{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b5bb13b8-badd-4db4-a64a-2317402a6e46",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "db6045e5-b225-4983-b003-b401d67ec164",
   "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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"Titanic.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "871a0a46-c728-46cc-8e43-88631188c9c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      int64\n",
       "Survived         int64\n",
       "Pclass           int64\n",
       "Name            object\n",
       "Sex             object\n",
       "Age            float64\n",
       "SibSp            int64\n",
       "Parch            int64\n",
       "Ticket          object\n",
       "Fare           float64\n",
       "Cabin           object\n",
       "Embarked        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "81ea8458-1866-4688-966a-b879d7ebe242",
   "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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>714.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.383838</td>\n",
       "      <td>2.308642</td>\n",
       "      <td>29.699118</td>\n",
       "      <td>0.523008</td>\n",
       "      <td>0.381594</td>\n",
       "      <td>32.204208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>257.353842</td>\n",
       "      <td>0.486592</td>\n",
       "      <td>0.836071</td>\n",
       "      <td>14.526497</td>\n",
       "      <td>1.102743</td>\n",
       "      <td>0.806057</td>\n",
       "      <td>49.693429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.420000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>223.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.910400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.454200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>668.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>512.329200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       PassengerId    Survived      Pclass         Age       SibSp  \\\n",
       "count   891.000000  891.000000  891.000000  714.000000  891.000000   \n",
       "mean    446.000000    0.383838    2.308642   29.699118    0.523008   \n",
       "std     257.353842    0.486592    0.836071   14.526497    1.102743   \n",
       "min       1.000000    0.000000    1.000000    0.420000    0.000000   \n",
       "25%     223.500000    0.000000    2.000000   20.125000    0.000000   \n",
       "50%     446.000000    0.000000    3.000000   28.000000    0.000000   \n",
       "75%     668.500000    1.000000    3.000000   38.000000    1.000000   \n",
       "max     891.000000    1.000000    3.000000   80.000000    8.000000   \n",
       "\n",
       "            Parch        Fare  \n",
       "count  891.000000  891.000000  \n",
       "mean     0.381594   32.204208  \n",
       "std      0.806057   49.693429  \n",
       "min      0.000000    0.000000  \n",
       "25%      0.000000    7.910400  \n",
       "50%      0.000000   14.454200  \n",
       "75%      0.000000   31.000000  \n",
       "max      6.000000  512.329200  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "53e583c0-a520-49aa-bad0-37f91088189c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age            177\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "79a24515-9203-4842-9cd9-90ac84436b3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columns dropped: ['Cabin']\n",
      "Remaining columns: ['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp', 'Parch', 'Ticket', 'Fare', 'Embarked']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "missing_percentage = df.isnull().mean() * 100\n",
    "\n",
    "\n",
    "threshold = 30\n",
    "\n",
    "\n",
    "columns_to_drop = missing_percentage[missing_percentage > threshold].index\n",
    "\n",
    "\n",
    "df = df.drop(columns=columns_to_drop)\n",
    "\n",
    "\n",
    "print(f\"Columns dropped: {list(columns_to_drop)}\")\n",
    "print(f\"Remaining columns: {df.columns.tolist()}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a4da779c-4edc-4849-ab1c-71c82377c916",
   "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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>523</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>190</td>\n",
       "      <td>0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>596</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>353</td>\n",
       "      <td>0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>669</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>472</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  Name  Sex   Age  SibSp  Parch  Ticket  \\\n",
       "0            1         0       3   108    1  22.0      1      0     523   \n",
       "1            2         1       1   190    0  38.0      1      0     596   \n",
       "2            3         1       3   353    0  26.0      0      0     669   \n",
       "3            4         1       1   272    0  35.0      1      0      49   \n",
       "4            5         0       3    15    1  35.0      0      0     472   \n",
       "\n",
       "      Fare  Embarked  \n",
       "0   7.2500         2  \n",
       "1  71.2833         0  \n",
       "2   7.9250         2  \n",
       "3  53.1000         2  \n",
       "4   8.0500         2  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "\n",
    "label_encoder = LabelEncoder()\n",
    "\n",
    "\n",
    "for column in df.select_dtypes(include=['object']).columns:\n",
    "    df[column] = label_encoder.fit_transform(df[column])\n",
    "\n",
    "\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0bf6eb2e-9f74-4a7f-8a9f-416cd2cd3f1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in df.select_dtypes(include=['float64']).columns:\n",
    "    mode_value = df[column].mean()  \n",
    "    df[column] = df[column].fillna(mode_value)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "156c5249-5abd-4a89-9afe-10fa2c51527c",
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in df.select_dtypes(include=['object']).columns:\n",
    "    mode_value = df[column].mode()[0]\n",
    "    df[column] = df[column].fillna(mode_value)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "184da22d-f55a-4802-9faf-f4e2875c9350",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId    0\n",
       "Survived       0\n",
       "Pclass         0\n",
       "Name           0\n",
       "Sex            0\n",
       "Age            0\n",
       "SibSp          0\n",
       "Parch          0\n",
       "Ticket         0\n",
       "Fare           0\n",
       "Embarked       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c3cbf50d-f66f-40d1-ba80-075f05486ec7",
   "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>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>523</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>190</td>\n",
       "      <td>0</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>596</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>353</td>\n",
       "      <td>0</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>669</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>472</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>887</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>1</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>888</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>303</td>\n",
       "      <td>0</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>889</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>413</td>\n",
       "      <td>0</td>\n",
       "      <td>29.699118</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>675</td>\n",
       "      <td>23.4500</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>890</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>891</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>220</td>\n",
       "      <td>1</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>466</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     PassengerId  Survived  Pclass  Name  Sex        Age  SibSp  Parch  \\\n",
       "0              1         0       3   108    1  22.000000      1      0   \n",
       "1              2         1       1   190    0  38.000000      1      0   \n",
       "2              3         1       3   353    0  26.000000      0      0   \n",
       "3              4         1       1   272    0  35.000000      1      0   \n",
       "4              5         0       3    15    1  35.000000      0      0   \n",
       "..           ...       ...     ...   ...  ...        ...    ...    ...   \n",
       "886          887         0       2   548    1  27.000000      0      0   \n",
       "887          888         1       1   303    0  19.000000      0      0   \n",
       "888          889         0       3   413    0  29.699118      1      2   \n",
       "889          890         1       1    81    1  26.000000      0      0   \n",
       "890          891         0       3   220    1  32.000000      0      0   \n",
       "\n",
       "     Ticket     Fare  Embarked  \n",
       "0       523   7.2500         2  \n",
       "1       596  71.2833         0  \n",
       "2       669   7.9250         2  \n",
       "3        49  53.1000         2  \n",
       "4       472   8.0500         2  \n",
       "..      ...      ...       ...  \n",
       "886     101  13.0000         2  \n",
       "887      14  30.0000         2  \n",
       "888     675  23.4500         2  \n",
       "889       8  30.0000         0  \n",
       "890     466   7.7500         1  \n",
       "\n",
       "[891 rows x 11 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bd1552d4-8ad2-490d-af01-a6793336a0fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "🔎 Sum of null values in each column (after outlier removal):\n",
      "PassengerId      0\n",
      "Survived         0\n",
      "Pclass           0\n",
      "Name             0\n",
      "Sex              0\n",
      "Age             66\n",
      "SibSp           46\n",
      "Parch          213\n",
      "Ticket           0\n",
      "Fare           116\n",
      "Embarked         0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# دالة لاكتشاف القيم الشاذة في عمود واستبدالها بـ NaN\n",
    "def replace_outliers_with_nan(column):\n",
    "    Q1 = column.quantile(0.25)\n",
    "    Q3 = column.quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "    return column.where((column >= lower_bound) & (column <= upper_bound), np.nan)\n",
    "\n",
    "# تطبيق الدالة فقط على الأعمدة الرقمية\n",
    "for col in df.select_dtypes(include=['int64', 'float64']).columns:\n",
    "    df[col] = replace_outliers_with_nan(df[col])\n",
    "\n",
    "# عرض عدد القيم المفقودة بعد كشف القيم الشاذة\n",
    "null_counts = df.isnull().sum()\n",
    "print(\"🔎 Sum of null values in each column (after outlier removal):\")\n",
    "print(null_counts)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "62bbf919-a269-4db8-ab4d-2779fdf9a86b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ عدد القيم المفقودة بعد التعبئة:\n",
      "PassengerId    0\n",
      "Survived       0\n",
      "Pclass         0\n",
      "Name           0\n",
      "Sex            0\n",
      "Age            0\n",
      "SibSp          0\n",
      "Parch          0\n",
      "Ticket         0\n",
      "Fare           0\n",
      "Embarked       0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# تعبئة القيم المفقودة الناتجة من القيم الشاذة بالمتوسط لكل عمود\n",
    "for col in df.columns:\n",
    "    if df[col].isnull().sum() > 0:\n",
    "        df[col] = df[col].fillna(df[col].mean())\n",
    "\n",
    "# التحقق النهائي من نظافة البيانات\n",
    "print(\"✅ عدد القيم المفقودة بعد التعبئة:\")\n",
    "print(df.isnull().sum())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4275b016-7d30-420d-a0ca-97490674b359",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.figure(figsize=(6, 4))\n",
    "sns.countplot(x='Survived', hue='Sex', data=df)\n",
    "plt.title('Survival Count by Gender')\n",
    "plt.xlabel('Survived (0 = No, 1 = Yes)')\n",
    "plt.ylabel('Count')\n",
    "plt.legend(title='Sex')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7f5547f6-dfc2-4a56-9f10-b93f0b9a5522",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XFj579iz279/PpYWJJGZtbQ0ACA4ORkpKir695hh1cXER9KOWiZeiksHh0sJEzZeLiwsUCgVSUlLqPEZTUlKgUCj0IYNaJoYLMih3Ly08depUODo6YurUqYiJidEHjLKyMqlLJWqVNBoNNBoNAKBv377w8PCAlZUVPDw80Ldv31p9qGViuCCDwqWFiZq3mmPP09MTGRkZWLhwIfz8/LBw4UL89ddf8PT0FPSjlolzLsig1Gdp4fj4eC4tTCSRmmNv+vTpsLOzQ0pKCgoKCmBtbQ0XFxdkZWXhxx9/5DHawnHkggzKnUsLl5SUICgoCNOmTUNQUBBKSkq4tDCRxO5e/vvKlSu4cOECrly5wuW/WxEu/00GpWZp4Qfh0sJE0qg5Ro2Mbv/tWl1drd92ZxuPUcNU3/dQjlyQQTE1NRXMtbC3t0dQUBDs7e31bQqFgr+0iCRiamoKR0dHVFdXo7q6Gv3798eKFSvQv39/fZujoyOP0RaOcy7IoJSUlAhmmefk5OCjjz4S9NFoNCgpKeFqnUQS0Gg0yMnJgVwuR1VVVa0l+uVyOXJzc6HRaGpNyqaWgyMXZFCWLFkCAHBzc0NsbCzGjBmDfv36YcyYMYiNjUX//v0F/YioaR04cADV1dWYNWtWncdoQEAAtFotDhw4IHWp9AhJPnLx999/Y+jQobXaly5din/961+4cOECQkJC8Ntvv6Ft27aYMmUKXnnlFQkqpeag5vbNEydORFVVFdLT05GXl4eKigpUVVXhpZdewpkzZwS3eSaippOVlQUAGDhwIExNTREYGCjY7u7uLuhHLZPk4eLixYswMTHB0aNHIZPJ9O2WlpYoLCzEtGnTMHz4cCxevBhnz57F4sWL0bZtW/j6+kpYNUnF1tYW169fx6JFiwSnR65fv46XX35ZP8xqa2srVYlErZqjoyMA4KeffsKoUaNqbT99+rSgH7VMkp8W+eOPP6BWq2FnZwdbW1v9h1KpRGxsLBQKBYKDg9G1a1f4+vrC398fmzZtkrpsksh7770HAPpg4ebmhpUrV8LNzU3QXtOPiJrW6NGjYWRkhO3bt6OqqkqwraqqCjt27ICxsTFGjx4tUYXUFCQPFxcvXkS3bt3q3JacnAx3d3fB3S49PT2Rnp6O/Pz8piqRmjGdToeqqiq0siuqiZothUIBb29v3LhxA9OmTcPBgweRn5+PgwcPYtq0abhx4wa8vLw4mbOFk/y0yB9//AFbW1u8/PLL+PPPP9GpUyfMnj0bgwcPRnZ2Nnr06CHob2dnB+D2KnA2NjaN2qdOp0NpaelD105NLzg4GMDtX2AajabWTPQ2bdqgsrISwcHBnNRJLUpOTg5u3boldRn14u7ujry8PJw8eRLr16/XtxsZGWHw4MFwd3fHb7/9JmGF9WNubi64zJ1uv3/eOYXhXiQNFxqNBn/++SdMTU0RFBQEMzMz7N27FzNnzsTmzZtRXl5eK92amJgAACoqKhq938rKSly4cOGhaidpZGdnAwAmT56M9u3bY+fOnSgqKoKVlRUmTpyI3NxcREVFITs7m//H1GLcunULoaGhBj9CV11dje+++w7fffed1KXUi0wmw4IFC2Bubi51Kc1KfUadJA0XCoUCp0+fhlwu1xf7xBNP4PLly4iMjIRSqax157yaUGFmZtbo/bZp0+aep2KoeXNwcEBxcTF+/vlnBAUFITs7Gzk5ObC3t0ffvn2xYsUKfb9evXpJXC2ReNauXWswIxd3+vvvvxEWFobXXnsNHTp0kLqcBuHIRW1paWn16if5aZG6QkKPHj3w/fffw8HBAbm5uYJtNY8f5j9cJpM9VDgh6QQHB+Pll1/GuXPnMHnyZMFfctu2bdM/Dg4O5v8xtShqtVrqEhpFqVQCALp27co/6lqA+pwSASSe0Jmamor+/fsjOTlZ0P7bb7+hW7ducHd3x88//wytVqvfdurUKajV6kbPtyDDZmlpqQ8NOp0OHTt2xDvvvIOOHTvqg4WZmRlX5yQikpCk4aJHjx7o3r07Fi9ejOTkZFy+fBnLly/H2bNnMWvWLPj6+uLmzZtYtGgR0tLSkJCQgC1btiAgIEDKsklCGo0G5eXl+hsgZWRkYNmyZcjIyABwe8JYRUVFrdNpRETUdCQNF0ZGRti4cSP69OmDuXPnwsfHB+fOncPmzZvh7OwMGxsbREREID09HT4+PggLC0NQUBB8fHykLJskVLO08OzZsxEdHY1evXqhffv26NWrF6KjoxEYGMilhYmIJCb5nAtra2ssW7bsnttdXV0RExPThBVRc3bn0sJyuRxqtRomJiZwcnKCXC7n0sJERM2A5OGCqCFqlgz+4IMPkJ6erm8/e/Ys9u/fj86dOwv6ERFR05N8hU6ihqhZMjg9PR1yuRzjx49HeHg4xo8fD7lcjj///FPQj4iImh7DBRmUO68cMjMzg729PRQKBezt7QWXnt7Zj4iImhZPi5BBiYqKAnD7SqO0tDTB0sLGxsbo3r07Ll26hKioqFq3eiYioqbBcEEGJTMzEwCwYMEC2NjY4MCBA8jKyoKjoyNGjx6N3NxcBAYG6vsREVHT42kRMihOTk4AgMOHD6OkpARxcXE4fPgw4uLiUFJSgqNHjwr6ERFR0+PIBRkUf39/7N+/H3FxcYiLi9O337hxA/7+/oJ+REQkDY5ckEExNTUVrG1vZmaGmTNnCiZzymQymJqaSlEeERGB4YIMTH5+vuBmZaWlpdi0aRNKS0v1bTqdDvn5+VKUR0REYLggAzN37lwAt++KGxsbizFjxqBfv34YM2YMYmNjYWdnJ+hHRERNj+GCDMqtW7cA3HtOxeTJkwX9iIio6XFCJxkUc3Nz3LhxA2vWrBHc+bRm+W+FQqHvR0RE0uDIBRmUjz/+GMDtW68bGRkJlv82MjLSB46afkRE1PQ4ckEG5c6rQqqrq3HgwAH88ccfuHz5Mqqrq+vsR0RETYsjF2RQapb/rnHr1i38+uuvteZY3N2PiIiaDkcuyKDcuay3qakpdDodqqqqIJfLIZPJUFZWVqsfERE1LY5ckEFxcHAAAJiYmGD9+vVQqVSQy+VQqVRYv369fkJnTT8iImp6HLkgg1KzjkVFRQWmT5+uby8vLxc8rulHRERNjyMXZFDuXnnT0tISgYGBsLS0vG8/IiJqOhy5IINiYWEheFxSUoJPP/30gf2IiKjpcOSCDMo333wD4PbNyXbu3ClY/nvnzp36m5rV9CMioqbHcEEGpaSkBMDtm5MFBgZCrVZj7ty5UKvVCAwM1N/UrKYfERE1PZ4WIYOiUqlQXl4OS0tLFBcXY/369fptxsbGsLS0RElJCVQqlYRVEhG1bgwXZFBCQ0Px73//GyUlJYiKisL333+PrKwsODo6YtCgQfobmoWGhkpbKBFRK8bTImRQ2rVrp1/a29/fH4cOHYKrqysOHTqkDxZmZmZo166dhFUSEbVuHLkgvezsbNy8eVPqMh4oJCQEb7/9NsrLy5GRkYHly5frtymVSoSEhCAtLU3CCuvPwsKCC34RUYvDcEEAgKKiIgQEBAhu/mWIysvLMW/ePKnLqDcjIyNs3boVVlZWUpdCRCQahgsCAFhZWeGzzz4ziJGLO2VkZGD16tV466230LFjR6nLaTALCwsGCyJqcRguSM+Qh+c7duyIbt26SV0GERGBEzqJiIhIZAwXREREJCqGCyIiIhIVwwURERGJiuGCiIiIRMVwQURERKJiuCAiIiJRMVwQERGRqBguiIiISFQMF0RERCQqhgsiIiISFcMFERERiYrhgoiIiETFcEFERESialbhIj09Hf3790dCQoK+7cKFC5g8eTL69euHIUOGIDIyUsIKiYiI6EGaTbiorKzEggULUFpaqm8rLCzEtGnT0LlzZ8THx+P111/H2rVrER8fL2GlREREdD9yqQuo8cknn8Dc3FzQFhsbC4VCgeDgYMjlcnTt2hVXr17Fpk2b4OvrK1GlREREdD/NYuTi9OnTiImJwYoVKwTtycnJcHd3h1z+vwzk6emJ9PR05OfnN3WZREREVA+Sj1wUFxcjKCgI7777LhwdHQXbsrOz0aNHD0GbnZ0dACAzMxM2NjaN2qdOpxOcfiHDVV5erv/M/1Oi5ofHaMui0+kgk8ke2E/ycBEcHIx+/fph7NixtbaVl5dDoVAI2kxMTAAAFRUVjd5nZWUlLly40OjnU/ORmZkJ4PZk4If5mSCiR4PHaMtz9/tyXSQNF19++SWSk5Px1Vdf1bldqVRCo9EI2mp+OM3MzBq93zZt2qBbt26Nfj41HzVhU61Wo0uXLhJXQ0R34zHasqSlpdWrn6ThIj4+Hvn5+RgyZIig/YMPPkBkZCScnJyQm5sr2Fbz2N7evtH7lclkDxVOqPlQKpX6z/w/JWp+eIy2LPU5JQJIHC5CQ0P15+NqjBw5Em+88QbGjBmDxMRE7Nq1C1qtFsbGxgCAU6dOQa1WN3q+BRERET1akl4tYm9vj06dOgk+AMDGxgYdOnSAr68vbt68iUWLFiEtLQ0JCQnYsmULAgICpCybiIiI7qNZXIp6LzY2NoiIiEB6ejp8fHwQFhaGoKAg+Pj4SF0aERER3YPkV4vc7eLFi4LHrq6uiImJkagaIiIiaqhmPXJBREREhofhgoiIiETFcEFERESiYrggIiIiUTFcEBERkagYLoiIiEhUDBdEREQkKoYLIiIiEhXDBREREYmK4YKIiIhExXBBREREomK4ICIiIlExXBAREZGoGC6IiIhIVAwXREREJCqGCyIiIhIVwwURERGJiuGCiIiIRMVwQURERKJiuCAiIiJRMVwQERGRqBguiIiISFQMF0RERCQqhgsiIiISFcMFERERiUoudQFERE0pNzcXxcXFUpfRamRkZAg+U9NQqVSws7OTbP8MF0TUauTm5mJWYCAqNRqpS2l1Vq9eLXUJrUobhQIbP/1UsoDBcEFErUZxcTEqNRoonTxhpFBJXQ7RI1GtKUZ55o8oLi5muCAiaipGChWMTa2lLoOoxeKETiIiIhIVwwURERGJiuGCiIiIRMVwQURERKJiuCAiIiJRMVwQERGRqBguiIiISFRc50JkXFq4aXFpYWlIvbQwETVvDBci4tLC0uHSwk1L6qWFiah5Y7gQEZcWptagOSwtTETNG8PFI8ClhYmIqDXjhE4iIiISFcMFERERiYrhgoiIiETVqHBRUFCAlStXwsfHB4MGDUJqairCwsJw9OjRBr9Wfn4+Fi5cCE9PT/Tv3x+vvvoq0tLS9NsvXLiAyZMno1+/fhgyZAgiIyMbUzIRERE1kQaHi4yMDIwbNw6xsbGwt7dHfn4+tFot0tPT8cYbb+Dbb79t0OsFBgYiIyMDmzZtQlxcHJRKJfz9/VFWVobCwkJMmzYNnTt3Rnx8PF5//XWsXbsW8fHxDS2biIiImkiDrxZZsWIFbGxssG3bNpiZmeGJJ54AAKxatQoVFRXYuHEjhgwZUq/XKiwsxGOPPYbAwEB0794dADB79mx4eXnh0qVLOHXqFBQKBYKDgyGXy9G1a1dcvXoVmzZtgq+vb0NLJyIioibQ4JGLU6dOYfbs2VCpVJDJZIJtfn5+uHTpUr1fq127dli9erU+WFy/fh2RkZFwcHBAt27dkJycDHd3d8jl/8tAnp6eSE9PR35+fkNLJyIioibQqHUujI2N62zXaDS1Akd9vffee4iNjYVCocCnn34KMzMzZGdno0ePHoJ+NYv2ZGZmwsbGplH70ul0KC0tbdRz76e8vFz01yRqrsrLyx/JcfQo8Ril1uRRHKM6na5e7/MNDhcDBgxAeHg4nnrqKZiYmAAAZDIZqqursXPnTri5uTW8WgBTp06Fn58fdu7ciTlz5iA6Ohrl5eVQKBSCfjX7rKioaNR+AKCyshIXLlxo9PPvJTMzU/TXJGqu0tPTH+o4lAKPUWpNHtUxevf7cl0aHC7mz5+PiRMnYuTIkfDw8IBMJkNkZCQuX76Mq1evIjo6ulHFduvWDQCwZMkSnD17Ftu3b4dSqYTmrvt01HyjzMzMGrUfAGjTpo1+f2KqCT7VFbxxGbVcNT/farUaXbp0kbiahuExSq3BozxG77ya834aHC569OiBuLg4hIWFISkpCcbGxvjhhx/g7u6OFStWwNnZud6vlZ+fj1OnTmH06NH6Uy1GRkbo2rUrcnNz4eDggNzcXMFzah7b29s3tHQ9mUz2UOHkXpRKJQCgPOtH0V+bqLlRKpWP5Dh6lHiMUmvyKI7R+k59aNScC7VajVWrVjXmqQK5ubmYP38+bGxs8OSTTwK4fcoiJSUFQ4cORfv27bFr1y5otVp9+Dh16hTUanWj51s0BaWjJ4xMeOMyapmqK4oN/s2Zxyi1ZM3hGG1wuDh9+vQ9t8lkMpibm6Njx46wsLB44Gv17NkTgwYNwuLFi7F06VKoVCps3LgRxcXF8Pf3h4mJCSIiIrBo0SLMmDEDv/76K7Zs2YLFixc3tOwmZWTCG5cRNWc8RokerQaHiylTpuiHRXQ6nb79zqESIyMjeHt747///e89ryypec7HH3+MVatWYe7cuSgpKcGAAQOwY8cOODk5AQAiIiIQEhICHx8f2NraIigoCD4+Pg0tm4iIiJpIg8PFp59+innz5sHLywsvvPAC2rdvj/z8fBw6dAi7du3CwoULYWxsjI8//li/QNb9WFpaIjg4GMHBwXVud3V1RUxMTEPLJCIiIok0OFxs2rQJEydOxH/+8x99m1qtxoABA2BmZoYjR45g27ZtqK6uxvbt2x8YLoiIiKhlafAKnb///jsGDx5c5zYPDw+cO3cOANCrVy9kZWU9XHVERERkcBocLmxtbZGUlFTntqSkJP1VHIWFhVCpOBubiIiotWnwaZGJEydi1apVKCsrw6hRo2BjY4P8/Hz96ZDXX38d2dnZ+PTTT+Hh4fEoaiYiIqJmrMHh4pVXXkFZWRkiIiKwbds2ALevGrG0tMSbb76JadOmITExERqNBm+99ZboBRMREVHz1qhFtF577TW88sorOHPmDAoLC2Fvbw+VSoV9+/bh2WefxYkTJ+Dt7S1yqURERGQIGhUuAMDU1BRPPvkkjh07hvDwcJw8eRJarRZdunSBkVGDp3IQERFRC9GocJGbm4vdu3cjLi4O2dnZUKlU8PPzg7e3N1xdXcWukYiIiAxIg8LFyZMnsWvXLhw7dgw6nQ4eHh7Izs5GWFgY3N3dH1WNREREZEDqFS4iIiIQGxuLa9euQa1W44033oCPjw9MTEwwcODAR10jERERGZB6hYvQ0FA4Oztj27ZtghGKkpKSR1YYERERGaZ6zbwcN24crl27hhkzZiAgIAAHDhyARqN51LURERGRAarXyMVHH32EW7duYd++fUhISMC8efNgZWWFYcOGQSaTCe6ISkRERK1bva8ZNTc3h5+fH2JiYpCYmIgXX3wRJ06cgE6nw3/+8x+sWbMGf/zxx6OslYiIiAxAoxak6Nq1K/7zn//g+PHjCAsLQ/fu3REZGQkvLy+MGzdO7BqJiIjIgDR6ES0AMDY2xvDhwzF8+HDk5+cjISEBX375pUilERERkSESbSlNGxsbzJw5E4mJiWK9JBERERkgrtNNREREomK4ICIiIlExXBAREZGoGC6IiIhIVAwXREREJCqGCyIiIhIVwwURERGJiuGCiIiIRPVQK3RS3ao1xVKXQPTI8OebiB6E4UJEKpUKbRQKlGf+KHUpRI9UG4UCKpVK6jKIqJliuBCRnZ0dNn76KYqL+ZddU8nIyMDq1avx1ltvoWPHjlKX02qoVCrY2dlJXQYRNVMMFyKzs7PjL10JdOzYEd26dZO6DCIiAid0EhERkcg4ckFErQ4npVJL1hx+vhkuiKjV4KRrai2knnTNcEFErQYnXTc9TrqWhtSTrhkuiKhV4aRraXDSdevCCZ1EREQkKoYLIiIiEhXDBREREYmK4YKIiIhExXBBREREomK4ICIiIlExXBAREZGoGC6IiIhIVAwXREREJCrJw8WNGzfw/vvv45lnnoGbmxsmTpyI5ORk/fYLFy5g8uTJ6NevH4YMGYLIyEgJqyUiIqIHkTxcvPXWWzh37hxWr16NuLg49O7dG6+88gouX76MwsJCTJs2DZ07d0Z8fDxef/11rF27FvHx8VKXTURERPcg6b1Frl69ipMnT2Lnzp1wc3MDACxatAgnTpzAvn37oFQqoVAoEBwcDLlcjq5du+Lq1avYtGkTfH19pSydiIiI7kHSkYt27dohPDwcTzzxhL5NJpNBp9OhqKgIycnJcHd3h1z+vwzk6emJ9PR05OfnS1EyERERPYCkIxcqlQr//Oc/BW0HDhzAtWvXMGjQIKxZswY9evQQbK+5m2FmZiZsbGwatV+dTofS0tLGFU3NSnl5uf4z/0+Jmh8eoy2LTqeDTCZ7YL9mdcv1n3/+Ge+88w6GDRuGoUOHYvny5VAoFII+JiYmAICKiopG76eyshIXLlx4qFqpecjMzAQApKenP9TPBBE9GjxGW56735fr0mzCxdGjR7FgwQL07dsXq1evBgAolUpoNBpBv5ofTjMzs0bvq02bNujWrVvji6VmoyZsqtVqdOnSReJqiOhuPEZblrS0tHr1axbhYvv27QgJCcGIESMQGhqqT0UODg7Izc0V9K15bG9v3+j9yWSyhwon1HwolUr9Z/6fEjU/PEZblvqcEgGawaWo0dHRWLJkCSZNmoSPP/5YMNzi7u6On3/+GVqtVt926tQpqNXqRs+3ICIiokdL0nCRnp6OZcuWYcSIEQgICEB+fj7y8vKQl5eHkpIS+Pr64ubNm1i0aBHS0tKQkJCALVu2ICAgQMqyiYiI6D4kPS1y6NAhVFZW4siRIzhy5Ihgm4+PDz788ENEREQgJCQEPj4+sLW1RVBQEHx8fCSqmIiIiB5E0nAxa9YszJo16759XF1dERMT00QVERER0cOSfM4FERERtSwMF0RERCQqhgsiIiISFcMFERERiYrhgoiIiETFcEFERESiYrggIiIiUTFcEBERkagYLoiIiEhUDBdEREQkKoYLIiIiEhXDBREREYmK4YKIiIhExXBBREREomK4ICIiIlExXBAREZGoGC6IiIhIVAwXREREJCqGCyIiIhIVwwURERGJiuGCiIiIRMVwQURERKJiuCAiIiJRMVwQERGRqBguiIiISFRyqQug5iM7Oxs3b96UuowGycjIEHw2NBYWFnBwcJC6DCIiUTFcEACgqKgIAQEBqK6ulrqURlm9erXUJTSKkZERtm7dCisrK6lLISISDcMFAQCsrKzw2WefGdzIhaGzsLBgsCCiFofhgvQ4PE9ERGLghE4iIiISFcMFERERiYrhgoiIiETFcEFERESiYrggIiIiUTFcEBERkagYLoiIiEhUDBdEREQkKi6iRQarrKwMUVFRyMzMhJOTE/z9/WFqaip1WURErR7DBRmkpUuXIikpSf/47Nmz2L9/Pzw8PPDuu+9KWBkREfG0CBmcmmAhl8sxfvx4hIeHY/z48ZDL5UhKSsLSpUulLpGIqFXjyAUZlLKyMn2wiImJgUKhAABMnToVEydOhJ+fH5KSklBWVsZTJEREEuHIBRmUqKgoAIC3t7c+WNRQKBTw8vIS9CMioqbXrMLFhg0bMGXKFEHbhQsXMHnyZPTr1w9DhgxBZGSkRNVRc5CZmQkAGDlyZJ3bhw8fLuhHRERNr9mEi6ioKKxbt07QVlhYiGnTpqFz586Ij4/H66+/jrVr1yI+Pl6iKklqTk5OAIDDhw9Do9Fgz5492LhxI/bs2QONRoOjR48K+hERUdOTfM5FTk4OFi1ahJ9//hlqtVqwLTY2FgqFAsHBwZDL5ejatSuuXr2KTZs2wdfXV6KKSUr+/v7Yv38/EhISkJCQgOrqav22zz//XNCPiIikIfnIxe+//w4rKyvs3bsXffv2FWxLTk6Gu7s75PL/ZSBPT0+kp6cjPz+/qUulZsDU1BSOjo6orq5GdXU1+vfvjxUrVqB///76NkdHR07mJCKSkOQjF0OHDsXQoUPr3JadnY0ePXoI2uzs7ADcPqduY2PzyOuj5kWj0SAnJwdyuRxVVVU4c+YMzpw5o98ul8uRm5sLjUZTa8InERE1DcnDxf2Ul5fXeoMwMTEBAFRUVDT6dXU6HUpLSx+qNpJGYmIiqqurMWPGDAwePBjbtm1DdnY2HBwcMGXKFJw4cQKbNm3Cnj178Pzzz0tdLlGrV15erv/M37uGT6fTQSaTPbBfsw4XSqUSGo1G0FYTKszMzBr9upWVlbhw4cJD1UbSSE1NBQBYWlri3LlzOHPmDG7evImsrCy4urrC0tJS369Lly5SlkpE+N+VW+np6Q/1RyE1H/UZFW7W4cLBwQG5ubmCtprH9vb2jX7dNm3aoFu3bg9VG0njypUr+Omnn7BhwwaUlZXp28vKyhAaGgqlUgkA6NmzJ3r16iVVmUT0/9WMNqvVagb+FiAtLa1e/Zp1uHB3d8euXbug1WphbGwMADh16hTUavVDzbeQyWQPNfJB0vHy8sLWrVv1wcLZ2RlTpkzBtm3bcPHiRf0QrJeXF+dcEDUDNYFfqVTy924LUJ9TIkAzuFrkfnx9fXHz5k0sWrQIaWlpSEhIwJYtWxAQECB1aSSRO0crVCoVhg8fjsceewzDhw+HSqWqsx8RETWtZj1yYWNjg4iICISEhMDHxwe2trYICgqCj4+P1KWRRN555x0AQLt27VBUVIT169frtxkbG6Nt27a4ceMG3nnnHcE2IiJqOs0qXHz44Ye12lxdXRETEyNBNdQcFRYWAgDmz5+PXr164cCBA8jKyoKjoyNGjx6N8+fPIzg4WN+PiIiaXrM+LUJ0t3bt2gEAtm3bVuf26OhoQT8iImp6zWrkguhBli1bhsmTJ+PixYsYP348dDqdfltkZKT+8bJly6QqkYio1ePIBRkUKysr/VUgOp0OdnZ2mD9/Puzs7PTBQqFQwMrKSsoyiYhaNY5ckEHRaDSoqqrSP87NzcWqVasEfbRaLZf/JiKSEEcuyKAcOHAA1dXVeO2117B9+3Y8/vjjsLS0xOOPP47t27djzpw50Gq1OHDggNSlEhG1Why5IIOSlZUFABg4cCBMTU0xcuRI/dUipqamcHd3F/QjIqKmx3BBBsXR0REAsGbNGpw7dw7V1dX6bZ9//jlcXV0F/YiIqOnxtAgZlNGjR0Mmk+HMmTOwtLTEa6+9hq1bt+K1116DpaUlzp49C5lMhtGjR0tdKhFRq8VwQQbnzstPdTodqqurBW1ERCQtnhYhg1IzUbN///44d+5creW/+/Xrh7Nnz+LAgQPw8vKSqkwi0WVnZ+PmzZtSl9FgGRkZgs+GxMLCAg4ODlKXYZAYLsig1EzUnDdvHszNzWst/11SUgJ/f39O6KQWpaioCAEBAYI5RoZm9erVUpfQYEZGRti6dSvXzWkEhgsyKDUTNX/66ScMHz4cXbp0Qdu2bWFtbQ1jY2OcPn1a0I+oJbCyssJnn31mcCMXVVVVOHnyJK5fv4727dvj6aefhlxuOG87FhYWDBaNJNO1spPV58+fBwD06dNH4kqoMTQaDf71r39BqVTCwsICubm5+m12dna4efMmKioqEBsby0W0iCS0efNmfPnll4LRFiMjI3h7e2PatGkSVkYPo77voZzQSQZFoVDA3d0dpaWlKCgogK+vLzZu3AhfX18UFBSgtLQUAwYMYLAgktDmzZuRkJAAlUoluKJLpVIhISEBmzdvlrpEesQ4ckEGRavV4tVXX4WRkRFycnIEV4kYGRnp7zHy2WefwdjYWMJKiVqnmtFFlUqFzZs3C06DVFVVYdq0aSgpKeHoooHiyAW1SCkpKcjNzcX8+fMRFxeHGTNm4Pnnn8eMGTOwe/duzJ8/Hzk5OUhJSZG6VKJWqWaJ/smTJ9eaXyGXyzFp0iQu0d8KGM7MGiIABQUFAIBOnTpBoVDUutz08ccfF/QjoqZ15xL9t27dwpo1a5CdnQ0HBwfMmzePS/S3EgwXZFCsra0BAFevXkXPnj1rbb927ZqgHxE1rZortebPn4+8vDx9+9WrVzFhwgTY2toK+lHLxNMiZFBcXFxgZ2eH3bt317rmv7q6Grt374a9vT1cXFwkqpCodatZer8mWDz77LNYt24dnn32WUE7l+hv2RguyKAYGxvjlVdewenTpxESEoLU1FSUlpYiNTUVISEhOH36NKZPn87JnEQSqays1P9bpVLBxcVF8LmuftTy8GoRMkg//PADIiMjBetc2NvbY/r06XjqqackrIyodVu6dCmSkpLQsWNH/P3334IRRmNjYzg5OSEjIwMeHh549913JayUGqO+76Gcc0EG6amnnoKHhwdSUlJQUFAAa2truLi4cMSCSGLZ2dkAgIULF6JDhw61lui/du0a5s2bp+9HLRNPi5DB0mg0+P7773H06FF8//330Gg0UpdE1OrV3Ojriy++wK1bt7B37158/fXX2Lt3L27duoU9e/YI+lHLxNMiZJBqhl7vxqFWImndunULEyZMeGC/Xbt2wdzcvAkqIjFxES1qsWqChVwux/jx4xEeHo7x48dDLpcjKSkJS5culbpEolbL3NwcMplM/9jMzAwzZsyAmZmZvk0mkzFYtHCcc0EGpaysTB8sYmJi9MsHT506FRMnToSfnx+SkpJQVlYGU1NTiaslan0KCwsFy/KXlpYiIiJC0Een06GwsBDt2rVr6vKoiXDkggxKVFQUAMDb27vWfQnuXLGzph8RNa0FCxYAuL1a7q5du+Dh4YFOnTrBw8MDu3btQseOHQX9qGViuCCDkpmZCQAYOXIktFotzp8/j+PHj+P8+fPQarUYPny4oB8RNa3i4mIAt0cTq6urUVxcjFu3bqG4uFh/z5E7+1HLxNMiZFCcnJxw9uxZfP7557hy5YpgnQs7Ozuo1Wp9PyJqeiqVCuXl5QgJCRGscXH9+nW8/PLLMDIy0vejlosjF2RQ/P39AQA//vgjHn/8caxcuRKxsbFYuXIlHn/8cf0VJDX9iKhphYaGAoA+WLi5uWHlypVwc3MTtNf0o5aJIxdkUBQKBRQKBTQaDc6ePYtOnTrBwsICP/74I86ePSvoQ0RN7+7brOfl5aGgoEBwE7O6+lHLwpELMigpKSnQaDTo3bs3qqqqEB8fj8DAQMTHx6OqqgouLi7QaDRISUmRulSiVmnJkiUAoD/9kZGRgeXLlyMjI0PQXtOPWiZGRzIoBQUFAIAPPvgAwO2rQjIzM+Hk5AR/f3/odDr4+fnp+xFR06oZoVixYgXs7e2xYMECFBcXQ6VSITQ0FH///TfefvvtWiMZ1LIwXJBBsba2BgBcvXoVPXv2RGBgoGB7amqqoB8RNS1bW1tcv34dO3fuxOLFixEZGSnYvmbNGn0/arl4WoQMiouLC+zs7LB7927BTHTg9kSx3bt3w97eHi4uLhJVSNS6vffeewCAX375BaWlpYJtpaWlOHPmjKAftUwMF2RQjI2N8corr+D06dMICQlBamoqSktLkZqaipCQEJw+fRrTp0/n3VGJJGJpaQlHR0cAgJ+fH95//3389ttveP/99+Hn5wcAcHR0hKWlpZRl0iPGG5eRQfrhhx8QGRkpWOfC3t4e06dPx1NPPSVhZUQEAK+++iqysrJqtTs6OiI8PFyCikgM9X0PZbggg6XVapGSkoKCggJYW1vDxcWFIxZEzUhJSQmWLFmCvLw82Nra4r333uOIhYGr73soJ3SSwTI2NmZIJGrGLC0t8dFHH0ldBkmAcy6IiIhIVAwXREREJCqGCyIiIhIVwwURERGJiuGCiIiIRMVwQURERKJqdZeiVlZWQqfT6a/VJSIiovrRaDSQyWQP7NfqwkV9vilERERUm0wmq9f7aKtboZOIiIgeLc65ICIiIlExXBAREZGoGC6IiIhIVAwXREREJCqGCyIiIhIVwwURERGJiuGCiIiIRMVwQURERKJiuCAiIiJRMVwQERGRqBguiIiISFQMF0RERCQqhgsySNXV1Vi3bh0GDx6Mvn37Yvr06bh69arUZRFRHTZs2IApU6ZIXQY1IYYLMkgbNmzArl27sHTpUsTExEAmk2HmzJnQaDRSl0ZEd4iKisK6deukLoOaGMMFGRyNRoPPP/8cr7/+Ov75z3+iZ8+eWLNmDXJycnDkyBGpyyMiADk5OZgxYwbWrl0LtVotdTnUxBguyOCkpqbi1q1b8PT01LepVCq4uLjg9OnTElZGRDV+//13WFlZYe/evejbt6/U5VATk0tdAFFDZWdnAwAcHR0F7XZ2dsjKypKiJCK6y9ChQzF06FCpyyCJcOSCDE5ZWRkAQKFQCNpNTExQUVEhRUlERHQHhgsyOEqlEgBqTd6sqKiAqampFCUREdEdGC7I4NScDsnNzRW05+bmwsHBQYqSiIjoDgwXZHB69uwJCwsLJCUl6duKi4uRkpKCAQMGSFgZEREBnNBJBkihUGDy5MkIDQ2FtbU1OnTogJUrV8LBwQEjRoyQujwiolaP4YIM0htvvIGqqiq8++67KC8vh7u7OyIjI2tN8iQioqYn0+l0OqmLICIiopaDcy6IiIhIVAwXREREJCqGCyIiIhIVwwURERGJiuGCiIiIRMVwQURERKJiuCAiIiJRMVwQUZ3++OMPzJs3D08//TSeeOIJDBo0CHPnzkVKSkqT7D8hIQHOzs7466+/Hvm+PvnkEzg7Oz/y/RC1FgwXRFTLpUuX4Ofnh4KCAixatAiff/45goKCkJmZCT8/P5w9e/aR1zBkyBDExMTAzs7uke+LiMTF5b+JqJbNmzejbdu2iIiIQJs2bfTtw4cPx+jRo7FhwwaEh4c/0hqsra1hbW39SPdBRI8GRy6IqJbr168DAO6+O4CZmRnefvttjB49GgAwZcoUTJkyRdAnKSkJzs7O+rvWJiQkwMXFBbt378agQYPwzDPP4NNPP0Xv3r1RUFAgeG50dDRcXFyQl5cnOC3y1VdfwdnZGampqYL+x48fh7OzM3799VcAwI0bN/D+++/jqaeeQp8+ffDSSy/h1KlTgudUVFRg+fLlePrpp9G/f3+8/fbbqKioeMjvGBHdieGCiGoZMmQIMjMzMWHCBOzYsQOXL1/WB43nnnsOPj4+DXo9rVaLjRs3YunSpZg7dy7GjRsHrVaLw4cPC/rt27cPTz75JGxtbQXtI0aMgLm5ORITE2v1V6vVcHV1RUVFBaZOnYqvv/4a8+bNQ1hYGBwcHDBjxgxBwFi4cCFiYmIwc+ZMfPzxxygqKkJUVFSDvh4iuj+eFiGiWl5++WXk5eUhMjIS//3vfwEA7dq1w6BBgzBlyhT07du3wa85a9YsDBkyRP/Y3d0diYmJmDBhAgAgMzMTv/zyCz766KNaz1UqlRg1ahT279+P+fPnAwDKy8vx9ddfY+bMmQCAPXv2IDU1FbGxsfr6nnnmGUyZMgWhoaGIj4/HpUuXcOjQIbz//vuYNGkSAGDw4MEYO3Ys0tLSGvw1EVHdOHJBRHV688038d1332HVqlUYP348LCws8NVXX8HPzw9btmxp8Ov16NFD8NjLywvJycnIzc0FACQmJsLU1BQjRoyo8/njxo3DX3/9hXPnzgEAvvnmG5SWlmLs2LEAgFOnTsHW1ha9e/dGVVUVqqqqoNVq8eyzz+K3335DUVERkpOTAQDDhg3Tv66RkRFGjRrV4K+HiO6N4YKI7snKygovvPACQkJCcPToUXzxxRfo1q0bQkNDUVhY2KDXsrGxETx+7rnnoFAocODAAQC3T3GMHDkSpqamdT7f09MTjo6O+lMj+/btw4ABA/DYY48BuD3fIi8vD7179xZ81IyE5OXloaioCABqTRS9+zQMET0chgsiEsjJycGgQYOwe/fuWttcXFwwd+5caDQaZGRkALg9n+JOpaWl9dqPhYUFhg0bhgMHDuDy5ctITU2Fl5fXPfvLZDKMHTsWBw8eRFFREU6cOCHob2lpic6dOyMuLq7Oj8ceewzt2rUD8L8JqzVu3LhRr5qJqH4YLohIoH379pDL5YiOjq7zKoorV67AxMQEnTp1goWFBbKzswXbf/nll3rvy8vLC+fOncOOHTtgZ2cHT0/PB/bPycnBJ598AplMhueee06/beDAgcjKyoKNjQ369Omj/zh16hQiIiJgbGysf/2DBw8KXvfYsWP1rpmIHowTOolIwNjYGMHBwZgzZw58fX0xadIkdO3aFWVlZTh58iR27NiBN998E1ZWVnj22WfxzTffICQkBMOHD8fPP/+ML7/8st77GjRoEKytrbFr1y74+/vDyOj+f+9069YNvXv3RnR0NEaMGAFLS0v9thdffBHbt2/HtGnTMGvWLDg6OuKHH37Apk2bMHnyZLRp0wadOnWCn58f1qxZg6qqKvTq1Qt79uzBxYsXG/vtIqI6MFwQUS1DhgxBbGwsIiMjsXHjRhQUFEChUMDFxQVr1qzByJEjAQC+vr64du0avvjiC8TExGDgwIFYu3YtJk6cWK/9GBsb4/nnn8eWLVswbty4ej3Hy8sLv//+e63+ZmZm2LFjB1atWoWVK1eipKQEHTp0wPz58zF9+nR9vw8++ADt27fH9u3bUVRUhMGDB2PWrFn4+OOP6/fNIaIHkunuXiWHiIiI6CFwzgURERGJiuGCiIiIRMVwQURERKJiuCAiIiJRMVwQERGRqBguiIiISFQMF0RERCQqhgsiIiISFcMFERERiYrhgoiIiETFcEFERESiYrggIiIiUf0/hw8UPqrhUZMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4))\n",
    "sns.boxplot(x='Survived', y='Age', data=df)\n",
    "plt.title('Age vs Survival')\n",
    "plt.xlabel('Survived')\n",
    "plt.ylabel('Age')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4104665f-a674-42f9-941a-e89a0487cbca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9nGP279/vci1Op1PJycku3x8lLyUlJd8anoHzVngOh0OBgYHKzMxQRobV1UgZfxeRmZkpyVcpKSlyOp3WFoWL4m/Oc3HuLszpdMrhcBTqWLcJu/fee69uu+02ffTRRxo6dKg+/PBDpaamys/PL99x/v7+kqS0tLTcfwAFHXPixAmXa8nIyND27dtdvj9Kz549e6wuAS7gvF1cYGCgoqKidOzYcR0+7AZp928nT56SFKj4+Hg+hD0If3Oei3N3fmfnv/Nxm7Bbt25dSdJzzz2njRs36v3331dAQMA5F5qlpaVJkoKCghQQECBJSk9Pz93OOSYwMNDlWnx9fXPrgXtKSUnRnj17VKtWrSKda5Quzlvh5bRYhIVVkDtkyoyMDB0/flwhIcGSpIiICFp2PQB/c56Lc3dhZ47cdTGWht3ExEStWbNG119/vby9vSVJXl5eqlOnjg4dOqRq1arp0KFD+e6T83PVqlX//jrN3FazZs18xzRo0MDluhwOh4KCgly+P0pPYGAg58oDcd4Kz8fHV76+VleRJ+caCj58PQt/c56Lc1ewwnZhkCy+QO3QoUN69NFH9fPPP+felpGRoW3btqlOnTpq1aqVNmzYoKysrNz9a9asUUREhMLDw9WgQQMFBwdr7dq1ufuTkpK0bds2tWzZslRfCwAAANyPpWG3QYMGateunZ599lmtX79eu3bt0hNPPKGkpCT17dtXvXv31qlTpzR69GjFxcVpwYIFmj17tgYOHCjJ9NXo06ePxo8fr++//147duzQI488omrVqik2NtbKlwYAAAA3YGk3BofDoddee02vvvqqhg8frpMnT6ply5b64IMPdNlll0mSZsyYobFjx6pnz56qXLmyHn/8cfXs2TP3MR566CFlZmbq6aefVmpqqlq1aqWZM2cWutMyAAAA7MvyC9RCQkI0ZswYjRkzpsD9TZo00dy5c897f29vb40cOVIjR44soQoBAADgqSyfLhgAAAAoKYRdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2JblYff48eP697//rWuuuUbNmzfXHXfcofXr1+fuf/LJJxUZGZlvueaaa3L3Z2dna/LkyWrfvr2io6PVv39/JSQkWPFSAAAA4GZ8rC5gxIgRSkxM1IQJE1SxYkV9+OGHuu+++7RgwQLVqVNHO3fu1KBBg9SnT5/c+3h7e+duT506VXPmzNG4ceNUtWpVvfLKKxowYIAWLlwoPz8/K14SAAAA3ISlLbsJCQlavXq1nnnmGbVs2VK1a9fW6NGjVbVqVS1cuFBZWVmKi4tT48aNVbly5dylYsWKkqT09HS9/fbbGjZsmDp06KAGDRpo4sSJOnjwoBYvXmzlSwMAAIAbsDTshoWF6a233lKjRo1yb3M4HHI6nTpx4oT27NmjtLQ01alTp8D779ixQ6dPn1ZMTEzubaGhoYqKitK6detKvH4AAAC4N0u7MYSGhqpDhw75bvv666/1xx9/qF27dtq1a5ccDodmz56tFStWyMvLSx06dNDw4cMVEhKiAwcOSJKqV6+e7zGqVKmi/fv3u1yX0+lUcnKyy/dHyUtJScm3hmfgvBWew+FQYGCgMjMzlJFhdTVSxt9FZGZmSvJVSkqKnE6ntUXhovib81ycuwtzOp1yOByFOtbyPrtn2rBhg5566il17txZnTp10uTJk+Xl5aUaNWpo2rRpSkhI0EsvvaRdu3Zp9uzZuf8Azu6b6+/vrxMnTrhcR0ZGhrZv316k14LSsWfPHqtLgAs4bxcXGBioqKgoHTt2XIcPu0Ha/dvJk6ckBSo+Pp4PYQ/C35zn4tydX2GvzXKbsLtkyRI99thjio6O1oQJEyRJw4YNU9++fRUaGipJql+/vipXrqzbbrtNmzdvVkBAgCTTdzdnW5LS0tIUGBjoci2+vr6qW7duEV4NSlpKSor27NmjWrVqFelco3Rx3govp8UiLKyC3CFTZmRk6Pjx4woJCZYkRURE0LLrAfib81ycuwuLi4sr9LFuEXbff/99jR07VrGxsRo/fnxuUnc4HLlBN0f9+vUlSQcOHMjtvnDo0CHVrFkz95hDhw6pQYMGLtfjcDgUFBTk8v1RegIDAzlXHojzVng+Pr7y9bW6ijw+PuZjgw9fz8LfnOfi3BWssF0YJDcYZ/fDDz/Uc889p7vuukuvvfZavibpRx99VPfdd1++4zdv3ixJqlu3rho0aKDg4GCtXbs2d39SUpK2bdumli1bls4LAAAAgNuytGU3Pj5eL7zwgmJjYzVw4EAlJibm7gsICFCPHj00ePBgvfHGG+revbvi4+P1n//8Rz169MgdoaFPnz4aP368KlasqBo1auiVV15RtWrVFBsba9XLAgAAgJuwNOx+++23ysjI0OLFi88ZF7dnz5568cUXNWnSJE2bNk3Tpk1TSEiIbrjhBg0fPjz3uIceekiZmZl6+umnlZqaqlatWmnmzJlMKAEAAABrw+6gQYM0aNCgCx5z7bXX6tprrz3vfm9vb40cOVIjR44s7vIAAADg4SzvswsAAACUFMIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbIuwCwAAANsi7AIAAMC2CLsAAACwLcIuAAAAbMvysHv8+HH9+9//1jXXXKPmzZvrjjvu0Pr163P3b9++XX369FHTpk3VsWNHzZw5M9/9s7OzNXnyZLVv317R0dHq37+/EhISSvtlAAAAwA1ZHnZHjBihTZs2acKECZo3b54aNmyo++67T7t379axY8fUr18/1apVS/Pnz9ewYcM0adIkzZ8/P/f+U6dO1Zw5c/T8889r7ty5cjgcGjBggNLT0y18VQAAAHAHPq7c6b///a969eql6tWrF+nJExIStHr1an300Udq3ry5JGn06NFasWKFFi5cqICAAPn5+WnMmDHy8fFRnTp1lJCQoOnTp6t3795KT0/X22+/rZEjR6pDhw6SpIkTJ6p9+/ZavHixunfvXqT6AKAscDqlffuk336TUlOlyEjpyislL8ubQwCg6FwKu7Nnz9Z///tftWnTRr169VLXrl3l7+9/yY8TFhamt956S40aNcq9zeFwyOl06sSJE9qyZYtatWolH5+8MmNiYvTmm28qMTFRf/31l06fPq2YmJjc/aGhoYqKitK6desIuwBwEevWScuXS6dP5922dq1UrpzUsqXUoYPkcFhXHwAUlUthd9WqVVqyZIk+++wzjRo1Ss8++6y6deumnj17qlmzZoV+nNDQ0NwW2Rxff/21/vjjD7Vr104TJ05U/fr18+2vUqWKJGnfvn06cOCAJJ3TwlylShXt37/flZcmSXI6nUpOTnb5/ih5KSkp+dbwDJy3wnM4HAoMDFRmZoYyMor/8Z1OadkyL61Z4y1J8vNzKiLCqYAAadcuh06fdmj5cuno0Wx1756lrCxTRGZmpiRfpaSkyOl0Fn9hKFb8zXkuzt2FOZ1OOQr5P3GXwq6fn5+6deumbt266dChQ/riiy/09ddf65NPPlGtWrXUq1cv9erVS+Hh4Zf0uBs2bNBTTz2lzp07q1OnTho3bpz8/PzyHZPTgpyWlpb7D6CgY06cOOHKS5MkZWRkaPv27S7fH6Vnz549VpcAF3DeLi4wMFBRUVE6duy4Dh8u3rSbnS2tXFleu3aVkyS1bJmkJk1OydvkXrVsKe3aFaRVq8pr82YvJSenqmPH4/Lykk6ePCUpUPHx8XwIexD+5jwX5+78zs5/5+NS2D1TlSpVdM899+jKK6/Uu+++q3Xr1mnChAmaNGmSevbsqSeeeELBwcEXfZwlS5boscceU3R0tCZMmCBJCggIOOdCs7S0NElSUFCQAgICJEnp6em52znHBAYGuvyafH19VbduXZfvj5KXkpKiPXv2qFatWkU61yhdnLfCy2mxCAuroOLOlEuWeGnXLm85HE5df32WmjYNlJT/fFStKlWunKXPPvPW7t1B8vf3U9u2hxQSYt7PIyIiaNn1APzNeS7O3YXFxcUV+tgihd2ff/5Zn3/+ub799lslJycrJiZGEyZMUIcOHbR8+XL95z//0YEDBzR9+vQLPs7777+vsWPHKjY2VuPHj89N6tWqVdOhQ4fyHZvzc9WqVf/+Os3cVrNmzXzHNGjQwOXX5XA4FBQU5PL9UXoCAwM5Vx6I81Z4Pj6+8vUtvsdLSJB+/tls9+7tUMOG5/8YaNxY8vOT5s6Vtm3z0eWX+ys62hzPh69n4W/Oc3HuClbYLgySi2F34sSJ+vLLL7V//35Vr15dffv2Va9evXTZZZflHtOtWzft3LlT77777gUf68MPP9Rzzz2nu+++W0899ZS8zrj8t1WrVpozZ46ysrLk/ff3a2vWrFFERITCw8MVEhKi4OBgrV27NjfsJiUladu2berTp48rLw0AbCs9Xfr8c7PdtKnUsOHF7xMZKf3jH9Lq1dLq1RXUtWt2idYIAMXNpYFl3nnnHTVt2lQzZszQ999/rwcffDBf0M3RuHFjDR8+/LyPEx8frxdeeEGxsbEaOHCgEhMTdfjwYR0+fFgnT55U7969derUKY0ePVpxcXFasGCBZs+erYEDB0oyfTX69Omj8ePH6/vvv9eOHTv0yCOPqFq1aoqNjXXlpQGAbX3/vXTsmBQaKl17beHv16GDVKGCU6dPe2vhQsYjA+BZXGrZXblypcqXL6/Dhw/nNiOfOHFC+/fvz9d9oEuXLhd8nG+//VYZGRlavHixFi9enG9fz5499eKLL2rGjBkaO3asevbsqcqVK+vxxx9Xz549c4976KGHlJmZqaefflqpqalq1aqVZs6cWehOywBQFuzdm9d94YYbpDMuc7goX1/p+uuz9NFHPlq+3Es//yy1bl0ydQJAcXMp7Hp5ealfv37av3+/vvnmG0nSpk2b9MADD6hTp0569dVXC9Wfa9CgQRo0aNAFj2nSpInmzp173v3e3t4aOXKkRo4ceWkvAgDKkGXLzDo6WnLl+tuICKfq1k1WXFyQRoyQVq0q1vIAoMS49H3UK6+8ot9++00jRozIvS0mJkZTp07Vli1bNHny5GIrEABQNHv3Sr//bmZE69jR9cdp0yZJPj7Ov/vvFlt5AFCiXAq7S5cu1RNPPKGuXbvm3ubn56dOnTppxIgR+vrrr4utQABA0SxfbtbR0VKFCq4/TlBQtlq3NsONvfRS0esCgNLgUtg9ffq0QkNDC9wXHh6uY8eOFakoAEDx+PNPafduM+Vv+/ZFf7zOnbPkcEhffilt3Vr0xwOAkuZS2G3YsKHmz59f4L4FCxYoMjKySEUBAIrHihVmHR0thYUV/fGqVpVyrhF+5ZWiPx4AlDSXLlAbPHiwBgwYoF69eik2Nlbh4eE6evSovv/+e23dulXTpk0r7joBAJfo4EHpt9+Kr1U3xxNPSAsWSB98ID33nHTFFcX32ABQ3Fxq2W3btq3eeOMNORwOTZ48Wf/+9781adIkZWVlaerUqbrmmmuKu04AwCVav96sr7pKqlix+B63dWtzoVtmpjRlSvE9LgCUBJenC+7QoYM6dOigtLQ0HT9+XCEhIUxnBwBuIj1d+t//zHbLlsX/+A89ZIYze+89aexYyadIk88DQMkp0lQ4J06c0LFjx5SVlaXjx49r3759uQsAwDpbtpjAW7GiVKtW8T9+9+5SeLi0f7901pxAAOBWXPq/+J49ezRq1Cht2rTpvMds377d5aIAAEWzYYNZN29u+uwWNz8/6a67pMmTpVmzpOuvL/7nAIDi4FLYfe6557Rnzx49+OCDqlatmry8mCsdANzF/v3Svn2St7fUtGnJPU/fvibsfvaZdOxY8Yz2AADFzaWwu379eo0dO1Y9evQo7noAAEWU06p71VVSuXIl9zxNm0pNmpi+wXPmSIMHl9xzAYCrXGqSDQ4OVvny5Yu7FgBAEWVkSJs3m+3mzUv2uRwO07orma4MAOCOXAq7N910kz744AM5nc7irgcAUAQ7d5oL0ypUKJkL0852111mJIaff5a2bSv55wOAS+VSN4bAwEBt2LBBsbGxaty4sQICAvLtdzgceuGFF4qlQABA4W3ZYtaNGpXMhWlnq1LFXJz25ZfS3LnSs8+W/HMCwKVwKex++umnCgkJUXZ2doEjMjhK4x0WAJBPaqoUF2e2GzUqvee99VYTdhcsIOwCcD8uhd2lS5cWdx0AgCLavl3KypIqV5aqVi295+3Rw3Rl2LJF2rVLql+/9J4bAC6mSGOGZWdna8eOHVqxYoVOnTql48ePF1NZAIBLdWYXhtIUFiZ16mS2Fywo3ecGgItxOex+/vnn6tixo26++WYNHDhQCQkJGjVqlIYNG6b09PTirBEAcBGnTknx8Wa7tMOuJPXubdaEXQDuxqWwu2jRIj3xxBOKiYnRxIkTc0dl6Nq1q1asWKGpU6cWa5EAgAvbtk1yOqUaNcwUwaXtppvMBXHr1kl//FH6zw8A5+NS2J02bZpuv/12vfzyy+ratWvu7b169dKDDz6or776qtgKBABcXE4XhoYNrXn+qlWldu3M9qefWlMDABTEpbAbHx+v2NjYAvdFR0fr4MGDRSoKAFB4J09Ke/eabavCrkRXBgDuyaWwGx4ert27dxe4b/fu3QoPDy9SUQCAwtu506xr1JBCQ62ro2dPs165UqLNA4C7cCnsduvWTZMnT9Y333yTezGaw+HQli1bNHXqVF133XXFWiQA4Pxywm6DBtbWUbOm1KKF6Tv8zTfW1gIAOVwaZ3f48OHatWuXhg8fLi8vk5fvvvtuJScnq2XLlnr44YeLtUgAQMHS0qTffzfbVoddSerWTdqwQVq0SLr3XqurAQAXw66fn59mzJih1atXa82aNTpx4oRCQkLUunVrdejQgRnUAKCU/PablJ0thYdLlSpZXY0Ju889J333nZSZaSabAAArFeltqG3btmrbtm1x1QIAuEQ7dpi1O7TqSlKrViZ4JyZKP/2UN0IDAFjFpbA7ZcqUix7z4IMPuvLQAIBCysw0LbuS+4Rdb2/p2mulDz80XRkIuwCsVuxhNzg4WFWqVCHsAkAJi4+X0tOlkBAzEoO76NYtL+y+8ILV1QAo61wKuztyvjc7Q3JysjZs2KAxY8boX//6V5ELAwBcWM5bcWSkmb3MXVx7raln0ybpr7/cK4gDKHtcGnqsIEFBQWrfvr2GDh2ql19+ubgeFgBQAKczrwtDZKS1tZytUiWpdWuzzRBkAKxWbGE3R/Xq1c874QQAoHgcOGBmTvP1lWrVsrqac3XrZtaLFllbBwAUW9h1Op3at2+fpk+frhp8ZwUAJSqnVbd2bfcc3uv668168WIpI8PaWgCUbS69RTZo0OC8Y+k6nU66MQBACcsJu/XqWVvH+bRokTcE2c8/S4xSCcAqLoXdoUOHFhh2g4OD1bFjR9Vyx+/UAMAmTp+W/vzTbLtr2PXykjp3lj7+2LTuEnYBWMWlsDts2LDirgMAUEhxcWZdrZoUGmptLRcSG2vC7pIl0pgxVlcDoKxyKezu27fvko6/7LLLXHkaAEAB3L0LQ44uXcz6p5+kpCT3DuYA7MulsNupU6fz9tktyPbt2115GgDAWbKy8lp269e3tpaLqVVLqlNH2r1bWrFC6tHD6ooAlEUuhd3XXntNzzzzjBo2bKgbb7xRVatW1bFjx7R06VJ9/fXXGjx4MCMyAEAJ2LtXSkuTgoIkT/jSrEsXE3YXLybsArCGS2H3s88+U6dOnTRu3Lh8t3fr1k3h4eH65ZdfmC4YAEpATheGunXNRWDurksX6c03Tb9dALCCS2+VP/30k3qc57/o11xzjTZs2FCkogAABcuZs8fd++vm6NTJTB28bZt0iZd7AECxcCnshoWFaePGjQXuW716tapWrVqUmgAABTh5Ujp40GzXrm1tLYVVsaIZc1eSvv/e2loAlE0udWO45ZZb9MYbbyglJUWdOnVSxYoVdeTIES1atEhz5szRv//97+KuEwDKvJwL02rUMH12PUWXLtL69abf7t13W10NgLLGpbA7ZMgQnTx5UrNmzdLMmTMlmZnTAgMDNWLECN1+++3FWiQAIK8LQ5061tZxqbp0kV580bTsOp2mWwMAlBaXwq7D4dCoUaM0ZMgQbdy4USdOnFBYWJiaNm2q4ODg4q4RAMq87Oy8sFu3rrW1XKp//EPy8zN9duPiPKe/MQB7KNK1vMHBwapSpYrKly+vpk2bKjMzs7jqAgCc4a+/pNRUKSDAdGPwJIGBUkyM2V62zNJSAJRBLofdzz//XB07dlTPnj01aNAgJSQkaNSoURo2bJjS09OLs0YAKPNy+uvWqeMZQ46drWNHsybsAihtLr1lLlq0SE888YRiYmI0YcIEZWdnS5K6du2qFStWaOrUqcVaJACUdZ7aXzfHmWHX6bSyEgBljUthd9q0abr99tv18ssvq2vXrrm39+rVSw8++KC++uqrYisQAMq65GTTjUHy3LAbE5O/3y4AlBaXwm58fLxiY2ML3BcdHa2DOQNBAgCK7PffzbpKFSk01NpaXEW/XQBWcSnshoeHa3fOd2pn2b17t8LDw4tUFAAgT05LqKeNwnA2+u0CsIJLYbdbt26aPHmyvvnmm9yL0RwOh7Zs2aKpU6fquuuuK9YiAaCsys62Z9il3y6A0uLSOLvDhw/Xrl27NHz4cHn9fVnw3XffreTkZLVs2VIPP/xwsRYJAGXVX39Jp09Lvr7SFVdYXU3RnN1vl/F2AZQGl8Kun5+fZsyYodWrV+unn37S8ePHFRISotatW6tDhw5yMD0OABSLrVvNOiJC8nHpHdt95PTbXbHCtO4SdgGUBpfeOgcNGqR77rlHbdu2Vdu2bYu7JgDA33LCrqd3YcjRsWNe2B0wwOpqAJQFLvXZXbdunby9vYu7Fk2dOlV33313vtuefPJJRUZG5luuueaa3P3Z2dmaPHmy2rdvr+joaPXv318JCQnFXhsAlLakJM8fX/ds9NsFUNpcCrtt27bVJ598orS0tGIrZNasWZo8efI5t+/cuVODBg3SqlWrcpfPPvssd//UqVM1Z84cPf/885o7d64cDocGDBjALG4APN7SpeYCtYoVzWIHjLcLoLS51I3B399fX3/9tRYvXqzLL7/8nKHGHA6HZs+eXajHOnjwoEaPHq0NGzYoIiIi376srCzFxcVpyJAhqly58jn3TU9P19tvv62RI0eqQ4cOkqSJEyeqffv2Wrx4sbp37+7KywMAt/DNN2Ztl1ZdiX67AEqfSy27Bw4cULNmzdSkSRNVrFhRTqcz35IzfXBhbN26VeXLl9cXX3yh6OjofPv27NmjtLQ01TnPO/2OHTt0+vRpxeSMVC4pNDRUUVFRWrdunSsvDQDcgtOZF3bt0l83B+PtAihNhW7Z/fLLL9W+fXtVqFBB7733XrEV0KlTJ3Xq1KnAfbt27cptJV6xYoW8vLzUoUMHDR8+XCEhITpw4IAkqXr16vnuV6VKFe3fv9/lmpxOp5KTk12+P0peSkpKvjU8A+et8Hbt8lJCQoB8fJyqUSNTGRnW1pPxdwGZmZmSfJWSkiKni51uY2K8JAXohx+ydfp0qhjAp+TwN+e5OHcX5nQ6Cz36V6HD7uOPP665c+eqQoUKubdNmzZNt9xyiypVqnTJRRbGb7/9Ji8vL9WoUUPTpk1TQkKCXnrpJe3atUuzZ8/O/Qfg5+eX737+/v46ceKEy8+bkZGh7du3F6l2lI49e/ZYXQJcwHm7uI8/riGpmq68MkMnThyxupxcJ0+ekhSo+Ph4lz+EQ0Md8vVtqv37vfTdd7+rZs3iu/4DBeNvznNx7s7v7Px3PoUOu2f/Dz4rK0uTJk1S+/btSyzsDhs2TH379lXo35PB169fX5UrV9Ztt92mzZs3KyAgQJLpu5uzLUlpaWkKDAx0+Xl9fX1V127fG9pMSkqK9uzZo1q1ahXpXKN0cd4Kb8MGf0lSkybeBV6zUNoyMjL+HlM9WJIUERHhcsuuJLVp49SqVdK+ffV07bVZxVUmzsLfnOfi3F1Y3CVc4VqkIcqL8kZXGA6HIzfo5qhfv74k0284p/vCoUOHVLNmzdxjDh06pAYNGhTpeYOCgly+P0pPYGAg58oDcd4u7PRpaeVKs92kibek4h/q0VU+f89sUdQP306dpFWrpB9/9NfQocVRGS6EvznPxbkr2KVMYObSBWql5dFHH9V9992X77bNmzdLkurWrasGDRooODhYa9euzd2flJSkbdu2qWXLlqVaKwAUlx9+kNLTpSuvlKpVs7qaksF4uwBKi1uH3R49emj16tV644039Mcff2j58uV66qmn1KNHD9WpU0d+fn7q06ePxo8fr++//147duzQI488omrVqik2Ntbq8gHAJV9/bdbXXy/bXrzFeLsASkuRZ1q/lGbkS/XPf/5TkyZN0rRp0zRt2jSFhITohhtu0PDhw3OPeeihh5SZmamnn35aqampatWqlWbOnFnoTssA4E6czvxhtwgDy7i1M8fb/eEHxtsFUHIuKewOHTr0nBA5aNAg+fr65rvN4XBoyZIll1zMiy++eM5t1157ra699trz3sfb21sjR47UyJEjL/n5AMDd7NolxcebVs9OnaQPPrC6opLTsaMJu8uXSw88YHU1AOyq0GG3Z8+eJVkHAEB5rbrt20vBwdbWUtL+nvhSy5ebFm27dtkAYK1Ch91x48aVZB0AAOXvwmB3MTGSr6/011/S77/ba1pkAO7DrS9QA4CyJDnZtHJKZSPsBgVJbdqY7ZzXDQDFjbALAG7ihx+ktDSpZk3pqqusrqZ05HRlWLbM0jIA2BhhFwDcRFkYcuxsZ/bbBYCSQNgFADdw9pBjZcU//iH5+Eh//CHt2WN1NQDsiLALAG7gt9/MRVq+vmbIsbKiXDmpVSuzTesugJJA2AUAN3DmkGMhIdbWUtrotwugJBF2AcANlMUuDDnotwugJBF2AcBiycl5rZplMey2bSt5e5uZ4/butboaAHZD2AUAiy1bZoYcu+IKKSrK6mpKX0iI1KKF2aZ1F0BxI+wCgMXK4pBjZ6PfLoCSQtgFAAs5ndKiRWa7LHZhyEG/XQAlhbALABbavt0MOebnJ3XpYnU11mnXTvLykuLipH37rK4GgJ0QdgHAQl9+adadOknBwdbWYqXy5aWmTc02rbsAihNhFwAs9MUXZn3jjdbW4Q46djRrwi6A4kTYBQCLHD4srVljtm+4wdpa3AEXqQEoCYRdALDIV1+ZC9SaNZMuv9zqaqzXvr0ZjWLnTunAAaurAWAXhF0AsEhOf126MBhhYVKTJmZ7xQprawFgH4RdALBAaqr07bdmmy4Meei3C6C4EXYBwALLlkmnT0uXXSY1b251Ne6DfrsAihthFwAskDMKww03lN1Z0wrSvr1Zb9smHTpkbS0A7IGwCwClLDtb+uwzs01/3fwqVZIaNzbbdGUAUBwIuwBQyn76Sdq/XwoNlTp3troa9/PPf5r1Dz9YWwcAeyDsAkApW7DArHv0kPz9ra3FHXXqZNZLl1pbBwB7IOwCQClyOvPCbu/e1tbirjp0kLy8zHi7+/ZZXQ0AT0fYBYBStHGjFB8vBQZK115rdTXuqUIFM9GGRFcGAEVH2AWAUpTTqnv99VK5ctbW4s7oygCguBB2AaAUzZ9v1r16WVuHu+MiNQDFhbALAKVk+3az+PpK3btbXY17a9dO8vExXT727LG6GgCejLALAKUkpwtDly6mXyrOLyREatXKbNO6C6AoCLsAUEo++sisb7nF2jo8Bf12ARQHwi4AlILNm6WtWyU/P/rrFtaZYdfptLYWAJ6LsAsApeDDD826Wze6MBTW1VebSTf27TNj7gKAKwi7AFDCnE5pzhyzfccd1tbiSQIDzYVqkrR4sbW1APBchF0AKGE//WRGFAgONlMEo/C6dDHrJUusrQOA5yLsAkAJy7kw7eabpaAgS0vxOLGxZv3DD1JGhrW1APBMhF0AKEGZmdLcuWabLgyXrlkzqWJF6eRJad06q6sB4IkIuwBQgpYulQ4dksLD81opUXheXlLnzmabfrsAXEHYBYASNGuWWf/f/5mZ03Dpcv6TQL9dAK4g7AJACTl2LG/WtP79ra3Fk+VcpPbTT6Y7AwBcCsIuAJSQOXOktDSpcWOpRQurq/FcERFSnTqm//Py5VZXA8DTEHYBoIS8/bZZ9+8vORzW1uLpclp36bcL4FIRdgGgBPzvf9L69aaf7l13WV2N58vpt/vdd9bWAcDzEHYBoAS8845Z33ijVLmytbXYQefOkre3tGOHlJBgdTUAPAlhFwCKWXq69N57ZpsL04pHhQpSTIzZ/uYbS0sB4GEIuwBQzObPlxITpcsuk7p2tboa+7j+erP++mtr6wDgWQi7AFDMXn/drB94QPLxsbYWO8kJu99/b1rPAaAwCLsAUIw2bJDWrDEXpg0caHU19tK0qVSlinTqlLRqldXVAPAUhF0AKEY5rbq33ipVq2ZtLXbj5SVdd53Zpt8ugMIi7AJAMTl82EwkIUnDhllbi13RbxfApSLsAkAxmT7dzJjWsqXUpo3V1dhTbKxp4d2yRdq71+pqAHgCwi4AFIOMDOmNN8z2Qw8xY1pJCQ+XWrc223RlAFAYhF0AKAbvvy/9+adUtar0f/9ndTX2ltOVYdEia+sA4BncKuxOnTpVd999d77btm/frj59+qhp06bq2LGjZs6cmW9/dna2Jk+erPbt2ys6Olr9+/dXAtPrAChFWVnSiy+a7Ucflfz9ra3H7rp3N+vFi6XUVGtrAeD+3Cbszpo1S5MnT85327Fjx9SvXz/VqlVL8+fP17BhwzRp0iTNnz8/95ipU6dqzpw5ev755zV37lw5HA4NGDBA6QzCCKCUzJ8v7dolhYVJgwZZXY39NW8u1aghnT4tLV1qdTUA3J3lYffgwYO6//77NWnSJEVEROTb9/HHH8vPz09jxoxRnTp11Lt3b/Xt21fTp0+XJKWnp+vtt9/WsGHD1KFDBzVo0EATJ07UwYMHtXjxYiteDoAyxumUXnjBbD/0kBQSYm09ZYHDId14o9n+4gtrawHg/iwPu1u3blX58uX1xRdfKDo6Ot++9evXq1WrVvI5YwqimJgYxcfHKzExUTt27NDp06cVkzNhuqTQ0FBFRUVp3bp1pfYaAJRdX30lbdokBQebsIvSkRN2v/xSys62thYA7s3yiSw7deqkTp06FbjvwIEDql+/fr7bqlSpIknat2+fDhw4IEmqXr36Ocfs37/f5ZqcTqeSk5Ndvj9KXkpKSr41PIPdzpvTKT37rL8kb91/f4YCAjJUXG8dDodDgYGByszMUEZG8TxmUWT8XURmZqYkX6WkpMjpdFpWT5s2UnBwoPbtc+jHH1PVvDmJtyB2+5srSzh3F+Z0OuUo5LA3lofdC0lNTZWfn1++2/z/vvIjLS0t9x9AQcecOHHC5efNyMjQ9u3bXb4/Ss+ePXusLgEusMt5W7Kkgtavr6OAgCxdd902bd+eWWyPHRgYqKioKB07dlyHD7tB2v3byZOnJAUqPj7e8g/h1q1ra+nSMM2efVSBga43cJQFdvmbK4s4d+d3dv47H7cOuwEBAedcaJaWliZJCgoKUkBAgCTTdzdnO+eYwMBAl5/X19dXdevWdfn+KHkpKSnas2ePatWqVaRzjdJlp/OWni7ddpt533nkkWy1b1+vWB8/p8UiLKyC3KFhJyMjQ8ePH1dISLAkKSIiwtKWXUm6/XZvLV0qrV1bTZMmVbC0Fndlp7+5soZzd2FxcXGFPtatw261atV06NChfLfl/Fy1atW/v04zt9WsWTPfMQ0aNHD5eR0Oh4KCgly+P0pPYGAg58oD2eG8vf22tHu3VKWK9OSTvgoK8i2R5/Hx8ZVvyTy0S3KuoXCHD99evczoF5s3e+nw4SBdeaXVFbkvO/zNlVWcu4IVtguD5AYXqF1Iq1attGHDBmVlZeXetmbNGkVERCg8PFwNGjRQcHCw1q5dm7s/KSlJ27ZtU8uWLa0oGUAZcOKE9OyzZvvZZxmBwSrh4VK7dmabURkAnI9bh93evXvr1KlTGj16tOLi4rRgwQLNnj1bAwcOlGT6avTp00fjx4/X999/rx07duiRRx5RtWrVFBsba3H1AOzqxRelI0ekyEjpvvusrqZsu/lms543z9IyALgxt+7GEB4erhkzZmjs2LHq2bOnKleurMcff1w9e/bMPeahhx5SZmamnn76aaWmpqpVq1aaOXNmoTstA8Cl2LJFGj/ebL/0ktyqi0FZ1Lu3NGKEtHKltH+/dNbgPADgXmH3xZz5Ns/QpEkTzZ0797z38fb21siRIzVy5MiSLA0AlJ0tPfCAlJkp3XRT3livsE7NmmYYsrVrpQULpKFDra4IgLtx624MAOBO3nxTWrPGTCAxZYqZyQvWu/VWs6YrA4CCEHYBoBD27ZNGjTLb48ZJl19ubT3Ic8stZr1ihXTwoLW1AHA/hF0AuIjsbKlfPykpyXxlPniw1RXhTFdeKbVqZc7TggVWVwPA3RB2AeAiXn5Z+u47KTDQjK/r7W11RThbTleGTz6xtg4A7oewCwAXsGaN9PTTZnvKFCkqytp6ULCcrgzLl0tnzUUEoIwj7ALAeRw9Kt1xh5SVZdb9+lldEc4nIkJq2dJ0ZaB1F8CZCLsAUIC0NDMdbUKCVKeONG0aoy+4u7vuMuv33rO2DgDuhbALAGdxOs3MaMuXS6Gh0qefmjXc2x13mP7Ua9dKu3ZZXQ0Ad0HYBYCzPPOM9MEHko+PNH++1Lix1RWhMKpWlbp2Ndu07gLIQdgFgDO8+KL03HNm+803pS5drK0Hl+aee8z6/fdN/10AIOwCgEzXhf/8R3rySfPzc89J/ftbWxMu3U03SSEh0p490urVVlcDwB0QdgGUednZ0lNPme4LkvTCC3nDjcGzBAbmDUP27rvW1gLAPRB2AZRpp09Lt91mui9I0quv5rXuwjPldGX45BMpJcXaWgBYj7ALoMz64w+pXTtp3jzJ11eaMUMaMcLqqlBU11wj1awpnTjB9MEACLsAyqiPPpKio6WNG6XKlaWlS81wY/B8Xl7S/feb7WnTrK0FgPUIuwDKlMREMx7rnXdKx4+bWbfWrTMtvLCP++4zY+6uWiVt3Wp1NQCsRNgFUKp8fX3lsGAqsqws08pXv740Z44JQs88I/34o3TllaVeDkrYZZdJN95ott9809paAFiLsAug1DgcDkVFNVJgYGCpPafTKX37rWnBHTxYOnpUatjQhNwxY0xfXYkxWe1o0CCzfvddKTnZ2loAWMfH6gIAlC0+Pl76+ONMHTtWsm8/Tqe0bZu0cKEUH29uCwqSbrjBXMD0669mkaRKlaTevUu0HFigSxepdm3p99+luXOlfv2srgiAFQi7AErd4cNOHT5cMo+dkSFt3iytXSsdOmRu8/ExLbvt2knlyuXdDnvz8pIeeEAaNUp64w3CLlBWEXYBeLzsbCkhQdqyxbTmpqaa2319pRYtpLZtpeBga2uENfr1k/71L3MR4po10tVXW10RgNJG2AXgkZxOaf9+04q7dat08mTevvLlpdatpebNpYAA62qE9apUkfr0kd55x0wYMm+e1RUBKG2EXQAe5cgR04K7ebO52CxHQIB01VVS48ZmdAUvLr/F30aMMGH300+l3bulOnWsrghAaSLsAnB7SUkm4G7ZYlpzc/j4SJGRUqNGUt265mfgbI0aSdddJ33zjfTaa9Lrr1tdEYDSxEcDALeUnCxt325acBMS8m53OEywbdTIBF1/f+tqhOd47DETdt9+W3r2WaliRasrAlBaCLsA3EZ6urRzp2nBjYvLP/ZtzZom4EZFmREVgEvRqZPUtKmZHnraNOmpp6yuCEBpIewCsJTTKf35p/TLL+ZCs4yMvH1Vq5o+uI0amYvOAFc5HKZ1t08f05Xh4Yf5TxNQVhB2AVji1Clp0yYzsUNiYt7tYWEm3DZuLFWubF19sJ//+z8zRfTu3dJ//ys9/rjVFQEoDYRdAKVq7Vpp5kxvbdxoWnUlMx5uVJTUrJnpruBwWFoibMrXV/r3v6V775VeftlMHx0SYnVVAEoag/MAKHHZ2dIXX0ixsX6KiZF+/dVLTqd0+eVSjx7So49KN99shgyzIugGB+fvHwz7uvNOqX59820CozIAZQMtuwBKTFqa9O67ZjD/nTslyVu+vlLz5tlq1sxLVataXaEREGDG5Z0/34zj6w7q1pU6d7a6Cvvx8TFdGe66Sxo/Xho6lP7ggN0RdgEUu8xM6b33pDFjpD/+MLeFhkr335+hESN89dlnWTp82P2+WDpyJP84vlaqVMnqCuzrttuksWPN1NITJpihyADYl/t92gDwWE6n9OWX5gKz/v1N0K1e3bTs7t0rPf98pmrUsLpKlHXe3nkBd/x4MxoIAPsi7AIoFlu2SNdeK914o+myEB4uvfKKufJ9xAjTsgu4i969pbZtzeQlo0ZZXQ2AkkTYBVAkp0+bIZyaNpUWL5b8/KQnnpB+/92MaxoYaHWFwLkcDmnSJLP+4ANpzRqrKwJQUgi7AFz29ddSw4amBTcrS+rZ00zx++KLtOTC/bVoIfXta7YffpgROQC7IuwCuGRJSdL990vdukkJCWZs3C+/lBYskGrXtro6oPBeeMEMPbdunTR7ttXVACgJhF0Al2TFCqlJE2nmTPMV8PDh5qr2Hj2srgy4dNWqmYkmJDPe84ED1tYDoPgRdgEUSlaWuYL9n/80rbm1akk//CBNnCiVK2d1dYDrhg+XmjeXjh0z4+4CsBfCLoCL2r9f6tLFjJubnW36Of7vf1KHDlZXBhSdr6/09ttmwokFC6R586yuCEBxIuwCuKAffzStXsuWmRbc996T3nlHCgm59MdyWDEXMFAI0dHSk0+a7aFD3WcmPQBFR9gFbKwoV5c7ndKbb0odO5p+jI0aSRs2SH36uP6YAQEBrt8ZKGGjR5vRRQ4dkvr1M38DADwf0wUDNublJc2ff+mtVFlZ0ty55mI0ybTs3nOPad1dtsz1eiIiMtW1K287cE/+/tL770sxMdLChdJrr0mPPGJ1VQCKik8dwOaOHDF9bgsrLU365BMz85kkde5sZpo6dqzotVSoQFMZ3FvTpuaiyyFDzOQobdtKrVtbXRWAoqAbA4BcSUnmQp3du83FOrfdJrVrZ4YYA8qKQYOkW2+VMjLM30BiotUVASgKwi4ASdLRo+bCs0OHzCD7/fpJDRpYXRVQ+hwOafp0M0HKnj1S795SerrVVQFwFWEXgA4eNC26x49LFStK990nXXaZ1VUB1ilfXvriCzPqyPLlprWXC9YAz0TYBcq4P/+UZs2STp+WqlY1LboVKlhdFWC9hg2ljz82F3q+84708stWVwTAFYRdoAz7/Xfp3Xel1FTp8sule+81XRgAGNddJ02aZLZHjTLTZAPwLIRdoIzasUP68ENzEU7t2tLdd0uBgVZXBbifBx+UHn3UbA8YYP5uAHgOwi5QBu3YYYYXy8oyF6HdcYfk52d1VUDRFGUSlYt55RVp8GDTb/eee8z41VbXBKBwGGcXKGN++80E3exsqXFj6eabTZ9EwNO5OolKYTVubCac+Okn6f/+z3wbcvXV5z++UiUzkgMAaxF2gTLk99/NzGjZ2VJUFEEX9nOpk6hcqthY08d940Zp9mzzXBcKvACsx8ccUEYkJEgffWS6LkRGSr16EXSBS+XlJd14o2nhlaTvvjML3RUA9+URH3V//fWXIiMjz1k++eQTSdL27dvVp08fNW3aVB07dtRMLpcF8tm711xUk5kp1a0r3XKL5O1tdVXwRMHBBDuHQ+ra1UylLUlr1khz5pgWXwDuxyO6MezcuVP+/v5asmSJHGfMWxoSEqJjx46pX79+6tKli5599llt3LhRzz77rCpUqKDedJYClJAgffCBmQEqIsL0NfTxiL98uKOAgJLvG+uKunXzwmdpcDjMVNoVKkiff276ws+YId1+u+mrC8B9eMRH3q5duxQREaEqVaqcs2/27Nny8/PTmDFj5OPjozp16ighIUHTp08n7KLMi4uTpkyR0tKkmjXNB7Gvr9VVwQ5Kum/spbIqYDZqZGYdnDtXSkyU3npLuv56qWlTa+oBcC6P6Mawc+dO1a1bt8B969evV6tWreRzRlNVTEyM4uPjlZiYWFolAm7n4EHp2mulkyel6tWlO+9keDGgJFx2mRl/NyLCjFv9xRfSp59KyclWVwZA8qCW3cqVK+vOO+/Unj17dOWVV2rIkCFq3769Dhw4oPr16+c7PqcFeN++fQoPD7/k53M6nUrmXcqtpaSk5Fsjv1OnpOuvD9Dvv3spPNypW2/NlJeX+SC2UlZWliRfZWVlK8PqYs6QmSlJvsrMzLD8d5TD3WrKOV8559Bd6sph9e/L3998c7JmjZeWL/fS5s0OPfusU/XqOdS5c4qcTmfpFyXeKz0Z5+7CnE5nvq6tF+L2YTc9PV179uxRYGCgHn/8cQUFBemLL77QgAED9M477yg1NVV+ZzVX+fv7S5LS0tJces6MjAxt3769yLWj5O3Zs8fqEtxORoZDjzxSR7/+GqRKlaQ+fY7p9OlUucP7ZXJyoKQAJScn6/BhNyjobydPBkoK08mTp9ymLnesSZKSk1MkBbhdXe7y+6pXTwoN9dXy5WE6ccJHN9wg3XBDmh58MEHh4ZmW1cV7pefi3J3f2fnvfNw+7Pr5+WndunXy8fHJfVGNGjXS7t27NXPmTAUEBCg9PT3ffXJCblBQkEvP6evre95uE3APKSkp2rNnj2rVqqVA5rjN5XRKAwb46aeffBQU5NRXXzm0bl2I9u0Lsbo0SVJQUNbf6yBVrhxscTV5QkJy1sFuU5e71ZSRkaHjx48rKMj8vblLXTnc6fdVubIUGenUL79k6YcfvPXllxW0YkV5/etfGRowILNULxDlvdJzce4uLC4urtDHun3YlQoOrfXr19eqVatUrVo1HTp0KN++nJ+rVq3q0vM5HA6XgzJKV2BgIOfqDKNGmbF0vb2lefMcat1a+vVXX7e5KC1nuDNvby/5uktRyhudwsfHfX5X7liTJHn/fRLdrS53+335+kq33iq98II0ZIi0YYNDjz3mp1mz/DR2rHTDDWZEh9LCe6Xn4twVrLBdGCQPuEBtx44datasmdavX5/v9i1btqhu3bpq1aqVNmzY8Hc/MmPNmjWKiIhwqb8u4Klef1166SWzPWOGuSIcgLVat5bWrpXeeEMKC5O2bJFuuklq21Zatszq6oCywe3Dbv369VWvXj09++yzWr9+vXbv3q1x48Zp48aNGjRokHr37q1Tp05p9OjRiouL04IFCzR79mwNHDjQ6tKBUvPJJ9LDD5vt55+X+va1tBwAZ/D2lgYNMkMBjholBQaaiSj++U8zYsqGDVZXCNib24ddLy8vTZs2TY0bN9bw4cPVs2dPbdq0Se+8844iIyMVHh6uGTNmKD4+Xj179tSUKVP0+OOPq2fPnlaXDpSK5culPn1Mf90hQ6SnnrK6IgAFqVhRGjdO2r3b/K36+Jiphlu2lHr0MC29Fg3aANiaR/TZrVixol544YXz7m/SpInmzp1bihUB7mHzZvOVaHq61LOnNHly6fYDBHDpqleX/vtf6dFHpWefld57T/rqK7O0aCE99piZ0puZDoHi4fYtuwAK9scfpl/uiROm/98HH+RdAAbA/dWuLc2eLe3cKQ0ebKZi3rBBuuMOqU4dacIE6dixoj2Hw+FQYGDgJV3MA9gNYRfwQEePStddJ/31lxQVZWZsYmQawL0EB0vZ2Rc/rl49aepUae9e6T//MUOX/fGHafm97DLpnnukVatc6+IQGBioqKioc4auKkxdgF3wJQngYVJSpBtvlLZvl2rUkL75xvQFBOBeAgIkLy9p/nzpyJHC3adKFelf/zIjOCxbZv5D+957ZqlWTWrfXmrTxgTpwsjMzNCxY8cVFlZBPj5mTLZKlaTevV17TYAnIuwCHiQrS7rzTmn1aql8eRN0r7jC6qoAXMiRI9L+/Zd2n7p1TVeGfftM14YtW6QDB8zIK/Pnm9bgJk2k+vUv3Lc3I0M6fDhDKSlyi/GHASsQdgEP4XRKw4ZJn30m+flJn38uNWpkdVUASorDYb69qVHDDFG2ebMJvgcOmH6+O3dK/v6mK1OTJtKVV3KBKlAQwi7gIV54wQxM73CYi9E6dLC6IgClxd/fDFHWsqV06JD0v/+Z8JuUJP36q1mCg6WrrjLht2ZN04UCAGEX8AjvvCM9/bTZnjTJDEsEoGyqUkXq0kXq3FlKSDDBd9s26dQpad06swQFSQ0aSPXrO1SunNUVA9Yi7AJubtEiacAAs/3EE6YrAwA4HFKtWmbp1k2Kjzehd+dOKTlZ+uUX6ZdffOTvX02RkVLDhlJEhNVVA6WPsAu4sZ9/lm691VyYdvfdZvYlADibj4+5aK1ePfN+sWePGbFl+3ankpO99L//mRZgHx/T1UGSuneXLr/c0rKBUkHYBdzU9u1m0ojkZHNxysyZXHwC4OK8vc1IDnXqSLGxmdqy5YT27w9TXJy3TpwwfX0HDTLHRkebqYp79JBatWJiGtgTYRdwQwkJUmysmTyiVSsz3BDDBgG4VF5eUvXq6WrSJFvdu3vr0CEzmsOhQ9JPP0mbNpll7FgzmUVsbN5So4bV1QPFg2s1ATdz6JD5oPnrL/N149dfSyEhVlcFwNM5HFLVqmb2xdWrpYMHzWQVt91mxu0+fFj68EOpXz/TvSEqSnr4YWnhQunkSaurB1xHyy7gRpKSzAfRb7+ZoYO++04KD7e6KgB2VKmS1KePWTIypB9/lBYvNsv69Tl9fqXJk01f36uvNqNA5MziFhRk9SsACoewC7iJnGmAf/3VfJ24eDEXjwAoHb6+ZuzuDh2k55+Xjh2Tli7NC7+//y6tXGmWnONbtjTB95prpLZtpQoVilZDdrZ7jg3srnWh8Ai7gBvIzJRuv11avtx0WfjmGzMNKABYISxM6t3bLJIJu4sXS8uWSStWmGmM16wxy8svmy4SjRub8BsTY641qFfv0kKil5eZCvnIkRJ5SS6pVCnvdwDPRdgFLJaZKd15p/TFF2aWpC+/lJo3t7oqAMhTu7Y0cKBZnE4zpu/KlSb4rlxpul7lDG/23/+a+4SGSi1amBbgVq3McrEpjY8ckfbvL53XhLKDsAtYKCfo5oy2MG8e0wADcG8Ohwm/tWtL995rbjtwwITeVatMf99ffzXXIPzwg1lyVKpk/jPfqFHeEhUlZnlDiSLsAhbJzJTuuisv6M6fb8a6BABPU62amQDn1lvNz5mZZja3detM+F23zrT6HjliLrz97rv894+IMME3I0MKDDShuGJFKSCg9F8L7IewC1ggJ+h+/HFe0L3hBqurAoDi4eMjNWlilvvuM7elpZnAu2mTtGVL3nLwoOkWER9/7uMEBZnQm7OEh5t1WJgJwky0g8Ig7AKlLDPTDPWTE3TnzSPoArA/f/+8vrtnOnJE2rrVBN+PPzZTHR89Kp06ZWaQTE6W/vzz3Mfz8zPjA1eoYNZnLhUqSMHBjKIAg7ALlKL0dOmee6S5c/OC7o03Wl0VAFinUqW8Yc98fPIuUEtLM6H37CUxUTp92ryfHj5sloJ4eZmL5MqXP/+a1uGygbALFIPCjMOYnCzdcouZEc3X1/TVJegCQMH8/aXq1c1ytowM6cQJsxw/nredsyQlmffl48fNcj6+vvkD8NlhOCyshF4cShVhFygGFxsf8vRpMxzP77+bN9eBA83Vy2++WXI11a0rde5cco8PAFbx9TUtwpUqFbw/O9t0g8gJwklJ566Tk01oTkw0y/k884x0xRX5l5o187Yvv5wL6dwdYRcoJucbH/L4cTPf/OHD5g3xzjvNRRYlPZbk+T4EAMDucrowhIae/5iMDBN6CwrCOdtpaXmtxVu2nP+xKlc2I0pERuZf6tUjCLsDwi5Qgvbtkz76yLQwBAebC9OqVrW6KgCAr69peAgPP/8xYWFSbKy0d2/e8scf+X9OScnrO/zzz/nv73CYiTQiI6UGDaToaKlpUzO2sL9/ib48nIGwC5SQ7dulTz81rQdVqpgW3fLlra4KQFkXHFy46wxgWmWjosxSEKfTXDS3d68UFyft3Jl/OXHCjC6xZ4/07bd59/PxMY/ZtKmZZOPqq822n1/eMQ6HQ4GBgXJwBV2REXaBYpadbeaPX7nS/Fy3rrkwjf/FA3AHAQEXv86gtLnrNQYX+4+Bw5HXOty0af59Tqd06FBe8N22zYwxvHGjdOxY3vTK775rjg8IMNMrX321Wdq3D1TUeVI2/1m5NIRdoBilpJjW3N9+Mz+3aSN17cqbEgD3c77rDKzgrtcYFOd/DBo0MMv//Z8JuzndIBISzMXLp09Lq1ebJUfVqpmKinLoqqu8Va9e3uxyvXsXrZayhrALFJO4OOmtt8yFDT4+Zurf6GirqwIAFFVJ/MegShWztGiRvzvEn3+a9aFD0sGDPjp4UPrhB9OKXKOG6fZQp475fKGHQ+EQdt2Au34d4a51uZvMTGncOOnVV80bVliYmR++oLEhAQA4W0HdIY4fz9DmzSd19Gh5JSR469gxE4T//FP64gsz5FmPHmYGzn/+07T6omCEXTfgbn2nJL4mKawtW6T+/aV168zPTZpI3brRPxcAUDTlykl16qQqJiZEvr7eOn5c2r3bjPKzfbsJvdOmmaVcOTNJ0a23StddZ13wdddGMsKum3CnvlO4uNRU6eWXpeefN6MtVKgg3XyzGWIGAIDiVqGC6fLQt69pVHn+eWnVKmnzZtMH+KOPzOLvbxpeWrSQGjY0Q6yVBnduJCPsApfA6ZS+/FJ65BFzQYFk/jf9xhvmdv7DAgAoaYGBZha3f/5T6thR+usvaetWM+JDUpL5tnHdOnOBXaNGpn9vjRplt48vYRcopJ9/lkaPlpYsMT9fdpk0frx0++1l9w0EAGAth8P03738cjP6T07w3bpVOnlSWr/eLJUqmdDbpMmFZ5azI8IucBHr10v/+Y9puZXMoN8jRpjgGxxsbW0AAOQ4M/jGxprJLDZuNH18jxyRvv/eLDmjOTRoUHrdHKxE2AUKkJUlLVwoTZggrVhhbvPyku65R/rXv6Tata2tDwCAC/HyMp9VtWtLaWmmpXfTJjPd8e7dZsnp39uypRkGza4Iu8AZdu2SZs0yM9r89Ze5zcfHdFV4+mkzvzkAAJ7E39+Mz9u8uRnPd9MmM3vb8eN5/Xtr1jSh96qrzOeendjs5QCXJjtb+vVXM2bhZ5+ZP/4cFStKDzwgPfig6dgPAICnq1gx78K233+XNmyQduwwLb5//CEFBZmxflu0MMfaAWHXZpxOMyzWyZPSqVNm+tr09LwlI8Oss7PNsTlLzn29vc3/6MqXNyML+PubPqr+/mYJCpJCQswSGpq3HRJixvlz9wu1Tp0y4Xb9etM9YflyM2RLDm9vM0Zh375moG7GywUA2JHDYfru1qljMsMvv5glKUn68Uez1K5tWnvr1zefj56KsOuBMjLM1xBHjpglMdH8fOqUWbKyiud5vv320o53OMwFW+cLwzn7zrc++7Zy5QoenDo7W3IUkKozM83v4+BBs5ipFs3A2zt3mi4Kv/+eF+5zBAdLXbpIPXtK3bubGWwAACgrQkKkDh2k9u2l334zDUJxceYz8/ffzf5mzUxrryeO5EDYdXOZmaaF9a+/8pYzWyLPJyDA/OMMDMxrnfX1zVt7e5twmpMZc9ZZWWapUMH039m50wTozEyzpKebluMzl7S0vBbikyfNUlxyas1ZfHzM68rK8ldKShNlZ/soLc3UlZlZuMe8/HLTbykmRurUyfzx2q1/EgAAl8rLy1ybEhlpssYvv5hvQ0+eNN+Grlxp9rVqJUVEuP+3uTn4iHcz6elSQoK5SvKPP0zLZHb2uccFBJgx88LDzbpiRfO/reBgsxQ1vDVubGZCefPNi0+U4HTmdY/ICZ5pafm3c7pRnLl95nL27TmtrxkZZjnT0aOS5PX3kp+Xl/l9VK1qriytWlWqXt18BRMZaTre2/mKUwAAikNYmNS5s+nbu2OHuYgtIcFs79hh8kfLlqZ/b0CA1dVeGGHXDaxfLy1aZK6O3Lv33HBbrpy5QCpnqVbN9J11l/9RORymxdjPr3jGnXU681qRMzLM7yMry6wrVjQzlmVkpOqvv3YrMrK2ypcPzO1TXKGCZ/crAgDAnXh7m2mHGzY03QPXrzd5JTHRdHdcutTM0tatm9WVnh9h12JvvCENGZL/tgoVTKfwiAjzlXv58u4TbEuDw2G6LxQ00HX16lKbNlJKilOBgamqX9+poKDSrxEAgLKmShUTajt3NqMXrV9vAvCvv5pl82bp008Lvt7GSoRdi11+uVS3bl7rbZ065quDshRuAQCA5/D3N/12W7Y0XS7XrTOztK1aZb6JJewinxtuMEth+sYCAAC4C4dDuvJKs4SESPfe657TD7tZ9gYKx+FwKDAwsMAhyAAAQOkKDjYXiLsjWnbhUYKDzYVqAQEBioqKsrocAADg5gi78CgBAaYv0McfZ2rXrmMKC6sgHx9rvzOpW9d01gcAAO6HsAuPdPiwU3/8kaGUFOv7B7nr1zYAAIA+uwAAALAxwi4AAABsi7ALAAAA2yLsAgAAwLZsEXazs7M1efJktW/fXtHR0erfv78SEhKsLgsAAAAWs0XYnTp1qubMmaPnn39ec+fOlcPh0IABA5Senm51aQAAALCQx4fd9PR0vf322xo2bJg6dOigBg0aaOLEiTp48KAWL15sdXkAAACwkMeH3R07duj06dOKiYnJvS00NFRRUVFat26dhZUBAADAag6n0+m0uoii+O677zRs2DBt2rRJAQEBubc//PDDSk1N1ZtvvnlJj/fLL7/I6XTKtxRnKnA4HDp9WsrKKrWnvChfXykwUG5cl1MZGdny8vKS5HCTmtz1d+U+dfn6OhUY6NDp005lZVl73s7knr8rd6vJqezsbPn7e/19Dt2lLsP9fl/uUpM5b2e+V7pHXfm5Y02S1XWde+6sr+n8vL2lcuWk0oqVGRkZcjgcat68+UWP9fgZ1FJSUiRJfn5++W739/fXiRMnLvnxHA5HvnVpKVeuVJ+u0Ny3Lockb6vLyMd9f1dWV3Am83dlzp/7ca/fleE+NeX/m3OfuvJzx7qsren875X8rgrPmrou/Dnnrr+r0spPDoej0M/l8WE3pzU3PT09X8tuWlqaAgMDL/nxmjVrVmy1AQAAwFoe32e3evXqkqRDhw7lu/3QoUOqVq2aFSUBAADATXh82G3QoIGCg4O1du3a3NuSkpK0bds2tWzZ0sLKAAAAYDWP78bg5+enPn36aPz48apYsaJq1KihV155RdWqVVNsbKzV5QEAAMBCHh92Jemhhx5SZmamnn76aaWmpqpVq1aaOXPmORetAQAAoGzx+KHHAAAAgPPx+D67AAAAwPkQdgEAAGBbhF0AAADYFmEXAAAAtkXYBQAAgG0RdgEAAGBbhF0AAADYFmEXHmPq1Km6++678922fft29enTR02bNlXHjh01c+ZMi6rDmY4fP65///vfuuaaa9S8eXPdcccdWr9+fe5+zpv7SkxM1MiRIxUTE6NmzZrpgQceUFxcXO5+zp37i4+PV7NmzbRgwYLc2zhv7uuvv/5SZGTkOcsnn3wiiXNXHAi78AizZs3S5MmT89127Ngx9evXT7Vq1dL8+fM1bNgwTZo0SfPnz7eoSuQYMWKENm3apAkTJmjevHlq2LCh7rvvPu3evZvz5uYGDx6svXv3avr06Zo3b54CAgLUt29fpaSkcO48QEZGhh577DElJyfn3sZ5c287d+6Uv7+/Vq5cqVWrVuUuN9xwA+eumNhiumDY18GDBzV69Ght2LBBERER+fZ9/PHH8vPz05gxY+Tj46M6deooISFB06dPV+/evS2qGAkJCVq9erU++ugjNW/eXJI0evRorVixQgsXLlRAQADnzU0dO3ZMl19+uQYPHqx69epJkoYMGaKbbrpJv/32m9asWcO5c3Ovv/66ypUrl+823ivd265duxQREaEqVaqcs2/27Nmcu2JAyy7c2tatW1W+fHl98cUXio6Ozrdv/fr1atWqlXx88v7PFhMTo/j4eCUmJpZ2qfhbWFiY3nrrLTVq1Cj3NofDIafTqRMnTnDe3FhYWJgmTJiQG3SPHDmimTNnqlq1aqpbty7nzs2tW7dOc+fO1UsvvZTvds6be9u5c6fq1q1b4D7OXfEg7MKtderUSa+++qquuOKKc/YdOHBA1apVy3dbzv+M9+3bVyr14VyhoaHq0KGD/Pz8cm/7+uuv9ccff6hdu3acNw/xr3/9S23bttU333yjsWPHKigoiHPnxpKSkvT444/r6aefVvXq1fPt47y5t127dikxMVF33nmn/vGPf+iOO+7QypUrJXHuigthFx4rNTU1X6CSJH9/f0lSWlqaFSWhABs2bNBTTz2lzp07q1OnTpw3D3Hvvfdq/vz5uvHGGzV06FBt3bqVc+fGxowZo6ZNm+qGG244Zx/nzX2lp6drz549OnXqlIYPH6633npLjRs31oABA7RmzRrOXTGhzy48VkBAgNLT0/PdlvPHHxQUZEVJOMuSJUv02GOPKTo6WhMmTJDEefMUOV+rPvfcc9q4caPef/99zp2b+uyzz7R+/Xp9+eWXBe7nvLkvPz8/rVu3Tj4+PrmhtlGjRtq9e7dmzpzJuSsmtOzCY1WrVk2HDh3Kd1vOz1WrVrWiJJzh/fff17Bhw3TNNddo+vTpCggIkMR5c2eJiYlauHChsrKycm/z8vJSnTp1dOjQIc6dm5o/f74SExPVsWNHNWvWTM2aNZMkPfPMM+revTvnzc0FBQWd03pbv359HTx4kHNXTAi78FitWrXShg0b8n0wr1mzRhEREQoPD7ewMnz44Yd67rnndNddd+m1117L90bOeXNfhw4d0qOPPqqff/4597aMjAxt27ZNderU4dy5qfHjx2vRokX67LPPchdJeuihh/TWW29x3tzYjh071KxZs3zjkEvSli1bVLduXc5dMSHswmP17t1bp06d0ujRoxUXF6cFCxZo9uzZGjhwoNWllWnx8fF64YUXFBsbq4EDByoxMVGHDx/W4cOHdfLkSc6bG2vQoIHatWunZ599VuvXr9euXbv0xBNPKCkpSX379uXcuamqVavqyiuvzLdIUnh4uGrUqMF5c2P169dXvXr1cv/mdu/erXHjxmnjxo0aNGgQ566YOJxOp9PqIoDCGDVqlP766y+99957ubf973//09ixY7Vt2zZVrlxZ/fv3V58+fSysEtOmTdPEiRML3NezZ0+9+OKLnDc3dvLkSb366qtasmSJTp48qZYtW2rUqFG5w5Fx7jxDZGSkxo0bp169eknivLmzo0ePavz48VqxYoWSkpIUFRWlxx57TC1btpTEuSsOhF0AAADYFt0YAAAAYFuEXQAAANgWYRcAAAC2RdgFAACAbRF2AQAAYFuEXQAAANgWYRcAAAC2RdgFAA/2+OOPKzIyUm+99ZbVpQCAW2JSCQDwUKdOnVK7du10xRVXKCUlRYsXL5bD4bC6LABwK7TsAoCH+uqrr5SVlaWnn35ae/fu1apVq6wuCQDcDmEXADzU/Pnz1aZNG7Vp00YRERGaM2fOOcfMnDlTnTt3VpMmTXT77bdr6dKlioyM1Nq1a3OP2bVrlwYOHKjmzZurefPmGjp0qPbu3VuaLwUASgxhFwA80O7du7Vp0yb17NlTktSrVy/98MMPOnjwYO4xU6ZM0fjx43X99ddr6tSpio6O1iOPPJLvceLj43X77bcrMTFRL774osaOHau9e/fqjjvuUGJiYqm+JgAoCYRdAPBA8+bNU2hoqLp06SJJuvnmmyVJn3zyiSQpOTlZ06dP11133aXHHntM7dq105NPPqmbbrop3+NMmTJFAQEBmjVrlrp27arrr79e7777rlJTUzVjxoxSfU0AUBIIuwDgYTIzM/XFF1+oS5cuSktLU1JSkgICAtSmTRt98sknysrK0saNG5Wamqrrrrsu33179OiR7+effvpJbdq0UUBAgDIzM5WZmang4GC1bNlSP/74Y2m+LAAoET5WFwAAuDTLli3TkSNHtGDBAi1YsOCc/T/88INSU1MlSRUrVsy3r1KlSvl+Pn78uBYtWqRFixad8zhn3xcAPBFhFwA8zLx581SjRg2NGzfunH0PPfSQ5syZo0GDBkmSjh49qtq1a+fuP3r0aL7jQ0JC9I9//EP9+vU757F8fPiIAOD5eCcDAA9y5MgRrVy5Uv3791ebNm3O2d+tWzfNmTNHI0eOVEhIiL777ju1bNkyd/+3336b7/jWrVsrLi5OV111VW64dTqdeuyxx3TllVfqqquuKtkXBAAljD67AOBBPv30U2VmZqp79+4F7u/Zs6eys7O1cOFC3X///Xr//fc1ceJErV69WhMnTtRHH30kSfLyMm//Q4YM0R9//KGBAwdqyZIlWrlypYYNG6avvvpKDRo0KLXXBQAlhRnUAMCDdOvWTV5eXlq4cOF5j7n++ut14sQJLVu2TDNmzNDcuXOVmJio6OhoxcbGaty4cVqwYIEaNmwoSdq6dasmTpyoX375RU6nU/Xr19cDDzygzp07l9bLAoASQ9gFABvKzMzUwoUL1aZNG1WvXj339g8++EDPP/+81q5dq9DQUAsrBIDSQdgFAJvq3r27/Pz8NHjwYIWFhWnHjh2aNGlSbusuAJQFhF0AsKm9e/dqwoQJWrt2rZKSknTZZZfpxhtv1MCBA+Xr62t1eQBQKgi7AAAAsC1GYwAAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBtEXYBAABgW4RdAAAA2BZhFwAAALZF2AUAAIBt/T/3YYRluhVhnQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.histplot(df['Age'], bins=15, kde=True, color='blue')\n",
    "plt.title('Age Distribution')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "006031d2-4dcc-4db5-94e6-5b488ba32ab9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sns.scatterplot(x='Age', y='Fare', data=df, hue='Survived', palette='Set1')\n",
    "plt.title('Age vs Fare (colored by Survival)')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Fare')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1aacef33-c664-435f-bbe8-2ae4264d947c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_encoded = df.copy()\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "le = LabelEncoder()\n",
    "for col in df_encoded.select_dtypes(include='object').columns:\n",
    "    df_encoded[col] = le.fit_transform(df_encoded[col])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3c4eec47-0886-4641-9369-5d908ffdf118",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "corr = df_encoded.corr()\n",
    "\n",
    "sns.heatmap(corr, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=0.5)\n",
    "plt.title(\"Correlation Heatmap\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62744720-d5b2-4431-a2eb-6c285294a4f3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
