",
      "Stemmed Tokens: ['verizon', 'bain', 'near', 'canada', 'directori', 'deal', 'new', 'york', 'reuter', 'verizon', 'commun', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtvznltagt', 'near', 'agreement', 'sell', 'canadian', 'telephon', 'directori', 'busi', 'privat', 'equiti', 'firm', 'bain', 'capit', 'new', 'york', 'post', 'said', 'wednesday']\n",
      "Final Preprocessed Text: verizon bain near canada directori deal new york reuter verizon commun inc lta href targetstocksquickinfofullquotegtvznltagt near agreement sell canadian telephon directori busi privat equiti firm bain capit new york post said wednesday\n",
      "\n",
      "Original Text: Cocoa Price Off, Ivory Coast Shot to Bits (Reuters) Reuters - World cocoa prices rose from intraday\\lows, but exports from the Ivory Coast, the key global\\supplier, remain on hold after mob violence and military\\clashes paralyze business in the West African country, traders\\said on Tuesday.\n",
      "Lowercased Text: cocoa price off, ivory coast shot to bits (reuters) reuters - world cocoa prices rose from intraday\\lows, but exports from the ivory coast, the key global\\supplier, remain on hold after mob violence and military\\clashes paralyze business in the west african country, traders\\said on tuesday.\n",
      "Removed URLs: cocoa price off, ivory coast shot to bits (reuters) reuters - world cocoa prices rose from intraday\\lows, but exports from the ivory coast, the key global\\supplier, remain on hold after mob violence and military\\clashes paralyze business in the west african country, traders\\said on tuesday.\n",
      "Removed HTML Tags: cocoa price off, ivory coast shot to bits (reuters) reuters - world cocoa prices rose from intraday\\lows, but exports from the ivory coast, the key global\\supplier, remain on hold after mob violence and military\\clashes paralyze business in the west african country, traders\\said on tuesday.\n",
      "Removed Special Characters: cocoa price off ivory coast shot to bits reuters reuters  world cocoa prices rose from intradaylows but exports from the ivory coast the key globalsupplier remain on hold after mob violence and militaryclashes paralyze business in the west african country traderssaid on tuesday\n",
      "Tokens: ['cocoa', 'price', 'off', 'ivory', 'coast', 'shot', 'to', 'bits', 'reuters', 'reuters', 'world', 'cocoa', 'prices', 'rose', 'from', 'intradaylows', 'but', 'exports', 'from', 'the', 'ivory', 'coast', 'the', 'key', 'globalsupplier', 'remain', 'on', 'hold', 'after', 'mob', 'violence', 'and', 'militaryclashes', 'paralyze', 'business', 'in', 'the', 'west', 'african', 'country', 'traderssaid', 'on', 'tuesday']\n",
      "Removed Stopwords: ['cocoa', 'price', 'ivory', 'coast', 'shot', 'bits', 'reuters', 'reuters', 'world', 'cocoa', 'prices', 'rose', 'intradaylows', 'exports', 'ivory', 'coast', 'key', 'globalsupplier', 'remain', 'hold', 'mob', 'violence', 'militaryclashes', 'paralyze', 'business', 'west', 'african', 'country', 'traderssaid', 'tuesday']\n",
      "Stemmed Tokens: ['cocoa', 'price', 'ivori', 'coast', 'shot', 'bit', 'reuter', 'reuter', 'world', 'cocoa', 'price', 'rose', 'intradaylow', 'export', 'ivori', 'coast', 'key', 'globalsuppli', 'remain', 'hold', 'mob', 'violenc', 'militaryclash', 'paralyz', 'busi', 'west', 'african', 'countri', 'traderssaid', 'tuesday']\n",
      "Final Preprocessed Text: cocoa price ivori coast shot bit reuter reuter world cocoa price rose intradaylow export ivori coast key globalsuppli remain hold mob violenc militaryclash paralyz busi west african countri traderssaid tuesday\n",
      "\n",
      "Original Text: US May Have New Case of Mad Cow Disease  WASHINGTON (Reuters) - A final test is likely to confirm a  second U.S. case of mad cow disease, experts said on Thursday,  though they see a small possibility the animal, which tested  \"inconclusive\" in two preliminary tests, could be given a clean  bill of health.\n",
      "Lowercased Text: us may have new case of mad cow disease  washington (reuters) - a final test is likely to confirm a  second u.s. case of mad cow disease, experts said on thursday,  though they see a small possibility the animal, which tested  \"inconclusive\" in two preliminary tests, could be given a clean  bill of health.\n",
      "Removed URLs: us may have new case of mad cow disease  washington (reuters) - a final test is likely to confirm a  second u.s. case of mad cow disease, experts said on thursday,  though they see a small possibility the animal, which tested  \"inconclusive\" in two preliminary tests, could be given a clean  bill of health.\n",
      "Removed HTML Tags: us may have new case of mad cow disease  washington (reuters) - a final test is likely to confirm a  second u.s. case of mad cow disease, experts said on thursday,  though they see a small possibility the animal, which tested  \"inconclusive\" in two preliminary tests, could be given a clean  bill of health.\n",
      "Removed Special Characters: us may have new case of mad cow disease  washington reuters  a final test is likely to confirm a  second us case of mad cow disease experts said on thursday  though they see a small possibility the animal which tested  inconclusive in two preliminary tests could be given a clean  bill of health\n",
      "Tokens: ['us', 'may', 'have', 'new', 'case', 'of', 'mad', 'cow', 'disease', 'washington', 'reuters', 'a', 'final', 'test', 'is', 'likely', 'to', 'confirm', 'a', 'second', 'us', 'case', 'of', 'mad', 'cow', 'disease', 'experts', 'said', 'on', 'thursday', 'though', 'they', 'see', 'a', 'small', 'possibility', 'the', 'animal', 'which', 'tested', 'inconclusive', 'in', 'two', 'preliminary', 'tests', 'could', 'be', 'given', 'a', 'clean', 'bill', 'of', 'health']\n",
      "Removed Stopwords: ['us', 'may', 'new', 'case', 'mad', 'cow', 'disease', 'washington', 'reuters', 'final', 'test', 'likely', 'confirm', 'second', 'us', 'case', 'mad', 'cow', 'disease', 'experts', 'said', 'thursday', 'though', 'see', 'small', 'possibility', 'animal', 'tested', 'inconclusive', 'two', 'preliminary', 'tests', 'could', 'given', 'clean', 'bill', 'health']\n",
      "Stemmed Tokens: ['us', 'may', 'new', 'case', 'mad', 'cow', 'diseas', 'washington', 'reuter', 'final', 'test', 'like', 'confirm', 'second', 'us', 'case', 'mad', 'cow', 'diseas', 'expert', 'said', 'thursday', 'though', 'see', 'small', 'possibl', 'anim', 'test', 'inconclus', 'two', 'preliminari', 'test', 'could', 'given', 'clean', 'bill', 'health']\n",
      "Final Preprocessed Text: us may new case mad cow diseas washington reuter final test like confirm second us case mad cow diseas expert said thursday though see small possibl anim test inconclus two preliminari test could given clean bill health\n",
      "\n",
      "Original Text: UAL and Its Creditors Agree to 30-Day Extension UAL's United Airlines will have a 30-day extention on the period in which it can file an exclusive bankruptcy reorganization plan.\n",
      "Lowercased Text: ual and its creditors agree to 30-day extension ual's united airlines will have a 30-day extention on the period in which it can file an exclusive bankruptcy reorganization plan.\n",
      "Removed URLs: ual and its creditors agree to 30-day extension ual's united airlines will have a 30-day extention on the period in which it can file an exclusive bankruptcy reorganization plan.\n",
      "Removed HTML Tags: ual and its creditors agree to 30-day extension ual's united airlines will have a 30-day extention on the period in which it can file an exclusive bankruptcy reorganization plan.\n",
      "Removed Special Characters: ual and its creditors agree to day extension uals united airlines will have a day extention on the period in which it can file an exclusive bankruptcy reorganization plan\n",
      "Tokens: ['ual', 'and', 'its', 'creditors', 'agree', 'to', 'day', 'extension', 'uals', 'united', 'airlines', 'will', 'have', 'a', 'day', 'extention', 'on', 'the', 'period', 'in', 'which', 'it', 'can', 'file', 'an', 'exclusive', 'bankruptcy', 'reorganization', 'plan']\n",
      "Removed Stopwords: ['ual', 'creditors', 'agree', 'day', 'extension', 'uals', 'united', 'airlines', 'day', 'extention', 'period', 'file', 'exclusive', 'bankruptcy', 'reorganization', 'plan']\n",
      "Stemmed Tokens: ['ual', 'creditor', 'agre', 'day', 'extens', 'ual', 'unit', 'airlin', 'day', 'extent', 'period', 'file', 'exclus', 'bankruptci', 'reorgan', 'plan']\n",
      "Final Preprocessed Text: ual creditor agre day extens ual unit airlin day extent period file exclus bankruptci reorgan plan\n",
      "\n",
      "Original Text: FCC says allowing cable TV subscribers to choose their channels &lt;b&gt;...&lt;/b&gt; Federal regulators rejected on Friday the idea that allowing cable TV subscribers to pay only for channels they want would lower high cable bills.\n",
      "Lowercased Text: fcc says allowing cable tv subscribers to choose their channels &lt;b&gt;...&lt;/b&gt; federal regulators rejected on friday the idea that allowing cable tv subscribers to pay only for channels they want would lower high cable bills.\n",
      "Removed URLs: fcc says allowing cable tv subscribers to choose their channels &lt;b&gt;...&lt;/b&gt; federal regulators rejected on friday the idea that allowing cable tv subscribers to pay only for channels they want would lower high cable bills.\n",
      "Removed HTML Tags: fcc says allowing cable tv subscribers to choose their channels &lt;b&gt;...&lt;/b&gt; federal regulators rejected on friday the idea that allowing cable tv subscribers to pay only for channels they want would lower high cable bills.\n",
      "Removed Special Characters: fcc says allowing cable tv subscribers to choose their channels ltbgtltbgt federal regulators rejected on friday the idea that allowing cable tv subscribers to pay only for channels they want would lower high cable bills\n",
      "Tokens: ['fcc', 'says', 'allowing', 'cable', 'tv', 'subscribers', 'to', 'choose', 'their', 'channels', 'ltbgtltbgt', 'federal', 'regulators', 'rejected', 'on', 'friday', 'the', 'idea', 'that', 'allowing', 'cable', 'tv', 'subscribers', 'to', 'pay', 'only', 'for', 'channels', 'they', 'want', 'would', 'lower', 'high', 'cable', 'bills']\n",
      "Removed Stopwords: ['fcc', 'says', 'allowing', 'cable', 'tv', 'subscribers', 'choose', 'channels', 'ltbgtltbgt', 'federal', 'regulators', 'rejected', 'friday', 'idea', 'allowing', 'cable', 'tv', 'subscribers', 'pay', 'channels', 'want', 'would', 'lower', 'high', 'cable', 'bills']\n",
      "Stemmed Tokens: ['fcc', 'say', 'allow', 'cabl', 'tv', 'subscrib', 'choos', 'channel', 'ltbgtltbgt', 'feder', 'regul', 'reject', 'friday', 'idea', 'allow', 'cabl', 'tv', 'subscrib', 'pay', 'channel', 'want', 'would', 'lower', 'high', 'cabl', 'bill']\n",
      "Final Preprocessed Text: fcc say allow cabl tv subscrib choos channel ltbgtltbgt feder regul reject friday idea allow cabl tv subscrib pay channel want would lower high cabl bill\n",
      "\n",
      "Original Text: Auction for Yukos core set for Dec. 19 A planned sale of Russian energy giant Yukos #39; main asset has become clouded by confusion over the price, the participants and the legality of the sale.\n",
      "Lowercased Text: auction for yukos core set for dec. 19 a planned sale of russian energy giant yukos #39; main asset has become clouded by confusion over the price, the participants and the legality of the sale.\n",
      "Removed URLs: auction for yukos core set for dec. 19 a planned sale of russian energy giant yukos #39; main asset has become clouded by confusion over the price, the participants and the legality of the sale.\n",
      "Removed HTML Tags: auction for yukos core set for dec. 19 a planned sale of russian energy giant yukos #39; main asset has become clouded by confusion over the price, the participants and the legality of the sale.\n",
      "Removed Special Characters: auction for yukos core set for dec  a planned sale of russian energy giant yukos  main asset has become clouded by confusion over the price the participants and the legality of the sale\n",
      "Tokens: ['auction', 'for', 'yukos', 'core', 'set', 'for', 'dec', 'a', 'planned', 'sale', 'of', 'russian', 'energy', 'giant', 'yukos', 'main', 'asset', 'has', 'become', 'clouded', 'by', 'confusion', 'over', 'the', 'price', 'the', 'participants', 'and', 'the', 'legality', 'of', 'the', 'sale']\n",
      "Removed Stopwords: ['auction', 'yukos', 'core', 'set', 'dec', 'planned', 'sale', 'russian', 'energy', 'giant', 'yukos', 'main', 'asset', 'become', 'clouded', 'confusion', 'price', 'participants', 'legality', 'sale']\n",
      "Stemmed Tokens: ['auction', 'yuko', 'core', 'set', 'dec', 'plan', 'sale', 'russian', 'energi', 'giant', 'yuko', 'main', 'asset', 'becom', 'cloud', 'confus', 'price', 'particip', 'legal', 'sale']\n",
      "Final Preprocessed Text: auction yuko core set dec plan sale russian energi giant yuko main asset becom cloud confus price particip legal sale\n",
      "\n",
      "Original Text: Wal-Mart Keeps Its September Sales View Wal-Mart Stores Inc. (WMT.N: Quote, Profile, Research) on Monday maintained its September sales forecast and said back-to-school demand picked up for key categories including electronics and clothing after a sluggish start.\n",
      "Lowercased Text: wal-mart keeps its september sales view wal-mart stores inc. (wmt.n: quote, profile, research) on monday maintained its september sales forecast and said back-to-school demand picked up for key categories including electronics and clothing after a sluggish start.\n",
      "Removed URLs: wal-mart keeps its september sales view wal-mart stores inc. (wmt.n: quote, profile, research) on monday maintained its september sales forecast and said back-to-school demand picked up for key categories including electronics and clothing after a sluggish start.\n",
      "Removed HTML Tags: wal-mart keeps its september sales view wal-mart stores inc. (wmt.n: quote, profile, research) on monday maintained its september sales forecast and said back-to-school demand picked up for key categories including electronics and clothing after a sluggish start.\n",
      "Removed Special Characters: walmart keeps its september sales view walmart stores inc wmtn quote profile research on monday maintained its september sales forecast and said backtoschool demand picked up for key categories including electronics and clothing after a sluggish start\n",
      "Tokens: ['walmart', 'keeps', 'its', 'september', 'sales', 'view', 'walmart', 'stores', 'inc', 'wmtn', 'quote', 'profile', 'research', 'on', 'monday', 'maintained', 'its', 'september', 'sales', 'forecast', 'and', 'said', 'backtoschool', 'demand', 'picked', 'up', 'for', 'key', 'categories', 'including', 'electronics', 'and', 'clothing', 'after', 'a', 'sluggish', 'start']\n",
      "Removed Stopwords: ['walmart', 'keeps', 'september', 'sales', 'view', 'walmart', 'stores', 'inc', 'wmtn', 'quote', 'profile', 'research', 'monday', 'maintained', 'september', 'sales', 'forecast', 'said', 'backtoschool', 'demand', 'picked', 'key', 'categories', 'including', 'electronics', 'clothing', 'sluggish', 'start']\n",
      "Stemmed Tokens: ['walmart', 'keep', 'septemb', 'sale', 'view', 'walmart', 'store', 'inc', 'wmtn', 'quot', 'profil', 'research', 'monday', 'maintain', 'septemb', 'sale', 'forecast', 'said', 'backtoschool', 'demand', 'pick', 'key', 'categori', 'includ', 'electron', 'cloth', 'sluggish', 'start']\n",
      "Final Preprocessed Text: walmart keep septemb sale view walmart store inc wmtn quot profil research monday maintain septemb sale forecast said backtoschool demand pick key categori includ electron cloth sluggish start\n",
      "\n",
      "Original Text: Cummins 3Q Profit More Than Quadruples Service engine maker Cummins Inc. on Wednesday said that third-quarter profits more than quadrupled - beating both its own guidance and Wall Street estimates - and full-year earnings would also exceed previous expectations.\n",
      "Lowercased Text: cummins 3q profit more than quadruples service engine maker cummins inc. on wednesday said that third-quarter profits more than quadrupled - beating both its own guidance and wall street estimates - and full-year earnings would also exceed previous expectations.\n",
      "Removed URLs: cummins 3q profit more than quadruples service engine maker cummins inc. on wednesday said that third-quarter profits more than quadrupled - beating both its own guidance and wall street estimates - and full-year earnings would also exceed previous expectations.\n",
      "Removed HTML Tags: cummins 3q profit more than quadruples service engine maker cummins inc. on wednesday said that third-quarter profits more than quadrupled - beating both its own guidance and wall street estimates - and full-year earnings would also exceed previous expectations.\n",
      "Removed Special Characters: cummins q profit more than quadruples service engine maker cummins inc on wednesday said that thirdquarter profits more than quadrupled  beating both its own guidance and wall street estimates  and fullyear earnings would also exceed previous expectations\n",
      "Tokens: ['cummins', 'q', 'profit', 'more', 'than', 'quadruples', 'service', 'engine', 'maker', 'cummins', 'inc', 'on', 'wednesday', 'said', 'that', 'thirdquarter', 'profits', 'more', 'than', 'quadrupled', 'beating', 'both', 'its', 'own', 'guidance', 'and', 'wall', 'street', 'estimates', 'and', 'fullyear', 'earnings', 'would', 'also', 'exceed', 'previous', 'expectations']\n",
      "Removed Stopwords: ['cummins', 'q', 'profit', 'quadruples', 'service', 'engine', 'maker', 'cummins', 'inc', 'wednesday', 'said', 'thirdquarter', 'profits', 'quadrupled', 'beating', 'guidance', 'wall', 'street', 'estimates', 'fullyear', 'earnings', 'would', 'also', 'exceed', 'previous', 'expectations']\n",
      "Stemmed Tokens: ['cummin', 'q', 'profit', 'quadrupl', 'servic', 'engin', 'maker', 'cummin', 'inc', 'wednesday', 'said', 'thirdquart', 'profit', 'quadrupl', 'beat', 'guidanc', 'wall', 'street', 'estim', 'fullyear', 'earn', 'would', 'also', 'exceed', 'previou', 'expect']\n",
      "Final Preprocessed Text: cummin q profit quadrupl servic engin maker cummin inc wednesday said thirdquart profit quadrupl beat guidanc wall street estim fullyear earn would also exceed previou expect\n",
      "\n",
      "Original Text: Banknorth investors voice doubts on bid Banknorth Group Inc.'s biggest investors are voicing concerns about the proposed sale of a controlling stake to Toronto-Dominion Bank .\n",
      "Lowercased Text: banknorth investors voice doubts on bid banknorth group inc.'s biggest investors are voicing concerns about the proposed sale of a controlling stake to toronto-dominion bank .\n",
      "Removed URLs: banknorth investors voice doubts on bid banknorth group inc.'s biggest investors are voicing concerns about the proposed sale of a controlling stake to toronto-dominion bank .\n",
      "Removed HTML Tags: banknorth investors voice doubts on bid banknorth group inc.'s biggest investors are voicing concerns about the proposed sale of a controlling stake to toronto-dominion bank .\n",
      "Removed Special Characters: banknorth investors voice doubts on bid banknorth group incs biggest investors are voicing concerns about the proposed sale of a controlling stake to torontodominion bank \n",
      "Tokens: ['banknorth', 'investors', 'voice', 'doubts', 'on', 'bid', 'banknorth', 'group', 'incs', 'biggest', 'investors', 'are', 'voicing', 'concerns', 'about', 'the', 'proposed', 'sale', 'of', 'a', 'controlling', 'stake', 'to', 'torontodominion', 'bank']\n",
      "Removed Stopwords: ['banknorth', 'investors', 'voice', 'doubts', 'bid', 'banknorth', 'group', 'incs', 'biggest', 'investors', 'voicing', 'concerns', 'proposed', 'sale', 'controlling', 'stake', 'torontodominion', 'bank']\n",
      "Stemmed Tokens: ['banknorth', 'investor', 'voic', 'doubt', 'bid', 'banknorth', 'group', 'inc', 'biggest', 'investor', 'voic', 'concern', 'propos', 'sale', 'control', 'stake', 'torontodominion', 'bank']\n",
      "Final Preprocessed Text: banknorth investor voic doubt bid banknorth group inc biggest investor voic concern propos sale control stake torontodominion bank\n",
      "\n",
      "Original Text: DreamWorks, Pixar rule digital animation DreamWorks and Pixar both make cutting-edge digital animated films. But behind the scenes, the two studios are about as different as Shrek and Mr.\n",
      "Lowercased Text: dreamworks, pixar rule digital animation dreamworks and pixar both make cutting-edge digital animated films. but behind the scenes, the two studios are about as different as shrek and mr.\n",
      "Removed URLs: dreamworks, pixar rule digital animation dreamworks and pixar both make cutting-edge digital animated films. but behind the scenes, the two studios are about as different as shrek and mr.\n",
      "Removed HTML Tags: dreamworks, pixar rule digital animation dreamworks and pixar both make cutting-edge digital animated films. but behind the scenes, the two studios are about as different as shrek and mr.\n",
      "Removed Special Characters: dreamworks pixar rule digital animation dreamworks and pixar both make cuttingedge digital animated films but behind the scenes the two studios are about as different as shrek and mr\n",
      "Tokens: ['dreamworks', 'pixar', 'rule', 'digital', 'animation', 'dreamworks', 'and', 'pixar', 'both', 'make', 'cuttingedge', 'digital', 'animated', 'films', 'but', 'behind', 'the', 'scenes', 'the', 'two', 'studios', 'are', 'about', 'as', 'different', 'as', 'shrek', 'and', 'mr']\n",
      "Removed Stopwords: ['dreamworks', 'pixar', 'rule', 'digital', 'animation', 'dreamworks', 'pixar', 'make', 'cuttingedge', 'digital', 'animated', 'films', 'behind', 'scenes', 'two', 'studios', 'different', 'shrek', 'mr']\n",
      "Stemmed Tokens: ['dreamwork', 'pixar', 'rule', 'digit', 'anim', 'dreamwork', 'pixar', 'make', 'cuttingedg', 'digit', 'anim', 'film', 'behind', 'scene', 'two', 'studio', 'differ', 'shrek', 'mr']\n",
      "Final Preprocessed Text: dreamwork pixar rule digit anim dreamwork pixar make cuttingedg digit anim film behind scene two studio differ shrek mr\n",
      "\n",
      "Original Text: Campbell 9 Pct. Profit  #39;Hmmm Hmmm Good #39; Campbell Soup Co. (CPB.N: Quote, Profile, Research) on Monday posted a better-than-expected 9 percent rise in profit, sending shares to a near three-year high, as heavy promotions and product improvements spurred soup sales.\n",
      "Lowercased Text: campbell 9 pct. profit  #39;hmmm hmmm good #39; campbell soup co. (cpb.n: quote, profile, research) on monday posted a better-than-expected 9 percent rise in profit, sending shares to a near three-year high, as heavy promotions and product improvements spurred soup sales.\n",
      "Removed URLs: campbell 9 pct. profit  #39;hmmm hmmm good #39; campbell soup co. (cpb.n: quote, profile, research) on monday posted a better-than-expected 9 percent rise in profit, sending shares to a near three-year high, as heavy promotions and product improvements spurred soup sales.\n",
      "Removed HTML Tags: campbell 9 pct. profit  #39;hmmm hmmm good #39; campbell soup co. (cpb.n: quote, profile, research) on monday posted a better-than-expected 9 percent rise in profit, sending shares to a near three-year high, as heavy promotions and product improvements spurred soup sales.\n",
      "Removed Special Characters: campbell  pct profit  hmmm hmmm good  campbell soup co cpbn quote profile research on monday posted a betterthanexpected  percent rise in profit sending shares to a near threeyear high as heavy promotions and product improvements spurred soup sales\n",
      "Tokens: ['campbell', 'pct', 'profit', 'hmmm', 'hmmm', 'good', 'campbell', 'soup', 'co', 'cpbn', 'quote', 'profile', 'research', 'on', 'monday', 'posted', 'a', 'betterthanexpected', 'percent', 'rise', 'in', 'profit', 'sending', 'shares', 'to', 'a', 'near', 'threeyear', 'high', 'as', 'heavy', 'promotions', 'and', 'product', 'improvements', 'spurred', 'soup', 'sales']\n",
      "Removed Stopwords: ['campbell', 'pct', 'profit', 'hmmm', 'hmmm', 'good', 'campbell', 'soup', 'co', 'cpbn', 'quote', 'profile', 'research', 'monday', 'posted', 'betterthanexpected', 'percent', 'rise', 'profit', 'sending', 'shares', 'near', 'threeyear', 'high', 'heavy', 'promotions', 'product', 'improvements', 'spurred', 'soup', 'sales']\n",
      "Stemmed Tokens: ['campbel', 'pct', 'profit', 'hmmm', 'hmmm', 'good', 'campbel', 'soup', 'co', 'cpbn', 'quot', 'profil', 'research', 'monday', 'post', 'betterthanexpect', 'percent', 'rise', 'profit', 'send', 'share', 'near', 'threeyear', 'high', 'heavi', 'promot', 'product', 'improv', 'spur', 'soup', 'sale']\n",
      "Final Preprocessed Text: campbel pct profit hmmm hmmm good campbel soup co cpbn quot profil research monday post betterthanexpect percent rise profit send share near threeyear high heavi promot product improv spur soup sale\n",
      "\n",
      "Original Text: New federal law ends check floating A new federal law that went into effect yesterday will eventually eliminate the days of check floating.. However, some Sumner County bankers say it depends on where you bank and \n",
      "Lowercased Text: new federal law ends check floating a new federal law that went into effect yesterday will eventually eliminate the days of check floating.. however, some sumner county bankers say it depends on where you bank and \n",
      "Removed URLs: new federal law ends check floating a new federal law that went into effect yesterday will eventually eliminate the days of check floating.. however, some sumner county bankers say it depends on where you bank and \n",
      "Removed HTML Tags: new federal law ends check floating a new federal law that went into effect yesterday will eventually eliminate the days of check floating.. however, some sumner county bankers say it depends on where you bank and \n",
      "Removed Special Characters: new federal law ends check floating a new federal law that went into effect yesterday will eventually eliminate the days of check floating however some sumner county bankers say it depends on where you bank and \n",
      "Tokens: ['new', 'federal', 'law', 'ends', 'check', 'floating', 'a', 'new', 'federal', 'law', 'that', 'went', 'into', 'effect', 'yesterday', 'will', 'eventually', 'eliminate', 'the', 'days', 'of', 'check', 'floating', 'however', 'some', 'sumner', 'county', 'bankers', 'say', 'it', 'depends', 'on', 'where', 'you', 'bank', 'and']\n",
      "Removed Stopwords: ['new', 'federal', 'law', 'ends', 'check', 'floating', 'new', 'federal', 'law', 'went', 'effect', 'yesterday', 'eventually', 'eliminate', 'days', 'check', 'floating', 'however', 'sumner', 'county', 'bankers', 'say', 'depends', 'bank']\n",
      "Stemmed Tokens: ['new', 'feder', 'law', 'end', 'check', 'float', 'new', 'feder', 'law', 'went', 'effect', 'yesterday', 'eventu', 'elimin', 'day', 'check', 'float', 'howev', 'sumner', 'counti', 'banker', 'say', 'depend', 'bank']\n",
      "Final Preprocessed Text: new feder law end check float new feder law went effect yesterday eventu elimin day check float howev sumner counti banker say depend bank\n",
      "\n",
      "Original Text: Chiron Won't Make Flu Vaccine, Stock Down  WASHINGTON (Reuters) - The company that makes half the flu  vaccine used in the United States said on Tuesday it will not  supply any vaccine for the coming flu season because of  problems at its plant in Britain, throwing a major U.S. flu  drive into disarray.\n",
      "Lowercased Text: chiron won't make flu vaccine, stock down  washington (reuters) - the company that makes half the flu  vaccine used in the united states said on tuesday it will not  supply any vaccine for the coming flu season because of  problems at its plant in britain, throwing a major u.s. flu  drive into disarray.\n",
      "Removed URLs: chiron won't make flu vaccine, stock down  washington (reuters) - the company that makes half the flu  vaccine used in the united states said on tuesday it will not  supply any vaccine for the coming flu season because of  problems at its plant in britain, throwing a major u.s. flu  drive into disarray.\n",
      "Removed HTML Tags: chiron won't make flu vaccine, stock down  washington (reuters) - the company that makes half the flu  vaccine used in the united states said on tuesday it will not  supply any vaccine for the coming flu season because of  problems at its plant in britain, throwing a major u.s. flu  drive into disarray.\n",
      "Removed Special Characters: chiron wont make flu vaccine stock down  washington reuters  the company that makes half the flu  vaccine used in the united states said on tuesday it will not  supply any vaccine for the coming flu season because of  problems at its plant in britain throwing a major us flu  drive into disarray\n",
      "Tokens: ['chiron', 'wont', 'make', 'flu', 'vaccine', 'stock', 'down', 'washington', 'reuters', 'the', 'company', 'that', 'makes', 'half', 'the', 'flu', 'vaccine', 'used', 'in', 'the', 'united', 'states', 'said', 'on', 'tuesday', 'it', 'will', 'not', 'supply', 'any', 'vaccine', 'for', 'the', 'coming', 'flu', 'season', 'because', 'of', 'problems', 'at', 'its', 'plant', 'in', 'britain', 'throwing', 'a', 'major', 'us', 'flu', 'drive', 'into', 'disarray']\n",
      "Removed Stopwords: ['chiron', 'wont', 'make', 'flu', 'vaccine', 'stock', 'washington', 'reuters', 'company', 'makes', 'half', 'flu', 'vaccine', 'used', 'united', 'states', 'said', 'tuesday', 'supply', 'vaccine', 'coming', 'flu', 'season', 'problems', 'plant', 'britain', 'throwing', 'major', 'us', 'flu', 'drive', 'disarray']\n",
      "Stemmed Tokens: ['chiron', 'wont', 'make', 'flu', 'vaccin', 'stock', 'washington', 'reuter', 'compani', 'make', 'half', 'flu', 'vaccin', 'use', 'unit', 'state', 'said', 'tuesday', 'suppli', 'vaccin', 'come', 'flu', 'season', 'problem', 'plant', 'britain', 'throw', 'major', 'us', 'flu', 'drive', 'disarray']\n",
      "Final Preprocessed Text: chiron wont make flu vaccin stock washington reuter compani make half flu vaccin use unit state said tuesday suppli vaccin come flu season problem plant britain throw major us flu drive disarray\n",
      "\n",
      "Original Text: UK's jobless level falls further Unemployment in the UK fell by 51,000 between June and August to 1.39 million - the lowest on record, according to official figures.\n",
      "Lowercased Text: uk's jobless level falls further unemployment in the uk fell by 51,000 between june and august to 1.39 million - the lowest on record, according to official figures.\n",
      "Removed URLs: uk's jobless level falls further unemployment in the uk fell by 51,000 between june and august to 1.39 million - the lowest on record, according to official figures.\n",
      "Removed HTML Tags: uk's jobless level falls further unemployment in the uk fell by 51,000 between june and august to 1.39 million - the lowest on record, according to official figures.\n",
      "Removed Special Characters: uks jobless level falls further unemployment in the uk fell by  between june and august to  million  the lowest on record according to official figures\n",
      "Tokens: ['uks', 'jobless', 'level', 'falls', 'further', 'unemployment', 'in', 'the', 'uk', 'fell', 'by', 'between', 'june', 'and', 'august', 'to', 'million', 'the', 'lowest', 'on', 'record', 'according', 'to', 'official', 'figures']\n",
      "Removed Stopwords: ['uks', 'jobless', 'level', 'falls', 'unemployment', 'uk', 'fell', 'june', 'august', 'million', 'lowest', 'record', 'according', 'official', 'figures']\n",
      "Stemmed Tokens: ['uk', 'jobless', 'level', 'fall', 'unemploy', 'uk', 'fell', 'june', 'august', 'million', 'lowest', 'record', 'accord', 'offici', 'figur']\n",
      "Final Preprocessed Text: uk jobless level fall unemploy uk fell june august million lowest record accord offici figur\n",
      "\n",
      "Original Text: Supreme Court turns down  #39;Do Not Call #39; case SUPREME COURT - The Supreme Court is refusing to hear a challenge to the federal do-not-call telephone registry. Telemarketers have been trying to invoke free-speech rights to do away with the ban on unwanted phone solicitations.\n",
      "Lowercased Text: supreme court turns down  #39;do not call #39; case supreme court - the supreme court is refusing to hear a challenge to the federal do-not-call telephone registry. telemarketers have been trying to invoke free-speech rights to do away with the ban on unwanted phone solicitations.\n",
      "Removed URLs: supreme court turns down  #39;do not call #39; case supreme court - the supreme court is refusing to hear a challenge to the federal do-not-call telephone registry. telemarketers have been trying to invoke free-speech rights to do away with the ban on unwanted phone solicitations.\n",
      "Removed HTML Tags: supreme court turns down  #39;do not call #39; case supreme court - the supreme court is refusing to hear a challenge to the federal do-not-call telephone registry. telemarketers have been trying to invoke free-speech rights to do away with the ban on unwanted phone solicitations.\n",
      "Removed Special Characters: supreme court turns down  do not call  case supreme court  the supreme court is refusing to hear a challenge to the federal donotcall telephone registry telemarketers have been trying to invoke freespeech rights to do away with the ban on unwanted phone solicitations\n",
      "Tokens: ['supreme', 'court', 'turns', 'down', 'do', 'not', 'call', 'case', 'supreme', 'court', 'the', 'supreme', 'court', 'is', 'refusing', 'to', 'hear', 'a', 'challenge', 'to', 'the', 'federal', 'donotcall', 'telephone', 'registry', 'telemarketers', 'have', 'been', 'trying', 'to', 'invoke', 'freespeech', 'rights', 'to', 'do', 'away', 'with', 'the', 'ban', 'on', 'unwanted', 'phone', 'solicitations']\n",
      "Removed Stopwords: ['supreme', 'court', 'turns', 'call', 'case', 'supreme', 'court', 'supreme', 'court', 'refusing', 'hear', 'challenge', 'federal', 'donotcall', 'telephone', 'registry', 'telemarketers', 'trying', 'invoke', 'freespeech', 'rights', 'away', 'ban', 'unwanted', 'phone', 'solicitations']\n",
      "Stemmed Tokens: ['suprem', 'court', 'turn', 'call', 'case', 'suprem', 'court', 'suprem', 'court', 'refus', 'hear', 'challeng', 'feder', 'donotcal', 'telephon', 'registri', 'telemarket', 'tri', 'invok', 'freespeech', 'right', 'away', 'ban', 'unwant', 'phone', 'solicit']\n",
      "Final Preprocessed Text: suprem court turn call case suprem court suprem court refus hear challeng feder donotcal telephon registri telemarket tri invok freespeech right away ban unwant phone solicit\n",
      "\n",
      "Original Text: Ford to Repair Faulty Heated Seats in Focus Cars Ford Motor Co. said on Wednesday it will fix malfunctioning heated seats in 33,000 Focus cars, two-thirds of which were sold in Canada.\n",
      "Lowercased Text: ford to repair faulty heated seats in focus cars ford motor co. said on wednesday it will fix malfunctioning heated seats in 33,000 focus cars, two-thirds of which were sold in canada.\n",
      "Removed URLs: ford to repair faulty heated seats in focus cars ford motor co. said on wednesday it will fix malfunctioning heated seats in 33,000 focus cars, two-thirds of which were sold in canada.\n",
      "Removed HTML Tags: ford to repair faulty heated seats in focus cars ford motor co. said on wednesday it will fix malfunctioning heated seats in 33,000 focus cars, two-thirds of which were sold in canada.\n",
      "Removed Special Characters: ford to repair faulty heated seats in focus cars ford motor co said on wednesday it will fix malfunctioning heated seats in  focus cars twothirds of which were sold in canada\n",
      "Tokens: ['ford', 'to', 'repair', 'faulty', 'heated', 'seats', 'in', 'focus', 'cars', 'ford', 'motor', 'co', 'said', 'on', 'wednesday', 'it', 'will', 'fix', 'malfunctioning', 'heated', 'seats', 'in', 'focus', 'cars', 'twothirds', 'of', 'which', 'were', 'sold', 'in', 'canada']\n",
      "Removed Stopwords: ['ford', 'repair', 'faulty', 'heated', 'seats', 'focus', 'cars', 'ford', 'motor', 'co', 'said', 'wednesday', 'fix', 'malfunctioning', 'heated', 'seats', 'focus', 'cars', 'twothirds', 'sold', 'canada']\n",
      "Stemmed Tokens: ['ford', 'repair', 'faulti', 'heat', 'seat', 'focu', 'car', 'ford', 'motor', 'co', 'said', 'wednesday', 'fix', 'malfunct', 'heat', 'seat', 'focu', 'car', 'twothird', 'sold', 'canada']\n",
      "Final Preprocessed Text: ford repair faulti heat seat focu car ford motor co said wednesday fix malfunct heat seat focu car twothird sold canada\n",
      "\n",
      "Original Text: Merck Shares Drop on Report of Documents About Vioxx Drug Merck  amp; Co. shares fell as much as 7 percent to their lowest level in more than eight years after the Wall Street Journal said the drugmaker tried for years to stop safety concerns from hurting sales of its Vioxx painkiller.\n",
      "Lowercased Text: merck shares drop on report of documents about vioxx drug merck  amp; co. shares fell as much as 7 percent to their lowest level in more than eight years after the wall street journal said the drugmaker tried for years to stop safety concerns from hurting sales of its vioxx painkiller.\n",
      "Removed URLs: merck shares drop on report of documents about vioxx drug merck  amp; co. shares fell as much as 7 percent to their lowest level in more than eight years after the wall street journal said the drugmaker tried for years to stop safety concerns from hurting sales of its vioxx painkiller.\n",
      "Removed HTML Tags: merck shares drop on report of documents about vioxx drug merck  amp; co. shares fell as much as 7 percent to their lowest level in more than eight years after the wall street journal said the drugmaker tried for years to stop safety concerns from hurting sales of its vioxx painkiller.\n",
      "Removed Special Characters: merck shares drop on report of documents about vioxx drug merck  amp co shares fell as much as  percent to their lowest level in more than eight years after the wall street journal said the drugmaker tried for years to stop safety concerns from hurting sales of its vioxx painkiller\n",
      "Tokens: ['merck', 'shares', 'drop', 'on', 'report', 'of', 'documents', 'about', 'vioxx', 'drug', 'merck', 'amp', 'co', 'shares', 'fell', 'as', 'much', 'as', 'percent', 'to', 'their', 'lowest', 'level', 'in', 'more', 'than', 'eight', 'years', 'after', 'the', 'wall', 'street', 'journal', 'said', 'the', 'drugmaker', 'tried', 'for', 'years', 'to', 'stop', 'safety', 'concerns', 'from', 'hurting', 'sales', 'of', 'its', 'vioxx', 'painkiller']\n",
      "Removed Stopwords: ['merck', 'shares', 'drop', 'report', 'documents', 'vioxx', 'drug', 'merck', 'amp', 'co', 'shares', 'fell', 'much', 'percent', 'lowest', 'level', 'eight', 'years', 'wall', 'street', 'journal', 'said', 'drugmaker', 'tried', 'years', 'stop', 'safety', 'concerns', 'hurting', 'sales', 'vioxx', 'painkiller']\n",
      "Stemmed Tokens: ['merck', 'share', 'drop', 'report', 'document', 'vioxx', 'drug', 'merck', 'amp', 'co', 'share', 'fell', 'much', 'percent', 'lowest', 'level', 'eight', 'year', 'wall', 'street', 'journal', 'said', 'drugmak', 'tri', 'year', 'stop', 'safeti', 'concern', 'hurt', 'sale', 'vioxx', 'painkil']\n",
      "Final Preprocessed Text: merck share drop report document vioxx drug merck amp co share fell much percent lowest level eight year wall street journal said drugmak tri year stop safeti concern hurt sale vioxx painkil\n",
      "\n",
      "Original Text: New York's Spitzer Expects to Sue Universal Life (Reuters) Reuters - New York Attorney General Eliot\\Spitzer, who is probing bid-rigging in the insurance industry,\\expects to file suit against health insurance consultant\\Universal Life Resources as early as Friday, a spokesman for\\his office said.\n",
      "Lowercased Text: new york's spitzer expects to sue universal life (reuters) reuters - new york attorney general eliot\\spitzer, who is probing bid-rigging in the insurance industry,\\expects to file suit against health insurance consultant\\universal life resources as early as friday, a spokesman for\\his office said.\n",
      "Removed URLs: new york's spitzer expects to sue universal life (reuters) reuters - new york attorney general eliot\\spitzer, who is probing bid-rigging in the insurance industry,\\expects to file suit against health insurance consultant\\universal life resources as early as friday, a spokesman for\\his office said.\n",
      "Removed HTML Tags: new york's spitzer expects to sue universal life (reuters) reuters - new york attorney general eliot\\spitzer, who is probing bid-rigging in the insurance industry,\\expects to file suit against health insurance consultant\\universal life resources as early as friday, a spokesman for\\his office said.\n",
      "Removed Special Characters: new yorks spitzer expects to sue universal life reuters reuters  new york attorney general eliotspitzer who is probing bidrigging in the insurance industryexpects to file suit against health insurance consultantuniversal life resources as early as friday a spokesman forhis office said\n",
      "Tokens: ['new', 'yorks', 'spitzer', 'expects', 'to', 'sue', 'universal', 'life', 'reuters', 'reuters', 'new', 'york', 'attorney', 'general', 'eliotspitzer', 'who', 'is', 'probing', 'bidrigging', 'in', 'the', 'insurance', 'industryexpects', 'to', 'file', 'suit', 'against', 'health', 'insurance', 'consultantuniversal', 'life', 'resources', 'as', 'early', 'as', 'friday', 'a', 'spokesman', 'forhis', 'office', 'said']\n",
      "Removed Stopwords: ['new', 'yorks', 'spitzer', 'expects', 'sue', 'universal', 'life', 'reuters', 'reuters', 'new', 'york', 'attorney', 'general', 'eliotspitzer', 'probing', 'bidrigging', 'insurance', 'industryexpects', 'file', 'suit', 'health', 'insurance', 'consultantuniversal', 'life', 'resources', 'early', 'friday', 'spokesman', 'forhis', 'office', 'said']\n",
      "Stemmed Tokens: ['new', 'york', 'spitzer', 'expect', 'sue', 'univers', 'life', 'reuter', 'reuter', 'new', 'york', 'attorney', 'gener', 'eliotspitz', 'probe', 'bidrig', 'insur', 'industryexpect', 'file', 'suit', 'health', 'insur', 'consultantunivers', 'life', 'resourc', 'earli', 'friday', 'spokesman', 'forhi', 'offic', 'said']\n",
      "Final Preprocessed Text: new york spitzer expect sue univers life reuter reuter new york attorney gener eliotspitz probe bidrig insur industryexpect file suit health insur consultantunivers life resourc earli friday spokesman forhi offic said\n",
      "\n",
      "Original Text: Global foreign investment falls Foreign investment levels decline in 2003, a UN report reveals, but there are signs of recovery - especially among developing nations.\n",
      "Lowercased Text: global foreign investment falls foreign investment levels decline in 2003, a un report reveals, but there are signs of recovery - especially among developing nations.\n",
      "Removed URLs: global foreign investment falls foreign investment levels decline in 2003, a un report reveals, but there are signs of recovery - especially among developing nations.\n",
      "Removed HTML Tags: global foreign investment falls foreign investment levels decline in 2003, a un report reveals, but there are signs of recovery - especially among developing nations.\n",
      "Removed Special Characters: global foreign investment falls foreign investment levels decline in  a un report reveals but there are signs of recovery  especially among developing nations\n",
      "Tokens: ['global', 'foreign', 'investment', 'falls', 'foreign', 'investment', 'levels', 'decline', 'in', 'a', 'un', 'report', 'reveals', 'but', 'there', 'are', 'signs', 'of', 'recovery', 'especially', 'among', 'developing', 'nations']\n",
      "Removed Stopwords: ['global', 'foreign', 'investment', 'falls', 'foreign', 'investment', 'levels', 'decline', 'un', 'report', 'reveals', 'signs', 'recovery', 'especially', 'among', 'developing', 'nations']\n",
      "Stemmed Tokens: ['global', 'foreign', 'invest', 'fall', 'foreign', 'invest', 'level', 'declin', 'un', 'report', 'reveal', 'sign', 'recoveri', 'especi', 'among', 'develop', 'nation']\n",
      "Final Preprocessed Text: global foreign invest fall foreign invest level declin un report reveal sign recoveri especi among develop nation\n",
      "\n",
      "Original Text: Unctad optimistic on global FDI inflows The United Nations Conference on Trade and Development (Unctad) on Wednesday said that though global inflows of FDI fell in 2003 for the third year in a row to \\$560 billion, prospects for the current year are promising.\n",
      "Lowercased Text: unctad optimistic on global fdi inflows the united nations conference on trade and development (unctad) on wednesday said that though global inflows of fdi fell in 2003 for the third year in a row to \\$560 billion, prospects for the current year are promising.\n",
      "Removed URLs: unctad optimistic on global fdi inflows the united nations conference on trade and development (unctad) on wednesday said that though global inflows of fdi fell in 2003 for the third year in a row to \\$560 billion, prospects for the current year are promising.\n",
      "Removed HTML Tags: unctad optimistic on global fdi inflows the united nations conference on trade and development (unctad) on wednesday said that though global inflows of fdi fell in 2003 for the third year in a row to \\$560 billion, prospects for the current year are promising.\n",
      "Removed Special Characters: unctad optimistic on global fdi inflows the united nations conference on trade and development unctad on wednesday said that though global inflows of fdi fell in  for the third year in a row to  billion prospects for the current year are promising\n",
      "Tokens: ['unctad', 'optimistic', 'on', 'global', 'fdi', 'inflows', 'the', 'united', 'nations', 'conference', 'on', 'trade', 'and', 'development', 'unctad', 'on', 'wednesday', 'said', 'that', 'though', 'global', 'inflows', 'of', 'fdi', 'fell', 'in', 'for', 'the', 'third', 'year', 'in', 'a', 'row', 'to', 'billion', 'prospects', 'for', 'the', 'current', 'year', 'are', 'promising']\n",
      "Removed Stopwords: ['unctad', 'optimistic', 'global', 'fdi', 'inflows', 'united', 'nations', 'conference', 'trade', 'development', 'unctad', 'wednesday', 'said', 'though', 'global', 'inflows', 'fdi', 'fell', 'third', 'year', 'row', 'billion', 'prospects', 'current', 'year', 'promising']\n",
      "Stemmed Tokens: ['unctad', 'optimist', 'global', 'fdi', 'inflow', 'unit', 'nation', 'confer', 'trade', 'develop', 'unctad', 'wednesday', 'said', 'though', 'global', 'inflow', 'fdi', 'fell', 'third', 'year', 'row', 'billion', 'prospect', 'current', 'year', 'promis']\n",
      "Final Preprocessed Text: unctad optimist global fdi inflow unit nation confer trade develop unctad wednesday said though global inflow fdi fell third year row billion prospect current year promis\n",
      "\n",
      "Original Text: Rules for Overtime Pay To Take Effect Monday Employers and workers are confused by eligibility and classification of the new regulations.\n",
      "Lowercased Text: rules for overtime pay to take effect monday employers and workers are confused by eligibility and classification of the new regulations.\n",
      "Removed URLs: rules for overtime pay to take effect monday employers and workers are confused by eligibility and classification of the new regulations.\n",
      "Removed HTML Tags: rules for overtime pay to take effect monday employers and workers are confused by eligibility and classification of the new regulations.\n",
      "Removed Special Characters: rules for overtime pay to take effect monday employers and workers are confused by eligibility and classification of the new regulations\n",
      "Tokens: ['rules', 'for', 'overtime', 'pay', 'to', 'take', 'effect', 'monday', 'employers', 'and', 'workers', 'are', 'confused', 'by', 'eligibility', 'and', 'classification', 'of', 'the', 'new', 'regulations']\n",
      "Removed Stopwords: ['rules', 'overtime', 'pay', 'take', 'effect', 'monday', 'employers', 'workers', 'confused', 'eligibility', 'classification', 'new', 'regulations']\n",
      "Stemmed Tokens: ['rule', 'overtim', 'pay', 'take', 'effect', 'monday', 'employ', 'worker', 'confus', 'elig', 'classif', 'new', 'regul']\n",
      "Final Preprocessed Text: rule overtim pay take effect monday employ worker confus elig classif new regul\n",
      "\n",
      "Original Text: Japan's comics retool the art Animation in America once meant Mickey Mouse and Winnie the Pooh. These days, it's just as likely to mean Japanese fighting cyborgs, doe-eyed schoolgirls, and sinister monsters -- thanks in large part to people like John Ledford.\n",
      "Lowercased Text: japan's comics retool the art animation in america once meant mickey mouse and winnie the pooh. these days, it's just as likely to mean japanese fighting cyborgs, doe-eyed schoolgirls, and sinister monsters -- thanks in large part to people like john ledford.\n",
      "Removed URLs: japan's comics retool the art animation in america once meant mickey mouse and winnie the pooh. these days, it's just as likely to mean japanese fighting cyborgs, doe-eyed schoolgirls, and sinister monsters -- thanks in large part to people like john ledford.\n",
      "Removed HTML Tags: japan's comics retool the art animation in america once meant mickey mouse and winnie the pooh. these days, it's just as likely to mean japanese fighting cyborgs, doe-eyed schoolgirls, and sinister monsters -- thanks in large part to people like john ledford.\n",
      "Removed Special Characters: japans comics retool the art animation in america once meant mickey mouse and winnie the pooh these days its just as likely to mean japanese fighting cyborgs doeeyed schoolgirls and sinister monsters  thanks in large part to people like john ledford\n",
      "Tokens: ['japans', 'comics', 'retool', 'the', 'art', 'animation', 'in', 'america', 'once', 'meant', 'mickey', 'mouse', 'and', 'winnie', 'the', 'pooh', 'these', 'days', 'its', 'just', 'as', 'likely', 'to', 'mean', 'japanese', 'fighting', 'cyborgs', 'doeeyed', 'schoolgirls', 'and', 'sinister', 'monsters', 'thanks', 'in', 'large', 'part', 'to', 'people', 'like', 'john', 'ledford']\n",
      "Removed Stopwords: ['japans', 'comics', 'retool', 'art', 'animation', 'america', 'meant', 'mickey', 'mouse', 'winnie', 'pooh', 'days', 'likely', 'mean', 'japanese', 'fighting', 'cyborgs', 'doeeyed', 'schoolgirls', 'sinister', 'monsters', 'thanks', 'large', 'part', 'people', 'like', 'john', 'ledford']\n",
      "Stemmed Tokens: ['japan', 'comic', 'retool', 'art', 'anim', 'america', 'meant', 'mickey', 'mous', 'winni', 'pooh', 'day', 'like', 'mean', 'japanes', 'fight', 'cyborg', 'doeey', 'schoolgirl', 'sinist', 'monster', 'thank', 'larg', 'part', 'peopl', 'like', 'john', 'ledford']\n",
      "Final Preprocessed Text: japan comic retool art anim america meant mickey mous winni pooh day like mean japanes fight cyborg doeey schoolgirl sinist monster thank larg part peopl like john ledford\n",
      "\n",
      "Original Text: Oracle to drop suit if takeover bid fails Oracle Corp. said Monday it will drop a lawsuit it filed in Delaware against PeopleSoft, its rival and takeover target, if a majority of PeopleSoft \n",
      "Lowercased Text: oracle to drop suit if takeover bid fails oracle corp. said monday it will drop a lawsuit it filed in delaware against peoplesoft, its rival and takeover target, if a majority of peoplesoft \n",
      "Removed URLs: oracle to drop suit if takeover bid fails oracle corp. said monday it will drop a lawsuit it filed in delaware against peoplesoft, its rival and takeover target, if a majority of peoplesoft \n",
      "Removed HTML Tags: oracle to drop suit if takeover bid fails oracle corp. said monday it will drop a lawsuit it filed in delaware against peoplesoft, its rival and takeover target, if a majority of peoplesoft \n",
      "Removed Special Characters: oracle to drop suit if takeover bid fails oracle corp said monday it will drop a lawsuit it filed in delaware against peoplesoft its rival and takeover target if a majority of peoplesoft \n",
      "Tokens: ['oracle', 'to', 'drop', 'suit', 'if', 'takeover', 'bid', 'fails', 'oracle', 'corp', 'said', 'monday', 'it', 'will', 'drop', 'a', 'lawsuit', 'it', 'filed', 'in', 'delaware', 'against', 'peoplesoft', 'its', 'rival', 'and', 'takeover', 'target', 'if', 'a', 'majority', 'of', 'peoplesoft']\n",
      "Removed Stopwords: ['oracle', 'drop', 'suit', 'takeover', 'bid', 'fails', 'oracle', 'corp', 'said', 'monday', 'drop', 'lawsuit', 'filed', 'delaware', 'peoplesoft', 'rival', 'takeover', 'target', 'majority', 'peoplesoft']\n",
      "Stemmed Tokens: ['oracl', 'drop', 'suit', 'takeov', 'bid', 'fail', 'oracl', 'corp', 'said', 'monday', 'drop', 'lawsuit', 'file', 'delawar', 'peoplesoft', 'rival', 'takeov', 'target', 'major', 'peoplesoft']\n",
      "Final Preprocessed Text: oracl drop suit takeov bid fail oracl corp said monday drop lawsuit file delawar peoplesoft rival takeov target major peoplesoft\n",
      "\n",
      "Original Text: Kroger Profit Falls, Warns on Sales  NEW YORK (Reuters) - Kroger Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=KR.N target=/stocks/quickinfo/fullquote\"&gt;KR.N&lt;/A&gt;, the largest U.S.  grocer, on Tuesday reported a 25 percent drop in quarterly  profit, hurt by debt redemption costs.\n",
      "Lowercased Text: kroger profit falls, warns on sales  new york (reuters) - kroger co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=kr.n target=/stocks/quickinfo/fullquote\"&gt;kr.n&lt;/a&gt;, the largest u.s.  grocer, on tuesday reported a 25 percent drop in quarterly  profit, hurt by debt redemption costs.\n",
      "Removed URLs: kroger profit falls, warns on sales  new york (reuters) - kroger co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;kr.n&lt;/a&gt;, the largest u.s.  grocer, on tuesday reported a 25 percent drop in quarterly  profit, hurt by debt redemption costs.\n",
      "Removed HTML Tags: kroger profit falls, warns on sales  new york (reuters) - kroger co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;kr.n&lt;/a&gt;, the largest u.s.  grocer, on tuesday reported a 25 percent drop in quarterly  profit, hurt by debt redemption costs.\n",
      "Removed Special Characters: kroger profit falls warns on sales  new york reuters  kroger co lta href targetstocksquickinfofullquotegtkrnltagt the largest us  grocer on tuesday reported a  percent drop in quarterly  profit hurt by debt redemption costs\n",
      "Tokens: ['kroger', 'profit', 'falls', 'warns', 'on', 'sales', 'new', 'york', 'reuters', 'kroger', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtkrnltagt', 'the', 'largest', 'us', 'grocer', 'on', 'tuesday', 'reported', 'a', 'percent', 'drop', 'in', 'quarterly', 'profit', 'hurt', 'by', 'debt', 'redemption', 'costs']\n",
      "Removed Stopwords: ['kroger', 'profit', 'falls', 'warns', 'sales', 'new', 'york', 'reuters', 'kroger', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtkrnltagt', 'largest', 'us', 'grocer', 'tuesday', 'reported', 'percent', 'drop', 'quarterly', 'profit', 'hurt', 'debt', 'redemption', 'costs']\n",
      "Stemmed Tokens: ['kroger', 'profit', 'fall', 'warn', 'sale', 'new', 'york', 'reuter', 'kroger', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtkrnltagt', 'largest', 'us', 'grocer', 'tuesday', 'report', 'percent', 'drop', 'quarterli', 'profit', 'hurt', 'debt', 'redempt', 'cost']\n",
      "Final Preprocessed Text: kroger profit fall warn sale new york reuter kroger co lta href targetstocksquickinfofullquotegtkrnltagt largest us grocer tuesday report percent drop quarterli profit hurt debt redempt cost\n",
      "\n",
      "Original Text: Yukos plans to fix itself before auction The Russian oil giant Yukos said yesterday that management was putting together an emergency plan to continue running the company for a few months, even after the auction of its prize asset in December.\n",
      "Lowercased Text: yukos plans to fix itself before auction the russian oil giant yukos said yesterday that management was putting together an emergency plan to continue running the company for a few months, even after the auction of its prize asset in december.\n",
      "Removed URLs: yukos plans to fix itself before auction the russian oil giant yukos said yesterday that management was putting together an emergency plan to continue running the company for a few months, even after the auction of its prize asset in december.\n",
      "Removed HTML Tags: yukos plans to fix itself before auction the russian oil giant yukos said yesterday that management was putting together an emergency plan to continue running the company for a few months, even after the auction of its prize asset in december.\n",
      "Removed Special Characters: yukos plans to fix itself before auction the russian oil giant yukos said yesterday that management was putting together an emergency plan to continue running the company for a few months even after the auction of its prize asset in december\n",
      "Tokens: ['yukos', 'plans', 'to', 'fix', 'itself', 'before', 'auction', 'the', 'russian', 'oil', 'giant', 'yukos', 'said', 'yesterday', 'that', 'management', 'was', 'putting', 'together', 'an', 'emergency', 'plan', 'to', 'continue', 'running', 'the', 'company', 'for', 'a', 'few', 'months', 'even', 'after', 'the', 'auction', 'of', 'its', 'prize', 'asset', 'in', 'december']\n",
      "Removed Stopwords: ['yukos', 'plans', 'fix', 'auction', 'russian', 'oil', 'giant', 'yukos', 'said', 'yesterday', 'management', 'putting', 'together', 'emergency', 'plan', 'continue', 'running', 'company', 'months', 'even', 'auction', 'prize', 'asset', 'december']\n",
      "Stemmed Tokens: ['yuko', 'plan', 'fix', 'auction', 'russian', 'oil', 'giant', 'yuko', 'said', 'yesterday', 'manag', 'put', 'togeth', 'emerg', 'plan', 'continu', 'run', 'compani', 'month', 'even', 'auction', 'prize', 'asset', 'decemb']\n",
      "Final Preprocessed Text: yuko plan fix auction russian oil giant yuko said yesterday manag put togeth emerg plan continu run compani month even auction prize asset decemb\n",
      "\n",
      "Original Text: Students Pay More for Beer Than Books British students spend about \\$1.8 billion on drink every year, nearly three times as much as they cough up for books, a survey released on Monday showed.\n",
      "Lowercased Text: students pay more for beer than books british students spend about \\$1.8 billion on drink every year, nearly three times as much as they cough up for books, a survey released on monday showed.\n",
      "Removed URLs: students pay more for beer than books british students spend about \\$1.8 billion on drink every year, nearly three times as much as they cough up for books, a survey released on monday showed.\n",
      "Removed HTML Tags: students pay more for beer than books british students spend about \\$1.8 billion on drink every year, nearly three times as much as they cough up for books, a survey released on monday showed.\n",
      "Removed Special Characters: students pay more for beer than books british students spend about  billion on drink every year nearly three times as much as they cough up for books a survey released on monday showed\n",
      "Tokens: ['students', 'pay', 'more', 'for', 'beer', 'than', 'books', 'british', 'students', 'spend', 'about', 'billion', 'on', 'drink', 'every', 'year', 'nearly', 'three', 'times', 'as', 'much', 'as', 'they', 'cough', 'up', 'for', 'books', 'a', 'survey', 'released', 'on', 'monday', 'showed']\n",
      "Removed Stopwords: ['students', 'pay', 'beer', 'books', 'british', 'students', 'spend', 'billion', 'drink', 'every', 'year', 'nearly', 'three', 'times', 'much', 'cough', 'books', 'survey', 'released', 'monday', 'showed']\n",
      "Stemmed Tokens: ['student', 'pay', 'beer', 'book', 'british', 'student', 'spend', 'billion', 'drink', 'everi', 'year', 'nearli', 'three', 'time', 'much', 'cough', 'book', 'survey', 'releas', 'monday', 'show']\n",
      "Final Preprocessed Text: student pay beer book british student spend billion drink everi year nearli three time much cough book survey releas monday show\n",
      "\n",
      "Original Text: Bipartisan Panel Seeks Greenhouse Gas Limits A bipartisan commission that includes energy industry executives, environmentalists and academics will issue a report Wednesday that calls on the nation to adopt mandatory limits on greenhouse gas emissions linked to global warming, set stricter fuel economy standards and promote nuclear power, renewable energy and oil exploration.\n",
      "Lowercased Text: bipartisan panel seeks greenhouse gas limits a bipartisan commission that includes energy industry executives, environmentalists and academics will issue a report wednesday that calls on the nation to adopt mandatory limits on greenhouse gas emissions linked to global warming, set stricter fuel economy standards and promote nuclear power, renewable energy and oil exploration.\n",
      "Removed URLs: bipartisan panel seeks greenhouse gas limits a bipartisan commission that includes energy industry executives, environmentalists and academics will issue a report wednesday that calls on the nation to adopt mandatory limits on greenhouse gas emissions linked to global warming, set stricter fuel economy standards and promote nuclear power, renewable energy and oil exploration.\n",
      "Removed HTML Tags: bipartisan panel seeks greenhouse gas limits a bipartisan commission that includes energy industry executives, environmentalists and academics will issue a report wednesday that calls on the nation to adopt mandatory limits on greenhouse gas emissions linked to global warming, set stricter fuel economy standards and promote nuclear power, renewable energy and oil exploration.\n",
      "Removed Special Characters: bipartisan panel seeks greenhouse gas limits a bipartisan commission that includes energy industry executives environmentalists and academics will issue a report wednesday that calls on the nation to adopt mandatory limits on greenhouse gas emissions linked to global warming set stricter fuel economy standards and promote nuclear power renewable energy and oil exploration\n",
      "Tokens: ['bipartisan', 'panel', 'seeks', 'greenhouse', 'gas', 'limits', 'a', 'bipartisan', 'commission', 'that', 'includes', 'energy', 'industry', 'executives', 'environmentalists', 'and', 'academics', 'will', 'issue', 'a', 'report', 'wednesday', 'that', 'calls', 'on', 'the', 'nation', 'to', 'adopt', 'mandatory', 'limits', 'on', 'greenhouse', 'gas', 'emissions', 'linked', 'to', 'global', 'warming', 'set', 'stricter', 'fuel', 'economy', 'standards', 'and', 'promote', 'nuclear', 'power', 'renewable', 'energy', 'and', 'oil', 'exploration']\n",
      "Removed Stopwords: ['bipartisan', 'panel', 'seeks', 'greenhouse', 'gas', 'limits', 'bipartisan', 'commission', 'includes', 'energy', 'industry', 'executives', 'environmentalists', 'academics', 'issue', 'report', 'wednesday', 'calls', 'nation', 'adopt', 'mandatory', 'limits', 'greenhouse', 'gas', 'emissions', 'linked', 'global', 'warming', 'set', 'stricter', 'fuel', 'economy', 'standards', 'promote', 'nuclear', 'power', 'renewable', 'energy', 'oil', 'exploration']\n",
      "Stemmed Tokens: ['bipartisan', 'panel', 'seek', 'greenhous', 'ga', 'limit', 'bipartisan', 'commiss', 'includ', 'energi', 'industri', 'execut', 'environmentalist', 'academ', 'issu', 'report', 'wednesday', 'call', 'nation', 'adopt', 'mandatori', 'limit', 'greenhous', 'ga', 'emiss', 'link', 'global', 'warm', 'set', 'stricter', 'fuel', 'economi', 'standard', 'promot', 'nuclear', 'power', 'renew', 'energi', 'oil', 'explor']\n",
      "Final Preprocessed Text: bipartisan panel seek greenhous ga limit bipartisan commiss includ energi industri execut environmentalist academ issu report wednesday call nation adopt mandatori limit greenhous ga emiss link global warm set stricter fuel economi standard promot nuclear power renew energi oil explor\n",
      "\n",
      "Original Text: Oil Firm After 4 Percent Jump Oil prices held firm on Friday after leaping almost \\$2 a day earlier on news US crude stocks sank to a five-month low last week and distillate fuels barely grew ahead of winter.\n",
      "Lowercased Text: oil firm after 4 percent jump oil prices held firm on friday after leaping almost \\$2 a day earlier on news us crude stocks sank to a five-month low last week and distillate fuels barely grew ahead of winter.\n",
      "Removed URLs: oil firm after 4 percent jump oil prices held firm on friday after leaping almost \\$2 a day earlier on news us crude stocks sank to a five-month low last week and distillate fuels barely grew ahead of winter.\n",
      "Removed HTML Tags: oil firm after 4 percent jump oil prices held firm on friday after leaping almost \\$2 a day earlier on news us crude stocks sank to a five-month low last week and distillate fuels barely grew ahead of winter.\n",
      "Removed Special Characters: oil firm after  percent jump oil prices held firm on friday after leaping almost  a day earlier on news us crude stocks sank to a fivemonth low last week and distillate fuels barely grew ahead of winter\n",
      "Tokens: ['oil', 'firm', 'after', 'percent', 'jump', 'oil', 'prices', 'held', 'firm', 'on', 'friday', 'after', 'leaping', 'almost', 'a', 'day', 'earlier', 'on', 'news', 'us', 'crude', 'stocks', 'sank', 'to', 'a', 'fivemonth', 'low', 'last', 'week', 'and', 'distillate', 'fuels', 'barely', 'grew', 'ahead', 'of', 'winter']\n",
      "Removed Stopwords: ['oil', 'firm', 'percent', 'jump', 'oil', 'prices', 'held', 'firm', 'friday', 'leaping', 'almost', 'day', 'earlier', 'news', 'us', 'crude', 'stocks', 'sank', 'fivemonth', 'low', 'last', 'week', 'distillate', 'fuels', 'barely', 'grew', 'ahead', 'winter']\n",
      "Stemmed Tokens: ['oil', 'firm', 'percent', 'jump', 'oil', 'price', 'held', 'firm', 'friday', 'leap', 'almost', 'day', 'earlier', 'news', 'us', 'crude', 'stock', 'sank', 'fivemonth', 'low', 'last', 'week', 'distil', 'fuel', 'bare', 'grew', 'ahead', 'winter']\n",
      "Final Preprocessed Text: oil firm percent jump oil price held firm friday leap almost day earlier news us crude stock sank fivemonth low last week distil fuel bare grew ahead winter\n",
      "\n",
      "Original Text: India snub for foreign airlines NEW DELHI: The Indian government increased the foreign direct investment (FDI) cap yesterday in domestic airlines from 40 to 49 per cent but kept a ban on foreign carriers taking stakes.\n",
      "Lowercased Text: india snub for foreign airlines new delhi: the indian government increased the foreign direct investment (fdi) cap yesterday in domestic airlines from 40 to 49 per cent but kept a ban on foreign carriers taking stakes.\n",
      "Removed URLs: india snub for foreign airlines new delhi: the indian government increased the foreign direct investment (fdi) cap yesterday in domestic airlines from 40 to 49 per cent but kept a ban on foreign carriers taking stakes.\n",
      "Removed HTML Tags: india snub for foreign airlines new delhi: the indian government increased the foreign direct investment (fdi) cap yesterday in domestic airlines from 40 to 49 per cent but kept a ban on foreign carriers taking stakes.\n",
      "Removed Special Characters: india snub for foreign airlines new delhi the indian government increased the foreign direct investment fdi cap yesterday in domestic airlines from  to  per cent but kept a ban on foreign carriers taking stakes\n",
      "Tokens: ['india', 'snub', 'for', 'foreign', 'airlines', 'new', 'delhi', 'the', 'indian', 'government', 'increased', 'the', 'foreign', 'direct', 'investment', 'fdi', 'cap', 'yesterday', 'in', 'domestic', 'airlines', 'from', 'to', 'per', 'cent', 'but', 'kept', 'a', 'ban', 'on', 'foreign', 'carriers', 'taking', 'stakes']\n",
      "Removed Stopwords: ['india', 'snub', 'foreign', 'airlines', 'new', 'delhi', 'indian', 'government', 'increased', 'foreign', 'direct', 'investment', 'fdi', 'cap', 'yesterday', 'domestic', 'airlines', 'per', 'cent', 'kept', 'ban', 'foreign', 'carriers', 'taking', 'stakes']\n",
      "Stemmed Tokens: ['india', 'snub', 'foreign', 'airlin', 'new', 'delhi', 'indian', 'govern', 'increas', 'foreign', 'direct', 'invest', 'fdi', 'cap', 'yesterday', 'domest', 'airlin', 'per', 'cent', 'kept', 'ban', 'foreign', 'carrier', 'take', 'stake']\n",
      "Final Preprocessed Text: india snub foreign airlin new delhi indian govern increas foreign direct invest fdi cap yesterday domest airlin per cent kept ban foreign carrier take stake\n",
      "\n",
      "Original Text: OPEC Head Urges U.S. to Use Oil Reserves  JAKARTA (Reuters) - OPEC has taken the unprecedented step  of urging the United States to tap its emergency crude reserves  to bring down world oil prices.\n",
      "Lowercased Text: opec head urges u.s. to use oil reserves  jakarta (reuters) - opec has taken the unprecedented step  of urging the united states to tap its emergency crude reserves  to bring down world oil prices.\n",
      "Removed URLs: opec head urges u.s. to use oil reserves  jakarta (reuters) - opec has taken the unprecedented step  of urging the united states to tap its emergency crude reserves  to bring down world oil prices.\n",
      "Removed HTML Tags: opec head urges u.s. to use oil reserves  jakarta (reuters) - opec has taken the unprecedented step  of urging the united states to tap its emergency crude reserves  to bring down world oil prices.\n",
      "Removed Special Characters: opec head urges us to use oil reserves  jakarta reuters  opec has taken the unprecedented step  of urging the united states to tap its emergency crude reserves  to bring down world oil prices\n",
      "Tokens: ['opec', 'head', 'urges', 'us', 'to', 'use', 'oil', 'reserves', 'jakarta', 'reuters', 'opec', 'has', 'taken', 'the', 'unprecedented', 'step', 'of', 'urging', 'the', 'united', 'states', 'to', 'tap', 'its', 'emergency', 'crude', 'reserves', 'to', 'bring', 'down', 'world', 'oil', 'prices']\n",
      "Removed Stopwords: ['opec', 'head', 'urges', 'us', 'use', 'oil', 'reserves', 'jakarta', 'reuters', 'opec', 'taken', 'unprecedented', 'step', 'urging', 'united', 'states', 'tap', 'emergency', 'crude', 'reserves', 'bring', 'world', 'oil', 'prices']\n",
      "Stemmed Tokens: ['opec', 'head', 'urg', 'us', 'use', 'oil', 'reserv', 'jakarta', 'reuter', 'opec', 'taken', 'unpreced', 'step', 'urg', 'unit', 'state', 'tap', 'emerg', 'crude', 'reserv', 'bring', 'world', 'oil', 'price']\n",
      "Final Preprocessed Text: opec head urg us use oil reserv jakarta reuter opec taken unpreced step urg unit state tap emerg crude reserv bring world oil price\n",
      "\n",
      "Original Text: Royal Dutch/Shell merges holding companies with unified board LONDON, October 28 (newratings.com) - Royal Dutch/Shell Group has announced its plans to merge its two holding companies in the Netherlands and the UK, Royal Dutch Petroleum (ROY.\n",
      "Lowercased Text: royal dutch/shell merges holding companies with unified board london, october 28 (newratings.com) - royal dutch/shell group has announced its plans to merge its two holding companies in the netherlands and the uk, royal dutch petroleum (roy.\n",
      "Removed URLs: royal dutch/shell merges holding companies with unified board london, october 28 (newratings.com) - royal dutch/shell group has announced its plans to merge its two holding companies in the netherlands and the uk, royal dutch petroleum (roy.\n",
      "Removed HTML Tags: royal dutch/shell merges holding companies with unified board london, october 28 (newratings.com) - royal dutch/shell group has announced its plans to merge its two holding companies in the netherlands and the uk, royal dutch petroleum (roy.\n",
      "Removed Special Characters: royal dutchshell merges holding companies with unified board london october  newratingscom  royal dutchshell group has announced its plans to merge its two holding companies in the netherlands and the uk royal dutch petroleum roy\n",
      "Tokens: ['royal', 'dutchshell', 'merges', 'holding', 'companies', 'with', 'unified', 'board', 'london', 'october', 'newratingscom', 'royal', 'dutchshell', 'group', 'has', 'announced', 'its', 'plans', 'to', 'merge', 'its', 'two', 'holding', 'companies', 'in', 'the', 'netherlands', 'and', 'the', 'uk', 'royal', 'dutch', 'petroleum', 'roy']\n",
      "Removed Stopwords: ['royal', 'dutchshell', 'merges', 'holding', 'companies', 'unified', 'board', 'london', 'october', 'newratingscom', 'royal', 'dutchshell', 'group', 'announced', 'plans', 'merge', 'two', 'holding', 'companies', 'netherlands', 'uk', 'royal', 'dutch', 'petroleum', 'roy']\n",
      "Stemmed Tokens: ['royal', 'dutchshel', 'merg', 'hold', 'compani', 'unifi', 'board', 'london', 'octob', 'newratingscom', 'royal', 'dutchshel', 'group', 'announc', 'plan', 'merg', 'two', 'hold', 'compani', 'netherland', 'uk', 'royal', 'dutch', 'petroleum', 'roy']\n",
      "Final Preprocessed Text: royal dutchshel merg hold compani unifi board london octob newratingscom royal dutchshel group announc plan merg two hold compani netherland uk royal dutch petroleum roy\n",
      "\n",
      "Original Text: Insurance Probe Rattles Stocks  NEW YORK (Reuters) - An investigation into U.S. insurers  and brokers rattled insurance industry stocks for a second day  on Friday as investors, shaken further by subpoenas delivered  to the top U.S. life insurer, struggled to gauge how deep the  probe might reach.\n",
      "Lowercased Text: insurance probe rattles stocks  new york (reuters) - an investigation into u.s. insurers  and brokers rattled insurance industry stocks for a second day  on friday as investors, shaken further by subpoenas delivered  to the top u.s. life insurer, struggled to gauge how deep the  probe might reach.\n",
      "Removed URLs: insurance probe rattles stocks  new york (reuters) - an investigation into u.s. insurers  and brokers rattled insurance industry stocks for a second day  on friday as investors, shaken further by subpoenas delivered  to the top u.s. life insurer, struggled to gauge how deep the  probe might reach.\n",
      "Removed HTML Tags: insurance probe rattles stocks  new york (reuters) - an investigation into u.s. insurers  and brokers rattled insurance industry stocks for a second day  on friday as investors, shaken further by subpoenas delivered  to the top u.s. life insurer, struggled to gauge how deep the  probe might reach.\n",
      "Removed Special Characters: insurance probe rattles stocks  new york reuters  an investigation into us insurers  and brokers rattled insurance industry stocks for a second day  on friday as investors shaken further by subpoenas delivered  to the top us life insurer struggled to gauge how deep the  probe might reach\n",
      "Tokens: ['insurance', 'probe', 'rattles', 'stocks', 'new', 'york', 'reuters', 'an', 'investigation', 'into', 'us', 'insurers', 'and', 'brokers', 'rattled', 'insurance', 'industry', 'stocks', 'for', 'a', 'second', 'day', 'on', 'friday', 'as', 'investors', 'shaken', 'further', 'by', 'subpoenas', 'delivered', 'to', 'the', 'top', 'us', 'life', 'insurer', 'struggled', 'to', 'gauge', 'how', 'deep', 'the', 'probe', 'might', 'reach']\n",
      "Removed Stopwords: ['insurance', 'probe', 'rattles', 'stocks', 'new', 'york', 'reuters', 'investigation', 'us', 'insurers', 'brokers', 'rattled', 'insurance', 'industry', 'stocks', 'second', 'day', 'friday', 'investors', 'shaken', 'subpoenas', 'delivered', 'top', 'us', 'life', 'insurer', 'struggled', 'gauge', 'deep', 'probe', 'might', 'reach']\n",
      "Stemmed Tokens: ['insur', 'probe', 'rattl', 'stock', 'new', 'york', 'reuter', 'investig', 'us', 'insur', 'broker', 'rattl', 'insur', 'industri', 'stock', 'second', 'day', 'friday', 'investor', 'shaken', 'subpoena', 'deliv', 'top', 'us', 'life', 'insur', 'struggl', 'gaug', 'deep', 'probe', 'might', 'reach']\n",
      "Final Preprocessed Text: insur probe rattl stock new york reuter investig us insur broker rattl insur industri stock second day friday investor shaken subpoena deliv top us life insur struggl gaug deep probe might reach\n",
      "\n",
      "Original Text: Computer Associates to buy Netegrity Corporate computing software giant Computer Associates International Inc. said yesterday it will pay \\$430 million in cash to acquire Waltham data security firm Netegrity Inc.\n",
      "Lowercased Text: computer associates to buy netegrity corporate computing software giant computer associates international inc. said yesterday it will pay \\$430 million in cash to acquire waltham data security firm netegrity inc.\n",
      "Removed URLs: computer associates to buy netegrity corporate computing software giant computer associates international inc. said yesterday it will pay \\$430 million in cash to acquire waltham data security firm netegrity inc.\n",
      "Removed HTML Tags: computer associates to buy netegrity corporate computing software giant computer associates international inc. said yesterday it will pay \\$430 million in cash to acquire waltham data security firm netegrity inc.\n",
      "Removed Special Characters: computer associates to buy netegrity corporate computing software giant computer associates international inc said yesterday it will pay  million in cash to acquire waltham data security firm netegrity inc\n",
      "Tokens: ['computer', 'associates', 'to', 'buy', 'netegrity', 'corporate', 'computing', 'software', 'giant', 'computer', 'associates', 'international', 'inc', 'said', 'yesterday', 'it', 'will', 'pay', 'million', 'in', 'cash', 'to', 'acquire', 'waltham', 'data', 'security', 'firm', 'netegrity', 'inc']\n",
      "Removed Stopwords: ['computer', 'associates', 'buy', 'netegrity', 'corporate', 'computing', 'software', 'giant', 'computer', 'associates', 'international', 'inc', 'said', 'yesterday', 'pay', 'million', 'cash', 'acquire', 'waltham', 'data', 'security', 'firm', 'netegrity', 'inc']\n",
      "Stemmed Tokens: ['comput', 'associ', 'buy', 'netegr', 'corpor', 'comput', 'softwar', 'giant', 'comput', 'associ', 'intern', 'inc', 'said', 'yesterday', 'pay', 'million', 'cash', 'acquir', 'waltham', 'data', 'secur', 'firm', 'netegr', 'inc']\n",
      "Final Preprocessed Text: comput associ buy netegr corpor comput softwar giant comput associ intern inc said yesterday pay million cash acquir waltham data secur firm netegr inc\n",
      "\n",
      "Original Text: Florida, Alabama pick up the pieces after Ivan People in Florida and Alabama have started to clean up after hurricane Ivan - the third such pummelling for Florida alone in just five weeks.\n",
      "Lowercased Text: florida, alabama pick up the pieces after ivan people in florida and alabama have started to clean up after hurricane ivan - the third such pummelling for florida alone in just five weeks.\n",
      "Removed URLs: florida, alabama pick up the pieces after ivan people in florida and alabama have started to clean up after hurricane ivan - the third such pummelling for florida alone in just five weeks.\n",
      "Removed HTML Tags: florida, alabama pick up the pieces after ivan people in florida and alabama have started to clean up after hurricane ivan - the third such pummelling for florida alone in just five weeks.\n",
      "Removed Special Characters: florida alabama pick up the pieces after ivan people in florida and alabama have started to clean up after hurricane ivan  the third such pummelling for florida alone in just five weeks\n",
      "Tokens: ['florida', 'alabama', 'pick', 'up', 'the', 'pieces', 'after', 'ivan', 'people', 'in', 'florida', 'and', 'alabama', 'have', 'started', 'to', 'clean', 'up', 'after', 'hurricane', 'ivan', 'the', 'third', 'such', 'pummelling', 'for', 'florida', 'alone', 'in', 'just', 'five', 'weeks']\n",
      "Removed Stopwords: ['florida', 'alabama', 'pick', 'pieces', 'ivan', 'people', 'florida', 'alabama', 'started', 'clean', 'hurricane', 'ivan', 'third', 'pummelling', 'florida', 'alone', 'five', 'weeks']\n",
      "Stemmed Tokens: ['florida', 'alabama', 'pick', 'piec', 'ivan', 'peopl', 'florida', 'alabama', 'start', 'clean', 'hurrican', 'ivan', 'third', 'pummel', 'florida', 'alon', 'five', 'week']\n",
      "Final Preprocessed Text: florida alabama pick piec ivan peopl florida alabama start clean hurrican ivan third pummel florida alon five week\n",
      "\n",
      "Original Text: Ackermann refocuses Deutsche FRANKFURT Joseph Ackermann, the Deutsche Bank chief executive, announced a much-anticipated personnel shake-up Tuesday aimed at solidifying leadership in its profitable investment banking business and restoring confidence in its commitment to Germany, the \n",
      "Lowercased Text: ackermann refocuses deutsche frankfurt joseph ackermann, the deutsche bank chief executive, announced a much-anticipated personnel shake-up tuesday aimed at solidifying leadership in its profitable investment banking business and restoring confidence in its commitment to germany, the \n",
      "Removed URLs: ackermann refocuses deutsche frankfurt joseph ackermann, the deutsche bank chief executive, announced a much-anticipated personnel shake-up tuesday aimed at solidifying leadership in its profitable investment banking business and restoring confidence in its commitment to germany, the \n",
      "Removed HTML Tags: ackermann refocuses deutsche frankfurt joseph ackermann, the deutsche bank chief executive, announced a much-anticipated personnel shake-up tuesday aimed at solidifying leadership in its profitable investment banking business and restoring confidence in its commitment to germany, the \n",
      "Removed Special Characters: ackermann refocuses deutsche frankfurt joseph ackermann the deutsche bank chief executive announced a muchanticipated personnel shakeup tuesday aimed at solidifying leadership in its profitable investment banking business and restoring confidence in its commitment to germany the \n",
      "Tokens: ['ackermann', 'refocuses', 'deutsche', 'frankfurt', 'joseph', 'ackermann', 'the', 'deutsche', 'bank', 'chief', 'executive', 'announced', 'a', 'muchanticipated', 'personnel', 'shakeup', 'tuesday', 'aimed', 'at', 'solidifying', 'leadership', 'in', 'its', 'profitable', 'investment', 'banking', 'business', 'and', 'restoring', 'confidence', 'in', 'its', 'commitment', 'to', 'germany', 'the']\n",
      "Removed Stopwords: ['ackermann', 'refocuses', 'deutsche', 'frankfurt', 'joseph', 'ackermann', 'deutsche', 'bank', 'chief', 'executive', 'announced', 'muchanticipated', 'personnel', 'shakeup', 'tuesday', 'aimed', 'solidifying', 'leadership', 'profitable', 'investment', 'banking', 'business', 'restoring', 'confidence', 'commitment', 'germany']\n",
      "Stemmed Tokens: ['ackermann', 'refocus', 'deutsch', 'frankfurt', 'joseph', 'ackermann', 'deutsch', 'bank', 'chief', 'execut', 'announc', 'muchanticip', 'personnel', 'shakeup', 'tuesday', 'aim', 'solidifi', 'leadership', 'profit', 'invest', 'bank', 'busi', 'restor', 'confid', 'commit', 'germani']\n",
      "Final Preprocessed Text: ackermann refocus deutsch frankfurt joseph ackermann deutsch bank chief execut announc muchanticip personnel shakeup tuesday aim solidifi leadership profit invest bank busi restor confid commit germani\n",
      "\n",
      "Original Text: For Guidant, J amp;J #39;s resources sealed the deal After lengthy talks and stiff negotiations over price, the decision by Guidant executives to sell the company for \\$25.4 billion came down to the attractiveness of Johnson  amp; Johnson #39;s deep resources.\n",
      "Lowercased Text: for guidant, j amp;j #39;s resources sealed the deal after lengthy talks and stiff negotiations over price, the decision by guidant executives to sell the company for \\$25.4 billion came down to the attractiveness of johnson  amp; johnson #39;s deep resources.\n",
      "Removed URLs: for guidant, j amp;j #39;s resources sealed the deal after lengthy talks and stiff negotiations over price, the decision by guidant executives to sell the company for \\$25.4 billion came down to the attractiveness of johnson  amp; johnson #39;s deep resources.\n",
      "Removed HTML Tags: for guidant, j amp;j #39;s resources sealed the deal after lengthy talks and stiff negotiations over price, the decision by guidant executives to sell the company for \\$25.4 billion came down to the attractiveness of johnson  amp; johnson #39;s deep resources.\n",
      "Removed Special Characters: for guidant j ampj s resources sealed the deal after lengthy talks and stiff negotiations over price the decision by guidant executives to sell the company for  billion came down to the attractiveness of johnson  amp johnson s deep resources\n",
      "Tokens: ['for', 'guidant', 'j', 'ampj', 's', 'resources', 'sealed', 'the', 'deal', 'after', 'lengthy', 'talks', 'and', 'stiff', 'negotiations', 'over', 'price', 'the', 'decision', 'by', 'guidant', 'executives', 'to', 'sell', 'the', 'company', 'for', 'billion', 'came', 'down', 'to', 'the', 'attractiveness', 'of', 'johnson', 'amp', 'johnson', 's', 'deep', 'resources']\n",
      "Removed Stopwords: ['guidant', 'j', 'ampj', 'resources', 'sealed', 'deal', 'lengthy', 'talks', 'stiff', 'negotiations', 'price', 'decision', 'guidant', 'executives', 'sell', 'company', 'billion', 'came', 'attractiveness', 'johnson', 'amp', 'johnson', 'deep', 'resources']\n",
      "Stemmed Tokens: ['guidant', 'j', 'ampj', 'resourc', 'seal', 'deal', 'lengthi', 'talk', 'stiff', 'negoti', 'price', 'decis', 'guidant', 'execut', 'sell', 'compani', 'billion', 'came', 'attract', 'johnson', 'amp', 'johnson', 'deep', 'resourc']\n",
      "Final Preprocessed Text: guidant j ampj resourc seal deal lengthi talk stiff negoti price decis guidant execut sell compani billion came attract johnson amp johnson deep resourc\n",
      "\n",
      "Original Text: US Airways, Pilots Union Near Agreement US Airways is seeking \\$800 million in concessions from employee unions as it attempts to avoid filing Chapter 11. The Air Line Pilots Association will present its proposal on the evening of \n",
      "Lowercased Text: us airways, pilots union near agreement us airways is seeking \\$800 million in concessions from employee unions as it attempts to avoid filing chapter 11. the air line pilots association will present its proposal on the evening of \n",
      "Removed URLs: us airways, pilots union near agreement us airways is seeking \\$800 million in concessions from employee unions as it attempts to avoid filing chapter 11. the air line pilots association will present its proposal on the evening of \n",
      "Removed HTML Tags: us airways, pilots union near agreement us airways is seeking \\$800 million in concessions from employee unions as it attempts to avoid filing chapter 11. the air line pilots association will present its proposal on the evening of \n",
      "Removed Special Characters: us airways pilots union near agreement us airways is seeking  million in concessions from employee unions as it attempts to avoid filing chapter  the air line pilots association will present its proposal on the evening of \n",
      "Tokens: ['us', 'airways', 'pilots', 'union', 'near', 'agreement', 'us', 'airways', 'is', 'seeking', 'million', 'in', 'concessions', 'from', 'employee', 'unions', 'as', 'it', 'attempts', 'to', 'avoid', 'filing', 'chapter', 'the', 'air', 'line', 'pilots', 'association', 'will', 'present', 'its', 'proposal', 'on', 'the', 'evening', 'of']\n",
      "Removed Stopwords: ['us', 'airways', 'pilots', 'union', 'near', 'agreement', 'us', 'airways', 'seeking', 'million', 'concessions', 'employee', 'unions', 'attempts', 'avoid', 'filing', 'chapter', 'air', 'line', 'pilots', 'association', 'present', 'proposal', 'evening']\n",
      "Stemmed Tokens: ['us', 'airway', 'pilot', 'union', 'near', 'agreement', 'us', 'airway', 'seek', 'million', 'concess', 'employe', 'union', 'attempt', 'avoid', 'file', 'chapter', 'air', 'line', 'pilot', 'associ', 'present', 'propos', 'even']\n",
      "Final Preprocessed Text: us airway pilot union near agreement us airway seek million concess employe union attempt avoid file chapter air line pilot associ present propos even\n",
      "\n",
      "Original Text: Cheap airfares help BAA profits Britain #39;s biggest airport operator BAA posted a 16 percent jump in first-half earnings on Tuesday, meeting expectations as cheap airfares and stronger economies drove up passenger numbers.\n",
      "Lowercased Text: cheap airfares help baa profits britain #39;s biggest airport operator baa posted a 16 percent jump in first-half earnings on tuesday, meeting expectations as cheap airfares and stronger economies drove up passenger numbers.\n",
      "Removed URLs: cheap airfares help baa profits britain #39;s biggest airport operator baa posted a 16 percent jump in first-half earnings on tuesday, meeting expectations as cheap airfares and stronger economies drove up passenger numbers.\n",
      "Removed HTML Tags: cheap airfares help baa profits britain #39;s biggest airport operator baa posted a 16 percent jump in first-half earnings on tuesday, meeting expectations as cheap airfares and stronger economies drove up passenger numbers.\n",
      "Removed Special Characters: cheap airfares help baa profits britain s biggest airport operator baa posted a  percent jump in firsthalf earnings on tuesday meeting expectations as cheap airfares and stronger economies drove up passenger numbers\n",
      "Tokens: ['cheap', 'airfares', 'help', 'baa', 'profits', 'britain', 's', 'biggest', 'airport', 'operator', 'baa', 'posted', 'a', 'percent', 'jump', 'in', 'firsthalf', 'earnings', 'on', 'tuesday', 'meeting', 'expectations', 'as', 'cheap', 'airfares', 'and', 'stronger', 'economies', 'drove', 'up', 'passenger', 'numbers']\n",
      "Removed Stopwords: ['cheap', 'airfares', 'help', 'baa', 'profits', 'britain', 'biggest', 'airport', 'operator', 'baa', 'posted', 'percent', 'jump', 'firsthalf', 'earnings', 'tuesday', 'meeting', 'expectations', 'cheap', 'airfares', 'stronger', 'economies', 'drove', 'passenger', 'numbers']\n",
      "Stemmed Tokens: ['cheap', 'airfar', 'help', 'baa', 'profit', 'britain', 'biggest', 'airport', 'oper', 'baa', 'post', 'percent', 'jump', 'firsthalf', 'earn', 'tuesday', 'meet', 'expect', 'cheap', 'airfar', 'stronger', 'economi', 'drove', 'passeng', 'number']\n",
      "Final Preprocessed Text: cheap airfar help baa profit britain biggest airport oper baa post percent jump firsthalf earn tuesday meet expect cheap airfar stronger economi drove passeng number\n",
      "\n",
      "Original Text: Pfizer News Sends Blue Chips Down  NEW YORK (Reuters) - The Dow Jones industrial average fell  on Friday after Pfizer Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=PFE.N target=/stocks/quickinfo/fullquote\"&gt;PFE.N&lt;/A&gt; shares opened nearly 19  percent down on trial data for its popular arthritis drug  Celebrex that showed increased risk of heart attack.\n",
      "Lowercased Text: pfizer news sends blue chips down  new york (reuters) - the dow jones industrial average fell  on friday after pfizer inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=pfe.n target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; shares opened nearly 19  percent down on trial data for its popular arthritis drug  celebrex that showed increased risk of heart attack.\n",
      "Removed URLs: pfizer news sends blue chips down  new york (reuters) - the dow jones industrial average fell  on friday after pfizer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; shares opened nearly 19  percent down on trial data for its popular arthritis drug  celebrex that showed increased risk of heart attack.\n",
      "Removed HTML Tags: pfizer news sends blue chips down  new york (reuters) - the dow jones industrial average fell  on friday after pfizer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;pfe.n&lt;/a&gt; shares opened nearly 19  percent down on trial data for its popular arthritis drug  celebrex that showed increased risk of heart attack.\n",
      "Removed Special Characters: pfizer news sends blue chips down  new york reuters  the dow jones industrial average fell  on friday after pfizer inc lta href targetstocksquickinfofullquotegtpfenltagt shares opened nearly   percent down on trial data for its popular arthritis drug  celebrex that showed increased risk of heart attack\n",
      "Tokens: ['pfizer', 'news', 'sends', 'blue', 'chips', 'down', 'new', 'york', 'reuters', 'the', 'dow', 'jones', 'industrial', 'average', 'fell', 'on', 'friday', 'after', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'shares', 'opened', 'nearly', 'percent', 'down', 'on', 'trial', 'data', 'for', 'its', 'popular', 'arthritis', 'drug', 'celebrex', 'that', 'showed', 'increased', 'risk', 'of', 'heart', 'attack']\n",
      "Removed Stopwords: ['pfizer', 'news', 'sends', 'blue', 'chips', 'new', 'york', 'reuters', 'dow', 'jones', 'industrial', 'average', 'fell', 'friday', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'shares', 'opened', 'nearly', 'percent', 'trial', 'data', 'popular', 'arthritis', 'drug', 'celebrex', 'showed', 'increased', 'risk', 'heart', 'attack']\n",
      "Stemmed Tokens: ['pfizer', 'news', 'send', 'blue', 'chip', 'new', 'york', 'reuter', 'dow', 'jone', 'industri', 'averag', 'fell', 'friday', 'pfizer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtpfenltagt', 'share', 'open', 'nearli', 'percent', 'trial', 'data', 'popular', 'arthriti', 'drug', 'celebrex', 'show', 'increas', 'risk', 'heart', 'attack']\n",
      "Final Preprocessed Text: pfizer news send blue chip new york reuter dow jone industri averag fell friday pfizer inc lta href targetstocksquickinfofullquotegtpfenltagt share open nearli percent trial data popular arthriti drug celebrex show increas risk heart attack\n",
      "\n",
      "Original Text: Fiat seeks pact in row with GM Fiat and General Motors are to hold more talks to solve their differences over  the future of the Italian firm's loss-making auto group, Fiat says.\n",
      "Lowercased Text: fiat seeks pact in row with gm fiat and general motors are to hold more talks to solve their differences over  the future of the italian firm's loss-making auto group, fiat says.\n",
      "Removed URLs: fiat seeks pact in row with gm fiat and general motors are to hold more talks to solve their differences over  the future of the italian firm's loss-making auto group, fiat says.\n",
      "Removed HTML Tags: fiat seeks pact in row with gm fiat and general motors are to hold more talks to solve their differences over  the future of the italian firm's loss-making auto group, fiat says.\n",
      "Removed Special Characters: fiat seeks pact in row with gm fiat and general motors are to hold more talks to solve their differences over  the future of the italian firms lossmaking auto group fiat says\n",
      "Tokens: ['fiat', 'seeks', 'pact', 'in', 'row', 'with', 'gm', 'fiat', 'and', 'general', 'motors', 'are', 'to', 'hold', 'more', 'talks', 'to', 'solve', 'their', 'differences', 'over', 'the', 'future', 'of', 'the', 'italian', 'firms', 'lossmaking', 'auto', 'group', 'fiat', 'says']\n",
      "Removed Stopwords: ['fiat', 'seeks', 'pact', 'row', 'gm', 'fiat', 'general', 'motors', 'hold', 'talks', 'solve', 'differences', 'future', 'italian', 'firms', 'lossmaking', 'auto', 'group', 'fiat', 'says']\n",
      "Stemmed Tokens: ['fiat', 'seek', 'pact', 'row', 'gm', 'fiat', 'gener', 'motor', 'hold', 'talk', 'solv', 'differ', 'futur', 'italian', 'firm', 'lossmak', 'auto', 'group', 'fiat', 'say']\n",
      "Final Preprocessed Text: fiat seek pact row gm fiat gener motor hold talk solv differ futur italian firm lossmak auto group fiat say\n",
      "\n",
      "Original Text: Arthritis Drug Vioxx Pulled Off Market Sept. 30, 2004 -- Long-term use of the painkiller Vioxx doubles a person #39;s risk of heart attack and stroke, a huge clinical trial shows.\n",
      "Lowercased Text: arthritis drug vioxx pulled off market sept. 30, 2004 -- long-term use of the painkiller vioxx doubles a person #39;s risk of heart attack and stroke, a huge clinical trial shows.\n",
      "Removed URLs: arthritis drug vioxx pulled off market sept. 30, 2004 -- long-term use of the painkiller vioxx doubles a person #39;s risk of heart attack and stroke, a huge clinical trial shows.\n",
      "Removed HTML Tags: arthritis drug vioxx pulled off market sept. 30, 2004 -- long-term use of the painkiller vioxx doubles a person #39;s risk of heart attack and stroke, a huge clinical trial shows.\n",
      "Removed Special Characters: arthritis drug vioxx pulled off market sept    longterm use of the painkiller vioxx doubles a person s risk of heart attack and stroke a huge clinical trial shows\n",
      "Tokens: ['arthritis', 'drug', 'vioxx', 'pulled', 'off', 'market', 'sept', 'longterm', 'use', 'of', 'the', 'painkiller', 'vioxx', 'doubles', 'a', 'person', 's', 'risk', 'of', 'heart', 'attack', 'and', 'stroke', 'a', 'huge', 'clinical', 'trial', 'shows']\n",
      "Removed Stopwords: ['arthritis', 'drug', 'vioxx', 'pulled', 'market', 'sept', 'longterm', 'use', 'painkiller', 'vioxx', 'doubles', 'person', 'risk', 'heart', 'attack', 'stroke', 'huge', 'clinical', 'trial', 'shows']\n",
      "Stemmed Tokens: ['arthriti', 'drug', 'vioxx', 'pull', 'market', 'sept', 'longterm', 'use', 'painkil', 'vioxx', 'doubl', 'person', 'risk', 'heart', 'attack', 'stroke', 'huge', 'clinic', 'trial', 'show']\n",
      "Final Preprocessed Text: arthriti drug vioxx pull market sept longterm use painkil vioxx doubl person risk heart attack stroke huge clinic trial show\n",
      "\n",
      "Original Text: DreamWorks Moves Shrek 3 to 2007 DreamWorks announced today that it has decided to move its release of Shrek 3 from November 2006 to May, 2007.  quot;We believe there are more than a half a dozen strong release windows available annually for our \n",
      "Lowercased Text: dreamworks moves shrek 3 to 2007 dreamworks announced today that it has decided to move its release of shrek 3 from november 2006 to may, 2007.  quot;we believe there are more than a half a dozen strong release windows available annually for our \n",
      "Removed URLs: dreamworks moves shrek 3 to 2007 dreamworks announced today that it has decided to move its release of shrek 3 from november 2006 to may, 2007.  quot;we believe there are more than a half a dozen strong release windows available annually for our \n",
      "Removed HTML Tags: dreamworks moves shrek 3 to 2007 dreamworks announced today that it has decided to move its release of shrek 3 from november 2006 to may, 2007.  quot;we believe there are more than a half a dozen strong release windows available annually for our \n",
      "Removed Special Characters: dreamworks moves shrek  to  dreamworks announced today that it has decided to move its release of shrek  from november  to may   quotwe believe there are more than a half a dozen strong release windows available annually for our \n",
      "Tokens: ['dreamworks', 'moves', 'shrek', 'to', 'dreamworks', 'announced', 'today', 'that', 'it', 'has', 'decided', 'to', 'move', 'its', 'release', 'of', 'shrek', 'from', 'november', 'to', 'may', 'quotwe', 'believe', 'there', 'are', 'more', 'than', 'a', 'half', 'a', 'dozen', 'strong', 'release', 'windows', 'available', 'annually', 'for', 'our']\n",
      "Removed Stopwords: ['dreamworks', 'moves', 'shrek', 'dreamworks', 'announced', 'today', 'decided', 'move', 'release', 'shrek', 'november', 'may', 'quotwe', 'believe', 'half', 'dozen', 'strong', 'release', 'windows', 'available', 'annually']\n",
      "Stemmed Tokens: ['dreamwork', 'move', 'shrek', 'dreamwork', 'announc', 'today', 'decid', 'move', 'releas', 'shrek', 'novemb', 'may', 'quotw', 'believ', 'half', 'dozen', 'strong', 'releas', 'window', 'avail', 'annual']\n",
      "Final Preprocessed Text: dreamwork move shrek dreamwork announc today decid move releas shrek novemb may quotw believ half dozen strong releas window avail annual\n",
      "\n",
      "Original Text: FTSE hits 27-month high Top shares have jumped to their highest level for 27 months, tracking a buoyant start to the fourth quarter across global stock markets and as takeover speculation continues to rumble among banks and elsewhere.\n",
      "Lowercased Text: ftse hits 27-month high top shares have jumped to their highest level for 27 months, tracking a buoyant start to the fourth quarter across global stock markets and as takeover speculation continues to rumble among banks and elsewhere.\n",
      "Removed URLs: ftse hits 27-month high top shares have jumped to their highest level for 27 months, tracking a buoyant start to the fourth quarter across global stock markets and as takeover speculation continues to rumble among banks and elsewhere.\n",
      "Removed HTML Tags: ftse hits 27-month high top shares have jumped to their highest level for 27 months, tracking a buoyant start to the fourth quarter across global stock markets and as takeover speculation continues to rumble among banks and elsewhere.\n",
      "Removed Special Characters: ftse hits month high top shares have jumped to their highest level for  months tracking a buoyant start to the fourth quarter across global stock markets and as takeover speculation continues to rumble among banks and elsewhere\n",
      "Tokens: ['ftse', 'hits', 'month', 'high', 'top', 'shares', 'have', 'jumped', 'to', 'their', 'highest', 'level', 'for', 'months', 'tracking', 'a', 'buoyant', 'start', 'to', 'the', 'fourth', 'quarter', 'across', 'global', 'stock', 'markets', 'and', 'as', 'takeover', 'speculation', 'continues', 'to', 'rumble', 'among', 'banks', 'and', 'elsewhere']\n",
      "Removed Stopwords: ['ftse', 'hits', 'month', 'high', 'top', 'shares', 'jumped', 'highest', 'level', 'months', 'tracking', 'buoyant', 'start', 'fourth', 'quarter', 'across', 'global', 'stock', 'markets', 'takeover', 'speculation', 'continues', 'rumble', 'among', 'banks', 'elsewhere']\n",
      "Stemmed Tokens: ['ftse', 'hit', 'month', 'high', 'top', 'share', 'jump', 'highest', 'level', 'month', 'track', 'buoyant', 'start', 'fourth', 'quarter', 'across', 'global', 'stock', 'market', 'takeov', 'specul', 'continu', 'rumbl', 'among', 'bank', 'elsewher']\n",
      "Final Preprocessed Text: ftse hit month high top share jump highest level month track buoyant start fourth quarter across global stock market takeov specul continu rumbl among bank elsewher\n",
      "\n",
      "Original Text: Wal-Mart reduces sales forecast Wal-Mart, the world #39;s largest retailer, has lowered its November growth forecast amid concerns that fuel costs may slow down Christmas retail sales.\n",
      "Lowercased Text: wal-mart reduces sales forecast wal-mart, the world #39;s largest retailer, has lowered its november growth forecast amid concerns that fuel costs may slow down christmas retail sales.\n",
      "Removed URLs: wal-mart reduces sales forecast wal-mart, the world #39;s largest retailer, has lowered its november growth forecast amid concerns that fuel costs may slow down christmas retail sales.\n",
      "Removed HTML Tags: wal-mart reduces sales forecast wal-mart, the world #39;s largest retailer, has lowered its november growth forecast amid concerns that fuel costs may slow down christmas retail sales.\n",
      "Removed Special Characters: walmart reduces sales forecast walmart the world s largest retailer has lowered its november growth forecast amid concerns that fuel costs may slow down christmas retail sales\n",
      "Tokens: ['walmart', 'reduces', 'sales', 'forecast', 'walmart', 'the', 'world', 's', 'largest', 'retailer', 'has', 'lowered', 'its', 'november', 'growth', 'forecast', 'amid', 'concerns', 'that', 'fuel', 'costs', 'may', 'slow', 'down', 'christmas', 'retail', 'sales']\n",
      "Removed Stopwords: ['walmart', 'reduces', 'sales', 'forecast', 'walmart', 'world', 'largest', 'retailer', 'lowered', 'november', 'growth', 'forecast', 'amid', 'concerns', 'fuel', 'costs', 'may', 'slow', 'christmas', 'retail', 'sales']\n",
      "Stemmed Tokens: ['walmart', 'reduc', 'sale', 'forecast', 'walmart', 'world', 'largest', 'retail', 'lower', 'novemb', 'growth', 'forecast', 'amid', 'concern', 'fuel', 'cost', 'may', 'slow', 'christma', 'retail', 'sale']\n",
      "Final Preprocessed Text: walmart reduc sale forecast walmart world largest retail lower novemb growth forecast amid concern fuel cost may slow christma retail sale\n",
      "\n",
      "Original Text: EchoStar Posts Profit, Adds Subscribers (Reuters) Reuters - EchoStar Communications Corp. \\on Tuesday said third-quarter profit rose on an aggressive\\campaign to add more new subscribers.\n",
      "Lowercased Text: echostar posts profit, adds subscribers (reuters) reuters - echostar communications corp. \\on tuesday said third-quarter profit rose on an aggressive\\campaign to add more new subscribers.\n",
      "Removed URLs: echostar posts profit, adds subscribers (reuters) reuters - echostar communications corp. \\on tuesday said third-quarter profit rose on an aggressive\\campaign to add more new subscribers.\n",
      "Removed HTML Tags: echostar posts profit, adds subscribers (reuters) reuters - echostar communications corp. \\on tuesday said third-quarter profit rose on an aggressive\\campaign to add more new subscribers.\n",
      "Removed Special Characters: echostar posts profit adds subscribers reuters reuters  echostar communications corp on tuesday said thirdquarter profit rose on an aggressivecampaign to add more new subscribers\n",
      "Tokens: ['echostar', 'posts', 'profit', 'adds', 'subscribers', 'reuters', 'reuters', 'echostar', 'communications', 'corp', 'on', 'tuesday', 'said', 'thirdquarter', 'profit', 'rose', 'on', 'an', 'aggressivecampaign', 'to', 'add', 'more', 'new', 'subscribers']\n",
      "Removed Stopwords: ['echostar', 'posts', 'profit', 'adds', 'subscribers', 'reuters', 'reuters', 'echostar', 'communications', 'corp', 'tuesday', 'said', 'thirdquarter', 'profit', 'rose', 'aggressivecampaign', 'add', 'new', 'subscribers']\n",
      "Stemmed Tokens: ['echostar', 'post', 'profit', 'add', 'subscrib', 'reuter', 'reuter', 'echostar', 'commun', 'corp', 'tuesday', 'said', 'thirdquart', 'profit', 'rose', 'aggressivecampaign', 'add', 'new', 'subscrib']\n",
      "Final Preprocessed Text: echostar post profit add subscrib reuter reuter echostar commun corp tuesday said thirdquart profit rose aggressivecampaign add new subscrib\n",
      "\n",
      "Original Text: Flu Shot Shortage Highlights U.S. Crisis  WASHINGTON (Reuters) - Concerned health officials began  investigating on Friday what went wrong at a British vaccine  plant where half the U.S. flu shots were made, and called on  more companies to get into the vaccine business.\n",
      "Lowercased Text: flu shot shortage highlights u.s. crisis  washington (reuters) - concerned health officials began  investigating on friday what went wrong at a british vaccine  plant where half the u.s. flu shots were made, and called on  more companies to get into the vaccine business.\n",
      "Removed URLs: flu shot shortage highlights u.s. crisis  washington (reuters) - concerned health officials began  investigating on friday what went wrong at a british vaccine  plant where half the u.s. flu shots were made, and called on  more companies to get into the vaccine business.\n",
      "Removed HTML Tags: flu shot shortage highlights u.s. crisis  washington (reuters) - concerned health officials began  investigating on friday what went wrong at a british vaccine  plant where half the u.s. flu shots were made, and called on  more companies to get into the vaccine business.\n",
      "Removed Special Characters: flu shot shortage highlights us crisis  washington reuters  concerned health officials began  investigating on friday what went wrong at a british vaccine  plant where half the us flu shots were made and called on  more companies to get into the vaccine business\n",
      "Tokens: ['flu', 'shot', 'shortage', 'highlights', 'us', 'crisis', 'washington', 'reuters', 'concerned', 'health', 'officials', 'began', 'investigating', 'on', 'friday', 'what', 'went', 'wrong', 'at', 'a', 'british', 'vaccine', 'plant', 'where', 'half', 'the', 'us', 'flu', 'shots', 'were', 'made', 'and', 'called', 'on', 'more', 'companies', 'to', 'get', 'into', 'the', 'vaccine', 'business']\n",
      "Removed Stopwords: ['flu', 'shot', 'shortage', 'highlights', 'us', 'crisis', 'washington', 'reuters', 'concerned', 'health', 'officials', 'began', 'investigating', 'friday', 'went', 'wrong', 'british', 'vaccine', 'plant', 'half', 'us', 'flu', 'shots', 'made', 'called', 'companies', 'get', 'vaccine', 'business']\n",
      "Stemmed Tokens: ['flu', 'shot', 'shortag', 'highlight', 'us', 'crisi', 'washington', 'reuter', 'concern', 'health', 'offici', 'began', 'investig', 'friday', 'went', 'wrong', 'british', 'vaccin', 'plant', 'half', 'us', 'flu', 'shot', 'made', 'call', 'compani', 'get', 'vaccin', 'busi']\n",
      "Final Preprocessed Text: flu shot shortag highlight us crisi washington reuter concern health offici began investig friday went wrong british vaccin plant half us flu shot made call compani get vaccin busi\n",
      "\n",
      "Original Text: Automakers sue California over emissions FRESNO, Calif. -- Automobile manufacturers sued on Tuesday to block the world #39;s toughest vehicle emissions standards, adopted by California regulators in September to cut greenhouse gases.\n",
      "Lowercased Text: automakers sue california over emissions fresno, calif. -- automobile manufacturers sued on tuesday to block the world #39;s toughest vehicle emissions standards, adopted by california regulators in september to cut greenhouse gases.\n",
      "Removed URLs: automakers sue california over emissions fresno, calif. -- automobile manufacturers sued on tuesday to block the world #39;s toughest vehicle emissions standards, adopted by california regulators in september to cut greenhouse gases.\n",
      "Removed HTML Tags: automakers sue california over emissions fresno, calif. -- automobile manufacturers sued on tuesday to block the world #39;s toughest vehicle emissions standards, adopted by california regulators in september to cut greenhouse gases.\n",
      "Removed Special Characters: automakers sue california over emissions fresno calif  automobile manufacturers sued on tuesday to block the world s toughest vehicle emissions standards adopted by california regulators in september to cut greenhouse gases\n",
      "Tokens: ['automakers', 'sue', 'california', 'over', 'emissions', 'fresno', 'calif', 'automobile', 'manufacturers', 'sued', 'on', 'tuesday', 'to', 'block', 'the', 'world', 's', 'toughest', 'vehicle', 'emissions', 'standards', 'adopted', 'by', 'california', 'regulators', 'in', 'september', 'to', 'cut', 'greenhouse', 'gases']\n",
      "Removed Stopwords: ['automakers', 'sue', 'california', 'emissions', 'fresno', 'calif', 'automobile', 'manufacturers', 'sued', 'tuesday', 'block', 'world', 'toughest', 'vehicle', 'emissions', 'standards', 'adopted', 'california', 'regulators', 'september', 'cut', 'greenhouse', 'gases']\n",
      "Stemmed Tokens: ['automak', 'sue', 'california', 'emiss', 'fresno', 'calif', 'automobil', 'manufactur', 'su', 'tuesday', 'block', 'world', 'toughest', 'vehicl', 'emiss', 'standard', 'adopt', 'california', 'regul', 'septemb', 'cut', 'greenhous', 'gase']\n",
      "Final Preprocessed Text: automak sue california emiss fresno calif automobil manufactur su tuesday block world toughest vehicl emiss standard adopt california regul septemb cut greenhous gase\n",
      "\n",
      "Original Text: Bank 'looks to block Glazer bid' The Financial Times claims Nomura, the Japanese bank, is involved in a plan to raise 200m to block a takeover of Man Utd by Malcolm Glazer.\n",
      "Lowercased Text: bank 'looks to block glazer bid' the financial times claims nomura, the japanese bank, is involved in a plan to raise 200m to block a takeover of man utd by malcolm glazer.\n",
      "Removed URLs: bank 'looks to block glazer bid' the financial times claims nomura, the japanese bank, is involved in a plan to raise 200m to block a takeover of man utd by malcolm glazer.\n",
      "Removed HTML Tags: bank 'looks to block glazer bid' the financial times claims nomura, the japanese bank, is involved in a plan to raise 200m to block a takeover of man utd by malcolm glazer.\n",
      "Removed Special Characters: bank looks to block glazer bid the financial times claims nomura the japanese bank is involved in a plan to raise m to block a takeover of man utd by malcolm glazer\n",
      "Tokens: ['bank', 'looks', 'to', 'block', 'glazer', 'bid', 'the', 'financial', 'times', 'claims', 'nomura', 'the', 'japanese', 'bank', 'is', 'involved', 'in', 'a', 'plan', 'to', 'raise', 'm', 'to', 'block', 'a', 'takeover', 'of', 'man', 'utd', 'by', 'malcolm', 'glazer']\n",
      "Removed Stopwords: ['bank', 'looks', 'block', 'glazer', 'bid', 'financial', 'times', 'claims', 'nomura', 'japanese', 'bank', 'involved', 'plan', 'raise', 'block', 'takeover', 'man', 'utd', 'malcolm', 'glazer']\n",
      "Stemmed Tokens: ['bank', 'look', 'block', 'glazer', 'bid', 'financi', 'time', 'claim', 'nomura', 'japanes', 'bank', 'involv', 'plan', 'rais', 'block', 'takeov', 'man', 'utd', 'malcolm', 'glazer']\n",
      "Final Preprocessed Text: bank look block glazer bid financi time claim nomura japanes bank involv plan rais block takeov man utd malcolm glazer\n",
      "\n",
      "Original Text: Time Warner, SEC near deal on AOL troubles The Securities and Exchange Commission and Time Warner Inc. are nearing agreement on a deal in which the media giant would pay about \\$750 million to settle wide-ranging allegations \n",
      "Lowercased Text: time warner, sec near deal on aol troubles the securities and exchange commission and time warner inc. are nearing agreement on a deal in which the media giant would pay about \\$750 million to settle wide-ranging allegations \n",
      "Removed URLs: time warner, sec near deal on aol troubles the securities and exchange commission and time warner inc. are nearing agreement on a deal in which the media giant would pay about \\$750 million to settle wide-ranging allegations \n",
      "Removed HTML Tags: time warner, sec near deal on aol troubles the securities and exchange commission and time warner inc. are nearing agreement on a deal in which the media giant would pay about \\$750 million to settle wide-ranging allegations \n",
      "Removed Special Characters: time warner sec near deal on aol troubles the securities and exchange commission and time warner inc are nearing agreement on a deal in which the media giant would pay about  million to settle wideranging allegations \n",
      "Tokens: ['time', 'warner', 'sec', 'near', 'deal', 'on', 'aol', 'troubles', 'the', 'securities', 'and', 'exchange', 'commission', 'and', 'time', 'warner', 'inc', 'are', 'nearing', 'agreement', 'on', 'a', 'deal', 'in', 'which', 'the', 'media', 'giant', 'would', 'pay', 'about', 'million', 'to', 'settle', 'wideranging', 'allegations']\n",
      "Removed Stopwords: ['time', 'warner', 'sec', 'near', 'deal', 'aol', 'troubles', 'securities', 'exchange', 'commission', 'time', 'warner', 'inc', 'nearing', 'agreement', 'deal', 'media', 'giant', 'would', 'pay', 'million', 'settle', 'wideranging', 'allegations']\n",
      "Stemmed Tokens: ['time', 'warner', 'sec', 'near', 'deal', 'aol', 'troubl', 'secur', 'exchang', 'commiss', 'time', 'warner', 'inc', 'near', 'agreement', 'deal', 'media', 'giant', 'would', 'pay', 'million', 'settl', 'widerang', 'alleg']\n",
      "Final Preprocessed Text: time warner sec near deal aol troubl secur exchang commiss time warner inc near agreement deal media giant would pay million settl widerang alleg\n",
      "\n",
      "Original Text: Update 1: Foreign Drug Stocks in Spotlight Foreign drug stocks were in the spotlight Thursday with Food and Drug Administration news pulling the sector down. AstraZeneca PLC took a drubbing on the eve of its FDA advisory panel meeting for its orally \n",
      "Lowercased Text: update 1: foreign drug stocks in spotlight foreign drug stocks were in the spotlight thursday with food and drug administration news pulling the sector down. astrazeneca plc took a drubbing on the eve of its fda advisory panel meeting for its orally \n",
      "Removed URLs: update 1: foreign drug stocks in spotlight foreign drug stocks were in the spotlight thursday with food and drug administration news pulling the sector down. astrazeneca plc took a drubbing on the eve of its fda advisory panel meeting for its orally \n",
      "Removed HTML Tags: update 1: foreign drug stocks in spotlight foreign drug stocks were in the spotlight thursday with food and drug administration news pulling the sector down. astrazeneca plc took a drubbing on the eve of its fda advisory panel meeting for its orally \n",
      "Removed Special Characters: update  foreign drug stocks in spotlight foreign drug stocks were in the spotlight thursday with food and drug administration news pulling the sector down astrazeneca plc took a drubbing on the eve of its fda advisory panel meeting for its orally \n",
      "Tokens: ['update', 'foreign', 'drug', 'stocks', 'in', 'spotlight', 'foreign', 'drug', 'stocks', 'were', 'in', 'the', 'spotlight', 'thursday', 'with', 'food', 'and', 'drug', 'administration', 'news', 'pulling', 'the', 'sector', 'down', 'astrazeneca', 'plc', 'took', 'a', 'drubbing', 'on', 'the', 'eve', 'of', 'its', 'fda', 'advisory', 'panel', 'meeting', 'for', 'its', 'orally']\n",
      "Removed Stopwords: ['update', 'foreign', 'drug', 'stocks', 'spotlight', 'foreign', 'drug', 'stocks', 'spotlight', 'thursday', 'food', 'drug', 'administration', 'news', 'pulling', 'sector', 'astrazeneca', 'plc', 'took', 'drubbing', 'eve', 'fda', 'advisory', 'panel', 'meeting', 'orally']\n",
      "Stemmed Tokens: ['updat', 'foreign', 'drug', 'stock', 'spotlight', 'foreign', 'drug', 'stock', 'spotlight', 'thursday', 'food', 'drug', 'administr', 'news', 'pull', 'sector', 'astrazeneca', 'plc', 'took', 'drub', 'eve', 'fda', 'advisori', 'panel', 'meet', 'oral']\n",
      "Final Preprocessed Text: updat foreign drug stock spotlight foreign drug stock spotlight thursday food drug administr news pull sector astrazeneca plc took drub eve fda advisori panel meet oral\n",
      "\n",
      "Original Text: Google puts desktop search privacy up front Google has announced a new desktop search application that enables users to search their e-mail, files, web history, and chats. Perhaps learning from previous mistakes, Google says it has designed the product  quot;from the ground up to respect user privacy.\n",
      "Lowercased Text: google puts desktop search privacy up front google has announced a new desktop search application that enables users to search their e-mail, files, web history, and chats. perhaps learning from previous mistakes, google says it has designed the product  quot;from the ground up to respect user privacy.\n",
      "Removed URLs: google puts desktop search privacy up front google has announced a new desktop search application that enables users to search their e-mail, files, web history, and chats. perhaps learning from previous mistakes, google says it has designed the product  quot;from the ground up to respect user privacy.\n",
      "Removed HTML Tags: google puts desktop search privacy up front google has announced a new desktop search application that enables users to search their e-mail, files, web history, and chats. perhaps learning from previous mistakes, google says it has designed the product  quot;from the ground up to respect user privacy.\n",
      "Removed Special Characters: google puts desktop search privacy up front google has announced a new desktop search application that enables users to search their email files web history and chats perhaps learning from previous mistakes google says it has designed the product  quotfrom the ground up to respect user privacy\n",
      "Tokens: ['google', 'puts', 'desktop', 'search', 'privacy', 'up', 'front', 'google', 'has', 'announced', 'a', 'new', 'desktop', 'search', 'application', 'that', 'enables', 'users', 'to', 'search', 'their', 'email', 'files', 'web', 'history', 'and', 'chats', 'perhaps', 'learning', 'from', 'previous', 'mistakes', 'google', 'says', 'it', 'has', 'designed', 'the', 'product', 'quotfrom', 'the', 'ground', 'up', 'to', 'respect', 'user', 'privacy']\n",
      "Removed Stopwords: ['google', 'puts', 'desktop', 'search', 'privacy', 'front', 'google', 'announced', 'new', 'desktop', 'search', 'application', 'enables', 'users', 'search', 'email', 'files', 'web', 'history', 'chats', 'perhaps', 'learning', 'previous', 'mistakes', 'google', 'says', 'designed', 'product', 'quotfrom', 'ground', 'respect', 'user', 'privacy']\n",
      "Stemmed Tokens: ['googl', 'put', 'desktop', 'search', 'privaci', 'front', 'googl', 'announc', 'new', 'desktop', 'search', 'applic', 'enabl', 'user', 'search', 'email', 'file', 'web', 'histori', 'chat', 'perhap', 'learn', 'previou', 'mistak', 'googl', 'say', 'design', 'product', 'quotfrom', 'ground', 'respect', 'user', 'privaci']\n",
      "Final Preprocessed Text: googl put desktop search privaci front googl announc new desktop search applic enabl user search email file web histori chat perhap learn previou mistak googl say design product quotfrom ground respect user privaci\n",
      "\n",
      "Original Text: Perry OKs money for APS as more accusations arise The state #39;s Adult Protective Services agency will get an emergency infusion of \\$10 million to correct the kinds of problems that have arisen in El Paso.\n",
      "Lowercased Text: perry oks money for aps as more accusations arise the state #39;s adult protective services agency will get an emergency infusion of \\$10 million to correct the kinds of problems that have arisen in el paso.\n",
      "Removed URLs: perry oks money for aps as more accusations arise the state #39;s adult protective services agency will get an emergency infusion of \\$10 million to correct the kinds of problems that have arisen in el paso.\n",
      "Removed HTML Tags: perry oks money for aps as more accusations arise the state #39;s adult protective services agency will get an emergency infusion of \\$10 million to correct the kinds of problems that have arisen in el paso.\n",
      "Removed Special Characters: perry oks money for aps as more accusations arise the state s adult protective services agency will get an emergency infusion of  million to correct the kinds of problems that have arisen in el paso\n",
      "Tokens: ['perry', 'oks', 'money', 'for', 'aps', 'as', 'more', 'accusations', 'arise', 'the', 'state', 's', 'adult', 'protective', 'services', 'agency', 'will', 'get', 'an', 'emergency', 'infusion', 'of', 'million', 'to', 'correct', 'the', 'kinds', 'of', 'problems', 'that', 'have', 'arisen', 'in', 'el', 'paso']\n",
      "Removed Stopwords: ['perry', 'oks', 'money', 'aps', 'accusations', 'arise', 'state', 'adult', 'protective', 'services', 'agency', 'get', 'emergency', 'infusion', 'million', 'correct', 'kinds', 'problems', 'arisen', 'el', 'paso']\n",
      "Stemmed Tokens: ['perri', 'ok', 'money', 'ap', 'accus', 'aris', 'state', 'adult', 'protect', 'servic', 'agenc', 'get', 'emerg', 'infus', 'million', 'correct', 'kind', 'problem', 'arisen', 'el', 'paso']\n",
      "Final Preprocessed Text: perri ok money ap accus aris state adult protect servic agenc get emerg infus million correct kind problem arisen el paso\n",
      "\n",
      "Original Text: Viacom, Disney pay \\$1.5M FCC fine Disney and Viacom agreed to a fine of \\$1.5 million from the Federal Communications Commission over claims their children #39;s cable television networks violated advertising restrictions, the FCC said Thursday.\n",
      "Lowercased Text: viacom, disney pay \\$1.5m fcc fine disney and viacom agreed to a fine of \\$1.5 million from the federal communications commission over claims their children #39;s cable television networks violated advertising restrictions, the fcc said thursday.\n",
      "Removed URLs: viacom, disney pay \\$1.5m fcc fine disney and viacom agreed to a fine of \\$1.5 million from the federal communications commission over claims their children #39;s cable television networks violated advertising restrictions, the fcc said thursday.\n",
      "Removed HTML Tags: viacom, disney pay \\$1.5m fcc fine disney and viacom agreed to a fine of \\$1.5 million from the federal communications commission over claims their children #39;s cable television networks violated advertising restrictions, the fcc said thursday.\n",
      "Removed Special Characters: viacom disney pay m fcc fine disney and viacom agreed to a fine of  million from the federal communications commission over claims their children s cable television networks violated advertising restrictions the fcc said thursday\n",
      "Tokens: ['viacom', 'disney', 'pay', 'm', 'fcc', 'fine', 'disney', 'and', 'viacom', 'agreed', 'to', 'a', 'fine', 'of', 'million', 'from', 'the', 'federal', 'communications', 'commission', 'over', 'claims', 'their', 'children', 's', 'cable', 'television', 'networks', 'violated', 'advertising', 'restrictions', 'the', 'fcc', 'said', 'thursday']\n",
      "Removed Stopwords: ['viacom', 'disney', 'pay', 'fcc', 'fine', 'disney', 'viacom', 'agreed', 'fine', 'million', 'federal', 'communications', 'commission', 'claims', 'children', 'cable', 'television', 'networks', 'violated', 'advertising', 'restrictions', 'fcc', 'said', 'thursday']\n",
      "Stemmed Tokens: ['viacom', 'disney', 'pay', 'fcc', 'fine', 'disney', 'viacom', 'agre', 'fine', 'million', 'feder', 'commun', 'commiss', 'claim', 'children', 'cabl', 'televis', 'network', 'violat', 'advertis', 'restrict', 'fcc', 'said', 'thursday']\n",
      "Final Preprocessed Text: viacom disney pay fcc fine disney viacom agre fine million feder commun commiss claim children cabl televis network violat advertis restrict fcc said thursday\n",
      "\n",
      "Original Text: Rising oil, falling stocks lift US Treasury prices US Treasury prices rose on Friday as a potent combination of record high oil prices and slumping stocks kept market participants jittery about the potential for slower growth.\n",
      "Lowercased Text: rising oil, falling stocks lift us treasury prices us treasury prices rose on friday as a potent combination of record high oil prices and slumping stocks kept market participants jittery about the potential for slower growth.\n",
      "Removed URLs: rising oil, falling stocks lift us treasury prices us treasury prices rose on friday as a potent combination of record high oil prices and slumping stocks kept market participants jittery about the potential for slower growth.\n",
      "Removed HTML Tags: rising oil, falling stocks lift us treasury prices us treasury prices rose on friday as a potent combination of record high oil prices and slumping stocks kept market participants jittery about the potential for slower growth.\n",
      "Removed Special Characters: rising oil falling stocks lift us treasury prices us treasury prices rose on friday as a potent combination of record high oil prices and slumping stocks kept market participants jittery about the potential for slower growth\n",
      "Tokens: ['rising', 'oil', 'falling', 'stocks', 'lift', 'us', 'treasury', 'prices', 'us', 'treasury', 'prices', 'rose', 'on', 'friday', 'as', 'a', 'potent', 'combination', 'of', 'record', 'high', 'oil', 'prices', 'and', 'slumping', 'stocks', 'kept', 'market', 'participants', 'jittery', 'about', 'the', 'potential', 'for', 'slower', 'growth']\n",
      "Removed Stopwords: ['rising', 'oil', 'falling', 'stocks', 'lift', 'us', 'treasury', 'prices', 'us', 'treasury', 'prices', 'rose', 'friday', 'potent', 'combination', 'record', 'high', 'oil', 'prices', 'slumping', 'stocks', 'kept', 'market', 'participants', 'jittery', 'potential', 'slower', 'growth']\n",
      "Stemmed Tokens: ['rise', 'oil', 'fall', 'stock', 'lift', 'us', 'treasuri', 'price', 'us', 'treasuri', 'price', 'rose', 'friday', 'potent', 'combin', 'record', 'high', 'oil', 'price', 'slump', 'stock', 'kept', 'market', 'particip', 'jitteri', 'potenti', 'slower', 'growth']\n",
      "Final Preprocessed Text: rise oil fall stock lift us treasuri price us treasuri price rose friday potent combin record high oil price slump stock kept market particip jitteri potenti slower growth\n",
      "\n",
      "Original Text: Icahn Takes The High River NEW YORK - Why has Carl Icahn set his sights on the relatively insignificant Mylan Laboratories, a generic drug company with just \\$1.5 billion in sales and a \\$4.3 billion market cap?\n",
      "Lowercased Text: icahn takes the high river new york - why has carl icahn set his sights on the relatively insignificant mylan laboratories, a generic drug company with just \\$1.5 billion in sales and a \\$4.3 billion market cap?\n",
      "Removed URLs: icahn takes the high river new york - why has carl icahn set his sights on the relatively insignificant mylan laboratories, a generic drug company with just \\$1.5 billion in sales and a \\$4.3 billion market cap?\n",
      "Removed HTML Tags: icahn takes the high river new york - why has carl icahn set his sights on the relatively insignificant mylan laboratories, a generic drug company with just \\$1.5 billion in sales and a \\$4.3 billion market cap?\n",
      "Removed Special Characters: icahn takes the high river new york  why has carl icahn set his sights on the relatively insignificant mylan laboratories a generic drug company with just  billion in sales and a  billion market cap\n",
      "Tokens: ['icahn', 'takes', 'the', 'high', 'river', 'new', 'york', 'why', 'has', 'carl', 'icahn', 'set', 'his', 'sights', 'on', 'the', 'relatively', 'insignificant', 'mylan', 'laboratories', 'a', 'generic', 'drug', 'company', 'with', 'just', 'billion', 'in', 'sales', 'and', 'a', 'billion', 'market', 'cap']\n",
      "Removed Stopwords: ['icahn', 'takes', 'high', 'river', 'new', 'york', 'carl', 'icahn', 'set', 'sights', 'relatively', 'insignificant', 'mylan', 'laboratories', 'generic', 'drug', 'company', 'billion', 'sales', 'billion', 'market', 'cap']\n",
      "Stemmed Tokens: ['icahn', 'take', 'high', 'river', 'new', 'york', 'carl', 'icahn', 'set', 'sight', 'rel', 'insignific', 'mylan', 'laboratori', 'gener', 'drug', 'compani', 'billion', 'sale', 'billion', 'market', 'cap']\n",
      "Final Preprocessed Text: icahn take high river new york carl icahn set sight rel insignific mylan laboratori gener drug compani billion sale billion market cap\n",
      "\n",
      "Original Text: On TV -- from the Internet  SAN MATEO, Calif. -- The promise of Internet-based video has long been hamstrung by copyright and piracy worries, slow dial-up connections, technical challenges, and consumer disdain for watching blotchy videos on their home computers.\n",
      "Lowercased Text: on tv -- from the internet  san mateo, calif. -- the promise of internet-based video has long been hamstrung by copyright and piracy worries, slow dial-up connections, technical challenges, and consumer disdain for watching blotchy videos on their home computers.\n",
      "Removed URLs: on tv -- from the internet  san mateo, calif. -- the promise of internet-based video has long been hamstrung by copyright and piracy worries, slow dial-up connections, technical challenges, and consumer disdain for watching blotchy videos on their home computers.\n",
      "Removed HTML Tags: on tv -- from the internet  san mateo, calif. -- the promise of internet-based video has long been hamstrung by copyright and piracy worries, slow dial-up connections, technical challenges, and consumer disdain for watching blotchy videos on their home computers.\n",
      "Removed Special Characters: on tv  from the internet  san mateo calif  the promise of internetbased video has long been hamstrung by copyright and piracy worries slow dialup connections technical challenges and consumer disdain for watching blotchy videos on their home computers\n",
      "Tokens: ['on', 'tv', 'from', 'the', 'internet', 'san', 'mateo', 'calif', 'the', 'promise', 'of', 'internetbased', 'video', 'has', 'long', 'been', 'hamstrung', 'by', 'copyright', 'and', 'piracy', 'worries', 'slow', 'dialup', 'connections', 'technical', 'challenges', 'and', 'consumer', 'disdain', 'for', 'watching', 'blotchy', 'videos', 'on', 'their', 'home', 'computers']\n",
      "Removed Stopwords: ['tv', 'internet', 'san', 'mateo', 'calif', 'promise', 'internetbased', 'video', 'long', 'hamstrung', 'copyright', 'piracy', 'worries', 'slow', 'dialup', 'connections', 'technical', 'challenges', 'consumer', 'disdain', 'watching', 'blotchy', 'videos', 'home', 'computers']\n",
      "Stemmed Tokens: ['tv', 'internet', 'san', 'mateo', 'calif', 'promis', 'internetbas', 'video', 'long', 'hamstrung', 'copyright', 'piraci', 'worri', 'slow', 'dialup', 'connect', 'technic', 'challeng', 'consum', 'disdain', 'watch', 'blotchi', 'video', 'home', 'comput']\n",
      "Final Preprocessed Text: tv internet san mateo calif promis internetbas video long hamstrung copyright piraci worri slow dialup connect technic challeng consum disdain watch blotchi video home comput\n",
      "\n",
      "Original Text: Hasbro's No Conehead Its Saturday Night Live version of \"Trivial Pursuit\" is good strategy for staying ahead of age compression.\n",
      "Lowercased Text: hasbro's no conehead its saturday night live version of \"trivial pursuit\" is good strategy for staying ahead of age compression.\n",
      "Removed URLs: hasbro's no conehead its saturday night live version of \"trivial pursuit\" is good strategy for staying ahead of age compression.\n",
      "Removed HTML Tags: hasbro's no conehead its saturday night live version of \"trivial pursuit\" is good strategy for staying ahead of age compression.\n",
      "Removed Special Characters: hasbros no conehead its saturday night live version of trivial pursuit is good strategy for staying ahead of age compression\n",
      "Tokens: ['hasbros', 'no', 'conehead', 'its', 'saturday', 'night', 'live', 'version', 'of', 'trivial', 'pursuit', 'is', 'good', 'strategy', 'for', 'staying', 'ahead', 'of', 'age', 'compression']\n",
      "Removed Stopwords: ['hasbros', 'conehead', 'saturday', 'night', 'live', 'version', 'trivial', 'pursuit', 'good', 'strategy', 'staying', 'ahead', 'age', 'compression']\n",
      "Stemmed Tokens: ['hasbro', 'conehead', 'saturday', 'night', 'live', 'version', 'trivial', 'pursuit', 'good', 'strategi', 'stay', 'ahead', 'age', 'compress']\n",
      "Final Preprocessed Text: hasbro conehead saturday night live version trivial pursuit good strategi stay ahead age compress\n",
      "\n",
      "Original Text: Euro exchange rate poses no threat to eurozone economy A top European Union (EU) economic official said on Monday that the current level of the euro against the US dollar posed no threat to the eurozone economic recovery.\n",
      "Lowercased Text: euro exchange rate poses no threat to eurozone economy a top european union (eu) economic official said on monday that the current level of the euro against the us dollar posed no threat to the eurozone economic recovery.\n",
      "Removed URLs: euro exchange rate poses no threat to eurozone economy a top european union (eu) economic official said on monday that the current level of the euro against the us dollar posed no threat to the eurozone economic recovery.\n",
      "Removed HTML Tags: euro exchange rate poses no threat to eurozone economy a top european union (eu) economic official said on monday that the current level of the euro against the us dollar posed no threat to the eurozone economic recovery.\n",
      "Removed Special Characters: euro exchange rate poses no threat to eurozone economy a top european union eu economic official said on monday that the current level of the euro against the us dollar posed no threat to the eurozone economic recovery\n",
      "Tokens: ['euro', 'exchange', 'rate', 'poses', 'no', 'threat', 'to', 'eurozone', 'economy', 'a', 'top', 'european', 'union', 'eu', 'economic', 'official', 'said', 'on', 'monday', 'that', 'the', 'current', 'level', 'of', 'the', 'euro', 'against', 'the', 'us', 'dollar', 'posed', 'no', 'threat', 'to', 'the', 'eurozone', 'economic', 'recovery']\n",
      "Removed Stopwords: ['euro', 'exchange', 'rate', 'poses', 'threat', 'eurozone', 'economy', 'top', 'european', 'union', 'eu', 'economic', 'official', 'said', 'monday', 'current', 'level', 'euro', 'us', 'dollar', 'posed', 'threat', 'eurozone', 'economic', 'recovery']\n",
      "Stemmed Tokens: ['euro', 'exchang', 'rate', 'pose', 'threat', 'eurozon', 'economi', 'top', 'european', 'union', 'eu', 'econom', 'offici', 'said', 'monday', 'current', 'level', 'euro', 'us', 'dollar', 'pose', 'threat', 'eurozon', 'econom', 'recoveri']\n",
      "Final Preprocessed Text: euro exchang rate pose threat eurozon economi top european union eu econom offici said monday current level euro us dollar pose threat eurozon econom recoveri\n",
      "\n",
      "Original Text: Northrop Grumman Gets \\$408 Million Pact Defense contractor Northrop Grumman Corp. on Monday said it received a 10-year, \\$408 million Army contract to provide simulated battle command training support to Army corps commanders - the latest award in \n",
      "Lowercased Text: northrop grumman gets \\$408 million pact defense contractor northrop grumman corp. on monday said it received a 10-year, \\$408 million army contract to provide simulated battle command training support to army corps commanders - the latest award in \n",
      "Removed URLs: northrop grumman gets \\$408 million pact defense contractor northrop grumman corp. on monday said it received a 10-year, \\$408 million army contract to provide simulated battle command training support to army corps commanders - the latest award in \n",
      "Removed HTML Tags: northrop grumman gets \\$408 million pact defense contractor northrop grumman corp. on monday said it received a 10-year, \\$408 million army contract to provide simulated battle command training support to army corps commanders - the latest award in \n",
      "Removed Special Characters: northrop grumman gets  million pact defense contractor northrop grumman corp on monday said it received a year  million army contract to provide simulated battle command training support to army corps commanders  the latest award in \n",
      "Tokens: ['northrop', 'grumman', 'gets', 'million', 'pact', 'defense', 'contractor', 'northrop', 'grumman', 'corp', 'on', 'monday', 'said', 'it', 'received', 'a', 'year', 'million', 'army', 'contract', 'to', 'provide', 'simulated', 'battle', 'command', 'training', 'support', 'to', 'army', 'corps', 'commanders', 'the', 'latest', 'award', 'in']\n",
      "Removed Stopwords: ['northrop', 'grumman', 'gets', 'million', 'pact', 'defense', 'contractor', 'northrop', 'grumman', 'corp', 'monday', 'said', 'received', 'year', 'million', 'army', 'contract', 'provide', 'simulated', 'battle', 'command', 'training', 'support', 'army', 'corps', 'commanders', 'latest', 'award']\n",
      "Stemmed Tokens: ['northrop', 'grumman', 'get', 'million', 'pact', 'defens', 'contractor', 'northrop', 'grumman', 'corp', 'monday', 'said', 'receiv', 'year', 'million', 'armi', 'contract', 'provid', 'simul', 'battl', 'command', 'train', 'support', 'armi', 'corp', 'command', 'latest', 'award']\n",
      "Final Preprocessed Text: northrop grumman get million pact defens contractor northrop grumman corp monday said receiv year million armi contract provid simul battl command train support armi corp command latest award\n",
      "\n",
      "Original Text: Shopping surges ahead of Christmas Retail sales have risen sharply in the run-up to the key Christmas season, adding to data which suggests the economy is gathering pace and interest rates may rise next year.\n",
      "Lowercased Text: shopping surges ahead of christmas retail sales have risen sharply in the run-up to the key christmas season, adding to data which suggests the economy is gathering pace and interest rates may rise next year.\n",
      "Removed URLs: shopping surges ahead of christmas retail sales have risen sharply in the run-up to the key christmas season, adding to data which suggests the economy is gathering pace and interest rates may rise next year.\n",
      "Removed HTML Tags: shopping surges ahead of christmas retail sales have risen sharply in the run-up to the key christmas season, adding to data which suggests the economy is gathering pace and interest rates may rise next year.\n",
      "Removed Special Characters: shopping surges ahead of christmas retail sales have risen sharply in the runup to the key christmas season adding to data which suggests the economy is gathering pace and interest rates may rise next year\n",
      "Tokens: ['shopping', 'surges', 'ahead', 'of', 'christmas', 'retail', 'sales', 'have', 'risen', 'sharply', 'in', 'the', 'runup', 'to', 'the', 'key', 'christmas', 'season', 'adding', 'to', 'data', 'which', 'suggests', 'the', 'economy', 'is', 'gathering', 'pace', 'and', 'interest', 'rates', 'may', 'rise', 'next', 'year']\n",
      "Removed Stopwords: ['shopping', 'surges', 'ahead', 'christmas', 'retail', 'sales', 'risen', 'sharply', 'runup', 'key', 'christmas', 'season', 'adding', 'data', 'suggests', 'economy', 'gathering', 'pace', 'interest', 'rates', 'may', 'rise', 'next', 'year']\n",
      "Stemmed Tokens: ['shop', 'surg', 'ahead', 'christma', 'retail', 'sale', 'risen', 'sharpli', 'runup', 'key', 'christma', 'season', 'ad', 'data', 'suggest', 'economi', 'gather', 'pace', 'interest', 'rate', 'may', 'rise', 'next', 'year']\n",
      "Final Preprocessed Text: shop surg ahead christma retail sale risen sharpli runup key christma season ad data suggest economi gather pace interest rate may rise next year\n",
      "\n",
      "Original Text: LSE says no to German exchange for a second time LONDON (CBS.MW) - Failed efforts to merge stock exchanges have littered the trading landscape in recent years, but the German stock exchange isn #39;t giving up on creating a pan-European and British market for trading stocks and derivatives.\n",
      "Lowercased Text: lse says no to german exchange for a second time london (cbs.mw) - failed efforts to merge stock exchanges have littered the trading landscape in recent years, but the german stock exchange isn #39;t giving up on creating a pan-european and british market for trading stocks and derivatives.\n",
      "Removed URLs: lse says no to german exchange for a second time london (cbs.mw) - failed efforts to merge stock exchanges have littered the trading landscape in recent years, but the german stock exchange isn #39;t giving up on creating a pan-european and british market for trading stocks and derivatives.\n",
      "Removed HTML Tags: lse says no to german exchange for a second time london (cbs.mw) - failed efforts to merge stock exchanges have littered the trading landscape in recent years, but the german stock exchange isn #39;t giving up on creating a pan-european and british market for trading stocks and derivatives.\n",
      "Removed Special Characters: lse says no to german exchange for a second time london cbsmw  failed efforts to merge stock exchanges have littered the trading landscape in recent years but the german stock exchange isn t giving up on creating a paneuropean and british market for trading stocks and derivatives\n",
      "Tokens: ['lse', 'says', 'no', 'to', 'german', 'exchange', 'for', 'a', 'second', 'time', 'london', 'cbsmw', 'failed', 'efforts', 'to', 'merge', 'stock', 'exchanges', 'have', 'littered', 'the', 'trading', 'landscape', 'in', 'recent', 'years', 'but', 'the', 'german', 'stock', 'exchange', 'isn', 't', 'giving', 'up', 'on', 'creating', 'a', 'paneuropean', 'and', 'british', 'market', 'for', 'trading', 'stocks', 'and', 'derivatives']\n",
      "Removed Stopwords: ['lse', 'says', 'german', 'exchange', 'second', 'time', 'london', 'cbsmw', 'failed', 'efforts', 'merge', 'stock', 'exchanges', 'littered', 'trading', 'landscape', 'recent', 'years', 'german', 'stock', 'exchange', 'giving', 'creating', 'paneuropean', 'british', 'market', 'trading', 'stocks', 'derivatives']\n",
      "Stemmed Tokens: ['lse', 'say', 'german', 'exchang', 'second', 'time', 'london', 'cbsmw', 'fail', 'effort', 'merg', 'stock', 'exchang', 'litter', 'trade', 'landscap', 'recent', 'year', 'german', 'stock', 'exchang', 'give', 'creat', 'paneuropean', 'british', 'market', 'trade', 'stock', 'deriv']\n",
      "Final Preprocessed Text: lse say german exchang second time london cbsmw fail effort merg stock exchang litter trade landscap recent year german stock exchang give creat paneuropean british market trade stock deriv\n",
      "\n",
      "Original Text: VoIP becomes new option Jackson is one of the first to take advantage of Time Warner Cable #39;s new venture into Voice over Internet Provider (VoIP) telephone service here and she says it works great.\n",
      "Lowercased Text: voip becomes new option jackson is one of the first to take advantage of time warner cable #39;s new venture into voice over internet provider (voip) telephone service here and she says it works great.\n",
      "Removed URLs: voip becomes new option jackson is one of the first to take advantage of time warner cable #39;s new venture into voice over internet provider (voip) telephone service here and she says it works great.\n",
      "Removed HTML Tags: voip becomes new option jackson is one of the first to take advantage of time warner cable #39;s new venture into voice over internet provider (voip) telephone service here and she says it works great.\n",
      "Removed Special Characters: voip becomes new option jackson is one of the first to take advantage of time warner cable s new venture into voice over internet provider voip telephone service here and she says it works great\n",
      "Tokens: ['voip', 'becomes', 'new', 'option', 'jackson', 'is', 'one', 'of', 'the', 'first', 'to', 'take', 'advantage', 'of', 'time', 'warner', 'cable', 's', 'new', 'venture', 'into', 'voice', 'over', 'internet', 'provider', 'voip', 'telephone', 'service', 'here', 'and', 'she', 'says', 'it', 'works', 'great']\n",
      "Removed Stopwords: ['voip', 'becomes', 'new', 'option', 'jackson', 'one', 'first', 'take', 'advantage', 'time', 'warner', 'cable', 'new', 'venture', 'voice', 'internet', 'provider', 'voip', 'telephone', 'service', 'says', 'works', 'great']\n",
      "Stemmed Tokens: ['voip', 'becom', 'new', 'option', 'jackson', 'one', 'first', 'take', 'advantag', 'time', 'warner', 'cabl', 'new', 'ventur', 'voic', 'internet', 'provid', 'voip', 'telephon', 'servic', 'say', 'work', 'great']\n",
      "Final Preprocessed Text: voip becom new option jackson one first take advantag time warner cabl new ventur voic internet provid voip telephon servic say work great\n",
      "\n",
      "Original Text: Stocks Lower as Oil Prices Steam Higher With the much-ballyhooed initial public offering of Google behind them and oil chugging to a new record high, investors took a step back today.\n",
      "Lowercased Text: stocks lower as oil prices steam higher with the much-ballyhooed initial public offering of google behind them and oil chugging to a new record high, investors took a step back today.\n",
      "Removed URLs: stocks lower as oil prices steam higher with the much-ballyhooed initial public offering of google behind them and oil chugging to a new record high, investors took a step back today.\n",
      "Removed HTML Tags: stocks lower as oil prices steam higher with the much-ballyhooed initial public offering of google behind them and oil chugging to a new record high, investors took a step back today.\n",
      "Removed Special Characters: stocks lower as oil prices steam higher with the muchballyhooed initial public offering of google behind them and oil chugging to a new record high investors took a step back today\n",
      "Tokens: ['stocks', 'lower', 'as', 'oil', 'prices', 'steam', 'higher', 'with', 'the', 'muchballyhooed', 'initial', 'public', 'offering', 'of', 'google', 'behind', 'them', 'and', 'oil', 'chugging', 'to', 'a', 'new', 'record', 'high', 'investors', 'took', 'a', 'step', 'back', 'today']\n",
      "Removed Stopwords: ['stocks', 'lower', 'oil', 'prices', 'steam', 'higher', 'muchballyhooed', 'initial', 'public', 'offering', 'google', 'behind', 'oil', 'chugging', 'new', 'record', 'high', 'investors', 'took', 'step', 'back', 'today']\n",
      "Stemmed Tokens: ['stock', 'lower', 'oil', 'price', 'steam', 'higher', 'muchballyhoo', 'initi', 'public', 'offer', 'googl', 'behind', 'oil', 'chug', 'new', 'record', 'high', 'investor', 'took', 'step', 'back', 'today']\n",
      "Final Preprocessed Text: stock lower oil price steam higher muchballyhoo initi public offer googl behind oil chug new record high investor took step back today\n",
      "\n",
      "Original Text: American Express sues credit card rivals American Express is suing Visa and MasterCard plus eight US banks, claiming anti-competitive tactics kept it out of the market. The litigation is the latest setback for Visa and MasterCard, which last month \n",
      "Lowercased Text: american express sues credit card rivals american express is suing visa and mastercard plus eight us banks, claiming anti-competitive tactics kept it out of the market. the litigation is the latest setback for visa and mastercard, which last month \n",
      "Removed URLs: american express sues credit card rivals american express is suing visa and mastercard plus eight us banks, claiming anti-competitive tactics kept it out of the market. the litigation is the latest setback for visa and mastercard, which last month \n",
      "Removed HTML Tags: american express sues credit card rivals american express is suing visa and mastercard plus eight us banks, claiming anti-competitive tactics kept it out of the market. the litigation is the latest setback for visa and mastercard, which last month \n",
      "Removed Special Characters: american express sues credit card rivals american express is suing visa and mastercard plus eight us banks claiming anticompetitive tactics kept it out of the market the litigation is the latest setback for visa and mastercard which last month \n",
      "Tokens: ['american', 'express', 'sues', 'credit', 'card', 'rivals', 'american', 'express', 'is', 'suing', 'visa', 'and', 'mastercard', 'plus', 'eight', 'us', 'banks', 'claiming', 'anticompetitive', 'tactics', 'kept', 'it', 'out', 'of', 'the', 'market', 'the', 'litigation', 'is', 'the', 'latest', 'setback', 'for', 'visa', 'and', 'mastercard', 'which', 'last', 'month']\n",
      "Removed Stopwords: ['american', 'express', 'sues', 'credit', 'card', 'rivals', 'american', 'express', 'suing', 'visa', 'mastercard', 'plus', 'eight', 'us', 'banks', 'claiming', 'anticompetitive', 'tactics', 'kept', 'market', 'litigation', 'latest', 'setback', 'visa', 'mastercard', 'last', 'month']\n",
      "Stemmed Tokens: ['american', 'express', 'sue', 'credit', 'card', 'rival', 'american', 'express', 'su', 'visa', 'mastercard', 'plu', 'eight', 'us', 'bank', 'claim', 'anticompetit', 'tactic', 'kept', 'market', 'litig', 'latest', 'setback', 'visa', 'mastercard', 'last', 'month']\n",
      "Final Preprocessed Text: american express sue credit card rival american express su visa mastercard plu eight us bank claim anticompetit tactic kept market litig latest setback visa mastercard last month\n",
      "\n",
      "Original Text: Specialty Retail Tales Not every specialty retailer is cut from the same mold -- some are just moldy.\n",
      "Lowercased Text: specialty retail tales not every specialty retailer is cut from the same mold -- some are just moldy.\n",
      "Removed URLs: specialty retail tales not every specialty retailer is cut from the same mold -- some are just moldy.\n",
      "Removed HTML Tags: specialty retail tales not every specialty retailer is cut from the same mold -- some are just moldy.\n",
      "Removed Special Characters: specialty retail tales not every specialty retailer is cut from the same mold  some are just moldy\n",
      "Tokens: ['specialty', 'retail', 'tales', 'not', 'every', 'specialty', 'retailer', 'is', 'cut', 'from', 'the', 'same', 'mold', 'some', 'are', 'just', 'moldy']\n",
      "Removed Stopwords: ['specialty', 'retail', 'tales', 'every', 'specialty', 'retailer', 'cut', 'mold', 'moldy']\n",
      "Stemmed Tokens: ['specialti', 'retail', 'tale', 'everi', 'specialti', 'retail', 'cut', 'mold', 'moldi']\n",
      "Final Preprocessed Text: specialti retail tale everi specialti retail cut mold moldi\n",
      "\n",
      "Original Text: Branson: Virgin Billionaire Eyes China Telecom Deal Can you hear him now: Virgin Group Chairman Richard Branson said in Hong Kong that his company has earmarked \\$300 million for a cell phone joint venture in China.\n",
      "Lowercased Text: branson: virgin billionaire eyes china telecom deal can you hear him now: virgin group chairman richard branson said in hong kong that his company has earmarked \\$300 million for a cell phone joint venture in china.\n",
      "Removed URLs: branson: virgin billionaire eyes china telecom deal can you hear him now: virgin group chairman richard branson said in hong kong that his company has earmarked \\$300 million for a cell phone joint venture in china.\n",
      "Removed HTML Tags: branson: virgin billionaire eyes china telecom deal can you hear him now: virgin group chairman richard branson said in hong kong that his company has earmarked \\$300 million for a cell phone joint venture in china.\n",
      "Removed Special Characters: branson virgin billionaire eyes china telecom deal can you hear him now virgin group chairman richard branson said in hong kong that his company has earmarked  million for a cell phone joint venture in china\n",
      "Tokens: ['branson', 'virgin', 'billionaire', 'eyes', 'china', 'telecom', 'deal', 'can', 'you', 'hear', 'him', 'now', 'virgin', 'group', 'chairman', 'richard', 'branson', 'said', 'in', 'hong', 'kong', 'that', 'his', 'company', 'has', 'earmarked', 'million', 'for', 'a', 'cell', 'phone', 'joint', 'venture', 'in', 'china']\n",
      "Removed Stopwords: ['branson', 'virgin', 'billionaire', 'eyes', 'china', 'telecom', 'deal', 'hear', 'virgin', 'group', 'chairman', 'richard', 'branson', 'said', 'hong', 'kong', 'company', 'earmarked', 'million', 'cell', 'phone', 'joint', 'venture', 'china']\n",
      "Stemmed Tokens: ['branson', 'virgin', 'billionair', 'eye', 'china', 'telecom', 'deal', 'hear', 'virgin', 'group', 'chairman', 'richard', 'branson', 'said', 'hong', 'kong', 'compani', 'earmark', 'million', 'cell', 'phone', 'joint', 'ventur', 'china']\n",
      "Final Preprocessed Text: branson virgin billionair eye china telecom deal hear virgin group chairman richard branson said hong kong compani earmark million cell phone joint ventur china\n",
      "\n",
      "Original Text: Alaskan pipeline has hurdles Energy companies planning a \\$20 billion gas pipeline to US consuming markets from Alaska welcomed new federal loan guarantees but cautioned Tuesday that other issues must be resolved before the huge project proceeds.\n",
      "Lowercased Text: alaskan pipeline has hurdles energy companies planning a \\$20 billion gas pipeline to us consuming markets from alaska welcomed new federal loan guarantees but cautioned tuesday that other issues must be resolved before the huge project proceeds.\n",
      "Removed URLs: alaskan pipeline has hurdles energy companies planning a \\$20 billion gas pipeline to us consuming markets from alaska welcomed new federal loan guarantees but cautioned tuesday that other issues must be resolved before the huge project proceeds.\n",
      "Removed HTML Tags: alaskan pipeline has hurdles energy companies planning a \\$20 billion gas pipeline to us consuming markets from alaska welcomed new federal loan guarantees but cautioned tuesday that other issues must be resolved before the huge project proceeds.\n",
      "Removed Special Characters: alaskan pipeline has hurdles energy companies planning a  billion gas pipeline to us consuming markets from alaska welcomed new federal loan guarantees but cautioned tuesday that other issues must be resolved before the huge project proceeds\n",
      "Tokens: ['alaskan', 'pipeline', 'has', 'hurdles', 'energy', 'companies', 'planning', 'a', 'billion', 'gas', 'pipeline', 'to', 'us', 'consuming', 'markets', 'from', 'alaska', 'welcomed', 'new', 'federal', 'loan', 'guarantees', 'but', 'cautioned', 'tuesday', 'that', 'other', 'issues', 'must', 'be', 'resolved', 'before', 'the', 'huge', 'project', 'proceeds']\n",
      "Removed Stopwords: ['alaskan', 'pipeline', 'hurdles', 'energy', 'companies', 'planning', 'billion', 'gas', 'pipeline', 'us', 'consuming', 'markets', 'alaska', 'welcomed', 'new', 'federal', 'loan', 'guarantees', 'cautioned', 'tuesday', 'issues', 'must', 'resolved', 'huge', 'project', 'proceeds']\n",
      "Stemmed Tokens: ['alaskan', 'pipelin', 'hurdl', 'energi', 'compani', 'plan', 'billion', 'ga', 'pipelin', 'us', 'consum', 'market', 'alaska', 'welcom', 'new', 'feder', 'loan', 'guarante', 'caution', 'tuesday', 'issu', 'must', 'resolv', 'huge', 'project', 'proce']\n",
      "Final Preprocessed Text: alaskan pipelin hurdl energi compani plan billion ga pipelin us consum market alaska welcom new feder loan guarante caution tuesday issu must resolv huge project proce\n",
      "\n",
      "Original Text: Pixar Delays Its Next Film  #39;Cars #39; to 2006 Pixar Animation Studios will delay the release of its next film,  quot;Cars, quot; until June 2006 as it switches from a holiday release schedule to releasing films during the summer when more children are at home.\n",
      "Lowercased Text: pixar delays its next film  #39;cars #39; to 2006 pixar animation studios will delay the release of its next film,  quot;cars, quot; until june 2006 as it switches from a holiday release schedule to releasing films during the summer when more children are at home.\n",
      "Removed URLs: pixar delays its next film  #39;cars #39; to 2006 pixar animation studios will delay the release of its next film,  quot;cars, quot; until june 2006 as it switches from a holiday release schedule to releasing films during the summer when more children are at home.\n",
      "Removed HTML Tags: pixar delays its next film  #39;cars #39; to 2006 pixar animation studios will delay the release of its next film,  quot;cars, quot; until june 2006 as it switches from a holiday release schedule to releasing films during the summer when more children are at home.\n",
      "Removed Special Characters: pixar delays its next film  cars  to  pixar animation studios will delay the release of its next film  quotcars quot until june  as it switches from a holiday release schedule to releasing films during the summer when more children are at home\n",
      "Tokens: ['pixar', 'delays', 'its', 'next', 'film', 'cars', 'to', 'pixar', 'animation', 'studios', 'will', 'delay', 'the', 'release', 'of', 'its', 'next', 'film', 'quotcars', 'quot', 'until', 'june', 'as', 'it', 'switches', 'from', 'a', 'holiday', 'release', 'schedule', 'to', 'releasing', 'films', 'during', 'the', 'summer', 'when', 'more', 'children', 'are', 'at', 'home']\n",
      "Removed Stopwords: ['pixar', 'delays', 'next', 'film', 'cars', 'pixar', 'animation', 'studios', 'delay', 'release', 'next', 'film', 'quotcars', 'quot', 'june', 'switches', 'holiday', 'release', 'schedule', 'releasing', 'films', 'summer', 'children', 'home']\n",
      "Stemmed Tokens: ['pixar', 'delay', 'next', 'film', 'car', 'pixar', 'anim', 'studio', 'delay', 'releas', 'next', 'film', 'quotcar', 'quot', 'june', 'switch', 'holiday', 'releas', 'schedul', 'releas', 'film', 'summer', 'children', 'home']\n",
      "Final Preprocessed Text: pixar delay next film car pixar anim studio delay releas next film quotcar quot june switch holiday releas schedul releas film summer children home\n",
      "\n",
      "Original Text: Accounting body delays rule on expensing options Bowing to corporate pressure, the group that sets standards for the US accounting industry yesterday postponed by six months its plan to force companies to expense employee stock options.\n",
      "Lowercased Text: accounting body delays rule on expensing options bowing to corporate pressure, the group that sets standards for the us accounting industry yesterday postponed by six months its plan to force companies to expense employee stock options.\n",
      "Removed URLs: accounting body delays rule on expensing options bowing to corporate pressure, the group that sets standards for the us accounting industry yesterday postponed by six months its plan to force companies to expense employee stock options.\n",
      "Removed HTML Tags: accounting body delays rule on expensing options bowing to corporate pressure, the group that sets standards for the us accounting industry yesterday postponed by six months its plan to force companies to expense employee stock options.\n",
      "Removed Special Characters: accounting body delays rule on expensing options bowing to corporate pressure the group that sets standards for the us accounting industry yesterday postponed by six months its plan to force companies to expense employee stock options\n",
      "Tokens: ['accounting', 'body', 'delays', 'rule', 'on', 'expensing', 'options', 'bowing', 'to', 'corporate', 'pressure', 'the', 'group', 'that', 'sets', 'standards', 'for', 'the', 'us', 'accounting', 'industry', 'yesterday', 'postponed', 'by', 'six', 'months', 'its', 'plan', 'to', 'force', 'companies', 'to', 'expense', 'employee', 'stock', 'options']\n",
      "Removed Stopwords: ['accounting', 'body', 'delays', 'rule', 'expensing', 'options', 'bowing', 'corporate', 'pressure', 'group', 'sets', 'standards', 'us', 'accounting', 'industry', 'yesterday', 'postponed', 'six', 'months', 'plan', 'force', 'companies', 'expense', 'employee', 'stock', 'options']\n",
      "Stemmed Tokens: ['account', 'bodi', 'delay', 'rule', 'expens', 'option', 'bow', 'corpor', 'pressur', 'group', 'set', 'standard', 'us', 'account', 'industri', 'yesterday', 'postpon', 'six', 'month', 'plan', 'forc', 'compani', 'expens', 'employe', 'stock', 'option']\n",
      "Final Preprocessed Text: account bodi delay rule expens option bow corpor pressur group set standard us account industri yesterday postpon six month plan forc compani expens employe stock option\n",
      "\n",
      "Original Text: For Now, Unwired Means Unlisted. That May Change. In October, most major cellphone carriers plan to start compiling a publicly accessible listing of wireless phone numbers.\n",
      "Lowercased Text: for now, unwired means unlisted. that may change. in october, most major cellphone carriers plan to start compiling a publicly accessible listing of wireless phone numbers.\n",
      "Removed URLs: for now, unwired means unlisted. that may change. in october, most major cellphone carriers plan to start compiling a publicly accessible listing of wireless phone numbers.\n",
      "Removed HTML Tags: for now, unwired means unlisted. that may change. in october, most major cellphone carriers plan to start compiling a publicly accessible listing of wireless phone numbers.\n",
      "Removed Special Characters: for now unwired means unlisted that may change in october most major cellphone carriers plan to start compiling a publicly accessible listing of wireless phone numbers\n",
      "Tokens: ['for', 'now', 'unwired', 'means', 'unlisted', 'that', 'may', 'change', 'in', 'october', 'most', 'major', 'cellphone', 'carriers', 'plan', 'to', 'start', 'compiling', 'a', 'publicly', 'accessible', 'listing', 'of', 'wireless', 'phone', 'numbers']\n",
      "Removed Stopwords: ['unwired', 'means', 'unlisted', 'may', 'change', 'october', 'major', 'cellphone', 'carriers', 'plan', 'start', 'compiling', 'publicly', 'accessible', 'listing', 'wireless', 'phone', 'numbers']\n",
      "Stemmed Tokens: ['unwir', 'mean', 'unlist', 'may', 'chang', 'octob', 'major', 'cellphon', 'carrier', 'plan', 'start', 'compil', 'publicli', 'access', 'list', 'wireless', 'phone', 'number']\n",
      "Final Preprocessed Text: unwir mean unlist may chang octob major cellphon carrier plan start compil publicli access list wireless phone number\n",
      "\n",
      "Original Text: Small changes, big profits Staples Inc. hosted a daylong event last week for analysts who follow the company's stock, laying out plans to keep growing in the immediate future and beyond. Everyone went home smiling.\n",
      "Lowercased Text: small changes, big profits staples inc. hosted a daylong event last week for analysts who follow the company's stock, laying out plans to keep growing in the immediate future and beyond. everyone went home smiling.\n",
      "Removed URLs: small changes, big profits staples inc. hosted a daylong event last week for analysts who follow the company's stock, laying out plans to keep growing in the immediate future and beyond. everyone went home smiling.\n",
      "Removed HTML Tags: small changes, big profits staples inc. hosted a daylong event last week for analysts who follow the company's stock, laying out plans to keep growing in the immediate future and beyond. everyone went home smiling.\n",
      "Removed Special Characters: small changes big profits staples inc hosted a daylong event last week for analysts who follow the companys stock laying out plans to keep growing in the immediate future and beyond everyone went home smiling\n",
      "Tokens: ['small', 'changes', 'big', 'profits', 'staples', 'inc', 'hosted', 'a', 'daylong', 'event', 'last', 'week', 'for', 'analysts', 'who', 'follow', 'the', 'companys', 'stock', 'laying', 'out', 'plans', 'to', 'keep', 'growing', 'in', 'the', 'immediate', 'future', 'and', 'beyond', 'everyone', 'went', 'home', 'smiling']\n",
      "Removed Stopwords: ['small', 'changes', 'big', 'profits', 'staples', 'inc', 'hosted', 'daylong', 'event', 'last', 'week', 'analysts', 'follow', 'companys', 'stock', 'laying', 'plans', 'keep', 'growing', 'immediate', 'future', 'beyond', 'everyone', 'went', 'home', 'smiling']\n",
      "Stemmed Tokens: ['small', 'chang', 'big', 'profit', 'stapl', 'inc', 'host', 'daylong', 'event', 'last', 'week', 'analyst', 'follow', 'compani', 'stock', 'lay', 'plan', 'keep', 'grow', 'immedi', 'futur', 'beyond', 'everyon', 'went', 'home', 'smile']\n",
      "Final Preprocessed Text: small chang big profit stapl inc host daylong event last week analyst follow compani stock lay plan keep grow immedi futur beyond everyon went home smile\n",
      "\n",
      "Original Text: Before the Bell - ESS Technology drops 4.4 pct Shares of ESS Technology (ESST.O: Quote, Profile, Research) , a maker of computer chips for DVD equipment, fell 4.4 percent in premarket trading on Monday after the company lowered its third-quarter revenue and earnings \n",
      "Lowercased Text: before the bell - ess technology drops 4.4 pct shares of ess technology (esst.o: quote, profile, research) , a maker of computer chips for dvd equipment, fell 4.4 percent in premarket trading on monday after the company lowered its third-quarter revenue and earnings \n",
      "Removed URLs: before the bell - ess technology drops 4.4 pct shares of ess technology (esst.o: quote, profile, research) , a maker of computer chips for dvd equipment, fell 4.4 percent in premarket trading on monday after the company lowered its third-quarter revenue and earnings \n",
      "Removed HTML Tags: before the bell - ess technology drops 4.4 pct shares of ess technology (esst.o: quote, profile, research) , a maker of computer chips for dvd equipment, fell 4.4 percent in premarket trading on monday after the company lowered its third-quarter revenue and earnings \n",
      "Removed Special Characters: before the bell  ess technology drops  pct shares of ess technology essto quote profile research  a maker of computer chips for dvd equipment fell  percent in premarket trading on monday after the company lowered its thirdquarter revenue and earnings \n",
      "Tokens: ['before', 'the', 'bell', 'ess', 'technology', 'drops', 'pct', 'shares', 'of', 'ess', 'technology', 'essto', 'quote', 'profile', 'research', 'a', 'maker', 'of', 'computer', 'chips', 'for', 'dvd', 'equipment', 'fell', 'percent', 'in', 'premarket', 'trading', 'on', 'monday', 'after', 'the', 'company', 'lowered', 'its', 'thirdquarter', 'revenue', 'and', 'earnings']\n",
      "Removed Stopwords: ['bell', 'ess', 'technology', 'drops', 'pct', 'shares', 'ess', 'technology', 'essto', 'quote', 'profile', 'research', 'maker', 'computer', 'chips', 'dvd', 'equipment', 'fell', 'percent', 'premarket', 'trading', 'monday', 'company', 'lowered', 'thirdquarter', 'revenue', 'earnings']\n",
      "Stemmed Tokens: ['bell', 'ess', 'technolog', 'drop', 'pct', 'share', 'ess', 'technolog', 'essto', 'quot', 'profil', 'research', 'maker', 'comput', 'chip', 'dvd', 'equip', 'fell', 'percent', 'premarket', 'trade', 'monday', 'compani', 'lower', 'thirdquart', 'revenu', 'earn']\n",
      "Final Preprocessed Text: bell ess technolog drop pct share ess technolog essto quot profil research maker comput chip dvd equip fell percent premarket trade monday compani lower thirdquart revenu earn\n",
      "\n",
      "Original Text: Courses to help teach you SAN FRANCISCO (CBS.MW) -- Shares of Sirius Satellite Radio declined as much as 22 percent Wednesday following two analyst downgrades.\n",
      "Lowercased Text: courses to help teach you san francisco (cbs.mw) -- shares of sirius satellite radio declined as much as 22 percent wednesday following two analyst downgrades.\n",
      "Removed URLs: courses to help teach you san francisco (cbs.mw) -- shares of sirius satellite radio declined as much as 22 percent wednesday following two analyst downgrades.\n",
      "Removed HTML Tags: courses to help teach you san francisco (cbs.mw) -- shares of sirius satellite radio declined as much as 22 percent wednesday following two analyst downgrades.\n",
      "Removed Special Characters: courses to help teach you san francisco cbsmw  shares of sirius satellite radio declined as much as  percent wednesday following two analyst downgrades\n",
      "Tokens: ['courses', 'to', 'help', 'teach', 'you', 'san', 'francisco', 'cbsmw', 'shares', 'of', 'sirius', 'satellite', 'radio', 'declined', 'as', 'much', 'as', 'percent', 'wednesday', 'following', 'two', 'analyst', 'downgrades']\n",
      "Removed Stopwords: ['courses', 'help', 'teach', 'san', 'francisco', 'cbsmw', 'shares', 'sirius', 'satellite', 'radio', 'declined', 'much', 'percent', 'wednesday', 'following', 'two', 'analyst', 'downgrades']\n",
      "Stemmed Tokens: ['cours', 'help', 'teach', 'san', 'francisco', 'cbsmw', 'share', 'siriu', 'satellit', 'radio', 'declin', 'much', 'percent', 'wednesday', 'follow', 'two', 'analyst', 'downgrad']\n",
      "Final Preprocessed Text: cours help teach san francisco cbsmw share siriu satellit radio declin much percent wednesday follow two analyst downgrad\n",
      "\n",
      "Original Text: Oil Sets New Record \\$47 on Iraq Threat  LONDON (Reuters) - Oil prices surged to a new high of \\$47 a  barrel on Wednesday after a new threat by rebel militia against  Iraqi oil facilities and as the United States said inflation  had stayed in check despite rising energy costs.\n",
      "Lowercased Text: oil sets new record \\$47 on iraq threat  london (reuters) - oil prices surged to a new high of \\$47 a  barrel on wednesday after a new threat by rebel militia against  iraqi oil facilities and as the united states said inflation  had stayed in check despite rising energy costs.\n",
      "Removed URLs: oil sets new record \\$47 on iraq threat  london (reuters) - oil prices surged to a new high of \\$47 a  barrel on wednesday after a new threat by rebel militia against  iraqi oil facilities and as the united states said inflation  had stayed in check despite rising energy costs.\n",
      "Removed HTML Tags: oil sets new record \\$47 on iraq threat  london (reuters) - oil prices surged to a new high of \\$47 a  barrel on wednesday after a new threat by rebel militia against  iraqi oil facilities and as the united states said inflation  had stayed in check despite rising energy costs.\n",
      "Removed Special Characters: oil sets new record  on iraq threat  london reuters  oil prices surged to a new high of  a  barrel on wednesday after a new threat by rebel militia against  iraqi oil facilities and as the united states said inflation  had stayed in check despite rising energy costs\n",
      "Tokens: ['oil', 'sets', 'new', 'record', 'on', 'iraq', 'threat', 'london', 'reuters', 'oil', 'prices', 'surged', 'to', 'a', 'new', 'high', 'of', 'a', 'barrel', 'on', 'wednesday', 'after', 'a', 'new', 'threat', 'by', 'rebel', 'militia', 'against', 'iraqi', 'oil', 'facilities', 'and', 'as', 'the', 'united', 'states', 'said', 'inflation', 'had', 'stayed', 'in', 'check', 'despite', 'rising', 'energy', 'costs']\n",
      "Removed Stopwords: ['oil', 'sets', 'new', 'record', 'iraq', 'threat', 'london', 'reuters', 'oil', 'prices', 'surged', 'new', 'high', 'barrel', 'wednesday', 'new', 'threat', 'rebel', 'militia', 'iraqi', 'oil', 'facilities', 'united', 'states', 'said', 'inflation', 'stayed', 'check', 'despite', 'rising', 'energy', 'costs']\n",
      "Stemmed Tokens: ['oil', 'set', 'new', 'record', 'iraq', 'threat', 'london', 'reuter', 'oil', 'price', 'surg', 'new', 'high', 'barrel', 'wednesday', 'new', 'threat', 'rebel', 'militia', 'iraqi', 'oil', 'facil', 'unit', 'state', 'said', 'inflat', 'stay', 'check', 'despit', 'rise', 'energi', 'cost']\n",
      "Final Preprocessed Text: oil set new record iraq threat london reuter oil price surg new high barrel wednesday new threat rebel militia iraqi oil facil unit state said inflat stay check despit rise energi cost\n",
      "\n",
      "Original Text: US August Inflation Mild, Job Claims Rise US consumer prices inched up just 0.1 percent last month as gasoline and car prices tumbled, the government said on Thursday in a report suggesting an inflation spike earlier this year was an aberration.\n",
      "Lowercased Text: us august inflation mild, job claims rise us consumer prices inched up just 0.1 percent last month as gasoline and car prices tumbled, the government said on thursday in a report suggesting an inflation spike earlier this year was an aberration.\n",
      "Removed URLs: us august inflation mild, job claims rise us consumer prices inched up just 0.1 percent last month as gasoline and car prices tumbled, the government said on thursday in a report suggesting an inflation spike earlier this year was an aberration.\n",
      "Removed HTML Tags: us august inflation mild, job claims rise us consumer prices inched up just 0.1 percent last month as gasoline and car prices tumbled, the government said on thursday in a report suggesting an inflation spike earlier this year was an aberration.\n",
      "Removed Special Characters: us august inflation mild job claims rise us consumer prices inched up just  percent last month as gasoline and car prices tumbled the government said on thursday in a report suggesting an inflation spike earlier this year was an aberration\n",
      "Tokens: ['us', 'august', 'inflation', 'mild', 'job', 'claims', 'rise', 'us', 'consumer', 'prices', 'inched', 'up', 'just', 'percent', 'last', 'month', 'as', 'gasoline', 'and', 'car', 'prices', 'tumbled', 'the', 'government', 'said', 'on', 'thursday', 'in', 'a', 'report', 'suggesting', 'an', 'inflation', 'spike', 'earlier', 'this', 'year', 'was', 'an', 'aberration']\n",
      "Removed Stopwords: ['us', 'august', 'inflation', 'mild', 'job', 'claims', 'rise', 'us', 'consumer', 'prices', 'inched', 'percent', 'last', 'month', 'gasoline', 'car', 'prices', 'tumbled', 'government', 'said', 'thursday', 'report', 'suggesting', 'inflation', 'spike', 'earlier', 'year', 'aberration']\n",
      "Stemmed Tokens: ['us', 'august', 'inflat', 'mild', 'job', 'claim', 'rise', 'us', 'consum', 'price', 'inch', 'percent', 'last', 'month', 'gasolin', 'car', 'price', 'tumbl', 'govern', 'said', 'thursday', 'report', 'suggest', 'inflat', 'spike', 'earlier', 'year', 'aberr']\n",
      "Final Preprocessed Text: us august inflat mild job claim rise us consum price inch percent last month gasolin car price tumbl govern said thursday report suggest inflat spike earlier year aberr\n",
      "\n",
      "Original Text: BT Group set to buy US Infonet for \\$1bn LONDON: Britains BT Group is hoping to make a dramatic return to the US with a \\$1bn acquisition of Californian telecoms group Infonet Services, the Sunday Times reported.\n",
      "Lowercased Text: bt group set to buy us infonet for \\$1bn london: britains bt group is hoping to make a dramatic return to the us with a \\$1bn acquisition of californian telecoms group infonet services, the sunday times reported.\n",
      "Removed URLs: bt group set to buy us infonet for \\$1bn london: britains bt group is hoping to make a dramatic return to the us with a \\$1bn acquisition of californian telecoms group infonet services, the sunday times reported.\n",
      "Removed HTML Tags: bt group set to buy us infonet for \\$1bn london: britains bt group is hoping to make a dramatic return to the us with a \\$1bn acquisition of californian telecoms group infonet services, the sunday times reported.\n",
      "Removed Special Characters: bt group set to buy us infonet for bn london britains bt group is hoping to make a dramatic return to the us with a bn acquisition of californian telecoms group infonet services the sunday times reported\n",
      "Tokens: ['bt', 'group', 'set', 'to', 'buy', 'us', 'infonet', 'for', 'bn', 'london', 'britains', 'bt', 'group', 'is', 'hoping', 'to', 'make', 'a', 'dramatic', 'return', 'to', 'the', 'us', 'with', 'a', 'bn', 'acquisition', 'of', 'californian', 'telecoms', 'group', 'infonet', 'services', 'the', 'sunday', 'times', 'reported']\n",
      "Removed Stopwords: ['bt', 'group', 'set', 'buy', 'us', 'infonet', 'bn', 'london', 'britains', 'bt', 'group', 'hoping', 'make', 'dramatic', 'return', 'us', 'bn', 'acquisition', 'californian', 'telecoms', 'group', 'infonet', 'services', 'sunday', 'times', 'reported']\n",
      "Stemmed Tokens: ['bt', 'group', 'set', 'buy', 'us', 'infonet', 'bn', 'london', 'britain', 'bt', 'group', 'hope', 'make', 'dramat', 'return', 'us', 'bn', 'acquisit', 'californian', 'telecom', 'group', 'infonet', 'servic', 'sunday', 'time', 'report']\n",
      "Final Preprocessed Text: bt group set buy us infonet bn london britain bt group hope make dramat return us bn acquisit californian telecom group infonet servic sunday time report\n",
      "\n",
      "Original Text: Florida weather may help Israeli citrus industry As sunshine state licks its wounds from Hurricane Frances, Gan Shmuel could reap the benefits. The most important news for Florida #39;s 2.8 million residents this week has not been from the Republican \n",
      "Lowercased Text: florida weather may help israeli citrus industry as sunshine state licks its wounds from hurricane frances, gan shmuel could reap the benefits. the most important news for florida #39;s 2.8 million residents this week has not been from the republican \n",
      "Removed URLs: florida weather may help israeli citrus industry as sunshine state licks its wounds from hurricane frances, gan shmuel could reap the benefits. the most important news for florida #39;s 2.8 million residents this week has not been from the republican \n",
      "Removed HTML Tags: florida weather may help israeli citrus industry as sunshine state licks its wounds from hurricane frances, gan shmuel could reap the benefits. the most important news for florida #39;s 2.8 million residents this week has not been from the republican \n",
      "Removed Special Characters: florida weather may help israeli citrus industry as sunshine state licks its wounds from hurricane frances gan shmuel could reap the benefits the most important news for florida s  million residents this week has not been from the republican \n",
      "Tokens: ['florida', 'weather', 'may', 'help', 'israeli', 'citrus', 'industry', 'as', 'sunshine', 'state', 'licks', 'its', 'wounds', 'from', 'hurricane', 'frances', 'gan', 'shmuel', 'could', 'reap', 'the', 'benefits', 'the', 'most', 'important', 'news', 'for', 'florida', 's', 'million', 'residents', 'this', 'week', 'has', 'not', 'been', 'from', 'the', 'republican']\n",
      "Removed Stopwords: ['florida', 'weather', 'may', 'help', 'israeli', 'citrus', 'industry', 'sunshine', 'state', 'licks', 'wounds', 'hurricane', 'frances', 'gan', 'shmuel', 'could', 'reap', 'benefits', 'important', 'news', 'florida', 'million', 'residents', 'week', 'republican']\n",
      "Stemmed Tokens: ['florida', 'weather', 'may', 'help', 'isra', 'citru', 'industri', 'sunshin', 'state', 'lick', 'wound', 'hurrican', 'franc', 'gan', 'shmuel', 'could', 'reap', 'benefit', 'import', 'news', 'florida', 'million', 'resid', 'week', 'republican']\n",
      "Final Preprocessed Text: florida weather may help isra citru industri sunshin state lick wound hurrican franc gan shmuel could reap benefit import news florida million resid week republican\n",
      "\n",
      "Original Text: Dollar Plunges on Greenspan Comments  NEW YORK (Reuters) - The dollar sank across the board,  dropping to multiyear lows against the yen and the euro on  Friday, after Federal Reserve Chairman Alan Greenspan said  demand for U.S. assets could ease at some point given the size  of the current account deficit.\n",
      "Lowercased Text: dollar plunges on greenspan comments  new york (reuters) - the dollar sank across the board,  dropping to multiyear lows against the yen and the euro on  friday, after federal reserve chairman alan greenspan said  demand for u.s. assets could ease at some point given the size  of the current account deficit.\n",
      "Removed URLs: dollar plunges on greenspan comments  new york (reuters) - the dollar sank across the board,  dropping to multiyear lows against the yen and the euro on  friday, after federal reserve chairman alan greenspan said  demand for u.s. assets could ease at some point given the size  of the current account deficit.\n",
      "Removed HTML Tags: dollar plunges on greenspan comments  new york (reuters) - the dollar sank across the board,  dropping to multiyear lows against the yen and the euro on  friday, after federal reserve chairman alan greenspan said  demand for u.s. assets could ease at some point given the size  of the current account deficit.\n",
      "Removed Special Characters: dollar plunges on greenspan comments  new york reuters  the dollar sank across the board  dropping to multiyear lows against the yen and the euro on  friday after federal reserve chairman alan greenspan said  demand for us assets could ease at some point given the size  of the current account deficit\n",
      "Tokens: ['dollar', 'plunges', 'on', 'greenspan', 'comments', 'new', 'york', 'reuters', 'the', 'dollar', 'sank', 'across', 'the', 'board', 'dropping', 'to', 'multiyear', 'lows', 'against', 'the', 'yen', 'and', 'the', 'euro', 'on', 'friday', 'after', 'federal', 'reserve', 'chairman', 'alan', 'greenspan', 'said', 'demand', 'for', 'us', 'assets', 'could', 'ease', 'at', 'some', 'point', 'given', 'the', 'size', 'of', 'the', 'current', 'account', 'deficit']\n",
      "Removed Stopwords: ['dollar', 'plunges', 'greenspan', 'comments', 'new', 'york', 'reuters', 'dollar', 'sank', 'across', 'board', 'dropping', 'multiyear', 'lows', 'yen', 'euro', 'friday', 'federal', 'reserve', 'chairman', 'alan', 'greenspan', 'said', 'demand', 'us', 'assets', 'could', 'ease', 'point', 'given', 'size', 'current', 'account', 'deficit']\n",
      "Stemmed Tokens: ['dollar', 'plung', 'greenspan', 'comment', 'new', 'york', 'reuter', 'dollar', 'sank', 'across', 'board', 'drop', 'multiyear', 'low', 'yen', 'euro', 'friday', 'feder', 'reserv', 'chairman', 'alan', 'greenspan', 'said', 'demand', 'us', 'asset', 'could', 'eas', 'point', 'given', 'size', 'current', 'account', 'deficit']\n",
      "Final Preprocessed Text: dollar plung greenspan comment new york reuter dollar sank across board drop multiyear low yen euro friday feder reserv chairman alan greenspan said demand us asset could eas point given size current account deficit\n",
      "\n",
      "Original Text: Corus makes first profit as UK steel plants return to the black Corus, the Anglo-Dutch steel maker, celebrated its first ever profit yesterday and said its UK plants had contributed to the turnaround.\n",
      "Lowercased Text: corus makes first profit as uk steel plants return to the black corus, the anglo-dutch steel maker, celebrated its first ever profit yesterday and said its uk plants had contributed to the turnaround.\n",
      "Removed URLs: corus makes first profit as uk steel plants return to the black corus, the anglo-dutch steel maker, celebrated its first ever profit yesterday and said its uk plants had contributed to the turnaround.\n",
      "Removed HTML Tags: corus makes first profit as uk steel plants return to the black corus, the anglo-dutch steel maker, celebrated its first ever profit yesterday and said its uk plants had contributed to the turnaround.\n",
      "Removed Special Characters: corus makes first profit as uk steel plants return to the black corus the anglodutch steel maker celebrated its first ever profit yesterday and said its uk plants had contributed to the turnaround\n",
      "Tokens: ['corus', 'makes', 'first', 'profit', 'as', 'uk', 'steel', 'plants', 'return', 'to', 'the', 'black', 'corus', 'the', 'anglodutch', 'steel', 'maker', 'celebrated', 'its', 'first', 'ever', 'profit', 'yesterday', 'and', 'said', 'its', 'uk', 'plants', 'had', 'contributed', 'to', 'the', 'turnaround']\n",
      "Removed Stopwords: ['corus', 'makes', 'first', 'profit', 'uk', 'steel', 'plants', 'return', 'black', 'corus', 'anglodutch', 'steel', 'maker', 'celebrated', 'first', 'ever', 'profit', 'yesterday', 'said', 'uk', 'plants', 'contributed', 'turnaround']\n",
      "Stemmed Tokens: ['coru', 'make', 'first', 'profit', 'uk', 'steel', 'plant', 'return', 'black', 'coru', 'anglodutch', 'steel', 'maker', 'celebr', 'first', 'ever', 'profit', 'yesterday', 'said', 'uk', 'plant', 'contribut', 'turnaround']\n",
      "Final Preprocessed Text: coru make first profit uk steel plant return black coru anglodutch steel maker celebr first ever profit yesterday said uk plant contribut turnaround\n",
      "\n",
      "Original Text: US rules on share options finalised The US on Thursday finalised a new accounting standard that will force companies to subtract the cost of share options from their earnings, a move bitterly opposed by Silicon \n",
      "Lowercased Text: us rules on share options finalised the us on thursday finalised a new accounting standard that will force companies to subtract the cost of share options from their earnings, a move bitterly opposed by silicon \n",
      "Removed URLs: us rules on share options finalised the us on thursday finalised a new accounting standard that will force companies to subtract the cost of share options from their earnings, a move bitterly opposed by silicon \n",
      "Removed HTML Tags: us rules on share options finalised the us on thursday finalised a new accounting standard that will force companies to subtract the cost of share options from their earnings, a move bitterly opposed by silicon \n",
      "Removed Special Characters: us rules on share options finalised the us on thursday finalised a new accounting standard that will force companies to subtract the cost of share options from their earnings a move bitterly opposed by silicon \n",
      "Tokens: ['us', 'rules', 'on', 'share', 'options', 'finalised', 'the', 'us', 'on', 'thursday', 'finalised', 'a', 'new', 'accounting', 'standard', 'that', 'will', 'force', 'companies', 'to', 'subtract', 'the', 'cost', 'of', 'share', 'options', 'from', 'their', 'earnings', 'a', 'move', 'bitterly', 'opposed', 'by', 'silicon']\n",
      "Removed Stopwords: ['us', 'rules', 'share', 'options', 'finalised', 'us', 'thursday', 'finalised', 'new', 'accounting', 'standard', 'force', 'companies', 'subtract', 'cost', 'share', 'options', 'earnings', 'move', 'bitterly', 'opposed', 'silicon']\n",
      "Stemmed Tokens: ['us', 'rule', 'share', 'option', 'finalis', 'us', 'thursday', 'finalis', 'new', 'account', 'standard', 'forc', 'compani', 'subtract', 'cost', 'share', 'option', 'earn', 'move', 'bitterli', 'oppos', 'silicon']\n",
      "Final Preprocessed Text: us rule share option finalis us thursday finalis new account standard forc compani subtract cost share option earn move bitterli oppos silicon\n",
      "\n",
      "Original Text: Google targets software giant  SEATTLE -- Not too long ago, Google Inc. seemed little more than a pesky insect to Microsoft Corp.'s 800-pound gorilla.\n",
      "Lowercased Text: google targets software giant  seattle -- not too long ago, google inc. seemed little more than a pesky insect to microsoft corp.'s 800-pound gorilla.\n",
      "Removed URLs: google targets software giant  seattle -- not too long ago, google inc. seemed little more than a pesky insect to microsoft corp.'s 800-pound gorilla.\n",
      "Removed HTML Tags: google targets software giant  seattle -- not too long ago, google inc. seemed little more than a pesky insect to microsoft corp.'s 800-pound gorilla.\n",
      "Removed Special Characters: google targets software giant  seattle  not too long ago google inc seemed little more than a pesky insect to microsoft corps pound gorilla\n",
      "Tokens: ['google', 'targets', 'software', 'giant', 'seattle', 'not', 'too', 'long', 'ago', 'google', 'inc', 'seemed', 'little', 'more', 'than', 'a', 'pesky', 'insect', 'to', 'microsoft', 'corps', 'pound', 'gorilla']\n",
      "Removed Stopwords: ['google', 'targets', 'software', 'giant', 'seattle', 'long', 'ago', 'google', 'inc', 'seemed', 'little', 'pesky', 'insect', 'microsoft', 'corps', 'pound', 'gorilla']\n",
      "Stemmed Tokens: ['googl', 'target', 'softwar', 'giant', 'seattl', 'long', 'ago', 'googl', 'inc', 'seem', 'littl', 'peski', 'insect', 'microsoft', 'corp', 'pound', 'gorilla']\n",
      "Final Preprocessed Text: googl target softwar giant seattl long ago googl inc seem littl peski insect microsoft corp pound gorilla\n",
      "\n",
      "Original Text: Selling Houston Warts and All, Especially Warts Descriptions of urban afflictions and images of giant mosquitoes and cockroaches to convey a sense of how Houston is nevertheless beloved by many residents.\n",
      "Lowercased Text: selling houston warts and all, especially warts descriptions of urban afflictions and images of giant mosquitoes and cockroaches to convey a sense of how houston is nevertheless beloved by many residents.\n",
      "Removed URLs: selling houston warts and all, especially warts descriptions of urban afflictions and images of giant mosquitoes and cockroaches to convey a sense of how houston is nevertheless beloved by many residents.\n",
      "Removed HTML Tags: selling houston warts and all, especially warts descriptions of urban afflictions and images of giant mosquitoes and cockroaches to convey a sense of how houston is nevertheless beloved by many residents.\n",
      "Removed Special Characters: selling houston warts and all especially warts descriptions of urban afflictions and images of giant mosquitoes and cockroaches to convey a sense of how houston is nevertheless beloved by many residents\n",
      "Tokens: ['selling', 'houston', 'warts', 'and', 'all', 'especially', 'warts', 'descriptions', 'of', 'urban', 'afflictions', 'and', 'images', 'of', 'giant', 'mosquitoes', 'and', 'cockroaches', 'to', 'convey', 'a', 'sense', 'of', 'how', 'houston', 'is', 'nevertheless', 'beloved', 'by', 'many', 'residents']\n",
      "Removed Stopwords: ['selling', 'houston', 'warts', 'especially', 'warts', 'descriptions', 'urban', 'afflictions', 'images', 'giant', 'mosquitoes', 'cockroaches', 'convey', 'sense', 'houston', 'nevertheless', 'beloved', 'many', 'residents']\n",
      "Stemmed Tokens: ['sell', 'houston', 'wart', 'especi', 'wart', 'descript', 'urban', 'afflict', 'imag', 'giant', 'mosquito', 'cockroach', 'convey', 'sens', 'houston', 'nevertheless', 'belov', 'mani', 'resid']\n",
      "Final Preprocessed Text: sell houston wart especi wart descript urban afflict imag giant mosquito cockroach convey sens houston nevertheless belov mani resid\n",
      "\n",
      "Original Text: Unskilled jobs to go There will be no jobs for unskilled workers in Britain within 10 years, the leading employers #39; organisation claims today. The prediction is based on the growth in \n",
      "Lowercased Text: unskilled jobs to go there will be no jobs for unskilled workers in britain within 10 years, the leading employers #39; organisation claims today. the prediction is based on the growth in \n",
      "Removed URLs: unskilled jobs to go there will be no jobs for unskilled workers in britain within 10 years, the leading employers #39; organisation claims today. the prediction is based on the growth in \n",
      "Removed HTML Tags: unskilled jobs to go there will be no jobs for unskilled workers in britain within 10 years, the leading employers #39; organisation claims today. the prediction is based on the growth in \n",
      "Removed Special Characters: unskilled jobs to go there will be no jobs for unskilled workers in britain within  years the leading employers  organisation claims today the prediction is based on the growth in \n",
      "Tokens: ['unskilled', 'jobs', 'to', 'go', 'there', 'will', 'be', 'no', 'jobs', 'for', 'unskilled', 'workers', 'in', 'britain', 'within', 'years', 'the', 'leading', 'employers', 'organisation', 'claims', 'today', 'the', 'prediction', 'is', 'based', 'on', 'the', 'growth', 'in']\n",
      "Removed Stopwords: ['unskilled', 'jobs', 'go', 'jobs', 'unskilled', 'workers', 'britain', 'within', 'years', 'leading', 'employers', 'organisation', 'claims', 'today', 'prediction', 'based', 'growth']\n",
      "Stemmed Tokens: ['unskil', 'job', 'go', 'job', 'unskil', 'worker', 'britain', 'within', 'year', 'lead', 'employ', 'organis', 'claim', 'today', 'predict', 'base', 'growth']\n",
      "Final Preprocessed Text: unskil job go job unskil worker britain within year lead employ organis claim today predict base growth\n",
      "\n",
      "Original Text: Martha Stewart Living posts bigger loss Martha Stewart Living Omnimedia Inc., still reeling from the personal legal woes of its imprisoned founder, former chairwoman and CEO, posted a wider loss in the third quarter \n",
      "Lowercased Text: martha stewart living posts bigger loss martha stewart living omnimedia inc., still reeling from the personal legal woes of its imprisoned founder, former chairwoman and ceo, posted a wider loss in the third quarter \n",
      "Removed URLs: martha stewart living posts bigger loss martha stewart living omnimedia inc., still reeling from the personal legal woes of its imprisoned founder, former chairwoman and ceo, posted a wider loss in the third quarter \n",
      "Removed HTML Tags: martha stewart living posts bigger loss martha stewart living omnimedia inc., still reeling from the personal legal woes of its imprisoned founder, former chairwoman and ceo, posted a wider loss in the third quarter \n",
      "Removed Special Characters: martha stewart living posts bigger loss martha stewart living omnimedia inc still reeling from the personal legal woes of its imprisoned founder former chairwoman and ceo posted a wider loss in the third quarter \n",
      "Tokens: ['martha', 'stewart', 'living', 'posts', 'bigger', 'loss', 'martha', 'stewart', 'living', 'omnimedia', 'inc', 'still', 'reeling', 'from', 'the', 'personal', 'legal', 'woes', 'of', 'its', 'imprisoned', 'founder', 'former', 'chairwoman', 'and', 'ceo', 'posted', 'a', 'wider', 'loss', 'in', 'the', 'third', 'quarter']\n",
      "Removed Stopwords: ['martha', 'stewart', 'living', 'posts', 'bigger', 'loss', 'martha', 'stewart', 'living', 'omnimedia', 'inc', 'still', 'reeling', 'personal', 'legal', 'woes', 'imprisoned', 'founder', 'former', 'chairwoman', 'ceo', 'posted', 'wider', 'loss', 'third', 'quarter']\n",
      "Stemmed Tokens: ['martha', 'stewart', 'live', 'post', 'bigger', 'loss', 'martha', 'stewart', 'live', 'omnimedia', 'inc', 'still', 'reel', 'person', 'legal', 'woe', 'imprison', 'founder', 'former', 'chairwoman', 'ceo', 'post', 'wider', 'loss', 'third', 'quarter']\n",
      "Final Preprocessed Text: martha stewart live post bigger loss martha stewart live omnimedia inc still reel person legal woe imprison founder former chairwoman ceo post wider loss third quarter\n",
      "\n",
      "Original Text: Philip Morris, plaintiffs fighting again SPRINGFIELD, Ill. Philip Morris and lawyers who won a ten-(B)billion-dollar judgment against the company are fighting again. The cigarette maker on Monday asked the Illinois Supreme Court to disqualify a Chicago \n",
      "Lowercased Text: philip morris, plaintiffs fighting again springfield, ill. philip morris and lawyers who won a ten-(b)billion-dollar judgment against the company are fighting again. the cigarette maker on monday asked the illinois supreme court to disqualify a chicago \n",
      "Removed URLs: philip morris, plaintiffs fighting again springfield, ill. philip morris and lawyers who won a ten-(b)billion-dollar judgment against the company are fighting again. the cigarette maker on monday asked the illinois supreme court to disqualify a chicago \n",
      "Removed HTML Tags: philip morris, plaintiffs fighting again springfield, ill. philip morris and lawyers who won a ten-(b)billion-dollar judgment against the company are fighting again. the cigarette maker on monday asked the illinois supreme court to disqualify a chicago \n",
      "Removed Special Characters: philip morris plaintiffs fighting again springfield ill philip morris and lawyers who won a tenbbilliondollar judgment against the company are fighting again the cigarette maker on monday asked the illinois supreme court to disqualify a chicago \n",
      "Tokens: ['philip', 'morris', 'plaintiffs', 'fighting', 'again', 'springfield', 'ill', 'philip', 'morris', 'and', 'lawyers', 'who', 'won', 'a', 'tenbbilliondollar', 'judgment', 'against', 'the', 'company', 'are', 'fighting', 'again', 'the', 'cigarette', 'maker', 'on', 'monday', 'asked', 'the', 'illinois', 'supreme', 'court', 'to', 'disqualify', 'a', 'chicago']\n",
      "Removed Stopwords: ['philip', 'morris', 'plaintiffs', 'fighting', 'springfield', 'ill', 'philip', 'morris', 'lawyers', 'tenbbilliondollar', 'judgment', 'company', 'fighting', 'cigarette', 'maker', 'monday', 'asked', 'illinois', 'supreme', 'court', 'disqualify', 'chicago']\n",
      "Stemmed Tokens: ['philip', 'morri', 'plaintiff', 'fight', 'springfield', 'ill', 'philip', 'morri', 'lawyer', 'tenbbilliondollar', 'judgment', 'compani', 'fight', 'cigarett', 'maker', 'monday', 'ask', 'illinoi', 'suprem', 'court', 'disqualifi', 'chicago']\n",
      "Final Preprocessed Text: philip morri plaintiff fight springfield ill philip morri lawyer tenbbilliondollar judgment compani fight cigarett maker monday ask illinoi suprem court disqualifi chicago\n",
      "\n",
      "Original Text: CSFB May Cut Costs by Merging Units, Shedding Jobs, People Say Credit Suisse First Boston, the securities arm of Switzerland #39;s second-biggest bank, plans to cut costs by combining some units and eliminating jobs, people familiar with the matter said.\n",
      "Lowercased Text: csfb may cut costs by merging units, shedding jobs, people say credit suisse first boston, the securities arm of switzerland #39;s second-biggest bank, plans to cut costs by combining some units and eliminating jobs, people familiar with the matter said.\n",
      "Removed URLs: csfb may cut costs by merging units, shedding jobs, people say credit suisse first boston, the securities arm of switzerland #39;s second-biggest bank, plans to cut costs by combining some units and eliminating jobs, people familiar with the matter said.\n",
      "Removed HTML Tags: csfb may cut costs by merging units, shedding jobs, people say credit suisse first boston, the securities arm of switzerland #39;s second-biggest bank, plans to cut costs by combining some units and eliminating jobs, people familiar with the matter said.\n",
      "Removed Special Characters: csfb may cut costs by merging units shedding jobs people say credit suisse first boston the securities arm of switzerland s secondbiggest bank plans to cut costs by combining some units and eliminating jobs people familiar with the matter said\n",
      "Tokens: ['csfb', 'may', 'cut', 'costs', 'by', 'merging', 'units', 'shedding', 'jobs', 'people', 'say', 'credit', 'suisse', 'first', 'boston', 'the', 'securities', 'arm', 'of', 'switzerland', 's', 'secondbiggest', 'bank', 'plans', 'to', 'cut', 'costs', 'by', 'combining', 'some', 'units', 'and', 'eliminating', 'jobs', 'people', 'familiar', 'with', 'the', 'matter', 'said']\n",
      "Removed Stopwords: ['csfb', 'may', 'cut', 'costs', 'merging', 'units', 'shedding', 'jobs', 'people', 'say', 'credit', 'suisse', 'first', 'boston', 'securities', 'arm', 'switzerland', 'secondbiggest', 'bank', 'plans', 'cut', 'costs', 'combining', 'units', 'eliminating', 'jobs', 'people', 'familiar', 'matter', 'said']\n",
      "Stemmed Tokens: ['csfb', 'may', 'cut', 'cost', 'merg', 'unit', 'shed', 'job', 'peopl', 'say', 'credit', 'suiss', 'first', 'boston', 'secur', 'arm', 'switzerland', 'secondbiggest', 'bank', 'plan', 'cut', 'cost', 'combin', 'unit', 'elimin', 'job', 'peopl', 'familiar', 'matter', 'said']\n",
      "Final Preprocessed Text: csfb may cut cost merg unit shed job peopl say credit suiss first boston secur arm switzerland secondbiggest bank plan cut cost combin unit elimin job peopl familiar matter said\n",
      "\n",
      "Original Text: Bank sits tight on rates as house price inflation eases off By Malcolm Moore, Economics Correspondent (Filed: 10/09/2004). The Bank of England held interest rates at 4.75pc yesterday after a series of recent surveys showed the housing market was slowing down.\n",
      "Lowercased Text: bank sits tight on rates as house price inflation eases off by malcolm moore, economics correspondent (filed: 10/09/2004). the bank of england held interest rates at 4.75pc yesterday after a series of recent surveys showed the housing market was slowing down.\n",
      "Removed URLs: bank sits tight on rates as house price inflation eases off by malcolm moore, economics correspondent (filed: 10/09/2004). the bank of england held interest rates at 4.75pc yesterday after a series of recent surveys showed the housing market was slowing down.\n",
      "Removed HTML Tags: bank sits tight on rates as house price inflation eases off by malcolm moore, economics correspondent (filed: 10/09/2004). the bank of england held interest rates at 4.75pc yesterday after a series of recent surveys showed the housing market was slowing down.\n",
      "Removed Special Characters: bank sits tight on rates as house price inflation eases off by malcolm moore economics correspondent filed  the bank of england held interest rates at pc yesterday after a series of recent surveys showed the housing market was slowing down\n",
      "Tokens: ['bank', 'sits', 'tight', 'on', 'rates', 'as', 'house', 'price', 'inflation', 'eases', 'off', 'by', 'malcolm', 'moore', 'economics', 'correspondent', 'filed', 'the', 'bank', 'of', 'england', 'held', 'interest', 'rates', 'at', 'pc', 'yesterday', 'after', 'a', 'series', 'of', 'recent', 'surveys', 'showed', 'the', 'housing', 'market', 'was', 'slowing', 'down']\n",
      "Removed Stopwords: ['bank', 'sits', 'tight', 'rates', 'house', 'price', 'inflation', 'eases', 'malcolm', 'moore', 'economics', 'correspondent', 'filed', 'bank', 'england', 'held', 'interest', 'rates', 'pc', 'yesterday', 'series', 'recent', 'surveys', 'showed', 'housing', 'market', 'slowing']\n",
      "Stemmed Tokens: ['bank', 'sit', 'tight', 'rate', 'hous', 'price', 'inflat', 'eas', 'malcolm', 'moor', 'econom', 'correspond', 'file', 'bank', 'england', 'held', 'interest', 'rate', 'pc', 'yesterday', 'seri', 'recent', 'survey', 'show', 'hous', 'market', 'slow']\n",
      "Final Preprocessed Text: bank sit tight rate hous price inflat eas malcolm moor econom correspond file bank england held interest rate pc yesterday seri recent survey show hous market slow\n",
      "\n",
      "Original Text: Rivals Ocean Spray, Northland make peace Cranberry juice rivals Ocean Spray and Northland have ended their legal battle and agreed to join forces. The companies said Friday that Ocean Spray will take over its smaller rival #39;s \n",
      "Lowercased Text: rivals ocean spray, northland make peace cranberry juice rivals ocean spray and northland have ended their legal battle and agreed to join forces. the companies said friday that ocean spray will take over its smaller rival #39;s \n",
      "Removed URLs: rivals ocean spray, northland make peace cranberry juice rivals ocean spray and northland have ended their legal battle and agreed to join forces. the companies said friday that ocean spray will take over its smaller rival #39;s \n",
      "Removed HTML Tags: rivals ocean spray, northland make peace cranberry juice rivals ocean spray and northland have ended their legal battle and agreed to join forces. the companies said friday that ocean spray will take over its smaller rival #39;s \n",
      "Removed Special Characters: rivals ocean spray northland make peace cranberry juice rivals ocean spray and northland have ended their legal battle and agreed to join forces the companies said friday that ocean spray will take over its smaller rival s \n",
      "Tokens: ['rivals', 'ocean', 'spray', 'northland', 'make', 'peace', 'cranberry', 'juice', 'rivals', 'ocean', 'spray', 'and', 'northland', 'have', 'ended', 'their', 'legal', 'battle', 'and', 'agreed', 'to', 'join', 'forces', 'the', 'companies', 'said', 'friday', 'that', 'ocean', 'spray', 'will', 'take', 'over', 'its', 'smaller', 'rival', 's']\n",
      "Removed Stopwords: ['rivals', 'ocean', 'spray', 'northland', 'make', 'peace', 'cranberry', 'juice', 'rivals', 'ocean', 'spray', 'northland', 'ended', 'legal', 'battle', 'agreed', 'join', 'forces', 'companies', 'said', 'friday', 'ocean', 'spray', 'take', 'smaller', 'rival']\n",
      "Stemmed Tokens: ['rival', 'ocean', 'spray', 'northland', 'make', 'peac', 'cranberri', 'juic', 'rival', 'ocean', 'spray', 'northland', 'end', 'legal', 'battl', 'agre', 'join', 'forc', 'compani', 'said', 'friday', 'ocean', 'spray', 'take', 'smaller', 'rival']\n",
      "Final Preprocessed Text: rival ocean spray northland make peac cranberri juic rival ocean spray northland end legal battl agre join forc compani said friday ocean spray take smaller rival\n",
      "\n",
      "Original Text: Nextel #39;s Profit Rose by 69 in 3rd Quarter Nextel Communications, the nation #39;s fifth-largest wireless provider, said yesterday that its profit jumped 69 percent in the third quarter from the period last year.\n",
      "Lowercased Text: nextel #39;s profit rose by 69 in 3rd quarter nextel communications, the nation #39;s fifth-largest wireless provider, said yesterday that its profit jumped 69 percent in the third quarter from the period last year.\n",
      "Removed URLs: nextel #39;s profit rose by 69 in 3rd quarter nextel communications, the nation #39;s fifth-largest wireless provider, said yesterday that its profit jumped 69 percent in the third quarter from the period last year.\n",
      "Removed HTML Tags: nextel #39;s profit rose by 69 in 3rd quarter nextel communications, the nation #39;s fifth-largest wireless provider, said yesterday that its profit jumped 69 percent in the third quarter from the period last year.\n",
      "Removed Special Characters: nextel s profit rose by  in rd quarter nextel communications the nation s fifthlargest wireless provider said yesterday that its profit jumped  percent in the third quarter from the period last year\n",
      "Tokens: ['nextel', 's', 'profit', 'rose', 'by', 'in', 'rd', 'quarter', 'nextel', 'communications', 'the', 'nation', 's', 'fifthlargest', 'wireless', 'provider', 'said', 'yesterday', 'that', 'its', 'profit', 'jumped', 'percent', 'in', 'the', 'third', 'quarter', 'from', 'the', 'period', 'last', 'year']\n",
      "Removed Stopwords: ['nextel', 'profit', 'rose', 'rd', 'quarter', 'nextel', 'communications', 'nation', 'fifthlargest', 'wireless', 'provider', 'said', 'yesterday', 'profit', 'jumped', 'percent', 'third', 'quarter', 'period', 'last', 'year']\n",
      "Stemmed Tokens: ['nextel', 'profit', 'rose', 'rd', 'quarter', 'nextel', 'commun', 'nation', 'fifthlargest', 'wireless', 'provid', 'said', 'yesterday', 'profit', 'jump', 'percent', 'third', 'quarter', 'period', 'last', 'year']\n",
      "Final Preprocessed Text: nextel profit rose rd quarter nextel commun nation fifthlargest wireless provid said yesterday profit jump percent third quarter period last year\n",
      "\n",
      "Original Text: Saudi setback hurts BAE Systems BAE Systems shares slid more than 4 per dcent in early trade after the company, while announcing  quot;good progress quot; on its Eurofighter contracts, admitted further troubles in the controversial al-Yamamah programme.\n",
      "Lowercased Text: saudi setback hurts bae systems bae systems shares slid more than 4 per dcent in early trade after the company, while announcing  quot;good progress quot; on its eurofighter contracts, admitted further troubles in the controversial al-yamamah programme.\n",
      "Removed URLs: saudi setback hurts bae systems bae systems shares slid more than 4 per dcent in early trade after the company, while announcing  quot;good progress quot; on its eurofighter contracts, admitted further troubles in the controversial al-yamamah programme.\n",
      "Removed HTML Tags: saudi setback hurts bae systems bae systems shares slid more than 4 per dcent in early trade after the company, while announcing  quot;good progress quot; on its eurofighter contracts, admitted further troubles in the controversial al-yamamah programme.\n",
      "Removed Special Characters: saudi setback hurts bae systems bae systems shares slid more than  per dcent in early trade after the company while announcing  quotgood progress quot on its eurofighter contracts admitted further troubles in the controversial alyamamah programme\n",
      "Tokens: ['saudi', 'setback', 'hurts', 'bae', 'systems', 'bae', 'systems', 'shares', 'slid', 'more', 'than', 'per', 'dcent', 'in', 'early', 'trade', 'after', 'the', 'company', 'while', 'announcing', 'quotgood', 'progress', 'quot', 'on', 'its', 'eurofighter', 'contracts', 'admitted', 'further', 'troubles', 'in', 'the', 'controversial', 'alyamamah', 'programme']\n",
      "Removed Stopwords: ['saudi', 'setback', 'hurts', 'bae', 'systems', 'bae', 'systems', 'shares', 'slid', 'per', 'dcent', 'early', 'trade', 'company', 'announcing', 'quotgood', 'progress', 'quot', 'eurofighter', 'contracts', 'admitted', 'troubles', 'controversial', 'alyamamah', 'programme']\n",
      "Stemmed Tokens: ['saudi', 'setback', 'hurt', 'bae', 'system', 'bae', 'system', 'share', 'slid', 'per', 'dcent', 'earli', 'trade', 'compani', 'announc', 'quotgood', 'progress', 'quot', 'eurofight', 'contract', 'admit', 'troubl', 'controversi', 'alyamamah', 'programm']\n",
      "Final Preprocessed Text: saudi setback hurt bae system bae system share slid per dcent earli trade compani announc quotgood progress quot eurofight contract admit troubl controversi alyamamah programm\n",
      "\n",
      "Original Text: Russia shrugs off US court freeze on oil giant Yukos auction MOSCOW (AFP) - Russia forged ahead with the weekend auction of the core asset of crippled oil giant Yukos despite a disputed US court order barring the sale, with state-controlled gas giant Gazprom entering the bidding.\n",
      "Lowercased Text: russia shrugs off us court freeze on oil giant yukos auction moscow (afp) - russia forged ahead with the weekend auction of the core asset of crippled oil giant yukos despite a disputed us court order barring the sale, with state-controlled gas giant gazprom entering the bidding.\n",
      "Removed URLs: russia shrugs off us court freeze on oil giant yukos auction moscow (afp) - russia forged ahead with the weekend auction of the core asset of crippled oil giant yukos despite a disputed us court order barring the sale, with state-controlled gas giant gazprom entering the bidding.\n",
      "Removed HTML Tags: russia shrugs off us court freeze on oil giant yukos auction moscow (afp) - russia forged ahead with the weekend auction of the core asset of crippled oil giant yukos despite a disputed us court order barring the sale, with state-controlled gas giant gazprom entering the bidding.\n",
      "Removed Special Characters: russia shrugs off us court freeze on oil giant yukos auction moscow afp  russia forged ahead with the weekend auction of the core asset of crippled oil giant yukos despite a disputed us court order barring the sale with statecontrolled gas giant gazprom entering the bidding\n",
      "Tokens: ['russia', 'shrugs', 'off', 'us', 'court', 'freeze', 'on', 'oil', 'giant', 'yukos', 'auction', 'moscow', 'afp', 'russia', 'forged', 'ahead', 'with', 'the', 'weekend', 'auction', 'of', 'the', 'core', 'asset', 'of', 'crippled', 'oil', 'giant', 'yukos', 'despite', 'a', 'disputed', 'us', 'court', 'order', 'barring', 'the', 'sale', 'with', 'statecontrolled', 'gas', 'giant', 'gazprom', 'entering', 'the', 'bidding']\n",
      "Removed Stopwords: ['russia', 'shrugs', 'us', 'court', 'freeze', 'oil', 'giant', 'yukos', 'auction', 'moscow', 'afp', 'russia', 'forged', 'ahead', 'weekend', 'auction', 'core', 'asset', 'crippled', 'oil', 'giant', 'yukos', 'despite', 'disputed', 'us', 'court', 'order', 'barring', 'sale', 'statecontrolled', 'gas', 'giant', 'gazprom', 'entering', 'bidding']\n",
      "Stemmed Tokens: ['russia', 'shrug', 'us', 'court', 'freez', 'oil', 'giant', 'yuko', 'auction', 'moscow', 'afp', 'russia', 'forg', 'ahead', 'weekend', 'auction', 'core', 'asset', 'crippl', 'oil', 'giant', 'yuko', 'despit', 'disput', 'us', 'court', 'order', 'bar', 'sale', 'statecontrol', 'ga', 'giant', 'gazprom', 'enter', 'bid']\n",
      "Final Preprocessed Text: russia shrug us court freez oil giant yuko auction moscow afp russia forg ahead weekend auction core asset crippl oil giant yuko despit disput us court order bar sale statecontrol ga giant gazprom enter bid\n",
      "\n",
      "Original Text: How airlines stand Here #39;s where some of the largest US and Canadian airlines stand in terms of restructuring their operations: - Air Canada: Will emerge from bankruptcy protection by end of September, with a smaller workforce, a reduced fleet, a focus on the no-frills \n",
      "Lowercased Text: how airlines stand here #39;s where some of the largest us and canadian airlines stand in terms of restructuring their operations: - air canada: will emerge from bankruptcy protection by end of september, with a smaller workforce, a reduced fleet, a focus on the no-frills \n",
      "Removed URLs: how airlines stand here #39;s where some of the largest us and canadian airlines stand in terms of restructuring their operations: - air canada: will emerge from bankruptcy protection by end of september, with a smaller workforce, a reduced fleet, a focus on the no-frills \n",
      "Removed HTML Tags: how airlines stand here #39;s where some of the largest us and canadian airlines stand in terms of restructuring their operations: - air canada: will emerge from bankruptcy protection by end of september, with a smaller workforce, a reduced fleet, a focus on the no-frills \n",
      "Removed Special Characters: how airlines stand here s where some of the largest us and canadian airlines stand in terms of restructuring their operations  air canada will emerge from bankruptcy protection by end of september with a smaller workforce a reduced fleet a focus on the nofrills \n",
      "Tokens: ['how', 'airlines', 'stand', 'here', 's', 'where', 'some', 'of', 'the', 'largest', 'us', 'and', 'canadian', 'airlines', 'stand', 'in', 'terms', 'of', 'restructuring', 'their', 'operations', 'air', 'canada', 'will', 'emerge', 'from', 'bankruptcy', 'protection', 'by', 'end', 'of', 'september', 'with', 'a', 'smaller', 'workforce', 'a', 'reduced', 'fleet', 'a', 'focus', 'on', 'the', 'nofrills']\n",
      "Removed Stopwords: ['airlines', 'stand', 'largest', 'us', 'canadian', 'airlines', 'stand', 'terms', 'restructuring', 'operations', 'air', 'canada', 'emerge', 'bankruptcy', 'protection', 'end', 'september', 'smaller', 'workforce', 'reduced', 'fleet', 'focus', 'nofrills']\n",
      "Stemmed Tokens: ['airlin', 'stand', 'largest', 'us', 'canadian', 'airlin', 'stand', 'term', 'restructur', 'oper', 'air', 'canada', 'emerg', 'bankruptci', 'protect', 'end', 'septemb', 'smaller', 'workforc', 'reduc', 'fleet', 'focu', 'nofril']\n",
      "Final Preprocessed Text: airlin stand largest us canadian airlin stand term restructur oper air canada emerg bankruptci protect end septemb smaller workforc reduc fleet focu nofril\n",
      "\n",
      "Original Text: Bombardier, DaimlerChrysler Settle Bombardier Inc. (BBDb.TO: Quote, Profile, Research) and DaimlerChrysler AG (DCXGn.DE: Quote, Profile, Research) ended a three-year dispute over the Montreal company #39;s acquisition of train \n",
      "Lowercased Text: bombardier, daimlerchrysler settle bombardier inc. (bbdb.to: quote, profile, research) and daimlerchrysler ag (dcxgn.de: quote, profile, research) ended a three-year dispute over the montreal company #39;s acquisition of train \n",
      "Removed URLs: bombardier, daimlerchrysler settle bombardier inc. (bbdb.to: quote, profile, research) and daimlerchrysler ag (dcxgn.de: quote, profile, research) ended a three-year dispute over the montreal company #39;s acquisition of train \n",
      "Removed HTML Tags: bombardier, daimlerchrysler settle bombardier inc. (bbdb.to: quote, profile, research) and daimlerchrysler ag (dcxgn.de: quote, profile, research) ended a three-year dispute over the montreal company #39;s acquisition of train \n",
      "Removed Special Characters: bombardier daimlerchrysler settle bombardier inc bbdbto quote profile research and daimlerchrysler ag dcxgnde quote profile research ended a threeyear dispute over the montreal company s acquisition of train \n",
      "Tokens: ['bombardier', 'daimlerchrysler', 'settle', 'bombardier', 'inc', 'bbdbto', 'quote', 'profile', 'research', 'and', 'daimlerchrysler', 'ag', 'dcxgnde', 'quote', 'profile', 'research', 'ended', 'a', 'threeyear', 'dispute', 'over', 'the', 'montreal', 'company', 's', 'acquisition', 'of', 'train']\n",
      "Removed Stopwords: ['bombardier', 'daimlerchrysler', 'settle', 'bombardier', 'inc', 'bbdbto', 'quote', 'profile', 'research', 'daimlerchrysler', 'ag', 'dcxgnde', 'quote', 'profile', 'research', 'ended', 'threeyear', 'dispute', 'montreal', 'company', 'acquisition', 'train']\n",
      "Stemmed Tokens: ['bombardi', 'daimlerchrysl', 'settl', 'bombardi', 'inc', 'bbdbto', 'quot', 'profil', 'research', 'daimlerchrysl', 'ag', 'dcxgnde', 'quot', 'profil', 'research', 'end', 'threeyear', 'disput', 'montreal', 'compani', 'acquisit', 'train']\n",
      "Final Preprocessed Text: bombardi daimlerchrysl settl bombardi inc bbdbto quot profil research daimlerchrysl ag dcxgnde quot profil research end threeyear disput montreal compani acquisit train\n",
      "\n",
      "Original Text: Socially Responsible Funds on a Tear Don't be too impressed -- great returns don't always mean much.\n",
      "Lowercased Text: socially responsible funds on a tear don't be too impressed -- great returns don't always mean much.\n",
      "Removed URLs: socially responsible funds on a tear don't be too impressed -- great returns don't always mean much.\n",
      "Removed HTML Tags: socially responsible funds on a tear don't be too impressed -- great returns don't always mean much.\n",
      "Removed Special Characters: socially responsible funds on a tear dont be too impressed  great returns dont always mean much\n",
      "Tokens: ['socially', 'responsible', 'funds', 'on', 'a', 'tear', 'dont', 'be', 'too', 'impressed', 'great', 'returns', 'dont', 'always', 'mean', 'much']\n",
      "Removed Stopwords: ['socially', 'responsible', 'funds', 'tear', 'dont', 'impressed', 'great', 'returns', 'dont', 'always', 'mean', 'much']\n",
      "Stemmed Tokens: ['social', 'respons', 'fund', 'tear', 'dont', 'impress', 'great', 'return', 'dont', 'alway', 'mean', 'much']\n",
      "Final Preprocessed Text: social respons fund tear dont impress great return dont alway mean much\n",
      "\n",
      "Original Text: Russia official gives Yukos assurance Finance minister tells FT that asset sales to pay off tax debt will be market-oriented. MOSCOW (Reuters) - Russian Finance Minister Alexei Kudrin has promised that asset sales to pay off the tax debts of troubled \n",
      "Lowercased Text: russia official gives yukos assurance finance minister tells ft that asset sales to pay off tax debt will be market-oriented. moscow (reuters) - russian finance minister alexei kudrin has promised that asset sales to pay off the tax debts of troubled \n",
      "Removed URLs: russia official gives yukos assurance finance minister tells ft that asset sales to pay off tax debt will be market-oriented. moscow (reuters) - russian finance minister alexei kudrin has promised that asset sales to pay off the tax debts of troubled \n",
      "Removed HTML Tags: russia official gives yukos assurance finance minister tells ft that asset sales to pay off tax debt will be market-oriented. moscow (reuters) - russian finance minister alexei kudrin has promised that asset sales to pay off the tax debts of troubled \n",
      "Removed Special Characters: russia official gives yukos assurance finance minister tells ft that asset sales to pay off tax debt will be marketoriented moscow reuters  russian finance minister alexei kudrin has promised that asset sales to pay off the tax debts of troubled \n",
      "Tokens: ['russia', 'official', 'gives', 'yukos', 'assurance', 'finance', 'minister', 'tells', 'ft', 'that', 'asset', 'sales', 'to', 'pay', 'off', 'tax', 'debt', 'will', 'be', 'marketoriented', 'moscow', 'reuters', 'russian', 'finance', 'minister', 'alexei', 'kudrin', 'has', 'promised', 'that', 'asset', 'sales', 'to', 'pay', 'off', 'the', 'tax', 'debts', 'of', 'troubled']\n",
      "Removed Stopwords: ['russia', 'official', 'gives', 'yukos', 'assurance', 'finance', 'minister', 'tells', 'ft', 'asset', 'sales', 'pay', 'tax', 'debt', 'marketoriented', 'moscow', 'reuters', 'russian', 'finance', 'minister', 'alexei', 'kudrin', 'promised', 'asset', 'sales', 'pay', 'tax', 'debts', 'troubled']\n",
      "Stemmed Tokens: ['russia', 'offici', 'give', 'yuko', 'assur', 'financ', 'minist', 'tell', 'ft', 'asset', 'sale', 'pay', 'tax', 'debt', 'marketori', 'moscow', 'reuter', 'russian', 'financ', 'minist', 'alexei', 'kudrin', 'promis', 'asset', 'sale', 'pay', 'tax', 'debt', 'troubl']\n",
      "Final Preprocessed Text: russia offici give yuko assur financ minist tell ft asset sale pay tax debt marketori moscow reuter russian financ minist alexei kudrin promis asset sale pay tax debt troubl\n",
      "\n",
      "Original Text: Seattle Times business columnist admits plagiarism, resigns A business columnist has resigned from the Seattle Times after admitting he plagiarized the work of other journalists, said the newspaper.\n",
      "Lowercased Text: seattle times business columnist admits plagiarism, resigns a business columnist has resigned from the seattle times after admitting he plagiarized the work of other journalists, said the newspaper.\n",
      "Removed URLs: seattle times business columnist admits plagiarism, resigns a business columnist has resigned from the seattle times after admitting he plagiarized the work of other journalists, said the newspaper.\n",
      "Removed HTML Tags: seattle times business columnist admits plagiarism, resigns a business columnist has resigned from the seattle times after admitting he plagiarized the work of other journalists, said the newspaper.\n",
      "Removed Special Characters: seattle times business columnist admits plagiarism resigns a business columnist has resigned from the seattle times after admitting he plagiarized the work of other journalists said the newspaper\n",
      "Tokens: ['seattle', 'times', 'business', 'columnist', 'admits', 'plagiarism', 'resigns', 'a', 'business', 'columnist', 'has', 'resigned', 'from', 'the', 'seattle', 'times', 'after', 'admitting', 'he', 'plagiarized', 'the', 'work', 'of', 'other', 'journalists', 'said', 'the', 'newspaper']\n",
      "Removed Stopwords: ['seattle', 'times', 'business', 'columnist', 'admits', 'plagiarism', 'resigns', 'business', 'columnist', 'resigned', 'seattle', 'times', 'admitting', 'plagiarized', 'work', 'journalists', 'said', 'newspaper']\n",
      "Stemmed Tokens: ['seattl', 'time', 'busi', 'columnist', 'admit', 'plagiar', 'resign', 'busi', 'columnist', 'resign', 'seattl', 'time', 'admit', 'plagiar', 'work', 'journalist', 'said', 'newspap']\n",
      "Final Preprocessed Text: seattl time busi columnist admit plagiar resign busi columnist resign seattl time admit plagiar work journalist said newspap\n",
      "\n",
      "Original Text: US unemployment claims slip but picture still murky NEW YORKFewer Americans lined up to claim first-time jobless benefits last week but analysts said the modest decline said very little about the current state of the labour market. \n",
      "Lowercased Text: us unemployment claims slip but picture still murky new yorkfewer americans lined up to claim first-time jobless benefits last week but analysts said the modest decline said very little about the current state of the labour market. \n",
      "Removed URLs: us unemployment claims slip but picture still murky new yorkfewer americans lined up to claim first-time jobless benefits last week but analysts said the modest decline said very little about the current state of the labour market. \n",
      "Removed HTML Tags: us unemployment claims slip but picture still murky new yorkfewer americans lined up to claim first-time jobless benefits last week but analysts said the modest decline said very little about the current state of the labour market. \n",
      "Removed Special Characters: us unemployment claims slip but picture still murky new yorkfewer americans lined up to claim firsttime jobless benefits last week but analysts said the modest decline said very little about the current state of the labour market \n",
      "Tokens: ['us', 'unemployment', 'claims', 'slip', 'but', 'picture', 'still', 'murky', 'new', 'yorkfewer', 'americans', 'lined', 'up', 'to', 'claim', 'firsttime', 'jobless', 'benefits', 'last', 'week', 'but', 'analysts', 'said', 'the', 'modest', 'decline', 'said', 'very', 'little', 'about', 'the', 'current', 'state', 'of', 'the', 'labour', 'market']\n",
      "Removed Stopwords: ['us', 'unemployment', 'claims', 'slip', 'picture', 'still', 'murky', 'new', 'yorkfewer', 'americans', 'lined', 'claim', 'firsttime', 'jobless', 'benefits', 'last', 'week', 'analysts', 'said', 'modest', 'decline', 'said', 'little', 'current', 'state', 'labour', 'market']\n",
      "Stemmed Tokens: ['us', 'unemploy', 'claim', 'slip', 'pictur', 'still', 'murki', 'new', 'yorkfew', 'american', 'line', 'claim', 'firsttim', 'jobless', 'benefit', 'last', 'week', 'analyst', 'said', 'modest', 'declin', 'said', 'littl', 'current', 'state', 'labour', 'market']\n",
      "Final Preprocessed Text: us unemploy claim slip pictur still murki new yorkfew american line claim firsttim jobless benefit last week analyst said modest declin said littl current state labour market\n",
      "\n",
      "Original Text: Rogers Wireless Whistles and Fido Responds Its official. Microcell Telecommunications Fido wireless service will be the new dog in Rogers Wireless Communications Canadian kennel, and that puppy wasnt cheap.\n",
      "Lowercased Text: rogers wireless whistles and fido responds its official. microcell telecommunications fido wireless service will be the new dog in rogers wireless communications canadian kennel, and that puppy wasnt cheap.\n",
      "Removed URLs: rogers wireless whistles and fido responds its official. microcell telecommunications fido wireless service will be the new dog in rogers wireless communications canadian kennel, and that puppy wasnt cheap.\n",
      "Removed HTML Tags: rogers wireless whistles and fido responds its official. microcell telecommunications fido wireless service will be the new dog in rogers wireless communications canadian kennel, and that puppy wasnt cheap.\n",
      "Removed Special Characters: rogers wireless whistles and fido responds its official microcell telecommunications fido wireless service will be the new dog in rogers wireless communications canadian kennel and that puppy wasnt cheap\n",
      "Tokens: ['rogers', 'wireless', 'whistles', 'and', 'fido', 'responds', 'its', 'official', 'microcell', 'telecommunications', 'fido', 'wireless', 'service', 'will', 'be', 'the', 'new', 'dog', 'in', 'rogers', 'wireless', 'communications', 'canadian', 'kennel', 'and', 'that', 'puppy', 'wasnt', 'cheap']\n",
      "Removed Stopwords: ['rogers', 'wireless', 'whistles', 'fido', 'responds', 'official', 'microcell', 'telecommunications', 'fido', 'wireless', 'service', 'new', 'dog', 'rogers', 'wireless', 'communications', 'canadian', 'kennel', 'puppy', 'wasnt', 'cheap']\n",
      "Stemmed Tokens: ['roger', 'wireless', 'whistl', 'fido', 'respond', 'offici', 'microcel', 'telecommun', 'fido', 'wireless', 'servic', 'new', 'dog', 'roger', 'wireless', 'commun', 'canadian', 'kennel', 'puppi', 'wasnt', 'cheap']\n",
      "Final Preprocessed Text: roger wireless whistl fido respond offici microcel telecommun fido wireless servic new dog roger wireless commun canadian kennel puppi wasnt cheap\n",
      "\n",
      "Original Text: Thai Airways orders six Airbus superjumbos Thai Airways International plans to buy six Airbus A380 double-decker aircraft that will be delivered in 2008 and 2009. The airline is also ordering two additional A340 aircraft.\n",
      "Lowercased Text: thai airways orders six airbus superjumbos thai airways international plans to buy six airbus a380 double-decker aircraft that will be delivered in 2008 and 2009. the airline is also ordering two additional a340 aircraft.\n",
      "Removed URLs: thai airways orders six airbus superjumbos thai airways international plans to buy six airbus a380 double-decker aircraft that will be delivered in 2008 and 2009. the airline is also ordering two additional a340 aircraft.\n",
      "Removed HTML Tags: thai airways orders six airbus superjumbos thai airways international plans to buy six airbus a380 double-decker aircraft that will be delivered in 2008 and 2009. the airline is also ordering two additional a340 aircraft.\n",
      "Removed Special Characters: thai airways orders six airbus superjumbos thai airways international plans to buy six airbus a doubledecker aircraft that will be delivered in  and  the airline is also ordering two additional a aircraft\n",
      "Tokens: ['thai', 'airways', 'orders', 'six', 'airbus', 'superjumbos', 'thai', 'airways', 'international', 'plans', 'to', 'buy', 'six', 'airbus', 'a', 'doubledecker', 'aircraft', 'that', 'will', 'be', 'delivered', 'in', 'and', 'the', 'airline', 'is', 'also', 'ordering', 'two', 'additional', 'a', 'aircraft']\n",
      "Removed Stopwords: ['thai', 'airways', 'orders', 'six', 'airbus', 'superjumbos', 'thai', 'airways', 'international', 'plans', 'buy', 'six', 'airbus', 'doubledecker', 'aircraft', 'delivered', 'airline', 'also', 'ordering', 'two', 'additional', 'aircraft']\n",
      "Stemmed Tokens: ['thai', 'airway', 'order', 'six', 'airbu', 'superjumbo', 'thai', 'airway', 'intern', 'plan', 'buy', 'six', 'airbu', 'doubledeck', 'aircraft', 'deliv', 'airlin', 'also', 'order', 'two', 'addit', 'aircraft']\n",
      "Final Preprocessed Text: thai airway order six airbu superjumbo thai airway intern plan buy six airbu doubledeck aircraft deliv airlin also order two addit aircraft\n",
      "\n",
      "Original Text: Oracle strikes friendly deal for PeopleSoft at US\\$26.50 a share After 18 months of conflict, a friendly merger deal has been struck between Oracle Corp. and PeopleSoft Inc. after the former raised its  quot;final quot; offer by 10 per cent.\n",
      "Lowercased Text: oracle strikes friendly deal for peoplesoft at us\\$26.50 a share after 18 months of conflict, a friendly merger deal has been struck between oracle corp. and peoplesoft inc. after the former raised its  quot;final quot; offer by 10 per cent.\n",
      "Removed URLs: oracle strikes friendly deal for peoplesoft at us\\$26.50 a share after 18 months of conflict, a friendly merger deal has been struck between oracle corp. and peoplesoft inc. after the former raised its  quot;final quot; offer by 10 per cent.\n",
      "Removed HTML Tags: oracle strikes friendly deal for peoplesoft at us\\$26.50 a share after 18 months of conflict, a friendly merger deal has been struck between oracle corp. and peoplesoft inc. after the former raised its  quot;final quot; offer by 10 per cent.\n",
      "Removed Special Characters: oracle strikes friendly deal for peoplesoft at us a share after  months of conflict a friendly merger deal has been struck between oracle corp and peoplesoft inc after the former raised its  quotfinal quot offer by  per cent\n",
      "Tokens: ['oracle', 'strikes', 'friendly', 'deal', 'for', 'peoplesoft', 'at', 'us', 'a', 'share', 'after', 'months', 'of', 'conflict', 'a', 'friendly', 'merger', 'deal', 'has', 'been', 'struck', 'between', 'oracle', 'corp', 'and', 'peoplesoft', 'inc', 'after', 'the', 'former', 'raised', 'its', 'quotfinal', 'quot', 'offer', 'by', 'per', 'cent']\n",
      "Removed Stopwords: ['oracle', 'strikes', 'friendly', 'deal', 'peoplesoft', 'us', 'share', 'months', 'conflict', 'friendly', 'merger', 'deal', 'struck', 'oracle', 'corp', 'peoplesoft', 'inc', 'former', 'raised', 'quotfinal', 'quot', 'offer', 'per', 'cent']\n",
      "Stemmed Tokens: ['oracl', 'strike', 'friendli', 'deal', 'peoplesoft', 'us', 'share', 'month', 'conflict', 'friendli', 'merger', 'deal', 'struck', 'oracl', 'corp', 'peoplesoft', 'inc', 'former', 'rais', 'quotfin', 'quot', 'offer', 'per', 'cent']\n",
      "Final Preprocessed Text: oracl strike friendli deal peoplesoft us share month conflict friendli merger deal struck oracl corp peoplesoft inc former rais quotfin quot offer per cent\n",
      "\n",
      "Original Text: Wi-Fi successor is called high-speed hype -- for now SAN FRANCISCO -- At virtually every turn, Intel Corp. executives are heaping praise on an emerging long-range wireless technology known as WiMAX, which can blanket entire cities with high-speed Internet access.\n",
      "Lowercased Text: wi-fi successor is called high-speed hype -- for now san francisco -- at virtually every turn, intel corp. executives are heaping praise on an emerging long-range wireless technology known as wimax, which can blanket entire cities with high-speed internet access.\n",
      "Removed URLs: wi-fi successor is called high-speed hype -- for now san francisco -- at virtually every turn, intel corp. executives are heaping praise on an emerging long-range wireless technology known as wimax, which can blanket entire cities with high-speed internet access.\n",
      "Removed HTML Tags: wi-fi successor is called high-speed hype -- for now san francisco -- at virtually every turn, intel corp. executives are heaping praise on an emerging long-range wireless technology known as wimax, which can blanket entire cities with high-speed internet access.\n",
      "Removed Special Characters: wifi successor is called highspeed hype  for now san francisco  at virtually every turn intel corp executives are heaping praise on an emerging longrange wireless technology known as wimax which can blanket entire cities with highspeed internet access\n",
      "Tokens: ['wifi', 'successor', 'is', 'called', 'highspeed', 'hype', 'for', 'now', 'san', 'francisco', 'at', 'virtually', 'every', 'turn', 'intel', 'corp', 'executives', 'are', 'heaping', 'praise', 'on', 'an', 'emerging', 'longrange', 'wireless', 'technology', 'known', 'as', 'wimax', 'which', 'can', 'blanket', 'entire', 'cities', 'with', 'highspeed', 'internet', 'access']\n",
      "Removed Stopwords: ['wifi', 'successor', 'called', 'highspeed', 'hype', 'san', 'francisco', 'virtually', 'every', 'turn', 'intel', 'corp', 'executives', 'heaping', 'praise', 'emerging', 'longrange', 'wireless', 'technology', 'known', 'wimax', 'blanket', 'entire', 'cities', 'highspeed', 'internet', 'access']\n",
      "Stemmed Tokens: ['wifi', 'successor', 'call', 'highspe', 'hype', 'san', 'francisco', 'virtual', 'everi', 'turn', 'intel', 'corp', 'execut', 'heap', 'prais', 'emerg', 'longrang', 'wireless', 'technolog', 'known', 'wimax', 'blanket', 'entir', 'citi', 'highspe', 'internet', 'access']\n",
      "Final Preprocessed Text: wifi successor call highspe hype san francisco virtual everi turn intel corp execut heap prais emerg longrang wireless technolog known wimax blanket entir citi highspe internet access\n",
      "\n",
      "Original Text: Except for less export business, most find little to complain &lt;b&gt;...&lt;/b&gt; Longtime Gonzales County rancher Jim Selman, who raises calves in the biggest cattle county in the nation #39;s biggest cattle state, sees 2004 as a year to remember.\n",
      "Lowercased Text: except for less export business, most find little to complain &lt;b&gt;...&lt;/b&gt; longtime gonzales county rancher jim selman, who raises calves in the biggest cattle county in the nation #39;s biggest cattle state, sees 2004 as a year to remember.\n",
      "Removed URLs: except for less export business, most find little to complain &lt;b&gt;...&lt;/b&gt; longtime gonzales county rancher jim selman, who raises calves in the biggest cattle county in the nation #39;s biggest cattle state, sees 2004 as a year to remember.\n",
      "Removed HTML Tags: except for less export business, most find little to complain &lt;b&gt;...&lt;/b&gt; longtime gonzales county rancher jim selman, who raises calves in the biggest cattle county in the nation #39;s biggest cattle state, sees 2004 as a year to remember.\n",
      "Removed Special Characters: except for less export business most find little to complain ltbgtltbgt longtime gonzales county rancher jim selman who raises calves in the biggest cattle county in the nation s biggest cattle state sees  as a year to remember\n",
      "Tokens: ['except', 'for', 'less', 'export', 'business', 'most', 'find', 'little', 'to', 'complain', 'ltbgtltbgt', 'longtime', 'gonzales', 'county', 'rancher', 'jim', 'selman', 'who', 'raises', 'calves', 'in', 'the', 'biggest', 'cattle', 'county', 'in', 'the', 'nation', 's', 'biggest', 'cattle', 'state', 'sees', 'as', 'a', 'year', 'to', 'remember']\n",
      "Removed Stopwords: ['except', 'less', 'export', 'business', 'find', 'little', 'complain', 'ltbgtltbgt', 'longtime', 'gonzales', 'county', 'rancher', 'jim', 'selman', 'raises', 'calves', 'biggest', 'cattle', 'county', 'nation', 'biggest', 'cattle', 'state', 'sees', 'year', 'remember']\n",
      "Stemmed Tokens: ['except', 'less', 'export', 'busi', 'find', 'littl', 'complain', 'ltbgtltbgt', 'longtim', 'gonzal', 'counti', 'rancher', 'jim', 'selman', 'rais', 'calv', 'biggest', 'cattl', 'counti', 'nation', 'biggest', 'cattl', 'state', 'see', 'year', 'rememb']\n",
      "Final Preprocessed Text: except less export busi find littl complain ltbgtltbgt longtim gonzal counti rancher jim selman rais calv biggest cattl counti nation biggest cattl state see year rememb\n",
      "\n",
      "Original Text: Hong Kong Shares Rise on Airline Stocks Share prices in Hong Kong rose Wednesday, led by airline stocks, on falling oil prices. The key Hang Seng Index jumped 155.70 points, or 1.2 percent, to end at 13,672.\n",
      "Lowercased Text: hong kong shares rise on airline stocks share prices in hong kong rose wednesday, led by airline stocks, on falling oil prices. the key hang seng index jumped 155.70 points, or 1.2 percent, to end at 13,672.\n",
      "Removed URLs: hong kong shares rise on airline stocks share prices in hong kong rose wednesday, led by airline stocks, on falling oil prices. the key hang seng index jumped 155.70 points, or 1.2 percent, to end at 13,672.\n",
      "Removed HTML Tags: hong kong shares rise on airline stocks share prices in hong kong rose wednesday, led by airline stocks, on falling oil prices. the key hang seng index jumped 155.70 points, or 1.2 percent, to end at 13,672.\n",
      "Removed Special Characters: hong kong shares rise on airline stocks share prices in hong kong rose wednesday led by airline stocks on falling oil prices the key hang seng index jumped  points or  percent to end at \n",
      "Tokens: ['hong', 'kong', 'shares', 'rise', 'on', 'airline', 'stocks', 'share', 'prices', 'in', 'hong', 'kong', 'rose', 'wednesday', 'led', 'by', 'airline', 'stocks', 'on', 'falling', 'oil', 'prices', 'the', 'key', 'hang', 'seng', 'index', 'jumped', 'points', 'or', 'percent', 'to', 'end', 'at']\n",
      "Removed Stopwords: ['hong', 'kong', 'shares', 'rise', 'airline', 'stocks', 'share', 'prices', 'hong', 'kong', 'rose', 'wednesday', 'led', 'airline', 'stocks', 'falling', 'oil', 'prices', 'key', 'hang', 'seng', 'index', 'jumped', 'points', 'percent', 'end']\n",
      "Stemmed Tokens: ['hong', 'kong', 'share', 'rise', 'airlin', 'stock', 'share', 'price', 'hong', 'kong', 'rose', 'wednesday', 'led', 'airlin', 'stock', 'fall', 'oil', 'price', 'key', 'hang', 'seng', 'index', 'jump', 'point', 'percent', 'end']\n",
      "Final Preprocessed Text: hong kong share rise airlin stock share price hong kong rose wednesday led airlin stock fall oil price key hang seng index jump point percent end\n",
      "\n",
      "Original Text: Ruling delayed in Peoplesoft case A crucial legal ruling in Oracle's takeover bid for Peoplesoft is delayed after a judge says he needs to hear more evidence.\n",
      "Lowercased Text: ruling delayed in peoplesoft case a crucial legal ruling in oracle's takeover bid for peoplesoft is delayed after a judge says he needs to hear more evidence.\n",
      "Removed URLs: ruling delayed in peoplesoft case a crucial legal ruling in oracle's takeover bid for peoplesoft is delayed after a judge says he needs to hear more evidence.\n",
      "Removed HTML Tags: ruling delayed in peoplesoft case a crucial legal ruling in oracle's takeover bid for peoplesoft is delayed after a judge says he needs to hear more evidence.\n",
      "Removed Special Characters: ruling delayed in peoplesoft case a crucial legal ruling in oracles takeover bid for peoplesoft is delayed after a judge says he needs to hear more evidence\n",
      "Tokens: ['ruling', 'delayed', 'in', 'peoplesoft', 'case', 'a', 'crucial', 'legal', 'ruling', 'in', 'oracles', 'takeover', 'bid', 'for', 'peoplesoft', 'is', 'delayed', 'after', 'a', 'judge', 'says', 'he', 'needs', 'to', 'hear', 'more', 'evidence']\n",
      "Removed Stopwords: ['ruling', 'delayed', 'peoplesoft', 'case', 'crucial', 'legal', 'ruling', 'oracles', 'takeover', 'bid', 'peoplesoft', 'delayed', 'judge', 'says', 'needs', 'hear', 'evidence']\n",
      "Stemmed Tokens: ['rule', 'delay', 'peoplesoft', 'case', 'crucial', 'legal', 'rule', 'oracl', 'takeov', 'bid', 'peoplesoft', 'delay', 'judg', 'say', 'need', 'hear', 'evid']\n",
      "Final Preprocessed Text: rule delay peoplesoft case crucial legal rule oracl takeov bid peoplesoft delay judg say need hear evid\n",
      "\n",
      "Original Text: Stocks Finish Up, Apple Provides a Lift  NEW YORK (Reuters) - U.S. stocks rose on Monday as a higher  price target for shares of Apple Computer Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=AAPL.O target=/stocks/quickinfo/fullquote\"&gt;AAPL.O&lt;/A&gt;  prompted enthusiasm for technology stocks and a rally in crude  oil stalled.\n",
      "Lowercased Text: stocks finish up, apple provides a lift  new york (reuters) - u.s. stocks rose on monday as a higher  price target for shares of apple computer inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=aapl.o target=/stocks/quickinfo/fullquote\"&gt;aapl.o&lt;/a&gt;  prompted enthusiasm for technology stocks and a rally in crude  oil stalled.\n",
      "Removed URLs: stocks finish up, apple provides a lift  new york (reuters) - u.s. stocks rose on monday as a higher  price target for shares of apple computer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;aapl.o&lt;/a&gt;  prompted enthusiasm for technology stocks and a rally in crude  oil stalled.\n",
      "Removed HTML Tags: stocks finish up, apple provides a lift  new york (reuters) - u.s. stocks rose on monday as a higher  price target for shares of apple computer inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;aapl.o&lt;/a&gt;  prompted enthusiasm for technology stocks and a rally in crude  oil stalled.\n",
      "Removed Special Characters: stocks finish up apple provides a lift  new york reuters  us stocks rose on monday as a higher  price target for shares of apple computer inc lta href targetstocksquickinfofullquotegtaaploltagt  prompted enthusiasm for technology stocks and a rally in crude  oil stalled\n",
      "Tokens: ['stocks', 'finish', 'up', 'apple', 'provides', 'a', 'lift', 'new', 'york', 'reuters', 'us', 'stocks', 'rose', 'on', 'monday', 'as', 'a', 'higher', 'price', 'target', 'for', 'shares', 'of', 'apple', 'computer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtaaploltagt', 'prompted', 'enthusiasm', 'for', 'technology', 'stocks', 'and', 'a', 'rally', 'in', 'crude', 'oil', 'stalled']\n",
      "Removed Stopwords: ['stocks', 'finish', 'apple', 'provides', 'lift', 'new', 'york', 'reuters', 'us', 'stocks', 'rose', 'monday', 'higher', 'price', 'target', 'shares', 'apple', 'computer', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtaaploltagt', 'prompted', 'enthusiasm', 'technology', 'stocks', 'rally', 'crude', 'oil', 'stalled']\n",
      "Stemmed Tokens: ['stock', 'finish', 'appl', 'provid', 'lift', 'new', 'york', 'reuter', 'us', 'stock', 'rose', 'monday', 'higher', 'price', 'target', 'share', 'appl', 'comput', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtaaploltagt', 'prompt', 'enthusiasm', 'technolog', 'stock', 'ralli', 'crude', 'oil', 'stall']\n",
      "Final Preprocessed Text: stock finish appl provid lift new york reuter us stock rose monday higher price target share appl comput inc lta href targetstocksquickinfofullquotegtaaploltagt prompt enthusiasm technolog stock ralli crude oil stall\n",
      "\n",
      "Original Text: PeopleSoft gets closer to IBM As the threat of a hostile takeover by Oracle rumbles on, PeopleSoft has announced a \\$1bn partnership with IBM. Speaking at PeopleSoft #39;s user conference in San Francisco yesterday, the company #39;s chief executive \n",
      "Lowercased Text: peoplesoft gets closer to ibm as the threat of a hostile takeover by oracle rumbles on, peoplesoft has announced a \\$1bn partnership with ibm. speaking at peoplesoft #39;s user conference in san francisco yesterday, the company #39;s chief executive \n",
      "Removed URLs: peoplesoft gets closer to ibm as the threat of a hostile takeover by oracle rumbles on, peoplesoft has announced a \\$1bn partnership with ibm. speaking at peoplesoft #39;s user conference in san francisco yesterday, the company #39;s chief executive \n",
      "Removed HTML Tags: peoplesoft gets closer to ibm as the threat of a hostile takeover by oracle rumbles on, peoplesoft has announced a \\$1bn partnership with ibm. speaking at peoplesoft #39;s user conference in san francisco yesterday, the company #39;s chief executive \n",
      "Removed Special Characters: peoplesoft gets closer to ibm as the threat of a hostile takeover by oracle rumbles on peoplesoft has announced a bn partnership with ibm speaking at peoplesoft s user conference in san francisco yesterday the company s chief executive \n",
      "Tokens: ['peoplesoft', 'gets', 'closer', 'to', 'ibm', 'as', 'the', 'threat', 'of', 'a', 'hostile', 'takeover', 'by', 'oracle', 'rumbles', 'on', 'peoplesoft', 'has', 'announced', 'a', 'bn', 'partnership', 'with', 'ibm', 'speaking', 'at', 'peoplesoft', 's', 'user', 'conference', 'in', 'san', 'francisco', 'yesterday', 'the', 'company', 's', 'chief', 'executive']\n",
      "Removed Stopwords: ['peoplesoft', 'gets', 'closer', 'ibm', 'threat', 'hostile', 'takeover', 'oracle', 'rumbles', 'peoplesoft', 'announced', 'bn', 'partnership', 'ibm', 'speaking', 'peoplesoft', 'user', 'conference', 'san', 'francisco', 'yesterday', 'company', 'chief', 'executive']\n",
      "Stemmed Tokens: ['peoplesoft', 'get', 'closer', 'ibm', 'threat', 'hostil', 'takeov', 'oracl', 'rumbl', 'peoplesoft', 'announc', 'bn', 'partnership', 'ibm', 'speak', 'peoplesoft', 'user', 'confer', 'san', 'francisco', 'yesterday', 'compani', 'chief', 'execut']\n",
      "Final Preprocessed Text: peoplesoft get closer ibm threat hostil takeov oracl rumbl peoplesoft announc bn partnership ibm speak peoplesoft user confer san francisco yesterday compani chief execut\n",
      "\n",
      "Original Text: Corporate Failures Hurt Pension Guaranty Group Description: A flurry of corporate bankruptcies in the past few years leaves a public agency strapped for cash: the Pension Benefit Guaranty Corporation.\n",
      "Lowercased Text: corporate failures hurt pension guaranty group description: a flurry of corporate bankruptcies in the past few years leaves a public agency strapped for cash: the pension benefit guaranty corporation.\n",
      "Removed URLs: corporate failures hurt pension guaranty group description: a flurry of corporate bankruptcies in the past few years leaves a public agency strapped for cash: the pension benefit guaranty corporation.\n",
      "Removed HTML Tags: corporate failures hurt pension guaranty group description: a flurry of corporate bankruptcies in the past few years leaves a public agency strapped for cash: the pension benefit guaranty corporation.\n",
      "Removed Special Characters: corporate failures hurt pension guaranty group description a flurry of corporate bankruptcies in the past few years leaves a public agency strapped for cash the pension benefit guaranty corporation\n",
      "Tokens: ['corporate', 'failures', 'hurt', 'pension', 'guaranty', 'group', 'description', 'a', 'flurry', 'of', 'corporate', 'bankruptcies', 'in', 'the', 'past', 'few', 'years', 'leaves', 'a', 'public', 'agency', 'strapped', 'for', 'cash', 'the', 'pension', 'benefit', 'guaranty', 'corporation']\n",
      "Removed Stopwords: ['corporate', 'failures', 'hurt', 'pension', 'guaranty', 'group', 'description', 'flurry', 'corporate', 'bankruptcies', 'past', 'years', 'leaves', 'public', 'agency', 'strapped', 'cash', 'pension', 'benefit', 'guaranty', 'corporation']\n",
      "Stemmed Tokens: ['corpor', 'failur', 'hurt', 'pension', 'guaranti', 'group', 'descript', 'flurri', 'corpor', 'bankruptci', 'past', 'year', 'leav', 'public', 'agenc', 'strap', 'cash', 'pension', 'benefit', 'guaranti', 'corpor']\n",
      "Final Preprocessed Text: corpor failur hurt pension guaranti group descript flurri corpor bankruptci past year leav public agenc strap cash pension benefit guaranti corpor\n",
      "\n",
      "Original Text: Texas Instruments Plans Investment US-based chipmaker Texas Instruments Inc. said it will spend about US\\$300 million (euro 240 million) over the next three years to increase output at its facilities in the northern Philippines.\n",
      "Lowercased Text: texas instruments plans investment us-based chipmaker texas instruments inc. said it will spend about us\\$300 million (euro 240 million) over the next three years to increase output at its facilities in the northern philippines.\n",
      "Removed URLs: texas instruments plans investment us-based chipmaker texas instruments inc. said it will spend about us\\$300 million (euro 240 million) over the next three years to increase output at its facilities in the northern philippines.\n",
      "Removed HTML Tags: texas instruments plans investment us-based chipmaker texas instruments inc. said it will spend about us\\$300 million (euro 240 million) over the next three years to increase output at its facilities in the northern philippines.\n",
      "Removed Special Characters: texas instruments plans investment usbased chipmaker texas instruments inc said it will spend about us million euro  million over the next three years to increase output at its facilities in the northern philippines\n",
      "Tokens: ['texas', 'instruments', 'plans', 'investment', 'usbased', 'chipmaker', 'texas', 'instruments', 'inc', 'said', 'it', 'will', 'spend', 'about', 'us', 'million', 'euro', 'million', 'over', 'the', 'next', 'three', 'years', 'to', 'increase', 'output', 'at', 'its', 'facilities', 'in', 'the', 'northern', 'philippines']\n",
      "Removed Stopwords: ['texas', 'instruments', 'plans', 'investment', 'usbased', 'chipmaker', 'texas', 'instruments', 'inc', 'said', 'spend', 'us', 'million', 'euro', 'million', 'next', 'three', 'years', 'increase', 'output', 'facilities', 'northern', 'philippines']\n",
      "Stemmed Tokens: ['texa', 'instrument', 'plan', 'invest', 'usbas', 'chipmak', 'texa', 'instrument', 'inc', 'said', 'spend', 'us', 'million', 'euro', 'million', 'next', 'three', 'year', 'increas', 'output', 'facil', 'northern', 'philippin']\n",
      "Final Preprocessed Text: texa instrument plan invest usbas chipmak texa instrument inc said spend us million euro million next three year increas output facil northern philippin\n",
      "\n",
      "Original Text: French Firms Sagem, Snecma Plan Merger  PARIS (Reuters) - French companies Snecma and Sagem   announced a planned 7 billion euro (\\$8.9 billion) merger on  Friday, in a deal that analysts said was driven by political  rather than shareholder interests.\n",
      "Lowercased Text: french firms sagem, snecma plan merger  paris (reuters) - french companies snecma and sagem   announced a planned 7 billion euro (\\$8.9 billion) merger on  friday, in a deal that analysts said was driven by political  rather than shareholder interests.\n",
      "Removed URLs: french firms sagem, snecma plan merger  paris (reuters) - french companies snecma and sagem   announced a planned 7 billion euro (\\$8.9 billion) merger on  friday, in a deal that analysts said was driven by political  rather than shareholder interests.\n",
      "Removed HTML Tags: french firms sagem, snecma plan merger  paris (reuters) - french companies snecma and sagem   announced a planned 7 billion euro (\\$8.9 billion) merger on  friday, in a deal that analysts said was driven by political  rather than shareholder interests.\n",
      "Removed Special Characters: french firms sagem snecma plan merger  paris reuters  french companies snecma and sagem   announced a planned  billion euro  billion merger on  friday in a deal that analysts said was driven by political  rather than shareholder interests\n",
      "Tokens: ['french', 'firms', 'sagem', 'snecma', 'plan', 'merger', 'paris', 'reuters', 'french', 'companies', 'snecma', 'and', 'sagem', 'announced', 'a', 'planned', 'billion', 'euro', 'billion', 'merger', 'on', 'friday', 'in', 'a', 'deal', 'that', 'analysts', 'said', 'was', 'driven', 'by', 'political', 'rather', 'than', 'shareholder', 'interests']\n",
      "Removed Stopwords: ['french', 'firms', 'sagem', 'snecma', 'plan', 'merger', 'paris', 'reuters', 'french', 'companies', 'snecma', 'sagem', 'announced', 'planned', 'billion', 'euro', 'billion', 'merger', 'friday', 'deal', 'analysts', 'said', 'driven', 'political', 'rather', 'shareholder', 'interests']\n",
      "Stemmed Tokens: ['french', 'firm', 'sagem', 'snecma', 'plan', 'merger', 'pari', 'reuter', 'french', 'compani', 'snecma', 'sagem', 'announc', 'plan', 'billion', 'euro', 'billion', 'merger', 'friday', 'deal', 'analyst', 'said', 'driven', 'polit', 'rather', 'sharehold', 'interest']\n",
      "Final Preprocessed Text: french firm sagem snecma plan merger pari reuter french compani snecma sagem announc plan billion euro billion merger friday deal analyst said driven polit rather sharehold interest\n",
      "\n",
      "Original Text: Petroleum and natural-gas supply data due out Thursday SAN FRANCISCO (CBS.MW) -- A rally in heating-oil futures to a fresh record and gains for natural gas for the first time in four sessions pulled crude prices more than \\$1 a barrel higher Wednesday.\n",
      "Lowercased Text: petroleum and natural-gas supply data due out thursday san francisco (cbs.mw) -- a rally in heating-oil futures to a fresh record and gains for natural gas for the first time in four sessions pulled crude prices more than \\$1 a barrel higher wednesday.\n",
      "Removed URLs: petroleum and natural-gas supply data due out thursday san francisco (cbs.mw) -- a rally in heating-oil futures to a fresh record and gains for natural gas for the first time in four sessions pulled crude prices more than \\$1 a barrel higher wednesday.\n",
      "Removed HTML Tags: petroleum and natural-gas supply data due out thursday san francisco (cbs.mw) -- a rally in heating-oil futures to a fresh record and gains for natural gas for the first time in four sessions pulled crude prices more than \\$1 a barrel higher wednesday.\n",
      "Removed Special Characters: petroleum and naturalgas supply data due out thursday san francisco cbsmw  a rally in heatingoil futures to a fresh record and gains for natural gas for the first time in four sessions pulled crude prices more than  a barrel higher wednesday\n",
      "Tokens: ['petroleum', 'and', 'naturalgas', 'supply', 'data', 'due', 'out', 'thursday', 'san', 'francisco', 'cbsmw', 'a', 'rally', 'in', 'heatingoil', 'futures', 'to', 'a', 'fresh', 'record', 'and', 'gains', 'for', 'natural', 'gas', 'for', 'the', 'first', 'time', 'in', 'four', 'sessions', 'pulled', 'crude', 'prices', 'more', 'than', 'a', 'barrel', 'higher', 'wednesday']\n",
      "Removed Stopwords: ['petroleum', 'naturalgas', 'supply', 'data', 'due', 'thursday', 'san', 'francisco', 'cbsmw', 'rally', 'heatingoil', 'futures', 'fresh', 'record', 'gains', 'natural', 'gas', 'first', 'time', 'four', 'sessions', 'pulled', 'crude', 'prices', 'barrel', 'higher', 'wednesday']\n",
      "Stemmed Tokens: ['petroleum', 'naturalga', 'suppli', 'data', 'due', 'thursday', 'san', 'francisco', 'cbsmw', 'ralli', 'heatingoil', 'futur', 'fresh', 'record', 'gain', 'natur', 'ga', 'first', 'time', 'four', 'session', 'pull', 'crude', 'price', 'barrel', 'higher', 'wednesday']\n",
      "Final Preprocessed Text: petroleum naturalga suppli data due thursday san francisco cbsmw ralli heatingoil futur fresh record gain natur ga first time four session pull crude price barrel higher wednesday\n",
      "\n",
      "Original Text: Premier swallows Bird #39;s custard Bird #39;s custard and Angel Delight are back in British hands after a 70m deal announced yesterday. The famous brands have been bought by Premier Foods, owner of Ambrosia custard and Rowntrees jelly, from the US food group Kraft.\n",
      "Lowercased Text: premier swallows bird #39;s custard bird #39;s custard and angel delight are back in british hands after a 70m deal announced yesterday. the famous brands have been bought by premier foods, owner of ambrosia custard and rowntrees jelly, from the us food group kraft.\n",
      "Removed URLs: premier swallows bird #39;s custard bird #39;s custard and angel delight are back in british hands after a 70m deal announced yesterday. the famous brands have been bought by premier foods, owner of ambrosia custard and rowntrees jelly, from the us food group kraft.\n",
      "Removed HTML Tags: premier swallows bird #39;s custard bird #39;s custard and angel delight are back in british hands after a 70m deal announced yesterday. the famous brands have been bought by premier foods, owner of ambrosia custard and rowntrees jelly, from the us food group kraft.\n",
      "Removed Special Characters: premier swallows bird s custard bird s custard and angel delight are back in british hands after a m deal announced yesterday the famous brands have been bought by premier foods owner of ambrosia custard and rowntrees jelly from the us food group kraft\n",
      "Tokens: ['premier', 'swallows', 'bird', 's', 'custard', 'bird', 's', 'custard', 'and', 'angel', 'delight', 'are', 'back', 'in', 'british', 'hands', 'after', 'a', 'm', 'deal', 'announced', 'yesterday', 'the', 'famous', 'brands', 'have', 'been', 'bought', 'by', 'premier', 'foods', 'owner', 'of', 'ambrosia', 'custard', 'and', 'rowntrees', 'jelly', 'from', 'the', 'us', 'food', 'group', 'kraft']\n",
      "Removed Stopwords: ['premier', 'swallows', 'bird', 'custard', 'bird', 'custard', 'angel', 'delight', 'back', 'british', 'hands', 'deal', 'announced', 'yesterday', 'famous', 'brands', 'bought', 'premier', 'foods', 'owner', 'ambrosia', 'custard', 'rowntrees', 'jelly', 'us', 'food', 'group', 'kraft']\n",
      "Stemmed Tokens: ['premier', 'swallow', 'bird', 'custard', 'bird', 'custard', 'angel', 'delight', 'back', 'british', 'hand', 'deal', 'announc', 'yesterday', 'famou', 'brand', 'bought', 'premier', 'food', 'owner', 'ambrosia', 'custard', 'rowntre', 'jelli', 'us', 'food', 'group', 'kraft']\n",
      "Final Preprocessed Text: premier swallow bird custard bird custard angel delight back british hand deal announc yesterday famou brand bought premier food owner ambrosia custard rowntre jelli us food group kraft\n",
      "\n",
      "Original Text: Xstrata Makes a Bid for WMC Resources Swiss mining group Xstrata PLC Monday launched a hostile 7.4 billion Australian dollar (US\\$5.8 billion; euro4.4 billion) bid for uranium and copper miner WMC Resources LTD, increasing pressure on the independent Australian miner.\n",
      "Lowercased Text: xstrata makes a bid for wmc resources swiss mining group xstrata plc monday launched a hostile 7.4 billion australian dollar (us\\$5.8 billion; euro4.4 billion) bid for uranium and copper miner wmc resources ltd, increasing pressure on the independent australian miner.\n",
      "Removed URLs: xstrata makes a bid for wmc resources swiss mining group xstrata plc monday launched a hostile 7.4 billion australian dollar (us\\$5.8 billion; euro4.4 billion) bid for uranium and copper miner wmc resources ltd, increasing pressure on the independent australian miner.\n",
      "Removed HTML Tags: xstrata makes a bid for wmc resources swiss mining group xstrata plc monday launched a hostile 7.4 billion australian dollar (us\\$5.8 billion; euro4.4 billion) bid for uranium and copper miner wmc resources ltd, increasing pressure on the independent australian miner.\n",
      "Removed Special Characters: xstrata makes a bid for wmc resources swiss mining group xstrata plc monday launched a hostile  billion australian dollar us billion euro billion bid for uranium and copper miner wmc resources ltd increasing pressure on the independent australian miner\n",
      "Tokens: ['xstrata', 'makes', 'a', 'bid', 'for', 'wmc', 'resources', 'swiss', 'mining', 'group', 'xstrata', 'plc', 'monday', 'launched', 'a', 'hostile', 'billion', 'australian', 'dollar', 'us', 'billion', 'euro', 'billion', 'bid', 'for', 'uranium', 'and', 'copper', 'miner', 'wmc', 'resources', 'ltd', 'increasing', 'pressure', 'on', 'the', 'independent', 'australian', 'miner']\n",
      "Removed Stopwords: ['xstrata', 'makes', 'bid', 'wmc', 'resources', 'swiss', 'mining', 'group', 'xstrata', 'plc', 'monday', 'launched', 'hostile', 'billion', 'australian', 'dollar', 'us', 'billion', 'euro', 'billion', 'bid', 'uranium', 'copper', 'miner', 'wmc', 'resources', 'ltd', 'increasing', 'pressure', 'independent', 'australian', 'miner']\n",
      "Stemmed Tokens: ['xstrata', 'make', 'bid', 'wmc', 'resourc', 'swiss', 'mine', 'group', 'xstrata', 'plc', 'monday', 'launch', 'hostil', 'billion', 'australian', 'dollar', 'us', 'billion', 'euro', 'billion', 'bid', 'uranium', 'copper', 'miner', 'wmc', 'resourc', 'ltd', 'increas', 'pressur', 'independ', 'australian', 'miner']\n",
      "Final Preprocessed Text: xstrata make bid wmc resourc swiss mine group xstrata plc monday launch hostil billion australian dollar us billion euro billion bid uranium copper miner wmc resourc ltd increas pressur independ australian miner\n",
      "\n",
      "Original Text: PeopleSoft Plays Defense The business software maker inks a deal with IBM, but it isn't likely to dissuade Oracle.\n",
      "Lowercased Text: peoplesoft plays defense the business software maker inks a deal with ibm, but it isn't likely to dissuade oracle.\n",
      "Removed URLs: peoplesoft plays defense the business software maker inks a deal with ibm, but it isn't likely to dissuade oracle.\n",
      "Removed HTML Tags: peoplesoft plays defense the business software maker inks a deal with ibm, but it isn't likely to dissuade oracle.\n",
      "Removed Special Characters: peoplesoft plays defense the business software maker inks a deal with ibm but it isnt likely to dissuade oracle\n",
      "Tokens: ['peoplesoft', 'plays', 'defense', 'the', 'business', 'software', 'maker', 'inks', 'a', 'deal', 'with', 'ibm', 'but', 'it', 'isnt', 'likely', 'to', 'dissuade', 'oracle']\n",
      "Removed Stopwords: ['peoplesoft', 'plays', 'defense', 'business', 'software', 'maker', 'inks', 'deal', 'ibm', 'isnt', 'likely', 'dissuade', 'oracle']\n",
      "Stemmed Tokens: ['peoplesoft', 'play', 'defens', 'busi', 'softwar', 'maker', 'ink', 'deal', 'ibm', 'isnt', 'like', 'dissuad', 'oracl']\n",
      "Final Preprocessed Text: peoplesoft play defens busi softwar maker ink deal ibm isnt like dissuad oracl\n",
      "\n",
      "Original Text: Fed #39;s Pianalto upbeat on growth, inflation WASHINGTON : The Federal Reserve #39;s policy of gradual interest rate hikes is a sign the US economy does not need the stimulus that low rates supply, according to Cleveland Fed president Sandra Pianalto.\n",
      "Lowercased Text: fed #39;s pianalto upbeat on growth, inflation washington : the federal reserve #39;s policy of gradual interest rate hikes is a sign the us economy does not need the stimulus that low rates supply, according to cleveland fed president sandra pianalto.\n",
      "Removed URLs: fed #39;s pianalto upbeat on growth, inflation washington : the federal reserve #39;s policy of gradual interest rate hikes is a sign the us economy does not need the stimulus that low rates supply, according to cleveland fed president sandra pianalto.\n",
      "Removed HTML Tags: fed #39;s pianalto upbeat on growth, inflation washington : the federal reserve #39;s policy of gradual interest rate hikes is a sign the us economy does not need the stimulus that low rates supply, according to cleveland fed president sandra pianalto.\n",
      "Removed Special Characters: fed s pianalto upbeat on growth inflation washington  the federal reserve s policy of gradual interest rate hikes is a sign the us economy does not need the stimulus that low rates supply according to cleveland fed president sandra pianalto\n",
      "Tokens: ['fed', 's', 'pianalto', 'upbeat', 'on', 'growth', 'inflation', 'washington', 'the', 'federal', 'reserve', 's', 'policy', 'of', 'gradual', 'interest', 'rate', 'hikes', 'is', 'a', 'sign', 'the', 'us', 'economy', 'does', 'not', 'need', 'the', 'stimulus', 'that', 'low', 'rates', 'supply', 'according', 'to', 'cleveland', 'fed', 'president', 'sandra', 'pianalto']\n",
      "Removed Stopwords: ['fed', 'pianalto', 'upbeat', 'growth', 'inflation', 'washington', 'federal', 'reserve', 'policy', 'gradual', 'interest', 'rate', 'hikes', 'sign', 'us', 'economy', 'need', 'stimulus', 'low', 'rates', 'supply', 'according', 'cleveland', 'fed', 'president', 'sandra', 'pianalto']\n",
      "Stemmed Tokens: ['fed', 'pianalto', 'upbeat', 'growth', 'inflat', 'washington', 'feder', 'reserv', 'polici', 'gradual', 'interest', 'rate', 'hike', 'sign', 'us', 'economi', 'need', 'stimulu', 'low', 'rate', 'suppli', 'accord', 'cleveland', 'fed', 'presid', 'sandra', 'pianalto']\n",
      "Final Preprocessed Text: fed pianalto upbeat growth inflat washington feder reserv polici gradual interest rate hike sign us economi need stimulu low rate suppli accord cleveland fed presid sandra pianalto\n",
      "\n",
      "Original Text: US rate rise locked in for Wednesday (AFP) AFP - The unexpected boom in US job creation in October has locked in an interest rate rise and will likely encourage another tightening in December, analysts said.\n",
      "Lowercased Text: us rate rise locked in for wednesday (afp) afp - the unexpected boom in us job creation in october has locked in an interest rate rise and will likely encourage another tightening in december, analysts said.\n",
      "Removed URLs: us rate rise locked in for wednesday (afp) afp - the unexpected boom in us job creation in october has locked in an interest rate rise and will likely encourage another tightening in december, analysts said.\n",
      "Removed HTML Tags: us rate rise locked in for wednesday (afp) afp - the unexpected boom in us job creation in october has locked in an interest rate rise and will likely encourage another tightening in december, analysts said.\n",
      "Removed Special Characters: us rate rise locked in for wednesday afp afp  the unexpected boom in us job creation in october has locked in an interest rate rise and will likely encourage another tightening in december analysts said\n",
      "Tokens: ['us', 'rate', 'rise', 'locked', 'in', 'for', 'wednesday', 'afp', 'afp', 'the', 'unexpected', 'boom', 'in', 'us', 'job', 'creation', 'in', 'october', 'has', 'locked', 'in', 'an', 'interest', 'rate', 'rise', 'and', 'will', 'likely', 'encourage', 'another', 'tightening', 'in', 'december', 'analysts', 'said']\n",
      "Removed Stopwords: ['us', 'rate', 'rise', 'locked', 'wednesday', 'afp', 'afp', 'unexpected', 'boom', 'us', 'job', 'creation', 'october', 'locked', 'interest', 'rate', 'rise', 'likely', 'encourage', 'another', 'tightening', 'december', 'analysts', 'said']\n",
      "Stemmed Tokens: ['us', 'rate', 'rise', 'lock', 'wednesday', 'afp', 'afp', 'unexpect', 'boom', 'us', 'job', 'creation', 'octob', 'lock', 'interest', 'rate', 'rise', 'like', 'encourag', 'anoth', 'tighten', 'decemb', 'analyst', 'said']\n",
      "Final Preprocessed Text: us rate rise lock wednesday afp afp unexpect boom us job creation octob lock interest rate rise like encourag anoth tighten decemb analyst said\n",
      "\n",
      "Original Text: Bush vows to cut deficit President Bush pledged yesterday to work with Congress to reduce the government #39;s huge budget deficit as a key step in assuring the world that his administration supports a strong dollar.\n",
      "Lowercased Text: bush vows to cut deficit president bush pledged yesterday to work with congress to reduce the government #39;s huge budget deficit as a key step in assuring the world that his administration supports a strong dollar.\n",
      "Removed URLs: bush vows to cut deficit president bush pledged yesterday to work with congress to reduce the government #39;s huge budget deficit as a key step in assuring the world that his administration supports a strong dollar.\n",
      "Removed HTML Tags: bush vows to cut deficit president bush pledged yesterday to work with congress to reduce the government #39;s huge budget deficit as a key step in assuring the world that his administration supports a strong dollar.\n",
      "Removed Special Characters: bush vows to cut deficit president bush pledged yesterday to work with congress to reduce the government s huge budget deficit as a key step in assuring the world that his administration supports a strong dollar\n",
      "Tokens: ['bush', 'vows', 'to', 'cut', 'deficit', 'president', 'bush', 'pledged', 'yesterday', 'to', 'work', 'with', 'congress', 'to', 'reduce', 'the', 'government', 's', 'huge', 'budget', 'deficit', 'as', 'a', 'key', 'step', 'in', 'assuring', 'the', 'world', 'that', 'his', 'administration', 'supports', 'a', 'strong', 'dollar']\n",
      "Removed Stopwords: ['bush', 'vows', 'cut', 'deficit', 'president', 'bush', 'pledged', 'yesterday', 'work', 'congress', 'reduce', 'government', 'huge', 'budget', 'deficit', 'key', 'step', 'assuring', 'world', 'administration', 'supports', 'strong', 'dollar']\n",
      "Stemmed Tokens: ['bush', 'vow', 'cut', 'deficit', 'presid', 'bush', 'pledg', 'yesterday', 'work', 'congress', 'reduc', 'govern', 'huge', 'budget', 'deficit', 'key', 'step', 'assur', 'world', 'administr', 'support', 'strong', 'dollar']\n",
      "Final Preprocessed Text: bush vow cut deficit presid bush pledg yesterday work congress reduc govern huge budget deficit key step assur world administr support strong dollar\n",
      "\n",
      "Original Text: Odyssey Warns of Weak Quarter, CEO Quits  CHICAGO (Reuters) - Odyssey Healthcare Inc.  &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=ODSY.O target=/stocks/quickinfo/fullquote\"&gt;ODSY.O&lt;/A&gt; on  Monday warned of an earnings shortfall, announced the  resignation of its chief executive and said it was the subject  of a Justice Department probe, sending shares of the hospice  care provider plummeting 42 percent.\n",
      "Lowercased Text: odyssey warns of weak quarter, ceo quits  chicago (reuters) - odyssey healthcare inc.  &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=odsy.o target=/stocks/quickinfo/fullquote\"&gt;odsy.o&lt;/a&gt; on  monday warned of an earnings shortfall, announced the  resignation of its chief executive and said it was the subject  of a justice department probe, sending shares of the hospice  care provider plummeting 42 percent.\n",
      "Removed URLs: odyssey warns of weak quarter, ceo quits  chicago (reuters) - odyssey healthcare inc.  &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;odsy.o&lt;/a&gt; on  monday warned of an earnings shortfall, announced the  resignation of its chief executive and said it was the subject  of a justice department probe, sending shares of the hospice  care provider plummeting 42 percent.\n",
      "Removed HTML Tags: odyssey warns of weak quarter, ceo quits  chicago (reuters) - odyssey healthcare inc.  &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;odsy.o&lt;/a&gt; on  monday warned of an earnings shortfall, announced the  resignation of its chief executive and said it was the subject  of a justice department probe, sending shares of the hospice  care provider plummeting 42 percent.\n",
      "Removed Special Characters: odyssey warns of weak quarter ceo quits  chicago reuters  odyssey healthcare inc  lta href targetstocksquickinfofullquotegtodsyoltagt on  monday warned of an earnings shortfall announced the  resignation of its chief executive and said it was the subject  of a justice department probe sending shares of the hospice  care provider plummeting  percent\n",
      "Tokens: ['odyssey', 'warns', 'of', 'weak', 'quarter', 'ceo', 'quits', 'chicago', 'reuters', 'odyssey', 'healthcare', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtodsyoltagt', 'on', 'monday', 'warned', 'of', 'an', 'earnings', 'shortfall', 'announced', 'the', 'resignation', 'of', 'its', 'chief', 'executive', 'and', 'said', 'it', 'was', 'the', 'subject', 'of', 'a', 'justice', 'department', 'probe', 'sending', 'shares', 'of', 'the', 'hospice', 'care', 'provider', 'plummeting', 'percent']\n",
      "Removed Stopwords: ['odyssey', 'warns', 'weak', 'quarter', 'ceo', 'quits', 'chicago', 'reuters', 'odyssey', 'healthcare', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtodsyoltagt', 'monday', 'warned', 'earnings', 'shortfall', 'announced', 'resignation', 'chief', 'executive', 'said', 'subject', 'justice', 'department', 'probe', 'sending', 'shares', 'hospice', 'care', 'provider', 'plummeting', 'percent']\n",
      "Stemmed Tokens: ['odyssey', 'warn', 'weak', 'quarter', 'ceo', 'quit', 'chicago', 'reuter', 'odyssey', 'healthcar', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtodsyoltagt', 'monday', 'warn', 'earn', 'shortfal', 'announc', 'resign', 'chief', 'execut', 'said', 'subject', 'justic', 'depart', 'probe', 'send', 'share', 'hospic', 'care', 'provid', 'plummet', 'percent']\n",
      "Final Preprocessed Text: odyssey warn weak quarter ceo quit chicago reuter odyssey healthcar inc lta href targetstocksquickinfofullquotegtodsyoltagt monday warn earn shortfal announc resign chief execut said subject justic depart probe send share hospic care provid plummet percent\n",
      "\n",
      "Original Text: California is joining probe of insurers California #39;s top insurance regulator said Wednesday he will file a civil suit shortly in the widening scandal over insurance industry sales practices.\n",
      "Lowercased Text: california is joining probe of insurers california #39;s top insurance regulator said wednesday he will file a civil suit shortly in the widening scandal over insurance industry sales practices.\n",
      "Removed URLs: california is joining probe of insurers california #39;s top insurance regulator said wednesday he will file a civil suit shortly in the widening scandal over insurance industry sales practices.\n",
      "Removed HTML Tags: california is joining probe of insurers california #39;s top insurance regulator said wednesday he will file a civil suit shortly in the widening scandal over insurance industry sales practices.\n",
      "Removed Special Characters: california is joining probe of insurers california s top insurance regulator said wednesday he will file a civil suit shortly in the widening scandal over insurance industry sales practices\n",
      "Tokens: ['california', 'is', 'joining', 'probe', 'of', 'insurers', 'california', 's', 'top', 'insurance', 'regulator', 'said', 'wednesday', 'he', 'will', 'file', 'a', 'civil', 'suit', 'shortly', 'in', 'the', 'widening', 'scandal', 'over', 'insurance', 'industry', 'sales', 'practices']\n",
      "Removed Stopwords: ['california', 'joining', 'probe', 'insurers', 'california', 'top', 'insurance', 'regulator', 'said', 'wednesday', 'file', 'civil', 'suit', 'shortly', 'widening', 'scandal', 'insurance', 'industry', 'sales', 'practices']\n",
      "Stemmed Tokens: ['california', 'join', 'probe', 'insur', 'california', 'top', 'insur', 'regul', 'said', 'wednesday', 'file', 'civil', 'suit', 'shortli', 'widen', 'scandal', 'insur', 'industri', 'sale', 'practic']\n",
      "Final Preprocessed Text: california join probe insur california top insur regul said wednesday file civil suit shortli widen scandal insur industri sale practic\n",
      "\n",
      "Original Text: Trump #39;s casinos file for bankruptcy Donald Trump #39;s flagship casino business yesterday filed for bankruptcy as part of a financial restructuring aimed at easing \\$1.8bn (1m) debt.\n",
      "Lowercased Text: trump #39;s casinos file for bankruptcy donald trump #39;s flagship casino business yesterday filed for bankruptcy as part of a financial restructuring aimed at easing \\$1.8bn (1m) debt.\n",
      "Removed URLs: trump #39;s casinos file for bankruptcy donald trump #39;s flagship casino business yesterday filed for bankruptcy as part of a financial restructuring aimed at easing \\$1.8bn (1m) debt.\n",
      "Removed HTML Tags: trump #39;s casinos file for bankruptcy donald trump #39;s flagship casino business yesterday filed for bankruptcy as part of a financial restructuring aimed at easing \\$1.8bn (1m) debt.\n",
      "Removed Special Characters: trump s casinos file for bankruptcy donald trump s flagship casino business yesterday filed for bankruptcy as part of a financial restructuring aimed at easing bn m debt\n",
      "Tokens: ['trump', 's', 'casinos', 'file', 'for', 'bankruptcy', 'donald', 'trump', 's', 'flagship', 'casino', 'business', 'yesterday', 'filed', 'for', 'bankruptcy', 'as', 'part', 'of', 'a', 'financial', 'restructuring', 'aimed', 'at', 'easing', 'bn', 'm', 'debt']\n",
      "Removed Stopwords: ['trump', 'casinos', 'file', 'bankruptcy', 'donald', 'trump', 'flagship', 'casino', 'business', 'yesterday', 'filed', 'bankruptcy', 'part', 'financial', 'restructuring', 'aimed', 'easing', 'bn', 'debt']\n",
      "Stemmed Tokens: ['trump', 'casino', 'file', 'bankruptci', 'donald', 'trump', 'flagship', 'casino', 'busi', 'yesterday', 'file', 'bankruptci', 'part', 'financi', 'restructur', 'aim', 'eas', 'bn', 'debt']\n",
      "Final Preprocessed Text: trump casino file bankruptci donald trump flagship casino busi yesterday file bankruptci part financi restructur aim eas bn debt\n",
      "\n",
      "Original Text: Sky-high oil prices will ground air transport profits: IATA MONTREAL, Canada : Sky-high oil costs will keep air transport profits in the basement, with losses between three billion and four billion dollars this year, despite a pickup in traffic, the international air trade association said.\n",
      "Lowercased Text: sky-high oil prices will ground air transport profits: iata montreal, canada : sky-high oil costs will keep air transport profits in the basement, with losses between three billion and four billion dollars this year, despite a pickup in traffic, the international air trade association said.\n",
      "Removed URLs: sky-high oil prices will ground air transport profits: iata montreal, canada : sky-high oil costs will keep air transport profits in the basement, with losses between three billion and four billion dollars this year, despite a pickup in traffic, the international air trade association said.\n",
      "Removed HTML Tags: sky-high oil prices will ground air transport profits: iata montreal, canada : sky-high oil costs will keep air transport profits in the basement, with losses between three billion and four billion dollars this year, despite a pickup in traffic, the international air trade association said.\n",
      "Removed Special Characters: skyhigh oil prices will ground air transport profits iata montreal canada  skyhigh oil costs will keep air transport profits in the basement with losses between three billion and four billion dollars this year despite a pickup in traffic the international air trade association said\n",
      "Tokens: ['skyhigh', 'oil', 'prices', 'will', 'ground', 'air', 'transport', 'profits', 'iata', 'montreal', 'canada', 'skyhigh', 'oil', 'costs', 'will', 'keep', 'air', 'transport', 'profits', 'in', 'the', 'basement', 'with', 'losses', 'between', 'three', 'billion', 'and', 'four', 'billion', 'dollars', 'this', 'year', 'despite', 'a', 'pickup', 'in', 'traffic', 'the', 'international', 'air', 'trade', 'association', 'said']\n",
      "Removed Stopwords: ['skyhigh', 'oil', 'prices', 'ground', 'air', 'transport', 'profits', 'iata', 'montreal', 'canada', 'skyhigh', 'oil', 'costs', 'keep', 'air', 'transport', 'profits', 'basement', 'losses', 'three', 'billion', 'four', 'billion', 'dollars', 'year', 'despite', 'pickup', 'traffic', 'international', 'air', 'trade', 'association', 'said']\n",
      "Stemmed Tokens: ['skyhigh', 'oil', 'price', 'ground', 'air', 'transport', 'profit', 'iata', 'montreal', 'canada', 'skyhigh', 'oil', 'cost', 'keep', 'air', 'transport', 'profit', 'basement', 'loss', 'three', 'billion', 'four', 'billion', 'dollar', 'year', 'despit', 'pickup', 'traffic', 'intern', 'air', 'trade', 'associ', 'said']\n",
      "Final Preprocessed Text: skyhigh oil price ground air transport profit iata montreal canada skyhigh oil cost keep air transport profit basement loss three billion four billion dollar year despit pickup traffic intern air trade associ said\n",
      "\n",
      "Original Text: Wells Fargo Profit Rises 12 Percent  NEW YORK (Reuters) - Wells Fargo   Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=WFC.N target=/stocks/quickinfo/fullquote\"&gt;WFC.N&lt;/A&gt;, the No. 4  U.S. bank, on Tuesday said third-quarter profit rose a  lower-than-expected 12 percent after a downturn in home  mortgage lending.\n",
      "Lowercased Text: wells fargo profit rises 12 percent  new york (reuters) - wells fargo   co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=wfc.n target=/stocks/quickinfo/fullquote\"&gt;wfc.n&lt;/a&gt;, the no. 4  u.s. bank, on tuesday said third-quarter profit rose a  lower-than-expected 12 percent after a downturn in home  mortgage lending.\n",
      "Removed URLs: wells fargo profit rises 12 percent  new york (reuters) - wells fargo   co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;wfc.n&lt;/a&gt;, the no. 4  u.s. bank, on tuesday said third-quarter profit rose a  lower-than-expected 12 percent after a downturn in home  mortgage lending.\n",
      "Removed HTML Tags: wells fargo profit rises 12 percent  new york (reuters) - wells fargo   co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;wfc.n&lt;/a&gt;, the no. 4  u.s. bank, on tuesday said third-quarter profit rose a  lower-than-expected 12 percent after a downturn in home  mortgage lending.\n",
      "Removed Special Characters: wells fargo profit rises  percent  new york reuters  wells fargo   co lta href targetstocksquickinfofullquotegtwfcnltagt the no   us bank on tuesday said thirdquarter profit rose a  lowerthanexpected  percent after a downturn in home  mortgage lending\n",
      "Tokens: ['wells', 'fargo', 'profit', 'rises', 'percent', 'new', 'york', 'reuters', 'wells', 'fargo', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtwfcnltagt', 'the', 'no', 'us', 'bank', 'on', 'tuesday', 'said', 'thirdquarter', 'profit', 'rose', 'a', 'lowerthanexpected', 'percent', 'after', 'a', 'downturn', 'in', 'home', 'mortgage', 'lending']\n",
      "Removed Stopwords: ['wells', 'fargo', 'profit', 'rises', 'percent', 'new', 'york', 'reuters', 'wells', 'fargo', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtwfcnltagt', 'us', 'bank', 'tuesday', 'said', 'thirdquarter', 'profit', 'rose', 'lowerthanexpected', 'percent', 'downturn', 'home', 'mortgage', 'lending']\n",
      "Stemmed Tokens: ['well', 'fargo', 'profit', 'rise', 'percent', 'new', 'york', 'reuter', 'well', 'fargo', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegtwfcnltagt', 'us', 'bank', 'tuesday', 'said', 'thirdquart', 'profit', 'rose', 'lowerthanexpect', 'percent', 'downturn', 'home', 'mortgag', 'lend']\n",
      "Final Preprocessed Text: well fargo profit rise percent new york reuter well fargo co lta href targetstocksquickinfofullquotegtwfcnltagt us bank tuesday said thirdquart profit rose lowerthanexpect percent downturn home mortgag lend\n",
      "\n",
      "Original Text: Wal-Mart Anchors Windows Media Mall The world #39;s largest software company has teamed with the world #39;s largest retailer to help kick off the latest version of Windows Media Player.\n",
      "Lowercased Text: wal-mart anchors windows media mall the world #39;s largest software company has teamed with the world #39;s largest retailer to help kick off the latest version of windows media player.\n",
      "Removed URLs: wal-mart anchors windows media mall the world #39;s largest software company has teamed with the world #39;s largest retailer to help kick off the latest version of windows media player.\n",
      "Removed HTML Tags: wal-mart anchors windows media mall the world #39;s largest software company has teamed with the world #39;s largest retailer to help kick off the latest version of windows media player.\n",
      "Removed Special Characters: walmart anchors windows media mall the world s largest software company has teamed with the world s largest retailer to help kick off the latest version of windows media player\n",
      "Tokens: ['walmart', 'anchors', 'windows', 'media', 'mall', 'the', 'world', 's', 'largest', 'software', 'company', 'has', 'teamed', 'with', 'the', 'world', 's', 'largest', 'retailer', 'to', 'help', 'kick', 'off', 'the', 'latest', 'version', 'of', 'windows', 'media', 'player']\n",
      "Removed Stopwords: ['walmart', 'anchors', 'windows', 'media', 'mall', 'world', 'largest', 'software', 'company', 'teamed', 'world', 'largest', 'retailer', 'help', 'kick', 'latest', 'version', 'windows', 'media', 'player']\n",
      "Stemmed Tokens: ['walmart', 'anchor', 'window', 'media', 'mall', 'world', 'largest', 'softwar', 'compani', 'team', 'world', 'largest', 'retail', 'help', 'kick', 'latest', 'version', 'window', 'media', 'player']\n",
      "Final Preprocessed Text: walmart anchor window media mall world largest softwar compani team world largest retail help kick latest version window media player\n",
      "\n",
      "Original Text: ECB  quot;consensus quot; kept rates steady today European Central Bank president Jean-Claude Trichet has said that today #39;s decision to leave euro interest rates unchanged reflected a broad consensus on the governing council of the bank.\n",
      "Lowercased Text: ecb  quot;consensus quot; kept rates steady today european central bank president jean-claude trichet has said that today #39;s decision to leave euro interest rates unchanged reflected a broad consensus on the governing council of the bank.\n",
      "Removed URLs: ecb  quot;consensus quot; kept rates steady today european central bank president jean-claude trichet has said that today #39;s decision to leave euro interest rates unchanged reflected a broad consensus on the governing council of the bank.\n",
      "Removed HTML Tags: ecb  quot;consensus quot; kept rates steady today european central bank president jean-claude trichet has said that today #39;s decision to leave euro interest rates unchanged reflected a broad consensus on the governing council of the bank.\n",
      "Removed Special Characters: ecb  quotconsensus quot kept rates steady today european central bank president jeanclaude trichet has said that today s decision to leave euro interest rates unchanged reflected a broad consensus on the governing council of the bank\n",
      "Tokens: ['ecb', 'quotconsensus', 'quot', 'kept', 'rates', 'steady', 'today', 'european', 'central', 'bank', 'president', 'jeanclaude', 'trichet', 'has', 'said', 'that', 'today', 's', 'decision', 'to', 'leave', 'euro', 'interest', 'rates', 'unchanged', 'reflected', 'a', 'broad', 'consensus', 'on', 'the', 'governing', 'council', 'of', 'the', 'bank']\n",
      "Removed Stopwords: ['ecb', 'quotconsensus', 'quot', 'kept', 'rates', 'steady', 'today', 'european', 'central', 'bank', 'president', 'jeanclaude', 'trichet', 'said', 'today', 'decision', 'leave', 'euro', 'interest', 'rates', 'unchanged', 'reflected', 'broad', 'consensus', 'governing', 'council', 'bank']\n",
      "Stemmed Tokens: ['ecb', 'quotconsensu', 'quot', 'kept', 'rate', 'steadi', 'today', 'european', 'central', 'bank', 'presid', 'jeanclaud', 'trichet', 'said', 'today', 'decis', 'leav', 'euro', 'interest', 'rate', 'unchang', 'reflect', 'broad', 'consensu', 'govern', 'council', 'bank']\n",
      "Final Preprocessed Text: ecb quotconsensu quot kept rate steadi today european central bank presid jeanclaud trichet said today decis leav euro interest rate unchang reflect broad consensu govern council bank\n",
      "\n",
      "Original Text: NJ Transit Riders Get A  quot;Fare quot; Warning (1010 WINS) (NEWARK) NJ Transit #39;s executive director on Thursday said the agency #39;s 400,000 daily riders should expect fare hikes of up to 15 percent starting in July to offset a projected \\$50 million deficit caused by higher fuel and security costs and \n",
      "Lowercased Text: nj transit riders get a  quot;fare quot; warning (1010 wins) (newark) nj transit #39;s executive director on thursday said the agency #39;s 400,000 daily riders should expect fare hikes of up to 15 percent starting in july to offset a projected \\$50 million deficit caused by higher fuel and security costs and \n",
      "Removed URLs: nj transit riders get a  quot;fare quot; warning (1010 wins) (newark) nj transit #39;s executive director on thursday said the agency #39;s 400,000 daily riders should expect fare hikes of up to 15 percent starting in july to offset a projected \\$50 million deficit caused by higher fuel and security costs and \n",
      "Removed HTML Tags: nj transit riders get a  quot;fare quot; warning (1010 wins) (newark) nj transit #39;s executive director on thursday said the agency #39;s 400,000 daily riders should expect fare hikes of up to 15 percent starting in july to offset a projected \\$50 million deficit caused by higher fuel and security costs and \n",
      "Removed Special Characters: nj transit riders get a  quotfare quot warning  wins newark nj transit s executive director on thursday said the agency s  daily riders should expect fare hikes of up to  percent starting in july to offset a projected  million deficit caused by higher fuel and security costs and \n",
      "Tokens: ['nj', 'transit', 'riders', 'get', 'a', 'quotfare', 'quot', 'warning', 'wins', 'newark', 'nj', 'transit', 's', 'executive', 'director', 'on', 'thursday', 'said', 'the', 'agency', 's', 'daily', 'riders', 'should', 'expect', 'fare', 'hikes', 'of', 'up', 'to', 'percent', 'starting', 'in', 'july', 'to', 'offset', 'a', 'projected', 'million', 'deficit', 'caused', 'by', 'higher', 'fuel', 'and', 'security', 'costs', 'and']\n",
      "Removed Stopwords: ['nj', 'transit', 'riders', 'get', 'quotfare', 'quot', 'warning', 'wins', 'newark', 'nj', 'transit', 'executive', 'director', 'thursday', 'said', 'agency', 'daily', 'riders', 'expect', 'fare', 'hikes', 'percent', 'starting', 'july', 'offset', 'projected', 'million', 'deficit', 'caused', 'higher', 'fuel', 'security', 'costs']\n",
      "Stemmed Tokens: ['nj', 'transit', 'rider', 'get', 'quotfar', 'quot', 'warn', 'win', 'newark', 'nj', 'transit', 'execut', 'director', 'thursday', 'said', 'agenc', 'daili', 'rider', 'expect', 'fare', 'hike', 'percent', 'start', 'juli', 'offset', 'project', 'million', 'deficit', 'caus', 'higher', 'fuel', 'secur', 'cost']\n",
      "Final Preprocessed Text: nj transit rider get quotfar quot warn win newark nj transit execut director thursday said agenc daili rider expect fare hike percent start juli offset project million deficit caus higher fuel secur cost\n",
      "\n",
      "Original Text: Econ Edge: The Economic Week Fed Governor Speaks (12:45 pm ET) Federal Reserve Governor Mark Olson speaks about his economic outlook at a roundtable lunch in Toronto.\n",
      "Lowercased Text: econ edge: the economic week fed governor speaks (12:45 pm et) federal reserve governor mark olson speaks about his economic outlook at a roundtable lunch in toronto.\n",
      "Removed URLs: econ edge: the economic week fed governor speaks (12:45 pm et) federal reserve governor mark olson speaks about his economic outlook at a roundtable lunch in toronto.\n",
      "Removed HTML Tags: econ edge: the economic week fed governor speaks (12:45 pm et) federal reserve governor mark olson speaks about his economic outlook at a roundtable lunch in toronto.\n",
      "Removed Special Characters: econ edge the economic week fed governor speaks  pm et federal reserve governor mark olson speaks about his economic outlook at a roundtable lunch in toronto\n",
      "Tokens: ['econ', 'edge', 'the', 'economic', 'week', 'fed', 'governor', 'speaks', 'pm', 'et', 'federal', 'reserve', 'governor', 'mark', 'olson', 'speaks', 'about', 'his', 'economic', 'outlook', 'at', 'a', 'roundtable', 'lunch', 'in', 'toronto']\n",
      "Removed Stopwords: ['econ', 'edge', 'economic', 'week', 'fed', 'governor', 'speaks', 'pm', 'et', 'federal', 'reserve', 'governor', 'mark', 'olson', 'speaks', 'economic', 'outlook', 'roundtable', 'lunch', 'toronto']\n",
      "Stemmed Tokens: ['econ', 'edg', 'econom', 'week', 'fed', 'governor', 'speak', 'pm', 'et', 'feder', 'reserv', 'governor', 'mark', 'olson', 'speak', 'econom', 'outlook', 'roundtabl', 'lunch', 'toronto']\n",
      "Final Preprocessed Text: econ edg econom week fed governor speak pm et feder reserv governor mark olson speak econom outlook roundtabl lunch toronto\n",
      "\n",
      "Original Text: Molson chief airs doubts The CEO of Molson Inc. raised doubts about his company #39;s deal with Adolph Coors Co., telling a Canadian newspaper he doesn #39;t know whether his shareholders will OK the merger, even though it #39;s  quot;the best deal.\n",
      "Lowercased Text: molson chief airs doubts the ceo of molson inc. raised doubts about his company #39;s deal with adolph coors co., telling a canadian newspaper he doesn #39;t know whether his shareholders will ok the merger, even though it #39;s  quot;the best deal.\n",
      "Removed URLs: molson chief airs doubts the ceo of molson inc. raised doubts about his company #39;s deal with adolph coors co., telling a canadian newspaper he doesn #39;t know whether his shareholders will ok the merger, even though it #39;s  quot;the best deal.\n",
      "Removed HTML Tags: molson chief airs doubts the ceo of molson inc. raised doubts about his company #39;s deal with adolph coors co., telling a canadian newspaper he doesn #39;t know whether his shareholders will ok the merger, even though it #39;s  quot;the best deal.\n",
      "Removed Special Characters: molson chief airs doubts the ceo of molson inc raised doubts about his company s deal with adolph coors co telling a canadian newspaper he doesn t know whether his shareholders will ok the merger even though it s  quotthe best deal\n",
      "Tokens: ['molson', 'chief', 'airs', 'doubts', 'the', 'ceo', 'of', 'molson', 'inc', 'raised', 'doubts', 'about', 'his', 'company', 's', 'deal', 'with', 'adolph', 'coors', 'co', 'telling', 'a', 'canadian', 'newspaper', 'he', 'doesn', 't', 'know', 'whether', 'his', 'shareholders', 'will', 'ok', 'the', 'merger', 'even', 'though', 'it', 's', 'quotthe', 'best', 'deal']\n",
      "Removed Stopwords: ['molson', 'chief', 'airs', 'doubts', 'ceo', 'molson', 'inc', 'raised', 'doubts', 'company', 'deal', 'adolph', 'coors', 'co', 'telling', 'canadian', 'newspaper', 'know', 'whether', 'shareholders', 'ok', 'merger', 'even', 'though', 'quotthe', 'best', 'deal']\n",
      "Stemmed Tokens: ['molson', 'chief', 'air', 'doubt', 'ceo', 'molson', 'inc', 'rais', 'doubt', 'compani', 'deal', 'adolph', 'coor', 'co', 'tell', 'canadian', 'newspap', 'know', 'whether', 'sharehold', 'ok', 'merger', 'even', 'though', 'quotth', 'best', 'deal']\n",
      "Final Preprocessed Text: molson chief air doubt ceo molson inc rais doubt compani deal adolph coor co tell canadian newspap know whether sharehold ok merger even though quotth best deal\n",
      "\n",
      "Original Text: Nikkei Hits 2-Week Closing Low  TOKYO (Reuters) - The Nikkei average fell for a third  straight session to hit a two-week closing low on Friday as  renewed earnings concerns prompted selling in Tokyo Electron  Ltd., Sony Corp. and other high-tech stocks.\n",
      "Lowercased Text: nikkei hits 2-week closing low  tokyo (reuters) - the nikkei average fell for a third  straight session to hit a two-week closing low on friday as  renewed earnings concerns prompted selling in tokyo electron  ltd., sony corp. and other high-tech stocks.\n",
      "Removed URLs: nikkei hits 2-week closing low  tokyo (reuters) - the nikkei average fell for a third  straight session to hit a two-week closing low on friday as  renewed earnings concerns prompted selling in tokyo electron  ltd., sony corp. and other high-tech stocks.\n",
      "Removed HTML Tags: nikkei hits 2-week closing low  tokyo (reuters) - the nikkei average fell for a third  straight session to hit a two-week closing low on friday as  renewed earnings concerns prompted selling in tokyo electron  ltd., sony corp. and other high-tech stocks.\n",
      "Removed Special Characters: nikkei hits week closing low  tokyo reuters  the nikkei average fell for a third  straight session to hit a twoweek closing low on friday as  renewed earnings concerns prompted selling in tokyo electron  ltd sony corp and other hightech stocks\n",
      "Tokens: ['nikkei', 'hits', 'week', 'closing', 'low', 'tokyo', 'reuters', 'the', 'nikkei', 'average', 'fell', 'for', 'a', 'third', 'straight', 'session', 'to', 'hit', 'a', 'twoweek', 'closing', 'low', 'on', 'friday', 'as', 'renewed', 'earnings', 'concerns', 'prompted', 'selling', 'in', 'tokyo', 'electron', 'ltd', 'sony', 'corp', 'and', 'other', 'hightech', 'stocks']\n",
      "Removed Stopwords: ['nikkei', 'hits', 'week', 'closing', 'low', 'tokyo', 'reuters', 'nikkei', 'average', 'fell', 'third', 'straight', 'session', 'hit', 'twoweek', 'closing', 'low', 'friday', 'renewed', 'earnings', 'concerns', 'prompted', 'selling', 'tokyo', 'electron', 'ltd', 'sony', 'corp', 'hightech', 'stocks']\n",
      "Stemmed Tokens: ['nikkei', 'hit', 'week', 'close', 'low', 'tokyo', 'reuter', 'nikkei', 'averag', 'fell', 'third', 'straight', 'session', 'hit', 'twoweek', 'close', 'low', 'friday', 'renew', 'earn', 'concern', 'prompt', 'sell', 'tokyo', 'electron', 'ltd', 'soni', 'corp', 'hightech', 'stock']\n",
      "Final Preprocessed Text: nikkei hit week close low tokyo reuter nikkei averag fell third straight session hit twoweek close low friday renew earn concern prompt sell tokyo electron ltd soni corp hightech stock\n",
      "\n",
      "Original Text: Fiat and General Motors to square up in Switzerland MILAN (AFP) - Sharp differences between the Fiat Group and General Motors over an option by Fiat to sell its loss-making auto operations to GM will be the focus of a meeting between the two companies in Zurich on Tuesday.\n",
      "Lowercased Text: fiat and general motors to square up in switzerland milan (afp) - sharp differences between the fiat group and general motors over an option by fiat to sell its loss-making auto operations to gm will be the focus of a meeting between the two companies in zurich on tuesday.\n",
      "Removed URLs: fiat and general motors to square up in switzerland milan (afp) - sharp differences between the fiat group and general motors over an option by fiat to sell its loss-making auto operations to gm will be the focus of a meeting between the two companies in zurich on tuesday.\n",
      "Removed HTML Tags: fiat and general motors to square up in switzerland milan (afp) - sharp differences between the fiat group and general motors over an option by fiat to sell its loss-making auto operations to gm will be the focus of a meeting between the two companies in zurich on tuesday.\n",
      "Removed Special Characters: fiat and general motors to square up in switzerland milan afp  sharp differences between the fiat group and general motors over an option by fiat to sell its lossmaking auto operations to gm will be the focus of a meeting between the two companies in zurich on tuesday\n",
      "Tokens: ['fiat', 'and', 'general', 'motors', 'to', 'square', 'up', 'in', 'switzerland', 'milan', 'afp', 'sharp', 'differences', 'between', 'the', 'fiat', 'group', 'and', 'general', 'motors', 'over', 'an', 'option', 'by', 'fiat', 'to', 'sell', 'its', 'lossmaking', 'auto', 'operations', 'to', 'gm', 'will', 'be', 'the', 'focus', 'of', 'a', 'meeting', 'between', 'the', 'two', 'companies', 'in', 'zurich', 'on', 'tuesday']\n",
      "Removed Stopwords: ['fiat', 'general', 'motors', 'square', 'switzerland', 'milan', 'afp', 'sharp', 'differences', 'fiat', 'group', 'general', 'motors', 'option', 'fiat', 'sell', 'lossmaking', 'auto', 'operations', 'gm', 'focus', 'meeting', 'two', 'companies', 'zurich', 'tuesday']\n",
      "Stemmed Tokens: ['fiat', 'gener', 'motor', 'squar', 'switzerland', 'milan', 'afp', 'sharp', 'differ', 'fiat', 'group', 'gener', 'motor', 'option', 'fiat', 'sell', 'lossmak', 'auto', 'oper', 'gm', 'focu', 'meet', 'two', 'compani', 'zurich', 'tuesday']\n",
      "Final Preprocessed Text: fiat gener motor squar switzerland milan afp sharp differ fiat group gener motor option fiat sell lossmak auto oper gm focu meet two compani zurich tuesday\n",
      "\n",
      "Original Text: Complex Brings Work, Shops Close to Home Tucked on a side street, just a block from the cars and trucks that whiz along Rockville Pike, sits a new complex of 404 luxury apartments, renovated restaurants and stores that some planners and developers are calling the optimum in compact urban redevelopment.\n",
      "Lowercased Text: complex brings work, shops close to home tucked on a side street, just a block from the cars and trucks that whiz along rockville pike, sits a new complex of 404 luxury apartments, renovated restaurants and stores that some planners and developers are calling the optimum in compact urban redevelopment.\n",
      "Removed URLs: complex brings work, shops close to home tucked on a side street, just a block from the cars and trucks that whiz along rockville pike, sits a new complex of 404 luxury apartments, renovated restaurants and stores that some planners and developers are calling the optimum in compact urban redevelopment.\n",
      "Removed HTML Tags: complex brings work, shops close to home tucked on a side street, just a block from the cars and trucks that whiz along rockville pike, sits a new complex of 404 luxury apartments, renovated restaurants and stores that some planners and developers are calling the optimum in compact urban redevelopment.\n",
      "Removed Special Characters: complex brings work shops close to home tucked on a side street just a block from the cars and trucks that whiz along rockville pike sits a new complex of  luxury apartments renovated restaurants and stores that some planners and developers are calling the optimum in compact urban redevelopment\n",
      "Tokens: ['complex', 'brings', 'work', 'shops', 'close', 'to', 'home', 'tucked', 'on', 'a', 'side', 'street', 'just', 'a', 'block', 'from', 'the', 'cars', 'and', 'trucks', 'that', 'whiz', 'along', 'rockville', 'pike', 'sits', 'a', 'new', 'complex', 'of', 'luxury', 'apartments', 'renovated', 'restaurants', 'and', 'stores', 'that', 'some', 'planners', 'and', 'developers', 'are', 'calling', 'the', 'optimum', 'in', 'compact', 'urban', 'redevelopment']\n",
      "Removed Stopwords: ['complex', 'brings', 'work', 'shops', 'close', 'home', 'tucked', 'side', 'street', 'block', 'cars', 'trucks', 'whiz', 'along', 'rockville', 'pike', 'sits', 'new', 'complex', 'luxury', 'apartments', 'renovated', 'restaurants', 'stores', 'planners', 'developers', 'calling', 'optimum', 'compact', 'urban', 'redevelopment']\n",
      "Stemmed Tokens: ['complex', 'bring', 'work', 'shop', 'close', 'home', 'tuck', 'side', 'street', 'block', 'car', 'truck', 'whiz', 'along', 'rockvil', 'pike', 'sit', 'new', 'complex', 'luxuri', 'apart', 'renov', 'restaur', 'store', 'planner', 'develop', 'call', 'optimum', 'compact', 'urban', 'redevelop']\n",
      "Final Preprocessed Text: complex bring work shop close home tuck side street block car truck whiz along rockvil pike sit new complex luxuri apart renov restaur store planner develop call optimum compact urban redevelop\n",
      "\n",
      "Original Text: Amvescap reorganizes after settling The chairman of Amvescap said Wednesday that the company planned to wrap its US mutual fund businesses into one following a \\$450 million settlement with regulators over improper trading.\n",
      "Lowercased Text: amvescap reorganizes after settling the chairman of amvescap said wednesday that the company planned to wrap its us mutual fund businesses into one following a \\$450 million settlement with regulators over improper trading.\n",
      "Removed URLs: amvescap reorganizes after settling the chairman of amvescap said wednesday that the company planned to wrap its us mutual fund businesses into one following a \\$450 million settlement with regulators over improper trading.\n",
      "Removed HTML Tags: amvescap reorganizes after settling the chairman of amvescap said wednesday that the company planned to wrap its us mutual fund businesses into one following a \\$450 million settlement with regulators over improper trading.\n",
      "Removed Special Characters: amvescap reorganizes after settling the chairman of amvescap said wednesday that the company planned to wrap its us mutual fund businesses into one following a  million settlement with regulators over improper trading\n",
      "Tokens: ['amvescap', 'reorganizes', 'after', 'settling', 'the', 'chairman', 'of', 'amvescap', 'said', 'wednesday', 'that', 'the', 'company', 'planned', 'to', 'wrap', 'its', 'us', 'mutual', 'fund', 'businesses', 'into', 'one', 'following', 'a', 'million', 'settlement', 'with', 'regulators', 'over', 'improper', 'trading']\n",
      "Removed Stopwords: ['amvescap', 'reorganizes', 'settling', 'chairman', 'amvescap', 'said', 'wednesday', 'company', 'planned', 'wrap', 'us', 'mutual', 'fund', 'businesses', 'one', 'following', 'million', 'settlement', 'regulators', 'improper', 'trading']\n",
      "Stemmed Tokens: ['amvescap', 'reorgan', 'settl', 'chairman', 'amvescap', 'said', 'wednesday', 'compani', 'plan', 'wrap', 'us', 'mutual', 'fund', 'busi', 'one', 'follow', 'million', 'settlement', 'regul', 'improp', 'trade']\n",
      "Final Preprocessed Text: amvescap reorgan settl chairman amvescap said wednesday compani plan wrap us mutual fund busi one follow million settlement regul improp trade\n",
      "\n",
      "Original Text: Consumer Prices Climb; Jobless Claims Up (AP) AP - Consumer prices barely budged in August, suggesting that inflation isn't currently a problem for the economy and Federal Reserve policy-makers can stick with a gradual approach to raising interest rates.\n",
      "Lowercased Text: consumer prices climb; jobless claims up (ap) ap - consumer prices barely budged in august, suggesting that inflation isn't currently a problem for the economy and federal reserve policy-makers can stick with a gradual approach to raising interest rates.\n",
      "Removed URLs: consumer prices climb; jobless claims up (ap) ap - consumer prices barely budged in august, suggesting that inflation isn't currently a problem for the economy and federal reserve policy-makers can stick with a gradual approach to raising interest rates.\n",
      "Removed HTML Tags: consumer prices climb; jobless claims up (ap) ap - consumer prices barely budged in august, suggesting that inflation isn't currently a problem for the economy and federal reserve policy-makers can stick with a gradual approach to raising interest rates.\n",
      "Removed Special Characters: consumer prices climb jobless claims up ap ap  consumer prices barely budged in august suggesting that inflation isnt currently a problem for the economy and federal reserve policymakers can stick with a gradual approach to raising interest rates\n",
      "Tokens: ['consumer', 'prices', 'climb', 'jobless', 'claims', 'up', 'ap', 'ap', 'consumer', 'prices', 'barely', 'budged', 'in', 'august', 'suggesting', 'that', 'inflation', 'isnt', 'currently', 'a', 'problem', 'for', 'the', 'economy', 'and', 'federal', 'reserve', 'policymakers', 'can', 'stick', 'with', 'a', 'gradual', 'approach', 'to', 'raising', 'interest', 'rates']\n",
      "Removed Stopwords: ['consumer', 'prices', 'climb', 'jobless', 'claims', 'ap', 'ap', 'consumer', 'prices', 'barely', 'budged', 'august', 'suggesting', 'inflation', 'isnt', 'currently', 'problem', 'economy', 'federal', 'reserve', 'policymakers', 'stick', 'gradual', 'approach', 'raising', 'interest', 'rates']\n",
      "Stemmed Tokens: ['consum', 'price', 'climb', 'jobless', 'claim', 'ap', 'ap', 'consum', 'price', 'bare', 'budg', 'august', 'suggest', 'inflat', 'isnt', 'current', 'problem', 'economi', 'feder', 'reserv', 'policymak', 'stick', 'gradual', 'approach', 'rais', 'interest', 'rate']\n",
      "Final Preprocessed Text: consum price climb jobless claim ap ap consum price bare budg august suggest inflat isnt current problem economi feder reserv policymak stick gradual approach rais interest rate\n",
      "\n",
      "Original Text: Lehman in Talks to Buy UK Hedge Fund -WSJ (Reuters) Reuters - Investment bank Lehman Brothers\\Holdings Inc. is negotiating to buy GLG Partners, a large\\British hedge fund, the Wall Street Journal reported on\\Thursday, citing unnamed sources.\n",
      "Lowercased Text: lehman in talks to buy uk hedge fund -wsj (reuters) reuters - investment bank lehman brothers\\holdings inc. is negotiating to buy glg partners, a large\\british hedge fund, the wall street journal reported on\\thursday, citing unnamed sources.\n",
      "Removed URLs: lehman in talks to buy uk hedge fund -wsj (reuters) reuters - investment bank lehman brothers\\holdings inc. is negotiating to buy glg partners, a large\\british hedge fund, the wall street journal reported on\\thursday, citing unnamed sources.\n",
      "Removed HTML Tags: lehman in talks to buy uk hedge fund -wsj (reuters) reuters - investment bank lehman brothers\\holdings inc. is negotiating to buy glg partners, a large\\british hedge fund, the wall street journal reported on\\thursday, citing unnamed sources.\n",
      "Removed Special Characters: lehman in talks to buy uk hedge fund wsj reuters reuters  investment bank lehman brothersholdings inc is negotiating to buy glg partners a largebritish hedge fund the wall street journal reported onthursday citing unnamed sources\n",
      "Tokens: ['lehman', 'in', 'talks', 'to', 'buy', 'uk', 'hedge', 'fund', 'wsj', 'reuters', 'reuters', 'investment', 'bank', 'lehman', 'brothersholdings', 'inc', 'is', 'negotiating', 'to', 'buy', 'glg', 'partners', 'a', 'largebritish', 'hedge', 'fund', 'the', 'wall', 'street', 'journal', 'reported', 'onthursday', 'citing', 'unnamed', 'sources']\n",
      "Removed Stopwords: ['lehman', 'talks', 'buy', 'uk', 'hedge', 'fund', 'wsj', 'reuters', 'reuters', 'investment', 'bank', 'lehman', 'brothersholdings', 'inc', 'negotiating', 'buy', 'glg', 'partners', 'largebritish', 'hedge', 'fund', 'wall', 'street', 'journal', 'reported', 'onthursday', 'citing', 'unnamed', 'sources']\n",
      "Stemmed Tokens: ['lehman', 'talk', 'buy', 'uk', 'hedg', 'fund', 'wsj', 'reuter', 'reuter', 'invest', 'bank', 'lehman', 'brothershold', 'inc', 'negoti', 'buy', 'glg', 'partner', 'largebritish', 'hedg', 'fund', 'wall', 'street', 'journal', 'report', 'onthursday', 'cite', 'unnam', 'sourc']\n",
      "Final Preprocessed Text: lehman talk buy uk hedg fund wsj reuter reuter invest bank lehman brothershold inc negoti buy glg partner largebritish hedg fund wall street journal report onthursday cite unnam sourc\n",
      "\n",
      "Original Text: Sony-Led Group to Acquire MGM for \\$3B LOS ANGELES Sept. 13, 2004 - A consortium led by Sony Corp. has agreed in principle to acquire famed Hollywood studio Metro-Goldwyn-Mayer Inc.\n",
      "Lowercased Text: sony-led group to acquire mgm for \\$3b los angeles sept. 13, 2004 - a consortium led by sony corp. has agreed in principle to acquire famed hollywood studio metro-goldwyn-mayer inc.\n",
      "Removed URLs: sony-led group to acquire mgm for \\$3b los angeles sept. 13, 2004 - a consortium led by sony corp. has agreed in principle to acquire famed hollywood studio metro-goldwyn-mayer inc.\n",
      "Removed HTML Tags: sony-led group to acquire mgm for \\$3b los angeles sept. 13, 2004 - a consortium led by sony corp. has agreed in principle to acquire famed hollywood studio metro-goldwyn-mayer inc.\n",
      "Removed Special Characters: sonyled group to acquire mgm for b los angeles sept    a consortium led by sony corp has agreed in principle to acquire famed hollywood studio metrogoldwynmayer inc\n",
      "Tokens: ['sonyled', 'group', 'to', 'acquire', 'mgm', 'for', 'b', 'los', 'angeles', 'sept', 'a', 'consortium', 'led', 'by', 'sony', 'corp', 'has', 'agreed', 'in', 'principle', 'to', 'acquire', 'famed', 'hollywood', 'studio', 'metrogoldwynmayer', 'inc']\n",
      "Removed Stopwords: ['sonyled', 'group', 'acquire', 'mgm', 'b', 'los', 'angeles', 'sept', 'consortium', 'led', 'sony', 'corp', 'agreed', 'principle', 'acquire', 'famed', 'hollywood', 'studio', 'metrogoldwynmayer', 'inc']\n",
      "Stemmed Tokens: ['sonyl', 'group', 'acquir', 'mgm', 'b', 'lo', 'angel', 'sept', 'consortium', 'led', 'soni', 'corp', 'agre', 'principl', 'acquir', 'fame', 'hollywood', 'studio', 'metrogoldwynmay', 'inc']\n",
      "Final Preprocessed Text: sonyl group acquir mgm b lo angel sept consortium led soni corp agre principl acquir fame hollywood studio metrogoldwynmay inc\n",
      "\n",
      "Original Text: Refiners line up for stockpiled oil Oil futures hit a record high Friday as the government began lending oil from emergency reserves to refineries running low on crude after Hurricane Ivan.\n",
      "Lowercased Text: refiners line up for stockpiled oil oil futures hit a record high friday as the government began lending oil from emergency reserves to refineries running low on crude after hurricane ivan.\n",
      "Removed URLs: refiners line up for stockpiled oil oil futures hit a record high friday as the government began lending oil from emergency reserves to refineries running low on crude after hurricane ivan.\n",
      "Removed HTML Tags: refiners line up for stockpiled oil oil futures hit a record high friday as the government began lending oil from emergency reserves to refineries running low on crude after hurricane ivan.\n",
      "Removed Special Characters: refiners line up for stockpiled oil oil futures hit a record high friday as the government began lending oil from emergency reserves to refineries running low on crude after hurricane ivan\n",
      "Tokens: ['refiners', 'line', 'up', 'for', 'stockpiled', 'oil', 'oil', 'futures', 'hit', 'a', 'record', 'high', 'friday', 'as', 'the', 'government', 'began', 'lending', 'oil', 'from', 'emergency', 'reserves', 'to', 'refineries', 'running', 'low', 'on', 'crude', 'after', 'hurricane', 'ivan']\n",
      "Removed Stopwords: ['refiners', 'line', 'stockpiled', 'oil', 'oil', 'futures', 'hit', 'record', 'high', 'friday', 'government', 'began', 'lending', 'oil', 'emergency', 'reserves', 'refineries', 'running', 'low', 'crude', 'hurricane', 'ivan']\n",
      "Stemmed Tokens: ['refin', 'line', 'stockpil', 'oil', 'oil', 'futur', 'hit', 'record', 'high', 'friday', 'govern', 'began', 'lend', 'oil', 'emerg', 'reserv', 'refineri', 'run', 'low', 'crude', 'hurrican', 'ivan']\n",
      "Final Preprocessed Text: refin line stockpil oil oil futur hit record high friday govern began lend oil emerg reserv refineri run low crude hurrican ivan\n",
      "\n",
      "Original Text: Microsoft to hire hundreds in India Microsoft on Tuesday announced its decision to localise Windows and Office software in 14 Indian languages over the next 12 months and that the company would hire  #39;hundreds #39; in India this year.\n",
      "Lowercased Text: microsoft to hire hundreds in india microsoft on tuesday announced its decision to localise windows and office software in 14 indian languages over the next 12 months and that the company would hire  #39;hundreds #39; in india this year.\n",
      "Removed URLs: microsoft to hire hundreds in india microsoft on tuesday announced its decision to localise windows and office software in 14 indian languages over the next 12 months and that the company would hire  #39;hundreds #39; in india this year.\n",
      "Removed HTML Tags: microsoft to hire hundreds in india microsoft on tuesday announced its decision to localise windows and office software in 14 indian languages over the next 12 months and that the company would hire  #39;hundreds #39; in india this year.\n",
      "Removed Special Characters: microsoft to hire hundreds in india microsoft on tuesday announced its decision to localise windows and office software in  indian languages over the next  months and that the company would hire  hundreds  in india this year\n",
      "Tokens: ['microsoft', 'to', 'hire', 'hundreds', 'in', 'india', 'microsoft', 'on', 'tuesday', 'announced', 'its', 'decision', 'to', 'localise', 'windows', 'and', 'office', 'software', 'in', 'indian', 'languages', 'over', 'the', 'next', 'months', 'and', 'that', 'the', 'company', 'would', 'hire', 'hundreds', 'in', 'india', 'this', 'year']\n",
      "Removed Stopwords: ['microsoft', 'hire', 'hundreds', 'india', 'microsoft', 'tuesday', 'announced', 'decision', 'localise', 'windows', 'office', 'software', 'indian', 'languages', 'next', 'months', 'company', 'would', 'hire', 'hundreds', 'india', 'year']\n",
      "Stemmed Tokens: ['microsoft', 'hire', 'hundr', 'india', 'microsoft', 'tuesday', 'announc', 'decis', 'localis', 'window', 'offic', 'softwar', 'indian', 'languag', 'next', 'month', 'compani', 'would', 'hire', 'hundr', 'india', 'year']\n",
      "Final Preprocessed Text: microsoft hire hundr india microsoft tuesday announc decis localis window offic softwar indian languag next month compani would hire hundr india year\n",
      "\n",
      "Original Text: UPDATE: Sons Of Gwalia In Administration On Hedging Debt PERTH (Dow Jones)--Sons of Gwalia Ltd. (SGW.AU), Australia #39;s second-biggest gold producer, has fallen into administration over aA\\$348 million hedge book liability.\n",
      "Lowercased Text: update: sons of gwalia in administration on hedging debt perth (dow jones)--sons of gwalia ltd. (sgw.au), australia #39;s second-biggest gold producer, has fallen into administration over aa\\$348 million hedge book liability.\n",
      "Removed URLs: update: sons of gwalia in administration on hedging debt perth (dow jones)--sons of gwalia ltd. (sgw.au), australia #39;s second-biggest gold producer, has fallen into administration over aa\\$348 million hedge book liability.\n",
      "Removed HTML Tags: update: sons of gwalia in administration on hedging debt perth (dow jones)--sons of gwalia ltd. (sgw.au), australia #39;s second-biggest gold producer, has fallen into administration over aa\\$348 million hedge book liability.\n",
      "Removed Special Characters: update sons of gwalia in administration on hedging debt perth dow jonessons of gwalia ltd sgwau australia s secondbiggest gold producer has fallen into administration over aa million hedge book liability\n",
      "Tokens: ['update', 'sons', 'of', 'gwalia', 'in', 'administration', 'on', 'hedging', 'debt', 'perth', 'dow', 'jonessons', 'of', 'gwalia', 'ltd', 'sgwau', 'australia', 's', 'secondbiggest', 'gold', 'producer', 'has', 'fallen', 'into', 'administration', 'over', 'aa', 'million', 'hedge', 'book', 'liability']\n",
      "Removed Stopwords: ['update', 'sons', 'gwalia', 'administration', 'hedging', 'debt', 'perth', 'dow', 'jonessons', 'gwalia', 'ltd', 'sgwau', 'australia', 'secondbiggest', 'gold', 'producer', 'fallen', 'administration', 'aa', 'million', 'hedge', 'book', 'liability']\n",
      "Stemmed Tokens: ['updat', 'son', 'gwalia', 'administr', 'hedg', 'debt', 'perth', 'dow', 'jonesson', 'gwalia', 'ltd', 'sgwau', 'australia', 'secondbiggest', 'gold', 'produc', 'fallen', 'administr', 'aa', 'million', 'hedg', 'book', 'liabil']\n",
      "Final Preprocessed Text: updat son gwalia administr hedg debt perth dow jonesson gwalia ltd sgwau australia secondbiggest gold produc fallen administr aa million hedg book liabil\n",
      "\n",
      "Original Text: New trade war erupts over Boeing, Airbus A decades-long struggle between the world #39;s two largest aircraft makers escalated into a new trade war between the United States and Europe, just as France-based Airbus stepped \n",
      "Lowercased Text: new trade war erupts over boeing, airbus a decades-long struggle between the world #39;s two largest aircraft makers escalated into a new trade war between the united states and europe, just as france-based airbus stepped \n",
      "Removed URLs: new trade war erupts over boeing, airbus a decades-long struggle between the world #39;s two largest aircraft makers escalated into a new trade war between the united states and europe, just as france-based airbus stepped \n",
      "Removed HTML Tags: new trade war erupts over boeing, airbus a decades-long struggle between the world #39;s two largest aircraft makers escalated into a new trade war between the united states and europe, just as france-based airbus stepped \n",
      "Removed Special Characters: new trade war erupts over boeing airbus a decadeslong struggle between the world s two largest aircraft makers escalated into a new trade war between the united states and europe just as francebased airbus stepped \n",
      "Tokens: ['new', 'trade', 'war', 'erupts', 'over', 'boeing', 'airbus', 'a', 'decadeslong', 'struggle', 'between', 'the', 'world', 's', 'two', 'largest', 'aircraft', 'makers', 'escalated', 'into', 'a', 'new', 'trade', 'war', 'between', 'the', 'united', 'states', 'and', 'europe', 'just', 'as', 'francebased', 'airbus', 'stepped']\n",
      "Removed Stopwords: ['new', 'trade', 'war', 'erupts', 'boeing', 'airbus', 'decadeslong', 'struggle', 'world', 'two', 'largest', 'aircraft', 'makers', 'escalated', 'new', 'trade', 'war', 'united', 'states', 'europe', 'francebased', 'airbus', 'stepped']\n",
      "Stemmed Tokens: ['new', 'trade', 'war', 'erupt', 'boe', 'airbu', 'decadeslong', 'struggl', 'world', 'two', 'largest', 'aircraft', 'maker', 'escal', 'new', 'trade', 'war', 'unit', 'state', 'europ', 'francebas', 'airbu', 'step']\n",
      "Final Preprocessed Text: new trade war erupt boe airbu decadeslong struggl world two largest aircraft maker escal new trade war unit state europ francebas airbu step\n",
      "\n",
      "Original Text: Motorola to Cut 1,000 Jobs  NEW YORK (Reuters) - Telecommunications equipment maker  Motorola Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=MOT.N target=/stocks/quickinfo/fullquote\"&gt;MOT.N&lt;/A&gt; said on Tuesday that it would cut 1,000  jobs and take related charges of about \\$50 million to focus on  its wireless business.\n",
      "Lowercased Text: motorola to cut 1,000 jobs  new york (reuters) - telecommunications equipment maker  motorola inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=mot.n target=/stocks/quickinfo/fullquote\"&gt;mot.n&lt;/a&gt; said on tuesday that it would cut 1,000  jobs and take related charges of about \\$50 million to focus on  its wireless business.\n",
      "Removed URLs: motorola to cut 1,000 jobs  new york (reuters) - telecommunications equipment maker  motorola inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;mot.n&lt;/a&gt; said on tuesday that it would cut 1,000  jobs and take related charges of about \\$50 million to focus on  its wireless business.\n",
      "Removed HTML Tags: motorola to cut 1,000 jobs  new york (reuters) - telecommunications equipment maker  motorola inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;mot.n&lt;/a&gt; said on tuesday that it would cut 1,000  jobs and take related charges of about \\$50 million to focus on  its wireless business.\n",
      "Removed Special Characters: motorola to cut  jobs  new york reuters  telecommunications equipment maker  motorola inc lta href targetstocksquickinfofullquotegtmotnltagt said on tuesday that it would cut   jobs and take related charges of about  million to focus on  its wireless business\n",
      "Tokens: ['motorola', 'to', 'cut', 'jobs', 'new', 'york', 'reuters', 'telecommunications', 'equipment', 'maker', 'motorola', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmotnltagt', 'said', 'on', 'tuesday', 'that', 'it', 'would', 'cut', 'jobs', 'and', 'take', 'related', 'charges', 'of', 'about', 'million', 'to', 'focus', 'on', 'its', 'wireless', 'business']\n",
      "Removed Stopwords: ['motorola', 'cut', 'jobs', 'new', 'york', 'reuters', 'telecommunications', 'equipment', 'maker', 'motorola', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmotnltagt', 'said', 'tuesday', 'would', 'cut', 'jobs', 'take', 'related', 'charges', 'million', 'focus', 'wireless', 'business']\n",
      "Stemmed Tokens: ['motorola', 'cut', 'job', 'new', 'york', 'reuter', 'telecommun', 'equip', 'maker', 'motorola', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtmotnltagt', 'said', 'tuesday', 'would', 'cut', 'job', 'take', 'relat', 'charg', 'million', 'focu', 'wireless', 'busi']\n",
      "Final Preprocessed Text: motorola cut job new york reuter telecommun equip maker motorola inc lta href targetstocksquickinfofullquotegtmotnltagt said tuesday would cut job take relat charg million focu wireless busi\n",
      "\n",
      "Original Text: Feds kick off digital TV consumer campaign WASHINGTON - It #39;s one of the biggest technical changes in television since color TV: the digital transition. And because many Americans remain in the dark about it, federal regulators began an education campaign Monday to enlighten them.\n",
      "Lowercased Text: feds kick off digital tv consumer campaign washington - it #39;s one of the biggest technical changes in television since color tv: the digital transition. and because many americans remain in the dark about it, federal regulators began an education campaign monday to enlighten them.\n",
      "Removed URLs: feds kick off digital tv consumer campaign washington - it #39;s one of the biggest technical changes in television since color tv: the digital transition. and because many americans remain in the dark about it, federal regulators began an education campaign monday to enlighten them.\n",
      "Removed HTML Tags: feds kick off digital tv consumer campaign washington - it #39;s one of the biggest technical changes in television since color tv: the digital transition. and because many americans remain in the dark about it, federal regulators began an education campaign monday to enlighten them.\n",
      "Removed Special Characters: feds kick off digital tv consumer campaign washington  it s one of the biggest technical changes in television since color tv the digital transition and because many americans remain in the dark about it federal regulators began an education campaign monday to enlighten them\n",
      "Tokens: ['feds', 'kick', 'off', 'digital', 'tv', 'consumer', 'campaign', 'washington', 'it', 's', 'one', 'of', 'the', 'biggest', 'technical', 'changes', 'in', 'television', 'since', 'color', 'tv', 'the', 'digital', 'transition', 'and', 'because', 'many', 'americans', 'remain', 'in', 'the', 'dark', 'about', 'it', 'federal', 'regulators', 'began', 'an', 'education', 'campaign', 'monday', 'to', 'enlighten', 'them']\n",
      "Removed Stopwords: ['feds', 'kick', 'digital', 'tv', 'consumer', 'campaign', 'washington', 'one', 'biggest', 'technical', 'changes', 'television', 'since', 'color', 'tv', 'digital', 'transition', 'many', 'americans', 'remain', 'dark', 'federal', 'regulators', 'began', 'education', 'campaign', 'monday', 'enlighten']\n",
      "Stemmed Tokens: ['fed', 'kick', 'digit', 'tv', 'consum', 'campaign', 'washington', 'one', 'biggest', 'technic', 'chang', 'televis', 'sinc', 'color', 'tv', 'digit', 'transit', 'mani', 'american', 'remain', 'dark', 'feder', 'regul', 'began', 'educ', 'campaign', 'monday', 'enlighten']\n",
      "Final Preprocessed Text: fed kick digit tv consum campaign washington one biggest technic chang televis sinc color tv digit transit mani american remain dark feder regul began educ campaign monday enlighten\n",
      "\n",
      "Original Text: Low-Cost Airline Enters Bankruptcy Blaming excess capacity, extremely high fuel prices, which and descending fares, ATA Holdings Corp., parent of discount airline carrier ATA Airlines, said it has filed for bankruptcy.\n",
      "Lowercased Text: low-cost airline enters bankruptcy blaming excess capacity, extremely high fuel prices, which and descending fares, ata holdings corp., parent of discount airline carrier ata airlines, said it has filed for bankruptcy.\n",
      "Removed URLs: low-cost airline enters bankruptcy blaming excess capacity, extremely high fuel prices, which and descending fares, ata holdings corp., parent of discount airline carrier ata airlines, said it has filed for bankruptcy.\n",
      "Removed HTML Tags: low-cost airline enters bankruptcy blaming excess capacity, extremely high fuel prices, which and descending fares, ata holdings corp., parent of discount airline carrier ata airlines, said it has filed for bankruptcy.\n",
      "Removed Special Characters: lowcost airline enters bankruptcy blaming excess capacity extremely high fuel prices which and descending fares ata holdings corp parent of discount airline carrier ata airlines said it has filed for bankruptcy\n",
      "Tokens: ['lowcost', 'airline', 'enters', 'bankruptcy', 'blaming', 'excess', 'capacity', 'extremely', 'high', 'fuel', 'prices', 'which', 'and', 'descending', 'fares', 'ata', 'holdings', 'corp', 'parent', 'of', 'discount', 'airline', 'carrier', 'ata', 'airlines', 'said', 'it', 'has', 'filed', 'for', 'bankruptcy']\n",
      "Removed Stopwords: ['lowcost', 'airline', 'enters', 'bankruptcy', 'blaming', 'excess', 'capacity', 'extremely', 'high', 'fuel', 'prices', 'descending', 'fares', 'ata', 'holdings', 'corp', 'parent', 'discount', 'airline', 'carrier', 'ata', 'airlines', 'said', 'filed', 'bankruptcy']\n",
      "Stemmed Tokens: ['lowcost', 'airlin', 'enter', 'bankruptci', 'blame', 'excess', 'capac', 'extrem', 'high', 'fuel', 'price', 'descend', 'fare', 'ata', 'hold', 'corp', 'parent', 'discount', 'airlin', 'carrier', 'ata', 'airlin', 'said', 'file', 'bankruptci']\n",
      "Final Preprocessed Text: lowcost airlin enter bankruptci blame excess capac extrem high fuel price descend fare ata hold corp parent discount airlin carrier ata airlin said file bankruptci\n",
      "\n",
      "Original Text: Governor calls for resignation of Big Dig chief BOSTON Massachusetts Governor Mitt Romney is calling for the resignation of the head of the state #39;s Turnpike Authority. Romney #39;s move comes in the wake of reports that a record 14-point-six (b) billion-dollar \n",
      "Lowercased Text: governor calls for resignation of big dig chief boston massachusetts governor mitt romney is calling for the resignation of the head of the state #39;s turnpike authority. romney #39;s move comes in the wake of reports that a record 14-point-six (b) billion-dollar \n",
      "Removed URLs: governor calls for resignation of big dig chief boston massachusetts governor mitt romney is calling for the resignation of the head of the state #39;s turnpike authority. romney #39;s move comes in the wake of reports that a record 14-point-six (b) billion-dollar \n",
      "Removed HTML Tags: governor calls for resignation of big dig chief boston massachusetts governor mitt romney is calling for the resignation of the head of the state #39;s turnpike authority. romney #39;s move comes in the wake of reports that a record 14-point-six (b) billion-dollar \n",
      "Removed Special Characters: governor calls for resignation of big dig chief boston massachusetts governor mitt romney is calling for the resignation of the head of the state s turnpike authority romney s move comes in the wake of reports that a record pointsix b billiondollar \n",
      "Tokens: ['governor', 'calls', 'for', 'resignation', 'of', 'big', 'dig', 'chief', 'boston', 'massachusetts', 'governor', 'mitt', 'romney', 'is', 'calling', 'for', 'the', 'resignation', 'of', 'the', 'head', 'of', 'the', 'state', 's', 'turnpike', 'authority', 'romney', 's', 'move', 'comes', 'in', 'the', 'wake', 'of', 'reports', 'that', 'a', 'record', 'pointsix', 'b', 'billiondollar']\n",
      "Removed Stopwords: ['governor', 'calls', 'resignation', 'big', 'dig', 'chief', 'boston', 'massachusetts', 'governor', 'mitt', 'romney', 'calling', 'resignation', 'head', 'state', 'turnpike', 'authority', 'romney', 'move', 'comes', 'wake', 'reports', 'record', 'pointsix', 'b', 'billiondollar']\n",
      "Stemmed Tokens: ['governor', 'call', 'resign', 'big', 'dig', 'chief', 'boston', 'massachusett', 'governor', 'mitt', 'romney', 'call', 'resign', 'head', 'state', 'turnpik', 'author', 'romney', 'move', 'come', 'wake', 'report', 'record', 'pointsix', 'b', 'billiondollar']\n",
      "Final Preprocessed Text: governor call resign big dig chief boston massachusett governor mitt romney call resign head state turnpik author romney move come wake report record pointsix b billiondollar\n",
      "\n",
      "Original Text: ST Tele-TM Intl to buy 47.7 in Idea Mumbai: Singapore Technologies Telemedia and TM International have announced that their consortium has signed definitive agreements for the acquisition of 47.7 per cent stake in Idea Cellular.\n",
      "Lowercased Text: st tele-tm intl to buy 47.7 in idea mumbai: singapore technologies telemedia and tm international have announced that their consortium has signed definitive agreements for the acquisition of 47.7 per cent stake in idea cellular.\n",
      "Removed URLs: st tele-tm intl to buy 47.7 in idea mumbai: singapore technologies telemedia and tm international have announced that their consortium has signed definitive agreements for the acquisition of 47.7 per cent stake in idea cellular.\n",
      "Removed HTML Tags: st tele-tm intl to buy 47.7 in idea mumbai: singapore technologies telemedia and tm international have announced that their consortium has signed definitive agreements for the acquisition of 47.7 per cent stake in idea cellular.\n",
      "Removed Special Characters: st teletm intl to buy  in idea mumbai singapore technologies telemedia and tm international have announced that their consortium has signed definitive agreements for the acquisition of  per cent stake in idea cellular\n",
      "Tokens: ['st', 'teletm', 'intl', 'to', 'buy', 'in', 'idea', 'mumbai', 'singapore', 'technologies', 'telemedia', 'and', 'tm', 'international', 'have', 'announced', 'that', 'their', 'consortium', 'has', 'signed', 'definitive', 'agreements', 'for', 'the', 'acquisition', 'of', 'per', 'cent', 'stake', 'in', 'idea', 'cellular']\n",
      "Removed Stopwords: ['st', 'teletm', 'intl', 'buy', 'idea', 'mumbai', 'singapore', 'technologies', 'telemedia', 'tm', 'international', 'announced', 'consortium', 'signed', 'definitive', 'agreements', 'acquisition', 'per', 'cent', 'stake', 'idea', 'cellular']\n",
      "Stemmed Tokens: ['st', 'teletm', 'intl', 'buy', 'idea', 'mumbai', 'singapor', 'technolog', 'telemedia', 'tm', 'intern', 'announc', 'consortium', 'sign', 'definit', 'agreement', 'acquisit', 'per', 'cent', 'stake', 'idea', 'cellular']\n",
      "Final Preprocessed Text: st teletm intl buy idea mumbai singapor technolog telemedia tm intern announc consortium sign definit agreement acquisit per cent stake idea cellular\n",
      "\n",
      "Original Text: CBS #39;s Moonves Gives Loyalists a Piece of the Eye #39;s Pie Viacom co-president and CBS Chairman Leslie Moonves officially whacked the head of the media conglom #39;s television studio yesterday, and divvied up the job among loyal CBS staffers.\n",
      "Lowercased Text: cbs #39;s moonves gives loyalists a piece of the eye #39;s pie viacom co-president and cbs chairman leslie moonves officially whacked the head of the media conglom #39;s television studio yesterday, and divvied up the job among loyal cbs staffers.\n",
      "Removed URLs: cbs #39;s moonves gives loyalists a piece of the eye #39;s pie viacom co-president and cbs chairman leslie moonves officially whacked the head of the media conglom #39;s television studio yesterday, and divvied up the job among loyal cbs staffers.\n",
      "Removed HTML Tags: cbs #39;s moonves gives loyalists a piece of the eye #39;s pie viacom co-president and cbs chairman leslie moonves officially whacked the head of the media conglom #39;s television studio yesterday, and divvied up the job among loyal cbs staffers.\n",
      "Removed Special Characters: cbs s moonves gives loyalists a piece of the eye s pie viacom copresident and cbs chairman leslie moonves officially whacked the head of the media conglom s television studio yesterday and divvied up the job among loyal cbs staffers\n",
      "Tokens: ['cbs', 's', 'moonves', 'gives', 'loyalists', 'a', 'piece', 'of', 'the', 'eye', 's', 'pie', 'viacom', 'copresident', 'and', 'cbs', 'chairman', 'leslie', 'moonves', 'officially', 'whacked', 'the', 'head', 'of', 'the', 'media', 'conglom', 's', 'television', 'studio', 'yesterday', 'and', 'divvied', 'up', 'the', 'job', 'among', 'loyal', 'cbs', 'staffers']\n",
      "Removed Stopwords: ['cbs', 'moonves', 'gives', 'loyalists', 'piece', 'eye', 'pie', 'viacom', 'copresident', 'cbs', 'chairman', 'leslie', 'moonves', 'officially', 'whacked', 'head', 'media', 'conglom', 'television', 'studio', 'yesterday', 'divvied', 'job', 'among', 'loyal', 'cbs', 'staffers']\n",
      "Stemmed Tokens: ['cb', 'moonv', 'give', 'loyalist', 'piec', 'eye', 'pie', 'viacom', 'copresid', 'cb', 'chairman', 'lesli', 'moonv', 'offici', 'whack', 'head', 'media', 'conglom', 'televis', 'studio', 'yesterday', 'divvi', 'job', 'among', 'loyal', 'cb', 'staffer']\n",
      "Final Preprocessed Text: cb moonv give loyalist piec eye pie viacom copresid cb chairman lesli moonv offici whack head media conglom televis studio yesterday divvi job among loyal cb staffer\n",
      "\n",
      "Original Text: How Serious Is Pfizer #39;s Condition? The stock is feeling some pain these days. However, this drugmaker has enough going for it that the illness shouldn #39;t last. Amid nervousness over the future of Pfizer #39;s arthritis pain treatment Celebrex and \n",
      "Lowercased Text: how serious is pfizer #39;s condition? the stock is feeling some pain these days. however, this drugmaker has enough going for it that the illness shouldn #39;t last. amid nervousness over the future of pfizer #39;s arthritis pain treatment celebrex and \n",
      "Removed URLs: how serious is pfizer #39;s condition? the stock is feeling some pain these days. however, this drugmaker has enough going for it that the illness shouldn #39;t last. amid nervousness over the future of pfizer #39;s arthritis pain treatment celebrex and \n",
      "Removed HTML Tags: how serious is pfizer #39;s condition? the stock is feeling some pain these days. however, this drugmaker has enough going for it that the illness shouldn #39;t last. amid nervousness over the future of pfizer #39;s arthritis pain treatment celebrex and \n",
      "Removed Special Characters: how serious is pfizer s condition the stock is feeling some pain these days however this drugmaker has enough going for it that the illness shouldn t last amid nervousness over the future of pfizer s arthritis pain treatment celebrex and \n",
      "Tokens: ['how', 'serious', 'is', 'pfizer', 's', 'condition', 'the', 'stock', 'is', 'feeling', 'some', 'pain', 'these', 'days', 'however', 'this', 'drugmaker', 'has', 'enough', 'going', 'for', 'it', 'that', 'the', 'illness', 'shouldn', 't', 'last', 'amid', 'nervousness', 'over', 'the', 'future', 'of', 'pfizer', 's', 'arthritis', 'pain', 'treatment', 'celebrex', 'and']\n",
      "Removed Stopwords: ['serious', 'pfizer', 'condition', 'stock', 'feeling', 'pain', 'days', 'however', 'drugmaker', 'enough', 'going', 'illness', 'last', 'amid', 'nervousness', 'future', 'pfizer', 'arthritis', 'pain', 'treatment', 'celebrex']\n",
      "Stemmed Tokens: ['seriou', 'pfizer', 'condit', 'stock', 'feel', 'pain', 'day', 'howev', 'drugmak', 'enough', 'go', 'ill', 'last', 'amid', 'nervous', 'futur', 'pfizer', 'arthriti', 'pain', 'treatment', 'celebrex']\n",
      "Final Preprocessed Text: seriou pfizer condit stock feel pain day howev drugmak enough go ill last amid nervous futur pfizer arthriti pain treatment celebrex\n",
      "\n",
      "Original Text: Unilever Cuts Profit Forecasts on Sluggish Sales (Update3) Unilever, the world #39;s largest maker of food and soap, cut its full-year earnings forecast after sales of ice cream and cold drinks slumped in Europe and demand for beauty and laundry products slowed.\n",
      "Lowercased Text: unilever cuts profit forecasts on sluggish sales (update3) unilever, the world #39;s largest maker of food and soap, cut its full-year earnings forecast after sales of ice cream and cold drinks slumped in europe and demand for beauty and laundry products slowed.\n",
      "Removed URLs: unilever cuts profit forecasts on sluggish sales (update3) unilever, the world #39;s largest maker of food and soap, cut its full-year earnings forecast after sales of ice cream and cold drinks slumped in europe and demand for beauty and laundry products slowed.\n",
      "Removed HTML Tags: unilever cuts profit forecasts on sluggish sales (update3) unilever, the world #39;s largest maker of food and soap, cut its full-year earnings forecast after sales of ice cream and cold drinks slumped in europe and demand for beauty and laundry products slowed.\n",
      "Removed Special Characters: unilever cuts profit forecasts on sluggish sales update unilever the world s largest maker of food and soap cut its fullyear earnings forecast after sales of ice cream and cold drinks slumped in europe and demand for beauty and laundry products slowed\n",
      "Tokens: ['unilever', 'cuts', 'profit', 'forecasts', 'on', 'sluggish', 'sales', 'update', 'unilever', 'the', 'world', 's', 'largest', 'maker', 'of', 'food', 'and', 'soap', 'cut', 'its', 'fullyear', 'earnings', 'forecast', 'after', 'sales', 'of', 'ice', 'cream', 'and', 'cold', 'drinks', 'slumped', 'in', 'europe', 'and', 'demand', 'for', 'beauty', 'and', 'laundry', 'products', 'slowed']\n",
      "Removed Stopwords: ['unilever', 'cuts', 'profit', 'forecasts', 'sluggish', 'sales', 'update', 'unilever', 'world', 'largest', 'maker', 'food', 'soap', 'cut', 'fullyear', 'earnings', 'forecast', 'sales', 'ice', 'cream', 'cold', 'drinks', 'slumped', 'europe', 'demand', 'beauty', 'laundry', 'products', 'slowed']\n",
      "Stemmed Tokens: ['unilev', 'cut', 'profit', 'forecast', 'sluggish', 'sale', 'updat', 'unilev', 'world', 'largest', 'maker', 'food', 'soap', 'cut', 'fullyear', 'earn', 'forecast', 'sale', 'ice', 'cream', 'cold', 'drink', 'slump', 'europ', 'demand', 'beauti', 'laundri', 'product', 'slow']\n",
      "Final Preprocessed Text: unilev cut profit forecast sluggish sale updat unilev world largest maker food soap cut fullyear earn forecast sale ice cream cold drink slump europ demand beauti laundri product slow\n",
      "\n",
      "Original Text: CVS Profit Slips as Eckerd Expenses Weigh CVS Corp. (CVS.N: Quote, Profile, Research) , the No. 2 US drugstore chain, on Thursday reported a lower quarterly profit as it grappled with expenses tied to its recent purchase of Eckerd drug stores from JC Penney Co.\n",
      "Lowercased Text: cvs profit slips as eckerd expenses weigh cvs corp. (cvs.n: quote, profile, research) , the no. 2 us drugstore chain, on thursday reported a lower quarterly profit as it grappled with expenses tied to its recent purchase of eckerd drug stores from jc penney co.\n",
      "Removed URLs: cvs profit slips as eckerd expenses weigh cvs corp. (cvs.n: quote, profile, research) , the no. 2 us drugstore chain, on thursday reported a lower quarterly profit as it grappled with expenses tied to its recent purchase of eckerd drug stores from jc penney co.\n",
      "Removed HTML Tags: cvs profit slips as eckerd expenses weigh cvs corp. (cvs.n: quote, profile, research) , the no. 2 us drugstore chain, on thursday reported a lower quarterly profit as it grappled with expenses tied to its recent purchase of eckerd drug stores from jc penney co.\n",
      "Removed Special Characters: cvs profit slips as eckerd expenses weigh cvs corp cvsn quote profile research  the no  us drugstore chain on thursday reported a lower quarterly profit as it grappled with expenses tied to its recent purchase of eckerd drug stores from jc penney co\n",
      "Tokens: ['cvs', 'profit', 'slips', 'as', 'eckerd', 'expenses', 'weigh', 'cvs', 'corp', 'cvsn', 'quote', 'profile', 'research', 'the', 'no', 'us', 'drugstore', 'chain', 'on', 'thursday', 'reported', 'a', 'lower', 'quarterly', 'profit', 'as', 'it', 'grappled', 'with', 'expenses', 'tied', 'to', 'its', 'recent', 'purchase', 'of', 'eckerd', 'drug', 'stores', 'from', 'jc', 'penney', 'co']\n",
      "Removed Stopwords: ['cvs', 'profit', 'slips', 'eckerd', 'expenses', 'weigh', 'cvs', 'corp', 'cvsn', 'quote', 'profile', 'research', 'us', 'drugstore', 'chain', 'thursday', 'reported', 'lower', 'quarterly', 'profit', 'grappled', 'expenses', 'tied', 'recent', 'purchase', 'eckerd', 'drug', 'stores', 'jc', 'penney', 'co']\n",
      "Stemmed Tokens: ['cv', 'profit', 'slip', 'eckerd', 'expens', 'weigh', 'cv', 'corp', 'cvsn', 'quot', 'profil', 'research', 'us', 'drugstor', 'chain', 'thursday', 'report', 'lower', 'quarterli', 'profit', 'grappl', 'expens', 'tie', 'recent', 'purchas', 'eckerd', 'drug', 'store', 'jc', 'penney', 'co']\n",
      "Final Preprocessed Text: cv profit slip eckerd expens weigh cv corp cvsn quot profil research us drugstor chain thursday report lower quarterli profit grappl expens tie recent purchas eckerd drug store jc penney co\n",
      "\n",
      "Original Text: Mortgage approvals drop sharply Figures showing falling mortgage approvals and rising repossessions suggest interest rate rises are being felt.  \n",
      "Lowercased Text: mortgage approvals drop sharply figures showing falling mortgage approvals and rising repossessions suggest interest rate rises are being felt.  \n",
      "Removed URLs: mortgage approvals drop sharply figures showing falling mortgage approvals and rising repossessions suggest interest rate rises are being felt.  \n",
      "Removed HTML Tags: mortgage approvals drop sharply figures showing falling mortgage approvals and rising repossessions suggest interest rate rises are being felt.  \n",
      "Removed Special Characters: mortgage approvals drop sharply figures showing falling mortgage approvals and rising repossessions suggest interest rate rises are being felt  \n",
      "Tokens: ['mortgage', 'approvals', 'drop', 'sharply', 'figures', 'showing', 'falling', 'mortgage', 'approvals', 'and', 'rising', 'repossessions', 'suggest', 'interest', 'rate', 'rises', 'are', 'being', 'felt']\n",
      "Removed Stopwords: ['mortgage', 'approvals', 'drop', 'sharply', 'figures', 'showing', 'falling', 'mortgage', 'approvals', 'rising', 'repossessions', 'suggest', 'interest', 'rate', 'rises', 'felt']\n",
      "Stemmed Tokens: ['mortgag', 'approv', 'drop', 'sharpli', 'figur', 'show', 'fall', 'mortgag', 'approv', 'rise', 'repossess', 'suggest', 'interest', 'rate', 'rise', 'felt']\n",
      "Final Preprocessed Text: mortgag approv drop sharpli figur show fall mortgag approv rise repossess suggest interest rate rise felt\n",
      "\n",
      "Original Text: Federated Will Rename Stores as Macy #39;s All regional Federated Department Stores will change their names to Macy #39;s in January, the company said yesterday. The decision affects regional department stores that operate as Burdines-Macy #39;s in Florida \n",
      "Lowercased Text: federated will rename stores as macy #39;s all regional federated department stores will change their names to macy #39;s in january, the company said yesterday. the decision affects regional department stores that operate as burdines-macy #39;s in florida \n",
      "Removed URLs: federated will rename stores as macy #39;s all regional federated department stores will change their names to macy #39;s in january, the company said yesterday. the decision affects regional department stores that operate as burdines-macy #39;s in florida \n",
      "Removed HTML Tags: federated will rename stores as macy #39;s all regional federated department stores will change their names to macy #39;s in january, the company said yesterday. the decision affects regional department stores that operate as burdines-macy #39;s in florida \n",
      "Removed Special Characters: federated will rename stores as macy s all regional federated department stores will change their names to macy s in january the company said yesterday the decision affects regional department stores that operate as burdinesmacy s in florida \n",
      "Tokens: ['federated', 'will', 'rename', 'stores', 'as', 'macy', 's', 'all', 'regional', 'federated', 'department', 'stores', 'will', 'change', 'their', 'names', 'to', 'macy', 's', 'in', 'january', 'the', 'company', 'said', 'yesterday', 'the', 'decision', 'affects', 'regional', 'department', 'stores', 'that', 'operate', 'as', 'burdinesmacy', 's', 'in', 'florida']\n",
      "Removed Stopwords: ['federated', 'rename', 'stores', 'macy', 'regional', 'federated', 'department', 'stores', 'change', 'names', 'macy', 'january', 'company', 'said', 'yesterday', 'decision', 'affects', 'regional', 'department', 'stores', 'operate', 'burdinesmacy', 'florida']\n",
      "Stemmed Tokens: ['feder', 'renam', 'store', 'maci', 'region', 'feder', 'depart', 'store', 'chang', 'name', 'maci', 'januari', 'compani', 'said', 'yesterday', 'decis', 'affect', 'region', 'depart', 'store', 'oper', 'burdinesmaci', 'florida']\n",
      "Final Preprocessed Text: feder renam store maci region feder depart store chang name maci januari compani said yesterday decis affect region depart store oper burdinesmaci florida\n",
      "\n",
      "Original Text: PeopleSoft Investors Urged to Tender Shares  NEW YORK (Reuters) - Oracle Corp. on Thursday said in a  letter to PeopleSoft Inc. stockholders that it would withdraw  its hostile takeover bid if less than half of PeopleSoft shares  were tendered by the offer's deadline.\n",
      "Lowercased Text: peoplesoft investors urged to tender shares  new york (reuters) - oracle corp. on thursday said in a  letter to peoplesoft inc. stockholders that it would withdraw  its hostile takeover bid if less than half of peoplesoft shares  were tendered by the offer's deadline.\n",
      "Removed URLs: peoplesoft investors urged to tender shares  new york (reuters) - oracle corp. on thursday said in a  letter to peoplesoft inc. stockholders that it would withdraw  its hostile takeover bid if less than half of peoplesoft shares  were tendered by the offer's deadline.\n",
      "Removed HTML Tags: peoplesoft investors urged to tender shares  new york (reuters) - oracle corp. on thursday said in a  letter to peoplesoft inc. stockholders that it would withdraw  its hostile takeover bid if less than half of peoplesoft shares  were tendered by the offer's deadline.\n",
      "Removed Special Characters: peoplesoft investors urged to tender shares  new york reuters  oracle corp on thursday said in a  letter to peoplesoft inc stockholders that it would withdraw  its hostile takeover bid if less than half of peoplesoft shares  were tendered by the offers deadline\n",
      "Tokens: ['peoplesoft', 'investors', 'urged', 'to', 'tender', 'shares', 'new', 'york', 'reuters', 'oracle', 'corp', 'on', 'thursday', 'said', 'in', 'a', 'letter', 'to', 'peoplesoft', 'inc', 'stockholders', 'that', 'it', 'would', 'withdraw', 'its', 'hostile', 'takeover', 'bid', 'if', 'less', 'than', 'half', 'of', 'peoplesoft', 'shares', 'were', 'tendered', 'by', 'the', 'offers', 'deadline']\n",
      "Removed Stopwords: ['peoplesoft', 'investors', 'urged', 'tender', 'shares', 'new', 'york', 'reuters', 'oracle', 'corp', 'thursday', 'said', 'letter', 'peoplesoft', 'inc', 'stockholders', 'would', 'withdraw', 'hostile', 'takeover', 'bid', 'less', 'half', 'peoplesoft', 'shares', 'tendered', 'offers', 'deadline']\n",
      "Stemmed Tokens: ['peoplesoft', 'investor', 'urg', 'tender', 'share', 'new', 'york', 'reuter', 'oracl', 'corp', 'thursday', 'said', 'letter', 'peoplesoft', 'inc', 'stockhold', 'would', 'withdraw', 'hostil', 'takeov', 'bid', 'less', 'half', 'peoplesoft', 'share', 'tender', 'offer', 'deadlin']\n",
      "Final Preprocessed Text: peoplesoft investor urg tender share new york reuter oracl corp thursday said letter peoplesoft inc stockhold would withdraw hostil takeov bid less half peoplesoft share tender offer deadlin\n",
      "\n",
      "Original Text: Unions protest as overtime rules take effect WASHINGTON -- Hundreds of workers rallied on the steps of the Labor Department yesterday to protest the implementation of new rules they say will cause as many as 6 million Americans to lose their overtime pay. But the Bush administration officials who crafted the complex regulations insisted more workers will actually qualify for extra pay under the plan, which almost ...\n",
      "Lowercased Text: unions protest as overtime rules take effect washington -- hundreds of workers rallied on the steps of the labor department yesterday to protest the implementation of new rules they say will cause as many as 6 million americans to lose their overtime pay. but the bush administration officials who crafted the complex regulations insisted more workers will actually qualify for extra pay under the plan, which almost ...\n",
      "Removed URLs: unions protest as overtime rules take effect washington -- hundreds of workers rallied on the steps of the labor department yesterday to protest the implementation of new rules they say will cause as many as 6 million americans to lose their overtime pay. but the bush administration officials who crafted the complex regulations insisted more workers will actually qualify for extra pay under the plan, which almost ...\n",
      "Removed HTML Tags: unions protest as overtime rules take effect washington -- hundreds of workers rallied on the steps of the labor department yesterday to protest the implementation of new rules they say will cause as many as 6 million americans to lose their overtime pay. but the bush administration officials who crafted the complex regulations insisted more workers will actually qualify for extra pay under the plan, which almost ...\n",
      "Removed Special Characters: unions protest as overtime rules take effect washington  hundreds of workers rallied on the steps of the labor department yesterday to protest the implementation of new rules they say will cause as many as  million americans to lose their overtime pay but the bush administration officials who crafted the complex regulations insisted more workers will actually qualify for extra pay under the plan which almost \n",
      "Tokens: ['unions', 'protest', 'as', 'overtime', 'rules', 'take', 'effect', 'washington', 'hundreds', 'of', 'workers', 'rallied', 'on', 'the', 'steps', 'of', 'the', 'labor', 'department', 'yesterday', 'to', 'protest', 'the', 'implementation', 'of', 'new', 'rules', 'they', 'say', 'will', 'cause', 'as', 'many', 'as', 'million', 'americans', 'to', 'lose', 'their', 'overtime', 'pay', 'but', 'the', 'bush', 'administration', 'officials', 'who', 'crafted', 'the', 'complex', 'regulations', 'insisted', 'more', 'workers', 'will', 'actually', 'qualify', 'for', 'extra', 'pay', 'under', 'the', 'plan', 'which', 'almost']\n",
      "Removed Stopwords: ['unions', 'protest', 'overtime', 'rules', 'take', 'effect', 'washington', 'hundreds', 'workers', 'rallied', 'steps', 'labor', 'department', 'yesterday', 'protest', 'implementation', 'new', 'rules', 'say', 'cause', 'many', 'million', 'americans', 'lose', 'overtime', 'pay', 'bush', 'administration', 'officials', 'crafted', 'complex', 'regulations', 'insisted', 'workers', 'actually', 'qualify', 'extra', 'pay', 'plan', 'almost']\n",
      "Stemmed Tokens: ['union', 'protest', 'overtim', 'rule', 'take', 'effect', 'washington', 'hundr', 'worker', 'ralli', 'step', 'labor', 'depart', 'yesterday', 'protest', 'implement', 'new', 'rule', 'say', 'caus', 'mani', 'million', 'american', 'lose', 'overtim', 'pay', 'bush', 'administr', 'offici', 'craft', 'complex', 'regul', 'insist', 'worker', 'actual', 'qualifi', 'extra', 'pay', 'plan', 'almost']\n",
      "Final Preprocessed Text: union protest overtim rule take effect washington hundr worker ralli step labor depart yesterday protest implement new rule say caus mani million american lose overtim pay bush administr offici craft complex regul insist worker actual qualifi extra pay plan almost\n",
      "\n",
      "Original Text: An insurer sees the light Snoopy has left the building. Well, almost. MetLife Inc. , the insurance giant that employs Charlie Brown's dog in ads, is close to completing a deal to sell its State Street Research and Management investment arm to BlackRock Inc. for about \\$400 million. Everyone involved will be better off for it.\n",
      "Lowercased Text: an insurer sees the light snoopy has left the building. well, almost. metlife inc. , the insurance giant that employs charlie brown's dog in ads, is close to completing a deal to sell its state street research and management investment arm to blackrock inc. for about \\$400 million. everyone involved will be better off for it.\n",
      "Removed URLs: an insurer sees the light snoopy has left the building. well, almost. metlife inc. , the insurance giant that employs charlie brown's dog in ads, is close to completing a deal to sell its state street research and management investment arm to blackrock inc. for about \\$400 million. everyone involved will be better off for it.\n",
      "Removed HTML Tags: an insurer sees the light snoopy has left the building. well, almost. metlife inc. , the insurance giant that employs charlie brown's dog in ads, is close to completing a deal to sell its state street research and management investment arm to blackrock inc. for about \\$400 million. everyone involved will be better off for it.\n",
      "Removed Special Characters: an insurer sees the light snoopy has left the building well almost metlife inc  the insurance giant that employs charlie browns dog in ads is close to completing a deal to sell its state street research and management investment arm to blackrock inc for about  million everyone involved will be better off for it\n",
      "Tokens: ['an', 'insurer', 'sees', 'the', 'light', 'snoopy', 'has', 'left', 'the', 'building', 'well', 'almost', 'metlife', 'inc', 'the', 'insurance', 'giant', 'that', 'employs', 'charlie', 'browns', 'dog', 'in', 'ads', 'is', 'close', 'to', 'completing', 'a', 'deal', 'to', 'sell', 'its', 'state', 'street', 'research', 'and', 'management', 'investment', 'arm', 'to', 'blackrock', 'inc', 'for', 'about', 'million', 'everyone', 'involved', 'will', 'be', 'better', 'off', 'for', 'it']\n",
      "Removed Stopwords: ['insurer', 'sees', 'light', 'snoopy', 'left', 'building', 'well', 'almost', 'metlife', 'inc', 'insurance', 'giant', 'employs', 'charlie', 'browns', 'dog', 'ads', 'close', 'completing', 'deal', 'sell', 'state', 'street', 'research', 'management', 'investment', 'arm', 'blackrock', 'inc', 'million', 'everyone', 'involved', 'better']\n",
      "Stemmed Tokens: ['insur', 'see', 'light', 'snoopi', 'left', 'build', 'well', 'almost', 'metlif', 'inc', 'insur', 'giant', 'employ', 'charli', 'brown', 'dog', 'ad', 'close', 'complet', 'deal', 'sell', 'state', 'street', 'research', 'manag', 'invest', 'arm', 'blackrock', 'inc', 'million', 'everyon', 'involv', 'better']\n",
      "Final Preprocessed Text: insur see light snoopi left build well almost metlif inc insur giant employ charli brown dog ad close complet deal sell state street research manag invest arm blackrock inc million everyon involv better\n",
      "\n",
      "Original Text: China trade volume to reach \\$1.1trillion in 2004 China #39;s total trade volume will reach 1.1 trillion US dollars in 2004 -- up 30 percent over 2003 --with a trade surplus of about 10 billion US dollars, said Assistant Minister of Commerce Yi Xiaozhun.\n",
      "Lowercased Text: china trade volume to reach \\$1.1trillion in 2004 china #39;s total trade volume will reach 1.1 trillion us dollars in 2004 -- up 30 percent over 2003 --with a trade surplus of about 10 billion us dollars, said assistant minister of commerce yi xiaozhun.\n",
      "Removed URLs: china trade volume to reach \\$1.1trillion in 2004 china #39;s total trade volume will reach 1.1 trillion us dollars in 2004 -- up 30 percent over 2003 --with a trade surplus of about 10 billion us dollars, said assistant minister of commerce yi xiaozhun.\n",
      "Removed HTML Tags: china trade volume to reach \\$1.1trillion in 2004 china #39;s total trade volume will reach 1.1 trillion us dollars in 2004 -- up 30 percent over 2003 --with a trade surplus of about 10 billion us dollars, said assistant minister of commerce yi xiaozhun.\n",
      "Removed Special Characters: china trade volume to reach trillion in  china s total trade volume will reach  trillion us dollars in   up  percent over  with a trade surplus of about  billion us dollars said assistant minister of commerce yi xiaozhun\n",
      "Tokens: ['china', 'trade', 'volume', 'to', 'reach', 'trillion', 'in', 'china', 's', 'total', 'trade', 'volume', 'will', 'reach', 'trillion', 'us', 'dollars', 'in', 'up', 'percent', 'over', 'with', 'a', 'trade', 'surplus', 'of', 'about', 'billion', 'us', 'dollars', 'said', 'assistant', 'minister', 'of', 'commerce', 'yi', 'xiaozhun']\n",
      "Removed Stopwords: ['china', 'trade', 'volume', 'reach', 'trillion', 'china', 'total', 'trade', 'volume', 'reach', 'trillion', 'us', 'dollars', 'percent', 'trade', 'surplus', 'billion', 'us', 'dollars', 'said', 'assistant', 'minister', 'commerce', 'yi', 'xiaozhun']\n",
      "Stemmed Tokens: ['china', 'trade', 'volum', 'reach', 'trillion', 'china', 'total', 'trade', 'volum', 'reach', 'trillion', 'us', 'dollar', 'percent', 'trade', 'surplu', 'billion', 'us', 'dollar', 'said', 'assist', 'minist', 'commerc', 'yi', 'xiaozhun']\n",
      "Final Preprocessed Text: china trade volum reach trillion china total trade volum reach trillion us dollar percent trade surplu billion us dollar said assist minist commerc yi xiaozhun\n",
      "\n",
      "Original Text: Metropolitan Life Mandates Banks For Sterling Bond LONDON (Dow Jones)--Metropolitan Life Global Funding has mandated HSBC, Deutsche Bank and Royal Bank of Scotland to lead-manage its forthcoming sterling-denominated bond issue, one of the lead managers said Thursday.\n",
      "Lowercased Text: metropolitan life mandates banks for sterling bond london (dow jones)--metropolitan life global funding has mandated hsbc, deutsche bank and royal bank of scotland to lead-manage its forthcoming sterling-denominated bond issue, one of the lead managers said thursday.\n",
      "Removed URLs: metropolitan life mandates banks for sterling bond london (dow jones)--metropolitan life global funding has mandated hsbc, deutsche bank and royal bank of scotland to lead-manage its forthcoming sterling-denominated bond issue, one of the lead managers said thursday.\n",
      "Removed HTML Tags: metropolitan life mandates banks for sterling bond london (dow jones)--metropolitan life global funding has mandated hsbc, deutsche bank and royal bank of scotland to lead-manage its forthcoming sterling-denominated bond issue, one of the lead managers said thursday.\n",
      "Removed Special Characters: metropolitan life mandates banks for sterling bond london dow jonesmetropolitan life global funding has mandated hsbc deutsche bank and royal bank of scotland to leadmanage its forthcoming sterlingdenominated bond issue one of the lead managers said thursday\n",
      "Tokens: ['metropolitan', 'life', 'mandates', 'banks', 'for', 'sterling', 'bond', 'london', 'dow', 'jonesmetropolitan', 'life', 'global', 'funding', 'has', 'mandated', 'hsbc', 'deutsche', 'bank', 'and', 'royal', 'bank', 'of', 'scotland', 'to', 'leadmanage', 'its', 'forthcoming', 'sterlingdenominated', 'bond', 'issue', 'one', 'of', 'the', 'lead', 'managers', 'said', 'thursday']\n",
      "Removed Stopwords: ['metropolitan', 'life', 'mandates', 'banks', 'sterling', 'bond', 'london', 'dow', 'jonesmetropolitan', 'life', 'global', 'funding', 'mandated', 'hsbc', 'deutsche', 'bank', 'royal', 'bank', 'scotland', 'leadmanage', 'forthcoming', 'sterlingdenominated', 'bond', 'issue', 'one', 'lead', 'managers', 'said', 'thursday']\n",
      "Stemmed Tokens: ['metropolitan', 'life', 'mandat', 'bank', 'sterl', 'bond', 'london', 'dow', 'jonesmetropolitan', 'life', 'global', 'fund', 'mandat', 'hsbc', 'deutsch', 'bank', 'royal', 'bank', 'scotland', 'leadmanag', 'forthcom', 'sterlingdenomin', 'bond', 'issu', 'one', 'lead', 'manag', 'said', 'thursday']\n",
      "Final Preprocessed Text: metropolitan life mandat bank sterl bond london dow jonesmetropolitan life global fund mandat hsbc deutsch bank royal bank scotland leadmanag forthcom sterlingdenomin bond issu one lead manag said thursday\n",
      "\n",
      "Original Text: Japanese automaker to boost production capacity in India Major Japanese automaker Suzuki Motor Corp. said Monday it has decided to set up a vehicle assembly plant and a new diesel engine factory in India to boost production in the country #39;s growing market.\n",
      "Lowercased Text: japanese automaker to boost production capacity in india major japanese automaker suzuki motor corp. said monday it has decided to set up a vehicle assembly plant and a new diesel engine factory in india to boost production in the country #39;s growing market.\n",
      "Removed URLs: japanese automaker to boost production capacity in india major japanese automaker suzuki motor corp. said monday it has decided to set up a vehicle assembly plant and a new diesel engine factory in india to boost production in the country #39;s growing market.\n",
      "Removed HTML Tags: japanese automaker to boost production capacity in india major japanese automaker suzuki motor corp. said monday it has decided to set up a vehicle assembly plant and a new diesel engine factory in india to boost production in the country #39;s growing market.\n",
      "Removed Special Characters: japanese automaker to boost production capacity in india major japanese automaker suzuki motor corp said monday it has decided to set up a vehicle assembly plant and a new diesel engine factory in india to boost production in the country s growing market\n",
      "Tokens: ['japanese', 'automaker', 'to', 'boost', 'production', 'capacity', 'in', 'india', 'major', 'japanese', 'automaker', 'suzuki', 'motor', 'corp', 'said', 'monday', 'it', 'has', 'decided', 'to', 'set', 'up', 'a', 'vehicle', 'assembly', 'plant', 'and', 'a', 'new', 'diesel', 'engine', 'factory', 'in', 'india', 'to', 'boost', 'production', 'in', 'the', 'country', 's', 'growing', 'market']\n",
      "Removed Stopwords: ['japanese', 'automaker', 'boost', 'production', 'capacity', 'india', 'major', 'japanese', 'automaker', 'suzuki', 'motor', 'corp', 'said', 'monday', 'decided', 'set', 'vehicle', 'assembly', 'plant', 'new', 'diesel', 'engine', 'factory', 'india', 'boost', 'production', 'country', 'growing', 'market']\n",
      "Stemmed Tokens: ['japanes', 'automak', 'boost', 'product', 'capac', 'india', 'major', 'japanes', 'automak', 'suzuki', 'motor', 'corp', 'said', 'monday', 'decid', 'set', 'vehicl', 'assembl', 'plant', 'new', 'diesel', 'engin', 'factori', 'india', 'boost', 'product', 'countri', 'grow', 'market']\n",
      "Final Preprocessed Text: japanes automak boost product capac india major japanes automak suzuki motor corp said monday decid set vehicl assembl plant new diesel engin factori india boost product countri grow market\n",
      "\n",
      "Original Text: Xstrata in new bid for mines firm Swiss firm Xstrata relaunches a takeover bid for Australian mining company WMC Resources by appealing directly to its shareholders.\n",
      "Lowercased Text: xstrata in new bid for mines firm swiss firm xstrata relaunches a takeover bid for australian mining company wmc resources by appealing directly to its shareholders.\n",
      "Removed URLs: xstrata in new bid for mines firm swiss firm xstrata relaunches a takeover bid for australian mining company wmc resources by appealing directly to its shareholders.\n",
      "Removed HTML Tags: xstrata in new bid for mines firm swiss firm xstrata relaunches a takeover bid for australian mining company wmc resources by appealing directly to its shareholders.\n",
      "Removed Special Characters: xstrata in new bid for mines firm swiss firm xstrata relaunches a takeover bid for australian mining company wmc resources by appealing directly to its shareholders\n",
      "Tokens: ['xstrata', 'in', 'new', 'bid', 'for', 'mines', 'firm', 'swiss', 'firm', 'xstrata', 'relaunches', 'a', 'takeover', 'bid', 'for', 'australian', 'mining', 'company', 'wmc', 'resources', 'by', 'appealing', 'directly', 'to', 'its', 'shareholders']\n",
      "Removed Stopwords: ['xstrata', 'new', 'bid', 'mines', 'firm', 'swiss', 'firm', 'xstrata', 'relaunches', 'takeover', 'bid', 'australian', 'mining', 'company', 'wmc', 'resources', 'appealing', 'directly', 'shareholders']\n",
      "Stemmed Tokens: ['xstrata', 'new', 'bid', 'mine', 'firm', 'swiss', 'firm', 'xstrata', 'relaunch', 'takeov', 'bid', 'australian', 'mine', 'compani', 'wmc', 'resourc', 'appeal', 'directli', 'sharehold']\n",
      "Final Preprocessed Text: xstrata new bid mine firm swiss firm xstrata relaunch takeov bid australian mine compani wmc resourc appeal directli sharehold\n",
      "\n",
      "Original Text: Siemens in 2.69bn deal with BBC German industrial giant Siemens has signed a 2.69bn contract to deliver technology services around the world to the BBC, a deal that will see it acquire the broadcasters technology subsidiary.\n",
      "Lowercased Text: siemens in 2.69bn deal with bbc german industrial giant siemens has signed a 2.69bn contract to deliver technology services around the world to the bbc, a deal that will see it acquire the broadcasters technology subsidiary.\n",
      "Removed URLs: siemens in 2.69bn deal with bbc german industrial giant siemens has signed a 2.69bn contract to deliver technology services around the world to the bbc, a deal that will see it acquire the broadcasters technology subsidiary.\n",
      "Removed HTML Tags: siemens in 2.69bn deal with bbc german industrial giant siemens has signed a 2.69bn contract to deliver technology services around the world to the bbc, a deal that will see it acquire the broadcasters technology subsidiary.\n",
      "Removed Special Characters: siemens in bn deal with bbc german industrial giant siemens has signed a bn contract to deliver technology services around the world to the bbc a deal that will see it acquire the broadcasters technology subsidiary\n",
      "Tokens: ['siemens', 'in', 'bn', 'deal', 'with', 'bbc', 'german', 'industrial', 'giant', 'siemens', 'has', 'signed', 'a', 'bn', 'contract', 'to', 'deliver', 'technology', 'services', 'around', 'the', 'world', 'to', 'the', 'bbc', 'a', 'deal', 'that', 'will', 'see', 'it', 'acquire', 'the', 'broadcasters', 'technology', 'subsidiary']\n",
      "Removed Stopwords: ['siemens', 'bn', 'deal', 'bbc', 'german', 'industrial', 'giant', 'siemens', 'signed', 'bn', 'contract', 'deliver', 'technology', 'services', 'around', 'world', 'bbc', 'deal', 'see', 'acquire', 'broadcasters', 'technology', 'subsidiary']\n",
      "Stemmed Tokens: ['siemen', 'bn', 'deal', 'bbc', 'german', 'industri', 'giant', 'siemen', 'sign', 'bn', 'contract', 'deliv', 'technolog', 'servic', 'around', 'world', 'bbc', 'deal', 'see', 'acquir', 'broadcast', 'technolog', 'subsidiari']\n",
      "Final Preprocessed Text: siemen bn deal bbc german industri giant siemen sign bn contract deliv technolog servic around world bbc deal see acquir broadcast technolog subsidiari\n",
      "\n",
      "Original Text: Indonesian diplomats asked to help improve RI #39;s bad image JAKARTA (Antara): President Susilo Yudhoyono asked Indonesian diplomats on Monday to help the government improve Indonesia #39;s bad image.\n",
      "Lowercased Text: indonesian diplomats asked to help improve ri #39;s bad image jakarta (antara): president susilo yudhoyono asked indonesian diplomats on monday to help the government improve indonesia #39;s bad image.\n",
      "Removed URLs: indonesian diplomats asked to help improve ri #39;s bad image jakarta (antara): president susilo yudhoyono asked indonesian diplomats on monday to help the government improve indonesia #39;s bad image.\n",
      "Removed HTML Tags: indonesian diplomats asked to help improve ri #39;s bad image jakarta (antara): president susilo yudhoyono asked indonesian diplomats on monday to help the government improve indonesia #39;s bad image.\n",
      "Removed Special Characters: indonesian diplomats asked to help improve ri s bad image jakarta antara president susilo yudhoyono asked indonesian diplomats on monday to help the government improve indonesia s bad image\n",
      "Tokens: ['indonesian', 'diplomats', 'asked', 'to', 'help', 'improve', 'ri', 's', 'bad', 'image', 'jakarta', 'antara', 'president', 'susilo', 'yudhoyono', 'asked', 'indonesian', 'diplomats', 'on', 'monday', 'to', 'help', 'the', 'government', 'improve', 'indonesia', 's', 'bad', 'image']\n",
      "Removed Stopwords: ['indonesian', 'diplomats', 'asked', 'help', 'improve', 'ri', 'bad', 'image', 'jakarta', 'antara', 'president', 'susilo', 'yudhoyono', 'asked', 'indonesian', 'diplomats', 'monday', 'help', 'government', 'improve', 'indonesia', 'bad', 'image']\n",
      "Stemmed Tokens: ['indonesian', 'diplomat', 'ask', 'help', 'improv', 'ri', 'bad', 'imag', 'jakarta', 'antara', 'presid', 'susilo', 'yudhoyono', 'ask', 'indonesian', 'diplomat', 'monday', 'help', 'govern', 'improv', 'indonesia', 'bad', 'imag']\n",
      "Final Preprocessed Text: indonesian diplomat ask help improv ri bad imag jakarta antara presid susilo yudhoyono ask indonesian diplomat monday help govern improv indonesia bad imag\n",
      "\n",
      "Original Text: Steel group sees continued strength in China demand LONDON (CBS.MW) -- European markets saw a moderate advance in early trade Monday, carrying over some of the late-session rally on Wall Street and helped by steel group Arcelor #39;s view of Chinese demand.\n",
      "Lowercased Text: steel group sees continued strength in china demand london (cbs.mw) -- european markets saw a moderate advance in early trade monday, carrying over some of the late-session rally on wall street and helped by steel group arcelor #39;s view of chinese demand.\n",
      "Removed URLs: steel group sees continued strength in china demand london (cbs.mw) -- european markets saw a moderate advance in early trade monday, carrying over some of the late-session rally on wall street and helped by steel group arcelor #39;s view of chinese demand.\n",
      "Removed HTML Tags: steel group sees continued strength in china demand london (cbs.mw) -- european markets saw a moderate advance in early trade monday, carrying over some of the late-session rally on wall street and helped by steel group arcelor #39;s view of chinese demand.\n",
      "Removed Special Characters: steel group sees continued strength in china demand london cbsmw  european markets saw a moderate advance in early trade monday carrying over some of the latesession rally on wall street and helped by steel group arcelor s view of chinese demand\n",
      "Tokens: ['steel', 'group', 'sees', 'continued', 'strength', 'in', 'china', 'demand', 'london', 'cbsmw', 'european', 'markets', 'saw', 'a', 'moderate', 'advance', 'in', 'early', 'trade', 'monday', 'carrying', 'over', 'some', 'of', 'the', 'latesession', 'rally', 'on', 'wall', 'street', 'and', 'helped', 'by', 'steel', 'group', 'arcelor', 's', 'view', 'of', 'chinese', 'demand']\n",
      "Removed Stopwords: ['steel', 'group', 'sees', 'continued', 'strength', 'china', 'demand', 'london', 'cbsmw', 'european', 'markets', 'saw', 'moderate', 'advance', 'early', 'trade', 'monday', 'carrying', 'latesession', 'rally', 'wall', 'street', 'helped', 'steel', 'group', 'arcelor', 'view', 'chinese', 'demand']\n",
      "Stemmed Tokens: ['steel', 'group', 'see', 'continu', 'strength', 'china', 'demand', 'london', 'cbsmw', 'european', 'market', 'saw', 'moder', 'advanc', 'earli', 'trade', 'monday', 'carri', 'latesess', 'ralli', 'wall', 'street', 'help', 'steel', 'group', 'arcelor', 'view', 'chines', 'demand']\n",
      "Final Preprocessed Text: steel group see continu strength china demand london cbsmw european market saw moder advanc earli trade monday carri latesess ralli wall street help steel group arcelor view chines demand\n",
      "\n",
      "Original Text: RESEARCH ALERT-First Albany ups SuperGen to  quot;buy quot; on drug deal First Albany Capital on Wednesday raised SuperGen Inc. #39;s (SUPG.O: Quote, Profile, Research) stock rating to  quot;buy quot; from  quot;neutral, quot; following its cancer-drug deal with MGI Pharma Inc.\n",
      "Lowercased Text: research alert-first albany ups supergen to  quot;buy quot; on drug deal first albany capital on wednesday raised supergen inc. #39;s (supg.o: quote, profile, research) stock rating to  quot;buy quot; from  quot;neutral, quot; following its cancer-drug deal with mgi pharma inc.\n",
      "Removed URLs: research alert-first albany ups supergen to  quot;buy quot; on drug deal first albany capital on wednesday raised supergen inc. #39;s (supg.o: quote, profile, research) stock rating to  quot;buy quot; from  quot;neutral, quot; following its cancer-drug deal with mgi pharma inc.\n",
      "Removed HTML Tags: research alert-first albany ups supergen to  quot;buy quot; on drug deal first albany capital on wednesday raised supergen inc. #39;s (supg.o: quote, profile, research) stock rating to  quot;buy quot; from  quot;neutral, quot; following its cancer-drug deal with mgi pharma inc.\n",
      "Removed Special Characters: research alertfirst albany ups supergen to  quotbuy quot on drug deal first albany capital on wednesday raised supergen inc s supgo quote profile research stock rating to  quotbuy quot from  quotneutral quot following its cancerdrug deal with mgi pharma inc\n",
      "Tokens: ['research', 'alertfirst', 'albany', 'ups', 'supergen', 'to', 'quotbuy', 'quot', 'on', 'drug', 'deal', 'first', 'albany', 'capital', 'on', 'wednesday', 'raised', 'supergen', 'inc', 's', 'supgo', 'quote', 'profile', 'research', 'stock', 'rating', 'to', 'quotbuy', 'quot', 'from', 'quotneutral', 'quot', 'following', 'its', 'cancerdrug', 'deal', 'with', 'mgi', 'pharma', 'inc']\n",
      "Removed Stopwords: ['research', 'alertfirst', 'albany', 'ups', 'supergen', 'quotbuy', 'quot', 'drug', 'deal', 'first', 'albany', 'capital', 'wednesday', 'raised', 'supergen', 'inc', 'supgo', 'quote', 'profile', 'research', 'stock', 'rating', 'quotbuy', 'quot', 'quotneutral', 'quot', 'following', 'cancerdrug', 'deal', 'mgi', 'pharma', 'inc']\n",
      "Stemmed Tokens: ['research', 'alertfirst', 'albani', 'up', 'supergen', 'quotbuy', 'quot', 'drug', 'deal', 'first', 'albani', 'capit', 'wednesday', 'rais', 'supergen', 'inc', 'supgo', 'quot', 'profil', 'research', 'stock', 'rate', 'quotbuy', 'quot', 'quotneutr', 'quot', 'follow', 'cancerdrug', 'deal', 'mgi', 'pharma', 'inc']\n",
      "Final Preprocessed Text: research alertfirst albani up supergen quotbuy quot drug deal first albani capit wednesday rais supergen inc supgo quot profil research stock rate quotbuy quot quotneutr quot follow cancerdrug deal mgi pharma inc\n",
      "\n",
      "Original Text: Statement by Airbus on the US Government for formal consultations &lt;b&gt;...&lt;/b&gt; Airbus has fully supported all recent actions by the European Commission to engage with the US government in serious discussions on comprehensive new disciplines on government support.\n",
      "Lowercased Text: statement by airbus on the us government for formal consultations &lt;b&gt;...&lt;/b&gt; airbus has fully supported all recent actions by the european commission to engage with the us government in serious discussions on comprehensive new disciplines on government support.\n",
      "Removed URLs: statement by airbus on the us government for formal consultations &lt;b&gt;...&lt;/b&gt; airbus has fully supported all recent actions by the european commission to engage with the us government in serious discussions on comprehensive new disciplines on government support.\n",
      "Removed HTML Tags: statement by airbus on the us government for formal consultations &lt;b&gt;...&lt;/b&gt; airbus has fully supported all recent actions by the european commission to engage with the us government in serious discussions on comprehensive new disciplines on government support.\n",
      "Removed Special Characters: statement by airbus on the us government for formal consultations ltbgtltbgt airbus has fully supported all recent actions by the european commission to engage with the us government in serious discussions on comprehensive new disciplines on government support\n",
      "Tokens: ['statement', 'by', 'airbus', 'on', 'the', 'us', 'government', 'for', 'formal', 'consultations', 'ltbgtltbgt', 'airbus', 'has', 'fully', 'supported', 'all', 'recent', 'actions', 'by', 'the', 'european', 'commission', 'to', 'engage', 'with', 'the', 'us', 'government', 'in', 'serious', 'discussions', 'on', 'comprehensive', 'new', 'disciplines', 'on', 'government', 'support']\n",
      "Removed Stopwords: ['statement', 'airbus', 'us', 'government', 'formal', 'consultations', 'ltbgtltbgt', 'airbus', 'fully', 'supported', 'recent', 'actions', 'european', 'commission', 'engage', 'us', 'government', 'serious', 'discussions', 'comprehensive', 'new', 'disciplines', 'government', 'support']\n",
      "Stemmed Tokens: ['statement', 'airbu', 'us', 'govern', 'formal', 'consult', 'ltbgtltbgt', 'airbu', 'fulli', 'support', 'recent', 'action', 'european', 'commiss', 'engag', 'us', 'govern', 'seriou', 'discuss', 'comprehens', 'new', 'disciplin', 'govern', 'support']\n",
      "Final Preprocessed Text: statement airbu us govern formal consult ltbgtltbgt airbu fulli support recent action european commiss engag us govern seriou discuss comprehens new disciplin govern support\n",
      "\n",
      "Original Text: Union leaders held under ESMA on Day 6 of strike New Delhi, August 26: The sixth day of the truckers strike on Thursday saw 12 more truckers being arrested under the Essential Services Maintenance Act (ESMA)in the Capital.\n",
      "Lowercased Text: union leaders held under esma on day 6 of strike new delhi, august 26: the sixth day of the truckers strike on thursday saw 12 more truckers being arrested under the essential services maintenance act (esma)in the capital.\n",
      "Removed URLs: union leaders held under esma on day 6 of strike new delhi, august 26: the sixth day of the truckers strike on thursday saw 12 more truckers being arrested under the essential services maintenance act (esma)in the capital.\n",
      "Removed HTML Tags: union leaders held under esma on day 6 of strike new delhi, august 26: the sixth day of the truckers strike on thursday saw 12 more truckers being arrested under the essential services maintenance act (esma)in the capital.\n",
      "Removed Special Characters: union leaders held under esma on day  of strike new delhi august  the sixth day of the truckers strike on thursday saw  more truckers being arrested under the essential services maintenance act esmain the capital\n",
      "Tokens: ['union', 'leaders', 'held', 'under', 'esma', 'on', 'day', 'of', 'strike', 'new', 'delhi', 'august', 'the', 'sixth', 'day', 'of', 'the', 'truckers', 'strike', 'on', 'thursday', 'saw', 'more', 'truckers', 'being', 'arrested', 'under', 'the', 'essential', 'services', 'maintenance', 'act', 'esmain', 'the', 'capital']\n",
      "Removed Stopwords: ['union', 'leaders', 'held', 'esma', 'day', 'strike', 'new', 'delhi', 'august', 'sixth', 'day', 'truckers', 'strike', 'thursday', 'saw', 'truckers', 'arrested', 'essential', 'services', 'maintenance', 'act', 'esmain', 'capital']\n",
      "Stemmed Tokens: ['union', 'leader', 'held', 'esma', 'day', 'strike', 'new', 'delhi', 'august', 'sixth', 'day', 'trucker', 'strike', 'thursday', 'saw', 'trucker', 'arrest', 'essenti', 'servic', 'mainten', 'act', 'esmain', 'capit']\n",
      "Final Preprocessed Text: union leader held esma day strike new delhi august sixth day trucker strike thursday saw trucker arrest essenti servic mainten act esmain capit\n",
      "\n",
      "Original Text: Delta Pilots Ratify Concession Package  CHICAGO (Reuters) - Pilots at Delta Air Lines Inc. on  Thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Lowercased Text: delta pilots ratify concession package  chicago (reuters) - pilots at delta air lines inc. on  thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Removed URLs: delta pilots ratify concession package  chicago (reuters) - pilots at delta air lines inc. on  thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Removed HTML Tags: delta pilots ratify concession package  chicago (reuters) - pilots at delta air lines inc. on  thursday ratified a concession package that will save the  carrier \\$1 billion a year, in a move the company hopes will buy  it time to restructure outside of bankruptcy.\n",
      "Removed Special Characters: delta pilots ratify concession package  chicago reuters  pilots at delta air lines inc on  thursday ratified a concession package that will save the  carrier  billion a year in a move the company hopes will buy  it time to restructure outside of bankruptcy\n",
      "Tokens: ['delta', 'pilots', 'ratify', 'concession', 'package', 'chicago', 'reuters', 'pilots', 'at', 'delta', 'air', 'lines', 'inc', 'on', 'thursday', 'ratified', 'a', 'concession', 'package', 'that', 'will', 'save', 'the', 'carrier', 'billion', 'a', 'year', 'in', 'a', 'move', 'the', 'company', 'hopes', 'will', 'buy', 'it', 'time', 'to', 'restructure', 'outside', 'of', 'bankruptcy']\n",
      "Removed Stopwords: ['delta', 'pilots', 'ratify', 'concession', 'package', 'chicago', 'reuters', 'pilots', 'delta', 'air', 'lines', 'inc', 'thursday', 'ratified', 'concession', 'package', 'save', 'carrier', 'billion', 'year', 'move', 'company', 'hopes', 'buy', 'time', 'restructure', 'outside', 'bankruptcy']\n",
      "Stemmed Tokens: ['delta', 'pilot', 'ratifi', 'concess', 'packag', 'chicago', 'reuter', 'pilot', 'delta', 'air', 'line', 'inc', 'thursday', 'ratifi', 'concess', 'packag', 'save', 'carrier', 'billion', 'year', 'move', 'compani', 'hope', 'buy', 'time', 'restructur', 'outsid', 'bankruptci']\n",
      "Final Preprocessed Text: delta pilot ratifi concess packag chicago reuter pilot delta air line inc thursday ratifi concess packag save carrier billion year move compani hope buy time restructur outsid bankruptci\n",
      "\n",
      "Original Text: It's Cleanup Time at Citi Charles O. Prince, the chief executive of Citigroup, is on a campaign to revamp the banking giant's culture after a financial scandal in Japan tainted its reputation.\n",
      "Lowercased Text: it's cleanup time at citi charles o. prince, the chief executive of citigroup, is on a campaign to revamp the banking giant's culture after a financial scandal in japan tainted its reputation.\n",
      "Removed URLs: it's cleanup time at citi charles o. prince, the chief executive of citigroup, is on a campaign to revamp the banking giant's culture after a financial scandal in japan tainted its reputation.\n",
      "Removed HTML Tags: it's cleanup time at citi charles o. prince, the chief executive of citigroup, is on a campaign to revamp the banking giant's culture after a financial scandal in japan tainted its reputation.\n",
      "Removed Special Characters: its cleanup time at citi charles o prince the chief executive of citigroup is on a campaign to revamp the banking giants culture after a financial scandal in japan tainted its reputation\n",
      "Tokens: ['its', 'cleanup', 'time', 'at', 'citi', 'charles', 'o', 'prince', 'the', 'chief', 'executive', 'of', 'citigroup', 'is', 'on', 'a', 'campaign', 'to', 'revamp', 'the', 'banking', 'giants', 'culture', 'after', 'a', 'financial', 'scandal', 'in', 'japan', 'tainted', 'its', 'reputation']\n",
      "Removed Stopwords: ['cleanup', 'time', 'citi', 'charles', 'prince', 'chief', 'executive', 'citigroup', 'campaign', 'revamp', 'banking', 'giants', 'culture', 'financial', 'scandal', 'japan', 'tainted', 'reputation']\n",
      "Stemmed Tokens: ['cleanup', 'time', 'citi', 'charl', 'princ', 'chief', 'execut', 'citigroup', 'campaign', 'revamp', 'bank', 'giant', 'cultur', 'financi', 'scandal', 'japan', 'taint', 'reput']\n",
      "Final Preprocessed Text: cleanup time citi charl princ chief execut citigroup campaign revamp bank giant cultur financi scandal japan taint reput\n",
      "\n",
      "Original Text: Coca-Cola Bottling #39;s 3Q Profit Drops Coca-Cola Bottling Co. Consolidated, the Coca-Cola Co. #39;s major bottler and distributor in the Southeast, said Wednesday that third-quarter profit fell as bad weather, high fuel prices and fewer promotions led to lower volume.\n",
      "Lowercased Text: coca-cola bottling #39;s 3q profit drops coca-cola bottling co. consolidated, the coca-cola co. #39;s major bottler and distributor in the southeast, said wednesday that third-quarter profit fell as bad weather, high fuel prices and fewer promotions led to lower volume.\n",
      "Removed URLs: coca-cola bottling #39;s 3q profit drops coca-cola bottling co. consolidated, the coca-cola co. #39;s major bottler and distributor in the southeast, said wednesday that third-quarter profit fell as bad weather, high fuel prices and fewer promotions led to lower volume.\n",
      "Removed HTML Tags: coca-cola bottling #39;s 3q profit drops coca-cola bottling co. consolidated, the coca-cola co. #39;s major bottler and distributor in the southeast, said wednesday that third-quarter profit fell as bad weather, high fuel prices and fewer promotions led to lower volume.\n",
      "Removed Special Characters: cocacola bottling s q profit drops cocacola bottling co consolidated the cocacola co s major bottler and distributor in the southeast said wednesday that thirdquarter profit fell as bad weather high fuel prices and fewer promotions led to lower volume\n",
      "Tokens: ['cocacola', 'bottling', 's', 'q', 'profit', 'drops', 'cocacola', 'bottling', 'co', 'consolidated', 'the', 'cocacola', 'co', 's', 'major', 'bottler', 'and', 'distributor', 'in', 'the', 'southeast', 'said', 'wednesday', 'that', 'thirdquarter', 'profit', 'fell', 'as', 'bad', 'weather', 'high', 'fuel', 'prices', 'and', 'fewer', 'promotions', 'led', 'to', 'lower', 'volume']\n",
      "Removed Stopwords: ['cocacola', 'bottling', 'q', 'profit', 'drops', 'cocacola', 'bottling', 'co', 'consolidated', 'cocacola', 'co', 'major', 'bottler', 'distributor', 'southeast', 'said', 'wednesday', 'thirdquarter', 'profit', 'fell', 'bad', 'weather', 'high', 'fuel', 'prices', 'fewer', 'promotions', 'led', 'lower', 'volume']\n",
      "Stemmed Tokens: ['cocacola', 'bottl', 'q', 'profit', 'drop', 'cocacola', 'bottl', 'co', 'consolid', 'cocacola', 'co', 'major', 'bottler', 'distributor', 'southeast', 'said', 'wednesday', 'thirdquart', 'profit', 'fell', 'bad', 'weather', 'high', 'fuel', 'price', 'fewer', 'promot', 'led', 'lower', 'volum']\n",
      "Final Preprocessed Text: cocacola bottl q profit drop cocacola bottl co consolid cocacola co major bottler distributor southeast said wednesday thirdquart profit fell bad weather high fuel price fewer promot led lower volum\n",
      "\n",
      "Original Text: Bombardier shares slump as CEO leaves Bombardier, the troubled Canadian maker of aircraft and trains, saw its shares fall by around 20 per cent in Toronto, after it announced that Paul Tellier was stepping down early as president and chief executive officer.\n",
      "Lowercased Text: bombardier shares slump as ceo leaves bombardier, the troubled canadian maker of aircraft and trains, saw its shares fall by around 20 per cent in toronto, after it announced that paul tellier was stepping down early as president and chief executive officer.\n",
      "Removed URLs: bombardier shares slump as ceo leaves bombardier, the troubled canadian maker of aircraft and trains, saw its shares fall by around 20 per cent in toronto, after it announced that paul tellier was stepping down early as president and chief executive officer.\n",
      "Removed HTML Tags: bombardier shares slump as ceo leaves bombardier, the troubled canadian maker of aircraft and trains, saw its shares fall by around 20 per cent in toronto, after it announced that paul tellier was stepping down early as president and chief executive officer.\n",
      "Removed Special Characters: bombardier shares slump as ceo leaves bombardier the troubled canadian maker of aircraft and trains saw its shares fall by around  per cent in toronto after it announced that paul tellier was stepping down early as president and chief executive officer\n",
      "Tokens: ['bombardier', 'shares', 'slump', 'as', 'ceo', 'leaves', 'bombardier', 'the', 'troubled', 'canadian', 'maker', 'of', 'aircraft', 'and', 'trains', 'saw', 'its', 'shares', 'fall', 'by', 'around', 'per', 'cent', 'in', 'toronto', 'after', 'it', 'announced', 'that', 'paul', 'tellier', 'was', 'stepping', 'down', 'early', 'as', 'president', 'and', 'chief', 'executive', 'officer']\n",
      "Removed Stopwords: ['bombardier', 'shares', 'slump', 'ceo', 'leaves', 'bombardier', 'troubled', 'canadian', 'maker', 'aircraft', 'trains', 'saw', 'shares', 'fall', 'around', 'per', 'cent', 'toronto', 'announced', 'paul', 'tellier', 'stepping', 'early', 'president', 'chief', 'executive', 'officer']\n",
      "Stemmed Tokens: ['bombardi', 'share', 'slump', 'ceo', 'leav', 'bombardi', 'troubl', 'canadian', 'maker', 'aircraft', 'train', 'saw', 'share', 'fall', 'around', 'per', 'cent', 'toronto', 'announc', 'paul', 'tellier', 'step', 'earli', 'presid', 'chief', 'execut', 'offic']\n",
      "Final Preprocessed Text: bombardi share slump ceo leav bombardi troubl canadian maker aircraft train saw share fall around per cent toronto announc paul tellier step earli presid chief execut offic\n",
      "\n",
      "Original Text: Bad Day for Drug Companies - and Patients  LONDON (Reuters) - Investors in pharmaceuticals were dealt  a triple whammy on Friday as Pfizer Inc, AstraZeneca Plc and  Eli Lilly and Co all shocked the market with bad news about key  products.\n",
      "Lowercased Text: bad day for drug companies - and patients  london (reuters) - investors in pharmaceuticals were dealt  a triple whammy on friday as pfizer inc, astrazeneca plc and  eli lilly and co all shocked the market with bad news about key  products.\n",
      "Removed URLs: bad day for drug companies - and patients  london (reuters) - investors in pharmaceuticals were dealt  a triple whammy on friday as pfizer inc, astrazeneca plc and  eli lilly and co all shocked the market with bad news about key  products.\n",
      "Removed HTML Tags: bad day for drug companies - and patients  london (reuters) - investors in pharmaceuticals were dealt  a triple whammy on friday as pfizer inc, astrazeneca plc and  eli lilly and co all shocked the market with bad news about key  products.\n",
      "Removed Special Characters: bad day for drug companies  and patients  london reuters  investors in pharmaceuticals were dealt  a triple whammy on friday as pfizer inc astrazeneca plc and  eli lilly and co all shocked the market with bad news about key  products\n",
      "Tokens: ['bad', 'day', 'for', 'drug', 'companies', 'and', 'patients', 'london', 'reuters', 'investors', 'in', 'pharmaceuticals', 'were', 'dealt', 'a', 'triple', 'whammy', 'on', 'friday', 'as', 'pfizer', 'inc', 'astrazeneca', 'plc', 'and', 'eli', 'lilly', 'and', 'co', 'all', 'shocked', 'the', 'market', 'with', 'bad', 'news', 'about', 'key', 'products']\n",
      "Removed Stopwords: ['bad', 'day', 'drug', 'companies', 'patients', 'london', 'reuters', 'investors', 'pharmaceuticals', 'dealt', 'triple', 'whammy', 'friday', 'pfizer', 'inc', 'astrazeneca', 'plc', 'eli', 'lilly', 'co', 'shocked', 'market', 'bad', 'news', 'key', 'products']\n",
      "Stemmed Tokens: ['bad', 'day', 'drug', 'compani', 'patient', 'london', 'reuter', 'investor', 'pharmaceut', 'dealt', 'tripl', 'whammi', 'friday', 'pfizer', 'inc', 'astrazeneca', 'plc', 'eli', 'lilli', 'co', 'shock', 'market', 'bad', 'news', 'key', 'product']\n",
      "Final Preprocessed Text: bad day drug compani patient london reuter investor pharmaceut dealt tripl whammi friday pfizer inc astrazeneca plc eli lilli co shock market bad news key product\n",
      "\n",
      "Original Text: Check Boeing sops, Airbustells US Check Boeing sops, Airbustells &lt;b&gt;...&lt;/b&gt; European aircraft maker Airbus on Thursday criticised a US move to take a fight about subsidies to the World Trade Organisation (WTO), saying it showed its rivals unwillingness to address its own subsidies.\n",
      "Lowercased Text: check boeing sops, airbustells us check boeing sops, airbustells &lt;b&gt;...&lt;/b&gt; european aircraft maker airbus on thursday criticised a us move to take a fight about subsidies to the world trade organisation (wto), saying it showed its rivals unwillingness to address its own subsidies.\n",
      "Removed URLs: check boeing sops, airbustells us check boeing sops, airbustells &lt;b&gt;...&lt;/b&gt; european aircraft maker airbus on thursday criticised a us move to take a fight about subsidies to the world trade organisation (wto), saying it showed its rivals unwillingness to address its own subsidies.\n",
      "Removed HTML Tags: check boeing sops, airbustells us check boeing sops, airbustells &lt;b&gt;...&lt;/b&gt; european aircraft maker airbus on thursday criticised a us move to take a fight about subsidies to the world trade organisation (wto), saying it showed its rivals unwillingness to address its own subsidies.\n",
      "Removed Special Characters: check boeing sops airbustells us check boeing sops airbustells ltbgtltbgt european aircraft maker airbus on thursday criticised a us move to take a fight about subsidies to the world trade organisation wto saying it showed its rivals unwillingness to address its own subsidies\n",
      "Tokens: ['check', 'boeing', 'sops', 'airbustells', 'us', 'check', 'boeing', 'sops', 'airbustells', 'ltbgtltbgt', 'european', 'aircraft', 'maker', 'airbus', 'on', 'thursday', 'criticised', 'a', 'us', 'move', 'to', 'take', 'a', 'fight', 'about', 'subsidies', 'to', 'the', 'world', 'trade', 'organisation', 'wto', 'saying', 'it', 'showed', 'its', 'rivals', 'unwillingness', 'to', 'address', 'its', 'own', 'subsidies']\n",
      "Removed Stopwords: ['check', 'boeing', 'sops', 'airbustells', 'us', 'check', 'boeing', 'sops', 'airbustells', 'ltbgtltbgt', 'european', 'aircraft', 'maker', 'airbus', 'thursday', 'criticised', 'us', 'move', 'take', 'fight', 'subsidies', 'world', 'trade', 'organisation', 'wto', 'saying', 'showed', 'rivals', 'unwillingness', 'address', 'subsidies']\n",
      "Stemmed Tokens: ['check', 'boe', 'sop', 'airbustel', 'us', 'check', 'boe', 'sop', 'airbustel', 'ltbgtltbgt', 'european', 'aircraft', 'maker', 'airbu', 'thursday', 'criticis', 'us', 'move', 'take', 'fight', 'subsidi', 'world', 'trade', 'organis', 'wto', 'say', 'show', 'rival', 'unwilling', 'address', 'subsidi']\n",
      "Final Preprocessed Text: check boe sop airbustel us check boe sop airbustel ltbgtltbgt european aircraft maker airbu thursday criticis us move take fight subsidi world trade organis wto say show rival unwilling address subsidi\n",
      "\n",
      "Original Text: Update 4: Belo to Cut 250 Jobs, Mostly in Dallas Media owner Belo Corp. said Wednesday that it would cut 250 jobs, more than half of them at its flagship newspaper, The Dallas Morning News, and that an internal investigation into circulation overstatements \n",
      "Lowercased Text: update 4: belo to cut 250 jobs, mostly in dallas media owner belo corp. said wednesday that it would cut 250 jobs, more than half of them at its flagship newspaper, the dallas morning news, and that an internal investigation into circulation overstatements \n",
      "Removed URLs: update 4: belo to cut 250 jobs, mostly in dallas media owner belo corp. said wednesday that it would cut 250 jobs, more than half of them at its flagship newspaper, the dallas morning news, and that an internal investigation into circulation overstatements \n",
      "Removed HTML Tags: update 4: belo to cut 250 jobs, mostly in dallas media owner belo corp. said wednesday that it would cut 250 jobs, more than half of them at its flagship newspaper, the dallas morning news, and that an internal investigation into circulation overstatements \n",
      "Removed Special Characters: update  belo to cut  jobs mostly in dallas media owner belo corp said wednesday that it would cut  jobs more than half of them at its flagship newspaper the dallas morning news and that an internal investigation into circulation overstatements \n",
      "Tokens: ['update', 'belo', 'to', 'cut', 'jobs', 'mostly', 'in', 'dallas', 'media', 'owner', 'belo', 'corp', 'said', 'wednesday', 'that', 'it', 'would', 'cut', 'jobs', 'more', 'than', 'half', 'of', 'them', 'at', 'its', 'flagship', 'newspaper', 'the', 'dallas', 'morning', 'news', 'and', 'that', 'an', 'internal', 'investigation', 'into', 'circulation', 'overstatements']\n",
      "Removed Stopwords: ['update', 'belo', 'cut', 'jobs', 'mostly', 'dallas', 'media', 'owner', 'belo', 'corp', 'said', 'wednesday', 'would', 'cut', 'jobs', 'half', 'flagship', 'newspaper', 'dallas', 'morning', 'news', 'internal', 'investigation', 'circulation', 'overstatements']\n",
      "Stemmed Tokens: ['updat', 'belo', 'cut', 'job', 'mostli', 'dalla', 'media', 'owner', 'belo', 'corp', 'said', 'wednesday', 'would', 'cut', 'job', 'half', 'flagship', 'newspap', 'dalla', 'morn', 'news', 'intern', 'investig', 'circul', 'overstat']\n",
      "Final Preprocessed Text: updat belo cut job mostli dalla media owner belo corp said wednesday would cut job half flagship newspap dalla morn news intern investig circul overstat\n",
      "\n",
      "Original Text: JFK Airport sees most growth among top US airports John F. Kennedy International Airport saw the most growth in passengers over the last year among the nation #39;s 25 busiest airports.\n",
      "Lowercased Text: jfk airport sees most growth among top us airports john f. kennedy international airport saw the most growth in passengers over the last year among the nation #39;s 25 busiest airports.\n",
      "Removed URLs: jfk airport sees most growth among top us airports john f. kennedy international airport saw the most growth in passengers over the last year among the nation #39;s 25 busiest airports.\n",
      "Removed HTML Tags: jfk airport sees most growth among top us airports john f. kennedy international airport saw the most growth in passengers over the last year among the nation #39;s 25 busiest airports.\n",
      "Removed Special Characters: jfk airport sees most growth among top us airports john f kennedy international airport saw the most growth in passengers over the last year among the nation s  busiest airports\n",
      "Tokens: ['jfk', 'airport', 'sees', 'most', 'growth', 'among', 'top', 'us', 'airports', 'john', 'f', 'kennedy', 'international', 'airport', 'saw', 'the', 'most', 'growth', 'in', 'passengers', 'over', 'the', 'last', 'year', 'among', 'the', 'nation', 's', 'busiest', 'airports']\n",
      "Removed Stopwords: ['jfk', 'airport', 'sees', 'growth', 'among', 'top', 'us', 'airports', 'john', 'f', 'kennedy', 'international', 'airport', 'saw', 'growth', 'passengers', 'last', 'year', 'among', 'nation', 'busiest', 'airports']\n",
      "Stemmed Tokens: ['jfk', 'airport', 'see', 'growth', 'among', 'top', 'us', 'airport', 'john', 'f', 'kennedi', 'intern', 'airport', 'saw', 'growth', 'passeng', 'last', 'year', 'among', 'nation', 'busiest', 'airport']\n",
      "Final Preprocessed Text: jfk airport see growth among top us airport john f kennedi intern airport saw growth passeng last year among nation busiest airport\n",
      "\n",
      "Original Text: More harmful drugs may be on the market After writing about hundreds of individual and class-action lawsuits that have been filed on behalf of consumers who developed cancer, suffered heart attacks or other medical problems from hormone replacement therapy drugs and Vioxx, an FDA employee now \n",
      "Lowercased Text: more harmful drugs may be on the market after writing about hundreds of individual and class-action lawsuits that have been filed on behalf of consumers who developed cancer, suffered heart attacks or other medical problems from hormone replacement therapy drugs and vioxx, an fda employee now \n",
      "Removed URLs: more harmful drugs may be on the market after writing about hundreds of individual and class-action lawsuits that have been filed on behalf of consumers who developed cancer, suffered heart attacks or other medical problems from hormone replacement therapy drugs and vioxx, an fda employee now \n",
      "Removed HTML Tags: more harmful drugs may be on the market after writing about hundreds of individual and class-action lawsuits that have been filed on behalf of consumers who developed cancer, suffered heart attacks or other medical problems from hormone replacement therapy drugs and vioxx, an fda employee now \n",
      "Removed Special Characters: more harmful drugs may be on the market after writing about hundreds of individual and classaction lawsuits that have been filed on behalf of consumers who developed cancer suffered heart attacks or other medical problems from hormone replacement therapy drugs and vioxx an fda employee now \n",
      "Tokens: ['more', 'harmful', 'drugs', 'may', 'be', 'on', 'the', 'market', 'after', 'writing', 'about', 'hundreds', 'of', 'individual', 'and', 'classaction', 'lawsuits', 'that', 'have', 'been', 'filed', 'on', 'behalf', 'of', 'consumers', 'who', 'developed', 'cancer', 'suffered', 'heart', 'attacks', 'or', 'other', 'medical', 'problems', 'from', 'hormone', 'replacement', 'therapy', 'drugs', 'and', 'vioxx', 'an', 'fda', 'employee', 'now']\n",
      "Removed Stopwords: ['harmful', 'drugs', 'may', 'market', 'writing', 'hundreds', 'individual', 'classaction', 'lawsuits', 'filed', 'behalf', 'consumers', 'developed', 'cancer', 'suffered', 'heart', 'attacks', 'medical', 'problems', 'hormone', 'replacement', 'therapy', 'drugs', 'vioxx', 'fda', 'employee']\n",
      "Stemmed Tokens: ['harm', 'drug', 'may', 'market', 'write', 'hundr', 'individu', 'classact', 'lawsuit', 'file', 'behalf', 'consum', 'develop', 'cancer', 'suffer', 'heart', 'attack', 'medic', 'problem', 'hormon', 'replac', 'therapi', 'drug', 'vioxx', 'fda', 'employe']\n",
      "Final Preprocessed Text: harm drug may market write hundr individu classact lawsuit file behalf consum develop cancer suffer heart attack medic problem hormon replac therapi drug vioxx fda employe\n",
      "\n",
      "Original Text: Welcome to Alderson Homemaking guru Martha Stewart slipped into the federal prison camp here in the dark morning hours to start her five-month sentence.\n",
      "Lowercased Text: welcome to alderson homemaking guru martha stewart slipped into the federal prison camp here in the dark morning hours to start her five-month sentence.\n",
      "Removed URLs: welcome to alderson homemaking guru martha stewart slipped into the federal prison camp here in the dark morning hours to start her five-month sentence.\n",
      "Removed HTML Tags: welcome to alderson homemaking guru martha stewart slipped into the federal prison camp here in the dark morning hours to start her five-month sentence.\n",
      "Removed Special Characters: welcome to alderson homemaking guru martha stewart slipped into the federal prison camp here in the dark morning hours to start her fivemonth sentence\n",
      "Tokens: ['welcome', 'to', 'alderson', 'homemaking', 'guru', 'martha', 'stewart', 'slipped', 'into', 'the', 'federal', 'prison', 'camp', 'here', 'in', 'the', 'dark', 'morning', 'hours', 'to', 'start', 'her', 'fivemonth', 'sentence']\n",
      "Removed Stopwords: ['welcome', 'alderson', 'homemaking', 'guru', 'martha', 'stewart', 'slipped', 'federal', 'prison', 'camp', 'dark', 'morning', 'hours', 'start', 'fivemonth', 'sentence']\n",
      "Stemmed Tokens: ['welcom', 'alderson', 'homemak', 'guru', 'martha', 'stewart', 'slip', 'feder', 'prison', 'camp', 'dark', 'morn', 'hour', 'start', 'fivemonth', 'sentenc']\n",
      "Final Preprocessed Text: welcom alderson homemak guru martha stewart slip feder prison camp dark morn hour start fivemonth sentenc\n",
      "\n",
      "Original Text: Staples Profit Up, to Enter China Market  NEW YORK (Reuters) - Staples Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=SPLS.O target=/stocks/quickinfo/fullquote\"&gt;SPLS.O&lt;/A&gt;, the top U.S.  office products retailer, on Tuesday reported a 39 percent jump  in quarterly profit, raised its full-year forecast and said it  plans to enter the fast-growing Chinese market, sending its  shares higher.\n",
      "Lowercased Text: staples profit up, to enter china market  new york (reuters) - staples inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=spls.o target=/stocks/quickinfo/fullquote\"&gt;spls.o&lt;/a&gt;, the top u.s.  office products retailer, on tuesday reported a 39 percent jump  in quarterly profit, raised its full-year forecast and said it  plans to enter the fast-growing chinese market, sending its  shares higher.\n",
      "Removed URLs: staples profit up, to enter china market  new york (reuters) - staples inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;spls.o&lt;/a&gt;, the top u.s.  office products retailer, on tuesday reported a 39 percent jump  in quarterly profit, raised its full-year forecast and said it  plans to enter the fast-growing chinese market, sending its  shares higher.\n",
      "Removed HTML Tags: staples profit up, to enter china market  new york (reuters) - staples inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;spls.o&lt;/a&gt;, the top u.s.  office products retailer, on tuesday reported a 39 percent jump  in quarterly profit, raised its full-year forecast and said it  plans to enter the fast-growing chinese market, sending its  shares higher.\n",
      "Removed Special Characters: staples profit up to enter china market  new york reuters  staples inc lta href targetstocksquickinfofullquotegtsplsoltagt the top us  office products retailer on tuesday reported a  percent jump  in quarterly profit raised its fullyear forecast and said it  plans to enter the fastgrowing chinese market sending its  shares higher\n",
      "Tokens: ['staples', 'profit', 'up', 'to', 'enter', 'china', 'market', 'new', 'york', 'reuters', 'staples', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtsplsoltagt', 'the', 'top', 'us', 'office', 'products', 'retailer', 'on', 'tuesday', 'reported', 'a', 'percent', 'jump', 'in', 'quarterly', 'profit', 'raised', 'its', 'fullyear', 'forecast', 'and', 'said', 'it', 'plans', 'to', 'enter', 'the', 'fastgrowing', 'chinese', 'market', 'sending', 'its', 'shares', 'higher']\n",
      "Removed Stopwords: ['staples', 'profit', 'enter', 'china', 'market', 'new', 'york', 'reuters', 'staples', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtsplsoltagt', 'top', 'us', 'office', 'products', 'retailer', 'tuesday', 'reported', 'percent', 'jump', 'quarterly', 'profit', 'raised', 'fullyear', 'forecast', 'said', 'plans', 'enter', 'fastgrowing', 'chinese', 'market', 'sending', 'shares', 'higher']\n",
      "Stemmed Tokens: ['stapl', 'profit', 'enter', 'china', 'market', 'new', 'york', 'reuter', 'stapl', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtsplsoltagt', 'top', 'us', 'offic', 'product', 'retail', 'tuesday', 'report', 'percent', 'jump', 'quarterli', 'profit', 'rais', 'fullyear', 'forecast', 'said', 'plan', 'enter', 'fastgrow', 'chines', 'market', 'send', 'share', 'higher']\n",
      "Final Preprocessed Text: stapl profit enter china market new york reuter stapl inc lta href targetstocksquickinfofullquotegtsplsoltagt top us offic product retail tuesday report percent jump quarterli profit rais fullyear forecast said plan enter fastgrow chines market send share higher\n",
      "\n",
      "Original Text: Rate hikes by Fed dull ARMs #39; luster 30-year fixed home loans remain appealing, but variable rates have been on the move up. By Sandra Block. If you #39;re hoping an adjustable-rate mortgage will help you afford your dream house, you may want to rethink those granite countertops.\n",
      "Lowercased Text: rate hikes by fed dull arms #39; luster 30-year fixed home loans remain appealing, but variable rates have been on the move up. by sandra block. if you #39;re hoping an adjustable-rate mortgage will help you afford your dream house, you may want to rethink those granite countertops.\n",
      "Removed URLs: rate hikes by fed dull arms #39; luster 30-year fixed home loans remain appealing, but variable rates have been on the move up. by sandra block. if you #39;re hoping an adjustable-rate mortgage will help you afford your dream house, you may want to rethink those granite countertops.\n",
      "Removed HTML Tags: rate hikes by fed dull arms #39; luster 30-year fixed home loans remain appealing, but variable rates have been on the move up. by sandra block. if you #39;re hoping an adjustable-rate mortgage will help you afford your dream house, you may want to rethink those granite countertops.\n",
      "Removed Special Characters: rate hikes by fed dull arms  luster year fixed home loans remain appealing but variable rates have been on the move up by sandra block if you re hoping an adjustablerate mortgage will help you afford your dream house you may want to rethink those granite countertops\n",
      "Tokens: ['rate', 'hikes', 'by', 'fed', 'dull', 'arms', 'luster', 'year', 'fixed', 'home', 'loans', 'remain', 'appealing', 'but', 'variable', 'rates', 'have', 'been', 'on', 'the', 'move', 'up', 'by', 'sandra', 'block', 'if', 'you', 're', 'hoping', 'an', 'adjustablerate', 'mortgage', 'will', 'help', 'you', 'afford', 'your', 'dream', 'house', 'you', 'may', 'want', 'to', 'rethink', 'those', 'granite', 'countertops']\n",
      "Removed Stopwords: ['rate', 'hikes', 'fed', 'dull', 'arms', 'luster', 'year', 'fixed', 'home', 'loans', 'remain', 'appealing', 'variable', 'rates', 'move', 'sandra', 'block', 'hoping', 'adjustablerate', 'mortgage', 'help', 'afford', 'dream', 'house', 'may', 'want', 'rethink', 'granite', 'countertops']\n",
      "Stemmed Tokens: ['rate', 'hike', 'fed', 'dull', 'arm', 'luster', 'year', 'fix', 'home', 'loan', 'remain', 'appeal', 'variabl', 'rate', 'move', 'sandra', 'block', 'hope', 'adjustabler', 'mortgag', 'help', 'afford', 'dream', 'hous', 'may', 'want', 'rethink', 'granit', 'countertop']\n",
      "Final Preprocessed Text: rate hike fed dull arm luster year fix home loan remain appeal variabl rate move sandra block hope adjustabler mortgag help afford dream hous may want rethink granit countertop\n",
      "\n",
      "Original Text: Judge Orders Halt to YUKOS Unit Auction (Reuters) Reuters - A U.S. bankruptcy court on Thursday\\stepped into the battle between YUKOS and the Russian\\government, issuing an order to block Sunday's auction of the\\company's main oil-producing arm for 10 days.\n",
      "Lowercased Text: judge orders halt to yukos unit auction (reuters) reuters - a u.s. bankruptcy court on thursday\\stepped into the battle between yukos and the russian\\government, issuing an order to block sunday's auction of the\\company's main oil-producing arm for 10 days.\n",
      "Removed URLs: judge orders halt to yukos unit auction (reuters) reuters - a u.s. bankruptcy court on thursday\\stepped into the battle between yukos and the russian\\government, issuing an order to block sunday's auction of the\\company's main oil-producing arm for 10 days.\n",
      "Removed HTML Tags: judge orders halt to yukos unit auction (reuters) reuters - a u.s. bankruptcy court on thursday\\stepped into the battle between yukos and the russian\\government, issuing an order to block sunday's auction of the\\company's main oil-producing arm for 10 days.\n",
      "Removed Special Characters: judge orders halt to yukos unit auction reuters reuters  a us bankruptcy court on thursdaystepped into the battle between yukos and the russiangovernment issuing an order to block sundays auction of thecompanys main oilproducing arm for  days\n",
      "Tokens: ['judge', 'orders', 'halt', 'to', 'yukos', 'unit', 'auction', 'reuters', 'reuters', 'a', 'us', 'bankruptcy', 'court', 'on', 'thursdaystepped', 'into', 'the', 'battle', 'between', 'yukos', 'and', 'the', 'russiangovernment', 'issuing', 'an', 'order', 'to', 'block', 'sundays', 'auction', 'of', 'thecompanys', 'main', 'oilproducing', 'arm', 'for', 'days']\n",
      "Removed Stopwords: ['judge', 'orders', 'halt', 'yukos', 'unit', 'auction', 'reuters', 'reuters', 'us', 'bankruptcy', 'court', 'thursdaystepped', 'battle', 'yukos', 'russiangovernment', 'issuing', 'order', 'block', 'sundays', 'auction', 'thecompanys', 'main', 'oilproducing', 'arm', 'days']\n",
      "Stemmed Tokens: ['judg', 'order', 'halt', 'yuko', 'unit', 'auction', 'reuter', 'reuter', 'us', 'bankruptci', 'court', 'thursdaystep', 'battl', 'yuko', 'russiangovern', 'issu', 'order', 'block', 'sunday', 'auction', 'thecompani', 'main', 'oilproduc', 'arm', 'day']\n",
      "Final Preprocessed Text: judg order halt yuko unit auction reuter reuter us bankruptci court thursdaystep battl yuko russiangovern issu order block sunday auction thecompani main oilproduc arm day\n",
      "\n",
      "Original Text: Survey: Surge in layoffs, hiring Challenger survey finds most job cuts in 6 months; seasonal hiring by retailers lifts new jobs. NEW YORK (CNN/Money) - Employers increased both hiring and layoff plans in August, according to a survey released Tuesday by an outplacement firm.\n",
      "Lowercased Text: survey: surge in layoffs, hiring challenger survey finds most job cuts in 6 months; seasonal hiring by retailers lifts new jobs. new york (cnn/money) - employers increased both hiring and layoff plans in august, according to a survey released tuesday by an outplacement firm.\n",
      "Removed URLs: survey: surge in layoffs, hiring challenger survey finds most job cuts in 6 months; seasonal hiring by retailers lifts new jobs. new york (cnn/money) - employers increased both hiring and layoff plans in august, according to a survey released tuesday by an outplacement firm.\n",
      "Removed HTML Tags: survey: surge in layoffs, hiring challenger survey finds most job cuts in 6 months; seasonal hiring by retailers lifts new jobs. new york (cnn/money) - employers increased both hiring and layoff plans in august, according to a survey released tuesday by an outplacement firm.\n",
      "Removed Special Characters: survey surge in layoffs hiring challenger survey finds most job cuts in  months seasonal hiring by retailers lifts new jobs new york cnnmoney  employers increased both hiring and layoff plans in august according to a survey released tuesday by an outplacement firm\n",
      "Tokens: ['survey', 'surge', 'in', 'layoffs', 'hiring', 'challenger', 'survey', 'finds', 'most', 'job', 'cuts', 'in', 'months', 'seasonal', 'hiring', 'by', 'retailers', 'lifts', 'new', 'jobs', 'new', 'york', 'cnnmoney', 'employers', 'increased', 'both', 'hiring', 'and', 'layoff', 'plans', 'in', 'august', 'according', 'to', 'a', 'survey', 'released', 'tuesday', 'by', 'an', 'outplacement', 'firm']\n",
      "Removed Stopwords: ['survey', 'surge', 'layoffs', 'hiring', 'challenger', 'survey', 'finds', 'job', 'cuts', 'months', 'seasonal', 'hiring', 'retailers', 'lifts', 'new', 'jobs', 'new', 'york', 'cnnmoney', 'employers', 'increased', 'hiring', 'layoff', 'plans', 'august', 'according', 'survey', 'released', 'tuesday', 'outplacement', 'firm']\n",
      "Stemmed Tokens: ['survey', 'surg', 'layoff', 'hire', 'challeng', 'survey', 'find', 'job', 'cut', 'month', 'season', 'hire', 'retail', 'lift', 'new', 'job', 'new', 'york', 'cnnmoney', 'employ', 'increas', 'hire', 'layoff', 'plan', 'august', 'accord', 'survey', 'releas', 'tuesday', 'outplac', 'firm']\n",
      "Final Preprocessed Text: survey surg layoff hire challeng survey find job cut month season hire retail lift new job new york cnnmoney employ increas hire layoff plan august accord survey releas tuesday outplac firm\n",
      "\n",
      "Original Text: OPEC Can Raise Output Capacity by 1 Mln Barrels/Day (Update1) The Organization of Petroleum Exporting Countries, which supplies a third of the world #39;s crude oil, can raise production capacity by 1 million barrels a day by year-end, OPEC President Purnomo Yusgiantoro said.\n",
      "Lowercased Text: opec can raise output capacity by 1 mln barrels/day (update1) the organization of petroleum exporting countries, which supplies a third of the world #39;s crude oil, can raise production capacity by 1 million barrels a day by year-end, opec president purnomo yusgiantoro said.\n",
      "Removed URLs: opec can raise output capacity by 1 mln barrels/day (update1) the organization of petroleum exporting countries, which supplies a third of the world #39;s crude oil, can raise production capacity by 1 million barrels a day by year-end, opec president purnomo yusgiantoro said.\n",
      "Removed HTML Tags: opec can raise output capacity by 1 mln barrels/day (update1) the organization of petroleum exporting countries, which supplies a third of the world #39;s crude oil, can raise production capacity by 1 million barrels a day by year-end, opec president purnomo yusgiantoro said.\n",
      "Removed Special Characters: opec can raise output capacity by  mln barrelsday update the organization of petroleum exporting countries which supplies a third of the world s crude oil can raise production capacity by  million barrels a day by yearend opec president purnomo yusgiantoro said\n",
      "Tokens: ['opec', 'can', 'raise', 'output', 'capacity', 'by', 'mln', 'barrelsday', 'update', 'the', 'organization', 'of', 'petroleum', 'exporting', 'countries', 'which', 'supplies', 'a', 'third', 'of', 'the', 'world', 's', 'crude', 'oil', 'can', 'raise', 'production', 'capacity', 'by', 'million', 'barrels', 'a', 'day', 'by', 'yearend', 'opec', 'president', 'purnomo', 'yusgiantoro', 'said']\n",
      "Removed Stopwords: ['opec', 'raise', 'output', 'capacity', 'mln', 'barrelsday', 'update', 'organization', 'petroleum', 'exporting', 'countries', 'supplies', 'third', 'world', 'crude', 'oil', 'raise', 'production', 'capacity', 'million', 'barrels', 'day', 'yearend', 'opec', 'president', 'purnomo', 'yusgiantoro', 'said']\n",
      "Stemmed Tokens: ['opec', 'rais', 'output', 'capac', 'mln', 'barrelsday', 'updat', 'organ', 'petroleum', 'export', 'countri', 'suppli', 'third', 'world', 'crude', 'oil', 'rais', 'product', 'capac', 'million', 'barrel', 'day', 'yearend', 'opec', 'presid', 'purnomo', 'yusgiantoro', 'said']\n",
      "Final Preprocessed Text: opec rais output capac mln barrelsday updat organ petroleum export countri suppli third world crude oil rais product capac million barrel day yearend opec presid purnomo yusgiantoro said\n",
      "\n",
      "Original Text: Singapore Airlines confirms sale of Air NZ stake SYDNEY - Singapore Airlines announced on Tuesday the sale of its  quot;non-core quot; 6.3 stake in Air New Zealand, ending a four-year strategic investment in the now government-owned carrier.\n",
      "Lowercased Text: singapore airlines confirms sale of air nz stake sydney - singapore airlines announced on tuesday the sale of its  quot;non-core quot; 6.3 stake in air new zealand, ending a four-year strategic investment in the now government-owned carrier.\n",
      "Removed URLs: singapore airlines confirms sale of air nz stake sydney - singapore airlines announced on tuesday the sale of its  quot;non-core quot; 6.3 stake in air new zealand, ending a four-year strategic investment in the now government-owned carrier.\n",
      "Removed HTML Tags: singapore airlines confirms sale of air nz stake sydney - singapore airlines announced on tuesday the sale of its  quot;non-core quot; 6.3 stake in air new zealand, ending a four-year strategic investment in the now government-owned carrier.\n",
      "Removed Special Characters: singapore airlines confirms sale of air nz stake sydney  singapore airlines announced on tuesday the sale of its  quotnoncore quot  stake in air new zealand ending a fouryear strategic investment in the now governmentowned carrier\n",
      "Tokens: ['singapore', 'airlines', 'confirms', 'sale', 'of', 'air', 'nz', 'stake', 'sydney', 'singapore', 'airlines', 'announced', 'on', 'tuesday', 'the', 'sale', 'of', 'its', 'quotnoncore', 'quot', 'stake', 'in', 'air', 'new', 'zealand', 'ending', 'a', 'fouryear', 'strategic', 'investment', 'in', 'the', 'now', 'governmentowned', 'carrier']\n",
      "Removed Stopwords: ['singapore', 'airlines', 'confirms', 'sale', 'air', 'nz', 'stake', 'sydney', 'singapore', 'airlines', 'announced', 'tuesday', 'sale', 'quotnoncore', 'quot', 'stake', 'air', 'new', 'zealand', 'ending', 'fouryear', 'strategic', 'investment', 'governmentowned', 'carrier']\n",
      "Stemmed Tokens: ['singapor', 'airlin', 'confirm', 'sale', 'air', 'nz', 'stake', 'sydney', 'singapor', 'airlin', 'announc', 'tuesday', 'sale', 'quotnoncor', 'quot', 'stake', 'air', 'new', 'zealand', 'end', 'fouryear', 'strateg', 'invest', 'governmentown', 'carrier']\n",
      "Final Preprocessed Text: singapor airlin confirm sale air nz stake sydney singapor airlin announc tuesday sale quotnoncor quot stake air new zealand end fouryear strateg invest governmentown carrier\n",
      "\n",
      "Original Text: US Airways' Holding Pattern A decision on labor relief may be the difference between survival and liquidation.\n",
      "Lowercased Text: us airways' holding pattern a decision on labor relief may be the difference between survival and liquidation.\n",
      "Removed URLs: us airways' holding pattern a decision on labor relief may be the difference between survival and liquidation.\n",
      "Removed HTML Tags: us airways' holding pattern a decision on labor relief may be the difference between survival and liquidation.\n",
      "Removed Special Characters: us airways holding pattern a decision on labor relief may be the difference between survival and liquidation\n",
      "Tokens: ['us', 'airways', 'holding', 'pattern', 'a', 'decision', 'on', 'labor', 'relief', 'may', 'be', 'the', 'difference', 'between', 'survival', 'and', 'liquidation']\n",
      "Removed Stopwords: ['us', 'airways', 'holding', 'pattern', 'decision', 'labor', 'relief', 'may', 'difference', 'survival', 'liquidation']\n",
      "Stemmed Tokens: ['us', 'airway', 'hold', 'pattern', 'decis', 'labor', 'relief', 'may', 'differ', 'surviv', 'liquid']\n",
      "Final Preprocessed Text: us airway hold pattern decis labor relief may differ surviv liquid\n",
      "\n",
      "Original Text: \\$904,800 in refund checks go undelivered in Southeastern &lt;b&gt;...&lt;/b&gt; PHILADELPHIA - The Internal Revenue Service is looking for 1,088 Southeastern Pennsylvanians whose income tax refund checks could not be delivered.\n",
      "Lowercased Text: \\$904,800 in refund checks go undelivered in southeastern &lt;b&gt;...&lt;/b&gt; philadelphia - the internal revenue service is looking for 1,088 southeastern pennsylvanians whose income tax refund checks could not be delivered.\n",
      "Removed URLs: \\$904,800 in refund checks go undelivered in southeastern &lt;b&gt;...&lt;/b&gt; philadelphia - the internal revenue service is looking for 1,088 southeastern pennsylvanians whose income tax refund checks could not be delivered.\n",
      "Removed HTML Tags: \\$904,800 in refund checks go undelivered in southeastern &lt;b&gt;...&lt;/b&gt; philadelphia - the internal revenue service is looking for 1,088 southeastern pennsylvanians whose income tax refund checks could not be delivered.\n",
      "Removed Special Characters:  in refund checks go undelivered in southeastern ltbgtltbgt philadelphia  the internal revenue service is looking for  southeastern pennsylvanians whose income tax refund checks could not be delivered\n",
      "Tokens: ['in', 'refund', 'checks', 'go', 'undelivered', 'in', 'southeastern', 'ltbgtltbgt', 'philadelphia', 'the', 'internal', 'revenue', 'service', 'is', 'looking', 'for', 'southeastern', 'pennsylvanians', 'whose', 'income', 'tax', 'refund', 'checks', 'could', 'not', 'be', 'delivered']\n",
      "Removed Stopwords: ['refund', 'checks', 'go', 'undelivered', 'southeastern', 'ltbgtltbgt', 'philadelphia', 'internal', 'revenue', 'service', 'looking', 'southeastern', 'pennsylvanians', 'whose', 'income', 'tax', 'refund', 'checks', 'could', 'delivered']\n",
      "Stemmed Tokens: ['refund', 'check', 'go', 'undeliv', 'southeastern', 'ltbgtltbgt', 'philadelphia', 'intern', 'revenu', 'servic', 'look', 'southeastern', 'pennsylvanian', 'whose', 'incom', 'tax', 'refund', 'check', 'could', 'deliv']\n",
      "Final Preprocessed Text: refund check go undeliv southeastern ltbgtltbgt philadelphia intern revenu servic look southeastern pennsylvanian whose incom tax refund check could deliv\n",
      "\n",
      "Original Text: Investors weigh effect of oil prices NEW YORK Another rise in oil prices is putting some pressure on stocks, which are mixed. The Dow Jones industrial average is down 12 points at ten-thousand-165.\n",
      "Lowercased Text: investors weigh effect of oil prices new york another rise in oil prices is putting some pressure on stocks, which are mixed. the dow jones industrial average is down 12 points at ten-thousand-165.\n",
      "Removed URLs: investors weigh effect of oil prices new york another rise in oil prices is putting some pressure on stocks, which are mixed. the dow jones industrial average is down 12 points at ten-thousand-165.\n",
      "Removed HTML Tags: investors weigh effect of oil prices new york another rise in oil prices is putting some pressure on stocks, which are mixed. the dow jones industrial average is down 12 points at ten-thousand-165.\n",
      "Removed Special Characters: investors weigh effect of oil prices new york another rise in oil prices is putting some pressure on stocks which are mixed the dow jones industrial average is down  points at tenthousand\n",
      "Tokens: ['investors', 'weigh', 'effect', 'of', 'oil', 'prices', 'new', 'york', 'another', 'rise', 'in', 'oil', 'prices', 'is', 'putting', 'some', 'pressure', 'on', 'stocks', 'which', 'are', 'mixed', 'the', 'dow', 'jones', 'industrial', 'average', 'is', 'down', 'points', 'at', 'tenthousand']\n",
      "Removed Stopwords: ['investors', 'weigh', 'effect', 'oil', 'prices', 'new', 'york', 'another', 'rise', 'oil', 'prices', 'putting', 'pressure', 'stocks', 'mixed', 'dow', 'jones', 'industrial', 'average', 'points', 'tenthousand']\n",
      "Stemmed Tokens: ['investor', 'weigh', 'effect', 'oil', 'price', 'new', 'york', 'anoth', 'rise', 'oil', 'price', 'put', 'pressur', 'stock', 'mix', 'dow', 'jone', 'industri', 'averag', 'point', 'tenthousand']\n",
      "Final Preprocessed Text: investor weigh effect oil price new york anoth rise oil price put pressur stock mix dow jone industri averag point tenthousand\n",
      "\n",
      "Original Text: BlackRock Buys State Street Research  NEW YORK (Reuters) - BlackRock Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=BLK.N target=/stocks/quickinfo/fullquote\"&gt;BLK.N&lt;/A&gt;, one of the  largest U.S. fixed income managers, on Thursday said it will  buy its far smaller competitor State Street Research    Management Co., marking the biggest takeover in the asset  management business this year.\n",
      "Lowercased Text: blackrock buys state street research  new york (reuters) - blackrock inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=blk.n target=/stocks/quickinfo/fullquote\"&gt;blk.n&lt;/a&gt;, one of the  largest u.s. fixed income managers, on thursday said it will  buy its far smaller competitor state street research    management co., marking the biggest takeover in the asset  management business this year.\n",
      "Removed URLs: blackrock buys state street research  new york (reuters) - blackrock inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;blk.n&lt;/a&gt;, one of the  largest u.s. fixed income managers, on thursday said it will  buy its far smaller competitor state street research    management co., marking the biggest takeover in the asset  management business this year.\n",
      "Removed HTML Tags: blackrock buys state street research  new york (reuters) - blackrock inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;blk.n&lt;/a&gt;, one of the  largest u.s. fixed income managers, on thursday said it will  buy its far smaller competitor state street research    management co., marking the biggest takeover in the asset  management business this year.\n",
      "Removed Special Characters: blackrock buys state street research  new york reuters  blackrock inc lta href targetstocksquickinfofullquotegtblknltagt one of the  largest us fixed income managers on thursday said it will  buy its far smaller competitor state street research    management co marking the biggest takeover in the asset  management business this year\n",
      "Tokens: ['blackrock', 'buys', 'state', 'street', 'research', 'new', 'york', 'reuters', 'blackrock', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtblknltagt', 'one', 'of', 'the', 'largest', 'us', 'fixed', 'income', 'managers', 'on', 'thursday', 'said', 'it', 'will', 'buy', 'its', 'far', 'smaller', 'competitor', 'state', 'street', 'research', 'management', 'co', 'marking', 'the', 'biggest', 'takeover', 'in', 'the', 'asset', 'management', 'business', 'this', 'year']\n",
      "Removed Stopwords: ['blackrock', 'buys', 'state', 'street', 'research', 'new', 'york', 'reuters', 'blackrock', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtblknltagt', 'one', 'largest', 'us', 'fixed', 'income', 'managers', 'thursday', 'said', 'buy', 'far', 'smaller', 'competitor', 'state', 'street', 'research', 'management', 'co', 'marking', 'biggest', 'takeover', 'asset', 'management', 'business', 'year']\n",
      "Stemmed Tokens: ['blackrock', 'buy', 'state', 'street', 'research', 'new', 'york', 'reuter', 'blackrock', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtblknltagt', 'one', 'largest', 'us', 'fix', 'incom', 'manag', 'thursday', 'said', 'buy', 'far', 'smaller', 'competitor', 'state', 'street', 'research', 'manag', 'co', 'mark', 'biggest', 'takeov', 'asset', 'manag', 'busi', 'year']\n",
      "Final Preprocessed Text: blackrock buy state street research new york reuter blackrock inc lta href targetstocksquickinfofullquotegtblknltagt one largest us fix incom manag thursday said buy far smaller competitor state street research manag co mark biggest takeov asset manag busi year\n",
      "\n",
      "Original Text: Durable Goods Orders Up 0.2 Percent (Reuters) Reuters - U.S. orders for long-lasting durable\\goods rose by a smaller-than-expected 0.2 percent in September,\\held back by another sharp fall in commercial aircraft,\\government data showed on Wednesday.\n",
      "Lowercased Text: durable goods orders up 0.2 percent (reuters) reuters - u.s. orders for long-lasting durable\\goods rose by a smaller-than-expected 0.2 percent in september,\\held back by another sharp fall in commercial aircraft,\\government data showed on wednesday.\n",
      "Removed URLs: durable goods orders up 0.2 percent (reuters) reuters - u.s. orders for long-lasting durable\\goods rose by a smaller-than-expected 0.2 percent in september,\\held back by another sharp fall in commercial aircraft,\\government data showed on wednesday.\n",
      "Removed HTML Tags: durable goods orders up 0.2 percent (reuters) reuters - u.s. orders for long-lasting durable\\goods rose by a smaller-than-expected 0.2 percent in september,\\held back by another sharp fall in commercial aircraft,\\government data showed on wednesday.\n",
      "Removed Special Characters: durable goods orders up  percent reuters reuters  us orders for longlasting durablegoods rose by a smallerthanexpected  percent in septemberheld back by another sharp fall in commercial aircraftgovernment data showed on wednesday\n",
      "Tokens: ['durable', 'goods', 'orders', 'up', 'percent', 'reuters', 'reuters', 'us', 'orders', 'for', 'longlasting', 'durablegoods', 'rose', 'by', 'a', 'smallerthanexpected', 'percent', 'in', 'septemberheld', 'back', 'by', 'another', 'sharp', 'fall', 'in', 'commercial', 'aircraftgovernment', 'data', 'showed', 'on', 'wednesday']\n",
      "Removed Stopwords: ['durable', 'goods', 'orders', 'percent', 'reuters', 'reuters', 'us', 'orders', 'longlasting', 'durablegoods', 'rose', 'smallerthanexpected', 'percent', 'septemberheld', 'back', 'another', 'sharp', 'fall', 'commercial', 'aircraftgovernment', 'data', 'showed', 'wednesday']\n",
      "Stemmed Tokens: ['durabl', 'good', 'order', 'percent', 'reuter', 'reuter', 'us', 'order', 'longlast', 'durablegood', 'rose', 'smallerthanexpect', 'percent', 'septemberheld', 'back', 'anoth', 'sharp', 'fall', 'commerci', 'aircraftgovern', 'data', 'show', 'wednesday']\n",
      "Final Preprocessed Text: durabl good order percent reuter reuter us order longlast durablegood rose smallerthanexpect percent septemberheld back anoth sharp fall commerci aircraftgovern data show wednesday\n",
      "\n",
      "Original Text: Health Insurance Costs Soar, Workers Hit (Reuters) Reuters - Health insurance premiums rose five\\times faster than U.S. workers' salaries this year, according\\to a survey released on Thursday that also showed slippage in\\the percentage of American workers covered by employer health\\plans.\n",
      "Lowercased Text: health insurance costs soar, workers hit (reuters) reuters - health insurance premiums rose five\\times faster than u.s. workers' salaries this year, according\\to a survey released on thursday that also showed slippage in\\the percentage of american workers covered by employer health\\plans.\n",
      "Removed URLs: health insurance costs soar, workers hit (reuters) reuters - health insurance premiums rose five\\times faster than u.s. workers' salaries this year, according\\to a survey released on thursday that also showed slippage in\\the percentage of american workers covered by employer health\\plans.\n",
      "Removed HTML Tags: health insurance costs soar, workers hit (reuters) reuters - health insurance premiums rose five\\times faster than u.s. workers' salaries this year, according\\to a survey released on thursday that also showed slippage in\\the percentage of american workers covered by employer health\\plans.\n",
      "Removed Special Characters: health insurance costs soar workers hit reuters reuters  health insurance premiums rose fivetimes faster than us workers salaries this year accordingto a survey released on thursday that also showed slippage inthe percentage of american workers covered by employer healthplans\n",
      "Tokens: ['health', 'insurance', 'costs', 'soar', 'workers', 'hit', 'reuters', 'reuters', 'health', 'insurance', 'premiums', 'rose', 'fivetimes', 'faster', 'than', 'us', 'workers', 'salaries', 'this', 'year', 'accordingto', 'a', 'survey', 'released', 'on', 'thursday', 'that', 'also', 'showed', 'slippage', 'inthe', 'percentage', 'of', 'american', 'workers', 'covered', 'by', 'employer', 'healthplans']\n",
      "Removed Stopwords: ['health', 'insurance', 'costs', 'soar', 'workers', 'hit', 'reuters', 'reuters', 'health', 'insurance', 'premiums', 'rose', 'fivetimes', 'faster', 'us', 'workers', 'salaries', 'year', 'accordingto', 'survey', 'released', 'thursday', 'also', 'showed', 'slippage', 'inthe', 'percentage', 'american', 'workers', 'covered', 'employer', 'healthplans']\n",
      "Stemmed Tokens: ['health', 'insur', 'cost', 'soar', 'worker', 'hit', 'reuter', 'reuter', 'health', 'insur', 'premium', 'rose', 'fivetim', 'faster', 'us', 'worker', 'salari', 'year', 'accordingto', 'survey', 'releas', 'thursday', 'also', 'show', 'slippag', 'inth', 'percentag', 'american', 'worker', 'cover', 'employ', 'healthplan']\n",
      "Final Preprocessed Text: health insur cost soar worker hit reuter reuter health insur premium rose fivetim faster us worker salari year accordingto survey releas thursday also show slippag inth percentag american worker cover employ healthplan\n",
      "\n",
      "Original Text: Sysco profit climbs 8 percent on sales Sysco Corp., the country #39;s largest food service distributor, Monday said profit for its latest quarter rose 8 percent, as it increased sales and trimmed expenses despite the hurricanes in the Southeast.\n",
      "Lowercased Text: sysco profit climbs 8 percent on sales sysco corp., the country #39;s largest food service distributor, monday said profit for its latest quarter rose 8 percent, as it increased sales and trimmed expenses despite the hurricanes in the southeast.\n",
      "Removed URLs: sysco profit climbs 8 percent on sales sysco corp., the country #39;s largest food service distributor, monday said profit for its latest quarter rose 8 percent, as it increased sales and trimmed expenses despite the hurricanes in the southeast.\n",
      "Removed HTML Tags: sysco profit climbs 8 percent on sales sysco corp., the country #39;s largest food service distributor, monday said profit for its latest quarter rose 8 percent, as it increased sales and trimmed expenses despite the hurricanes in the southeast.\n",
      "Removed Special Characters: sysco profit climbs  percent on sales sysco corp the country s largest food service distributor monday said profit for its latest quarter rose  percent as it increased sales and trimmed expenses despite the hurricanes in the southeast\n",
      "Tokens: ['sysco', 'profit', 'climbs', 'percent', 'on', 'sales', 'sysco', 'corp', 'the', 'country', 's', 'largest', 'food', 'service', 'distributor', 'monday', 'said', 'profit', 'for', 'its', 'latest', 'quarter', 'rose', 'percent', 'as', 'it', 'increased', 'sales', 'and', 'trimmed', 'expenses', 'despite', 'the', 'hurricanes', 'in', 'the', 'southeast']\n",
      "Removed Stopwords: ['sysco', 'profit', 'climbs', 'percent', 'sales', 'sysco', 'corp', 'country', 'largest', 'food', 'service', 'distributor', 'monday', 'said', 'profit', 'latest', 'quarter', 'rose', 'percent', 'increased', 'sales', 'trimmed', 'expenses', 'despite', 'hurricanes', 'southeast']\n",
      "Stemmed Tokens: ['sysco', 'profit', 'climb', 'percent', 'sale', 'sysco', 'corp', 'countri', 'largest', 'food', 'servic', 'distributor', 'monday', 'said', 'profit', 'latest', 'quarter', 'rose', 'percent', 'increas', 'sale', 'trim', 'expens', 'despit', 'hurrican', 'southeast']\n",
      "Final Preprocessed Text: sysco profit climb percent sale sysco corp countri largest food servic distributor monday said profit latest quarter rose percent increas sale trim expens despit hurrican southeast\n",
      "\n",
      "Original Text: Ovitz Defends His Tenure Michael Ovitz said on Tuesday that Walt Disney Co. would have made a string of dazzling deals and shrewd strategic moves during his brief tenure as the company #39;s president \n",
      "Lowercased Text: ovitz defends his tenure michael ovitz said on tuesday that walt disney co. would have made a string of dazzling deals and shrewd strategic moves during his brief tenure as the company #39;s president \n",
      "Removed URLs: ovitz defends his tenure michael ovitz said on tuesday that walt disney co. would have made a string of dazzling deals and shrewd strategic moves during his brief tenure as the company #39;s president \n",
      "Removed HTML Tags: ovitz defends his tenure michael ovitz said on tuesday that walt disney co. would have made a string of dazzling deals and shrewd strategic moves during his brief tenure as the company #39;s president \n",
      "Removed Special Characters: ovitz defends his tenure michael ovitz said on tuesday that walt disney co would have made a string of dazzling deals and shrewd strategic moves during his brief tenure as the company s president \n",
      "Tokens: ['ovitz', 'defends', 'his', 'tenure', 'michael', 'ovitz', 'said', 'on', 'tuesday', 'that', 'walt', 'disney', 'co', 'would', 'have', 'made', 'a', 'string', 'of', 'dazzling', 'deals', 'and', 'shrewd', 'strategic', 'moves', 'during', 'his', 'brief', 'tenure', 'as', 'the', 'company', 's', 'president']\n",
      "Removed Stopwords: ['ovitz', 'defends', 'tenure', 'michael', 'ovitz', 'said', 'tuesday', 'walt', 'disney', 'co', 'would', 'made', 'string', 'dazzling', 'deals', 'shrewd', 'strategic', 'moves', 'brief', 'tenure', 'company', 'president']\n",
      "Stemmed Tokens: ['ovitz', 'defend', 'tenur', 'michael', 'ovitz', 'said', 'tuesday', 'walt', 'disney', 'co', 'would', 'made', 'string', 'dazzl', 'deal', 'shrewd', 'strateg', 'move', 'brief', 'tenur', 'compani', 'presid']\n",
      "Final Preprocessed Text: ovitz defend tenur michael ovitz said tuesday walt disney co would made string dazzl deal shrewd strateg move brief tenur compani presid\n",
      "\n",
      "Original Text: Boeing chief rules out compromise The chief executive of the US plane maker Boeing warned yesterday that America would not compromise over its demand for an end to subsidies for Airbus, in remarks that raised \n",
      "Lowercased Text: boeing chief rules out compromise the chief executive of the us plane maker boeing warned yesterday that america would not compromise over its demand for an end to subsidies for airbus, in remarks that raised \n",
      "Removed URLs: boeing chief rules out compromise the chief executive of the us plane maker boeing warned yesterday that america would not compromise over its demand for an end to subsidies for airbus, in remarks that raised \n",
      "Removed HTML Tags: boeing chief rules out compromise the chief executive of the us plane maker boeing warned yesterday that america would not compromise over its demand for an end to subsidies for airbus, in remarks that raised \n",
      "Removed Special Characters: boeing chief rules out compromise the chief executive of the us plane maker boeing warned yesterday that america would not compromise over its demand for an end to subsidies for airbus in remarks that raised \n",
      "Tokens: ['boeing', 'chief', 'rules', 'out', 'compromise', 'the', 'chief', 'executive', 'of', 'the', 'us', 'plane', 'maker', 'boeing', 'warned', 'yesterday', 'that', 'america', 'would', 'not', 'compromise', 'over', 'its', 'demand', 'for', 'an', 'end', 'to', 'subsidies', 'for', 'airbus', 'in', 'remarks', 'that', 'raised']\n",
      "Removed Stopwords: ['boeing', 'chief', 'rules', 'compromise', 'chief', 'executive', 'us', 'plane', 'maker', 'boeing', 'warned', 'yesterday', 'america', 'would', 'compromise', 'demand', 'end', 'subsidies', 'airbus', 'remarks', 'raised']\n",
      "Stemmed Tokens: ['boe', 'chief', 'rule', 'compromis', 'chief', 'execut', 'us', 'plane', 'maker', 'boe', 'warn', 'yesterday', 'america', 'would', 'compromis', 'demand', 'end', 'subsidi', 'airbu', 'remark', 'rais']\n",
      "Final Preprocessed Text: boe chief rule compromis chief execut us plane maker boe warn yesterday america would compromis demand end subsidi airbu remark rais\n",
      "\n",
      "Original Text: Ford to Recall 474,000 SUVs Worldwide (Reuters) Reuters - Ford Motor Co  said on Friday it\\was recalling about 474,000 Escape and Mazda Tribute sport\\utility vehicles globally because the accelerator cable may\\prevent the engine from returning to the idle position, which\\could increase stopping distance and result in a crash.\n",
      "Lowercased Text: ford to recall 474,000 suvs worldwide (reuters) reuters - ford motor co  said on friday it\\was recalling about 474,000 escape and mazda tribute sport\\utility vehicles globally because the accelerator cable may\\prevent the engine from returning to the idle position, which\\could increase stopping distance and result in a crash.\n",
      "Removed URLs: ford to recall 474,000 suvs worldwide (reuters) reuters - ford motor co  said on friday it\\was recalling about 474,000 escape and mazda tribute sport\\utility vehicles globally because the accelerator cable may\\prevent the engine from returning to the idle position, which\\could increase stopping distance and result in a crash.\n",
      "Removed HTML Tags: ford to recall 474,000 suvs worldwide (reuters) reuters - ford motor co  said on friday it\\was recalling about 474,000 escape and mazda tribute sport\\utility vehicles globally because the accelerator cable may\\prevent the engine from returning to the idle position, which\\could increase stopping distance and result in a crash.\n",
      "Removed Special Characters: ford to recall  suvs worldwide reuters reuters  ford motor co  said on friday itwas recalling about  escape and mazda tribute sportutility vehicles globally because the accelerator cable mayprevent the engine from returning to the idle position whichcould increase stopping distance and result in a crash\n",
      "Tokens: ['ford', 'to', 'recall', 'suvs', 'worldwide', 'reuters', 'reuters', 'ford', 'motor', 'co', 'said', 'on', 'friday', 'itwas', 'recalling', 'about', 'escape', 'and', 'mazda', 'tribute', 'sportutility', 'vehicles', 'globally', 'because', 'the', 'accelerator', 'cable', 'mayprevent', 'the', 'engine', 'from', 'returning', 'to', 'the', 'idle', 'position', 'whichcould', 'increase', 'stopping', 'distance', 'and', 'result', 'in', 'a', 'crash']\n",
      "Removed Stopwords: ['ford', 'recall', 'suvs', 'worldwide', 'reuters', 'reuters', 'ford', 'motor', 'co', 'said', 'friday', 'itwas', 'recalling', 'escape', 'mazda', 'tribute', 'sportutility', 'vehicles', 'globally', 'accelerator', 'cable', 'mayprevent', 'engine', 'returning', 'idle', 'position', 'whichcould', 'increase', 'stopping', 'distance', 'result', 'crash']\n",
      "Stemmed Tokens: ['ford', 'recal', 'suv', 'worldwid', 'reuter', 'reuter', 'ford', 'motor', 'co', 'said', 'friday', 'itwa', 'recal', 'escap', 'mazda', 'tribut', 'sportutil', 'vehicl', 'global', 'acceler', 'cabl', 'mayprev', 'engin', 'return', 'idl', 'posit', 'whichcould', 'increas', 'stop', 'distanc', 'result', 'crash']\n",
      "Final Preprocessed Text: ford recal suv worldwid reuter reuter ford motor co said friday itwa recal escap mazda tribut sportutil vehicl global acceler cabl mayprev engin return idl posit whichcould increas stop distanc result crash\n",
      "\n",
      "Original Text: Mosaic Merger to Take Effect Today Polk County will retain its position at the heart of the US phosphate industry, at least through the end of this decade, following the merger of IMC Global Inc.\n",
      "Lowercased Text: mosaic merger to take effect today polk county will retain its position at the heart of the us phosphate industry, at least through the end of this decade, following the merger of imc global inc.\n",
      "Removed URLs: mosaic merger to take effect today polk county will retain its position at the heart of the us phosphate industry, at least through the end of this decade, following the merger of imc global inc.\n",
      "Removed HTML Tags: mosaic merger to take effect today polk county will retain its position at the heart of the us phosphate industry, at least through the end of this decade, following the merger of imc global inc.\n",
      "Removed Special Characters: mosaic merger to take effect today polk county will retain its position at the heart of the us phosphate industry at least through the end of this decade following the merger of imc global inc\n",
      "Tokens: ['mosaic', 'merger', 'to', 'take', 'effect', 'today', 'polk', 'county', 'will', 'retain', 'its', 'position', 'at', 'the', 'heart', 'of', 'the', 'us', 'phosphate', 'industry', 'at', 'least', 'through', 'the', 'end', 'of', 'this', 'decade', 'following', 'the', 'merger', 'of', 'imc', 'global', 'inc']\n",
      "Removed Stopwords: ['mosaic', 'merger', 'take', 'effect', 'today', 'polk', 'county', 'retain', 'position', 'heart', 'us', 'phosphate', 'industry', 'least', 'end', 'decade', 'following', 'merger', 'imc', 'global', 'inc']\n",
      "Stemmed Tokens: ['mosaic', 'merger', 'take', 'effect', 'today', 'polk', 'counti', 'retain', 'posit', 'heart', 'us', 'phosphat', 'industri', 'least', 'end', 'decad', 'follow', 'merger', 'imc', 'global', 'inc']\n",
      "Final Preprocessed Text: mosaic merger take effect today polk counti retain posit heart us phosphat industri least end decad follow merger imc global inc\n",
      "\n",
      "Original Text: Fed Raises Interest Rate A 4th Time, To 2 Percent The Federal Reserve suggested that it would continue to raise interest rates gradually through much of next year.\n",
      "Lowercased Text: fed raises interest rate a 4th time, to 2 percent the federal reserve suggested that it would continue to raise interest rates gradually through much of next year.\n",
      "Removed URLs: fed raises interest rate a 4th time, to 2 percent the federal reserve suggested that it would continue to raise interest rates gradually through much of next year.\n",
      "Removed HTML Tags: fed raises interest rate a 4th time, to 2 percent the federal reserve suggested that it would continue to raise interest rates gradually through much of next year.\n",
      "Removed Special Characters: fed raises interest rate a th time to  percent the federal reserve suggested that it would continue to raise interest rates gradually through much of next year\n",
      "Tokens: ['fed', 'raises', 'interest', 'rate', 'a', 'th', 'time', 'to', 'percent', 'the', 'federal', 'reserve', 'suggested', 'that', 'it', 'would', 'continue', 'to', 'raise', 'interest', 'rates', 'gradually', 'through', 'much', 'of', 'next', 'year']\n",
      "Removed Stopwords: ['fed', 'raises', 'interest', 'rate', 'th', 'time', 'percent', 'federal', 'reserve', 'suggested', 'would', 'continue', 'raise', 'interest', 'rates', 'gradually', 'much', 'next', 'year']\n",
      "Stemmed Tokens: ['fed', 'rais', 'interest', 'rate', 'th', 'time', 'percent', 'feder', 'reserv', 'suggest', 'would', 'continu', 'rais', 'interest', 'rate', 'gradual', 'much', 'next', 'year']\n",
      "Final Preprocessed Text: fed rais interest rate th time percent feder reserv suggest would continu rais interest rate gradual much next year\n",
      "\n",
      "Original Text: Saks announces store closings Saks says shutting down weaker stores will allow the company to focus on its more  quot;productive quot; locations and further strengthen its brand.\n",
      "Lowercased Text: saks announces store closings saks says shutting down weaker stores will allow the company to focus on its more  quot;productive quot; locations and further strengthen its brand.\n",
      "Removed URLs: saks announces store closings saks says shutting down weaker stores will allow the company to focus on its more  quot;productive quot; locations and further strengthen its brand.\n",
      "Removed HTML Tags: saks announces store closings saks says shutting down weaker stores will allow the company to focus on its more  quot;productive quot; locations and further strengthen its brand.\n",
      "Removed Special Characters: saks announces store closings saks says shutting down weaker stores will allow the company to focus on its more  quotproductive quot locations and further strengthen its brand\n",
      "Tokens: ['saks', 'announces', 'store', 'closings', 'saks', 'says', 'shutting', 'down', 'weaker', 'stores', 'will', 'allow', 'the', 'company', 'to', 'focus', 'on', 'its', 'more', 'quotproductive', 'quot', 'locations', 'and', 'further', 'strengthen', 'its', 'brand']\n",
      "Removed Stopwords: ['saks', 'announces', 'store', 'closings', 'saks', 'says', 'shutting', 'weaker', 'stores', 'allow', 'company', 'focus', 'quotproductive', 'quot', 'locations', 'strengthen', 'brand']\n",
      "Stemmed Tokens: ['sak', 'announc', 'store', 'close', 'sak', 'say', 'shut', 'weaker', 'store', 'allow', 'compani', 'focu', 'quotproduct', 'quot', 'locat', 'strengthen', 'brand']\n",
      "Final Preprocessed Text: sak announc store close sak say shut weaker store allow compani focu quotproduct quot locat strengthen brand\n",
      "\n",
      "Original Text: FBI Interviews Halliburton Whistleblower Bunnatine Greenhouse, chief contracting officer of the Army Corps of Engineers, is seen in her official undated government photo. FBI agents recently spent a day interviewing Greenhouse, the Army contracting \n",
      "Lowercased Text: fbi interviews halliburton whistleblower bunnatine greenhouse, chief contracting officer of the army corps of engineers, is seen in her official undated government photo. fbi agents recently spent a day interviewing greenhouse, the army contracting \n",
      "Removed URLs: fbi interviews halliburton whistleblower bunnatine greenhouse, chief contracting officer of the army corps of engineers, is seen in her official undated government photo. fbi agents recently spent a day interviewing greenhouse, the army contracting \n",
      "Removed HTML Tags: fbi interviews halliburton whistleblower bunnatine greenhouse, chief contracting officer of the army corps of engineers, is seen in her official undated government photo. fbi agents recently spent a day interviewing greenhouse, the army contracting \n",
      "Removed Special Characters: fbi interviews halliburton whistleblower bunnatine greenhouse chief contracting officer of the army corps of engineers is seen in her official undated government photo fbi agents recently spent a day interviewing greenhouse the army contracting \n",
      "Tokens: ['fbi', 'interviews', 'halliburton', 'whistleblower', 'bunnatine', 'greenhouse', 'chief', 'contracting', 'officer', 'of', 'the', 'army', 'corps', 'of', 'engineers', 'is', 'seen', 'in', 'her', 'official', 'undated', 'government', 'photo', 'fbi', 'agents', 'recently', 'spent', 'a', 'day', 'interviewing', 'greenhouse', 'the', 'army', 'contracting']\n",
      "Removed Stopwords: ['fbi', 'interviews', 'halliburton', 'whistleblower', 'bunnatine', 'greenhouse', 'chief', 'contracting', 'officer', 'army', 'corps', 'engineers', 'seen', 'official', 'undated', 'government', 'photo', 'fbi', 'agents', 'recently', 'spent', 'day', 'interviewing', 'greenhouse', 'army', 'contracting']\n",
      "Stemmed Tokens: ['fbi', 'interview', 'halliburton', 'whistleblow', 'bunnatin', 'greenhous', 'chief', 'contract', 'offic', 'armi', 'corp', 'engin', 'seen', 'offici', 'undat', 'govern', 'photo', 'fbi', 'agent', 'recent', 'spent', 'day', 'interview', 'greenhous', 'armi', 'contract']\n",
      "Final Preprocessed Text: fbi interview halliburton whistleblow bunnatin greenhous chief contract offic armi corp engin seen offici undat govern photo fbi agent recent spent day interview greenhous armi contract\n",
      "\n",
      "Original Text: Keeping Mad Cow Out of Cosmetics Since mad cow disease turned up in the United States late last year, traced to a cow imported from Canada, federal regulators have issued rules to prevent the spread of the fatal disease, focusing on limiting beef imports, testing and other measures to protect the domestic herd.\n",
      "Lowercased Text: keeping mad cow out of cosmetics since mad cow disease turned up in the united states late last year, traced to a cow imported from canada, federal regulators have issued rules to prevent the spread of the fatal disease, focusing on limiting beef imports, testing and other measures to protect the domestic herd.\n",
      "Removed URLs: keeping mad cow out of cosmetics since mad cow disease turned up in the united states late last year, traced to a cow imported from canada, federal regulators have issued rules to prevent the spread of the fatal disease, focusing on limiting beef imports, testing and other measures to protect the domestic herd.\n",
      "Removed HTML Tags: keeping mad cow out of cosmetics since mad cow disease turned up in the united states late last year, traced to a cow imported from canada, federal regulators have issued rules to prevent the spread of the fatal disease, focusing on limiting beef imports, testing and other measures to protect the domestic herd.\n",
      "Removed Special Characters: keeping mad cow out of cosmetics since mad cow disease turned up in the united states late last year traced to a cow imported from canada federal regulators have issued rules to prevent the spread of the fatal disease focusing on limiting beef imports testing and other measures to protect the domestic herd\n",
      "Tokens: ['keeping', 'mad', 'cow', 'out', 'of', 'cosmetics', 'since', 'mad', 'cow', 'disease', 'turned', 'up', 'in', 'the', 'united', 'states', 'late', 'last', 'year', 'traced', 'to', 'a', 'cow', 'imported', 'from', 'canada', 'federal', 'regulators', 'have', 'issued', 'rules', 'to', 'prevent', 'the', 'spread', 'of', 'the', 'fatal', 'disease', 'focusing', 'on', 'limiting', 'beef', 'imports', 'testing', 'and', 'other', 'measures', 'to', 'protect', 'the', 'domestic', 'herd']\n",
      "Removed Stopwords: ['keeping', 'mad', 'cow', 'cosmetics', 'since', 'mad', 'cow', 'disease', 'turned', 'united', 'states', 'late', 'last', 'year', 'traced', 'cow', 'imported', 'canada', 'federal', 'regulators', 'issued', 'rules', 'prevent', 'spread', 'fatal', 'disease', 'focusing', 'limiting', 'beef', 'imports', 'testing', 'measures', 'protect', 'domestic', 'herd']\n",
      "Stemmed Tokens: ['keep', 'mad', 'cow', 'cosmet', 'sinc', 'mad', 'cow', 'diseas', 'turn', 'unit', 'state', 'late', 'last', 'year', 'trace', 'cow', 'import', 'canada', 'feder', 'regul', 'issu', 'rule', 'prevent', 'spread', 'fatal', 'diseas', 'focus', 'limit', 'beef', 'import', 'test', 'measur', 'protect', 'domest', 'herd']\n",
      "Final Preprocessed Text: keep mad cow cosmet sinc mad cow diseas turn unit state late last year trace cow import canada feder regul issu rule prevent spread fatal diseas focus limit beef import test measur protect domest herd\n",
      "\n",
      "Original Text: UK growth at fastest pace in nearly 4 years Britain #39;s economy accelerated to the fastest annual pace in nearly four years in the second quarter as manufacturing emerged from a slump and consumers ratcheted up spending, the government said Friday.\n",
      "Lowercased Text: uk growth at fastest pace in nearly 4 years britain #39;s economy accelerated to the fastest annual pace in nearly four years in the second quarter as manufacturing emerged from a slump and consumers ratcheted up spending, the government said friday.\n",
      "Removed URLs: uk growth at fastest pace in nearly 4 years britain #39;s economy accelerated to the fastest annual pace in nearly four years in the second quarter as manufacturing emerged from a slump and consumers ratcheted up spending, the government said friday.\n",
      "Removed HTML Tags: uk growth at fastest pace in nearly 4 years britain #39;s economy accelerated to the fastest annual pace in nearly four years in the second quarter as manufacturing emerged from a slump and consumers ratcheted up spending, the government said friday.\n",
      "Removed Special Characters: uk growth at fastest pace in nearly  years britain s economy accelerated to the fastest annual pace in nearly four years in the second quarter as manufacturing emerged from a slump and consumers ratcheted up spending the government said friday\n",
      "Tokens: ['uk', 'growth', 'at', 'fastest', 'pace', 'in', 'nearly', 'years', 'britain', 's', 'economy', 'accelerated', 'to', 'the', 'fastest', 'annual', 'pace', 'in', 'nearly', 'four', 'years', 'in', 'the', 'second', 'quarter', 'as', 'manufacturing', 'emerged', 'from', 'a', 'slump', 'and', 'consumers', 'ratcheted', 'up', 'spending', 'the', 'government', 'said', 'friday']\n",
      "Removed Stopwords: ['uk', 'growth', 'fastest', 'pace', 'nearly', 'years', 'britain', 'economy', 'accelerated', 'fastest', 'annual', 'pace', 'nearly', 'four', 'years', 'second', 'quarter', 'manufacturing', 'emerged', 'slump', 'consumers', 'ratcheted', 'spending', 'government', 'said', 'friday']\n",
      "Stemmed Tokens: ['uk', 'growth', 'fastest', 'pace', 'nearli', 'year', 'britain', 'economi', 'acceler', 'fastest', 'annual', 'pace', 'nearli', 'four', 'year', 'second', 'quarter', 'manufactur', 'emerg', 'slump', 'consum', 'ratchet', 'spend', 'govern', 'said', 'friday']\n",
      "Final Preprocessed Text: uk growth fastest pace nearli year britain economi acceler fastest annual pace nearli four year second quarter manufactur emerg slump consum ratchet spend govern said friday\n",
      "\n",
      "Original Text: HCA Warns on Third-Quarter Earnings Hospital giant HCA Inc. said Wednesday it expects third-quarter earnings to range between \\$222 million and \\$232 million, or 46 cents to 48 cents per share, including losses from hurricanes Charley, Frances \n",
      "Lowercased Text: hca warns on third-quarter earnings hospital giant hca inc. said wednesday it expects third-quarter earnings to range between \\$222 million and \\$232 million, or 46 cents to 48 cents per share, including losses from hurricanes charley, frances \n",
      "Removed URLs: hca warns on third-quarter earnings hospital giant hca inc. said wednesday it expects third-quarter earnings to range between \\$222 million and \\$232 million, or 46 cents to 48 cents per share, including losses from hurricanes charley, frances \n",
      "Removed HTML Tags: hca warns on third-quarter earnings hospital giant hca inc. said wednesday it expects third-quarter earnings to range between \\$222 million and \\$232 million, or 46 cents to 48 cents per share, including losses from hurricanes charley, frances \n",
      "Removed Special Characters: hca warns on thirdquarter earnings hospital giant hca inc said wednesday it expects thirdquarter earnings to range between  million and  million or  cents to  cents per share including losses from hurricanes charley frances \n",
      "Tokens: ['hca', 'warns', 'on', 'thirdquarter', 'earnings', 'hospital', 'giant', 'hca', 'inc', 'said', 'wednesday', 'it', 'expects', 'thirdquarter', 'earnings', 'to', 'range', 'between', 'million', 'and', 'million', 'or', 'cents', 'to', 'cents', 'per', 'share', 'including', 'losses', 'from', 'hurricanes', 'charley', 'frances']\n",
      "Removed Stopwords: ['hca', 'warns', 'thirdquarter', 'earnings', 'hospital', 'giant', 'hca', 'inc', 'said', 'wednesday', 'expects', 'thirdquarter', 'earnings', 'range', 'million', 'million', 'cents', 'cents', 'per', 'share', 'including', 'losses', 'hurricanes', 'charley', 'frances']\n",
      "Stemmed Tokens: ['hca', 'warn', 'thirdquart', 'earn', 'hospit', 'giant', 'hca', 'inc', 'said', 'wednesday', 'expect', 'thirdquart', 'earn', 'rang', 'million', 'million', 'cent', 'cent', 'per', 'share', 'includ', 'loss', 'hurrican', 'charley', 'franc']\n",
      "Final Preprocessed Text: hca warn thirdquart earn hospit giant hca inc said wednesday expect thirdquart earn rang million million cent cent per share includ loss hurrican charley franc\n",
      "\n",
      "Original Text: Google Shares, Once Devalued, Just May Be Winners After All Wall Street, which forced Google, the Internet search engine, to sharply lower the price of its shares in its initial public offering in August, has decided that the company is worth a lot more today than it was then.\n",
      "Lowercased Text: google shares, once devalued, just may be winners after all wall street, which forced google, the internet search engine, to sharply lower the price of its shares in its initial public offering in august, has decided that the company is worth a lot more today than it was then.\n",
      "Removed URLs: google shares, once devalued, just may be winners after all wall street, which forced google, the internet search engine, to sharply lower the price of its shares in its initial public offering in august, has decided that the company is worth a lot more today than it was then.\n",
      "Removed HTML Tags: google shares, once devalued, just may be winners after all wall street, which forced google, the internet search engine, to sharply lower the price of its shares in its initial public offering in august, has decided that the company is worth a lot more today than it was then.\n",
      "Removed Special Characters: google shares once devalued just may be winners after all wall street which forced google the internet search engine to sharply lower the price of its shares in its initial public offering in august has decided that the company is worth a lot more today than it was then\n",
      "Tokens: ['google', 'shares', 'once', 'devalued', 'just', 'may', 'be', 'winners', 'after', 'all', 'wall', 'street', 'which', 'forced', 'google', 'the', 'internet', 'search', 'engine', 'to', 'sharply', 'lower', 'the', 'price', 'of', 'its', 'shares', 'in', 'its', 'initial', 'public', 'offering', 'in', 'august', 'has', 'decided', 'that', 'the', 'company', 'is', 'worth', 'a', 'lot', 'more', 'today', 'than', 'it', 'was', 'then']\n",
      "Removed Stopwords: ['google', 'shares', 'devalued', 'may', 'winners', 'wall', 'street', 'forced', 'google', 'internet', 'search', 'engine', 'sharply', 'lower', 'price', 'shares', 'initial', 'public', 'offering', 'august', 'decided', 'company', 'worth', 'lot', 'today']\n",
      "Stemmed Tokens: ['googl', 'share', 'devalu', 'may', 'winner', 'wall', 'street', 'forc', 'googl', 'internet', 'search', 'engin', 'sharpli', 'lower', 'price', 'share', 'initi', 'public', 'offer', 'august', 'decid', 'compani', 'worth', 'lot', 'today']\n",
      "Final Preprocessed Text: googl share devalu may winner wall street forc googl internet search engin sharpli lower price share initi public offer august decid compani worth lot today\n",
      "\n",
      "Original Text: Former Enron employee testifies about cover-up to Merrill Lynch &lt;b&gt;...&lt;/b&gt; NEW YORK, September 22 (newratings.com) - A witness in the first Enron criminal trial, and a former executive at the company, testified today that she believed that the Enron executives now on trial were involved in an effort to hide an illicit deal \n",
      "Lowercased Text: former enron employee testifies about cover-up to merrill lynch &lt;b&gt;...&lt;/b&gt; new york, september 22 (newratings.com) - a witness in the first enron criminal trial, and a former executive at the company, testified today that she believed that the enron executives now on trial were involved in an effort to hide an illicit deal \n",
      "Removed URLs: former enron employee testifies about cover-up to merrill lynch &lt;b&gt;...&lt;/b&gt; new york, september 22 (newratings.com) - a witness in the first enron criminal trial, and a former executive at the company, testified today that she believed that the enron executives now on trial were involved in an effort to hide an illicit deal \n",
      "Removed HTML Tags: former enron employee testifies about cover-up to merrill lynch &lt;b&gt;...&lt;/b&gt; new york, september 22 (newratings.com) - a witness in the first enron criminal trial, and a former executive at the company, testified today that she believed that the enron executives now on trial were involved in an effort to hide an illicit deal \n",
      "Removed Special Characters: former enron employee testifies about coverup to merrill lynch ltbgtltbgt new york september  newratingscom  a witness in the first enron criminal trial and a former executive at the company testified today that she believed that the enron executives now on trial were involved in an effort to hide an illicit deal \n",
      "Tokens: ['former', 'enron', 'employee', 'testifies', 'about', 'coverup', 'to', 'merrill', 'lynch', 'ltbgtltbgt', 'new', 'york', 'september', 'newratingscom', 'a', 'witness', 'in', 'the', 'first', 'enron', 'criminal', 'trial', 'and', 'a', 'former', 'executive', 'at', 'the', 'company', 'testified', 'today', 'that', 'she', 'believed', 'that', 'the', 'enron', 'executives', 'now', 'on', 'trial', 'were', 'involved', 'in', 'an', 'effort', 'to', 'hide', 'an', 'illicit', 'deal']\n",
      "Removed Stopwords: ['former', 'enron', 'employee', 'testifies', 'coverup', 'merrill', 'lynch', 'ltbgtltbgt', 'new', 'york', 'september', 'newratingscom', 'witness', 'first', 'enron', 'criminal', 'trial', 'former', 'executive', 'company', 'testified', 'today', 'believed', 'enron', 'executives', 'trial', 'involved', 'effort', 'hide', 'illicit', 'deal']\n",
      "Stemmed Tokens: ['former', 'enron', 'employe', 'testifi', 'coverup', 'merril', 'lynch', 'ltbgtltbgt', 'new', 'york', 'septemb', 'newratingscom', 'wit', 'first', 'enron', 'crimin', 'trial', 'former', 'execut', 'compani', 'testifi', 'today', 'believ', 'enron', 'execut', 'trial', 'involv', 'effort', 'hide', 'illicit', 'deal']\n",
      "Final Preprocessed Text: former enron employe testifi coverup merril lynch ltbgtltbgt new york septemb newratingscom wit first enron crimin trial former execut compani testifi today believ enron execut trial involv effort hide illicit deal\n",
      "\n",
      "Original Text: Wall Street: Will the rally continue through December? So far, Wall Street #39;s hoped-for fourth-quarter rally has met investors #39; expectations. But there #39;s been enough bad news lately to make you wonder if the buying will sputter.\n",
      "Lowercased Text: wall street: will the rally continue through december? so far, wall street #39;s hoped-for fourth-quarter rally has met investors #39; expectations. but there #39;s been enough bad news lately to make you wonder if the buying will sputter.\n",
      "Removed URLs: wall street: will the rally continue through december? so far, wall street #39;s hoped-for fourth-quarter rally has met investors #39; expectations. but there #39;s been enough bad news lately to make you wonder if the buying will sputter.\n",
      "Removed HTML Tags: wall street: will the rally continue through december? so far, wall street #39;s hoped-for fourth-quarter rally has met investors #39; expectations. but there #39;s been enough bad news lately to make you wonder if the buying will sputter.\n",
      "Removed Special Characters: wall street will the rally continue through december so far wall street s hopedfor fourthquarter rally has met investors  expectations but there s been enough bad news lately to make you wonder if the buying will sputter\n",
      "Tokens: ['wall', 'street', 'will', 'the', 'rally', 'continue', 'through', 'december', 'so', 'far', 'wall', 'street', 's', 'hopedfor', 'fourthquarter', 'rally', 'has', 'met', 'investors', 'expectations', 'but', 'there', 's', 'been', 'enough', 'bad', 'news', 'lately', 'to', 'make', 'you', 'wonder', 'if', 'the', 'buying', 'will', 'sputter']\n",
      "Removed Stopwords: ['wall', 'street', 'rally', 'continue', 'december', 'far', 'wall', 'street', 'hopedfor', 'fourthquarter', 'rally', 'met', 'investors', 'expectations', 'enough', 'bad', 'news', 'lately', 'make', 'wonder', 'buying', 'sputter']\n",
      "Stemmed Tokens: ['wall', 'street', 'ralli', 'continu', 'decemb', 'far', 'wall', 'street', 'hopedfor', 'fourthquart', 'ralli', 'met', 'investor', 'expect', 'enough', 'bad', 'news', 'late', 'make', 'wonder', 'buy', 'sputter']\n",
      "Final Preprocessed Text: wall street ralli continu decemb far wall street hopedfor fourthquart ralli met investor expect enough bad news late make wonder buy sputter\n",
      "\n",
      "Original Text: Dell, AOL team up in schools initiative ROUND ROCK, Texas -- Dell Inc. and America Online Inc. announced a partnership Monday to provide 5,000 low-income students with free refurbished personal computers and a year #39;s worth of Internet access.\n",
      "Lowercased Text: dell, aol team up in schools initiative round rock, texas -- dell inc. and america online inc. announced a partnership monday to provide 5,000 low-income students with free refurbished personal computers and a year #39;s worth of internet access.\n",
      "Removed URLs: dell, aol team up in schools initiative round rock, texas -- dell inc. and america online inc. announced a partnership monday to provide 5,000 low-income students with free refurbished personal computers and a year #39;s worth of internet access.\n",
      "Removed HTML Tags: dell, aol team up in schools initiative round rock, texas -- dell inc. and america online inc. announced a partnership monday to provide 5,000 low-income students with free refurbished personal computers and a year #39;s worth of internet access.\n",
      "Removed Special Characters: dell aol team up in schools initiative round rock texas  dell inc and america online inc announced a partnership monday to provide  lowincome students with free refurbished personal computers and a year s worth of internet access\n",
      "Tokens: ['dell', 'aol', 'team', 'up', 'in', 'schools', 'initiative', 'round', 'rock', 'texas', 'dell', 'inc', 'and', 'america', 'online', 'inc', 'announced', 'a', 'partnership', 'monday', 'to', 'provide', 'lowincome', 'students', 'with', 'free', 'refurbished', 'personal', 'computers', 'and', 'a', 'year', 's', 'worth', 'of', 'internet', 'access']\n",
      "Removed Stopwords: ['dell', 'aol', 'team', 'schools', 'initiative', 'round', 'rock', 'texas', 'dell', 'inc', 'america', 'online', 'inc', 'announced', 'partnership', 'monday', 'provide', 'lowincome', 'students', 'free', 'refurbished', 'personal', 'computers', 'year', 'worth', 'internet', 'access']\n",
      "Stemmed Tokens: ['dell', 'aol', 'team', 'school', 'initi', 'round', 'rock', 'texa', 'dell', 'inc', 'america', 'onlin', 'inc', 'announc', 'partnership', 'monday', 'provid', 'lowincom', 'student', 'free', 'refurbish', 'person', 'comput', 'year', 'worth', 'internet', 'access']\n",
      "Final Preprocessed Text: dell aol team school initi round rock texa dell inc america onlin inc announc partnership monday provid lowincom student free refurbish person comput year worth internet access\n",
      "\n",
      "Original Text: Maker of Twinkies Delays Filing Annual Report, Hires Turnaround &lt;b&gt;...&lt;/b&gt; KANSAS CITY, Mo., Aug. 30 -- Twinkie maker Interstate Bakeries Corp. on Monday delayed filing its annual report for the second time, a move that dragged shares lower by more than 42 percent on speculation about the company #39;s ongoing viability.\n",
      "Lowercased Text: maker of twinkies delays filing annual report, hires turnaround &lt;b&gt;...&lt;/b&gt; kansas city, mo., aug. 30 -- twinkie maker interstate bakeries corp. on monday delayed filing its annual report for the second time, a move that dragged shares lower by more than 42 percent on speculation about the company #39;s ongoing viability.\n",
      "Removed URLs: maker of twinkies delays filing annual report, hires turnaround &lt;b&gt;...&lt;/b&gt; kansas city, mo., aug. 30 -- twinkie maker interstate bakeries corp. on monday delayed filing its annual report for the second time, a move that dragged shares lower by more than 42 percent on speculation about the company #39;s ongoing viability.\n",
      "Removed HTML Tags: maker of twinkies delays filing annual report, hires turnaround &lt;b&gt;...&lt;/b&gt; kansas city, mo., aug. 30 -- twinkie maker interstate bakeries corp. on monday delayed filing its annual report for the second time, a move that dragged shares lower by more than 42 percent on speculation about the company #39;s ongoing viability.\n",
      "Removed Special Characters: maker of twinkies delays filing annual report hires turnaround ltbgtltbgt kansas city mo aug   twinkie maker interstate bakeries corp on monday delayed filing its annual report for the second time a move that dragged shares lower by more than  percent on speculation about the company s ongoing viability\n",
      "Tokens: ['maker', 'of', 'twinkies', 'delays', 'filing', 'annual', 'report', 'hires', 'turnaround', 'ltbgtltbgt', 'kansas', 'city', 'mo', 'aug', 'twinkie', 'maker', 'interstate', 'bakeries', 'corp', 'on', 'monday', 'delayed', 'filing', 'its', 'annual', 'report', 'for', 'the', 'second', 'time', 'a', 'move', 'that', 'dragged', 'shares', 'lower', 'by', 'more', 'than', 'percent', 'on', 'speculation', 'about', 'the', 'company', 's', 'ongoing', 'viability']\n",
      "Removed Stopwords: ['maker', 'twinkies', 'delays', 'filing', 'annual', 'report', 'hires', 'turnaround', 'ltbgtltbgt', 'kansas', 'city', 'mo', 'aug', 'twinkie', 'maker', 'interstate', 'bakeries', 'corp', 'monday', 'delayed', 'filing', 'annual', 'report', 'second', 'time', 'move', 'dragged', 'shares', 'lower', 'percent', 'speculation', 'company', 'ongoing', 'viability']\n",
      "Stemmed Tokens: ['maker', 'twinki', 'delay', 'file', 'annual', 'report', 'hire', 'turnaround', 'ltbgtltbgt', 'kansa', 'citi', 'mo', 'aug', 'twinki', 'maker', 'interst', 'bakeri', 'corp', 'monday', 'delay', 'file', 'annual', 'report', 'second', 'time', 'move', 'drag', 'share', 'lower', 'percent', 'specul', 'compani', 'ongo', 'viabil']\n",
      "Final Preprocessed Text: maker twinki delay file annual report hire turnaround ltbgtltbgt kansa citi mo aug twinki maker interst bakeri corp monday delay file annual report second time move drag share lower percent specul compani ongo viabil\n",
      "\n",
      "Original Text: No Changes for Certain Nortel Accounting Nortel Networks Corp. (NT.TO: Quote, Profile, Research) said on Wednesday that a far-reaching revision of its faulty financials will not require accounting changes for sales of certain fiber optic equipment.\n",
      "Lowercased Text: no changes for certain nortel accounting nortel networks corp. (nt.to: quote, profile, research) said on wednesday that a far-reaching revision of its faulty financials will not require accounting changes for sales of certain fiber optic equipment.\n",
      "Removed URLs: no changes for certain nortel accounting nortel networks corp. (nt.to: quote, profile, research) said on wednesday that a far-reaching revision of its faulty financials will not require accounting changes for sales of certain fiber optic equipment.\n",
      "Removed HTML Tags: no changes for certain nortel accounting nortel networks corp. (nt.to: quote, profile, research) said on wednesday that a far-reaching revision of its faulty financials will not require accounting changes for sales of certain fiber optic equipment.\n",
      "Removed Special Characters: no changes for certain nortel accounting nortel networks corp ntto quote profile research said on wednesday that a farreaching revision of its faulty financials will not require accounting changes for sales of certain fiber optic equipment\n",
      "Tokens: ['no', 'changes', 'for', 'certain', 'nortel', 'accounting', 'nortel', 'networks', 'corp', 'ntto', 'quote', 'profile', 'research', 'said', 'on', 'wednesday', 'that', 'a', 'farreaching', 'revision', 'of', 'its', 'faulty', 'financials', 'will', 'not', 'require', 'accounting', 'changes', 'for', 'sales', 'of', 'certain', 'fiber', 'optic', 'equipment']\n",
      "Removed Stopwords: ['changes', 'certain', 'nortel', 'accounting', 'nortel', 'networks', 'corp', 'ntto', 'quote', 'profile', 'research', 'said', 'wednesday', 'farreaching', 'revision', 'faulty', 'financials', 'require', 'accounting', 'changes', 'sales', 'certain', 'fiber', 'optic', 'equipment']\n",
      "Stemmed Tokens: ['chang', 'certain', 'nortel', 'account', 'nortel', 'network', 'corp', 'ntto', 'quot', 'profil', 'research', 'said', 'wednesday', 'farreach', 'revis', 'faulti', 'financi', 'requir', 'account', 'chang', 'sale', 'certain', 'fiber', 'optic', 'equip']\n",
      "Final Preprocessed Text: chang certain nortel account nortel network corp ntto quot profil research said wednesday farreach revis faulti financi requir account chang sale certain fiber optic equip\n",
      "\n",
      "Original Text: Concerns About Winter Push Oil to Record  SINGAPORE (Reuters) - Oil prices broke into new record  territory above \\$52 Thursday on heightened concerns that  supplies of heating fuels will prove inadequate during the  northern hemisphere winter.\n",
      "Lowercased Text: concerns about winter push oil to record  singapore (reuters) - oil prices broke into new record  territory above \\$52 thursday on heightened concerns that  supplies of heating fuels will prove inadequate during the  northern hemisphere winter.\n",
      "Removed URLs: concerns about winter push oil to record  singapore (reuters) - oil prices broke into new record  territory above \\$52 thursday on heightened concerns that  supplies of heating fuels will prove inadequate during the  northern hemisphere winter.\n",
      "Removed HTML Tags: concerns about winter push oil to record  singapore (reuters) - oil prices broke into new record  territory above \\$52 thursday on heightened concerns that  supplies of heating fuels will prove inadequate during the  northern hemisphere winter.\n",
      "Removed Special Characters: concerns about winter push oil to record  singapore reuters  oil prices broke into new record  territory above  thursday on heightened concerns that  supplies of heating fuels will prove inadequate during the  northern hemisphere winter\n",
      "Tokens: ['concerns', 'about', 'winter', 'push', 'oil', 'to', 'record', 'singapore', 'reuters', 'oil', 'prices', 'broke', 'into', 'new', 'record', 'territory', 'above', 'thursday', 'on', 'heightened', 'concerns', 'that', 'supplies', 'of', 'heating', 'fuels', 'will', 'prove', 'inadequate', 'during', 'the', 'northern', 'hemisphere', 'winter']\n",
      "Removed Stopwords: ['concerns', 'winter', 'push', 'oil', 'record', 'singapore', 'reuters', 'oil', 'prices', 'broke', 'new', 'record', 'territory', 'thursday', 'heightened', 'concerns', 'supplies', 'heating', 'fuels', 'prove', 'inadequate', 'northern', 'hemisphere', 'winter']\n",
      "Stemmed Tokens: ['concern', 'winter', 'push', 'oil', 'record', 'singapor', 'reuter', 'oil', 'price', 'broke', 'new', 'record', 'territori', 'thursday', 'heighten', 'concern', 'suppli', 'heat', 'fuel', 'prove', 'inadequ', 'northern', 'hemispher', 'winter']\n",
      "Final Preprocessed Text: concern winter push oil record singapor reuter oil price broke new record territori thursday heighten concern suppli heat fuel prove inadequ northern hemispher winter\n",
      "\n",
      "Original Text: Infineon to Pay a Fine in the Fixing Of Chip Prices Federal prosecutors announced on Wednesday that they had cracked a global cartel that had illegally fixed prices of memory chips in personal computers and servers for \n",
      "Lowercased Text: infineon to pay a fine in the fixing of chip prices federal prosecutors announced on wednesday that they had cracked a global cartel that had illegally fixed prices of memory chips in personal computers and servers for \n",
      "Removed URLs: infineon to pay a fine in the fixing of chip prices federal prosecutors announced on wednesday that they had cracked a global cartel that had illegally fixed prices of memory chips in personal computers and servers for \n",
      "Removed HTML Tags: infineon to pay a fine in the fixing of chip prices federal prosecutors announced on wednesday that they had cracked a global cartel that had illegally fixed prices of memory chips in personal computers and servers for \n",
      "Removed Special Characters: infineon to pay a fine in the fixing of chip prices federal prosecutors announced on wednesday that they had cracked a global cartel that had illegally fixed prices of memory chips in personal computers and servers for \n",
      "Tokens: ['infineon', 'to', 'pay', 'a', 'fine', 'in', 'the', 'fixing', 'of', 'chip', 'prices', 'federal', 'prosecutors', 'announced', 'on', 'wednesday', 'that', 'they', 'had', 'cracked', 'a', 'global', 'cartel', 'that', 'had', 'illegally', 'fixed', 'prices', 'of', 'memory', 'chips', 'in', 'personal', 'computers', 'and', 'servers', 'for']\n",
      "Removed Stopwords: ['infineon', 'pay', 'fine', 'fixing', 'chip', 'prices', 'federal', 'prosecutors', 'announced', 'wednesday', 'cracked', 'global', 'cartel', 'illegally', 'fixed', 'prices', 'memory', 'chips', 'personal', 'computers', 'servers']\n",
      "Stemmed Tokens: ['infineon', 'pay', 'fine', 'fix', 'chip', 'price', 'feder', 'prosecutor', 'announc', 'wednesday', 'crack', 'global', 'cartel', 'illeg', 'fix', 'price', 'memori', 'chip', 'person', 'comput', 'server']\n",
      "Final Preprocessed Text: infineon pay fine fix chip price feder prosecutor announc wednesday crack global cartel illeg fix price memori chip person comput server\n",
      "\n",
      "Original Text: Dollar Holds Gains, Fed Comments Help  TOKYO (Reuters) - The dollar held on to the previous day's  gain on Tuesday, supported by a retreat in oil prices and  upbeat comments on the U.S. economy from Federal Reserve  officials.\n",
      "Lowercased Text: dollar holds gains, fed comments help  tokyo (reuters) - the dollar held on to the previous day's  gain on tuesday, supported by a retreat in oil prices and  upbeat comments on the u.s. economy from federal reserve  officials.\n",
      "Removed URLs: dollar holds gains, fed comments help  tokyo (reuters) - the dollar held on to the previous day's  gain on tuesday, supported by a retreat in oil prices and  upbeat comments on the u.s. economy from federal reserve  officials.\n",
      "Removed HTML Tags: dollar holds gains, fed comments help  tokyo (reuters) - the dollar held on to the previous day's  gain on tuesday, supported by a retreat in oil prices and  upbeat comments on the u.s. economy from federal reserve  officials.\n",
      "Removed Special Characters: dollar holds gains fed comments help  tokyo reuters  the dollar held on to the previous days  gain on tuesday supported by a retreat in oil prices and  upbeat comments on the us economy from federal reserve  officials\n",
      "Tokens: ['dollar', 'holds', 'gains', 'fed', 'comments', 'help', 'tokyo', 'reuters', 'the', 'dollar', 'held', 'on', 'to', 'the', 'previous', 'days', 'gain', 'on', 'tuesday', 'supported', 'by', 'a', 'retreat', 'in', 'oil', 'prices', 'and', 'upbeat', 'comments', 'on', 'the', 'us', 'economy', 'from', 'federal', 'reserve', 'officials']\n",
      "Removed Stopwords: ['dollar', 'holds', 'gains', 'fed', 'comments', 'help', 'tokyo', 'reuters', 'dollar', 'held', 'previous', 'days', 'gain', 'tuesday', 'supported', 'retreat', 'oil', 'prices', 'upbeat', 'comments', 'us', 'economy', 'federal', 'reserve', 'officials']\n",
      "Stemmed Tokens: ['dollar', 'hold', 'gain', 'fed', 'comment', 'help', 'tokyo', 'reuter', 'dollar', 'held', 'previou', 'day', 'gain', 'tuesday', 'support', 'retreat', 'oil', 'price', 'upbeat', 'comment', 'us', 'economi', 'feder', 'reserv', 'offici']\n",
      "Final Preprocessed Text: dollar hold gain fed comment help tokyo reuter dollar held previou day gain tuesday support retreat oil price upbeat comment us economi feder reserv offici\n",
      "\n",
      "Original Text: Temasek May Buy Stakes in Minsheng Bank, Medco to Expand Abroad Temasek Holdings Pte, a \\$53 billion Singapore government fund, may buy stakes in China #39;s first private bank and Indonesia #39;s biggest listed oil company as it steps up investments abroad.\n",
      "Lowercased Text: temasek may buy stakes in minsheng bank, medco to expand abroad temasek holdings pte, a \\$53 billion singapore government fund, may buy stakes in china #39;s first private bank and indonesia #39;s biggest listed oil company as it steps up investments abroad.\n",
      "Removed URLs: temasek may buy stakes in minsheng bank, medco to expand abroad temasek holdings pte, a \\$53 billion singapore government fund, may buy stakes in china #39;s first private bank and indonesia #39;s biggest listed oil company as it steps up investments abroad.\n",
      "Removed HTML Tags: temasek may buy stakes in minsheng bank, medco to expand abroad temasek holdings pte, a \\$53 billion singapore government fund, may buy stakes in china #39;s first private bank and indonesia #39;s biggest listed oil company as it steps up investments abroad.\n",
      "Removed Special Characters: temasek may buy stakes in minsheng bank medco to expand abroad temasek holdings pte a  billion singapore government fund may buy stakes in china s first private bank and indonesia s biggest listed oil company as it steps up investments abroad\n",
      "Tokens: ['temasek', 'may', 'buy', 'stakes', 'in', 'minsheng', 'bank', 'medco', 'to', 'expand', 'abroad', 'temasek', 'holdings', 'pte', 'a', 'billion', 'singapore', 'government', 'fund', 'may', 'buy', 'stakes', 'in', 'china', 's', 'first', 'private', 'bank', 'and', 'indonesia', 's', 'biggest', 'listed', 'oil', 'company', 'as', 'it', 'steps', 'up', 'investments', 'abroad']\n",
      "Removed Stopwords: ['temasek', 'may', 'buy', 'stakes', 'minsheng', 'bank', 'medco', 'expand', 'abroad', 'temasek', 'holdings', 'pte', 'billion', 'singapore', 'government', 'fund', 'may', 'buy', 'stakes', 'china', 'first', 'private', 'bank', 'indonesia', 'biggest', 'listed', 'oil', 'company', 'steps', 'investments', 'abroad']\n",
      "Stemmed Tokens: ['temasek', 'may', 'buy', 'stake', 'minsheng', 'bank', 'medco', 'expand', 'abroad', 'temasek', 'hold', 'pte', 'billion', 'singapor', 'govern', 'fund', 'may', 'buy', 'stake', 'china', 'first', 'privat', 'bank', 'indonesia', 'biggest', 'list', 'oil', 'compani', 'step', 'invest', 'abroad']\n",
      "Final Preprocessed Text: temasek may buy stake minsheng bank medco expand abroad temasek hold pte billion singapor govern fund may buy stake china first privat bank indonesia biggest list oil compani step invest abroad\n",
      "\n",
      "Original Text: BT cuts prices for telecom rivals Ofcom is cutting the price BT can charge its rivals for putting their broadband equipment in its exchanges by up to 60.\n",
      "Lowercased Text: bt cuts prices for telecom rivals ofcom is cutting the price bt can charge its rivals for putting their broadband equipment in its exchanges by up to 60.\n",
      "Removed URLs: bt cuts prices for telecom rivals ofcom is cutting the price bt can charge its rivals for putting their broadband equipment in its exchanges by up to 60.\n",
      "Removed HTML Tags: bt cuts prices for telecom rivals ofcom is cutting the price bt can charge its rivals for putting their broadband equipment in its exchanges by up to 60.\n",
      "Removed Special Characters: bt cuts prices for telecom rivals ofcom is cutting the price bt can charge its rivals for putting their broadband equipment in its exchanges by up to \n",
      "Tokens: ['bt', 'cuts', 'prices', 'for', 'telecom', 'rivals', 'ofcom', 'is', 'cutting', 'the', 'price', 'bt', 'can', 'charge', 'its', 'rivals', 'for', 'putting', 'their', 'broadband', 'equipment', 'in', 'its', 'exchanges', 'by', 'up', 'to']\n",
      "Removed Stopwords: ['bt', 'cuts', 'prices', 'telecom', 'rivals', 'ofcom', 'cutting', 'price', 'bt', 'charge', 'rivals', 'putting', 'broadband', 'equipment', 'exchanges']\n",
      "Stemmed Tokens: ['bt', 'cut', 'price', 'telecom', 'rival', 'ofcom', 'cut', 'price', 'bt', 'charg', 'rival', 'put', 'broadband', 'equip', 'exchang']\n",
      "Final Preprocessed Text: bt cut price telecom rival ofcom cut price bt charg rival put broadband equip exchang\n",
      "\n",
      "Original Text: Shareholders Toast Brewers' Merger  BRUSSELS/SAO PAULO (Reuters) - Shareholders gave their  blessing on Friday for Belgium's Interbrew &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=INTB.BR target=/stocks/quickinfo/fullquote\"&gt;INTB.BR&lt;/A&gt; to buy  Brazil's AmBev &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=AMBV4.SA target=/stocks/quickinfo/fullquote\"&gt;AMBV4.SA&lt;/A&gt;&lt;ABV.N&gt; in a \\$9.7 billion deal that  will create the world's largest brewer.\n",
      "Lowercased Text: shareholders toast brewers' merger  brussels/sao paulo (reuters) - shareholders gave their  blessing on friday for belgium's interbrew &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=intb.br target=/stocks/quickinfo/fullquote\"&gt;intb.br&lt;/a&gt; to buy  brazil's ambev &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=ambv4.sa target=/stocks/quickinfo/fullquote\"&gt;ambv4.sa&lt;/a&gt;&lt;abv.n&gt; in a \\$9.7 billion deal that  will create the world's largest brewer.\n",
      "Removed URLs: shareholders toast brewers' merger  brussels/sao paulo (reuters) - shareholders gave their  blessing on friday for belgium's interbrew &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;intb.br&lt;/a&gt; to buy  brazil's ambev &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;ambv4.sa&lt;/a&gt;&lt;abv.n&gt; in a \\$9.7 billion deal that  will create the world's largest brewer.\n",
      "Removed HTML Tags: shareholders toast brewers' merger  brussels/sao paulo (reuters) - shareholders gave their  blessing on friday for belgium's interbrew &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;intb.br&lt;/a&gt; to buy  brazil's ambev &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;ambv4.sa&lt;/a&gt;&lt;abv.n&gt; in a \\$9.7 billion deal that  will create the world's largest brewer.\n",
      "Removed Special Characters: shareholders toast brewers merger  brusselssao paulo reuters  shareholders gave their  blessing on friday for belgiums interbrew lta href targetstocksquickinfofullquotegtintbbrltagt to buy  brazils ambev lta href targetstocksquickinfofullquotegtambvsaltagtltabvngt in a  billion deal that  will create the worlds largest brewer\n",
      "Tokens: ['shareholders', 'toast', 'brewers', 'merger', 'brusselssao', 'paulo', 'reuters', 'shareholders', 'gave', 'their', 'blessing', 'on', 'friday', 'for', 'belgiums', 'interbrew', 'lta', 'href', 'targetstocksquickinfofullquotegtintbbrltagt', 'to', 'buy', 'brazils', 'ambev', 'lta', 'href', 'targetstocksquickinfofullquotegtambvsaltagtltabvngt', 'in', 'a', 'billion', 'deal', 'that', 'will', 'create', 'the', 'worlds', 'largest', 'brewer']\n",
      "Removed Stopwords: ['shareholders', 'toast', 'brewers', 'merger', 'brusselssao', 'paulo', 'reuters', 'shareholders', 'gave', 'blessing', 'friday', 'belgiums', 'interbrew', 'lta', 'href', 'targetstocksquickinfofullquotegtintbbrltagt', 'buy', 'brazils', 'ambev', 'lta', 'href', 'targetstocksquickinfofullquotegtambvsaltagtltabvngt', 'billion', 'deal', 'create', 'worlds', 'largest', 'brewer']\n",
      "Stemmed Tokens: ['sharehold', 'toast', 'brewer', 'merger', 'brusselssao', 'paulo', 'reuter', 'sharehold', 'gave', 'bless', 'friday', 'belgium', 'interbrew', 'lta', 'href', 'targetstocksquickinfofullquotegtintbbrltagt', 'buy', 'brazil', 'ambev', 'lta', 'href', 'targetstocksquickinfofullquotegtambvsaltagtltabvngt', 'billion', 'deal', 'creat', 'world', 'largest', 'brewer']\n",
      "Final Preprocessed Text: sharehold toast brewer merger brusselssao paulo reuter sharehold gave bless friday belgium interbrew lta href targetstocksquickinfofullquotegtintbbrltagt buy brazil ambev lta href targetstocksquickinfofullquotegtambvsaltagtltabvngt billion deal creat world largest brewer\n",
      "\n",
      "Original Text: US August Inflation Mild, Job Claims Rise  WASHINGTON (Reuters) - U.S. consumer prices inched up just  0.1 percent last month as gasoline and car prices tumbled, the  government said on Thursday in a report suggesting an inflation  spike earlier this year was an aberration.\n",
      "Lowercased Text: us august inflation mild, job claims rise  washington (reuters) - u.s. consumer prices inched up just  0.1 percent last month as gasoline and car prices tumbled, the  government said on thursday in a report suggesting an inflation  spike earlier this year was an aberration.\n",
      "Removed URLs: us august inflation mild, job claims rise  washington (reuters) - u.s. consumer prices inched up just  0.1 percent last month as gasoline and car prices tumbled, the  government said on thursday in a report suggesting an inflation  spike earlier this year was an aberration.\n",
      "Removed HTML Tags: us august inflation mild, job claims rise  washington (reuters) - u.s. consumer prices inched up just  0.1 percent last month as gasoline and car prices tumbled, the  government said on thursday in a report suggesting an inflation  spike earlier this year was an aberration.\n",
      "Removed Special Characters: us august inflation mild job claims rise  washington reuters  us consumer prices inched up just   percent last month as gasoline and car prices tumbled the  government said on thursday in a report suggesting an inflation  spike earlier this year was an aberration\n",
      "Tokens: ['us', 'august', 'inflation', 'mild', 'job', 'claims', 'rise', 'washington', 'reuters', 'us', 'consumer', 'prices', 'inched', 'up', 'just', 'percent', 'last', 'month', 'as', 'gasoline', 'and', 'car', 'prices', 'tumbled', 'the', 'government', 'said', 'on', 'thursday', 'in', 'a', 'report', 'suggesting', 'an', 'inflation', 'spike', 'earlier', 'this', 'year', 'was', 'an', 'aberration']\n",
      "Removed Stopwords: ['us', 'august', 'inflation', 'mild', 'job', 'claims', 'rise', 'washington', 'reuters', 'us', 'consumer', 'prices', 'inched', 'percent', 'last', 'month', 'gasoline', 'car', 'prices', 'tumbled', 'government', 'said', 'thursday', 'report', 'suggesting', 'inflation', 'spike', 'earlier', 'year', 'aberration']\n",
      "Stemmed Tokens: ['us', 'august', 'inflat', 'mild', 'job', 'claim', 'rise', 'washington', 'reuter', 'us', 'consum', 'price', 'inch', 'percent', 'last', 'month', 'gasolin', 'car', 'price', 'tumbl', 'govern', 'said', 'thursday', 'report', 'suggest', 'inflat', 'spike', 'earlier', 'year', 'aberr']\n",
      "Final Preprocessed Text: us august inflat mild job claim rise washington reuter us consum price inch percent last month gasolin car price tumbl govern said thursday report suggest inflat spike earlier year aberr\n",
      "\n",
      "Original Text: Divided S.E.C. Likely to Ask Hedge Funds for More Data A deeply divided S.E.C. is expected to approve rules requiring all but the smallest hedge funds to register with the S.E.C. and make their records available.\n",
      "Lowercased Text: divided s.e.c. likely to ask hedge funds for more data a deeply divided s.e.c. is expected to approve rules requiring all but the smallest hedge funds to register with the s.e.c. and make their records available.\n",
      "Removed URLs: divided s.e.c. likely to ask hedge funds for more data a deeply divided s.e.c. is expected to approve rules requiring all but the smallest hedge funds to register with the s.e.c. and make their records available.\n",
      "Removed HTML Tags: divided s.e.c. likely to ask hedge funds for more data a deeply divided s.e.c. is expected to approve rules requiring all but the smallest hedge funds to register with the s.e.c. and make their records available.\n",
      "Removed Special Characters: divided sec likely to ask hedge funds for more data a deeply divided sec is expected to approve rules requiring all but the smallest hedge funds to register with the sec and make their records available\n",
      "Tokens: ['divided', 'sec', 'likely', 'to', 'ask', 'hedge', 'funds', 'for', 'more', 'data', 'a', 'deeply', 'divided', 'sec', 'is', 'expected', 'to', 'approve', 'rules', 'requiring', 'all', 'but', 'the', 'smallest', 'hedge', 'funds', 'to', 'register', 'with', 'the', 'sec', 'and', 'make', 'their', 'records', 'available']\n",
      "Removed Stopwords: ['divided', 'sec', 'likely', 'ask', 'hedge', 'funds', 'data', 'deeply', 'divided', 'sec', 'expected', 'approve', 'rules', 'requiring', 'smallest', 'hedge', 'funds', 'register', 'sec', 'make', 'records', 'available']\n",
      "Stemmed Tokens: ['divid', 'sec', 'like', 'ask', 'hedg', 'fund', 'data', 'deepli', 'divid', 'sec', 'expect', 'approv', 'rule', 'requir', 'smallest', 'hedg', 'fund', 'regist', 'sec', 'make', 'record', 'avail']\n",
      "Final Preprocessed Text: divid sec like ask hedg fund data deepli divid sec expect approv rule requir smallest hedg fund regist sec make record avail\n",
      "\n",
      "Original Text: Nestle Confirms Targets After Rivals Warn Nestle confirmed its 2004 guidance on Tuesday, a day after competitors Unilever and Colgate-Palmolive cast doubts over the consumer goods industry #39;s outlook by issuing profit warnings.\n",
      "Lowercased Text: nestle confirms targets after rivals warn nestle confirmed its 2004 guidance on tuesday, a day after competitors unilever and colgate-palmolive cast doubts over the consumer goods industry #39;s outlook by issuing profit warnings.\n",
      "Removed URLs: nestle confirms targets after rivals warn nestle confirmed its 2004 guidance on tuesday, a day after competitors unilever and colgate-palmolive cast doubts over the consumer goods industry #39;s outlook by issuing profit warnings.\n",
      "Removed HTML Tags: nestle confirms targets after rivals warn nestle confirmed its 2004 guidance on tuesday, a day after competitors unilever and colgate-palmolive cast doubts over the consumer goods industry #39;s outlook by issuing profit warnings.\n",
      "Removed Special Characters: nestle confirms targets after rivals warn nestle confirmed its  guidance on tuesday a day after competitors unilever and colgatepalmolive cast doubts over the consumer goods industry s outlook by issuing profit warnings\n",
      "Tokens: ['nestle', 'confirms', 'targets', 'after', 'rivals', 'warn', 'nestle', 'confirmed', 'its', 'guidance', 'on', 'tuesday', 'a', 'day', 'after', 'competitors', 'unilever', 'and', 'colgatepalmolive', 'cast', 'doubts', 'over', 'the', 'consumer', 'goods', 'industry', 's', 'outlook', 'by', 'issuing', 'profit', 'warnings']\n",
      "Removed Stopwords: ['nestle', 'confirms', 'targets', 'rivals', 'warn', 'nestle', 'confirmed', 'guidance', 'tuesday', 'day', 'competitors', 'unilever', 'colgatepalmolive', 'cast', 'doubts', 'consumer', 'goods', 'industry', 'outlook', 'issuing', 'profit', 'warnings']\n",
      "Stemmed Tokens: ['nestl', 'confirm', 'target', 'rival', 'warn', 'nestl', 'confirm', 'guidanc', 'tuesday', 'day', 'competitor', 'unilev', 'colgatepalmol', 'cast', 'doubt', 'consum', 'good', 'industri', 'outlook', 'issu', 'profit', 'warn']\n",
      "Final Preprocessed Text: nestl confirm target rival warn nestl confirm guidanc tuesday day competitor unilev colgatepalmol cast doubt consum good industri outlook issu profit warn\n",
      "\n",
      "Original Text: Ireland #39;s National Carrier Seeks Govt. Aid Ireland #39;s state-owned carrier, Aer Lingus, has asked the government for a grant worth euro200 million to euro300 million (US\\$250 million to US\\$375 million) to begin buying 10 or more long-haul aircraft from either Boeing or Airbus.\n",
      "Lowercased Text: ireland #39;s national carrier seeks govt. aid ireland #39;s state-owned carrier, aer lingus, has asked the government for a grant worth euro200 million to euro300 million (us\\$250 million to us\\$375 million) to begin buying 10 or more long-haul aircraft from either boeing or airbus.\n",
      "Removed URLs: ireland #39;s national carrier seeks govt. aid ireland #39;s state-owned carrier, aer lingus, has asked the government for a grant worth euro200 million to euro300 million (us\\$250 million to us\\$375 million) to begin buying 10 or more long-haul aircraft from either boeing or airbus.\n",
      "Removed HTML Tags: ireland #39;s national carrier seeks govt. aid ireland #39;s state-owned carrier, aer lingus, has asked the government for a grant worth euro200 million to euro300 million (us\\$250 million to us\\$375 million) to begin buying 10 or more long-haul aircraft from either boeing or airbus.\n",
      "Removed Special Characters: ireland s national carrier seeks govt aid ireland s stateowned carrier aer lingus has asked the government for a grant worth euro million to euro million us million to us million to begin buying  or more longhaul aircraft from either boeing or airbus\n",
      "Tokens: ['ireland', 's', 'national', 'carrier', 'seeks', 'govt', 'aid', 'ireland', 's', 'stateowned', 'carrier', 'aer', 'lingus', 'has', 'asked', 'the', 'government', 'for', 'a', 'grant', 'worth', 'euro', 'million', 'to', 'euro', 'million', 'us', 'million', 'to', 'us', 'million', 'to', 'begin', 'buying', 'or', 'more', 'longhaul', 'aircraft', 'from', 'either', 'boeing', 'or', 'airbus']\n",
      "Removed Stopwords: ['ireland', 'national', 'carrier', 'seeks', 'govt', 'aid', 'ireland', 'stateowned', 'carrier', 'aer', 'lingus', 'asked', 'government', 'grant', 'worth', 'euro', 'million', 'euro', 'million', 'us', 'million', 'us', 'million', 'begin', 'buying', 'longhaul', 'aircraft', 'either', 'boeing', 'airbus']\n",
      "Stemmed Tokens: ['ireland', 'nation', 'carrier', 'seek', 'govt', 'aid', 'ireland', 'stateown', 'carrier', 'aer', 'lingu', 'ask', 'govern', 'grant', 'worth', 'euro', 'million', 'euro', 'million', 'us', 'million', 'us', 'million', 'begin', 'buy', 'longhaul', 'aircraft', 'either', 'boe', 'airbu']\n",
      "Final Preprocessed Text: ireland nation carrier seek govt aid ireland stateown carrier aer lingu ask govern grant worth euro million euro million us million us million begin buy longhaul aircraft either boe airbu\n",
      "\n",
      "Original Text: Nortel Cuts Fewer Jobs, Exits Real Estate  OTTAWA (Reuters) - Nortel Networks Corp. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=NT.TO target=/stocks/quickinfo/fullquote\"&gt;NT.TO&lt;/A&gt; on  Thursday said it would eliminate about 10 percent of its work  force, slightly less than previously estimated, and consolidate  real estate in a cost-cutting plan that will save \\$500 million  in 2005.\n",
      "Lowercased Text: nortel cuts fewer jobs, exits real estate  ottawa (reuters) - nortel networks corp. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=nt.to target=/stocks/quickinfo/fullquote\"&gt;nt.to&lt;/a&gt; on  thursday said it would eliminate about 10 percent of its work  force, slightly less than previously estimated, and consolidate  real estate in a cost-cutting plan that will save \\$500 million  in 2005.\n",
      "Removed URLs: nortel cuts fewer jobs, exits real estate  ottawa (reuters) - nortel networks corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;nt.to&lt;/a&gt; on  thursday said it would eliminate about 10 percent of its work  force, slightly less than previously estimated, and consolidate  real estate in a cost-cutting plan that will save \\$500 million  in 2005.\n",
      "Removed HTML Tags: nortel cuts fewer jobs, exits real estate  ottawa (reuters) - nortel networks corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;nt.to&lt;/a&gt; on  thursday said it would eliminate about 10 percent of its work  force, slightly less than previously estimated, and consolidate  real estate in a cost-cutting plan that will save \\$500 million  in 2005.\n",
      "Removed Special Characters: nortel cuts fewer jobs exits real estate  ottawa reuters  nortel networks corp lta href targetstocksquickinfofullquotegtnttoltagt on  thursday said it would eliminate about  percent of its work  force slightly less than previously estimated and consolidate  real estate in a costcutting plan that will save  million  in \n",
      "Tokens: ['nortel', 'cuts', 'fewer', 'jobs', 'exits', 'real', 'estate', 'ottawa', 'reuters', 'nortel', 'networks', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtnttoltagt', 'on', 'thursday', 'said', 'it', 'would', 'eliminate', 'about', 'percent', 'of', 'its', 'work', 'force', 'slightly', 'less', 'than', 'previously', 'estimated', 'and', 'consolidate', 'real', 'estate', 'in', 'a', 'costcutting', 'plan', 'that', 'will', 'save', 'million', 'in']\n",
      "Removed Stopwords: ['nortel', 'cuts', 'fewer', 'jobs', 'exits', 'real', 'estate', 'ottawa', 'reuters', 'nortel', 'networks', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtnttoltagt', 'thursday', 'said', 'would', 'eliminate', 'percent', 'work', 'force', 'slightly', 'less', 'previously', 'estimated', 'consolidate', 'real', 'estate', 'costcutting', 'plan', 'save', 'million']\n",
      "Stemmed Tokens: ['nortel', 'cut', 'fewer', 'job', 'exit', 'real', 'estat', 'ottawa', 'reuter', 'nortel', 'network', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtnttoltagt', 'thursday', 'said', 'would', 'elimin', 'percent', 'work', 'forc', 'slightli', 'less', 'previous', 'estim', 'consolid', 'real', 'estat', 'costcut', 'plan', 'save', 'million']\n",
      "Final Preprocessed Text: nortel cut fewer job exit real estat ottawa reuter nortel network corp lta href targetstocksquickinfofullquotegtnttoltagt thursday said would elimin percent work forc slightli less previous estim consolid real estat costcut plan save million\n",
      "\n",
      "Original Text: BASS moving headquarters to Florida The Bass Anglers Sportsman Society is moving its headquarters to Central Florida. The bass fishing organization, based in Montgomery since its inception in 1967, announced Monday \n",
      "Lowercased Text: bass moving headquarters to florida the bass anglers sportsman society is moving its headquarters to central florida. the bass fishing organization, based in montgomery since its inception in 1967, announced monday \n",
      "Removed URLs: bass moving headquarters to florida the bass anglers sportsman society is moving its headquarters to central florida. the bass fishing organization, based in montgomery since its inception in 1967, announced monday \n",
      "Removed HTML Tags: bass moving headquarters to florida the bass anglers sportsman society is moving its headquarters to central florida. the bass fishing organization, based in montgomery since its inception in 1967, announced monday \n",
      "Removed Special Characters: bass moving headquarters to florida the bass anglers sportsman society is moving its headquarters to central florida the bass fishing organization based in montgomery since its inception in  announced monday \n",
      "Tokens: ['bass', 'moving', 'headquarters', 'to', 'florida', 'the', 'bass', 'anglers', 'sportsman', 'society', 'is', 'moving', 'its', 'headquarters', 'to', 'central', 'florida', 'the', 'bass', 'fishing', 'organization', 'based', 'in', 'montgomery', 'since', 'its', 'inception', 'in', 'announced', 'monday']\n",
      "Removed Stopwords: ['bass', 'moving', 'headquarters', 'florida', 'bass', 'anglers', 'sportsman', 'society', 'moving', 'headquarters', 'central', 'florida', 'bass', 'fishing', 'organization', 'based', 'montgomery', 'since', 'inception', 'announced', 'monday']\n",
      "Stemmed Tokens: ['bass', 'move', 'headquart', 'florida', 'bass', 'angler', 'sportsman', 'societi', 'move', 'headquart', 'central', 'florida', 'bass', 'fish', 'organ', 'base', 'montgomeri', 'sinc', 'incept', 'announc', 'monday']\n",
      "Final Preprocessed Text: bass move headquart florida bass angler sportsman societi move headquart central florida bass fish organ base montgomeri sinc incept announc monday\n",
      "\n",
      "Original Text: 230m claim against FT struck out The High Court in London has struck out the bulk of a record 240m libel damages claim brought against the Financial Times by investment bank Collins Stewart Tullet.\n",
      "Lowercased Text: 230m claim against ft struck out the high court in london has struck out the bulk of a record 240m libel damages claim brought against the financial times by investment bank collins stewart tullet.\n",
      "Removed URLs: 230m claim against ft struck out the high court in london has struck out the bulk of a record 240m libel damages claim brought against the financial times by investment bank collins stewart tullet.\n",
      "Removed HTML Tags: 230m claim against ft struck out the high court in london has struck out the bulk of a record 240m libel damages claim brought against the financial times by investment bank collins stewart tullet.\n",
      "Removed Special Characters: m claim against ft struck out the high court in london has struck out the bulk of a record m libel damages claim brought against the financial times by investment bank collins stewart tullet\n",
      "Tokens: ['m', 'claim', 'against', 'ft', 'struck', 'out', 'the', 'high', 'court', 'in', 'london', 'has', 'struck', 'out', 'the', 'bulk', 'of', 'a', 'record', 'm', 'libel', 'damages', 'claim', 'brought', 'against', 'the', 'financial', 'times', 'by', 'investment', 'bank', 'collins', 'stewart', 'tullet']\n",
      "Removed Stopwords: ['claim', 'ft', 'struck', 'high', 'court', 'london', 'struck', 'bulk', 'record', 'libel', 'damages', 'claim', 'brought', 'financial', 'times', 'investment', 'bank', 'collins', 'stewart', 'tullet']\n",
      "Stemmed Tokens: ['claim', 'ft', 'struck', 'high', 'court', 'london', 'struck', 'bulk', 'record', 'libel', 'damag', 'claim', 'brought', 'financi', 'time', 'invest', 'bank', 'collin', 'stewart', 'tullet']\n",
      "Final Preprocessed Text: claim ft struck high court london struck bulk record libel damag claim brought financi time invest bank collin stewart tullet\n",
      "\n",
      "Original Text: Auto sales rise; Asians gain share Consumers shrugged off higher gasoline prices and weaker economic conditions to lift new car and truck sales up 2.2 percent in October.\n",
      "Lowercased Text: auto sales rise; asians gain share consumers shrugged off higher gasoline prices and weaker economic conditions to lift new car and truck sales up 2.2 percent in october.\n",
      "Removed URLs: auto sales rise; asians gain share consumers shrugged off higher gasoline prices and weaker economic conditions to lift new car and truck sales up 2.2 percent in october.\n",
      "Removed HTML Tags: auto sales rise; asians gain share consumers shrugged off higher gasoline prices and weaker economic conditions to lift new car and truck sales up 2.2 percent in october.\n",
      "Removed Special Characters: auto sales rise asians gain share consumers shrugged off higher gasoline prices and weaker economic conditions to lift new car and truck sales up  percent in october\n",
      "Tokens: ['auto', 'sales', 'rise', 'asians', 'gain', 'share', 'consumers', 'shrugged', 'off', 'higher', 'gasoline', 'prices', 'and', 'weaker', 'economic', 'conditions', 'to', 'lift', 'new', 'car', 'and', 'truck', 'sales', 'up', 'percent', 'in', 'october']\n",
      "Removed Stopwords: ['auto', 'sales', 'rise', 'asians', 'gain', 'share', 'consumers', 'shrugged', 'higher', 'gasoline', 'prices', 'weaker', 'economic', 'conditions', 'lift', 'new', 'car', 'truck', 'sales', 'percent', 'october']\n",
      "Stemmed Tokens: ['auto', 'sale', 'rise', 'asian', 'gain', 'share', 'consum', 'shrug', 'higher', 'gasolin', 'price', 'weaker', 'econom', 'condit', 'lift', 'new', 'car', 'truck', 'sale', 'percent', 'octob']\n",
      "Final Preprocessed Text: auto sale rise asian gain share consum shrug higher gasolin price weaker econom condit lift new car truck sale percent octob\n",
      "\n",
      "Original Text: US Airways Said to Plan to Ask Court for Pay Cuts S Airways plans to ask a federal bankruptcy judge on Oct. 7 to impose temporary pay cuts on its workers unless it can reach agreement with its unions before then, people who have been briefed on the company #39;s strategy said yesterday.\n",
      "Lowercased Text: us airways said to plan to ask court for pay cuts s airways plans to ask a federal bankruptcy judge on oct. 7 to impose temporary pay cuts on its workers unless it can reach agreement with its unions before then, people who have been briefed on the company #39;s strategy said yesterday.\n",
      "Removed URLs: us airways said to plan to ask court for pay cuts s airways plans to ask a federal bankruptcy judge on oct. 7 to impose temporary pay cuts on its workers unless it can reach agreement with its unions before then, people who have been briefed on the company #39;s strategy said yesterday.\n",
      "Removed HTML Tags: us airways said to plan to ask court for pay cuts s airways plans to ask a federal bankruptcy judge on oct. 7 to impose temporary pay cuts on its workers unless it can reach agreement with its unions before then, people who have been briefed on the company #39;s strategy said yesterday.\n",
      "Removed Special Characters: us airways said to plan to ask court for pay cuts s airways plans to ask a federal bankruptcy judge on oct  to impose temporary pay cuts on its workers unless it can reach agreement with its unions before then people who have been briefed on the company s strategy said yesterday\n",
      "Tokens: ['us', 'airways', 'said', 'to', 'plan', 'to', 'ask', 'court', 'for', 'pay', 'cuts', 's', 'airways', 'plans', 'to', 'ask', 'a', 'federal', 'bankruptcy', 'judge', 'on', 'oct', 'to', 'impose', 'temporary', 'pay', 'cuts', 'on', 'its', 'workers', 'unless', 'it', 'can', 'reach', 'agreement', 'with', 'its', 'unions', 'before', 'then', 'people', 'who', 'have', 'been', 'briefed', 'on', 'the', 'company', 's', 'strategy', 'said', 'yesterday']\n",
      "Removed Stopwords: ['us', 'airways', 'said', 'plan', 'ask', 'court', 'pay', 'cuts', 'airways', 'plans', 'ask', 'federal', 'bankruptcy', 'judge', 'oct', 'impose', 'temporary', 'pay', 'cuts', 'workers', 'unless', 'reach', 'agreement', 'unions', 'people', 'briefed', 'company', 'strategy', 'said', 'yesterday']\n",
      "Stemmed Tokens: ['us', 'airway', 'said', 'plan', 'ask', 'court', 'pay', 'cut', 'airway', 'plan', 'ask', 'feder', 'bankruptci', 'judg', 'oct', 'impos', 'temporari', 'pay', 'cut', 'worker', 'unless', 'reach', 'agreement', 'union', 'peopl', 'brief', 'compani', 'strategi', 'said', 'yesterday']\n",
      "Final Preprocessed Text: us airway said plan ask court pay cut airway plan ask feder bankruptci judg oct impos temporari pay cut worker unless reach agreement union peopl brief compani strategi said yesterday\n",
      "\n",
      "Original Text: Residents Protest Nation #39;s First Hydrogen Refueling Station Two dozen protesters greeted Mayor Tony Williams and top executives of Shell, who came to open North America #39;s first hydrogen refueling station.\n",
      "Lowercased Text: residents protest nation #39;s first hydrogen refueling station two dozen protesters greeted mayor tony williams and top executives of shell, who came to open north america #39;s first hydrogen refueling station.\n",
      "Removed URLs: residents protest nation #39;s first hydrogen refueling station two dozen protesters greeted mayor tony williams and top executives of shell, who came to open north america #39;s first hydrogen refueling station.\n",
      "Removed HTML Tags: residents protest nation #39;s first hydrogen refueling station two dozen protesters greeted mayor tony williams and top executives of shell, who came to open north america #39;s first hydrogen refueling station.\n",
      "Removed Special Characters: residents protest nation s first hydrogen refueling station two dozen protesters greeted mayor tony williams and top executives of shell who came to open north america s first hydrogen refueling station\n",
      "Tokens: ['residents', 'protest', 'nation', 's', 'first', 'hydrogen', 'refueling', 'station', 'two', 'dozen', 'protesters', 'greeted', 'mayor', 'tony', 'williams', 'and', 'top', 'executives', 'of', 'shell', 'who', 'came', 'to', 'open', 'north', 'america', 's', 'first', 'hydrogen', 'refueling', 'station']\n",
      "Removed Stopwords: ['residents', 'protest', 'nation', 'first', 'hydrogen', 'refueling', 'station', 'two', 'dozen', 'protesters', 'greeted', 'mayor', 'tony', 'williams', 'top', 'executives', 'shell', 'came', 'open', 'north', 'america', 'first', 'hydrogen', 'refueling', 'station']\n",
      "Stemmed Tokens: ['resid', 'protest', 'nation', 'first', 'hydrogen', 'refuel', 'station', 'two', 'dozen', 'protest', 'greet', 'mayor', 'toni', 'william', 'top', 'execut', 'shell', 'came', 'open', 'north', 'america', 'first', 'hydrogen', 'refuel', 'station']\n",
      "Final Preprocessed Text: resid protest nation first hydrogen refuel station two dozen protest greet mayor toni william top execut shell came open north america first hydrogen refuel station\n",
      "\n",
      "Original Text: Challenger disappoints with writedown The Kerry Packer-backed Challenger Financial Services Group has reported its first net loss since incorporating, impacted by a massive writedown of goodwill.\n",
      "Lowercased Text: challenger disappoints with writedown the kerry packer-backed challenger financial services group has reported its first net loss since incorporating, impacted by a massive writedown of goodwill.\n",
      "Removed URLs: challenger disappoints with writedown the kerry packer-backed challenger financial services group has reported its first net loss since incorporating, impacted by a massive writedown of goodwill.\n",
      "Removed HTML Tags: challenger disappoints with writedown the kerry packer-backed challenger financial services group has reported its first net loss since incorporating, impacted by a massive writedown of goodwill.\n",
      "Removed Special Characters: challenger disappoints with writedown the kerry packerbacked challenger financial services group has reported its first net loss since incorporating impacted by a massive writedown of goodwill\n",
      "Tokens: ['challenger', 'disappoints', 'with', 'writedown', 'the', 'kerry', 'packerbacked', 'challenger', 'financial', 'services', 'group', 'has', 'reported', 'its', 'first', 'net', 'loss', 'since', 'incorporating', 'impacted', 'by', 'a', 'massive', 'writedown', 'of', 'goodwill']\n",
      "Removed Stopwords: ['challenger', 'disappoints', 'writedown', 'kerry', 'packerbacked', 'challenger', 'financial', 'services', 'group', 'reported', 'first', 'net', 'loss', 'since', 'incorporating', 'impacted', 'massive', 'writedown', 'goodwill']\n",
      "Stemmed Tokens: ['challeng', 'disappoint', 'writedown', 'kerri', 'packerback', 'challeng', 'financi', 'servic', 'group', 'report', 'first', 'net', 'loss', 'sinc', 'incorpor', 'impact', 'massiv', 'writedown', 'goodwil']\n",
      "Final Preprocessed Text: challeng disappoint writedown kerri packerback challeng financi servic group report first net loss sinc incorpor impact massiv writedown goodwil\n",
      "\n",
      "Original Text: Oracle Quarterly Net Income Rises 16 Pct Oracle Corp. (ORCL.O: Quote, Profile, Research) on Tuesday reported a 16 percent rise in quarterly net income as the world #39;s second largest software company benefited \n",
      "Lowercased Text: oracle quarterly net income rises 16 pct oracle corp. (orcl.o: quote, profile, research) on tuesday reported a 16 percent rise in quarterly net income as the world #39;s second largest software company benefited \n",
      "Removed URLs: oracle quarterly net income rises 16 pct oracle corp. (orcl.o: quote, profile, research) on tuesday reported a 16 percent rise in quarterly net income as the world #39;s second largest software company benefited \n",
      "Removed HTML Tags: oracle quarterly net income rises 16 pct oracle corp. (orcl.o: quote, profile, research) on tuesday reported a 16 percent rise in quarterly net income as the world #39;s second largest software company benefited \n",
      "Removed Special Characters: oracle quarterly net income rises  pct oracle corp orclo quote profile research on tuesday reported a  percent rise in quarterly net income as the world s second largest software company benefited \n",
      "Tokens: ['oracle', 'quarterly', 'net', 'income', 'rises', 'pct', 'oracle', 'corp', 'orclo', 'quote', 'profile', 'research', 'on', 'tuesday', 'reported', 'a', 'percent', 'rise', 'in', 'quarterly', 'net', 'income', 'as', 'the', 'world', 's', 'second', 'largest', 'software', 'company', 'benefited']\n",
      "Removed Stopwords: ['oracle', 'quarterly', 'net', 'income', 'rises', 'pct', 'oracle', 'corp', 'orclo', 'quote', 'profile', 'research', 'tuesday', 'reported', 'percent', 'rise', 'quarterly', 'net', 'income', 'world', 'second', 'largest', 'software', 'company', 'benefited']\n",
      "Stemmed Tokens: ['oracl', 'quarterli', 'net', 'incom', 'rise', 'pct', 'oracl', 'corp', 'orclo', 'quot', 'profil', 'research', 'tuesday', 'report', 'percent', 'rise', 'quarterli', 'net', 'incom', 'world', 'second', 'largest', 'softwar', 'compani', 'benefit']\n",
      "Final Preprocessed Text: oracl quarterli net incom rise pct oracl corp orclo quot profil research tuesday report percent rise quarterli net incom world second largest softwar compani benefit\n",
      "\n",
      "Original Text: Financial planning an option for Coles COLES Myer Ltd chief executive Mr John Fletcher yesterday said he was interested in branching out from the retail business into financial planning services for the groups customers.\n",
      "Lowercased Text: financial planning an option for coles coles myer ltd chief executive mr john fletcher yesterday said he was interested in branching out from the retail business into financial planning services for the groups customers.\n",
      "Removed URLs: financial planning an option for coles coles myer ltd chief executive mr john fletcher yesterday said he was interested in branching out from the retail business into financial planning services for the groups customers.\n",
      "Removed HTML Tags: financial planning an option for coles coles myer ltd chief executive mr john fletcher yesterday said he was interested in branching out from the retail business into financial planning services for the groups customers.\n",
      "Removed Special Characters: financial planning an option for coles coles myer ltd chief executive mr john fletcher yesterday said he was interested in branching out from the retail business into financial planning services for the groups customers\n",
      "Tokens: ['financial', 'planning', 'an', 'option', 'for', 'coles', 'coles', 'myer', 'ltd', 'chief', 'executive', 'mr', 'john', 'fletcher', 'yesterday', 'said', 'he', 'was', 'interested', 'in', 'branching', 'out', 'from', 'the', 'retail', 'business', 'into', 'financial', 'planning', 'services', 'for', 'the', 'groups', 'customers']\n",
      "Removed Stopwords: ['financial', 'planning', 'option', 'coles', 'coles', 'myer', 'ltd', 'chief', 'executive', 'mr', 'john', 'fletcher', 'yesterday', 'said', 'interested', 'branching', 'retail', 'business', 'financial', 'planning', 'services', 'groups', 'customers']\n",
      "Stemmed Tokens: ['financi', 'plan', 'option', 'cole', 'cole', 'myer', 'ltd', 'chief', 'execut', 'mr', 'john', 'fletcher', 'yesterday', 'said', 'interest', 'branch', 'retail', 'busi', 'financi', 'plan', 'servic', 'group', 'custom']\n",
      "Final Preprocessed Text: financi plan option cole cole myer ltd chief execut mr john fletcher yesterday said interest branch retail busi financi plan servic group custom\n",
      "\n",
      "Original Text: Transport strike hits Netherlands Public transport grinds to a halt in the Netherlands as workers strike against the government's planned welfare cuts.\n",
      "Lowercased Text: transport strike hits netherlands public transport grinds to a halt in the netherlands as workers strike against the government's planned welfare cuts.\n",
      "Removed URLs: transport strike hits netherlands public transport grinds to a halt in the netherlands as workers strike against the government's planned welfare cuts.\n",
      "Removed HTML Tags: transport strike hits netherlands public transport grinds to a halt in the netherlands as workers strike against the government's planned welfare cuts.\n",
      "Removed Special Characters: transport strike hits netherlands public transport grinds to a halt in the netherlands as workers strike against the governments planned welfare cuts\n",
      "Tokens: ['transport', 'strike', 'hits', 'netherlands', 'public', 'transport', 'grinds', 'to', 'a', 'halt', 'in', 'the', 'netherlands', 'as', 'workers', 'strike', 'against', 'the', 'governments', 'planned', 'welfare', 'cuts']\n",
      "Removed Stopwords: ['transport', 'strike', 'hits', 'netherlands', 'public', 'transport', 'grinds', 'halt', 'netherlands', 'workers', 'strike', 'governments', 'planned', 'welfare', 'cuts']\n",
      "Stemmed Tokens: ['transport', 'strike', 'hit', 'netherland', 'public', 'transport', 'grind', 'halt', 'netherland', 'worker', 'strike', 'govern', 'plan', 'welfar', 'cut']\n",
      "Final Preprocessed Text: transport strike hit netherland public transport grind halt netherland worker strike govern plan welfar cut\n",
      "\n",
      "Original Text: MetroPCS obtains Cingular air com November 29, 2004, 8:33 AM PT. Wired  amp; Wireless continues its reign as the top IT priority among IT managers due to widespread IP telephony deployment and other network infrastructure upgrades.\n",
      "Lowercased Text: metropcs obtains cingular air com november 29, 2004, 8:33 am pt. wired  amp; wireless continues its reign as the top it priority among it managers due to widespread ip telephony deployment and other network infrastructure upgrades.\n",
      "Removed URLs: metropcs obtains cingular air com november 29, 2004, 8:33 am pt. wired  amp; wireless continues its reign as the top it priority among it managers due to widespread ip telephony deployment and other network infrastructure upgrades.\n",
      "Removed HTML Tags: metropcs obtains cingular air com november 29, 2004, 8:33 am pt. wired  amp; wireless continues its reign as the top it priority among it managers due to widespread ip telephony deployment and other network infrastructure upgrades.\n",
      "Removed Special Characters: metropcs obtains cingular air com november    am pt wired  amp wireless continues its reign as the top it priority among it managers due to widespread ip telephony deployment and other network infrastructure upgrades\n",
      "Tokens: ['metropcs', 'obtains', 'cingular', 'air', 'com', 'november', 'am', 'pt', 'wired', 'amp', 'wireless', 'continues', 'its', 'reign', 'as', 'the', 'top', 'it', 'priority', 'among', 'it', 'managers', 'due', 'to', 'widespread', 'ip', 'telephony', 'deployment', 'and', 'other', 'network', 'infrastructure', 'upgrades']\n",
      "Removed Stopwords: ['metropcs', 'obtains', 'cingular', 'air', 'com', 'november', 'pt', 'wired', 'amp', 'wireless', 'continues', 'reign', 'top', 'priority', 'among', 'managers', 'due', 'widespread', 'ip', 'telephony', 'deployment', 'network', 'infrastructure', 'upgrades']\n",
      "Stemmed Tokens: ['metropc', 'obtain', 'cingular', 'air', 'com', 'novemb', 'pt', 'wire', 'amp', 'wireless', 'continu', 'reign', 'top', 'prioriti', 'among', 'manag', 'due', 'widespread', 'ip', 'telephoni', 'deploy', 'network', 'infrastructur', 'upgrad']\n",
      "Final Preprocessed Text: metropc obtain cingular air com novemb pt wire amp wireless continu reign top prioriti among manag due widespread ip telephoni deploy network infrastructur upgrad\n",
      "\n",
      "Original Text: 3 Former Enron Executives to Share a Trial Kenneth Lay, a founder of the Enron Corporation, will get two criminal trials - one by himself and one with his former protg, Jeffrey Skilling, a judge ruled Tuesday.\n",
      "Lowercased Text: 3 former enron executives to share a trial kenneth lay, a founder of the enron corporation, will get two criminal trials - one by himself and one with his former protg, jeffrey skilling, a judge ruled tuesday.\n",
      "Removed URLs: 3 former enron executives to share a trial kenneth lay, a founder of the enron corporation, will get two criminal trials - one by himself and one with his former protg, jeffrey skilling, a judge ruled tuesday.\n",
      "Removed HTML Tags: 3 former enron executives to share a trial kenneth lay, a founder of the enron corporation, will get two criminal trials - one by himself and one with his former protg, jeffrey skilling, a judge ruled tuesday.\n",
      "Removed Special Characters:  former enron executives to share a trial kenneth lay a founder of the enron corporation will get two criminal trials  one by himself and one with his former protg jeffrey skilling a judge ruled tuesday\n",
      "Tokens: ['former', 'enron', 'executives', 'to', 'share', 'a', 'trial', 'kenneth', 'lay', 'a', 'founder', 'of', 'the', 'enron', 'corporation', 'will', 'get', 'two', 'criminal', 'trials', 'one', 'by', 'himself', 'and', 'one', 'with', 'his', 'former', 'protg', 'jeffrey', 'skilling', 'a', 'judge', 'ruled', 'tuesday']\n",
      "Removed Stopwords: ['former', 'enron', 'executives', 'share', 'trial', 'kenneth', 'lay', 'founder', 'enron', 'corporation', 'get', 'two', 'criminal', 'trials', 'one', 'one', 'former', 'protg', 'jeffrey', 'skilling', 'judge', 'ruled', 'tuesday']\n",
      "Stemmed Tokens: ['former', 'enron', 'execut', 'share', 'trial', 'kenneth', 'lay', 'founder', 'enron', 'corpor', 'get', 'two', 'crimin', 'trial', 'one', 'one', 'former', 'protg', 'jeffrey', 'skill', 'judg', 'rule', 'tuesday']\n",
      "Final Preprocessed Text: former enron execut share trial kenneth lay founder enron corpor get two crimin trial one one former protg jeffrey skill judg rule tuesday\n",
      "\n",
      "Original Text: World Trade Organization holds off on sanctions over US anti &lt;b&gt;...&lt;/b&gt; The World Trade Organization held off Wednesday on approving stiff sanctions on US exports - ranging from cod to mobile homes - intended to punish Washington until it repeals the so-called Byrd amendment.\n",
      "Lowercased Text: world trade organization holds off on sanctions over us anti &lt;b&gt;...&lt;/b&gt; the world trade organization held off wednesday on approving stiff sanctions on us exports - ranging from cod to mobile homes - intended to punish washington until it repeals the so-called byrd amendment.\n",
      "Removed URLs: world trade organization holds off on sanctions over us anti &lt;b&gt;...&lt;/b&gt; the world trade organization held off wednesday on approving stiff sanctions on us exports - ranging from cod to mobile homes - intended to punish washington until it repeals the so-called byrd amendment.\n",
      "Removed HTML Tags: world trade organization holds off on sanctions over us anti &lt;b&gt;...&lt;/b&gt; the world trade organization held off wednesday on approving stiff sanctions on us exports - ranging from cod to mobile homes - intended to punish washington until it repeals the so-called byrd amendment.\n",
      "Removed Special Characters: world trade organization holds off on sanctions over us anti ltbgtltbgt the world trade organization held off wednesday on approving stiff sanctions on us exports  ranging from cod to mobile homes  intended to punish washington until it repeals the socalled byrd amendment\n",
      "Tokens: ['world', 'trade', 'organization', 'holds', 'off', 'on', 'sanctions', 'over', 'us', 'anti', 'ltbgtltbgt', 'the', 'world', 'trade', 'organization', 'held', 'off', 'wednesday', 'on', 'approving', 'stiff', 'sanctions', 'on', 'us', 'exports', 'ranging', 'from', 'cod', 'to', 'mobile', 'homes', 'intended', 'to', 'punish', 'washington', 'until', 'it', 'repeals', 'the', 'socalled', 'byrd', 'amendment']\n",
      "Removed Stopwords: ['world', 'trade', 'organization', 'holds', 'sanctions', 'us', 'anti', 'ltbgtltbgt', 'world', 'trade', 'organization', 'held', 'wednesday', 'approving', 'stiff', 'sanctions', 'us', 'exports', 'ranging', 'cod', 'mobile', 'homes', 'intended', 'punish', 'washington', 'repeals', 'socalled', 'byrd', 'amendment']\n",
      "Stemmed Tokens: ['world', 'trade', 'organ', 'hold', 'sanction', 'us', 'anti', 'ltbgtltbgt', 'world', 'trade', 'organ', 'held', 'wednesday', 'approv', 'stiff', 'sanction', 'us', 'export', 'rang', 'cod', 'mobil', 'home', 'intend', 'punish', 'washington', 'repeal', 'socal', 'byrd', 'amend']\n",
      "Final Preprocessed Text: world trade organ hold sanction us anti ltbgtltbgt world trade organ held wednesday approv stiff sanction us export rang cod mobil home intend punish washington repeal socal byrd amend\n",
      "\n",
      "Original Text: Market not ready to cheer Despite announcing the biggest news in its short history, OSI Pharmaceuticals stock fell nearly 10 percent Friday, as some investors grew nervous about whether its newly approved cancer drug would be the bonanza they expected.\n",
      "Lowercased Text: market not ready to cheer despite announcing the biggest news in its short history, osi pharmaceuticals stock fell nearly 10 percent friday, as some investors grew nervous about whether its newly approved cancer drug would be the bonanza they expected.\n",
      "Removed URLs: market not ready to cheer despite announcing the biggest news in its short history, osi pharmaceuticals stock fell nearly 10 percent friday, as some investors grew nervous about whether its newly approved cancer drug would be the bonanza they expected.\n",
      "Removed HTML Tags: market not ready to cheer despite announcing the biggest news in its short history, osi pharmaceuticals stock fell nearly 10 percent friday, as some investors grew nervous about whether its newly approved cancer drug would be the bonanza they expected.\n",
      "Removed Special Characters: market not ready to cheer despite announcing the biggest news in its short history osi pharmaceuticals stock fell nearly  percent friday as some investors grew nervous about whether its newly approved cancer drug would be the bonanza they expected\n",
      "Tokens: ['market', 'not', 'ready', 'to', 'cheer', 'despite', 'announcing', 'the', 'biggest', 'news', 'in', 'its', 'short', 'history', 'osi', 'pharmaceuticals', 'stock', 'fell', 'nearly', 'percent', 'friday', 'as', 'some', 'investors', 'grew', 'nervous', 'about', 'whether', 'its', 'newly', 'approved', 'cancer', 'drug', 'would', 'be', 'the', 'bonanza', 'they', 'expected']\n",
      "Removed Stopwords: ['market', 'ready', 'cheer', 'despite', 'announcing', 'biggest', 'news', 'short', 'history', 'osi', 'pharmaceuticals', 'stock', 'fell', 'nearly', 'percent', 'friday', 'investors', 'grew', 'nervous', 'whether', 'newly', 'approved', 'cancer', 'drug', 'would', 'bonanza', 'expected']\n",
      "Stemmed Tokens: ['market', 'readi', 'cheer', 'despit', 'announc', 'biggest', 'news', 'short', 'histori', 'osi', 'pharmaceut', 'stock', 'fell', 'nearli', 'percent', 'friday', 'investor', 'grew', 'nervou', 'whether', 'newli', 'approv', 'cancer', 'drug', 'would', 'bonanza', 'expect']\n",
      "Final Preprocessed Text: market readi cheer despit announc biggest news short histori osi pharmaceut stock fell nearli percent friday investor grew nervou whether newli approv cancer drug would bonanza expect\n",
      "\n",
      "Original Text: Phony bids put insurance firm in real trouble When Greenville County in South Carolina borrowed \\$800 million two years ago to expand its public schools, insurance broker Marsh  amp; McLennan Cos.\n",
      "Lowercased Text: phony bids put insurance firm in real trouble when greenville county in south carolina borrowed \\$800 million two years ago to expand its public schools, insurance broker marsh  amp; mclennan cos.\n",
      "Removed URLs: phony bids put insurance firm in real trouble when greenville county in south carolina borrowed \\$800 million two years ago to expand its public schools, insurance broker marsh  amp; mclennan cos.\n",
      "Removed HTML Tags: phony bids put insurance firm in real trouble when greenville county in south carolina borrowed \\$800 million two years ago to expand its public schools, insurance broker marsh  amp; mclennan cos.\n",
      "Removed Special Characters: phony bids put insurance firm in real trouble when greenville county in south carolina borrowed  million two years ago to expand its public schools insurance broker marsh  amp mclennan cos\n",
      "Tokens: ['phony', 'bids', 'put', 'insurance', 'firm', 'in', 'real', 'trouble', 'when', 'greenville', 'county', 'in', 'south', 'carolina', 'borrowed', 'million', 'two', 'years', 'ago', 'to', 'expand', 'its', 'public', 'schools', 'insurance', 'broker', 'marsh', 'amp', 'mclennan', 'cos']\n",
      "Removed Stopwords: ['phony', 'bids', 'put', 'insurance', 'firm', 'real', 'trouble', 'greenville', 'county', 'south', 'carolina', 'borrowed', 'million', 'two', 'years', 'ago', 'expand', 'public', 'schools', 'insurance', 'broker', 'marsh', 'amp', 'mclennan', 'cos']\n",
      "Stemmed Tokens: ['phoni', 'bid', 'put', 'insur', 'firm', 'real', 'troubl', 'greenvil', 'counti', 'south', 'carolina', 'borrow', 'million', 'two', 'year', 'ago', 'expand', 'public', 'school', 'insur', 'broker', 'marsh', 'amp', 'mclennan', 'co']\n",
      "Final Preprocessed Text: phoni bid put insur firm real troubl greenvil counti south carolina borrow million two year ago expand public school insur broker marsh amp mclennan co\n",
      "\n",
      "Original Text: Large number of station owners can now be paid The US Supreme Court agreed Tuesday to decide which gas station owners can claim refunds from Exxon Mobil Corp. in a \\$1.1 billion class-action lawsuit involving alleged fuel overcharges.\n",
      "Lowercased Text: large number of station owners can now be paid the us supreme court agreed tuesday to decide which gas station owners can claim refunds from exxon mobil corp. in a \\$1.1 billion class-action lawsuit involving alleged fuel overcharges.\n",
      "Removed URLs: large number of station owners can now be paid the us supreme court agreed tuesday to decide which gas station owners can claim refunds from exxon mobil corp. in a \\$1.1 billion class-action lawsuit involving alleged fuel overcharges.\n",
      "Removed HTML Tags: large number of station owners can now be paid the us supreme court agreed tuesday to decide which gas station owners can claim refunds from exxon mobil corp. in a \\$1.1 billion class-action lawsuit involving alleged fuel overcharges.\n",
      "Removed Special Characters: large number of station owners can now be paid the us supreme court agreed tuesday to decide which gas station owners can claim refunds from exxon mobil corp in a  billion classaction lawsuit involving alleged fuel overcharges\n",
      "Tokens: ['large', 'number', 'of', 'station', 'owners', 'can', 'now', 'be', 'paid', 'the', 'us', 'supreme', 'court', 'agreed', 'tuesday', 'to', 'decide', 'which', 'gas', 'station', 'owners', 'can', 'claim', 'refunds', 'from', 'exxon', 'mobil', 'corp', 'in', 'a', 'billion', 'classaction', 'lawsuit', 'involving', 'alleged', 'fuel', 'overcharges']\n",
      "Removed Stopwords: ['large', 'number', 'station', 'owners', 'paid', 'us', 'supreme', 'court', 'agreed', 'tuesday', 'decide', 'gas', 'station', 'owners', 'claim', 'refunds', 'exxon', 'mobil', 'corp', 'billion', 'classaction', 'lawsuit', 'involving', 'alleged', 'fuel', 'overcharges']\n",
      "Stemmed Tokens: ['larg', 'number', 'station', 'owner', 'paid', 'us', 'suprem', 'court', 'agre', 'tuesday', 'decid', 'ga', 'station', 'owner', 'claim', 'refund', 'exxon', 'mobil', 'corp', 'billion', 'classact', 'lawsuit', 'involv', 'alleg', 'fuel', 'overcharg']\n",
      "Final Preprocessed Text: larg number station owner paid us suprem court agre tuesday decid ga station owner claim refund exxon mobil corp billion classact lawsuit involv alleg fuel overcharg\n",
      "\n",
      "Original Text: Microsoft, Novell Settle Antitrust Suit  SEATTLE/NEW YORK (Reuters) - Microsoft Corp. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=MSFT.O target=/stocks/quickinfo/fullquote\"&gt;MSFT.O&lt;/A&gt; said  on Monday said it will pay \\$536 million to its smaller rival  Novell Inc. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=NOVL.O target=/stocks/quickinfo/fullquote\"&gt;NOVL.O&lt;/A&gt; to settle an antitrust suit and resolved a  10-year dispute with a computer trade group.\n",
      "Lowercased Text: microsoft, novell settle antitrust suit  seattle/new york (reuters) - microsoft corp. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=msft.o target=/stocks/quickinfo/fullquote\"&gt;msft.o&lt;/a&gt; said  on monday said it will pay \\$536 million to its smaller rival  novell inc. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=novl.o target=/stocks/quickinfo/fullquote\"&gt;novl.o&lt;/a&gt; to settle an antitrust suit and resolved a  10-year dispute with a computer trade group.\n",
      "Removed URLs: microsoft, novell settle antitrust suit  seattle/new york (reuters) - microsoft corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;msft.o&lt;/a&gt; said  on monday said it will pay \\$536 million to its smaller rival  novell inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;novl.o&lt;/a&gt; to settle an antitrust suit and resolved a  10-year dispute with a computer trade group.\n",
      "Removed HTML Tags: microsoft, novell settle antitrust suit  seattle/new york (reuters) - microsoft corp. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;msft.o&lt;/a&gt; said  on monday said it will pay \\$536 million to its smaller rival  novell inc. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;novl.o&lt;/a&gt; to settle an antitrust suit and resolved a  10-year dispute with a computer trade group.\n",
      "Removed Special Characters: microsoft novell settle antitrust suit  seattlenew york reuters  microsoft corp lta href targetstocksquickinfofullquotegtmsftoltagt said  on monday said it will pay  million to its smaller rival  novell inc lta href targetstocksquickinfofullquotegtnovloltagt to settle an antitrust suit and resolved a  year dispute with a computer trade group\n",
      "Tokens: ['microsoft', 'novell', 'settle', 'antitrust', 'suit', 'seattlenew', 'york', 'reuters', 'microsoft', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtmsftoltagt', 'said', 'on', 'monday', 'said', 'it', 'will', 'pay', 'million', 'to', 'its', 'smaller', 'rival', 'novell', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtnovloltagt', 'to', 'settle', 'an', 'antitrust', 'suit', 'and', 'resolved', 'a', 'year', 'dispute', 'with', 'a', 'computer', 'trade', 'group']\n",
      "Removed Stopwords: ['microsoft', 'novell', 'settle', 'antitrust', 'suit', 'seattlenew', 'york', 'reuters', 'microsoft', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtmsftoltagt', 'said', 'monday', 'said', 'pay', 'million', 'smaller', 'rival', 'novell', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtnovloltagt', 'settle', 'antitrust', 'suit', 'resolved', 'year', 'dispute', 'computer', 'trade', 'group']\n",
      "Stemmed Tokens: ['microsoft', 'novel', 'settl', 'antitrust', 'suit', 'seattlenew', 'york', 'reuter', 'microsoft', 'corp', 'lta', 'href', 'targetstocksquickinfofullquotegtmsftoltagt', 'said', 'monday', 'said', 'pay', 'million', 'smaller', 'rival', 'novel', 'inc', 'lta', 'href', 'targetstocksquickinfofullquotegtnovloltagt', 'settl', 'antitrust', 'suit', 'resolv', 'year', 'disput', 'comput', 'trade', 'group']\n",
      "Final Preprocessed Text: microsoft novel settl antitrust suit seattlenew york reuter microsoft corp lta href targetstocksquickinfofullquotegtmsftoltagt said monday said pay million smaller rival novel inc lta href targetstocksquickinfofullquotegtnovloltagt settl antitrust suit resolv year disput comput trade group\n",
      "\n",
      "Original Text: General Mills goes whole grains NEW YORK (CNN/Money) - General Mills announced plans Thursday to start using healthier whole grains in all of its ready-to-eat cereals, including children #39;s cereals such as Trix, Cocoa Puffs and Lucky Charms.\n",
      "Lowercased Text: general mills goes whole grains new york (cnn/money) - general mills announced plans thursday to start using healthier whole grains in all of its ready-to-eat cereals, including children #39;s cereals such as trix, cocoa puffs and lucky charms.\n",
      "Removed URLs: general mills goes whole grains new york (cnn/money) - general mills announced plans thursday to start using healthier whole grains in all of its ready-to-eat cereals, including children #39;s cereals such as trix, cocoa puffs and lucky charms.\n",
      "Removed HTML Tags: general mills goes whole grains new york (cnn/money) - general mills announced plans thursday to start using healthier whole grains in all of its ready-to-eat cereals, including children #39;s cereals such as trix, cocoa puffs and lucky charms.\n",
      "Removed Special Characters: general mills goes whole grains new york cnnmoney  general mills announced plans thursday to start using healthier whole grains in all of its readytoeat cereals including children s cereals such as trix cocoa puffs and lucky charms\n",
      "Tokens: ['general', 'mills', 'goes', 'whole', 'grains', 'new', 'york', 'cnnmoney', 'general', 'mills', 'announced', 'plans', 'thursday', 'to', 'start', 'using', 'healthier', 'whole', 'grains', 'in', 'all', 'of', 'its', 'readytoeat', 'cereals', 'including', 'children', 's', 'cereals', 'such', 'as', 'trix', 'cocoa', 'puffs', 'and', 'lucky', 'charms']\n",
      "Removed Stopwords: ['general', 'mills', 'goes', 'whole', 'grains', 'new', 'york', 'cnnmoney', 'general', 'mills', 'announced', 'plans', 'thursday', 'start', 'using', 'healthier', 'whole', 'grains', 'readytoeat', 'cereals', 'including', 'children', 'cereals', 'trix', 'cocoa', 'puffs', 'lucky', 'charms']\n",
      "Stemmed Tokens: ['gener', 'mill', 'goe', 'whole', 'grain', 'new', 'york', 'cnnmoney', 'gener', 'mill', 'announc', 'plan', 'thursday', 'start', 'use', 'healthier', 'whole', 'grain', 'readytoeat', 'cereal', 'includ', 'children', 'cereal', 'trix', 'cocoa', 'puff', 'lucki', 'charm']\n",
      "Final Preprocessed Text: gener mill goe whole grain new york cnnmoney gener mill announc plan thursday start use healthier whole grain readytoeat cereal includ children cereal trix cocoa puff lucki charm\n",
      "\n",
      "Original Text: Exec, wife give Stanford \\$43.5 million SAN FRANCISCO (CBS.MW) -- Berkshire Hathaway vice-chairman Charles Munger and his wife Nancy Munger on Thursday donated \\$43.5 million to Stanford University and its law school.\n",
      "Lowercased Text: exec, wife give stanford \\$43.5 million san francisco (cbs.mw) -- berkshire hathaway vice-chairman charles munger and his wife nancy munger on thursday donated \\$43.5 million to stanford university and its law school.\n",
      "Removed URLs: exec, wife give stanford \\$43.5 million san francisco (cbs.mw) -- berkshire hathaway vice-chairman charles munger and his wife nancy munger on thursday donated \\$43.5 million to stanford university and its law school.\n",
      "Removed HTML Tags: exec, wife give stanford \\$43.5 million san francisco (cbs.mw) -- berkshire hathaway vice-chairman charles munger and his wife nancy munger on thursday donated \\$43.5 million to stanford university and its law school.\n",
      "Removed Special Characters: exec wife give stanford  million san francisco cbsmw  berkshire hathaway vicechairman charles munger and his wife nancy munger on thursday donated  million to stanford university and its law school\n",
      "Tokens: ['exec', 'wife', 'give', 'stanford', 'million', 'san', 'francisco', 'cbsmw', 'berkshire', 'hathaway', 'vicechairman', 'charles', 'munger', 'and', 'his', 'wife', 'nancy', 'munger', 'on', 'thursday', 'donated', 'million', 'to', 'stanford', 'university', 'and', 'its', 'law', 'school']\n",
      "Removed Stopwords: ['exec', 'wife', 'give', 'stanford', 'million', 'san', 'francisco', 'cbsmw', 'berkshire', 'hathaway', 'vicechairman', 'charles', 'munger', 'wife', 'nancy', 'munger', 'thursday', 'donated', 'million', 'stanford', 'university', 'law', 'school']\n",
      "Stemmed Tokens: ['exec', 'wife', 'give', 'stanford', 'million', 'san', 'francisco', 'cbsmw', 'berkshir', 'hathaway', 'vicechairman', 'charl', 'munger', 'wife', 'nanci', 'munger', 'thursday', 'donat', 'million', 'stanford', 'univers', 'law', 'school']\n",
      "Final Preprocessed Text: exec wife give stanford million san francisco cbsmw berkshir hathaway vicechairman charl munger wife nanci munger thursday donat million stanford univers law school\n",
      "\n",
      "Original Text: Dow falls on Wal-Mart update and rise in producer costs DISAPPOINTMENT over Wal-Marts third-quarter sales performance and news of a sharp rise in October producer prices sent shares in the United States on a downward path yesterday.\n",
      "Lowercased Text: dow falls on wal-mart update and rise in producer costs disappointment over wal-marts third-quarter sales performance and news of a sharp rise in october producer prices sent shares in the united states on a downward path yesterday.\n",
      "Removed URLs: dow falls on wal-mart update and rise in producer costs disappointment over wal-marts third-quarter sales performance and news of a sharp rise in october producer prices sent shares in the united states on a downward path yesterday.\n",
      "Removed HTML Tags: dow falls on wal-mart update and rise in producer costs disappointment over wal-marts third-quarter sales performance and news of a sharp rise in october producer prices sent shares in the united states on a downward path yesterday.\n",
      "Removed Special Characters: dow falls on walmart update and rise in producer costs disappointment over walmarts thirdquarter sales performance and news of a sharp rise in october producer prices sent shares in the united states on a downward path yesterday\n",
      "Tokens: ['dow', 'falls', 'on', 'walmart', 'update', 'and', 'rise', 'in', 'producer', 'costs', 'disappointment', 'over', 'walmarts', 'thirdquarter', 'sales', 'performance', 'and', 'news', 'of', 'a', 'sharp', 'rise', 'in', 'october', 'producer', 'prices', 'sent', 'shares', 'in', 'the', 'united', 'states', 'on', 'a', 'downward', 'path', 'yesterday']\n",
      "Removed Stopwords: ['dow', 'falls', 'walmart', 'update', 'rise', 'producer', 'costs', 'disappointment', 'walmarts', 'thirdquarter', 'sales', 'performance', 'news', 'sharp', 'rise', 'october', 'producer', 'prices', 'sent', 'shares', 'united', 'states', 'downward', 'path', 'yesterday']\n",
      "Stemmed Tokens: ['dow', 'fall', 'walmart', 'updat', 'rise', 'produc', 'cost', 'disappoint', 'walmart', 'thirdquart', 'sale', 'perform', 'news', 'sharp', 'rise', 'octob', 'produc', 'price', 'sent', 'share', 'unit', 'state', 'downward', 'path', 'yesterday']\n",
      "Final Preprocessed Text: dow fall walmart updat rise produc cost disappoint walmart thirdquart sale perform news sharp rise octob produc price sent share unit state downward path yesterday\n",
      "\n",
      "Original Text: PepsiCo Reaffirms Its 2005 Outlook PepsiCo Inc., the world #39;s second-largest carbonated soft-drink maker, reaffirmed its outlook for 2005 Thursday after rival Coca-Cola Co.\n",
      "Lowercased Text: pepsico reaffirms its 2005 outlook pepsico inc., the world #39;s second-largest carbonated soft-drink maker, reaffirmed its outlook for 2005 thursday after rival coca-cola co.\n",
      "Removed URLs: pepsico reaffirms its 2005 outlook pepsico inc., the world #39;s second-largest carbonated soft-drink maker, reaffirmed its outlook for 2005 thursday after rival coca-cola co.\n",
      "Removed HTML Tags: pepsico reaffirms its 2005 outlook pepsico inc., the world #39;s second-largest carbonated soft-drink maker, reaffirmed its outlook for 2005 thursday after rival coca-cola co.\n",
      "Removed Special Characters: pepsico reaffirms its  outlook pepsico inc the world s secondlargest carbonated softdrink maker reaffirmed its outlook for  thursday after rival cocacola co\n",
      "Tokens: ['pepsico', 'reaffirms', 'its', 'outlook', 'pepsico', 'inc', 'the', 'world', 's', 'secondlargest', 'carbonated', 'softdrink', 'maker', 'reaffirmed', 'its', 'outlook', 'for', 'thursday', 'after', 'rival', 'cocacola', 'co']\n",
      "Removed Stopwords: ['pepsico', 'reaffirms', 'outlook', 'pepsico', 'inc', 'world', 'secondlargest', 'carbonated', 'softdrink', 'maker', 'reaffirmed', 'outlook', 'thursday', 'rival', 'cocacola', 'co']\n",
      "Stemmed Tokens: ['pepsico', 'reaffirm', 'outlook', 'pepsico', 'inc', 'world', 'secondlargest', 'carbon', 'softdrink', 'maker', 'reaffirm', 'outlook', 'thursday', 'rival', 'cocacola', 'co']\n",
      "Final Preprocessed Text: pepsico reaffirm outlook pepsico inc world secondlargest carbon softdrink maker reaffirm outlook thursday rival cocacola co\n",
      "\n",
      "Original Text: Nortel warns of lower Q3 revenue TORONTO - Nortel Networks warned Thursday its third-quarter revenue will be below the \\$2.6 billion US preliminary unaudited revenues it reported for the second quarter.\n",
      "Lowercased Text: nortel warns of lower q3 revenue toronto - nortel networks warned thursday its third-quarter revenue will be below the \\$2.6 billion us preliminary unaudited revenues it reported for the second quarter.\n",
      "Removed URLs: nortel warns of lower q3 revenue toronto - nortel networks warned thursday its third-quarter revenue will be below the \\$2.6 billion us preliminary unaudited revenues it reported for the second quarter.\n",
      "Removed HTML Tags: nortel warns of lower q3 revenue toronto - nortel networks warned thursday its third-quarter revenue will be below the \\$2.6 billion us preliminary unaudited revenues it reported for the second quarter.\n",
      "Removed Special Characters: nortel warns of lower q revenue toronto  nortel networks warned thursday its thirdquarter revenue will be below the  billion us preliminary unaudited revenues it reported for the second quarter\n",
      "Tokens: ['nortel', 'warns', 'of', 'lower', 'q', 'revenue', 'toronto', 'nortel', 'networks', 'warned', 'thursday', 'its', 'thirdquarter', 'revenue', 'will', 'be', 'below', 'the', 'billion', 'us', 'preliminary', 'unaudited', 'revenues', 'it', 'reported', 'for', 'the', 'second', 'quarter']\n",
      "Removed Stopwords: ['nortel', 'warns', 'lower', 'q', 'revenue', 'toronto', 'nortel', 'networks', 'warned', 'thursday', 'thirdquarter', 'revenue', 'billion', 'us', 'preliminary', 'unaudited', 'revenues', 'reported', 'second', 'quarter']\n",
      "Stemmed Tokens: ['nortel', 'warn', 'lower', 'q', 'revenu', 'toronto', 'nortel', 'network', 'warn', 'thursday', 'thirdquart', 'revenu', 'billion', 'us', 'preliminari', 'unaudit', 'revenu', 'report', 'second', 'quarter']\n",
      "Final Preprocessed Text: nortel warn lower q revenu toronto nortel network warn thursday thirdquart revenu billion us preliminari unaudit revenu report second quarter\n",
      "\n",
      "Original Text: Currency Trading Rises to Record \\$1.9 Trillion a Day (Update3) Foreign-exchange trading surged to a record daily average of \\$1.9 trillion this year as hedge funds and other money managers increased bets on currencies, according to the Bank for International Settlements.\n",
      "Lowercased Text: currency trading rises to record \\$1.9 trillion a day (update3) foreign-exchange trading surged to a record daily average of \\$1.9 trillion this year as hedge funds and other money managers increased bets on currencies, according to the bank for international settlements.\n",
      "Removed URLs: currency trading rises to record \\$1.9 trillion a day (update3) foreign-exchange trading surged to a record daily average of \\$1.9 trillion this year as hedge funds and other money managers increased bets on currencies, according to the bank for international settlements.\n",
      "Removed HTML Tags: currency trading rises to record \\$1.9 trillion a day (update3) foreign-exchange trading surged to a record daily average of \\$1.9 trillion this year as hedge funds and other money managers increased bets on currencies, according to the bank for international settlements.\n",
      "Removed Special Characters: currency trading rises to record  trillion a day update foreignexchange trading surged to a record daily average of  trillion this year as hedge funds and other money managers increased bets on currencies according to the bank for international settlements\n",
      "Tokens: ['currency', 'trading', 'rises', 'to', 'record', 'trillion', 'a', 'day', 'update', 'foreignexchange', 'trading', 'surged', 'to', 'a', 'record', 'daily', 'average', 'of', 'trillion', 'this', 'year', 'as', 'hedge', 'funds', 'and', 'other', 'money', 'managers', 'increased', 'bets', 'on', 'currencies', 'according', 'to', 'the', 'bank', 'for', 'international', 'settlements']\n",
      "Removed Stopwords: ['currency', 'trading', 'rises', 'record', 'trillion', 'day', 'update', 'foreignexchange', 'trading', 'surged', 'record', 'daily', 'average', 'trillion', 'year', 'hedge', 'funds', 'money', 'managers', 'increased', 'bets', 'currencies', 'according', 'bank', 'international', 'settlements']\n",
      "Stemmed Tokens: ['currenc', 'trade', 'rise', 'record', 'trillion', 'day', 'updat', 'foreignexchang', 'trade', 'surg', 'record', 'daili', 'averag', 'trillion', 'year', 'hedg', 'fund', 'money', 'manag', 'increas', 'bet', 'currenc', 'accord', 'bank', 'intern', 'settlement']\n",
      "Final Preprocessed Text: currenc trade rise record trillion day updat foreignexchang trade surg record daili averag trillion year hedg fund money manag increas bet currenc accord bank intern settlement\n",
      "\n",
      "Original Text: Toile Gets A Makeover The traditional pattern shakes its fussy image as designers give it a new look\n",
      "Lowercased Text: toile gets a makeover the traditional pattern shakes its fussy image as designers give it a new look\n",
      "Removed URLs: toile gets a makeover the traditional pattern shakes its fussy image as designers give it a new look\n",
      "Removed HTML Tags: toile gets a makeover the traditional pattern shakes its fussy image as designers give it a new look\n",
      "Removed Special Characters: toile gets a makeover the traditional pattern shakes its fussy image as designers give it a new look\n",
      "Tokens: ['toile', 'gets', 'a', 'makeover', 'the', 'traditional', 'pattern', 'shakes', 'its', 'fussy', 'image', 'as', 'designers', 'give', 'it', 'a', 'new', 'look']\n",
      "Removed Stopwords: ['toile', 'gets', 'makeover', 'traditional', 'pattern', 'shakes', 'fussy', 'image', 'designers', 'give', 'new', 'look']\n",
      "Stemmed Tokens: ['toil', 'get', 'makeov', 'tradit', 'pattern', 'shake', 'fussi', 'imag', 'design', 'give', 'new', 'look']\n",
      "Final Preprocessed Text: toil get makeov tradit pattern shake fussi imag design give new look\n",
      "\n",
      "Original Text: CA to buy Netegrity for \\$430 m Its biggest acquisition since 2000, marking its return to inorganic growth mode, after shelving acquisition plans due to government probes in its accounting practices.\n",
      "Lowercased Text: ca to buy netegrity for \\$430 m its biggest acquisition since 2000, marking its return to inorganic growth mode, after shelving acquisition plans due to government probes in its accounting practices.\n",
      "Removed URLs: ca to buy netegrity for \\$430 m its biggest acquisition since 2000, marking its return to inorganic growth mode, after shelving acquisition plans due to government probes in its accounting practices.\n",
      "Removed HTML Tags: ca to buy netegrity for \\$430 m its biggest acquisition since 2000, marking its return to inorganic growth mode, after shelving acquisition plans due to government probes in its accounting practices.\n",
      "Removed Special Characters: ca to buy netegrity for  m its biggest acquisition since  marking its return to inorganic growth mode after shelving acquisition plans due to government probes in its accounting practices\n",
      "Tokens: ['ca', 'to', 'buy', 'netegrity', 'for', 'm', 'its', 'biggest', 'acquisition', 'since', 'marking', 'its', 'return', 'to', 'inorganic', 'growth', 'mode', 'after', 'shelving', 'acquisition', 'plans', 'due', 'to', 'government', 'probes', 'in', 'its', 'accounting', 'practices']\n",
      "Removed Stopwords: ['ca', 'buy', 'netegrity', 'biggest', 'acquisition', 'since', 'marking', 'return', 'inorganic', 'growth', 'mode', 'shelving', 'acquisition', 'plans', 'due', 'government', 'probes', 'accounting', 'practices']\n",
      "Stemmed Tokens: ['ca', 'buy', 'netegr', 'biggest', 'acquisit', 'sinc', 'mark', 'return', 'inorgan', 'growth', 'mode', 'shelv', 'acquisit', 'plan', 'due', 'govern', 'probe', 'account', 'practic']\n",
      "Final Preprocessed Text: ca buy netegr biggest acquisit sinc mark return inorgan growth mode shelv acquisit plan due govern probe account practic\n",
      "\n",
      "Original Text: Cingular Sales Rise in Quarter, but Profit Falls 18 Percent By Bloomberg News. Cingular Wireless, which is buying AT amp;T Wireless, said yesterday that third-quarter sales rose 4.9 percent, to \\$4.\n",
      "Lowercased Text: cingular sales rise in quarter, but profit falls 18 percent by bloomberg news. cingular wireless, which is buying at amp;t wireless, said yesterday that third-quarter sales rose 4.9 percent, to \\$4.\n",
      "Removed URLs: cingular sales rise in quarter, but profit falls 18 percent by bloomberg news. cingular wireless, which is buying at amp;t wireless, said yesterday that third-quarter sales rose 4.9 percent, to \\$4.\n",
      "Removed HTML Tags: cingular sales rise in quarter, but profit falls 18 percent by bloomberg news. cingular wireless, which is buying at amp;t wireless, said yesterday that third-quarter sales rose 4.9 percent, to \\$4.\n",
      "Removed Special Characters: cingular sales rise in quarter but profit falls  percent by bloomberg news cingular wireless which is buying at ampt wireless said yesterday that thirdquarter sales rose  percent to \n",
      "Tokens: ['cingular', 'sales', 'rise', 'in', 'quarter', 'but', 'profit', 'falls', 'percent', 'by', 'bloomberg', 'news', 'cingular', 'wireless', 'which', 'is', 'buying', 'at', 'ampt', 'wireless', 'said', 'yesterday', 'that', 'thirdquarter', 'sales', 'rose', 'percent', 'to']\n",
      "Removed Stopwords: ['cingular', 'sales', 'rise', 'quarter', 'profit', 'falls', 'percent', 'bloomberg', 'news', 'cingular', 'wireless', 'buying', 'ampt', 'wireless', 'said', 'yesterday', 'thirdquarter', 'sales', 'rose', 'percent']\n",
      "Stemmed Tokens: ['cingular', 'sale', 'rise', 'quarter', 'profit', 'fall', 'percent', 'bloomberg', 'news', 'cingular', 'wireless', 'buy', 'ampt', 'wireless', 'said', 'yesterday', 'thirdquart', 'sale', 'rose', 'percent']\n",
      "Final Preprocessed Text: cingular sale rise quarter profit fall percent bloomberg news cingular wireless buy ampt wireless said yesterday thirdquart sale rose percent\n",
      "\n",
      "Original Text: Virgin Mobile growth prospects disappoint Richard Branson #39;s Virgin Mobile has forecast substantially higher earnings and margins, but disappointing predictions for service revenue \n",
      "Lowercased Text: virgin mobile growth prospects disappoint richard branson #39;s virgin mobile has forecast substantially higher earnings and margins, but disappointing predictions for service revenue \n",
      "Removed URLs: virgin mobile growth prospects disappoint richard branson #39;s virgin mobile has forecast substantially higher earnings and margins, but disappointing predictions for service revenue \n",
      "Removed HTML Tags: virgin mobile growth prospects disappoint richard branson #39;s virgin mobile has forecast substantially higher earnings and margins, but disappointing predictions for service revenue \n",
      "Removed Special Characters: virgin mobile growth prospects disappoint richard branson s virgin mobile has forecast substantially higher earnings and margins but disappointing predictions for service revenue \n",
      "Tokens: ['virgin', 'mobile', 'growth', 'prospects', 'disappoint', 'richard', 'branson', 's', 'virgin', 'mobile', 'has', 'forecast', 'substantially', 'higher', 'earnings', 'and', 'margins', 'but', 'disappointing', 'predictions', 'for', 'service', 'revenue']\n",
      "Removed Stopwords: ['virgin', 'mobile', 'growth', 'prospects', 'disappoint', 'richard', 'branson', 'virgin', 'mobile', 'forecast', 'substantially', 'higher', 'earnings', 'margins', 'disappointing', 'predictions', 'service', 'revenue']\n",
      "Stemmed Tokens: ['virgin', 'mobil', 'growth', 'prospect', 'disappoint', 'richard', 'branson', 'virgin', 'mobil', 'forecast', 'substanti', 'higher', 'earn', 'margin', 'disappoint', 'predict', 'servic', 'revenu']\n",
      "Final Preprocessed Text: virgin mobil growth prospect disappoint richard branson virgin mobil forecast substanti higher earn margin disappoint predict servic revenu\n",
      "\n",
      "Original Text: Former Banker Quattrone Faces Sentencing  NEW YORK (Reuters) - Frank Quattrone, a former star  investment banker who once earned \\$120 million in a year, will  be sentenced on Wednesday for obstructing a federal  investigation into some of the most popular stock offerings of  the 1990s.\n",
      "Lowercased Text: former banker quattrone faces sentencing  new york (reuters) - frank quattrone, a former star  investment banker who once earned \\$120 million in a year, will  be sentenced on wednesday for obstructing a federal  investigation into some of the most popular stock offerings of  the 1990s.\n",
      "Removed URLs: former banker quattrone faces sentencing  new york (reuters) - frank quattrone, a former star  investment banker who once earned \\$120 million in a year, will  be sentenced on wednesday for obstructing a federal  investigation into some of the most popular stock offerings of  the 1990s.\n",
      "Removed HTML Tags: former banker quattrone faces sentencing  new york (reuters) - frank quattrone, a former star  investment banker who once earned \\$120 million in a year, will  be sentenced on wednesday for obstructing a federal  investigation into some of the most popular stock offerings of  the 1990s.\n",
      "Removed Special Characters: former banker quattrone faces sentencing  new york reuters  frank quattrone a former star  investment banker who once earned  million in a year will  be sentenced on wednesday for obstructing a federal  investigation into some of the most popular stock offerings of  the s\n",
      "Tokens: ['former', 'banker', 'quattrone', 'faces', 'sentencing', 'new', 'york', 'reuters', 'frank', 'quattrone', 'a', 'former', 'star', 'investment', 'banker', 'who', 'once', 'earned', 'million', 'in', 'a', 'year', 'will', 'be', 'sentenced', 'on', 'wednesday', 'for', 'obstructing', 'a', 'federal', 'investigation', 'into', 'some', 'of', 'the', 'most', 'popular', 'stock', 'offerings', 'of', 'the', 's']\n",
      "Removed Stopwords: ['former', 'banker', 'quattrone', 'faces', 'sentencing', 'new', 'york', 'reuters', 'frank', 'quattrone', 'former', 'star', 'investment', 'banker', 'earned', 'million', 'year', 'sentenced', 'wednesday', 'obstructing', 'federal', 'investigation', 'popular', 'stock', 'offerings']\n",
      "Stemmed Tokens: ['former', 'banker', 'quattron', 'face', 'sentenc', 'new', 'york', 'reuter', 'frank', 'quattron', 'former', 'star', 'invest', 'banker', 'earn', 'million', 'year', 'sentenc', 'wednesday', 'obstruct', 'feder', 'investig', 'popular', 'stock', 'offer']\n",
      "Final Preprocessed Text: former banker quattron face sentenc new york reuter frank quattron former star invest banker earn million year sentenc wednesday obstruct feder investig popular stock offer\n",
      "\n",
      "Original Text: Gazprom Plans LNG Terminal in US Gazprom came a step closer to the liquefied natural gas market on Friday, saying Petro-Canada would help in its goal to build plants in Russia and the United States.\n",
      "Lowercased Text: gazprom plans lng terminal in us gazprom came a step closer to the liquefied natural gas market on friday, saying petro-canada would help in its goal to build plants in russia and the united states.\n",
      "Removed URLs: gazprom plans lng terminal in us gazprom came a step closer to the liquefied natural gas market on friday, saying petro-canada would help in its goal to build plants in russia and the united states.\n",
      "Removed HTML Tags: gazprom plans lng terminal in us gazprom came a step closer to the liquefied natural gas market on friday, saying petro-canada would help in its goal to build plants in russia and the united states.\n",
      "Removed Special Characters: gazprom plans lng terminal in us gazprom came a step closer to the liquefied natural gas market on friday saying petrocanada would help in its goal to build plants in russia and the united states\n",
      "Tokens: ['gazprom', 'plans', 'lng', 'terminal', 'in', 'us', 'gazprom', 'came', 'a', 'step', 'closer', 'to', 'the', 'liquefied', 'natural', 'gas', 'market', 'on', 'friday', 'saying', 'petrocanada', 'would', 'help', 'in', 'its', 'goal', 'to', 'build', 'plants', 'in', 'russia', 'and', 'the', 'united', 'states']\n",
      "Removed Stopwords: ['gazprom', 'plans', 'lng', 'terminal', 'us', 'gazprom', 'came', 'step', 'closer', 'liquefied', 'natural', 'gas', 'market', 'friday', 'saying', 'petrocanada', 'would', 'help', 'goal', 'build', 'plants', 'russia', 'united', 'states']\n",
      "Stemmed Tokens: ['gazprom', 'plan', 'lng', 'termin', 'us', 'gazprom', 'came', 'step', 'closer', 'liquefi', 'natur', 'ga', 'market', 'friday', 'say', 'petrocanada', 'would', 'help', 'goal', 'build', 'plant', 'russia', 'unit', 'state']\n",
      "Final Preprocessed Text: gazprom plan lng termin us gazprom came step closer liquefi natur ga market friday say petrocanada would help goal build plant russia unit state\n",
      "\n",
      "Original Text: Brokerage Settles Charges Over Mutual Fund Fees  A Fort Worth brokerage that sold high-fee mutual funds to military families agreed yesterday to pay \\$12 million to settle allegations that it used misleading marketing literature and scripts.\n",
      "Lowercased Text: brokerage settles charges over mutual fund fees  a fort worth brokerage that sold high-fee mutual funds to military families agreed yesterday to pay \\$12 million to settle allegations that it used misleading marketing literature and scripts.\n",
      "Removed URLs: brokerage settles charges over mutual fund fees  a fort worth brokerage that sold high-fee mutual funds to military families agreed yesterday to pay \\$12 million to settle allegations that it used misleading marketing literature and scripts.\n",
      "Removed HTML Tags: brokerage settles charges over mutual fund fees  a fort worth brokerage that sold high-fee mutual funds to military families agreed yesterday to pay \\$12 million to settle allegations that it used misleading marketing literature and scripts.\n",
      "Removed Special Characters: brokerage settles charges over mutual fund fees  a fort worth brokerage that sold highfee mutual funds to military families agreed yesterday to pay  million to settle allegations that it used misleading marketing literature and scripts\n",
      "Tokens: ['brokerage', 'settles', 'charges', 'over', 'mutual', 'fund', 'fees', 'a', 'fort', 'worth', 'brokerage', 'that', 'sold', 'highfee', 'mutual', 'funds', 'to', 'military', 'families', 'agreed', 'yesterday', 'to', 'pay', 'million', 'to', 'settle', 'allegations', 'that', 'it', 'used', 'misleading', 'marketing', 'literature', 'and', 'scripts']\n",
      "Removed Stopwords: ['brokerage', 'settles', 'charges', 'mutual', 'fund', 'fees', 'fort', 'worth', 'brokerage', 'sold', 'highfee', 'mutual', 'funds', 'military', 'families', 'agreed', 'yesterday', 'pay', 'million', 'settle', 'allegations', 'used', 'misleading', 'marketing', 'literature', 'scripts']\n",
      "Stemmed Tokens: ['brokerag', 'settl', 'charg', 'mutual', 'fund', 'fee', 'fort', 'worth', 'brokerag', 'sold', 'highfe', 'mutual', 'fund', 'militari', 'famili', 'agre', 'yesterday', 'pay', 'million', 'settl', 'alleg', 'use', 'mislead', 'market', 'literatur', 'script']\n",
      "Final Preprocessed Text: brokerag settl charg mutual fund fee fort worth brokerag sold highfe mutual fund militari famili agre yesterday pay million settl alleg use mislead market literatur script\n",
      "\n",
      "Original Text: Oil Eases as Iraq Resumes Exports &lt;p&gt;\\&lt;/p&gt;&lt;p&gt; By Andrew Mitchell&lt;/p&gt;&lt;p&gt; LONDON (Reuters) - High-flying oil prices eased for a\\second session on Monday as Iraq resumed exports from both its\\northern and southern outlets after lengthy disruption, despite\\fierce fighting in the holy city of Najaf.&lt;/p&gt;\n",
      "Lowercased Text: oil eases as iraq resumes exports &lt;p&gt;\\&lt;/p&gt;&lt;p&gt; by andrew mitchell&lt;/p&gt;&lt;p&gt; london (reuters) - high-flying oil prices eased for a\\second session on monday as iraq resumed exports from both its\\northern and southern outlets after lengthy disruption, despite\\fierce fighting in the holy city of najaf.&lt;/p&gt;\n",
      "Removed URLs: oil eases as iraq resumes exports &lt;p&gt;\\&lt;/p&gt;&lt;p&gt; by andrew mitchell&lt;/p&gt;&lt;p&gt; london (reuters) - high-flying oil prices eased for a\\second session on monday as iraq resumed exports from both its\\northern and southern outlets after lengthy disruption, despite\\fierce fighting in the holy city of najaf.&lt;/p&gt;\n",
      "Removed HTML Tags: oil eases as iraq resumes exports &lt;p&gt;\\&lt;/p&gt;&lt;p&gt; by andrew mitchell&lt;/p&gt;&lt;p&gt; london (reuters) - high-flying oil prices eased for a\\second session on monday as iraq resumed exports from both its\\northern and southern outlets after lengthy disruption, despite\\fierce fighting in the holy city of najaf.&lt;/p&gt;\n",
      "Removed Special Characters: oil eases as iraq resumes exports ltpgtltpgtltpgt by andrew mitchellltpgtltpgt london reuters  highflying oil prices eased for asecond session on monday as iraq resumed exports from both itsnorthern and southern outlets after lengthy disruption despitefierce fighting in the holy city of najafltpgt\n",
      "Tokens: ['oil', 'eases', 'as', 'iraq', 'resumes', 'exports', 'ltpgtltpgtltpgt', 'by', 'andrew', 'mitchellltpgtltpgt', 'london', 'reuters', 'highflying', 'oil', 'prices', 'eased', 'for', 'asecond', 'session', 'on', 'monday', 'as', 'iraq', 'resumed', 'exports', 'from', 'both', 'itsnorthern', 'and', 'southern', 'outlets', 'after', 'lengthy', 'disruption', 'despitefierce', 'fighting', 'in', 'the', 'holy', 'city', 'of', 'najafltpgt']\n",
      "Removed Stopwords: ['oil', 'eases', 'iraq', 'resumes', 'exports', 'ltpgtltpgtltpgt', 'andrew', 'mitchellltpgtltpgt', 'london', 'reuters', 'highflying', 'oil', 'prices', 'eased', 'asecond', 'session', 'monday', 'iraq', 'resumed', 'exports', 'itsnorthern', 'southern', 'outlets', 'lengthy', 'disruption', 'despitefierce', 'fighting', 'holy', 'city', 'najafltpgt']\n",
      "Stemmed Tokens: ['oil', 'eas', 'iraq', 'resum', 'export', 'ltpgtltpgtltpgt', 'andrew', 'mitchellltpgtltpgt', 'london', 'reuter', 'highfli', 'oil', 'price', 'eas', 'asecond', 'session', 'monday', 'iraq', 'resum', 'export', 'itsnorthern', 'southern', 'outlet', 'lengthi', 'disrupt', 'despitefierc', 'fight', 'holi', 'citi', 'najafltpgt']\n",
      "Final Preprocessed Text: oil eas iraq resum export ltpgtltpgtltpgt andrew mitchellltpgtltpgt london reuter highfli oil price eas asecond session monday iraq resum export itsnorthern southern outlet lengthi disrupt despitefierc fight holi citi najafltpgt\n",
      "\n",
      "Original Text: Qantas wants better tax treatment MARK COLVIN: Qantas might have posted yet another record profit, but the national carrier #39;s boss, Geoff Dixon, claims earnings are being hampered by unfair subsidies for international carriers allowed to fly in and out of Australia. \n",
      "Lowercased Text: qantas wants better tax treatment mark colvin: qantas might have posted yet another record profit, but the national carrier #39;s boss, geoff dixon, claims earnings are being hampered by unfair subsidies for international carriers allowed to fly in and out of australia. \n",
      "Removed URLs: qantas wants better tax treatment mark colvin: qantas might have posted yet another record profit, but the national carrier #39;s boss, geoff dixon, claims earnings are being hampered by unfair subsidies for international carriers allowed to fly in and out of australia. \n",
      "Removed HTML Tags: qantas wants better tax treatment mark colvin: qantas might have posted yet another record profit, but the national carrier #39;s boss, geoff dixon, claims earnings are being hampered by unfair subsidies for international carriers allowed to fly in and out of australia. \n",
      "Removed Special Characters: qantas wants better tax treatment mark colvin qantas might have posted yet another record profit but the national carrier s boss geoff dixon claims earnings are being hampered by unfair subsidies for international carriers allowed to fly in and out of australia \n",
      "Tokens: ['qantas', 'wants', 'better', 'tax', 'treatment', 'mark', 'colvin', 'qantas', 'might', 'have', 'posted', 'yet', 'another', 'record', 'profit', 'but', 'the', 'national', 'carrier', 's', 'boss', 'geoff', 'dixon', 'claims', 'earnings', 'are', 'being', 'hampered', 'by', 'unfair', 'subsidies', 'for', 'international', 'carriers', 'allowed', 'to', 'fly', 'in', 'and', 'out', 'of', 'australia']\n",
      "Removed Stopwords: ['qantas', 'wants', 'better', 'tax', 'treatment', 'mark', 'colvin', 'qantas', 'might', 'posted', 'yet', 'another', 'record', 'profit', 'national', 'carrier', 'boss', 'geoff', 'dixon', 'claims', 'earnings', 'hampered', 'unfair', 'subsidies', 'international', 'carriers', 'allowed', 'fly', 'australia']\n",
      "Stemmed Tokens: ['qanta', 'want', 'better', 'tax', 'treatment', 'mark', 'colvin', 'qanta', 'might', 'post', 'yet', 'anoth', 'record', 'profit', 'nation', 'carrier', 'boss', 'geoff', 'dixon', 'claim', 'earn', 'hamper', 'unfair', 'subsidi', 'intern', 'carrier', 'allow', 'fli', 'australia']\n",
      "Final Preprocessed Text: qanta want better tax treatment mark colvin qanta might post yet anoth record profit nation carrier boss geoff dixon claim earn hamper unfair subsidi intern carrier allow fli australia\n",
      "\n",
      "Original Text: IBM reported to be exiting PC business IBM #39;s possible exit from the personal-computer business would be the latest move in what amounts to a long goodbye from a field it pioneered and revolutionized.\n",
      "Lowercased Text: ibm reported to be exiting pc business ibm #39;s possible exit from the personal-computer business would be the latest move in what amounts to a long goodbye from a field it pioneered and revolutionized.\n",
      "Removed URLs: ibm reported to be exiting pc business ibm #39;s possible exit from the personal-computer business would be the latest move in what amounts to a long goodbye from a field it pioneered and revolutionized.\n",
      "Removed HTML Tags: ibm reported to be exiting pc business ibm #39;s possible exit from the personal-computer business would be the latest move in what amounts to a long goodbye from a field it pioneered and revolutionized.\n",
      "Removed Special Characters: ibm reported to be exiting pc business ibm s possible exit from the personalcomputer business would be the latest move in what amounts to a long goodbye from a field it pioneered and revolutionized\n",
      "Tokens: ['ibm', 'reported', 'to', 'be', 'exiting', 'pc', 'business', 'ibm', 's', 'possible', 'exit', 'from', 'the', 'personalcomputer', 'business', 'would', 'be', 'the', 'latest', 'move', 'in', 'what', 'amounts', 'to', 'a', 'long', 'goodbye', 'from', 'a', 'field', 'it', 'pioneered', 'and', 'revolutionized']\n",
      "Removed Stopwords: ['ibm', 'reported', 'exiting', 'pc', 'business', 'ibm', 'possible', 'exit', 'personalcomputer', 'business', 'would', 'latest', 'move', 'amounts', 'long', 'goodbye', 'field', 'pioneered', 'revolutionized']\n",
      "Stemmed Tokens: ['ibm', 'report', 'exit', 'pc', 'busi', 'ibm', 'possibl', 'exit', 'personalcomput', 'busi', 'would', 'latest', 'move', 'amount', 'long', 'goodby', 'field', 'pioneer', 'revolution']\n",
      "Final Preprocessed Text: ibm report exit pc busi ibm possibl exit personalcomput busi would latest move amount long goodby field pioneer revolution\n",
      "\n",
      "Original Text: Business ; Fiat Talks Tough Ahead of Key GM Meeting  quot;There is a very good argument to say that the Italian car plants could benefit from the relocation of other GM businesses in Europe, quot; Marchionne was quoted as saying.\n",
      "Lowercased Text: business ; fiat talks tough ahead of key gm meeting  quot;there is a very good argument to say that the italian car plants could benefit from the relocation of other gm businesses in europe, quot; marchionne was quoted as saying.\n",
      "Removed URLs: business ; fiat talks tough ahead of key gm meeting  quot;there is a very good argument to say that the italian car plants could benefit from the relocation of other gm businesses in europe, quot; marchionne was quoted as saying.\n",
      "Removed HTML Tags: business ; fiat talks tough ahead of key gm meeting  quot;there is a very good argument to say that the italian car plants could benefit from the relocation of other gm businesses in europe, quot; marchionne was quoted as saying.\n",
      "Removed Special Characters: business  fiat talks tough ahead of key gm meeting  quotthere is a very good argument to say that the italian car plants could benefit from the relocation of other gm businesses in europe quot marchionne was quoted as saying\n",
      "Tokens: ['business', 'fiat', 'talks', 'tough', 'ahead', 'of', 'key', 'gm', 'meeting', 'quotthere', 'is', 'a', 'very', 'good', 'argument', 'to', 'say', 'that', 'the', 'italian', 'car', 'plants', 'could', 'benefit', 'from', 'the', 'relocation', 'of', 'other', 'gm', 'businesses', 'in', 'europe', 'quot', 'marchionne', 'was', 'quoted', 'as', 'saying']\n",
      "Removed Stopwords: ['business', 'fiat', 'talks', 'tough', 'ahead', 'key', 'gm', 'meeting', 'quotthere', 'good', 'argument', 'say', 'italian', 'car', 'plants', 'could', 'benefit', 'relocation', 'gm', 'businesses', 'europe', 'quot', 'marchionne', 'quoted', 'saying']\n",
      "Stemmed Tokens: ['busi', 'fiat', 'talk', 'tough', 'ahead', 'key', 'gm', 'meet', 'quotther', 'good', 'argument', 'say', 'italian', 'car', 'plant', 'could', 'benefit', 'reloc', 'gm', 'busi', 'europ', 'quot', 'marchionn', 'quot', 'say']\n",
      "Final Preprocessed Text: busi fiat talk tough ahead key gm meet quotther good argument say italian car plant could benefit reloc gm busi europ quot marchionn quot say\n",
      "\n",
      "Original Text: BlackRock to buy State Street Research from MetLife NEW YORK, August 26 (New Ratings) - BlackRock Inc (BLK.NYS), a leading US-based fixed-income asset management company, has reportedly agreed to buy State Street Research  amp; Management Company, a unit of MetLife Inc, for \\$375 million in a cash and stock \n",
      "Lowercased Text: blackrock to buy state street research from metlife new york, august 26 (new ratings) - blackrock inc (blk.nys), a leading us-based fixed-income asset management company, has reportedly agreed to buy state street research  amp; management company, a unit of metlife inc, for \\$375 million in a cash and stock \n",
      "Removed URLs: blackrock to buy state street research from metlife new york, august 26 (new ratings) - blackrock inc (blk.nys), a leading us-based fixed-income asset management company, has reportedly agreed to buy state street research  amp; management company, a unit of metlife inc, for \\$375 million in a cash and stock \n",
      "Removed HTML Tags: blackrock to buy state street research from metlife new york, august 26 (new ratings) - blackrock inc (blk.nys), a leading us-based fixed-income asset management company, has reportedly agreed to buy state street research  amp; management company, a unit of metlife inc, for \\$375 million in a cash and stock \n",
      "Removed Special Characters: blackrock to buy state street research from metlife new york august  new ratings  blackrock inc blknys a leading usbased fixedincome asset management company has reportedly agreed to buy state street research  amp management company a unit of metlife inc for  million in a cash and stock \n",
      "Tokens: ['blackrock', 'to', 'buy', 'state', 'street', 'research', 'from', 'metlife', 'new', 'york', 'august', 'new', 'ratings', 'blackrock', 'inc', 'blknys', 'a', 'leading', 'usbased', 'fixedincome', 'asset', 'management', 'company', 'has', 'reportedly', 'agreed', 'to', 'buy', 'state', 'street', 'research', 'amp', 'management', 'company', 'a', 'unit', 'of', 'metlife', 'inc', 'for', 'million', 'in', 'a', 'cash', 'and', 'stock']\n",
      "Removed Stopwords: ['blackrock', 'buy', 'state', 'street', 'research', 'metlife', 'new', 'york', 'august', 'new', 'ratings', 'blackrock', 'inc', 'blknys', 'leading', 'usbased', 'fixedincome', 'asset', 'management', 'company', 'reportedly', 'agreed', 'buy', 'state', 'street', 'research', 'amp', 'management', 'company', 'unit', 'metlife', 'inc', 'million', 'cash', 'stock']\n",
      "Stemmed Tokens: ['blackrock', 'buy', 'state', 'street', 'research', 'metlif', 'new', 'york', 'august', 'new', 'rate', 'blackrock', 'inc', 'blkni', 'lead', 'usbas', 'fixedincom', 'asset', 'manag', 'compani', 'reportedli', 'agre', 'buy', 'state', 'street', 'research', 'amp', 'manag', 'compani', 'unit', 'metlif', 'inc', 'million', 'cash', 'stock']\n",
      "Final Preprocessed Text: blackrock buy state street research metlif new york august new rate blackrock inc blkni lead usbas fixedincom asset manag compani reportedli agre buy state street research amp manag compani unit metlif inc million cash stock\n",
      "\n",
      "Original Text: Before the Bell- First Health soars 21.5 percent Shares of First Health Group Corp. (FHCC.O: Quote, Profile, Research) rose 21.5 percent in pre-market trading on Thursday after rival Coventry Health Care Inc.\n",
      "Lowercased Text: before the bell- first health soars 21.5 percent shares of first health group corp. (fhcc.o: quote, profile, research) rose 21.5 percent in pre-market trading on thursday after rival coventry health care inc.\n",
      "Removed URLs: before the bell- first health soars 21.5 percent shares of first health group corp. (fhcc.o: quote, profile, research) rose 21.5 percent in pre-market trading on thursday after rival coventry health care inc.\n",
      "Removed HTML Tags: before the bell- first health soars 21.5 percent shares of first health group corp. (fhcc.o: quote, profile, research) rose 21.5 percent in pre-market trading on thursday after rival coventry health care inc.\n",
      "Removed Special Characters: before the bell first health soars  percent shares of first health group corp fhcco quote profile research rose  percent in premarket trading on thursday after rival coventry health care inc\n",
      "Tokens: ['before', 'the', 'bell', 'first', 'health', 'soars', 'percent', 'shares', 'of', 'first', 'health', 'group', 'corp', 'fhcco', 'quote', 'profile', 'research', 'rose', 'percent', 'in', 'premarket', 'trading', 'on', 'thursday', 'after', 'rival', 'coventry', 'health', 'care', 'inc']\n",
      "Removed Stopwords: ['bell', 'first', 'health', 'soars', 'percent', 'shares', 'first', 'health', 'group', 'corp', 'fhcco', 'quote', 'profile', 'research', 'rose', 'percent', 'premarket', 'trading', 'thursday', 'rival', 'coventry', 'health', 'care', 'inc']\n",
      "Stemmed Tokens: ['bell', 'first', 'health', 'soar', 'percent', 'share', 'first', 'health', 'group', 'corp', 'fhcco', 'quot', 'profil', 'research', 'rose', 'percent', 'premarket', 'trade', 'thursday', 'rival', 'coventri', 'health', 'care', 'inc']\n",
      "Final Preprocessed Text: bell first health soar percent share first health group corp fhcco quot profil research rose percent premarket trade thursday rival coventri health care inc\n",
      "\n",
      "Original Text: Excess chips a drag on 3rd-quarter Intel results Intel on Tuesday released third-quarter financial results showing that it continues to struggle to sell a substantial stockpile of computer chips as demand for personal computers remains slow.\n",
      "Lowercased Text: excess chips a drag on 3rd-quarter intel results intel on tuesday released third-quarter financial results showing that it continues to struggle to sell a substantial stockpile of computer chips as demand for personal computers remains slow.\n",
      "Removed URLs: excess chips a drag on 3rd-quarter intel results intel on tuesday released third-quarter financial results showing that it continues to struggle to sell a substantial stockpile of computer chips as demand for personal computers remains slow.\n",
      "Removed HTML Tags: excess chips a drag on 3rd-quarter intel results intel on tuesday released third-quarter financial results showing that it continues to struggle to sell a substantial stockpile of computer chips as demand for personal computers remains slow.\n",
      "Removed Special Characters: excess chips a drag on rdquarter intel results intel on tuesday released thirdquarter financial results showing that it continues to struggle to sell a substantial stockpile of computer chips as demand for personal computers remains slow\n",
      "Tokens: ['excess', 'chips', 'a', 'drag', 'on', 'rdquarter', 'intel', 'results', 'intel', 'on', 'tuesday', 'released', 'thirdquarter', 'financial', 'results', 'showing', 'that', 'it', 'continues', 'to', 'struggle', 'to', 'sell', 'a', 'substantial', 'stockpile', 'of', 'computer', 'chips', 'as', 'demand', 'for', 'personal', 'computers', 'remains', 'slow']\n",
      "Removed Stopwords: ['excess', 'chips', 'drag', 'rdquarter', 'intel', 'results', 'intel', 'tuesday', 'released', 'thirdquarter', 'financial', 'results', 'showing', 'continues', 'struggle', 'sell', 'substantial', 'stockpile', 'computer', 'chips', 'demand', 'personal', 'computers', 'remains', 'slow']\n",
      "Stemmed Tokens: ['excess', 'chip', 'drag', 'rdquarter', 'intel', 'result', 'intel', 'tuesday', 'releas', 'thirdquart', 'financi', 'result', 'show', 'continu', 'struggl', 'sell', 'substanti', 'stockpil', 'comput', 'chip', 'demand', 'person', 'comput', 'remain', 'slow']\n",
      "Final Preprocessed Text: excess chip drag rdquarter intel result intel tuesday releas thirdquart financi result show continu struggl sell substanti stockpil comput chip demand person comput remain slow\n",
      "\n",
      "Original Text: Dollar Dives to Record Low Vs. Euro  LONDON (Reuters) - The dollar crashed through key barriers  to a record low on the euro and a 7-month low on the yen on  Wednesday, as concern mounted a forthcoming G20 finance  ministers' meeting would do little to halt its slide.\n",
      "Lowercased Text: dollar dives to record low vs. euro  london (reuters) - the dollar crashed through key barriers  to a record low on the euro and a 7-month low on the yen on  wednesday, as concern mounted a forthcoming g20 finance  ministers' meeting would do little to halt its slide.\n",
      "Removed URLs: dollar dives to record low vs. euro  london (reuters) - the dollar crashed through key barriers  to a record low on the euro and a 7-month low on the yen on  wednesday, as concern mounted a forthcoming g20 finance  ministers' meeting would do little to halt its slide.\n",
      "Removed HTML Tags: dollar dives to record low vs. euro  london (reuters) - the dollar crashed through key barriers  to a record low on the euro and a 7-month low on the yen on  wednesday, as concern mounted a forthcoming g20 finance  ministers' meeting would do little to halt its slide.\n",
      "Removed Special Characters: dollar dives to record low vs euro  london reuters  the dollar crashed through key barriers  to a record low on the euro and a month low on the yen on  wednesday as concern mounted a forthcoming g finance  ministers meeting would do little to halt its slide\n",
      "Tokens: ['dollar', 'dives', 'to', 'record', 'low', 'vs', 'euro', 'london', 'reuters', 'the', 'dollar', 'crashed', 'through', 'key', 'barriers', 'to', 'a', 'record', 'low', 'on', 'the', 'euro', 'and', 'a', 'month', 'low', 'on', 'the', 'yen', 'on', 'wednesday', 'as', 'concern', 'mounted', 'a', 'forthcoming', 'g', 'finance', 'ministers', 'meeting', 'would', 'do', 'little', 'to', 'halt', 'its', 'slide']\n",
      "Removed Stopwords: ['dollar', 'dives', 'record', 'low', 'vs', 'euro', 'london', 'reuters', 'dollar', 'crashed', 'key', 'barriers', 'record', 'low', 'euro', 'month', 'low', 'yen', 'wednesday', 'concern', 'mounted', 'forthcoming', 'g', 'finance', 'ministers', 'meeting', 'would', 'little', 'halt', 'slide']\n",
      "Stemmed Tokens: ['dollar', 'dive', 'record', 'low', 'vs', 'euro', 'london', 'reuter', 'dollar', 'crash', 'key', 'barrier', 'record', 'low', 'euro', 'month', 'low', 'yen', 'wednesday', 'concern', 'mount', 'forthcom', 'g', 'financ', 'minist', 'meet', 'would', 'littl', 'halt', 'slide']\n",
      "Final Preprocessed Text: dollar dive record low vs euro london reuter dollar crash key barrier record low euro month low yen wednesday concern mount forthcom g financ minist meet would littl halt slide\n",
      "\n",
      "Original Text: Federal Report Sees Crude Oil Staying High While the recent flurry of record oil prices may be temporary, government analysts said Thursday that \\$30-a-barrel oil should be expected for decades to come.\n",
      "Lowercased Text: federal report sees crude oil staying high while the recent flurry of record oil prices may be temporary, government analysts said thursday that \\$30-a-barrel oil should be expected for decades to come.\n",
      "Removed URLs: federal report sees crude oil staying high while the recent flurry of record oil prices may be temporary, government analysts said thursday that \\$30-a-barrel oil should be expected for decades to come.\n",
      "Removed HTML Tags: federal report sees crude oil staying high while the recent flurry of record oil prices may be temporary, government analysts said thursday that \\$30-a-barrel oil should be expected for decades to come.\n",
      "Removed Special Characters: federal report sees crude oil staying high while the recent flurry of record oil prices may be temporary government analysts said thursday that abarrel oil should be expected for decades to come\n",
      "Tokens: ['federal', 'report', 'sees', 'crude', 'oil', 'staying', 'high', 'while', 'the', 'recent', 'flurry', 'of', 'record', 'oil', 'prices', 'may', 'be', 'temporary', 'government', 'analysts', 'said', 'thursday', 'that', 'abarrel', 'oil', 'should', 'be', 'expected', 'for', 'decades', 'to', 'come']\n",
      "Removed Stopwords: ['federal', 'report', 'sees', 'crude', 'oil', 'staying', 'high', 'recent', 'flurry', 'record', 'oil', 'prices', 'may', 'temporary', 'government', 'analysts', 'said', 'thursday', 'abarrel', 'oil', 'expected', 'decades', 'come']\n",
      "Stemmed Tokens: ['feder', 'report', 'see', 'crude', 'oil', 'stay', 'high', 'recent', 'flurri', 'record', 'oil', 'price', 'may', 'temporari', 'govern', 'analyst', 'said', 'thursday', 'abarrel', 'oil', 'expect', 'decad', 'come']\n",
      "Final Preprocessed Text: feder report see crude oil stay high recent flurri record oil price may temporari govern analyst said thursday abarrel oil expect decad come\n",
      "\n",
      "Original Text: Lawmakers Grill Citigroup Japan Chief Citigroup #39;s top executive in Japan endured unprecedented questioning by lawmakers on Tuesday over a scandal at the firm #39;s private bank in the country, the latest turn in a high-profile case that has embarrassed the world #39;s biggest \n",
      "Lowercased Text: lawmakers grill citigroup japan chief citigroup #39;s top executive in japan endured unprecedented questioning by lawmakers on tuesday over a scandal at the firm #39;s private bank in the country, the latest turn in a high-profile case that has embarrassed the world #39;s biggest \n",
      "Removed URLs: lawmakers grill citigroup japan chief citigroup #39;s top executive in japan endured unprecedented questioning by lawmakers on tuesday over a scandal at the firm #39;s private bank in the country, the latest turn in a high-profile case that has embarrassed the world #39;s biggest \n",
      "Removed HTML Tags: lawmakers grill citigroup japan chief citigroup #39;s top executive in japan endured unprecedented questioning by lawmakers on tuesday over a scandal at the firm #39;s private bank in the country, the latest turn in a high-profile case that has embarrassed the world #39;s biggest \n",
      "Removed Special Characters: lawmakers grill citigroup japan chief citigroup s top executive in japan endured unprecedented questioning by lawmakers on tuesday over a scandal at the firm s private bank in the country the latest turn in a highprofile case that has embarrassed the world s biggest \n",
      "Tokens: ['lawmakers', 'grill', 'citigroup', 'japan', 'chief', 'citigroup', 's', 'top', 'executive', 'in', 'japan', 'endured', 'unprecedented', 'questioning', 'by', 'lawmakers', 'on', 'tuesday', 'over', 'a', 'scandal', 'at', 'the', 'firm', 's', 'private', 'bank', 'in', 'the', 'country', 'the', 'latest', 'turn', 'in', 'a', 'highprofile', 'case', 'that', 'has', 'embarrassed', 'the', 'world', 's', 'biggest']\n",
      "Removed Stopwords: ['lawmakers', 'grill', 'citigroup', 'japan', 'chief', 'citigroup', 'top', 'executive', 'japan', 'endured', 'unprecedented', 'questioning', 'lawmakers', 'tuesday', 'scandal', 'firm', 'private', 'bank', 'country', 'latest', 'turn', 'highprofile', 'case', 'embarrassed', 'world', 'biggest']\n",
      "Stemmed Tokens: ['lawmak', 'grill', 'citigroup', 'japan', 'chief', 'citigroup', 'top', 'execut', 'japan', 'endur', 'unpreced', 'question', 'lawmak', 'tuesday', 'scandal', 'firm', 'privat', 'bank', 'countri', 'latest', 'turn', 'highprofil', 'case', 'embarrass', 'world', 'biggest']\n",
      "Final Preprocessed Text: lawmak grill citigroup japan chief citigroup top execut japan endur unpreced question lawmak tuesday scandal firm privat bank countri latest turn highprofil case embarrass world biggest\n",
      "\n",
      "Original Text: Health Highlights: Aug. 28, 2004 A new drug that fights a form of age-related macular degeneration (AMD), a leading cause of blindness in the elderly, won applause if not approval from a panel of advisors to the US Food and Drug Administration.\n",
      "Lowercased Text: health highlights: aug. 28, 2004 a new drug that fights a form of age-related macular degeneration (amd), a leading cause of blindness in the elderly, won applause if not approval from a panel of advisors to the us food and drug administration.\n",
      "Removed URLs: health highlights: aug. 28, 2004 a new drug that fights a form of age-related macular degeneration (amd), a leading cause of blindness in the elderly, won applause if not approval from a panel of advisors to the us food and drug administration.\n",
      "Removed HTML Tags: health highlights: aug. 28, 2004 a new drug that fights a form of age-related macular degeneration (amd), a leading cause of blindness in the elderly, won applause if not approval from a panel of advisors to the us food and drug administration.\n",
      "Removed Special Characters: health highlights aug   a new drug that fights a form of agerelated macular degeneration amd a leading cause of blindness in the elderly won applause if not approval from a panel of advisors to the us food and drug administration\n",
      "Tokens: ['health', 'highlights', 'aug', 'a', 'new', 'drug', 'that', 'fights', 'a', 'form', 'of', 'agerelated', 'macular', 'degeneration', 'amd', 'a', 'leading', 'cause', 'of', 'blindness', 'in', 'the', 'elderly', 'won', 'applause', 'if', 'not', 'approval', 'from', 'a', 'panel', 'of', 'advisors', 'to', 'the', 'us', 'food', 'and', 'drug', 'administration']\n",
      "Removed Stopwords: ['health', 'highlights', 'aug', 'new', 'drug', 'fights', 'form', 'agerelated', 'macular', 'degeneration', 'amd', 'leading', 'cause', 'blindness', 'elderly', 'applause', 'approval', 'panel', 'advisors', 'us', 'food', 'drug', 'administration']\n",
      "Stemmed Tokens: ['health', 'highlight', 'aug', 'new', 'drug', 'fight', 'form', 'agerel', 'macular', 'degener', 'amd', 'lead', 'caus', 'blind', 'elderli', 'applaus', 'approv', 'panel', 'advisor', 'us', 'food', 'drug', 'administr']\n",
      "Final Preprocessed Text: health highlight aug new drug fight form agerel macular degener amd lead caus blind elderli applaus approv panel advisor us food drug administr\n",
      "\n",
      "Original Text: Nikkei Up 2.5 Pct in Afternoon Tokyo #39;s Nikkei average jumped 2.5 percent by mid-afternoon on Monday as semiconductor-related stocks such as Advantest Corp. mirrored a rally by their US peers while banks and brokerages extended last week #39;s gains.\n",
      "Lowercased Text: nikkei up 2.5 pct in afternoon tokyo #39;s nikkei average jumped 2.5 percent by mid-afternoon on monday as semiconductor-related stocks such as advantest corp. mirrored a rally by their us peers while banks and brokerages extended last week #39;s gains.\n",
      "Removed URLs: nikkei up 2.5 pct in afternoon tokyo #39;s nikkei average jumped 2.5 percent by mid-afternoon on monday as semiconductor-related stocks such as advantest corp. mirrored a rally by their us peers while banks and brokerages extended last week #39;s gains.\n",
      "Removed HTML Tags: nikkei up 2.5 pct in afternoon tokyo #39;s nikkei average jumped 2.5 percent by mid-afternoon on monday as semiconductor-related stocks such as advantest corp. mirrored a rally by their us peers while banks and brokerages extended last week #39;s gains.\n",
      "Removed Special Characters: nikkei up  pct in afternoon tokyo s nikkei average jumped  percent by midafternoon on monday as semiconductorrelated stocks such as advantest corp mirrored a rally by their us peers while banks and brokerages extended last week s gains\n",
      "Tokens: ['nikkei', 'up', 'pct', 'in', 'afternoon', 'tokyo', 's', 'nikkei', 'average', 'jumped', 'percent', 'by', 'midafternoon', 'on', 'monday', 'as', 'semiconductorrelated', 'stocks', 'such', 'as', 'advantest', 'corp', 'mirrored', 'a', 'rally', 'by', 'their', 'us', 'peers', 'while', 'banks', 'and', 'brokerages', 'extended', 'last', 'week', 's', 'gains']\n",
      "Removed Stopwords: ['nikkei', 'pct', 'afternoon', 'tokyo', 'nikkei', 'average', 'jumped', 'percent', 'midafternoon', 'monday', 'semiconductorrelated', 'stocks', 'advantest', 'corp', 'mirrored', 'rally', 'us', 'peers', 'banks', 'brokerages', 'extended', 'last', 'week', 'gains']\n",
      "Stemmed Tokens: ['nikkei', 'pct', 'afternoon', 'tokyo', 'nikkei', 'averag', 'jump', 'percent', 'midafternoon', 'monday', 'semiconductorrel', 'stock', 'advantest', 'corp', 'mirror', 'ralli', 'us', 'peer', 'bank', 'brokerag', 'extend', 'last', 'week', 'gain']\n",
      "Final Preprocessed Text: nikkei pct afternoon tokyo nikkei averag jump percent midafternoon monday semiconductorrel stock advantest corp mirror ralli us peer bank brokerag extend last week gain\n",
      "\n",
      "Original Text: US Stocks Rise; Oil, Gold Fall A decline in the price of oil helped lift US stocks to their highest level in two-months on Tuesday. The dollar declined against its major rivals as investors took profits \n",
      "Lowercased Text: us stocks rise; oil, gold fall a decline in the price of oil helped lift us stocks to their highest level in two-months on tuesday. the dollar declined against its major rivals as investors took profits \n",
      "Removed URLs: us stocks rise; oil, gold fall a decline in the price of oil helped lift us stocks to their highest level in two-months on tuesday. the dollar declined against its major rivals as investors took profits \n",
      "Removed HTML Tags: us stocks rise; oil, gold fall a decline in the price of oil helped lift us stocks to their highest level in two-months on tuesday. the dollar declined against its major rivals as investors took profits \n",
      "Removed Special Characters: us stocks rise oil gold fall a decline in the price of oil helped lift us stocks to their highest level in twomonths on tuesday the dollar declined against its major rivals as investors took profits \n",
      "Tokens: ['us', 'stocks', 'rise', 'oil', 'gold', 'fall', 'a', 'decline', 'in', 'the', 'price', 'of', 'oil', 'helped', 'lift', 'us', 'stocks', 'to', 'their', 'highest', 'level', 'in', 'twomonths', 'on', 'tuesday', 'the', 'dollar', 'declined', 'against', 'its', 'major', 'rivals', 'as', 'investors', 'took', 'profits']\n",
      "Removed Stopwords: ['us', 'stocks', 'rise', 'oil', 'gold', 'fall', 'decline', 'price', 'oil', 'helped', 'lift', 'us', 'stocks', 'highest', 'level', 'twomonths', 'tuesday', 'dollar', 'declined', 'major', 'rivals', 'investors', 'took', 'profits']\n",
      "Stemmed Tokens: ['us', 'stock', 'rise', 'oil', 'gold', 'fall', 'declin', 'price', 'oil', 'help', 'lift', 'us', 'stock', 'highest', 'level', 'twomonth', 'tuesday', 'dollar', 'declin', 'major', 'rival', 'investor', 'took', 'profit']\n",
      "Final Preprocessed Text: us stock rise oil gold fall declin price oil help lift us stock highest level twomonth tuesday dollar declin major rival investor took profit\n",
      "\n",
      "Original Text: ANZ sells project finance unit Australia  amp; New Zealand Banking Group said today it would transfer most of its London-based project finance business to Standard Chartered.\n",
      "Lowercased Text: anz sells project finance unit australia  amp; new zealand banking group said today it would transfer most of its london-based project finance business to standard chartered.\n",
      "Removed URLs: anz sells project finance unit australia  amp; new zealand banking group said today it would transfer most of its london-based project finance business to standard chartered.\n",
      "Removed HTML Tags: anz sells project finance unit australia  amp; new zealand banking group said today it would transfer most of its london-based project finance business to standard chartered.\n",
      "Removed Special Characters: anz sells project finance unit australia  amp new zealand banking group said today it would transfer most of its londonbased project finance business to standard chartered\n",
      "Tokens: ['anz', 'sells', 'project', 'finance', 'unit', 'australia', 'amp', 'new', 'zealand', 'banking', 'group', 'said', 'today', 'it', 'would', 'transfer', 'most', 'of', 'its', 'londonbased', 'project', 'finance', 'business', 'to', 'standard', 'chartered']\n",
      "Removed Stopwords: ['anz', 'sells', 'project', 'finance', 'unit', 'australia', 'amp', 'new', 'zealand', 'banking', 'group', 'said', 'today', 'would', 'transfer', 'londonbased', 'project', 'finance', 'business', 'standard', 'chartered']\n",
      "Stemmed Tokens: ['anz', 'sell', 'project', 'financ', 'unit', 'australia', 'amp', 'new', 'zealand', 'bank', 'group', 'said', 'today', 'would', 'transfer', 'londonbas', 'project', 'financ', 'busi', 'standard', 'charter']\n",
      "Final Preprocessed Text: anz sell project financ unit australia amp new zealand bank group said today would transfer londonbas project financ busi standard charter\n",
      "\n",
      "Original Text: South Korea, Singapore seal free-trade pact Korea and Singapore sealed a free-trade agreement yesterday that covers nine broad areas, including electronics, finance and intellectual property rights.\n",
      "Lowercased Text: south korea, singapore seal free-trade pact korea and singapore sealed a free-trade agreement yesterday that covers nine broad areas, including electronics, finance and intellectual property rights.\n",
      "Removed URLs: south korea, singapore seal free-trade pact korea and singapore sealed a free-trade agreement yesterday that covers nine broad areas, including electronics, finance and intellectual property rights.\n",
      "Removed HTML Tags: south korea, singapore seal free-trade pact korea and singapore sealed a free-trade agreement yesterday that covers nine broad areas, including electronics, finance and intellectual property rights.\n",
      "Removed Special Characters: south korea singapore seal freetrade pact korea and singapore sealed a freetrade agreement yesterday that covers nine broad areas including electronics finance and intellectual property rights\n",
      "Tokens: ['south', 'korea', 'singapore', 'seal', 'freetrade', 'pact', 'korea', 'and', 'singapore', 'sealed', 'a', 'freetrade', 'agreement', 'yesterday', 'that', 'covers', 'nine', 'broad', 'areas', 'including', 'electronics', 'finance', 'and', 'intellectual', 'property', 'rights']\n",
      "Removed Stopwords: ['south', 'korea', 'singapore', 'seal', 'freetrade', 'pact', 'korea', 'singapore', 'sealed', 'freetrade', 'agreement', 'yesterday', 'covers', 'nine', 'broad', 'areas', 'including', 'electronics', 'finance', 'intellectual', 'property', 'rights']\n",
      "Stemmed Tokens: ['south', 'korea', 'singapor', 'seal', 'freetrad', 'pact', 'korea', 'singapor', 'seal', 'freetrad', 'agreement', 'yesterday', 'cover', 'nine', 'broad', 'area', 'includ', 'electron', 'financ', 'intellectu', 'properti', 'right']\n",
      "Final Preprocessed Text: south korea singapor seal freetrad pact korea singapor seal freetrad agreement yesterday cover nine broad area includ electron financ intellectu properti right\n",
      "\n",
      "Original Text: Econ Edge: The Economic Week President Bush #39;s White House conference on the economy is sure to attract some of the nation #39;s political and economic superstars to Washington this week.\n",
      "Lowercased Text: econ edge: the economic week president bush #39;s white house conference on the economy is sure to attract some of the nation #39;s political and economic superstars to washington this week.\n",
      "Removed URLs: econ edge: the economic week president bush #39;s white house conference on the economy is sure to attract some of the nation #39;s political and economic superstars to washington this week.\n",
      "Removed HTML Tags: econ edge: the economic week president bush #39;s white house conference on the economy is sure to attract some of the nation #39;s political and economic superstars to washington this week.\n",
      "Removed Special Characters: econ edge the economic week president bush s white house conference on the economy is sure to attract some of the nation s political and economic superstars to washington this week\n",
      "Tokens: ['econ', 'edge', 'the', 'economic', 'week', 'president', 'bush', 's', 'white', 'house', 'conference', 'on', 'the', 'economy', 'is', 'sure', 'to', 'attract', 'some', 'of', 'the', 'nation', 's', 'political', 'and', 'economic', 'superstars', 'to', 'washington', 'this', 'week']\n",
      "Removed Stopwords: ['econ', 'edge', 'economic', 'week', 'president', 'bush', 'white', 'house', 'conference', 'economy', 'sure', 'attract', 'nation', 'political', 'economic', 'superstars', 'washington', 'week']\n",
      "Stemmed Tokens: ['econ', 'edg', 'econom', 'week', 'presid', 'bush', 'white', 'hous', 'confer', 'economi', 'sure', 'attract', 'nation', 'polit', 'econom', 'superstar', 'washington', 'week']\n",
      "Final Preprocessed Text: econ edg econom week presid bush white hous confer economi sure attract nation polit econom superstar washington week\n",
      "\n",
      "Original Text: Trustees worry on oversight A month after federal regulators adopted sweeping new rules for mutual fund oversight, fund trustees remain concerned about their ability to serve as watchdogs over fund managers and others who handle investor money, a new survey shows.\n",
      "Lowercased Text: trustees worry on oversight a month after federal regulators adopted sweeping new rules for mutual fund oversight, fund trustees remain concerned about their ability to serve as watchdogs over fund managers and others who handle investor money, a new survey shows.\n",
      "Removed URLs: trustees worry on oversight a month after federal regulators adopted sweeping new rules for mutual fund oversight, fund trustees remain concerned about their ability to serve as watchdogs over fund managers and others who handle investor money, a new survey shows.\n",
      "Removed HTML Tags: trustees worry on oversight a month after federal regulators adopted sweeping new rules for mutual fund oversight, fund trustees remain concerned about their ability to serve as watchdogs over fund managers and others who handle investor money, a new survey shows.\n",
      "Removed Special Characters: trustees worry on oversight a month after federal regulators adopted sweeping new rules for mutual fund oversight fund trustees remain concerned about their ability to serve as watchdogs over fund managers and others who handle investor money a new survey shows\n",
      "Tokens: ['trustees', 'worry', 'on', 'oversight', 'a', 'month', 'after', 'federal', 'regulators', 'adopted', 'sweeping', 'new', 'rules', 'for', 'mutual', 'fund', 'oversight', 'fund', 'trustees', 'remain', 'concerned', 'about', 'their', 'ability', 'to', 'serve', 'as', 'watchdogs', 'over', 'fund', 'managers', 'and', 'others', 'who', 'handle', 'investor', 'money', 'a', 'new', 'survey', 'shows']\n",
      "Removed Stopwords: ['trustees', 'worry', 'oversight', 'month', 'federal', 'regulators', 'adopted', 'sweeping', 'new', 'rules', 'mutual', 'fund', 'oversight', 'fund', 'trustees', 'remain', 'concerned', 'ability', 'serve', 'watchdogs', 'fund', 'managers', 'others', 'handle', 'investor', 'money', 'new', 'survey', 'shows']\n",
      "Stemmed Tokens: ['truste', 'worri', 'oversight', 'month', 'feder', 'regul', 'adopt', 'sweep', 'new', 'rule', 'mutual', 'fund', 'oversight', 'fund', 'truste', 'remain', 'concern', 'abil', 'serv', 'watchdog', 'fund', 'manag', 'other', 'handl', 'investor', 'money', 'new', 'survey', 'show']\n",
      "Final Preprocessed Text: truste worri oversight month feder regul adopt sweep new rule mutual fund oversight fund truste remain concern abil serv watchdog fund manag other handl investor money new survey show\n",
      "\n",
      "Original Text: CA to buy Netegrity for \\$430 million com October 6, 2004, 7:36 AM PT. This fourth priority #39;s main focus has been improving or obtaining CRM and ERP software for the past year and a half.\n",
      "Lowercased Text: ca to buy netegrity for \\$430 million com october 6, 2004, 7:36 am pt. this fourth priority #39;s main focus has been improving or obtaining crm and erp software for the past year and a half.\n",
      "Removed URLs: ca to buy netegrity for \\$430 million com october 6, 2004, 7:36 am pt. this fourth priority #39;s main focus has been improving or obtaining crm and erp software for the past year and a half.\n",
      "Removed HTML Tags: ca to buy netegrity for \\$430 million com october 6, 2004, 7:36 am pt. this fourth priority #39;s main focus has been improving or obtaining crm and erp software for the past year and a half.\n",
      "Removed Special Characters: ca to buy netegrity for  million com october    am pt this fourth priority s main focus has been improving or obtaining crm and erp software for the past year and a half\n",
      "Tokens: ['ca', 'to', 'buy', 'netegrity', 'for', 'million', 'com', 'october', 'am', 'pt', 'this', 'fourth', 'priority', 's', 'main', 'focus', 'has', 'been', 'improving', 'or', 'obtaining', 'crm', 'and', 'erp', 'software', 'for', 'the', 'past', 'year', 'and', 'a', 'half']\n",
      "Removed Stopwords: ['ca', 'buy', 'netegrity', 'million', 'com', 'october', 'pt', 'fourth', 'priority', 'main', 'focus', 'improving', 'obtaining', 'crm', 'erp', 'software', 'past', 'year', 'half']\n",
      "Stemmed Tokens: ['ca', 'buy', 'netegr', 'million', 'com', 'octob', 'pt', 'fourth', 'prioriti', 'main', 'focu', 'improv', 'obtain', 'crm', 'erp', 'softwar', 'past', 'year', 'half']\n",
      "Final Preprocessed Text: ca buy netegr million com octob pt fourth prioriti main focu improv obtain crm erp softwar past year half\n",
      "\n",
      "Original Text: Qwest to pay \\$250 mn to settle with SEC Qwest Communications International, the US telecommunications group, is understood to have agreed to pay \\$250 million to end a two-year federal probe of alleged fraudulent accounting practices employed by former management.\n",
      "Lowercased Text: qwest to pay \\$250 mn to settle with sec qwest communications international, the us telecommunications group, is understood to have agreed to pay \\$250 million to end a two-year federal probe of alleged fraudulent accounting practices employed by former management.\n",
      "Removed URLs: qwest to pay \\$250 mn to settle with sec qwest communications international, the us telecommunications group, is understood to have agreed to pay \\$250 million to end a two-year federal probe of alleged fraudulent accounting practices employed by former management.\n",
      "Removed HTML Tags: qwest to pay \\$250 mn to settle with sec qwest communications international, the us telecommunications group, is understood to have agreed to pay \\$250 million to end a two-year federal probe of alleged fraudulent accounting practices employed by former management.\n",
      "Removed Special Characters: qwest to pay  mn to settle with sec qwest communications international the us telecommunications group is understood to have agreed to pay  million to end a twoyear federal probe of alleged fraudulent accounting practices employed by former management\n",
      "Tokens: ['qwest', 'to', 'pay', 'mn', 'to', 'settle', 'with', 'sec', 'qwest', 'communications', 'international', 'the', 'us', 'telecommunications', 'group', 'is', 'understood', 'to', 'have', 'agreed', 'to', 'pay', 'million', 'to', 'end', 'a', 'twoyear', 'federal', 'probe', 'of', 'alleged', 'fraudulent', 'accounting', 'practices', 'employed', 'by', 'former', 'management']\n",
      "Removed Stopwords: ['qwest', 'pay', 'mn', 'settle', 'sec', 'qwest', 'communications', 'international', 'us', 'telecommunications', 'group', 'understood', 'agreed', 'pay', 'million', 'end', 'twoyear', 'federal', 'probe', 'alleged', 'fraudulent', 'accounting', 'practices', 'employed', 'former', 'management']\n",
      "Stemmed Tokens: ['qwest', 'pay', 'mn', 'settl', 'sec', 'qwest', 'commun', 'intern', 'us', 'telecommun', 'group', 'understood', 'agre', 'pay', 'million', 'end', 'twoyear', 'feder', 'probe', 'alleg', 'fraudul', 'account', 'practic', 'employ', 'former', 'manag']\n",
      "Final Preprocessed Text: qwest pay mn settl sec qwest commun intern us telecommun group understood agre pay million end twoyear feder probe alleg fraudul account practic employ former manag\n",
      "\n",
      "Original Text: Yukos files for US bankruptcy protection Russian oil giant Yukos Wednesday filed for US bankruptcy protection in attempt to stop the forthcoming auction of its major asset Yuganskeneftegaz, accordingto the Interfax news agency.\n",
      "Lowercased Text: yukos files for us bankruptcy protection russian oil giant yukos wednesday filed for us bankruptcy protection in attempt to stop the forthcoming auction of its major asset yuganskeneftegaz, accordingto the interfax news agency.\n",
      "Removed URLs: yukos files for us bankruptcy protection russian oil giant yukos wednesday filed for us bankruptcy protection in attempt to stop the forthcoming auction of its major asset yuganskeneftegaz, accordingto the interfax news agency.\n",
      "Removed HTML Tags: yukos files for us bankruptcy protection russian oil giant yukos wednesday filed for us bankruptcy protection in attempt to stop the forthcoming auction of its major asset yuganskeneftegaz, accordingto the interfax news agency.\n",
      "Removed Special Characters: yukos files for us bankruptcy protection russian oil giant yukos wednesday filed for us bankruptcy protection in attempt to stop the forthcoming auction of its major asset yuganskeneftegaz accordingto the interfax news agency\n",
      "Tokens: ['yukos', 'files', 'for', 'us', 'bankruptcy', 'protection', 'russian', 'oil', 'giant', 'yukos', 'wednesday', 'filed', 'for', 'us', 'bankruptcy', 'protection', 'in', 'attempt', 'to', 'stop', 'the', 'forthcoming', 'auction', 'of', 'its', 'major', 'asset', 'yuganskeneftegaz', 'accordingto', 'the', 'interfax', 'news', 'agency']\n",
      "Removed Stopwords: ['yukos', 'files', 'us', 'bankruptcy', 'protection', 'russian', 'oil', 'giant', 'yukos', 'wednesday', 'filed', 'us', 'bankruptcy', 'protection', 'attempt', 'stop', 'forthcoming', 'auction', 'major', 'asset', 'yuganskeneftegaz', 'accordingto', 'interfax', 'news', 'agency']\n",
      "Stemmed Tokens: ['yuko', 'file', 'us', 'bankruptci', 'protect', 'russian', 'oil', 'giant', 'yuko', 'wednesday', 'file', 'us', 'bankruptci', 'protect', 'attempt', 'stop', 'forthcom', 'auction', 'major', 'asset', 'yuganskeneftegaz', 'accordingto', 'interfax', 'news', 'agenc']\n",
      "Final Preprocessed Text: yuko file us bankruptci protect russian oil giant yuko wednesday file us bankruptci protect attempt stop forthcom auction major asset yuganskeneftegaz accordingto interfax news agenc\n",
      "\n",
      "Original Text: This week in the state Legislature The Senate is expected to vote on the overall \\$3.3 billion spending plan for the state Department of Transportation, which supports state and local highway programs, public transportation programs and department administration (House Bill 5528).\n",
      "Lowercased Text: this week in the state legislature the senate is expected to vote on the overall \\$3.3 billion spending plan for the state department of transportation, which supports state and local highway programs, public transportation programs and department administration (house bill 5528).\n",
      "Removed URLs: this week in the state legislature the senate is expected to vote on the overall \\$3.3 billion spending plan for the state department of transportation, which supports state and local highway programs, public transportation programs and department administration (house bill 5528).\n",
      "Removed HTML Tags: this week in the state legislature the senate is expected to vote on the overall \\$3.3 billion spending plan for the state department of transportation, which supports state and local highway programs, public transportation programs and department administration (house bill 5528).\n",
      "Removed Special Characters: this week in the state legislature the senate is expected to vote on the overall  billion spending plan for the state department of transportation which supports state and local highway programs public transportation programs and department administration house bill \n",
      "Tokens: ['this', 'week', 'in', 'the', 'state', 'legislature', 'the', 'senate', 'is', 'expected', 'to', 'vote', 'on', 'the', 'overall', 'billion', 'spending', 'plan', 'for', 'the', 'state', 'department', 'of', 'transportation', 'which', 'supports', 'state', 'and', 'local', 'highway', 'programs', 'public', 'transportation', 'programs', 'and', 'department', 'administration', 'house', 'bill']\n",
      "Removed Stopwords: ['week', 'state', 'legislature', 'senate', 'expected', 'vote', 'overall', 'billion', 'spending', 'plan', 'state', 'department', 'transportation', 'supports', 'state', 'local', 'highway', 'programs', 'public', 'transportation', 'programs', 'department', 'administration', 'house', 'bill']\n",
      "Stemmed Tokens: ['week', 'state', 'legislatur', 'senat', 'expect', 'vote', 'overal', 'billion', 'spend', 'plan', 'state', 'depart', 'transport', 'support', 'state', 'local', 'highway', 'program', 'public', 'transport', 'program', 'depart', 'administr', 'hous', 'bill']\n",
      "Final Preprocessed Text: week state legislatur senat expect vote overal billion spend plan state depart transport support state local highway program public transport program depart administr hous bill\n",
      "\n",
      "Original Text: Suit says secret accounts at DCX used for bribes The Securities and Exchange Commission is investigating allegations that German automaker DaimlerChrysler AG maintained at least 40 secret bank accounts to bribe foreign government officials \n",
      "Lowercased Text: suit says secret accounts at dcx used for bribes the securities and exchange commission is investigating allegations that german automaker daimlerchrysler ag maintained at least 40 secret bank accounts to bribe foreign government officials \n",
      "Removed URLs: suit says secret accounts at dcx used for bribes the securities and exchange commission is investigating allegations that german automaker daimlerchrysler ag maintained at least 40 secret bank accounts to bribe foreign government officials \n",
      "Removed HTML Tags: suit says secret accounts at dcx used for bribes the securities and exchange commission is investigating allegations that german automaker daimlerchrysler ag maintained at least 40 secret bank accounts to bribe foreign government officials \n",
      "Removed Special Characters: suit says secret accounts at dcx used for bribes the securities and exchange commission is investigating allegations that german automaker daimlerchrysler ag maintained at least  secret bank accounts to bribe foreign government officials \n",
      "Tokens: ['suit', 'says', 'secret', 'accounts', 'at', 'dcx', 'used', 'for', 'bribes', 'the', 'securities', 'and', 'exchange', 'commission', 'is', 'investigating', 'allegations', 'that', 'german', 'automaker', 'daimlerchrysler', 'ag', 'maintained', 'at', 'least', 'secret', 'bank', 'accounts', 'to', 'bribe', 'foreign', 'government', 'officials']\n",
      "Removed Stopwords: ['suit', 'says', 'secret', 'accounts', 'dcx', 'used', 'bribes', 'securities', 'exchange', 'commission', 'investigating', 'allegations', 'german', 'automaker', 'daimlerchrysler', 'ag', 'maintained', 'least', 'secret', 'bank', 'accounts', 'bribe', 'foreign', 'government', 'officials']\n",
      "Stemmed Tokens: ['suit', 'say', 'secret', 'account', 'dcx', 'use', 'bribe', 'secur', 'exchang', 'commiss', 'investig', 'alleg', 'german', 'automak', 'daimlerchrysl', 'ag', 'maintain', 'least', 'secret', 'bank', 'account', 'bribe', 'foreign', 'govern', 'offici']\n",
      "Final Preprocessed Text: suit say secret account dcx use bribe secur exchang commiss investig alleg german automak daimlerchrysl ag maintain least secret bank account bribe foreign govern offici\n",
      "\n",
      "Original Text: Rapidly expanding Vietnam Airlines ready to take on America HANOI : Yesterday Vietnam, today Asia, tomorrow the United States: Vietnam Airlines has expanded to the point where it is even eyeing the huge American market, a move which would have been unthinkable not long ago.\n",
      "Lowercased Text: rapidly expanding vietnam airlines ready to take on america hanoi : yesterday vietnam, today asia, tomorrow the united states: vietnam airlines has expanded to the point where it is even eyeing the huge american market, a move which would have been unthinkable not long ago.\n",
      "Removed URLs: rapidly expanding vietnam airlines ready to take on america hanoi : yesterday vietnam, today asia, tomorrow the united states: vietnam airlines has expanded to the point where it is even eyeing the huge american market, a move which would have been unthinkable not long ago.\n",
      "Removed HTML Tags: rapidly expanding vietnam airlines ready to take on america hanoi : yesterday vietnam, today asia, tomorrow the united states: vietnam airlines has expanded to the point where it is even eyeing the huge american market, a move which would have been unthinkable not long ago.\n",
      "Removed Special Characters: rapidly expanding vietnam airlines ready to take on america hanoi  yesterday vietnam today asia tomorrow the united states vietnam airlines has expanded to the point where it is even eyeing the huge american market a move which would have been unthinkable not long ago\n",
      "Tokens: ['rapidly', 'expanding', 'vietnam', 'airlines', 'ready', 'to', 'take', 'on', 'america', 'hanoi', 'yesterday', 'vietnam', 'today', 'asia', 'tomorrow', 'the', 'united', 'states', 'vietnam', 'airlines', 'has', 'expanded', 'to', 'the', 'point', 'where', 'it', 'is', 'even', 'eyeing', 'the', 'huge', 'american', 'market', 'a', 'move', 'which', 'would', 'have', 'been', 'unthinkable', 'not', 'long', 'ago']\n",
      "Removed Stopwords: ['rapidly', 'expanding', 'vietnam', 'airlines', 'ready', 'take', 'america', 'hanoi', 'yesterday', 'vietnam', 'today', 'asia', 'tomorrow', 'united', 'states', 'vietnam', 'airlines', 'expanded', 'point', 'even', 'eyeing', 'huge', 'american', 'market', 'move', 'would', 'unthinkable', 'long', 'ago']\n",
      "Stemmed Tokens: ['rapidli', 'expand', 'vietnam', 'airlin', 'readi', 'take', 'america', 'hanoi', 'yesterday', 'vietnam', 'today', 'asia', 'tomorrow', 'unit', 'state', 'vietnam', 'airlin', 'expand', 'point', 'even', 'eye', 'huge', 'american', 'market', 'move', 'would', 'unthink', 'long', 'ago']\n",
      "Final Preprocessed Text: rapidli expand vietnam airlin readi take america hanoi yesterday vietnam today asia tomorrow unit state vietnam airlin expand point even eye huge american market move would unthink long ago\n",
      "\n",
      "Original Text: Local group joins suit to de-list endangered species Bob Briggs wifes family has owned about 1,000 acres of redwood forest off Waddell Creek since 1913. He doesnt clearcut, and logs about once a decade.\n",
      "Lowercased Text: local group joins suit to de-list endangered species bob briggs wifes family has owned about 1,000 acres of redwood forest off waddell creek since 1913. he doesnt clearcut, and logs about once a decade.\n",
      "Removed URLs: local group joins suit to de-list endangered species bob briggs wifes family has owned about 1,000 acres of redwood forest off waddell creek since 1913. he doesnt clearcut, and logs about once a decade.\n",
      "Removed HTML Tags: local group joins suit to de-list endangered species bob briggs wifes family has owned about 1,000 acres of redwood forest off waddell creek since 1913. he doesnt clearcut, and logs about once a decade.\n",
      "Removed Special Characters: local group joins suit to delist endangered species bob briggs wifes family has owned about  acres of redwood forest off waddell creek since  he doesnt clearcut and logs about once a decade\n",
      "Tokens: ['local', 'group', 'joins', 'suit', 'to', 'delist', 'endangered', 'species', 'bob', 'briggs', 'wifes', 'family', 'has', 'owned', 'about', 'acres', 'of', 'redwood', 'forest', 'off', 'waddell', 'creek', 'since', 'he', 'doesnt', 'clearcut', 'and', 'logs', 'about', 'once', 'a', 'decade']\n",
      "Removed Stopwords: ['local', 'group', 'joins', 'suit', 'delist', 'endangered', 'species', 'bob', 'briggs', 'wifes', 'family', 'owned', 'acres', 'redwood', 'forest', 'waddell', 'creek', 'since', 'doesnt', 'clearcut', 'logs', 'decade']\n",
      "Stemmed Tokens: ['local', 'group', 'join', 'suit', 'delist', 'endang', 'speci', 'bob', 'brigg', 'wife', 'famili', 'own', 'acr', 'redwood', 'forest', 'waddel', 'creek', 'sinc', 'doesnt', 'clearcut', 'log', 'decad']\n",
      "Final Preprocessed Text: local group join suit delist endang speci bob brigg wife famili own acr redwood forest waddel creek sinc doesnt clearcut log decad\n",
      "\n",
      "Original Text: No tax on Internet access until at least 2007 Consumers won #39;t have to pay a tax to log on to the Internet until at least 2007, after Congress voted Friday to renew a recently lapsed ban on Internet taxation.\n",
      "Lowercased Text: no tax on internet access until at least 2007 consumers won #39;t have to pay a tax to log on to the internet until at least 2007, after congress voted friday to renew a recently lapsed ban on internet taxation.\n",
      "Removed URLs: no tax on internet access until at least 2007 consumers won #39;t have to pay a tax to log on to the internet until at least 2007, after congress voted friday to renew a recently lapsed ban on internet taxation.\n",
      "Removed HTML Tags: no tax on internet access until at least 2007 consumers won #39;t have to pay a tax to log on to the internet until at least 2007, after congress voted friday to renew a recently lapsed ban on internet taxation.\n",
      "Removed Special Characters: no tax on internet access until at least  consumers won t have to pay a tax to log on to the internet until at least  after congress voted friday to renew a recently lapsed ban on internet taxation\n",
      "Tokens: ['no', 'tax', 'on', 'internet', 'access', 'until', 'at', 'least', 'consumers', 'won', 't', 'have', 'to', 'pay', 'a', 'tax', 'to', 'log', 'on', 'to', 'the', 'internet', 'until', 'at', 'least', 'after', 'congress', 'voted', 'friday', 'to', 'renew', 'a', 'recently', 'lapsed', 'ban', 'on', 'internet', 'taxation']\n",
      "Removed Stopwords: ['tax', 'internet', 'access', 'least', 'consumers', 'pay', 'tax', 'log', 'internet', 'least', 'congress', 'voted', 'friday', 'renew', 'recently', 'lapsed', 'ban', 'internet', 'taxation']\n",
      "Stemmed Tokens: ['tax', 'internet', 'access', 'least', 'consum', 'pay', 'tax', 'log', 'internet', 'least', 'congress', 'vote', 'friday', 'renew', 'recent', 'laps', 'ban', 'internet', 'taxat']\n",
      "Final Preprocessed Text: tax internet access least consum pay tax log internet least congress vote friday renew recent laps ban internet taxat\n",
      "\n",
      "Original Text: Product Previews palmOneUpgrades Treo With Faster Chip, Better Display\\With more than 600,000 units shipped, the Treo 600 is one of the big smartphone success stories. Last week, palmOne introduced the follow-on Treo 650 with a higher resolution 320-by-320-pixel TFT screen, which the company claims increases the visible area of the display and makes pictures and documents much clearer. The 650 also carries a removable battery; 32MB of flash memory, and a faster 312MHz, Intel XScale processor. Improved multimedia features include a built-in MP3 player, a digital camera with improved low-light capabilities, as well as video capture and playback functionality. Products are expected to ship by years end from some carriers who will add their own services, and will be priced at about \\$499.\\ Treo 650, palmOne\n",
      "Lowercased Text: product previews palmoneupgrades treo with faster chip, better display\\with more than 600,000 units shipped, the treo 600 is one of the big smartphone success stories. last week, palmone introduced the follow-on treo 650 with a higher resolution 320-by-320-pixel tft screen, which the company claims increases the visible area of the display and makes pictures and documents much clearer. the 650 also carries a removable battery; 32mb of flash memory, and a faster 312mhz, intel xscale processor. improved multimedia features include a built-in mp3 player, a digital camera with improved low-light capabilities, as well as video capture and playback functionality. products are expected to ship by years end from some carriers who will add their own services, and will be priced at about \\$499.\\ treo 650, palmone\n",
      "Removed URLs: product previews palmoneupgrades treo with faster chip, better display\\with more than 600,000 units shipped, the treo 600 is one of the big smartphone success stories. last week, palmone introduced the follow-on treo 650 with a higher resolution 320-by-320-pixel tft screen, which the company claims increases the visible area of the display and makes pictures and documents much clearer. the 650 also carries a removable battery; 32mb of flash memory, and a faster 312mhz, intel xscale processor. improved multimedia features include a built-in mp3 player, a digital camera with improved low-light capabilities, as well as video capture and playback functionality. products are expected to ship by years end from some carriers who will add their own services, and will be priced at about \\$499.\\ treo 650, palmone\n",
      "Removed HTML Tags: product previews palmoneupgrades treo with faster chip, better display\\with more than 600,000 units shipped, the treo 600 is one of the big smartphone success stories. last week, palmone introduced the follow-on treo 650 with a higher resolution 320-by-320-pixel tft screen, which the company claims increases the visible area of the display and makes pictures and documents much clearer. the 650 also carries a removable battery; 32mb of flash memory, and a faster 312mhz, intel xscale processor. improved multimedia features include a built-in mp3 player, a digital camera with improved low-light capabilities, as well as video capture and playback functionality. products are expected to ship by years end from some carriers who will add their own services, and will be priced at about \\$499.\\ treo 650, palmone\n",
      "Removed Special Characters: product previews palmoneupgrades treo with faster chip better displaywith more than  units shipped the treo  is one of the big smartphone success stories last week palmone introduced the followon treo  with a higher resolution bypixel tft screen which the company claims increases the visible area of the display and makes pictures and documents much clearer the  also carries a removable battery mb of flash memory and a faster mhz intel xscale processor improved multimedia features include a builtin mp player a digital camera with improved lowlight capabilities as well as video capture and playback functionality products are expected to ship by years end from some carriers who will add their own services and will be priced at about  treo  palmone\n",
      "Tokens: ['product', 'previews', 'palmoneupgrades', 'treo', 'with', 'faster', 'chip', 'better', 'displaywith', 'more', 'than', 'units', 'shipped', 'the', 'treo', 'is', 'one', 'of', 'the', 'big', 'smartphone', 'success', 'stories', 'last', 'week', 'palmone', 'introduced', 'the', 'followon', 'treo', 'with', 'a', 'higher', 'resolution', 'bypixel', 'tft', 'screen', 'which', 'the', 'company', 'claims', 'increases', 'the', 'visible', 'area', 'of', 'the', 'display', 'and', 'makes', 'pictures', 'and', 'documents', 'much', 'clearer', 'the', 'also', 'carries', 'a', 'removable', 'battery', 'mb', 'of', 'flash', 'memory', 'and', 'a', 'faster', 'mhz', 'intel', 'xscale', 'processor', 'improved', 'multimedia', 'features', 'include', 'a', 'builtin', 'mp', 'player', 'a', 'digital', 'camera', 'with', 'improved', 'lowlight', 'capabilities', 'as', 'well', 'as', 'video', 'capture', 'and', 'playback', 'functionality', 'products', 'are', 'expected', 'to', 'ship', 'by', 'years', 'end', 'from', 'some', 'carriers', 'who', 'will', 'add', 'their', 'own', 'services', 'and', 'will', 'be', 'priced', 'at', 'about', 'treo', 'palmone']\n",
      "Removed Stopwords: ['product', 'previews', 'palmoneupgrades', 'treo', 'faster', 'chip', 'better', 'displaywith', 'units', 'shipped', 'treo', 'one', 'big', 'smartphone', 'success', 'stories', 'last', 'week', 'palmone', 'introduced', 'followon', 'treo', 'higher', 'resolution', 'bypixel', 'tft', 'screen', 'company', 'claims', 'increases', 'visible', 'area', 'display', 'makes', 'pictures', 'documents', 'much', 'clearer', 'also', 'carries', 'removable', 'battery', 'mb', 'flash', 'memory', 'faster', 'mhz', 'intel', 'xscale', 'processor', 'improved', 'multimedia', 'features', 'include', 'builtin', 'mp', 'player', 'digital', 'camera', 'improved', 'lowlight', 'capabilities', 'well', 'video', 'capture', 'playback', 'functionality', 'products', 'expected', 'ship', 'years', 'end', 'carriers', 'add', 'services', 'priced', 'treo', 'palmone']\n",
      "Stemmed Tokens: ['product', 'preview', 'palmoneupgrad', 'treo', 'faster', 'chip', 'better', 'displaywith', 'unit', 'ship', 'treo', 'one', 'big', 'smartphon', 'success', 'stori', 'last', 'week', 'palmon', 'introduc', 'followon', 'treo', 'higher', 'resolut', 'bypixel', 'tft', 'screen', 'compani', 'claim', 'increas', 'visibl', 'area', 'display', 'make', 'pictur', 'document', 'much', 'clearer', 'also', 'carri', 'remov', 'batteri', 'mb', 'flash', 'memori', 'faster', 'mhz', 'intel', 'xscale', 'processor', 'improv', 'multimedia', 'featur', 'includ', 'builtin', 'mp', 'player', 'digit', 'camera', 'improv', 'lowlight', 'capabl', 'well', 'video', 'captur', 'playback', 'function', 'product', 'expect', 'ship', 'year', 'end', 'carrier', 'add', 'servic', 'price', 'treo', 'palmon']\n",
      "Final Preprocessed Text: product preview palmoneupgrad treo faster chip better displaywith unit ship treo one big smartphon success stori last week palmon introduc followon treo higher resolut bypixel tft screen compani claim increas visibl area display make pictur document much clearer also carri remov batteri mb flash memori faster mhz intel xscale processor improv multimedia featur includ builtin mp player digit camera improv lowlight capabl well video captur playback function product expect ship year end carrier add servic price treo palmon\n",
      "\n",
      "Original Text: ATA to temporarily lay off 156 employees INDIANAPOLIS - ATA Airlines announced temporary layoffs Thursday throughout its system amid speculation that the struggling airline was in merger talks.\n",
      "Lowercased Text: ata to temporarily lay off 156 employees indianapolis - ata airlines announced temporary layoffs thursday throughout its system amid speculation that the struggling airline was in merger talks.\n",
      "Removed URLs: ata to temporarily lay off 156 employees indianapolis - ata airlines announced temporary layoffs thursday throughout its system amid speculation that the struggling airline was in merger talks.\n",
      "Removed HTML Tags: ata to temporarily lay off 156 employees indianapolis - ata airlines announced temporary layoffs thursday throughout its system amid speculation that the struggling airline was in merger talks.\n",
      "Removed Special Characters: ata to temporarily lay off  employees indianapolis  ata airlines announced temporary layoffs thursday throughout its system amid speculation that the struggling airline was in merger talks\n",
      "Tokens: ['ata', 'to', 'temporarily', 'lay', 'off', 'employees', 'indianapolis', 'ata', 'airlines', 'announced', 'temporary', 'layoffs', 'thursday', 'throughout', 'its', 'system', 'amid', 'speculation', 'that', 'the', 'struggling', 'airline', 'was', 'in', 'merger', 'talks']\n",
      "Removed Stopwords: ['ata', 'temporarily', 'lay', 'employees', 'indianapolis', 'ata', 'airlines', 'announced', 'temporary', 'layoffs', 'thursday', 'throughout', 'system', 'amid', 'speculation', 'struggling', 'airline', 'merger', 'talks']\n",
      "Stemmed Tokens: ['ata', 'temporarili', 'lay', 'employe', 'indianapoli', 'ata', 'airlin', 'announc', 'temporari', 'layoff', 'thursday', 'throughout', 'system', 'amid', 'specul', 'struggl', 'airlin', 'merger', 'talk']\n",
      "Final Preprocessed Text: ata temporarili lay employe indianapoli ata airlin announc temporari layoff thursday throughout system amid specul struggl airlin merger talk\n",
      "\n",
      "Original Text: Air NZ, Qantas alliance appeal Air New Zealand and Qantas Airways have lost their bid to get their proposed alliance approved in New Zealand. New Zealand #39;s High Court declined the airlines #39; appeal against a NZ Commerce Commission decision to block the alliance.\n",
      "Lowercased Text: air nz, qantas alliance appeal air new zealand and qantas airways have lost their bid to get their proposed alliance approved in new zealand. new zealand #39;s high court declined the airlines #39; appeal against a nz commerce commission decision to block the alliance.\n",
      "Removed URLs: air nz, qantas alliance appeal air new zealand and qantas airways have lost their bid to get their proposed alliance approved in new zealand. new zealand #39;s high court declined the airlines #39; appeal against a nz commerce commission decision to block the alliance.\n",
      "Removed HTML Tags: air nz, qantas alliance appeal air new zealand and qantas airways have lost their bid to get their proposed alliance approved in new zealand. new zealand #39;s high court declined the airlines #39; appeal against a nz commerce commission decision to block the alliance.\n",
      "Removed Special Characters: air nz qantas alliance appeal air new zealand and qantas airways have lost their bid to get their proposed alliance approved in new zealand new zealand s high court declined the airlines  appeal against a nz commerce commission decision to block the alliance\n",
      "Tokens: ['air', 'nz', 'qantas', 'alliance', 'appeal', 'air', 'new', 'zealand', 'and', 'qantas', 'airways', 'have', 'lost', 'their', 'bid', 'to', 'get', 'their', 'proposed', 'alliance', 'approved', 'in', 'new', 'zealand', 'new', 'zealand', 's', 'high', 'court', 'declined', 'the', 'airlines', 'appeal', 'against', 'a', 'nz', 'commerce', 'commission', 'decision', 'to', 'block', 'the', 'alliance']\n",
      "Removed Stopwords: ['air', 'nz', 'qantas', 'alliance', 'appeal', 'air', 'new', 'zealand', 'qantas', 'airways', 'lost', 'bid', 'get', 'proposed', 'alliance', 'approved', 'new', 'zealand', 'new', 'zealand', 'high', 'court', 'declined', 'airlines', 'appeal', 'nz', 'commerce', 'commission', 'decision', 'block', 'alliance']\n",
      "Stemmed Tokens: ['air', 'nz', 'qanta', 'allianc', 'appeal', 'air', 'new', 'zealand', 'qanta', 'airway', 'lost', 'bid', 'get', 'propos', 'allianc', 'approv', 'new', 'zealand', 'new', 'zealand', 'high', 'court', 'declin', 'airlin', 'appeal', 'nz', 'commerc', 'commiss', 'decis', 'block', 'allianc']\n",
      "Final Preprocessed Text: air nz qanta allianc appeal air new zealand qanta airway lost bid get propos allianc approv new zealand new zealand high court declin airlin appeal nz commerc commiss decis block allianc\n",
      "\n",
      "Original Text: Sony group to buy MGM A consortium led by Sony Corp. has agreed in principle to acquire famed Hollywood studio Metro-Goldwyn-Mayer Inc. for nearly \\$3 billion, MGM said late yesterday.\n",
      "Lowercased Text: sony group to buy mgm a consortium led by sony corp. has agreed in principle to acquire famed hollywood studio metro-goldwyn-mayer inc. for nearly \\$3 billion, mgm said late yesterday.\n",
      "Removed URLs: sony group to buy mgm a consortium led by sony corp. has agreed in principle to acquire famed hollywood studio metro-goldwyn-mayer inc. for nearly \\$3 billion, mgm said late yesterday.\n",
      "Removed HTML Tags: sony group to buy mgm a consortium led by sony corp. has agreed in principle to acquire famed hollywood studio metro-goldwyn-mayer inc. for nearly \\$3 billion, mgm said late yesterday.\n",
      "Removed Special Characters: sony group to buy mgm a consortium led by sony corp has agreed in principle to acquire famed hollywood studio metrogoldwynmayer inc for nearly  billion mgm said late yesterday\n",
      "Tokens: ['sony', 'group', 'to', 'buy', 'mgm', 'a', 'consortium', 'led', 'by', 'sony', 'corp', 'has', 'agreed', 'in', 'principle', 'to', 'acquire', 'famed', 'hollywood', 'studio', 'metrogoldwynmayer', 'inc', 'for', 'nearly', 'billion', 'mgm', 'said', 'late', 'yesterday']\n",
      "Removed Stopwords: ['sony', 'group', 'buy', 'mgm', 'consortium', 'led', 'sony', 'corp', 'agreed', 'principle', 'acquire', 'famed', 'hollywood', 'studio', 'metrogoldwynmayer', 'inc', 'nearly', 'billion', 'mgm', 'said', 'late', 'yesterday']\n",
      "Stemmed Tokens: ['soni', 'group', 'buy', 'mgm', 'consortium', 'led', 'soni', 'corp', 'agre', 'principl', 'acquir', 'fame', 'hollywood', 'studio', 'metrogoldwynmay', 'inc', 'nearli', 'billion', 'mgm', 'said', 'late', 'yesterday']\n",
      "Final Preprocessed Text: soni group buy mgm consortium led soni corp agre principl acquir fame hollywood studio metrogoldwynmay inc nearli billion mgm said late yesterday\n",
      "\n",
      "Original Text: Japan GDP Hurts Yen, U.S. Trade Data Eyed  LONDON (Reuters) - The yen fell against other major  currencies on Friday on a surprising downward revision to  Japanese growth, while the dollar hit three-week lows against  the euro on worries about the U.S. trade deficit.\n",
      "Lowercased Text: japan gdp hurts yen, u.s. trade data eyed  london (reuters) - the yen fell against other major  currencies on friday on a surprising downward revision to  japanese growth, while the dollar hit three-week lows against  the euro on worries about the u.s. trade deficit.\n",
      "Removed URLs: japan gdp hurts yen, u.s. trade data eyed  london (reuters) - the yen fell against other major  currencies on friday on a surprising downward revision to  japanese growth, while the dollar hit three-week lows against  the euro on worries about the u.s. trade deficit.\n",
      "Removed HTML Tags: japan gdp hurts yen, u.s. trade data eyed  london (reuters) - the yen fell against other major  currencies on friday on a surprising downward revision to  japanese growth, while the dollar hit three-week lows against  the euro on worries about the u.s. trade deficit.\n",
      "Removed Special Characters: japan gdp hurts yen us trade data eyed  london reuters  the yen fell against other major  currencies on friday on a surprising downward revision to  japanese growth while the dollar hit threeweek lows against  the euro on worries about the us trade deficit\n",
      "Tokens: ['japan', 'gdp', 'hurts', 'yen', 'us', 'trade', 'data', 'eyed', 'london', 'reuters', 'the', 'yen', 'fell', 'against', 'other', 'major', 'currencies', 'on', 'friday', 'on', 'a', 'surprising', 'downward', 'revision', 'to', 'japanese', 'growth', 'while', 'the', 'dollar', 'hit', 'threeweek', 'lows', 'against', 'the', 'euro', 'on', 'worries', 'about', 'the', 'us', 'trade', 'deficit']\n",
      "Removed Stopwords: ['japan', 'gdp', 'hurts', 'yen', 'us', 'trade', 'data', 'eyed', 'london', 'reuters', 'yen', 'fell', 'major', 'currencies', 'friday', 'surprising', 'downward', 'revision', 'japanese', 'growth', 'dollar', 'hit', 'threeweek', 'lows', 'euro', 'worries', 'us', 'trade', 'deficit']\n",
      "Stemmed Tokens: ['japan', 'gdp', 'hurt', 'yen', 'us', 'trade', 'data', 'eye', 'london', 'reuter', 'yen', 'fell', 'major', 'currenc', 'friday', 'surpris', 'downward', 'revis', 'japanes', 'growth', 'dollar', 'hit', 'threeweek', 'low', 'euro', 'worri', 'us', 'trade', 'deficit']\n",
      "Final Preprocessed Text: japan gdp hurt yen us trade data eye london reuter yen fell major currenc friday surpris downward revis japanes growth dollar hit threeweek low euro worri us trade deficit\n",
      "\n",
      "Original Text: Stocks Up as Oil Slides  NEW YORK (Reuters) - U.S. stocks jumped on Wednesday as oil  prices, which have held investor enthusiasm for stocks in check  for months, fell sharply after a higher-than-expected crude  build last week.\n",
      "Lowercased Text: stocks up as oil slides  new york (reuters) - u.s. stocks jumped on wednesday as oil  prices, which have held investor enthusiasm for stocks in check  for months, fell sharply after a higher-than-expected crude  build last week.\n",
      "Removed URLs: stocks up as oil slides  new york (reuters) - u.s. stocks jumped on wednesday as oil  prices, which have held investor enthusiasm for stocks in check  for months, fell sharply after a higher-than-expected crude  build last week.\n",
      "Removed HTML Tags: stocks up as oil slides  new york (reuters) - u.s. stocks jumped on wednesday as oil  prices, which have held investor enthusiasm for stocks in check  for months, fell sharply after a higher-than-expected crude  build last week.\n",
      "Removed Special Characters: stocks up as oil slides  new york reuters  us stocks jumped on wednesday as oil  prices which have held investor enthusiasm for stocks in check  for months fell sharply after a higherthanexpected crude  build last week\n",
      "Tokens: ['stocks', 'up', 'as', 'oil', 'slides', 'new', 'york', 'reuters', 'us', 'stocks', 'jumped', 'on', 'wednesday', 'as', 'oil', 'prices', 'which', 'have', 'held', 'investor', 'enthusiasm', 'for', 'stocks', 'in', 'check', 'for', 'months', 'fell', 'sharply', 'after', 'a', 'higherthanexpected', 'crude', 'build', 'last', 'week']\n",
      "Removed Stopwords: ['stocks', 'oil', 'slides', 'new', 'york', 'reuters', 'us', 'stocks', 'jumped', 'wednesday', 'oil', 'prices', 'held', 'investor', 'enthusiasm', 'stocks', 'check', 'months', 'fell', 'sharply', 'higherthanexpected', 'crude', 'build', 'last', 'week']\n",
      "Stemmed Tokens: ['stock', 'oil', 'slide', 'new', 'york', 'reuter', 'us', 'stock', 'jump', 'wednesday', 'oil', 'price', 'held', 'investor', 'enthusiasm', 'stock', 'check', 'month', 'fell', 'sharpli', 'higherthanexpect', 'crude', 'build', 'last', 'week']\n",
      "Final Preprocessed Text: stock oil slide new york reuter us stock jump wednesday oil price held investor enthusiasm stock check month fell sharpli higherthanexpect crude build last week\n",
      "\n",
      "Original Text: Stocks Rise as Crude Falls More Than \\$2  NEW YORK (Reuters) - U.S. stocks rose on Wednesday as crude  oil futures fell more than \\$2 a barrel on a big jump in U.S.  petroleum supply, easing worries about the impact of energy  costs on corporate profits and economic growth.\n",
      "Lowercased Text: stocks rise as crude falls more than \\$2  new york (reuters) - u.s. stocks rose on wednesday as crude  oil futures fell more than \\$2 a barrel on a big jump in u.s.  petroleum supply, easing worries about the impact of energy  costs on corporate profits and economic growth.\n",
      "Removed URLs: stocks rise as crude falls more than \\$2  new york (reuters) - u.s. stocks rose on wednesday as crude  oil futures fell more than \\$2 a barrel on a big jump in u.s.  petroleum supply, easing worries about the impact of energy  costs on corporate profits and economic growth.\n",
      "Removed HTML Tags: stocks rise as crude falls more than \\$2  new york (reuters) - u.s. stocks rose on wednesday as crude  oil futures fell more than \\$2 a barrel on a big jump in u.s.  petroleum supply, easing worries about the impact of energy  costs on corporate profits and economic growth.\n",
      "Removed Special Characters: stocks rise as crude falls more than   new york reuters  us stocks rose on wednesday as crude  oil futures fell more than  a barrel on a big jump in us  petroleum supply easing worries about the impact of energy  costs on corporate profits and economic growth\n",
      "Tokens: ['stocks', 'rise', 'as', 'crude', 'falls', 'more', 'than', 'new', 'york', 'reuters', 'us', 'stocks', 'rose', 'on', 'wednesday', 'as', 'crude', 'oil', 'futures', 'fell', 'more', 'than', 'a', 'barrel', 'on', 'a', 'big', 'jump', 'in', 'us', 'petroleum', 'supply', 'easing', 'worries', 'about', 'the', 'impact', 'of', 'energy', 'costs', 'on', 'corporate', 'profits', 'and', 'economic', 'growth']\n",
      "Removed Stopwords: ['stocks', 'rise', 'crude', 'falls', 'new', 'york', 'reuters', 'us', 'stocks', 'rose', 'wednesday', 'crude', 'oil', 'futures', 'fell', 'barrel', 'big', 'jump', 'us', 'petroleum', 'supply', 'easing', 'worries', 'impact', 'energy', 'costs', 'corporate', 'profits', 'economic', 'growth']\n",
      "Stemmed Tokens: ['stock', 'rise', 'crude', 'fall', 'new', 'york', 'reuter', 'us', 'stock', 'rose', 'wednesday', 'crude', 'oil', 'futur', 'fell', 'barrel', 'big', 'jump', 'us', 'petroleum', 'suppli', 'eas', 'worri', 'impact', 'energi', 'cost', 'corpor', 'profit', 'econom', 'growth']\n",
      "Final Preprocessed Text: stock rise crude fall new york reuter us stock rose wednesday crude oil futur fell barrel big jump us petroleum suppli eas worri impact energi cost corpor profit econom growth\n",
      "\n",
      "Original Text: Fed Sticks With Its 'Measured' Pace  Federal Reserve officials agreed at a meeting in September that they probably would keep raising their benchmark interest rate in coming quarters because of the likelihood of continued solid economic growth.\n",
      "Lowercased Text: fed sticks with its 'measured' pace  federal reserve officials agreed at a meeting in september that they probably would keep raising their benchmark interest rate in coming quarters because of the likelihood of continued solid economic growth.\n",
      "Removed URLs: fed sticks with its 'measured' pace  federal reserve officials agreed at a meeting in september that they probably would keep raising their benchmark interest rate in coming quarters because of the likelihood of continued solid economic growth.\n",
      "Removed HTML Tags: fed sticks with its 'measured' pace  federal reserve officials agreed at a meeting in september that they probably would keep raising their benchmark interest rate in coming quarters because of the likelihood of continued solid economic growth.\n",
      "Removed Special Characters: fed sticks with its measured pace  federal reserve officials agreed at a meeting in september that they probably would keep raising their benchmark interest rate in coming quarters because of the likelihood of continued solid economic growth\n",
      "Tokens: ['fed', 'sticks', 'with', 'its', 'measured', 'pace', 'federal', 'reserve', 'officials', 'agreed', 'at', 'a', 'meeting', 'in', 'september', 'that', 'they', 'probably', 'would', 'keep', 'raising', 'their', 'benchmark', 'interest', 'rate', 'in', 'coming', 'quarters', 'because', 'of', 'the', 'likelihood', 'of', 'continued', 'solid', 'economic', 'growth']\n",
      "Removed Stopwords: ['fed', 'sticks', 'measured', 'pace', 'federal', 'reserve', 'officials', 'agreed', 'meeting', 'september', 'probably', 'would', 'keep', 'raising', 'benchmark', 'interest', 'rate', 'coming', 'quarters', 'likelihood', 'continued', 'solid', 'economic', 'growth']\n",
      "Stemmed Tokens: ['fed', 'stick', 'measur', 'pace', 'feder', 'reserv', 'offici', 'agre', 'meet', 'septemb', 'probabl', 'would', 'keep', 'rais', 'benchmark', 'interest', 'rate', 'come', 'quarter', 'likelihood', 'continu', 'solid', 'econom', 'growth']\n",
      "Final Preprocessed Text: fed stick measur pace feder reserv offici agre meet septemb probabl would keep rais benchmark interest rate come quarter likelihood continu solid econom growth\n",
      "\n",
      "Original Text: Techs Hit Asian Shares Lower; Oil Down (Reuters) Reuters - Technology stocks led Asian share\\markets lower Friday after a retreat by their U.S. peers, with\\investors cautious amid record-breaking oil prices and ahead of\\U.S. jobs data later in the day.\n",
      "Lowercased Text: techs hit asian shares lower; oil down (reuters) reuters - technology stocks led asian share\\markets lower friday after a retreat by their u.s. peers, with\\investors cautious amid record-breaking oil prices and ahead of\\u.s. jobs data later in the day.\n",
      "Removed URLs: techs hit asian shares lower; oil down (reuters) reuters - technology stocks led asian share\\markets lower friday after a retreat by their u.s. peers, with\\investors cautious amid record-breaking oil prices and ahead of\\u.s. jobs data later in the day.\n",
      "Removed HTML Tags: techs hit asian shares lower; oil down (reuters) reuters - technology stocks led asian share\\markets lower friday after a retreat by their u.s. peers, with\\investors cautious amid record-breaking oil prices and ahead of\\u.s. jobs data later in the day.\n",
      "Removed Special Characters: techs hit asian shares lower oil down reuters reuters  technology stocks led asian sharemarkets lower friday after a retreat by their us peers withinvestors cautious amid recordbreaking oil prices and ahead ofus jobs data later in the day\n",
      "Tokens: ['techs', 'hit', 'asian', 'shares', 'lower', 'oil', 'down', 'reuters', 'reuters', 'technology', 'stocks', 'led', 'asian', 'sharemarkets', 'lower', 'friday', 'after', 'a', 'retreat', 'by', 'their', 'us', 'peers', 'withinvestors', 'cautious', 'amid', 'recordbreaking', 'oil', 'prices', 'and', 'ahead', 'ofus', 'jobs', 'data', 'later', 'in', 'the', 'day']\n",
      "Removed Stopwords: ['techs', 'hit', 'asian', 'shares', 'lower', 'oil', 'reuters', 'reuters', 'technology', 'stocks', 'led', 'asian', 'sharemarkets', 'lower', 'friday', 'retreat', 'us', 'peers', 'withinvestors', 'cautious', 'amid', 'recordbreaking', 'oil', 'prices', 'ahead', 'ofus', 'jobs', 'data', 'later', 'day']\n",
      "Stemmed Tokens: ['tech', 'hit', 'asian', 'share', 'lower', 'oil', 'reuter', 'reuter', 'technolog', 'stock', 'led', 'asian', 'sharemarket', 'lower', 'friday', 'retreat', 'us', 'peer', 'withinvestor', 'cautiou', 'amid', 'recordbreak', 'oil', 'price', 'ahead', 'ofu', 'job', 'data', 'later', 'day']\n",
      "Final Preprocessed Text: tech hit asian share lower oil reuter reuter technolog stock led asian sharemarket lower friday retreat us peer withinvestor cautiou amid recordbreak oil price ahead ofu job data later day\n",
      "\n",
      "Original Text: Is fair trade coffee a beachhead for bananas? GUILDERLAND, NY Socially conscious consumers have made fair trade brews a rapidly growing niche of the coffee market. The beans can now be found on supermarket shelves next to the Folgers and in the espresso at Dunkin #39; Donuts.\n",
      "Lowercased Text: is fair trade coffee a beachhead for bananas? guilderland, ny socially conscious consumers have made fair trade brews a rapidly growing niche of the coffee market. the beans can now be found on supermarket shelves next to the folgers and in the espresso at dunkin #39; donuts.\n",
      "Removed URLs: is fair trade coffee a beachhead for bananas? guilderland, ny socially conscious consumers have made fair trade brews a rapidly growing niche of the coffee market. the beans can now be found on supermarket shelves next to the folgers and in the espresso at dunkin #39; donuts.\n",
      "Removed HTML Tags: is fair trade coffee a beachhead for bananas? guilderland, ny socially conscious consumers have made fair trade brews a rapidly growing niche of the coffee market. the beans can now be found on supermarket shelves next to the folgers and in the espresso at dunkin #39; donuts.\n",
      "Removed Special Characters: is fair trade coffee a beachhead for bananas guilderland ny socially conscious consumers have made fair trade brews a rapidly growing niche of the coffee market the beans can now be found on supermarket shelves next to the folgers and in the espresso at dunkin  donuts\n",
      "Tokens: ['is', 'fair', 'trade', 'coffee', 'a', 'beachhead', 'for', 'bananas', 'guilderland', 'ny', 'socially', 'conscious', 'consumers', 'have', 'made', 'fair', 'trade', 'brews', 'a', 'rapidly', 'growing', 'niche', 'of', 'the', 'coffee', 'market', 'the', 'beans', 'can', 'now', 'be', 'found', 'on', 'supermarket', 'shelves', 'next', 'to', 'the', 'folgers', 'and', 'in', 'the', 'espresso', 'at', 'dunkin', 'donuts']\n",
      "Removed Stopwords: ['fair', 'trade', 'coffee', 'beachhead', 'bananas', 'guilderland', 'ny', 'socially', 'conscious', 'consumers', 'made', 'fair', 'trade', 'brews', 'rapidly', 'growing', 'niche', 'coffee', 'market', 'beans', 'found', 'supermarket', 'shelves', 'next', 'folgers', 'espresso', 'dunkin', 'donuts']\n",
      "Stemmed Tokens: ['fair', 'trade', 'coffe', 'beachhead', 'banana', 'guilderland', 'ny', 'social', 'consciou', 'consum', 'made', 'fair', 'trade', 'brew', 'rapidli', 'grow', 'nich', 'coffe', 'market', 'bean', 'found', 'supermarket', 'shelv', 'next', 'folger', 'espresso', 'dunkin', 'donut']\n",
      "Final Preprocessed Text: fair trade coffe beachhead banana guilderland ny social consciou consum made fair trade brew rapidli grow nich coffe market bean found supermarket shelv next folger espresso dunkin donut\n",
      "\n",
      "Original Text: Stocks Seen Flat as Earnings Pour In US stock futures pointed to a flat market open Thursday as a rush of quarterly earnings reports painted a mixed picture for corporate profits amid lingering worries over the high price of oil.\n",
      "Lowercased Text: stocks seen flat as earnings pour in us stock futures pointed to a flat market open thursday as a rush of quarterly earnings reports painted a mixed picture for corporate profits amid lingering worries over the high price of oil.\n",
      "Removed URLs: stocks seen flat as earnings pour in us stock futures pointed to a flat market open thursday as a rush of quarterly earnings reports painted a mixed picture for corporate profits amid lingering worries over the high price of oil.\n",
      "Removed HTML Tags: stocks seen flat as earnings pour in us stock futures pointed to a flat market open thursday as a rush of quarterly earnings reports painted a mixed picture for corporate profits amid lingering worries over the high price of oil.\n",
      "Removed Special Characters: stocks seen flat as earnings pour in us stock futures pointed to a flat market open thursday as a rush of quarterly earnings reports painted a mixed picture for corporate profits amid lingering worries over the high price of oil\n",
      "Tokens: ['stocks', 'seen', 'flat', 'as', 'earnings', 'pour', 'in', 'us', 'stock', 'futures', 'pointed', 'to', 'a', 'flat', 'market', 'open', 'thursday', 'as', 'a', 'rush', 'of', 'quarterly', 'earnings', 'reports', 'painted', 'a', 'mixed', 'picture', 'for', 'corporate', 'profits', 'amid', 'lingering', 'worries', 'over', 'the', 'high', 'price', 'of', 'oil']\n",
      "Removed Stopwords: ['stocks', 'seen', 'flat', 'earnings', 'pour', 'us', 'stock', 'futures', 'pointed', 'flat', 'market', 'open', 'thursday', 'rush', 'quarterly', 'earnings', 'reports', 'painted', 'mixed', 'picture', 'corporate', 'profits', 'amid', 'lingering', 'worries', 'high', 'price', 'oil']\n",
      "Stemmed Tokens: ['stock', 'seen', 'flat', 'earn', 'pour', 'us', 'stock', 'futur', 'point', 'flat', 'market', 'open', 'thursday', 'rush', 'quarterli', 'earn', 'report', 'paint', 'mix', 'pictur', 'corpor', 'profit', 'amid', 'linger', 'worri', 'high', 'price', 'oil']\n",
      "Final Preprocessed Text: stock seen flat earn pour us stock futur point flat market open thursday rush quarterli earn report paint mix pictur corpor profit amid linger worri high price oil\n",
      "\n",
      "Original Text: Opel to cut payroll by 9,500 Opel gets by without layoffs. Readers taking in these and similar headlines earlier this week were well advised to read the fine print.\n",
      "Lowercased Text: opel to cut payroll by 9,500 opel gets by without layoffs. readers taking in these and similar headlines earlier this week were well advised to read the fine print.\n",
      "Removed URLs: opel to cut payroll by 9,500 opel gets by without layoffs. readers taking in these and similar headlines earlier this week were well advised to read the fine print.\n",
      "Removed HTML Tags: opel to cut payroll by 9,500 opel gets by without layoffs. readers taking in these and similar headlines earlier this week were well advised to read the fine print.\n",
      "Removed Special Characters: opel to cut payroll by  opel gets by without layoffs readers taking in these and similar headlines earlier this week were well advised to read the fine print\n",
      "Tokens: ['opel', 'to', 'cut', 'payroll', 'by', 'opel', 'gets', 'by', 'without', 'layoffs', 'readers', 'taking', 'in', 'these', 'and', 'similar', 'headlines', 'earlier', 'this', 'week', 'were', 'well', 'advised', 'to', 'read', 'the', 'fine', 'print']\n",
      "Removed Stopwords: ['opel', 'cut', 'payroll', 'opel', 'gets', 'without', 'layoffs', 'readers', 'taking', 'similar', 'headlines', 'earlier', 'week', 'well', 'advised', 'read', 'fine', 'print']\n",
      "Stemmed Tokens: ['opel', 'cut', 'payrol', 'opel', 'get', 'without', 'layoff', 'reader', 'take', 'similar', 'headlin', 'earlier', 'week', 'well', 'advis', 'read', 'fine', 'print']\n",
      "Final Preprocessed Text: opel cut payrol opel get without layoff reader take similar headlin earlier week well advis read fine print\n",
      "\n",
      "Original Text: Stocks End Flat, Intel Jumps After Hours  NEW YORK (Reuters) - U.S. stocks ended slightly lower on  Tuesday, but well above their lows, after crude oil retreated  from a record of over \\$54 a barrel.\n",
      "Lowercased Text: stocks end flat, intel jumps after hours  new york (reuters) - u.s. stocks ended slightly lower on  tuesday, but well above their lows, after crude oil retreated  from a record of over \\$54 a barrel.\n",
      "Removed URLs: stocks end flat, intel jumps after hours  new york (reuters) - u.s. stocks ended slightly lower on  tuesday, but well above their lows, after crude oil retreated  from a record of over \\$54 a barrel.\n",
      "Removed HTML Tags: stocks end flat, intel jumps after hours  new york (reuters) - u.s. stocks ended slightly lower on  tuesday, but well above their lows, after crude oil retreated  from a record of over \\$54 a barrel.\n",
      "Removed Special Characters: stocks end flat intel jumps after hours  new york reuters  us stocks ended slightly lower on  tuesday but well above their lows after crude oil retreated  from a record of over  a barrel\n",
      "Tokens: ['stocks', 'end', 'flat', 'intel', 'jumps', 'after', 'hours', 'new', 'york', 'reuters', 'us', 'stocks', 'ended', 'slightly', 'lower', 'on', 'tuesday', 'but', 'well', 'above', 'their', 'lows', 'after', 'crude', 'oil', 'retreated', 'from', 'a', 'record', 'of', 'over', 'a', 'barrel']\n",
      "Removed Stopwords: ['stocks', 'end', 'flat', 'intel', 'jumps', 'hours', 'new', 'york', 'reuters', 'us', 'stocks', 'ended', 'slightly', 'lower', 'tuesday', 'well', 'lows', 'crude', 'oil', 'retreated', 'record', 'barrel']\n",
      "Stemmed Tokens: ['stock', 'end', 'flat', 'intel', 'jump', 'hour', 'new', 'york', 'reuter', 'us', 'stock', 'end', 'slightli', 'lower', 'tuesday', 'well', 'low', 'crude', 'oil', 'retreat', 'record', 'barrel']\n",
      "Final Preprocessed Text: stock end flat intel jump hour new york reuter us stock end slightli lower tuesday well low crude oil retreat record barrel\n",
      "\n",
      "Original Text: Fed lifts rates a further quarter point By Andrew Balls in Washington and Jennifer Hughes in New York. The US Federal Reserve on Tuesday raised interest rates by a quarter point to 2.25 per cent and signalled there had been no change in its assessment of economic conditions.\n",
      "Lowercased Text: fed lifts rates a further quarter point by andrew balls in washington and jennifer hughes in new york. the us federal reserve on tuesday raised interest rates by a quarter point to 2.25 per cent and signalled there had been no change in its assessment of economic conditions.\n",
      "Removed URLs: fed lifts rates a further quarter point by andrew balls in washington and jennifer hughes in new york. the us federal reserve on tuesday raised interest rates by a quarter point to 2.25 per cent and signalled there had been no change in its assessment of economic conditions.\n",
      "Removed HTML Tags: fed lifts rates a further quarter point by andrew balls in washington and jennifer hughes in new york. the us federal reserve on tuesday raised interest rates by a quarter point to 2.25 per cent and signalled there had been no change in its assessment of economic conditions.\n",
      "Removed Special Characters: fed lifts rates a further quarter point by andrew balls in washington and jennifer hughes in new york the us federal reserve on tuesday raised interest rates by a quarter point to  per cent and signalled there had been no change in its assessment of economic conditions\n",
      "Tokens: ['fed', 'lifts', 'rates', 'a', 'further', 'quarter', 'point', 'by', 'andrew', 'balls', 'in', 'washington', 'and', 'jennifer', 'hughes', 'in', 'new', 'york', 'the', 'us', 'federal', 'reserve', 'on', 'tuesday', 'raised', 'interest', 'rates', 'by', 'a', 'quarter', 'point', 'to', 'per', 'cent', 'and', 'signalled', 'there', 'had', 'been', 'no', 'change', 'in', 'its', 'assessment', 'of', 'economic', 'conditions']\n",
      "Removed Stopwords: ['fed', 'lifts', 'rates', 'quarter', 'point', 'andrew', 'balls', 'washington', 'jennifer', 'hughes', 'new', 'york', 'us', 'federal', 'reserve', 'tuesday', 'raised', 'interest', 'rates', 'quarter', 'point', 'per', 'cent', 'signalled', 'change', 'assessment', 'economic', 'conditions']\n",
      "Stemmed Tokens: ['fed', 'lift', 'rate', 'quarter', 'point', 'andrew', 'ball', 'washington', 'jennif', 'hugh', 'new', 'york', 'us', 'feder', 'reserv', 'tuesday', 'rais', 'interest', 'rate', 'quarter', 'point', 'per', 'cent', 'signal', 'chang', 'assess', 'econom', 'condit']\n",
      "Final Preprocessed Text: fed lift rate quarter point andrew ball washington jennif hugh new york us feder reserv tuesday rais interest rate quarter point per cent signal chang assess econom condit\n",
      "\n",
      "Original Text: Harmony Gold Posts Fifth Straight Quarterly Loss (Update1) Harmony Gold Mining Co., the biggest miner of South African gold, made its fifth consecutive quarterly loss as the rand #39;s gains against the dollar eroded profit margins, compelling it to seek expansion to cut costs.\n",
      "Lowercased Text: harmony gold posts fifth straight quarterly loss (update1) harmony gold mining co., the biggest miner of south african gold, made its fifth consecutive quarterly loss as the rand #39;s gains against the dollar eroded profit margins, compelling it to seek expansion to cut costs.\n",
      "Removed URLs: harmony gold posts fifth straight quarterly loss (update1) harmony gold mining co., the biggest miner of south african gold, made its fifth consecutive quarterly loss as the rand #39;s gains against the dollar eroded profit margins, compelling it to seek expansion to cut costs.\n",
      "Removed HTML Tags: harmony gold posts fifth straight quarterly loss (update1) harmony gold mining co., the biggest miner of south african gold, made its fifth consecutive quarterly loss as the rand #39;s gains against the dollar eroded profit margins, compelling it to seek expansion to cut costs.\n",
      "Removed Special Characters: harmony gold posts fifth straight quarterly loss update harmony gold mining co the biggest miner of south african gold made its fifth consecutive quarterly loss as the rand s gains against the dollar eroded profit margins compelling it to seek expansion to cut costs\n",
      "Tokens: ['harmony', 'gold', 'posts', 'fifth', 'straight', 'quarterly', 'loss', 'update', 'harmony', 'gold', 'mining', 'co', 'the', 'biggest', 'miner', 'of', 'south', 'african', 'gold', 'made', 'its', 'fifth', 'consecutive', 'quarterly', 'loss', 'as', 'the', 'rand', 's', 'gains', 'against', 'the', 'dollar', 'eroded', 'profit', 'margins', 'compelling', 'it', 'to', 'seek', 'expansion', 'to', 'cut', 'costs']\n",
      "Removed Stopwords: ['harmony', 'gold', 'posts', 'fifth', 'straight', 'quarterly', 'loss', 'update', 'harmony', 'gold', 'mining', 'co', 'biggest', 'miner', 'south', 'african', 'gold', 'made', 'fifth', 'consecutive', 'quarterly', 'loss', 'rand', 'gains', 'dollar', 'eroded', 'profit', 'margins', 'compelling', 'seek', 'expansion', 'cut', 'costs']\n",
      "Stemmed Tokens: ['harmoni', 'gold', 'post', 'fifth', 'straight', 'quarterli', 'loss', 'updat', 'harmoni', 'gold', 'mine', 'co', 'biggest', 'miner', 'south', 'african', 'gold', 'made', 'fifth', 'consecut', 'quarterli', 'loss', 'rand', 'gain', 'dollar', 'erod', 'profit', 'margin', 'compel', 'seek', 'expans', 'cut', 'cost']\n",
      "Final Preprocessed Text: harmoni gold post fifth straight quarterli loss updat harmoni gold mine co biggest miner south african gold made fifth consecut quarterli loss rand gain dollar erod profit margin compel seek expans cut cost\n",
      "\n",
      "Original Text: Alcoa Warns Earnings to Miss Forecasts (Reuters) Reuters - Alcoa Inc. , the world's largest\\aluminum producer, on Thursday warned that third-quarter\\results would fall far short of Wall Street expectations, hurt\\by plant shutdowns, restructuring costs and weakness in some\\markets.\n",
      "Lowercased Text: alcoa warns earnings to miss forecasts (reuters) reuters - alcoa inc. , the world's largest\\aluminum producer, on thursday warned that third-quarter\\results would fall far short of wall street expectations, hurt\\by plant shutdowns, restructuring costs and weakness in some\\markets.\n",
      "Removed URLs: alcoa warns earnings to miss forecasts (reuters) reuters - alcoa inc. , the world's largest\\aluminum producer, on thursday warned that third-quarter\\results would fall far short of wall street expectations, hurt\\by plant shutdowns, restructuring costs and weakness in some\\markets.\n",
      "Removed HTML Tags: alcoa warns earnings to miss forecasts (reuters) reuters - alcoa inc. , the world's largest\\aluminum producer, on thursday warned that third-quarter\\results would fall far short of wall street expectations, hurt\\by plant shutdowns, restructuring costs and weakness in some\\markets.\n",
      "Removed Special Characters: alcoa warns earnings to miss forecasts reuters reuters  alcoa inc  the worlds largestaluminum producer on thursday warned that thirdquarterresults would fall far short of wall street expectations hurtby plant shutdowns restructuring costs and weakness in somemarkets\n",
      "Tokens: ['alcoa', 'warns', 'earnings', 'to', 'miss', 'forecasts', 'reuters', 'reuters', 'alcoa', 'inc', 'the', 'worlds', 'largestaluminum', 'producer', 'on', 'thursday', 'warned', 'that', 'thirdquarterresults', 'would', 'fall', 'far', 'short', 'of', 'wall', 'street', 'expectations', 'hurtby', 'plant', 'shutdowns', 'restructuring', 'costs', 'and', 'weakness', 'in', 'somemarkets']\n",
      "Removed Stopwords: ['alcoa', 'warns', 'earnings', 'miss', 'forecasts', 'reuters', 'reuters', 'alcoa', 'inc', 'worlds', 'largestaluminum', 'producer', 'thursday', 'warned', 'thirdquarterresults', 'would', 'fall', 'far', 'short', 'wall', 'street', 'expectations', 'hurtby', 'plant', 'shutdowns', 'restructuring', 'costs', 'weakness', 'somemarkets']\n",
      "Stemmed Tokens: ['alcoa', 'warn', 'earn', 'miss', 'forecast', 'reuter', 'reuter', 'alcoa', 'inc', 'world', 'largestaluminum', 'produc', 'thursday', 'warn', 'thirdquarterresult', 'would', 'fall', 'far', 'short', 'wall', 'street', 'expect', 'hurtbi', 'plant', 'shutdown', 'restructur', 'cost', 'weak', 'somemarket']\n",
      "Final Preprocessed Text: alcoa warn earn miss forecast reuter reuter alcoa inc world largestaluminum produc thursday warn thirdquarterresult would fall far short wall street expect hurtbi plant shutdown restructur cost weak somemarket\n",
      "\n",
      "Original Text: Amtrak Infrastructure On Brink, DOT Warns The national passenger rail service risks a \"major point of failure\" if infrastructure needs remain unaddressed, the U.S. Department of Transportation warned in a scathing report made public.\n",
      "Lowercased Text: amtrak infrastructure on brink, dot warns the national passenger rail service risks a \"major point of failure\" if infrastructure needs remain unaddressed, the u.s. department of transportation warned in a scathing report made public.\n",
      "Removed URLs: amtrak infrastructure on brink, dot warns the national passenger rail service risks a \"major point of failure\" if infrastructure needs remain unaddressed, the u.s. department of transportation warned in a scathing report made public.\n",
      "Removed HTML Tags: amtrak infrastructure on brink, dot warns the national passenger rail service risks a \"major point of failure\" if infrastructure needs remain unaddressed, the u.s. department of transportation warned in a scathing report made public.\n",
      "Removed Special Characters: amtrak infrastructure on brink dot warns the national passenger rail service risks a major point of failure if infrastructure needs remain unaddressed the us department of transportation warned in a scathing report made public\n",
      "Tokens: ['amtrak', 'infrastructure', 'on', 'brink', 'dot', 'warns', 'the', 'national', 'passenger', 'rail', 'service', 'risks', 'a', 'major', 'point', 'of', 'failure', 'if', 'infrastructure', 'needs', 'remain', 'unaddressed', 'the', 'us', 'department', 'of', 'transportation', 'warned', 'in', 'a', 'scathing', 'report', 'made', 'public']\n",
      "Removed Stopwords: ['amtrak', 'infrastructure', 'brink', 'dot', 'warns', 'national', 'passenger', 'rail', 'service', 'risks', 'major', 'point', 'failure', 'infrastructure', 'needs', 'remain', 'unaddressed', 'us', 'department', 'transportation', 'warned', 'scathing', 'report', 'made', 'public']\n",
      "Stemmed Tokens: ['amtrak', 'infrastructur', 'brink', 'dot', 'warn', 'nation', 'passeng', 'rail', 'servic', 'risk', 'major', 'point', 'failur', 'infrastructur', 'need', 'remain', 'unaddress', 'us', 'depart', 'transport', 'warn', 'scath', 'report', 'made', 'public']\n",
      "Final Preprocessed Text: amtrak infrastructur brink dot warn nation passeng rail servic risk major point failur infrastructur need remain unaddress us depart transport warn scath report made public\n",
      "\n",
      "Original Text: Stocks Higher on Drop in Jobless Claims A sharp drop in initial unemployment claims and bullish forecasts from Nokia and Texas Instruments sent stocks higher in early trading Thursday.\n",
      "Lowercased Text: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks higher in early trading thursday.\n",
      "Removed URLs: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks higher in early trading thursday.\n",
      "Removed HTML Tags: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks higher in early trading thursday.\n",
      "Removed Special Characters: stocks higher on drop in jobless claims a sharp drop in initial unemployment claims and bullish forecasts from nokia and texas instruments sent stocks higher in early trading thursday\n",
      "Tokens: ['stocks', 'higher', 'on', 'drop', 'in', 'jobless', 'claims', 'a', 'sharp', 'drop', 'in', 'initial', 'unemployment', 'claims', 'and', 'bullish', 'forecasts', 'from', 'nokia', 'and', 'texas', 'instruments', 'sent', 'stocks', 'higher', 'in', 'early', 'trading', 'thursday']\n",
      "Removed Stopwords: ['stocks', 'higher', 'drop', 'jobless', 'claims', 'sharp', 'drop', 'initial', 'unemployment', 'claims', 'bullish', 'forecasts', 'nokia', 'texas', 'instruments', 'sent', 'stocks', 'higher', 'early', 'trading', 'thursday']\n",
      "Stemmed Tokens: ['stock', 'higher', 'drop', 'jobless', 'claim', 'sharp', 'drop', 'initi', 'unemploy', 'claim', 'bullish', 'forecast', 'nokia', 'texa', 'instrument', 'sent', 'stock', 'higher', 'earli', 'trade', 'thursday']\n",
      "Final Preprocessed Text: stock higher drop jobless claim sharp drop initi unemploy claim bullish forecast nokia texa instrument sent stock higher earli trade thursday\n",
      "\n",
      "Original Text: Stocks Up After Sears Deal, HP Earnings  NEW YORK (Reuters) - U.S. stocks ended higher on Wednesday  after Kmart's plan to buy Sears in an \\$11.5 billion deal was  announced and computer maker Hewlett-Packard Co. &lt;A HREF=\"http://www.investor.reuters.com/FullQuote.aspx?ticker=HPQ.N target=/stocks/quickinfo/fullquote\"&gt;HPQ.N&lt;/A&gt; posted  solid earnings.\n",
      "Lowercased Text: stocks up after sears deal, hp earnings  new york (reuters) - u.s. stocks ended higher on wednesday  after kmart's plan to buy sears in an \\$11.5 billion deal was  announced and computer maker hewlett-packard co. &lt;a href=\"http://www.investor.reuters.com/fullquote.aspx?ticker=hpq.n target=/stocks/quickinfo/fullquote\"&gt;hpq.n&lt;/a&gt; posted  solid earnings.\n",
      "Removed URLs: stocks up after sears deal, hp earnings  new york (reuters) - u.s. stocks ended higher on wednesday  after kmart's plan to buy sears in an \\$11.5 billion deal was  announced and computer maker hewlett-packard co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;hpq.n&lt;/a&gt; posted  solid earnings.\n",
      "Removed HTML Tags: stocks up after sears deal, hp earnings  new york (reuters) - u.s. stocks ended higher on wednesday  after kmart's plan to buy sears in an \\$11.5 billion deal was  announced and computer maker hewlett-packard co. &lt;a href=\" target=/stocks/quickinfo/fullquote\"&gt;hpq.n&lt;/a&gt; posted  solid earnings.\n",
      "Removed Special Characters: stocks up after sears deal hp earnings  new york reuters  us stocks ended higher on wednesday  after kmarts plan to buy sears in an  billion deal was  announced and computer maker hewlettpackard co lta href targetstocksquickinfofullquotegthpqnltagt posted  solid earnings\n",
      "Tokens: ['stocks', 'up', 'after', 'sears', 'deal', 'hp', 'earnings', 'new', 'york', 'reuters', 'us', 'stocks', 'ended', 'higher', 'on', 'wednesday', 'after', 'kmarts', 'plan', 'to', 'buy', 'sears', 'in', 'an', 'billion', 'deal', 'was', 'announced', 'and', 'computer', 'maker', 'hewlettpackard', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegthpqnltagt', 'posted', 'solid', 'earnings']\n",
      "Removed Stopwords: ['stocks', 'sears', 'deal', 'hp', 'earnings', 'new', 'york', 'reuters', 'us', 'stocks', 'ended', 'higher', 'wednesday', 'kmarts', 'plan', 'buy', 'sears', 'billion', 'deal', 'announced', 'computer', 'maker', 'hewlettpackard', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegthpqnltagt', 'posted', 'solid', 'earnings']\n",
      "Stemmed Tokens: ['stock', 'sear', 'deal', 'hp', 'earn', 'new', 'york', 'reuter', 'us', 'stock', 'end', 'higher', 'wednesday', 'kmart', 'plan', 'buy', 'sear', 'billion', 'deal', 'announc', 'comput', 'maker', 'hewlettpackard', 'co', 'lta', 'href', 'targetstocksquickinfofullquotegthpqnltagt', 'post', 'solid', 'earn']\n",
      "Final Preprocessed Text: stock sear deal hp earn new york reuter us stock end higher wednesday kmart plan buy sear billion deal announc comput maker hewlettpackard co lta href targetstocksquickinfofullquotegthpqnltagt post solid earn\n",
      "\n",
      "Original Text: Stocks Open Lower as Wall St. Pulls Back US stocks opened slightly lower on Monday as investors pause after a three-day rally last week, with interest rates and a weakening dollar gaining focus now that the presidential election is over.\n",
      "Lowercased Text: stocks open lower as wall st. pulls back us stocks opened slightly lower on monday as investors pause after a three-day rally last week, with interest rates and a weakening dollar gaining focus now that the presidential election is over.\n",
      "Removed URLs: stocks open lower as wall st. pulls back us stocks opened slightly lower on monday as investors pause after a three-day rally last week, with interest rates and a weakening dollar gaining focus now that the presidential election is over.\n",
      "Removed HTML Tags: stocks open lower as wall st. pulls back us stocks opened slightly lower on monday as investors pause after a three-day rally last week, with interest rates and a weakening dollar gaining focus now that the presidential election is over.\n",
      "Removed Special Characters: stocks open lower as wall st pulls back us stocks opened slightly lower on monday as investors pause after a threeday rally last week with interest rates and a weakening dollar gaining focus now that the presidential election is over\n",
      "Tokens: ['stocks', 'open', 'lower', 'as', 'wall', 'st', 'pulls', 'back', 'us', 'stocks', 'opened', 'slightly', 'lower', 'on', 'monday', 'as', 'investors', 'pause', 'after', 'a', 'threeday', 'rally', 'last', 'week', 'with', 'interest', 'rates', 'and', 'a', 'weakening', 'dollar', 'gaining', 'focus', 'now', 'that', 'the', 'presidential', 'election', 'is', 'over']\n",
      "Removed Stopwords: ['stocks', 'open', 'lower', 'wall', 'st', 'pulls', 'back', 'us', 'stocks', 'opened', 'slightly', 'lower', 'monday', 'investors', 'pause', 'threeday', 'rally', 'last', 'week', 'interest', 'rates', 'weakening', 'dollar', 'gaining', 'focus', 'presidential', 'election']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The Jupyter server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--ServerApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "ServerApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "ServerApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "training[\"clean_text\"] = training[\"text\"].apply(preprocess_text) \n",
    "training = training.dropna()\n",
    "testing[\"clean_text\"] = testing[\"text\"].apply(preprocess_text) \n",
    "testing = testing.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "c689f662-6e2f-457c-92e5-f7613380ee8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train= training['clean_text'].values \n",
    "y_train = training['Class Index'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "f32fcc09-8019-40c3-bae6-6dab2f57713b",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test= testing['clean_text'].values \n",
    "y_test = testing['Class Index'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7709f2fb-7702-40ca-b620-38803d1bc1ce",
   "metadata": {},
   "source": [
    "# Feature representaion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "092deaf3-c4df-4175-bfc0-36c081f635c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = TfidfVectorizer(ngram_range=(1, 1))\n",
    "X_train_Unigram = vectorizer.fit_transform(X_train) \n",
    "X_test_Unigram = vectorizer.transform(X_test)\n",
    "vectorizer_b = TfidfVectorizer(ngram_range=(1, 2))\n",
    "X_train_U_B_nigram = vectorizer_b.fit_transform(X_train) \n",
    "X_test_U_B_nigram = vectorizer_b.transform(X_test)\n",
    "vectorizer_t = TfidfVectorizer(ngram_range=(1, 3))\n",
    "X_train_U_B_T_nigram = vectorizer_t.fit_transform(X_train) \n",
    "X_test_U_B_T_nigram = vectorizer_t.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4803896-e83e-4b46-a884-fbab29946a33",
   "metadata": {},
   "source": [
    "# Evauate the models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "aaf133f9-a76a-48e1-ac0a-1666e3393bba",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate_model(model_name, y_true, y_pred):\n",
    "    # Calculate metrics\n",
    "    accuracy = accuracy_score(y_true, y_pred)\n",
    "    precision = precision_score(y_true, y_pred, average='weighted')\n",
    "    recall = recall_score(y_true, y_pred, average='weighted')\n",
    "    f1 = f1_score(y_true, y_pred, average='weighted')\n",
    "    cm = confusion_matrix(y_true, y_pred)\n",
    "\n",
    "    # Create classification report\n",
    "    report = classification_report(y_true, y_pred)\n",
    "\n",
    "    # Output results\n",
    "    metrics = {\n",
    "        'Model Name': model_name,\n",
    "        'Accuracy': accuracy,\n",
    "        'Precision': precision,\n",
    "        'Recall': recall,\n",
    "        'F1 Score': f1,\n",
    "        'Classification Report': report\n",
    "    }\n",
    "\n",
    "    # Plot Confusion Matrix\n",
    "    plt.figure(figsize=(4, 4))\n",
    "    sns.heatmap(\n",
    "        cm,\n",
    "        annot=True,\n",
    "        fmt='d',\n",
    "        cmap='Blues',\n",
    "        cbar=False,\n",
    "        xticklabels=np.unique(y_true),\n",
    "        yticklabels=np.unique(y_true)\n",
    "    )\n",
    "\n",
    "    plt.title(f'Confusion Matrix for {model_name}')\n",
    "    plt.xlabel('Predicted Label')\n",
    "    plt.ylabel('True Label')\n",
    "    plt.show()\n",
    "\n",
    "    return metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4236f2c-0290-4241-95dd-92893df0b9af",
   "metadata": {},
   "source": [
    "# Train and use models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa96c9fe-bac4-49e0-ae96-ebdf4ff8ff87",
   "metadata": {},
   "source": [
    "### Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "3b341844-0281-4931-957b-516267641117",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Name: RandomForestClassifier\n",
      "Accuracy: 0.8355\n",
      "Precision: 0.8354\n",
      "Recall: 0.8355\n",
      "F1 Score: 0.8348\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.88      0.82      0.85      1000\n",
      "           2       0.87      0.94      0.91      1000\n",
      "           3       0.80      0.80      0.80      1000\n",
      "           4       0.79      0.78      0.78      1000\n",
      "\n",
      "    accuracy                           0.84      4000\n",
      "   macro avg       0.84      0.84      0.83      4000\n",
      "weighted avg       0.84      0.84      0.83      4000\n",
      "\n",
      "\n",
      "Best hyperparameters found by GridSearchCV:\n",
      "{'max_depth': None, 'n_estimators': 200}\n"
     ]
    }
   ],
   "source": [
    "rf_classifier = RandomForestClassifier(random_state=42)\n",
    "\n",
    "# Define the hyperparameters for grid search\n",
    "param_grid = {\n",
    "    'n_estimators': [100, 200, 300],\n",
    "    'max_depth': [None, 10, 20, 30],\n",
    "}\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid_search = GridSearchCV(\n",
    "    estimator=rf_classifier,\n",
    "    param_grid=param_grid,\n",
    "    cv=5,\n",
    "    scoring='accuracy',\n",
    "    n_jobs=-1\n",
    ")\n",
    "\n",
    "# Fit the grid search to the data\n",
    "grid_search.fit(X_train_Unigram, y_train)\n",
    "\n",
    "# Get the best estimator\n",
    "best_rf_classifier = grid_search.best_estimator_\n",
    "\n",
    "# Make predictions\n",
    "y_pred = best_rf_classifier.predict(X_test_Unigram)\n",
    "\n",
    "# Evaluate the model\n",
    "evaluation_results = evaluate_model('RandomForestClassifier', y_test, y_pred)\n",
    "\n",
    "# Print evaluation results\n",
    "for key, value in evaluation_results.items():\n",
    "    if key == 'Classification Report':\n",
    "        print(value)\n",
    "    else:\n",
    "        print(f\"{key}: {value:.4f}\" if isinstance(value, float) else f\"{key}: {value}\")\n",
    "\n",
    "# Print best hyperparameters\n",
    "print(\"\\nBest hyperparameters found by GridSearchCV:\")\n",
    "print(grid_search.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfb6c5f5-d3bd-470d-8310-6f7099093b6e",
   "metadata": {},
   "source": [
    "### LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "1be42227-a72e-42d9-8d01-ffea1d366e88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Name: LogisticRegression\n",
      "Accuracy: 0.8752\n",
      "Precision: 0.8748\n",
      "Recall: 0.8752\n",
      "F1 Score: 0.8747\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.90      0.86      0.88      1000\n",
      "           2       0.91      0.97      0.94      1000\n",
      "           3       0.84      0.83      0.84      1000\n",
      "           4       0.85      0.84      0.85      1000\n",
      "\n",
      "    accuracy                           0.88      4000\n",
      "   macro avg       0.87      0.88      0.87      4000\n",
      "weighted avg       0.87      0.88      0.87      4000\n",
      "\n",
      "\n",
      "Best hyperparameters found by GridSearchCV:\n",
      "{'solver': 'lbfgs'}\n"
     ]
    }
   ],
   "source": [
    "# Define the Logistic Regression model\n",
    "LR = LogisticRegression(random_state=42, max_iter=1000)\n",
    "\n",
    "# Define the hyperparameters for grid search\n",
    "param_grid = {\n",
    "    'solver': ['liblinear', 'lbfgs'],\n",
    "}\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid_search = GridSearchCV(\n",
    "    estimator=LR,\n",
    "    param_grid=param_grid,\n",
    "    cv=5,\n",
    "    scoring='accuracy',\n",
    "    n_jobs=-1\n",
    ")\n",
    "\n",
    "# Fit the grid search to the data\n",
    "grid_search.fit(X_train_Unigram, y_train)\n",
    "\n",
    "# Get the best estimator\n",
    "best_LR = grid_search.best_estimator_\n",
    "\n",
    "# Make predictions\n",
    "y_pred = best_LR.predict(X_test_Unigram)\n",
    "\n",
    "# Evaluate the model\n",
    "evaluation_results = evaluate_model('LogisticRegression', y_test, y_pred)\n",
    "\n",
    "# Print evaluation results\n",
    "for key, value in evaluation_results.items():\n",
    "    if key == 'Classification Report':\n",
    "        print(value)\n",
    "    else:\n",
    "        print(f\"{key}: {value:.4f}\" if isinstance(value, float) else f\"{key}: {value}\")\n",
    "\n",
    "# Print best hyperparameters\n",
    "print(\"\\nBest hyperparameters found by GridSearchCV:\")\n",
    "print(grid_search.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5acbf85-66b3-427c-8e3b-e41c2c7b0f1b",
   "metadata": {},
   "source": [
    "### DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "bb1aed97-91f1-4850-8cd2-7b41a7b6293c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Name: DecisionTreeClassifier\n",
      "Accuracy: 0.6935\n",
      "Precision: 0.6921\n",
      "Recall: 0.6935\n",
      "F1 Score: 0.6923\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.71      0.67      0.69      1000\n",
      "           2       0.75      0.82      0.78      1000\n",
      "           3       0.64      0.62      0.63      1000\n",
      "           4       0.67      0.67      0.67      1000\n",
      "\n",
      "    accuracy                           0.69      4000\n",
      "   macro avg       0.69      0.69      0.69      4000\n",
      "weighted avg       0.69      0.69      0.69      4000\n",
      "\n",
      "\n",
      "Best hyperparameters found by GridSearchCV:\n",
      "{'criterion': 'gini', 'max_depth': None}\n"
     ]
    }
   ],
   "source": [
    "DT = DecisionTreeClassifier(random_state=42)\n",
    "\n",
    "# Define the hyperparameters for grid search\n",
    "param_grid = {\n",
    "    'criterion': ['gini', 'entropy'],   # measure the quality of a split\n",
    "    'max_depth': [None, 10, 20, 30],    # maximum depth of the tree\n",
    "}\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid_search = GridSearchCV(\n",
    "    estimator=DT,\n",
    "    param_grid=param_grid,\n",
    "    cv=5,\n",
    "    scoring='accuracy',\n",
    "    n_jobs=-1\n",
    ")\n",
    "\n",
    "# Fit the grid search to the data\n",
    "grid_search.fit(X_train_U_B_nigram, y_train)\n",
    "\n",
    "# Get the best estimator\n",
    "best_DT = grid_search.best_estimator_\n",
    "\n",
    "# Make predictions\n",
    "y_pred = best_DT.predict(X_test_U_B_nigram)\n",
    "\n",
    "# Evaluate the model\n",
    "evaluation_results = evaluate_model('DecisionTreeClassifier', y_test, y_pred)\n",
    "\n",
    "# Print evaluation results\n",
    "for key, value in evaluation_results.items():\n",
    "    if key == 'Classification Report':\n",
    "        print(value)\n",
    "    else:\n",
    "        print(f\"{key}: {value:.4f}\" if isinstance(value, float) else f\"{key}: {value}\")\n",
    "\n",
    "# Print best hyperparameters\n",
    "print(\"\\nBest hyperparameters found by GridSearchCV:\")\n",
    "print(grid_search.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4310545-dfc7-4c11-8bda-bdd513b6b314",
   "metadata": {},
   "source": [
    "### Support Vector Machine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "0b1bbece-0d0a-4b3e-9b3b-fbd43450094b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Name: Support Vector Machine\n",
      "Accuracy: 0.8848\n",
      "Precision: 0.8848\n",
      "Recall: 0.8848\n",
      "F1 Score: 0.8845\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.91      0.87      0.89      1000\n",
      "           2       0.93      0.96      0.95      1000\n",
      "           3       0.84      0.86      0.85      1000\n",
      "           4       0.86      0.84      0.85      1000\n",
      "\n",
      "    accuracy                           0.88      4000\n",
      "   macro avg       0.88      0.88      0.88      4000\n",
      "weighted avg       0.88      0.88      0.88      4000\n",
      "\n",
      "\n",
      "Best hyperparameters found by GridSearchCV:\n",
      "{'kernel': 'linear'}\n"
     ]
    }
   ],
   "source": [
    "SVM = SVC(random_state=42)\n",
    "# Define the SVM model\n",
    "SVM = SVC()\n",
    "\n",
    "# Define the hyperparameters for grid search\n",
    "param_grid = {\n",
    "    'kernel': ['linear', 'rbf', 'poly'],  # Kernel type\n",
    "}\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid_search = GridSearchCV(\n",
    "    estimator=SVM,\n",
    "    param_grid=param_grid,\n",
    "    cv=5,\n",
    "    scoring='accuracy',\n",
    "    n_jobs=-1\n",
    ")\n",
    "\n",
    "# Fit the grid search to the data\n",
    "grid_search.fit(X_train_U_B_nigram, y_train)\n",
    "\n",
    "# Get the best estimator\n",
    "best_SVM = grid_search.best_estimator_\n",
    "\n",
    "# Make predictions\n",
    "y_pred = best_SVM.predict(X_test_U_B_nigram)\n",
    "\n",
    "# Evaluate the model\n",
    "evaluation_results = evaluate_model('Support Vector Machine', y_test, y_pred)\n",
    "\n",
    "# Print evaluation results\n",
    "for key, value in evaluation_results.items():\n",
    "    if key == 'Classification Report':\n",
    "        print(value)\n",
    "    else:\n",
    "        print(f\"{key}: {value:.4f}\" if isinstance(value, float) else f\"{key}: {value}\")\n",
    "\n",
    "# Print best hyperparameters\n",
    "print(\"\\nBest hyperparameters found by GridSearchCV:\")\n",
    "print(grid_search.best_params_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d37a9c9a-897b-4019-978b-59ae8ff27d69",
   "metadata": {},
   "source": [
    "### KNeighborsClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "4d3b4843-d0c5-4e3f-ac53-5e599676a5cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Name: K-Nearest Neighbors\n",
      "Accuracy: 0.8578\n",
      "Precision: 0.8574\n",
      "Recall: 0.8578\n",
      "F1 Score: 0.8575\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.87      0.86      0.86      1000\n",
      "           2       0.92      0.94      0.93      1000\n",
      "           3       0.81      0.81      0.81      1000\n",
      "           4       0.84      0.82      0.83      1000\n",
      "\n",
      "    accuracy                           0.86      4000\n",
      "   macro avg       0.86      0.86      0.86      4000\n",
      "weighted avg       0.86      0.86      0.86      4000\n",
      "\n",
      "\n",
      "Best hyperparameters found by GridSearchCV:\n",
      "{'algorithm': 'auto', 'metric': 'euclidean', 'n_neighbors': 7, 'weights': 'distance'}\n"
     ]
    }
   ],
   "source": [
    "# Define KNN model\n",
    "knn = KNeighborsClassifier()\n",
    "\n",
    "# Define hyperparameters\n",
    "param_grid = {\n",
    "    'n_neighbors': [1, 3, 5, 7, 9],          # Number of neighbors\n",
    "    'weights': ['uniform', 'distance'],      # Weight function\n",
    "    'metric': ['euclidean', 'manhattan'],    # Distance metric\n",
    "    'algorithm': ['auto', 'ball_tree', 'kd_tree', 'brute']  # Algorithm\n",
    "}\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid_search = GridSearchCV(\n",
    "    estimator=knn,\n",
    "    param_grid=param_grid,\n",
    "    cv=5,\n",
    "    scoring='accuracy',\n",
    "    n_jobs=-1\n",
    ")\n",
    "\n",
    "# Fit the model\n",
    "grid_search.fit(X_train_U_B_T_nigram, y_train)\n",
    "\n",
    "# Best model\n",
    "best_knn = grid_search.best_estimator_\n",
    "\n",
    "# Predictions\n",
    "y_pred = best_knn.predict(X_test_U_B_T_nigram)\n",
    "\n",
    "# Evaluation\n",
    "evaluation_results = evaluate_model('K-Nearest Neighbors', y_test, y_pred)\n",
    "\n",
    "# Print results\n",
    "for key, value in evaluation_results.items():\n",
    "    if key == 'Classification Report':\n",
    "        print(value)\n",
    "    else:\n",
    "        print(f\"{key}: {value:.4f}\" if isinstance(value, float) else f\"{key}: {value}\")\n",
    "\n",
    "# Best parameters\n",
    "print(\"\\nBest hyperparameters found by GridSearchCV:\")\n",
    "print(grid_search.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e739636-0f41-4d32-9d6f-d0242ca36697",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07ccc2ea-c68c-43e6-94cc-3b122c4f6e58",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b56435e-8927-46ac-8a12-aa04d38899e2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "301ada41-f1d3-4f46-b8c9-287d1d8bab90",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}