{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "99f7cabf-f7c5-4ec5-a397-e9c5ceaa0afa",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import needed libraries \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "913bd49d-a2cf-4a4b-a17e-5bdd82a16043",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Used Functions\n",
    "\n",
    "def replace_outlier_iqr_by_null(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",
    "    # Replace outliers with NaN \n",
    "    return column.where((column >= lower_bound) & (column <= upper_bound), np.nan)\n",
    "    \n",
    "#Zscore Detector\n",
    "def detect_outliers_zscore(column, threshold=3):\n",
    "    mean = np.mean(column) \n",
    "    std_dev = np.std(column) \n",
    "    z_scores = (column - mean) / std_dev \n",
    "    return np.abs(z_scores) > threshold\n",
    "    \n",
    "#Define function to detect outliers\n",
    "def replace_outlier_iqr_by_null(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",
    "    # Replace outliers with NaN \n",
    "    return column.where((column >= lower_bound) & (column <= upper_bound), np.nan)\n",
    "\n",
    "def replace_null_values_by_median(df,columns):\n",
    "    for column in columns:\n",
    "        df[column]= df[column].fillna(df[column].median())\n",
    "    return df\n",
    "\n",
    "def replace_null_values_by_mode(df,columns):\n",
    "    for column in columns:\n",
    "        df[column] = df[column].fillna(df[column].mode()[0])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "eea87666-04f7-4299-9b98-aacabc7f91c1",
   "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>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>mainroad</th>\n",
       "      <th>guestroom</th>\n",
       "      <th>basement</th>\n",
       "      <th>hotwaterheating</th>\n",
       "      <th>airconditioning</th>\n",
       "      <th>parking</th>\n",
       "      <th>prefarea</th>\n",
       "      <th>furnishingstatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13300000</td>\n",
       "      <td>7420</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12250000</td>\n",
       "      <td>8960</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>3</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12250000</td>\n",
       "      <td>9960</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>semi-furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12215000</td>\n",
       "      <td>7500</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>3</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11410000</td>\n",
       "      <td>7420</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      price  area  bedrooms  bathrooms  stories mainroad guestroom basement  \\\n",
       "0  13300000  7420         4          2        3      yes        no       no   \n",
       "1  12250000  8960         4          4        4      yes        no       no   \n",
       "2  12250000  9960         3          2        2      yes        no      yes   \n",
       "3  12215000  7500         4          2        2      yes        no      yes   \n",
       "4  11410000  7420         4          1        2      yes       yes      yes   \n",
       "\n",
       "  hotwaterheating airconditioning  parking prefarea furnishingstatus  \n",
       "0              no             yes        2      yes        furnished  \n",
       "1              no             yes        3       no        furnished  \n",
       "2              no              no        2      yes   semi-furnished  \n",
       "3              no             yes        3      yes        furnished  \n",
       "4              no             yes        2       no        furnished  "
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the dataset into a DataFrame\n",
    "df = pd.read_csv('Housing.csv')\n",
    "# Preview the first rows\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "2179b700-bb4d-48d6-b2b0-08793fcb2944",
   "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>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>parking</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.450000e+02</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.766729e+06</td>\n",
       "      <td>5150.541284</td>\n",
       "      <td>2.965138</td>\n",
       "      <td>1.286239</td>\n",
       "      <td>1.805505</td>\n",
       "      <td>0.693578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.870440e+06</td>\n",
       "      <td>2170.141023</td>\n",
       "      <td>0.738064</td>\n",
       "      <td>0.502470</td>\n",
       "      <td>0.867492</td>\n",
       "      <td>0.861586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.750000e+06</td>\n",
       "      <td>1650.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.430000e+06</td>\n",
       "      <td>3600.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.340000e+06</td>\n",
       "      <td>4600.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.740000e+06</td>\n",
       "      <td>6360.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.330000e+07</td>\n",
       "      <td>16200.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              price          area    bedrooms   bathrooms     stories  \\\n",
       "count  5.450000e+02    545.000000  545.000000  545.000000  545.000000   \n",
       "mean   4.766729e+06   5150.541284    2.965138    1.286239    1.805505   \n",
       "std    1.870440e+06   2170.141023    0.738064    0.502470    0.867492   \n",
       "min    1.750000e+06   1650.000000    1.000000    1.000000    1.000000   \n",
       "25%    3.430000e+06   3600.000000    2.000000    1.000000    1.000000   \n",
       "50%    4.340000e+06   4600.000000    3.000000    1.000000    2.000000   \n",
       "75%    5.740000e+06   6360.000000    3.000000    2.000000    2.000000   \n",
       "max    1.330000e+07  16200.000000    6.000000    4.000000    4.000000   \n",
       "\n",
       "          parking  \n",
       "count  545.000000  \n",
       "mean     0.693578  \n",
       "std      0.861586  \n",
       "min      0.000000  \n",
       "25%      0.000000  \n",
       "50%      0.000000  \n",
       "75%      1.000000  \n",
       "max      3.000000  "
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "3c717866-b6b6-492c-803d-50853cb22f60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "price                int64\n",
       "area                 int64\n",
       "bedrooms             int64\n",
       "bathrooms            int64\n",
       "stories              int64\n",
       "mainroad            object\n",
       "guestroom           object\n",
       "basement            object\n",
       "hotwaterheating     object\n",
       "airconditioning     object\n",
       "parking              int64\n",
       "prefarea            object\n",
       "furnishingstatus    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "78cb1fc5-7b26-470d-b6b3-f925e2dd4440",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "price               0\n",
       "area                0\n",
       "bedrooms            0\n",
       "bathrooms           0\n",
       "stories             0\n",
       "mainroad            0\n",
       "guestroom           0\n",
       "basement            0\n",
       "hotwaterheating     0\n",
       "airconditioning     0\n",
       "parking             0\n",
       "prefarea            0\n",
       "furnishingstatus    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dc9aeeb-080f-4e4f-ba10-97b4848f3649",
   "metadata": {},
   "source": [
    "\n",
    "No null values are found\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "2af07781-8c6b-431f-900f-1004f1d3575d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Replace categorical by numberic values\n",
    "label_encoder = LabelEncoder()\n",
    "for column in df.select_dtypes(include=['object']).columns:\n",
    "    df[column] = label_encoder.fit_transform(df[column])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "58031302-862a-436d-ba01-b45c8f245679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x2000 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Draw outliers\n",
    "charts_per_line=3\n",
    "charts_rows=int(len(df.columns)/charts_per_line)+1\n",
    "plt.figure(figsize=(12, 20)) \n",
    "for i, col in enumerate(df.columns): \n",
    "    plt.subplot(charts_rows,charts_per_line , i+1) # Create subplots for each feature\n",
    "    sns.boxplot(x=df[col])\n",
    "    plt.title(f\"Boxplot for {col}\")\n",
    "plt.tight_layout() \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "5f0251fe-8218-4e85-8077-1b9e7fcd8543",
   "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>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>mainroad</th>\n",
       "      <th>guestroom</th>\n",
       "      <th>basement</th>\n",
       "      <th>hotwaterheating</th>\n",
       "      <th>airconditioning</th>\n",
       "      <th>parking</th>\n",
       "      <th>prefarea</th>\n",
       "      <th>furnishingstatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>8100.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>5750.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>6550.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>1820000.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>1767150.0</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>1750000.0</td>\n",
       "      <td>3620.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>1750000.0</td>\n",
       "      <td>2910.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>1750000.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>499 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         price    area  bedrooms  bathrooms  stories  mainroad  guestroom  \\\n",
       "8          NaN  8100.0       4.0        1.0      2.0       1.0        NaN   \n",
       "9          NaN  5750.0       3.0        NaN      NaN       1.0        NaN   \n",
       "12         NaN  6550.0       4.0        NaN      2.0       1.0        0.0   \n",
       "14         NaN  7800.0       3.0        NaN      2.0       1.0        0.0   \n",
       "15         NaN  6000.0       4.0        1.0      2.0       1.0        0.0   \n",
       "..         ...     ...       ...        ...      ...       ...        ...   \n",
       "540  1820000.0  3000.0       2.0        1.0      1.0       1.0        0.0   \n",
       "541  1767150.0  2400.0       3.0        1.0      1.0       NaN        0.0   \n",
       "542  1750000.0  3620.0       2.0        1.0      1.0       1.0        0.0   \n",
       "543  1750000.0  2910.0       3.0        1.0      1.0       NaN        0.0   \n",
       "544  1750000.0  3850.0       3.0        1.0      2.0       1.0        0.0   \n",
       "\n",
       "     basement  hotwaterheating  airconditioning  parking  prefarea  \\\n",
       "8           1                0                1      2.0       NaN   \n",
       "9           0                0                1      1.0       NaN   \n",
       "12          0                0                1      1.0       NaN   \n",
       "14          0                0                0      0.0       NaN   \n",
       "15          1                0                0      2.0       0.0   \n",
       "..        ...              ...              ...      ...       ...   \n",
       "540         1                0                0      2.0       0.0   \n",
       "541         0                0                0      0.0       0.0   \n",
       "542         0                0                0      0.0       0.0   \n",
       "543         0                0                0      0.0       0.0   \n",
       "544         0                0                0      0.0       0.0   \n",
       "\n",
       "     furnishingstatus  \n",
       "8                   0  \n",
       "9                   2  \n",
       "12                  1  \n",
       "14                  1  \n",
       "15                  1  \n",
       "..                ...  \n",
       "540                 2  \n",
       "541                 1  \n",
       "542                 2  \n",
       "543                 0  \n",
       "544                 2  \n",
       "\n",
       "[499 rows x 13 columns]"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Copy the data and detect the outliers\n",
    "data =df.copy()\n",
    "data = remove_outliers_zscore(data, threshold=3) \n",
    "for i,column in enumerate(data.columns):\n",
    "    data[column] = replace_outlier_iqr_by_null(data[column])\n",
    "# Display the filtered DataFrame with outliers \n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "f3ba76d8-f094-487f-b54a-9070c22884d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "price                 8\n",
       "area                  8\n",
       "bedrooms              6\n",
       "bathrooms           119\n",
       "stories              39\n",
       "mainroad             71\n",
       "guestroom            90\n",
       "basement              0\n",
       "hotwaterheating       0\n",
       "airconditioning       0\n",
       "parking              10\n",
       "prefarea            118\n",
       "furnishingstatus      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check null values\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "cc2c92be-eb37-4b29-9f2f-0570250926bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "price               0\n",
       "area                0\n",
       "bedrooms            0\n",
       "bathrooms           0\n",
       "stories             0\n",
       "mainroad            0\n",
       "guestroom           0\n",
       "basement            0\n",
       "hotwaterheating     0\n",
       "airconditioning     0\n",
       "parking             0\n",
       "prefarea            0\n",
       "furnishingstatus    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Replace null values\n",
    "real_number_columns = ['price','area']\n",
    "for column in data.columns:\n",
    "    if column in real_number_columns:\n",
    "        data[column]= data[column].fillna(data[column].median())\n",
    "    else:\n",
    "        data[column]= data[column].fillna(data[column].mode()[0])\n",
    "data.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "e61d3a72-f581-4d15-9c1b-927f97efa2dc",
   "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",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>mainroad</th>\n",
       "      <th>guestroom</th>\n",
       "      <th>basement</th>\n",
       "      <th>hotwaterheating</th>\n",
       "      <th>airconditioning</th>\n",
       "      <th>parking</th>\n",
       "      <th>prefarea</th>\n",
       "      <th>furnishingstatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4235000.0</td>\n",
       "      <td>8100.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4235000.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4235000.0</td>\n",
       "      <td>7800.0</td>\n",
       "      <td>3.0</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4235000.0</td>\n",
       "      <td>6000.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>1820000.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>1767150.0</td>\n",
       "      <td>2400.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>1750000.0</td>\n",
       "      <td>3620.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>1750000.0</td>\n",
       "      <td>2910.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>1750000.0</td>\n",
       "      <td>3850.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>499 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         price    area  bedrooms  bathrooms  stories  mainroad  guestroom  \\\n",
       "8    4235000.0  8100.0       4.0        1.0      2.0       1.0        0.0   \n",
       "9    4235000.0  5750.0       3.0        1.0      1.0       1.0        0.0   \n",
       "12   4235000.0  6550.0       4.0        1.0      2.0       1.0        0.0   \n",
       "14   4235000.0  7800.0       3.0        1.0      2.0       1.0        0.0   \n",
       "15   4235000.0  6000.0       4.0        1.0      2.0       1.0        0.0   \n",
       "..         ...     ...       ...        ...      ...       ...        ...   \n",
       "540  1820000.0  3000.0       2.0        1.0      1.0       1.0        0.0   \n",
       "541  1767150.0  2400.0       3.0        1.0      1.0       1.0        0.0   \n",
       "542  1750000.0  3620.0       2.0        1.0      1.0       1.0        0.0   \n",
       "543  1750000.0  2910.0       3.0        1.0      1.0       1.0        0.0   \n",
       "544  1750000.0  3850.0       3.0        1.0      2.0       1.0        0.0   \n",
       "\n",
       "     basement  hotwaterheating  airconditioning  parking  prefarea  \\\n",
       "8           1                0                1      2.0       0.0   \n",
       "9           0                0                1      1.0       0.0   \n",
       "12          0                0                1      1.0       0.0   \n",
       "14          0                0                0      0.0       0.0   \n",
       "15          1                0                0      2.0       0.0   \n",
       "..        ...              ...              ...      ...       ...   \n",
       "540         1                0                0      2.0       0.0   \n",
       "541         0                0                0      0.0       0.0   \n",
       "542         0                0                0      0.0       0.0   \n",
       "543         0                0                0      0.0       0.0   \n",
       "544         0                0                0      0.0       0.0   \n",
       "\n",
       "     furnishingstatus  \n",
       "8                   0  \n",
       "9                   2  \n",
       "12                  1  \n",
       "14                  1  \n",
       "15                  1  \n",
       "..                ...  \n",
       "540                 2  \n",
       "541                 1  \n",
       "542                 2  \n",
       "543                 0  \n",
       "544                 2  \n",
       "\n",
       "[499 rows x 13 columns]"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "a519390a-86a1-4d27-9193-313b91194828",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x2000 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Draw outliers\n",
    "charts_per_line=3\n",
    "charts_rows=int(len(data.columns)/charts_per_line)+1\n",
    "plt.figure(figsize=(12, 20)) \n",
    "for i, col in enumerate(data.columns): \n",
    "    plt.subplot(charts_rows,charts_per_line , i+1) # Create subplots for each feature\n",
    "    sns.boxplot(x=data[col])\n",
    "    plt.title(f\"Boxplot for {col}\")\n",
    "plt.tight_layout() \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "d035e762-c1cd-431d-b06a-ca7000ea9718",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data Visualisation \n",
    "plt.figure(figsize=(12, 10)) \n",
    "sns.heatmap(data.select_dtypes(include='number').corr(), annot=True, cmap='coolwarm') \n",
    "plt.title('Correlation Heatmap') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "60985bdc-680d-4d61-9ed1-a3ff7d1b589d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Cz549P2qcTCiJiIiIiKjUEIpLx5TXZs2aqRbV0WTNmjW5ypo2bYrr169/xKhy45RXIiIiIiIi0goTSiIiIiIiItIKp7wSEREREVGpIdDjmFlh4t4mIiIiIiIirTChJCIiIiIiIq1wyisREREREZUapWWV15KCI5RERERERESkFSaUREREREREpBVOeSUiIiIiolJDoMcpr4WJI5RERERERESkFSaUREREREREpBVOeSUiIiIiolKDq7wWLo5QEhERERERkVaYUBIREREREZFWOOWViIiIiIhKDa7yWrg4QklERERERERaYUJJREREREREWuGUVyIiIiIiKjW4ymvh4gglERERERERaYUJJREREREREWmFU16JiIiIiKjUEIg45bUwcYSSiIiIiIiItMKEkoiIiIiIiLTCKa9ERERERFRqCDnltVBxhJKIiIiIiIi0woSSiIiIiIiItMIpr0REREREVGoIhJzyWpg4QklERERERERa0Tqh/Pvvv9GwYUM4OTnh2bNnAICFCxdiz549OguOiIiIiIiIii+tEsrAwEBMmjQJHTp0QGJiImQyGQDAwsICCxcu1GV8RERERERE+SYQCYvtozTSqld//PEHli9fjhkzZkAkEqnKa9Wqhdu3b+ssOCIiIiIiIiq+tEoow8LC4Ofnl6vcwMAAaWlpBQ6KiIiIiIiIij+tVnn18PBAcHAw3Nzc1MoPHToEHx8fnQRGRERERET0oYQirvJamLRKKKdMmYLPPvsMGRkZUCgU+Oeff7Bp0yYEBARgxYoVuo6RiIiIiIiIiiGtEsphw4ZBKpXiq6++Qnp6OgYMGABnZ2f8/vvv6Nevn65jJCIiIiIiomJIq4QSAEaMGIERI0YgNjYWcrkcdnZ2uoyrWLNqVAuek4fDvKYvJE52uNpzLKL2Hi/qsEqsrScvY+2Rs4hNTIWXkx2+7NcBNSu4a6x79d4TjJi/Klf5zjkT4OFoq/z3mSvYfzEYj15GAQAquzlhXPc28PUs99H6UNIc2L8XO3dsQ3x8PFzd3DBi5Bj4+lbVWPfu3TtYs2oFXrwIR2ZmJuzs7NCufUd0695TY/3Tp0/il58DUK9efXzz3ayP2Y1iK/jMBlw9vhJpyTGwdiyPZj2mo5x3rTzrhz/8B6d3/YS4iIcwMbdDrVafonqj/mp1MtKTcX7/Ajy6GYSM9CSYW5dDk+5T4VmlKQBALpPi4qE/EHplH9JSYmFiZgufut1Rr+1YCISlc1W59zl3dDNO7FuN5MQYOJTzRvfBX8Orsr/GukkJMdjz9y8IDwtBbOQzNG43ED2GTM1V79TBv3E+aAsSYyNgbGqB6nXboFP/L6Cnb/Cxu1MibT1+AX8fPIXYpBR4Otnjy4Fd4FfRU2Pdq6GPMeqnJbnKtwdMgYdT2fmN8aEO7t+D3Tu2ICE+Di5u7hg+8jNU8a2msW7I3dtYt2oZXr4IR2ZmBmzt7NG2fSd06d5bVefo4f04eTwIz5+FAQC8vCtg0JDhqFCxcqH0p6T6X383dGnrCFMTMUIepOC3JQ8R9jw9z/pN6ttgcG9XODsaQiwW4MWr19i8OxxHTkYXYtSll0DIKa+FSauEMiwsDFKpFOXLl4eNjY2q/OHDh9DT04O7u7uu4iuWRMZGSL51Hy/W7oT/tj+LOpwS7cg/t/HL5oOYNrAzani7YseZK/j893XYMXs8HK0t8my3e+4XMDbM+QFnaWqs+vfV+2FoV6caqnu5Ql9PjLWHz2LMgjXYMXs87CzNPmZ3SoQzp09h+bIlGDN2HHx8quDQoQP4/rsZ+GvJCo0nhiQSCTp17gp3Dw9IJBKE3L2DP//4HRKJBO3ad1SrGx0VhVUrlqNKFd/C6k6xc//aQZzaGYCWfWbCybMmbp3fjF2BIzBkxgGYWTnlqp8UG45dS0aiaoPeaD/4F7x6ch3Ht86CoYkVKtRoCwCQSbOwY/EwGJlYo9Pw32Fq4YCUhAjoG5iotnPl2HLcPLcZ7Qb9DGtHb0Q9v4MjG6bBwNAUNZsNKbT+FxfXLxzCrrU/odfwb+BR0Q8Xjm3D0p9GY9qve2Fp45irvjQ7CyZmlmjdfQROH/xb4zavntuP/ZsWoP+oOXCvUAMxEU+xcck3AIDuQ77+qP0piY5eDsavG/Zi6uDuqFHBHTtOXsK4X1diW8CXcLS2zLPdzp+/grHkP8d3M5M865Z1506fxKplizFq7ARU8vHFkUP7MOe7qfhjyWrY2tnnqi+RSNChcze4e3jCQGKI0Lu3EfjHAhhIDNG2fScAwJ1bN9G4aQtUqlwF+vr62LV9M77/5iv8EbgK1ja2hd3FEmFgTxf07VYOPyy8j/CX6RjS1w0LZldD/zFX8Pq1TGOblJRsrNv6DM9evEa2VI6Gta0xbUIlJCRm458bCYXcA6KC0eq09dChQ3HhwoVc5ZcvX8bQoUMLGlOxF3PkDB7MXIjI3UFFHUqJtz7oPLo18kePJrXg6WSHKf06wsHSHNtO/fPOdlZmxrAxN1U9RP8ZgflxRB/0aV4XFV0d4eFoi2+HdINCocDl0Mcfuzslwu5dO9C6TTu0bdceLq6uGDlqDGxsbXHwwD6N9b28vNG0WXO4ubnD3t4BzVu0Qk3/Wrh7545aPZlMhvm//ISBgz6Bg2PuH+xlxbWTq+FbvyeqNugNawcvNO85A6aWDrh5bpPG+jfPb4aZpSOa95wBawcvVG3QG771euDa8ZyR+DuXdiAjPQldRi6Gs6c/zKyc4exVC7blKqnqvAoLhlfVlvD0bQZz63Ko4NcObpUaIer5HU1vW+qdOrAOdZv3QP0WveDg7IUeQ6bCwtoB54I2a6xvbeeMHkOnoU6TrpAYak5gnj64CY8KfvBv1BHWds6oVL0hajbogPAndz9mV0qs9YfPoGuT2ujerC48nOzx5cCusLeywPbjF9/ZzsrUBDYWZqqHqIyOsOfHnl3b0KpNe7Ru1xEurm74dNTnsLG1w+EDezXW9/QqjybNWsLVzQP29g5o1qI1/PxrIeTOLVWdSV/NQIdOXeHp5Y1yLq4YO34yFHIFbt28UVjdKnF6d3HGuq3PceZiLMKep+OHBfdgYCBCm6Z5j6zfuJOEM5fi8OxFOl5FZmDbvpd4/DQV1XzMCzFyIt3Q6ih948YNNGzYMFd5vXr1EBwcXNCYqIzIlkoR+uwV6lfxViuvV8UbNx8/f2fbfrMXo/XknzBq/ipcuffknXUzsrIhlclgbmxY4JhLuuzsbDx69BB+NWuqlfv5+eNeaEi+tvH48SOEhobAt6r6lKrNmzbAzNwcbdq211m8JY1MmoWo8Ltwq9RIrdytUkO8CtP8YywiLBhuldSPp26VGyPq+R3IZNkAgMe3T8DRvQZObJ2NJdMbYO2PnXD5yBLI5Tlnvp09/RH+4BISopXT1GJe3MOrJ9fg4dNUl10sEaTSbLwIC0Glag3UyitVa4CnD25qvV3PSn4IDwvBs0fK+y3HRoUj5MYZ+NRsUqB4S6NsqRT3nr5EPd8KauX1fCvg1qNn72w74LsFaDN+Nkb/vBRXQh99zDBLtOzsbDx+9AA1aqpPp6/hVwv3QvN3kuPJ44e4F3oXvlWr51knKzMTMpkUJiamBYq3tHKyl8DGykBtVDFbqkDwnUT4Vsr/rCj/ahZwdTZC8N2kjxFmmSMUCYrtozTSasqrQCBASkpKrvKkpCTIZJqH9onelpCaDplcDqu3pjNZmxkjLilVYxsbC1N8O7grKrs5I0sqxYGLwRj162osn/I/+Ffw0Nhm0Y6jsLMwQ10fL533oaRJTk6GXC6HpYX6dDNLS0tcT3j3FJshnwxAUlIS5HIZ+g8YhLbtchLHkLt3cfTIYSz6M/CjxF1SvE5LgEIug7GptVq5kakN0pNjNLZJS46FkamNWpmxqTXkcilepybAxNwOSbHhCI+/hEq1OqP76GVIiHmGE1tnQy6Xon77zwEAtVuPQGZGClbPbQ+hQAS5QoZGnSaiUq1OH6ezxVhacgLkchlMzdX/Dqbm1khOjNV6uzUbdEBqcgIWzfwECiivW23Yui9adf20gBGXPokpaZDJ5bA2V09CrM1NEJeU+/cDoDy+zxjWC5XdnZEtleLA+esY8/MyLJs6GjUrab7usixLSU6CXC6HxVvHc3NLSyQkxL+z7fBP+qiO530HDEHrdh3zrLtu9XJYWdugup/m64/LOitLfQBAfGKWWnlCYhbs7STvbGtsJMKuNfWhryeATA78FvgQV4M53ZVKHq0SysaNGyMgIACbNm2CSCQCoJzuFhAQgEaNGr2nNZCZmYnMzEy1smyFHHoCTmspiwRvnaxRKHKXveHuYAt3h5xrOKp7uSIqPgnrjpzXmFCuOXQWhy/fwvIpw2Ggp6fLsEu2t3awQqHIc5+/8fMvvyLjdQbu3Q/F2tUr4eTkjKbNmiM9PR2/zv8J48Z/AXNzTtUBoOEDrACQ9w4WvP33gEKtXKFQwMjUGq37z4FQKIK9qy/SkqJx9fhKVUJ5//pBhF7Ziw5DfoW1ozdiXoTi1I4AGJvboUrd7jrrWomiYb++va8/xMO7/yBo1zL0Gv4N3LyrITbyOXau/QlmFrZo23N0QaMtlTQd3/P6r+DuaAd3x5wpgtW83REVn4i/D51mQvkuGnby+z7nP/7yO16/fo0H90Pw9+oVcHRyQpNmLXPV27ltM86ePoG5P/8GfX19XUZdYrVuaocpn+WMvH81Wzlj4d/Ddg6BIHfZW9JfyzBswlUYSkSoVd0Snw/3wqvI17hxh6OUVLJolVDOmzcPTZo0QcWKFdG4cWMAwNmzZ5GcnIwTJ068t31AQABmzVJf/bG/wAoDRTZ5tKDSyNLECCKhMNdoZHxKWq5Ry3ep6umCg5dyT2Nbd+QcVh48jSWTh6GCi0OB4y0NzMzMIBQKc529TkxMzHWW+20ODsrrIt09PJCYkICNG/5G02bNERkRgaioKMye9Z2qrkKh/Bbt0qkdli5fBUfH3IvRlEaGxpYQCEVIS1YfBUtPiYORmebjm7GZDdLeGr1MT4mHUCiGxNhCWcfcFiKhGEKhSFXHyt4TackxkEmzIBLr48zueajTeiQq+StHGmydKiI5/hX+Obq0zCWUxmaWEApFSHlrNDI1KT7XqOWHOLT1T9Rq3Bn1W/QCADi5VkBW5mtsWT4LrbuPhJDX+qlYmBpDJBQiNlF9NDI+ORXWZvmfOlnVyw0HL1zXdXilgqmZOYRCIRLfOp4n5eN4bq86nnsiMSEBmzeszZVQ7t6xBdu3bsDsH+bD3YMzfN44908cQh5cVT3X11P+v7ey1EdcQs4opaW5Xq5Ry7cpFMDLiAwAwKOwNLi5GGFQb1fcuHP7I0RetghK6dTS4kqrbz8fHx/cunULffr0QXR0NFJSUjB48GDcu3cPvr7vX91x2rRpSEpKUnv0EVppEwqVYHpiMSq7OeFSiPo1MpdCHqG6l2u+t3MvPAI2FuoJ6NrDZ7F8/0ks/mIIqrg76yTe0kBPTw/e3uURfEP9B1rwjeuoVNkn39tRKBTIzlZe31fOxQV//rUUi/4MVD3q1q2HqtWqY9GfgbApQ6sCisT6sHepguf3zquVP7t/AU4efhrbOHrUwLP76oucPbt3DvauvhCJlKPqzh41kRj7HAq5XFUnIeYpjM1sIRIrRw2kWRm5RiWEQpEquS9LxGI9lPPwwf3b6ou/3L99Ee4V8r5W7H2ysjIgeGsmjUAo+nfYrezt53fRE4tRyd0Zl+8+VCu/fPcBqnm75Xs795+9hI0Fr93TRE9PD17eFRB845paefCNa6hUuUq+t6NQQHU8f2PX9s3Yumk9Zs75Gd4VKuok3tLi9WsZXkZkqB5hz9MRG5+J2jVyknixWIAavha4cy/5g7YtQE6CSlSSaH0fSicnJ/z4449atTUwMICBgfo9u0rSdFeRsRGMvXMSHiOPcjCrXglZ8UnICI8owshKnkGtG+Kbldvh4+6Map4u2HnmKiLjk9CrWW0AyusfoxOTMXe4ckRgQ9AFONlYwNPJDlKpDAcu3cTxa3cxf0zOPfvWHDqLv/Ycw48j+sDJxgKx/16vY2SgDyMJ7xXXrXtP/PbrPHiXr4DKlXxw+PABxMREo0MH5bV2a1avRFxcHCZ/+RUAYP++vbC1s0W5csrPfMjdO9i1czs6d+4KANDX14e7u/p0Y2MTZYL/dnlZ4N98GA79/RXsXX3h6OGH2+e3ICU+AtUb9QMAnN37K1ITo9B+8DwAQPWG/RB8ZgNO7QxA1QZ9EBF2A3cu7kCHob+qtlm9cX/cOPM3Tu74AX5NByEh+hn+OboUfk0/UdXx9G2Oy0eXwNTSCdaO3oh+EYprJ1ejSj3N9wst7Zp1HIwNi6fBxbMK3CtUx8Vj25EQG4GGrfoCAPZtWoCk+GgM+ixA1ebF03sAgKzMdKQlJ+DF03sQi/XgUE45OlOlZlOcOrgO5Twqqaa8Htr6B6r4N1MbPSalQe2a4Nulm+HjUQ7VvN2w8+RlRMYloleL+gCAP7YeRExCEmaPUh6/Nx45C0cbS3g52yNbKsPBC9dx/Opt/DJucFF2o1jr2r03Fv4aAO/yFVGxkg+OHt6P2JgotO3QGQDw9+rliIuLxRdfTgMAHNy3GzZ2dqrjeejd29izcys6du6m2ubObZux8e/VmPTVDNjZOSAhXjkCKjE0hKEhF7fTZNvel/iktytevEpH+KvXGNzHFZmZMhw9nXNPyW8mVkRMXBaWrlMunDaolwvuPUrFq4jXEOsJUN/fGu1a2GN+4MO83oao2Mp3Qnnr1i34+vpCKBTi1q1b76xbrZrmG+qWFub+vqh/POc+ZT7zpwMAwtftxK3h04oqrBKpbZ2qSEpLx7J9JxGblAJvJ3v8MeETOP17j7LYpBRExiWq6mdLZViw9TCiE5NhoKcHL2c7LBr/CRpXyzmDuvXUZWRLZZgSqH6bhlGdm2N019zXiJQ1TZo2Q0pKMjZv3ID4+Hi4ubvh+1lzYWevvGdZQkI8YmJyvgQVCjnWrlmFqMhIiEQiODo6Yeiw4bnuQUlKFf074HVaAi4d/gtpydGwdqyA7mOWwcxKOVKelhSDlIScE0/mNi7oPnoZTu8MwM2zG2BsZofmvWao7kEJAKaWjuj52Sqc2hmAdQFdYGJhD7+mg1G79QhVnRa9v8H5A7/j+NZZSE+Ng4m5Hao17It67T4rvM4XIzUbtEd6ahKO7FiC5MQYOLqUx6ipgbCyVU6/Tk6IRUKs+gnA+VN7qf4d/iQE184fgKWNE2b+eRQA0KbHKAgEAhzc8geS4qNhbGYJX/9m6NB3fOF1rARpU7cGElPTsXzPMcQmJsPL2QGLJg2Ho82b43syIuMTVfWzpVIs3LwfMQlJMNDXg6ezA36f9D80ql65iHpQ/DVq2hzJKcnYsnEdEuLj4erujm9nBcDOXnmZR/xbx3O5Qo71a1aojucOjo74ZNinaNu+s6rOoQN7IJVmY96P36u9V98Bg9F/0NDC6FaJs2FHOAz0hZg0pjxMTfQQ8iAZE7+7pXYPSntbCeT/mchgKBFh8hhv2FkbIDNLjmcv0jH713s4cU7zAm70YQS8BKFQCRT5nA8lFAoRGRkJOzs7CIVCCAQCjVOpBAKBViu9HtDjlIrC1vzE3KIOocx56VSnqEMoc048zv/0OtINV9vs91cinWqceaioQyhzwm256mlhG/EFbyNT2M7tK5m3nrrWPPftDYsL/5Pn31+phMn3CGVYWBhsbW1V/yYiIiIiIqKyLd8JpZub8ix/dnY2vv/+e3z77bfw9OQy3kREREREVHwIhFzltTB98ARjPT097Nq162PEQkRERERERCWIVlesdu/eHbt379ZxKERERERERFSSaHXbEG9vb8yZMwcXLlyAv78/jI2N1V4fP54r3hERERERUeETijjltTBplVCuWLECFhYWuHbtGq5dU7+hrkAgYEJJRERERERUBmiVUP53ldc3tw4RCHgmgIiIiIiIqCzR+q6fK1euhK+vLyQSCSQSCXx9fbFixQpdxkZERERERPRBBEJBsX2URlqNUH777bdYsGABxo0bh/r16wMALl68iIkTJ+Lp06eYO3euToMkIiIiIiKi4kerhDIwMBDLly9H//79VWVdunRBtWrVMG7cOCaUREREREREZYBWCaVMJkOtWrVylfv7+0MqlRY4KCIiIiIiIm0IhFpf1Uda0GpvDxo0CIGBgbnKly1bhoEDBxY4KCIiIiIiIir+tBqhBJSL8hw9ehT16tUDAFy6dAnh4eEYPHgwJk2apKr322+/FTxKIiIiIiIiKna0Sijv3LmDmjVrAgAeP34MALC1tYWtrS3u3LmjqsdbiRARERERUWEqraupFldaJZQnT57UdRxERERERERUwvCKVSIiIiIiItKK1tdQEhERERERFTdCEae8FiaOUBIREREREZFWmFASERERERGRVjjllYiIiIiISg2u8lq4OEJJREREREREWmFCSURERERERFrhlFciIiIiIio1BEKOmRUm7m0iIiIiIiLSChNKIiIiIiIi0gqnvBIRERERUanBVV4LF0coiYiIiIiISCtMKImIiIiIiEgrnPJKRERERESlBqe8Fi6OUBIREREREZFWmFASERERERGRVjjllYiIiIiISg1OeS1cHKEkIiIiIiIirTChJCIiIiIiIq0woSQiIiIiIiKt8BpKIiIiIiIqNQRCjpkVJu5tIiIiIiIi0goTSiIiIiIiItIKp7wSEREREVGpIRTxtiGFiSOUREREREREpBUmlERERERERKQVTnklIiIiIqJSQyDklNfCxBFKIiIiIiIi0goTSiIiIiIiItJKsZny2vzE3KIOocw52eKbog6hzMm+EFLUIZQ5Fy9EFXUIZc7rmnZFHUKZ41C5QVGHUOboKaRFHUKZ4+1fqahDoBJCIOSYWWHi3iYiIiIiIiKtMKEkIiIiIiIirRSbKa9EREREREQFxVVeCxdHKImIiIiIiEgrTCiJiIiIiIhIK5zySkREREREpQanvBYujlASERERERGRVphQEhERERERkVY45ZWIiIiIiEoNgZBjZoWJe5uIiIiIiIi0woSSiIiIiIiItMIpr0REREREVGpwldfCxRFKIiIiIiIi0goTSiIiIiIiItIKp7wSEREREVGpwVVeCxf3NhEREREREWmFCSUREREREVEx9Ndff8HDwwMSiQT+/v44e/bsO+tv2LAB1atXh5GRERwdHTFs2DDExcV91BiZUBIRERERUekhEBTfxwfYsmULvvjiC8yYMQM3btxA48aN0b59ezx//lxj/XPnzmHw4MEYPnw47t69i23btuHKlSv49NNPdbFX88SEkoiIiIiIqJj57bffMHz4cHz66aeoXLkyFi5cCBcXFwQGBmqsf+nSJbi7u2P8+PHw8PBAo0aNMGrUKFy9evWjxsmEkoiIiIiIqBBkZmYiOTlZ7ZGZmZmrXlZWFq5du4Y2bdqolbdp0wYXLlzQuO0GDRrgxYsXOHjwIBQKBaKiorB9+3Z07Njxo/TlDSaURERERERUagiEgmL7CAgIgLm5udojICAgVx9iY2Mhk8lgb2+vVm5vb4/IyEiN/W7QoAE2bNiAvn37Ql9fHw4ODrCwsMAff/zxUfbzG0woiYiIiIiICsG0adOQlJSk9pg2bVqe9QVvXXepUChylb0REhKC8ePH47vvvsO1a9dw+PBhhIWFYfTo0Trtw9t4H0oiIiIiIqJCYGBgAAMDg/fWs7GxgUgkyjUaGR0dnWvU8o2AgAA0bNgQU6ZMAQBUq1YNxsbGaNy4MebOnQtHR8eCd0ADjlASEREREVGpIRAKi+0jv/T19eHv74+goCC18qCgIDRo0EBjm/T0dAjfeg+RSARAObL5sTChJCIiIiIiKmYmTZqEFStWYNWqVQgNDcXEiRPx/Plz1RTWadOmYfDgwar6nTt3xs6dOxEYGIgnT57g/PnzGD9+POrUqQMnJ6ePFienvBIRERERERUzffv2RVxcHGbPno2IiAj4+vri4MGDcHNzAwBERESo3ZNy6NChSElJwZ9//onJkyfDwsICLVq0wM8///xR42RCSUREREREpYZAqHnRmpJo7NixGDt2rMbX1qxZk6ts3LhxGDdu3EeOSh2nvBIREREREZFWmFASERERERGRVjjllYiIiIiISo0PWU2VCo57m4iIiIiIiLTChJKIiIiIiIi0wimvRERERERUapSmVV5LAo5QEhERERERkVa0GqGUyWRYsGABtm7diufPnyMrK0vt9fj4eJ0ER0RERERERMWXViOUs2bNwm+//YY+ffogKSkJkyZNQo8ePSAUCvH999/rOEQiIiIiIqL8EQgFxfZRGmmVUG7YsAHLly/Hl19+CbFYjP79+2PFihX47rvvcOnSJV3HSERERERERMWQVgllZGQkqlatCgAwMTFBUlISAKBTp044cOCA7qIjIiIiIiKiYkurhLJcuXKIiIgAAHh7e+Po0aMAgCtXrsDAwEB30REREREREX0IobD4PkohrXrVvXt3HD9+HAAwYcIEfPvttyhfvjwGDx6M//3vfzoNkIiIiIiIiIonrVZ5/emnn1T/7tWrF8qVK4cLFy7A29sbXbp00VlwREREREREVHxplVC+rV69eqhXr54uNlXktp68jLVHziI2MRVeTnb4sl8H1KzgrrHu1XtPMGL+qlzlO+dMgIejrfLfZ65g/8VgPHoZBQCo7OaEcd3bwNez3EfrQ2lk1agWPCcPh3lNX0ic7HC151hE7T1e1GGVWBeDNuH0wVVISYyBvbM3Og+aCo9KtTTWTU6IwYGN8/Ai7C7iop6hQZtB6PLJNLU6V8/swrZlM3K1nbvqBvT0OQ3+jW7NjNHU3xDGEiGevMzGugPJeBUjy7O+k60IPZqbwN1JDzYWImw8nIKjl9JzbbNbMxO1sqRUGSbMj/0ofShJ7lzYiOBTK5GeEgNLe2807DIdTp6aP+cA8OrxPzi/7yckRD2CkZkd/Jp9iir1+6lef3L7KK6fWIqk2OeQy6Qwt3FD9abDUNG/a2F0p0Q4emAn9u3ciMT4OJRz9cDgEeNR2beGxrr/XDiFoIO78PTJI0izs1DO1QO9BgxHdf+6avUO7tmCoIO7EBsTBVMzC9Rt2Az9h4yGPo8tGh3evwt7dm5GQnw8XFzdMWzk5/Dxra6xbujdW/h79VK8fPEcWZkZsLFzQJt2ndG5e59Cjrrk4fG8eBMISudqqsWV1gnl33//jSVLliAsLAwXL16Em5sbFi5cCA8PD3TtWjK/XI/8cxu/bD6IaQM7o4a3K3acuYLPf1+HHbPHw9HaIs92u+d+AWPDnC82S1Nj1b+v3g9DuzrVUN3LFfp6Yqw9fBZjFqzBjtnjYWdp9jG7U6qIjI2QfOs+XqzdCf9tfxZ1OCXazUuHsG99ALoN/Q5uFfxw+cRWrPplFCb9vA+WNk656kulWTA2tUSLrqNw7vDaPLdrYGiCKb+oL8rFZDJHh4ZGaFvfCCt2JyMyToouTUwwZbAlpv0Rh4wshcY2BnoCxCTIcCUkA/3bmua57RfRUvyyLkH1XC7XvL2y5FHwQZzfG4DG3b+Do3tN3L20BQdWjkS/L/fD1DL35zw5/gUOrByFynV7o1X/XxDx9DrO7poNibElvKq1BQAYGJmjZovRsLTzhFCkh2ehp3By63QYmljBtWLjwu5isXPhzDGsXf47ho+ZjIo+1XDs0G789P2X+PWv9bCxc8hVP/ROMKrWqIN+g0fDyNgEp44dwLw5X2Hur8vh4VUBAHDu5BFsWrMEoyZMQ4XKVRHx8jmWLPwBADBkxIRC7V9JcP7MCaxe/idGjJ2ISpV9cfTwPvww82ssDFwLWzv7XPUNJBK079Qdbh5ekEgkCL17G0v//BUGEgnatOeMs7zweE6kTqtrKAMDAzFp0iR06NABiYmJkMmUZ2QsLCywcOFCXcZXqNYHnUe3Rv7o0aQWPJ3sMKVfRzhYmmPbqX/e2c7KzBg25qaqh+g/F9z+OKIP+jSvi4qujvBwtMW3Q7pBoVDgcujjj92dUiXmyBk8mLkQkbuDijqUEu/soTWo3awn6jTvBXtnL3T5ZBrMrR1x6fhmjfWtbJ3RZfB0+DfuColh3l+CAoEApha2ag/K0aaeEfadScO10Ey8jJZh+a4kGOgJUK+qJM82Ya+k2BKUist3MiHN+8Q35HIFklLlqkdKOn+A3DyzBpVq94RP3d6wtPdCo67TYWLhgLsXN2msf/fiZphYOqJR1+mwtPeCT93eqFS7B26ezpmF4uxVF55VW8PS3gvmNq6o1ngwrB0rIjLsemF1q1g7sHsLmrfuhBZtu8DZxR1DRn4Baxs7BB3cpbH+kJFfoEuvgfCqUBmOzi7oP2Q0HJ3K4fo/51R1Hty7gwqVq6JRszaws3dE9Zp10aBJazx5eK+wulWi7Nu1FS3adECrtp1QztUd/xs5DtY2tjhycI/G+p5eFdC4WSu4unnAzt4RTVu0QY2atRF691YhR16y8HhOpE6rhPKPP/7A8uXLMWPGDIhEIlV5rVq1cPv2bZ0FV5iypVKEPnuF+lW81crrVfHGzcfP39m23+zFaD35J4yavwpX7j15Z92MrGxIZTKYGxsWOGaiDyWVZuFlWAjK+zZUK6/g2wDPHgYXaNtZGekImNASP4xrjtXzx+Dl05ACba80sbUUwcJUhDuPs1RlUhlw72kWvF30Crx9eysxFky2wS8TbDCmlzlsLUXvb1SKyaRZiHl5Fy4V1D/nLhUaIvLZDY1top4Fa6jfCDEv7kImy85VX6FQ4MXDi0iMDoPjO6bRlhXS7GyEPbqPan511Mqr+dXBg3t38rUNuVyO169fw9gkZ/ZOJZ/qCHt8H4/uK48nUZEvcePqRdSs3UB3wZcS2dnZePzoAWr41VYrr16zNu6H5u9v8OTxA9wPvYsqVWt8hAhLBx7PSwaBUFhsH6WRVlNew8LC4Ofnl6vcwMAAaWlpBQ6qKCSkpkMml8PKTH3uurWZMeKSUjW2sbEwxbeDu6KymzOypFIcuBiMUb+uxvIp/4N/BQ+NbRbtOAo7CzPU9fHSeR+I3ic9JRFyuQwm5tZq5Sbm1khJ1P4aDVsnT/Qe+QMcXCog83Uqzh1Zj8DZg/DFjzth4+BewKhLPnMT5RdIcppcrTw5TQ5r84L9WHj8IhvLdyUhMk4GMxMhujQxxjfDLTF9cRzSXpfNM9sZaQlQyGUwMlX/nBuaWCM9RfPnPD0lBoYmjdTKjEytIZdLkZGWAGMzOwBA5usUrJvbFHJpFgRCIRp3n5krES2LkpOVxxZzSyu1cnNLSyRej8vXNg7s2oTMjNeo37ilqqxB01ZITk7AzK/HAAoFZDIZWnfojq69P9Fp/KVBSnKS8m9gof43sLCwRGJC/DvbjhjcC8lJyr9hnwFD0aptp48ZaonG4zlRblollB4eHggODoabm5ta+aFDh+Dj4/Pe9pmZmcjMzFQrk2Vlw0C/4Gd2Curta3gVitxlb7g72MLdIWdaX3UvV0TFJ2HdkfMaE8o1h87i8OVbWD5lOAz0ir6vVHblvlhdUaAL2N28q8PNO2fRB7cKNbHom544f3QDug7OvVhPaVe/qgRDOudMD16wIRGA8njyX7pYMuD2o5yz5IgGHoVn4ZcJNmhUwxBHLqbn3bBMyL2HBe/Y62//H3jz9/pvG30DY/SZuAvZmel48egiLuz7CWbW5eDspb6QTFmVa/8q8rc4xvnTQdi+cRW+/PYnmFtYqsrv3rqOXVvWYfiYyfCuWAWRr15g7fLfYbFpNXr2H6br8EsFTb9j8vwh86+58/5ARkY6HtwLwfo1y+Dg6IzGzVp9vCBLEB7Pid5Pq4RyypQp+Oyzz5CRkQGFQoF//vkHmzZtQkBAAFasWPHe9gEBAZg1a5Za2fShvTDjf0W3qpiliRFEQmGu0cj4lLRco5bvUtXTBQcv3cxVvu7IOaw8eBpLJg9DBZfcixMQFQYjUwsIhaJco5GpSfG5Ri0LQigUopxnVcRGPtPZNkuSG/cz8fhlzjRJ8b8nrc1NhEhKzTmrbWqs/lwXsrKB8Cgp7K3K7jQpibElBEJRrtHI16lxMDTV/Dk3MrXVWF8oFMPA2EJVJhAKYW6jPJlq41wZCdFPcOPEsjKfUJqZKY8tiQnqo5FJiQm5RszeduHMMSxdFIAvps5F1Rrq0zW3rl+Oxi3aokVb5QIxru5eyMzMwPI/f0b3vkMgLKXTx7Rhamb+799AfTQyKSkBFv9J0jWxd3AEALi5eyEpMQFbN65hQvkvHs9LJoGQq7wWJq2OxMOGDcPMmTPx1VdfIT09HQMGDMCSJUvw+++/o1+/fu9tP23aNCQlJak9vhzUXZtQdEZPLEZlNydcCnmkVn4p5BGqe7nmezv3wiNgY6GegK49fBbL95/E4i+GoIq7s07iJdKGWKwPZw8fPLxzQa384Z0LcCtfQ2fvo1AoEPHsHszK6MI8GVkKRMfLVI9XMTIkpshQxUtfVUckAiq56+NReO7r8wpCLAKcbMVI1PEPm5JEJNaHrXMVvHio/jl/8eACHNxyX64BAPZuNfDigXr98AfnYVuuCkSid8woUSggk2bl/XoZIdbTg4d3RdwOvqJWfjv4CipU8s2z3fnTQQhc+APGffm9xusiszIzIRCo/1QRCoVQKBS5h4jKOD09PXh5V8DNG1fVym/duIqKlfP+G7xNoVAgO1u3x6WSjMdzovf74BFKqVSKDRs2oHPnzhgxYgRiY2Mhl8thZ2eX720YGBjAwED9dgLpxWC666DWDfHNyu3wcXdGNU8X7DxzFZHxSejVTHnGdNGOo4hOTMbc4b0AABuCLsDJxgKeTnaQSmU4cOkmjl+7i/lj+qu2uebQWfy15xh+HNEHTjYWiE1KAQAYGejDSMJbKuSXyNgIxt45ib2RRzmYVa+ErPgkZIRHFGFkJU/j9kOxJfBrlPOsAlfvGvjn5DYkxkWgXsu+AIBDW35DckI0+o7+SdXm1bNQAEBmZjrSUuLx6lkoRGI92DsrF7EK2rkYrt7VYePghszXqTh/ZD1ePb+HbkO/KfwOFlNHL6Wjc2NjRMXJEBUvRafGxsjMVuDS7QxVnRHdzZCQLMf248qZEiIR4GwrVv3b0lQIVwex6gcOAPRtY4Lg+5mIS5LBzFiILk1MYGggwPng14XfyWKkepOhOL75a9iW84WDWw2EXN6KlMQI1X0lLx38FWlJ0WjZ/2cAQJX6/XDn/Aac3xsAn7p9EPksGPeu7ECrAfNV27x+Yilsy/nC3NoVMlk2noeexoNre9C4x8wi6WNx07FbXyz+bQ48vSuhQmVfHDu8B7ExUWjVQXnCeNOaQMTHxeKzyd8CUCaTf/02B0NGfoHylaqoRjf19Q1gZKw8MVuzTkMc3L0ZHp4V4F3RB5ERL7B1/XL4120EoYijNm/r3L0PFv36A7zKV0TFSlUQdHg/YmOi0aaDcoR3/ZpliI+LwfjJyksRDu3fBRtbOziXU4663wu5hb07t6B95x5F1oeSgMdzInUfnFCKxWKMGTMGoaHKH5g2NjY6D6qotK1TFUlp6Vi27yRik1Lg7WSPPyZ8Aidr5VSR2KQURMYlqupnS2VYsPUwohOTYaCnBy9nOywa/wkaV6uoqrP11GVkS2WYEqi+VP2ozs0xumtLUP6Y+/ui/vG/Vc995k8HAISv24lbw6cVVVglUvV67ZGekojjuwKRnBgDh3LlMWzKUljaKEfPUxJjkRirnqT/PqOn6t8vw+4i+MIBWNo4YerCYwCAjPQU7Fw5EylJsZAYmcLJrTJGf7MOLl7VCq9jxdzB8+nQ1xNgcEdTGBsK8fhFNub/naB2zzJrc5HaoIulqRCzR+dM0Wzf0BjtGxrj3tMs/LRGeZ8yKzMRRvcyh6mREClpcjx+kY05K+IRl1S2z2h71+iAjPREXDu2GGnJMbByKI+Ow5fC1FL5OU9PjkFq4itVfTOrcug4fCnO7/sJdy5shLGZHRp1naG6ByUAZGe9xtlds5GaGAmxngQWdh5o2X8evGt0KPT+FUcNmrRCakoydmxejcT4OLi4eWLq9/Nh++89KBMS4hAbE6Wqf+zQHshkMqwK/BWrAn9VlTdp2R5jJypPRvXoNwQCgQBb1isTITNzS/jXaYi+n4ws3M6VEA2btEBKchK2bVqHhPg4uLp5YPqsn2H35m8QH4fYmGhVfYVcjg1rlyM6MgIikQj2jk4YOHQk70H5HjyelwCcDl+oBArFh88Zad68OSZMmIBu3brpLJD0s9t0ti3Kn5MtOHpU2LIv8FYahW33Ae1XryXt1KiZ/xkrpBtNK+dvJVXSHT2BtKhDKHPmr+d1cYVtzff2RR2CVuJmF9+TTtbfLSvqEHROq0V5xo4di8mTJ+PFixfw9/eHsbGx2uvVqnFUgoiIiIiIqLTTKqHs21d5rdX48eNzvSYQCCCTyQoWFRERERERkRa4ymvh0iqhDAsL03UcREREREREVMJolVC6uSlXAwsJCcHz58+RlZWzZLpAIFC9TkRERERERKWXVgnlkydP0L17d9y+fRsCgQBv1vURCJTDy5zySkREREREReHt+9fSx6XV3p4wYQI8PDwQFRUFIyMj3LlzB2fOnEGtWrVw6tQpHYdIRERERERExZFWI5QXL17EiRMnYGtrC6FQCJFIhEaNGiEgIADjx4/HjRs3dB0nERERERERFTNajVDKZDKYmJgAAGxsbPDqlfLm0G5ubrh//77uoiMiIiIiIvoQQkHxfZRCWo1Q+vr64tatW/D09ETdunUxb9486OvrY9myZfD09NR1jERERERERFQMaZVQfvPNN0hLSwMAzJ07F506dULjxo1hbW2NLVu26DRAIiIiIiIiKp60Sijbtm2r+renpydCQkIQHx8PS0tL1UqvREREREREhU0g5CqvhUmrhFITKysrXW2KiIiIiIiISgCm70RERERERKQVnY1QEhERERERFTVBKV1NtbjiCCURERERERFphQklERERERERaYVTXomIiIiIqPQQcMysMHFvExERERERkVaYUBIREREREZFWOOWViIiIiIhKDa7yWrg4QklERERERERaYUJJREREREREWuGUVyIiIiIiKj2EHDMrTNzbREREREREpBUmlERERERERKQVTnklIiIiIqJSQyDgKq+FiSOUREREREREpBUmlERERERERKQVTnklIiIiIqLSg6u8FirubSIiIiIiItIKE0oiIiIiIiLSCqe8EhERERFRqSEQcpXXwsQRSiIiIiIiItIKE0oiIiIiIiLSCqe8EhERERFR6SHgmFlh4t4mIiIiIiIirTChJCIiIiIiIq1wyisREREREZUeXOW1UHGEkoiIiIiIiLTChJKIiIiIiIi0wimvRERERERUagi4ymuh4t4mIiIiIiIirTChJCIiIiIiIq0UmymvL53qFHUIZU72hZCiDqHM0WvgU9QhlDk/3N1e1CGUOccj7Is6hDInNt20qEMoc+LS9Is6hDLHQJJQ1CFQScFVXgsVRyiJiIiIiIhIK0woiYiIiIiISCvFZsorERERERFRQQmEHDMrTNzbREREREREpBUmlERERERERKQVTnklIiIiIqLSQ8BVXgsTRyiJiIiIiIhIK0woiYiIiIiISCuc8kpERERERKUHV3ktVNzbREREREREpBUmlERERERERKQVTnklIiIiIqLSg6u8FiqOUBIREREREZFWmFASERERERGRVjjllYiIiIiISg0BV3ktVNzbREREREREpBWtEsrr16/j9u3bqud79uxBt27dMH36dGRlZeksOCIiIiIiIiq+tEooR40ahQcPHgAAnjx5gn79+sHIyAjbtm3DV199pdMAiYiIiIiI8k0gLL6PUkirXj148AA1atQAAGzbtg1NmjTBxo0bsWbNGuzYsUOX8REREREREVExpVVCqVAoIJfLAQDHjh1Dhw4dAAAuLi6IjY3VXXRERERERERUbGm1ymutWrUwd+5ctGrVCqdPn0ZgYCAAICwsDPb29joNkIiIiIiIKN+EgqKOoEzRaoRy4cKFuH79Oj7//HPMmDED3t7eAIDt27ejQYMGOg2QiIiIiIiIiietRiirVaumtsrrG7/88gtEIlGBgyIiIiIiIqLiT6uE8r9SU1NV11O+oaenV9DNEhERERERfTBBKV1NtbjSam+HhYWhY8eOMDY2hrm5OSwtLWFpaQkLCwtYWlrqOkYiIiIiIiIqhrQaoRw4cCAAYNWqVbC3t4dAwAtfiYiIiIiIyhqtEspbt27h2rVrqFixoq7jISIiIiIi0h5XeS1UWk15rV27NsLDw3UdCxEREREREZUgWo1QrlixAqNHj8bLly/h6+ubaxGeatWq6SQ4IiIiIiIiKr60SihjYmLw+PFjDBs2TFUmEAigUCggEAggk8l0FiAREREREVG+cZXXQqVVQvm///0Pfn5+2LRpExflISIiIiIiKqO0SiifPXuGvXv3wtvbW9fxEBERERERUQmh1XhwixYtcPPmTV3HQkREREREVDACQfF9lEJajVB27twZEydOxO3bt1G1atVci/J06dJFJ8ERERERERFR8aVVQjl69GgAwOzZs3O9xkV5iIiIiIiIygatEkq5XK7rOIiIiIiIiApOyFVeCxP3NhEREREREWlF64Ty9OnT6Ny5M7y9vVG+fHl06dIFZ8+e1WVsREREREREVIxplVCuX78erVq1gpGREcaPH4/PP/8choaGaNmyJTZu3KjrGImIiIiIiPJHICy+jw/0119/wcPDAxKJBP7+/u8dwMvMzMSMGTPg5uYGAwMDeHl5YdWqVdruyXzR6hrKH374AfPmzcPEiRNVZRMmTMBvv/2GOXPmYMCAAToLkIiIiIiIqKzZsmULvvjiC/z1119o2LAhli5divbt2yMkJASurq4a2/Tp0wdRUVFYuXIlvL29ER0dDalU+lHj1GqE8smTJ+jcuXOu8i5duiAsLKzAQREREREREZVlv/32G4YPH45PP/0UlStXxsKFC+Hi4oLAwECN9Q8fPozTp0/j4MGDaNWqFdzd3VGnTh00aNDgo8ap1Qili4sLjh8/Dm9vb7Xy48ePw8XFRSeBFZUD+/di545tiI+Ph6ubG0aMHANf36oa6969ewdrVq3AixfhyMzMhJ2dHdq174hu3XtqrH/69En88nMA6tWrj2++m/Uxu1GiXAzahNMHVyElMQb2zt7oPGgqPCrV0lg3OSEGBzbOw4uwu4iLeoYGbQahyyfT1OpcPbML25bNyNV27qob0NM3+Ch9KI2sGtWC5+ThMK/pC4mTHa72HIuovceLOqwSa8+Bw9iycy/iEhLg7uqCz0YMRbUqPhrr3r4bimVr1yP8xUtkZGbB3tYGndq1Ru9uOSfypFIpNm7bhSMnTiE2Lh4uzk4YOXQQ6vj7FVaXipWrpzbg0pGVSE2Kga1TebTuOx2u5TUfRwDg2f1/cGzbT4h59RCmFnao1/ZT+Dftr3pdJs3GhcNLcevCbqQkRsHawQMtenwJL98mqjp/TmuBpLiXubbt32wA2g2YqdsOlhBnjmzG8b1rkJQYC8dyXug59Ct4V/bXWDcpIQY7181H+JMQxEQ+R9P2A9Br6NdqdWTSbBzdvRKXT+9FYnw07J3c0XXgF/Cp0agwulMi/HNiI84fWonUxBjYOnuj/YDpcKug+bOfkhiNI5t/xqtndxEf9Qx1W32C9gOmq9W5enorbp7fg+iXDwEATu5V0LLnRJTzrPbR+1KSdGpkiMbVDWAkESAsQopNR9MREZv3bfMcbUTo0tgQrg4i2JiLsPVYGo5fzVSr066eBH4V9eFgJUKWVIEnL6XYeSodUfG8u8IHEwqKOoICy8rKwrVr1zB16lS18jZt2uDChQsa2+zduxe1atXCvHnz8Pfff8PY2BhdunTBnDlzYGho+NFi1SqhnDx5MsaPH4/g4GA0aNAAAoEA586dw5o1a/D777/rOsZCc+b0KSxftgRjxo6Dj08VHDp0AN9/NwN/LVkBOzu7XPUlEgk6de4K93/nNYfcvYM///gdEokE7dp3VKsbHRWFVSuWo0oV38LqTolw89Ih7FsfgG5Dv4NbBT9cPrEVq34ZhUk/74OljVOu+lJpFoxNLdGi6yicO7w2z+0aGJpgyi8H1MqYTH4YkbERkm/dx4u1O+G/7c+iDqdEO3n2PBavWIMJoz+Fr08l7DschKnf/4jVixfA3s42V32JxADdOraHp7sbDCUGuB1yDwsWL4WhRIJO7VoDAFat34Sgk2cxedxouJZzxpXrwfjux1/wx7y5KO/lWdhdLFIhVw4iaEsA2g2YCRfvmrh+ZjM2LxqBUd8fgLl17uNIYmw4tvwxEjUa90bX4b8g/NF1HN44C8YmVqjk3xYAcHrPQty+vBcdP5kLawdPPLl7FtsDP8eQrzfDwVV5ImDY9O1QyHN+QMa8fIiNC4ehsn+7wul4MXPtwmHsWDMPfT+dAc+Kfjh3bBv++nEsvlmwG1Y2jrnqS7OzYGpmibY9RuDkgfUat7lv85+4cvYABoyaCXtnD4TePI/lv0zEpLnr4OJR+WN3qdi7c/kgDm8MQMdPvoNr+Zq4emoL1v82Ep/9sB8WGj77UmkWjEyt0KTTaFw8qvk79Om9f1C1Xke4ePtBrGeA8wdX4O/5w/HZD/thZmn/sbtUIrStK0Gr2hKsPZCKqHg5OjSQ4Iu+pvhueSIyszS30RcDsYkyXLuXhT4tjTTWqeAqxqnrGXgaIYNICHRtYogJfU3x/YokZGV/xA5RocrMzERmpvrJBAMDAxgYqP9OjY2NhUwmg729+v87e3t7REZGatz2kydPcO7cOUgkEuzatQuxsbEYO3Ys4uPjP+p1lFpNeR0zZgw2b96M27dv44svvsCECRNw584dbNmyBaNGjdJ1jIVm964daN2mHdq2aw8XV1eMHDUGNra2OHhgn8b6Xl7eaNqsOdzc3GFv74DmLVqhpn8t3L1zR62eTCbD/F9+wsBBn8DBMfeXall29tAa1G7WE3Wa94K9sxe6fDIN5taOuHR8s8b6VrbO6DJ4Ovwbd4XE0DTP7QoEApha2Ko96MPEHDmDBzMXInJ3UFGHUuJt270P7Vu3QMe2reDmUg6fjxgGOxtr7D10VGP98l6eaNm0ETzcXOBgb4fWzZugVs3quHU3VFUn6OQZDOzTHfVq1YSTgz26dmiL2n7VsW235uNVaXY5aDVqNOoJv8a9YePohTZ9Z8DM0gHXT2/SWP/66c0ws3JEm74zYOPoBb/GvVG9YQ9cCsr5sr19aQ8ath8N76pNYWnrAv9mA+Dp0wiX/1PH2NQKJua2qsfD2ydhaesK1wp1Pnqfi6MT+9ehfovuaNCyJxzKeaLX0K9haeOAs0e3aqxvbeeMXsOmom7TLpAYmWis88/Z/WjT/VNUqdkYNvbl0LhNX1Su3gAn9q37mF0pMS4cXQO/Jj3h37Q3bJ280H7AdJhZOeDKCc2ffUubcugwcAZqNOwGiaHmfd5r1HzUaTEAjq6VYevoiS7D5kChkONJyMWP2ZUSpWVtCQ5deI0bD7LxKlaGNQfSoK8H1PHJ+8T1s0gZdpx8jauhWciWKTTWWbQ1FRdvZyEiVoYX0TKsPZAGa3MR3By0Gv+hYiogIADm5uZqj4CAgDzrCwTqo60KhSJX2RtyuRwCgQAbNmxAnTp10KFDB/z2229Ys2YNXr9+rdN+/JfWtw3p3r07zp07h7i4OMTFxeHcuXPo2rWrLmMrVNnZ2Xj06CH8atZUK/fz88e90JB8bePx40cIDQ2Bb1X1aSGbN22Ambk52rRtr7N4SwOpNAsvw0JQ3rehWnkF3wZ49jC4QNvOykhHwISW+GFcc6yePwYvn+bvb0ika9nZ2Xjw6Alq+VVXK6/lVx13Q+/naxsPHz/B3dAHqO6bM0U2Ozsb+nr6avX0DfRxO+RewYMuQWTSLEQ8vwsPH/UpkJ4+DfHi8Q2NbV48CYanj/pxx7NKY0Q8vQOZNPvf7WZD/Nb+FetLEP7oep5x3Lm0F9Ub9szzi740k0qzEf4kFJWrq1+nU7lafYTdD9Z+u9lZ0NNX/zvo6Rvg8X3Nf9uyRCrNQsTTu/Cuov5Z9qrSEOF5fPa1kZ35GjKZFIbG5jrbZklmYy6EuYkQIU9zhgylMuBBuBRezrpN/AwNlMeStNeaE1B6h6JeyfUdj2nTpiEpKUntMW3atFxdsLGxgUgkyjUaGR0dnWvU8g1HR0c4OzvD3Dzn/2vlypWhUCjw4sUL3e7j/yjQJ//atWsIDQ2FQCCAj48P/PxK7rU7ycnJkMvlsLSwVCu3tLTE9YSEd7Yd8skAJCUlQS6Xof+AQWjbLidxDLl7F0ePHMaiPzVfPFuWpackQi6XwcTcWq3cxNwaKYmxWm/X1skTvUf+AAeXCsh8nYpzR9YjcPYgfPHjTtg4uBcwaqIPk5Sc8u+xRf3HmKWFOeITE9/Zts/QkUhKSoZMLseQ/r3RsW0r1Wu1/Gpg2+59qObrAycHe1y/eRsXLl2BXF62rrVJT02AQi6DiZn6ccTYzAapyTEa26QlxcK4io1amYmZNeRyKdJTE2BqYQfPKo1wOWgNXMvXhqWtK8LuXcSD4ONQKDRfI3U/+BgyXqegWoPuuulYCZOanAC5XAbTt47npubWSC7A8bxy9QY4sf9veFf2h429C+7fuYxbV0+pTTUuq9JTlPvc2Cz3d2jqHe33+duCtv8GM0t7eFb5uIt6lBRmJsqxmOQ09WNtSpocVmYinb5X75ZGeBiuHAWl0kPT9FZN9PX14e/vj6CgIHTvnvPdEhQUlOcgXsOGDbFt2zakpqbCxEQ5C+HBgwcQCoUoV66cbjqggVYJZXR0NPr164dTp07BwsICCoUCSUlJaN68OTZv3gxb23dPL9Q0dzgrMxP6+di5H53GYeV3N/n5l1+R8ToD9+6HYu3qlXByckbTZs2Rnp6OX+f/hHHjv1A7U0Dqcp/Nz3soPz/cvKvDzTtnNMitQk0s+qYnzh/dgK6Dcy/WQ1QYck9ZAd73Kf/9pzl4nZGBkPsPsGLtBjg5OqJlU+VI3Ocjh+HXP5Zg6JgJAAAnRwe0a9Uch4+d/BjhlwAajt3v2sMajvXKYmV5674zcHDdN1jyXXtAIIClrQuqN+yBm+d3atzczXM74OXbBKYWZfwas7f3awGP572GfY1NS2ZhzhddIRAIYGNfDvWadcWlU3sKGmmpofnYoptR8nMHV+DO5QMY+vU66OkVg99oRaCOjz4GtjNWPf9zWwoA5X7OTXcjif1bG8HZToRf1ifrbJtU8kyaNAmffPIJatWqhfr162PZsmV4/vw5Ro8eDQCYNm0aXr58iXXrlJcBDBgwAHPmzMGwYcMwa9YsxMbGYsqUKfjf//5X/BblGTduHJKTk3H37l1Urqy8KD4kJARDhgzB+PHjsWmT5rn7bwQEBGDWLPVVTj8fNwHjJ0zMo8XHZ2ZmBqFQiISEeLXyxMREWLw1avk2BwfldZHuHh5ITEjAxg1/o2mz5oiMiEBUVBRmz/pOVffNj5Yundph6fJVcHTMfdF8WWFkagGhUJRrNDI1KT7XqGVBCIVClPOsitjIZzrbJlF+mZuZQigUIj4hUa08MSkJlhYW72zr6KBMTjzd3ZCQmIS1m7aqEkoLc3PM+eZrZGVlISklBTZWVli+dj0c7HMvIFaaGZlYQiAUITVZ/TiSnhIHYzMbjW2MzW2QlqQ+epmWEg+hUAxDYwtlHVMr9P7sL0izM5GemghTCzuc3DkfFja5z/Amxb1EWOgF9Bzzh246VQKZmFnmeTx/e9TyQ5iaWWHkV78jOysTaamJMLe0w54NC2Ft51zQkEs8I1PlPk9NUt/naclxMNbBd+j5Qytxdv9SDJ6yCg4uFQu8vZLq5qMshK3KuYefWKxM1s1NhEhOyxk5NDUWIjlNNwllv9ZGqFZeD/M3pCAxhdNdtVJKLj3o27cv4uLiMHv2bERERMDX1xcHDx6Em5sbACAiIgLPnz9X1TcxMUFQUBDGjRuHWrVqwdraGn369MHcuXM/apxaJZSHDx/GsWPHVMkkAPj4+GDx4sVo06bNe9tPmzYNkyZNUisLf6F5taLCoqenB2/v8gi+cR0NGuRcixN84zrq1quf7+0oFApkZyvn1ZdzccGffy1Ve339ujVIf/1aueCPTdleKEYs1oezhw8e3rkA39o5U/ke3rkAH/8WOnsfhUKBiGf34OBSXmfbJMovPT09VPD2xLUbt9C4fl1V+bXgW2hQt3b+N/SfY8t/6evrw9baGlKpFGcuXEazRvk/XpUGIrE+HF2rICzkPCr5tVaVh4VeQIXqLTW2KedZAw9vqY/khoWcg6O7L0RiPbVysZ4BzCztIZNm4971o6hcK/e18DfP74SRqTXKV21W8A6VUGKxHlw8K+PerYuoXidnv9+7dQlVazcv8Pb19A1gYaX8OwRfPoaa9d//W6O0E4v14eheBY/vXkBl/5zP/pOQC6hYo2DfoecOrcSZfYH4ZPIKOHtovnVaWZGZBcRkqU9vTUqVo7K7HsKjlAmlSAhUcBFj56mCL3rSr7URalTQx28bkxGXVLYuYSDNxo4di7Fjx2p8bc2aNbnKKlWqhKCgwl1QUauEUi6XQ09PL1e5np5evq7f0TR3WN/g3dcpFoZu3Xvit1/nwbt8BVSu5IPDhw8gJiYaHTp0AgCsWb0ScXFxmPzlVwCA/fv2wtbOFuXKuQIAQu7ewa6d29G5s3Jes76+PtzdPdTew/jf+cxvl5dVjdsPxZbAr1HOswpcvWvgn5PbkBgXgXot+wIADm35DckJ0eg7+idVm1fPlCtdZmamIy0lHq+ehUIk1oO9s/K+qEE7F8PVuzpsHNyQ+ToV54+sx6vn99Bt6DeF38ESTGRsBGNvV9VzI49yMKteCVnxScgIjyjCyEqe3t06I+C3P1CxvCd8KlXE/sNBiIqJRef2yh/Fy9duQGxcHKZNGg8A2H3gEOxsbeFaTjkKczskFFt37UO3TjnJTOj9B4iJi4e3pwdi4+KwduNWKORy9OvRrdD7V9Tqth6GPau+gqObL8p5+eHGmS1Iio9Azab9AAAnd/6KlMQodPnfPABAzab9cPXkBgRtDYBf4z548fgGgs/tQPdPf1Vt8+WTm0hJjIK9S2WkJEbh7L4/oFDIUb/tp2rvrZDLcfPCTlRr0A1CUdleibFFp8FY98d0uHpWgUeF6jh/bDviYyPQuHVvAMCejb8jKT4Kgz//UdXmxVPlIlKZGelITU7Ai6f3IBLrwbGcFwDg6cNbSIyPRjn3SkiMj8LBbYFQKORo1XVY4XewGGrQZih2Lv8aTu6+cPGugauntyIpLgK1mys/+0HbfkVKYjR6jPhZ1SbiufI7NOvf79CI56EQifRg9+936LmDK3Bi1+/oNWo+LGyckfLvaL6+gREMJMYg4PiVDLSvL0F0ggzR8XK0ry9BVjbwT0jO5VxDOxkjMUWO3aeVSaZIqLwXJQCIhQJYmApRzk6EzCwFYhKVv537tzFCHR99/LUjFRlZCpgZK0fZXmcqkC0FUbGl1bdfixYtMGHCBGzatAlOTsopmy9fvsTEiRPRsqXmM8IlQZOmzZCSkozNGzcgPj4ebu5u+H7WXNj9u5JSQkI8YmKiVfUVCjnWrlmFqMhIiEQiODo6Yeiw4bnuQUl5q16vPdJTEnF8VyCSE2PgUK48hk1ZCksb5Q/plMRYJMaqJy+/z+ip+vfLsLsIvnAAljZOmLrwGAAgIz0FO1fOREpSLCRGpnByq4zR36yDixdvyvwhzP19Uf/436rnPvOVN78OX7cTt4bnXo2M8ta8cUMkJ6dg3ebtiI9PgLubKwJmTofDv/egjI9PQHRMzrQ1uVyBFWs3IDIqWnlscbDHp0MGonO7nFGIrKxsrF6/Ga8io2AokaBuLT9MmzQeJiZl7wefT+0OSE9LwLkDfyE1KRq2ThXQb9wymFsrjyOpSTFIis85jljYuKDvuGUI2hqAa6c2wMTcDm36zVDdgxIApNmZOL1nIRJiwqFvYATvqk3R5X/zIDEyU3vvsNALSI5/heoNe6Ks82/QDmkpiTi0YymSE2Lg6OKNsdMWw8pW+TshOSEG8bHqs5F++qqP6t/hT0Jw9dxBWNk6YfbiwwCA7Ows7N/8J2KjX8BAYoQqfo0w+PMfYWSs/ncoq3zrdkB6WiJO712MlKQY2DmXx8CJS2Fh85/PftwrtTZLZuYs7vHq6V3cvqS8Z+XE+ScAAFdObIRMmo0tiyeotWvW9TM07zbuI/eoZDhyOQN6egIMaGMMI4kAYa+k+H1Lito9KK3MhGrXWVqYCvHt/3LW02hT1xBt6hri/vNs/LZReV1ms5oSAMCXA9U/32sOKG8nQh9AqPWNLEgLAoVC82XF7xIeHo6uXbvizp07cHFxgUAgwPPnz1G1alXs2bNHq1WEHj7m9W2F7W78x1vtiTTTa+Dz/kqkUzXubi/qEMqc4xFle4pcUXC0yHx/JdKpuDT991cinTp5puhns5U1S6daFXUIWsnYX3zvriDpNKaoQ9A5rUYoXVxccP36dQQFBeHevXtQKBTw8fFBq1at3t+YiIiIiIiISoUPTiilUikkEgmCg4PRunVrtG7d+v2NiIiIiIiICkMpWeW1pPjgCcZisRhubm6QyXiTVSIiIiIiorJMqytWv/nmG0ybNg3x8fHvr0xERERERESlklbXUC5atAiPHj2Ck5MT3NzcYGysvqrg9evXdRIcERERERHRBxFwldfCpFVC2a1bNx2HQURERERERCWNVgnlzJkzdR0HERERERERlTBaJZRERERERETFkpBTXgtTvhNKS0tLCPK5BC8X6yEiIiIiIir98p1QLly4UPXvuLg4zJ07F23btkX9+vUBABcvXsSRI0fw7bff6jxIIiIiIiIiKn7ynVAOGTJE9e+ePXti9uzZ+Pzzz1Vl48ePx59//oljx45h4sSJuo2SiIiIiIgoP/I5q5J0Q6sJxkeOHEG7du1ylbdt2xbHjh0rcFBERERERERU/GmVUFpbW2PXrl25ynfv3g1ra+sCB0VERERERETFn1arvM6aNQvDhw/HqVOnVNdQXrp0CYcPH8aKFSt0GiAREREREVG+CbjKa2HSKqEcOnQoKleujEWLFmHnzp1QKBTw8fHB+fPnUbduXV3HSERERERERMWQ1vehrFu3LjZs2KDLWIiIiIiIiKgE0Xo8+PHjx/jmm28wYMAAREdHAwAOHz6Mu3fv6iw4IiIiIiKiDyIQFN9HKaRVQnn69GlUrVoVly9fxo4dO5CamgoAuHXrFmbOnKnTAImIiIiIiKh40iqhnDp1KubOnYugoCDo6+uryps3b46LFy/qLDgiIiIiIiIqvrS6hvL27dvYuHFjrnJbW1vExcUVOCgiIiIiIiKtCLnKa2HSam9bWFggIiIiV/mNGzfg7Oxc4KCIiIiIiIio+NMqoRwwYAC+/vprREZGQiAQQC6X4/z58/jyyy8xePBgXcdIRERERERExZBWU15/+OEHDB06FM7Ozqp7UEqlUgwcOBDffPONrmMkIiIiIiLKF0UpXU21uNIqodTT08OGDRswZ84cXL16FQKBAH5+fvD29tZ1fERERERERFRMaZVQAsDKlSuxYMECPHz4EABQvnx5fPHFF/j00091FhwREREREREVX1ollN9++y0WLFiAcePGoX79+gCAixcvYuLEiXj69Cnmzp2r0yCJiIiIiIjyRcBVXguTVgllYGAgli9fjv79+6vKunTpgmrVqmHcuHFMKImIiIiIiMoArdJ3mUyGWrVq5Sr39/eHVCotcFBERERERERU/GmVUA4aNAiBgYG5ypctW4aBAwcWOCgiIiIiIiKtCITF91EK5XvK66RJk1T/FggEWLFiBY4ePYp69eoBAC5duoTw8HDeh5KIiIiIiKiMyHdCeePGDbXn/v7+AIDHjx8DAGxtbWFra4u7d+/qMDwiIiIiIiIqrvKdUJ48efJjxkFERERERFRgCoGgqEMoU0rnRF4iIiIiIiL66JhQEhERERERkVa0ug8lERERERFRsVRKV1Mtrri3iYiIiIiISCtMKImIiIiIiEgrnPJKRERERESlB1d5LVQcoSQiIiIiIiKtMKEkIiIiIiIirXDKKxERERERlR5CjpkVJu5tIiIiIiIi0goTSiIiIiIiItJKsZnyeuKxW1GHUOZcvBBV1CGUOT/c3V7UIZQ5wVV6FXUIZc6jFbeLOoQyJ8lGv6hDKHMePUot6hDKHEtro6IOgUoIBVd5LVQcoSQiIiIiIiKtMKEkIiIiIiIirRSbKa9EREREREQFJuCYWWHi3iYiIiIiIiKtMKEkIiIiIiIirXDKKxERERERlRoKTnktVNzbREREREREpBUmlERERERERKQVTnklIiIiIqLSQyAo6gjKFI5QEhERERERkVaYUBIREREREZFWOOWViIiIiIhKDa7yWri4t4mIiIiIiEgrTCiJiIiIiIhIK5zySkREREREpQdXeS1UHKEkIiIiIiIirTChJCIiIiIiIq1wyisREREREZUeXOW1UHFvExERERERkVaYUBIREREREZFWOOWViIiIiIhKDQVXeS1UHKEkIiIiIiIirTChJCIiIiIiIq1wyisREREREZUeXOW1UHFvExERERERkVaYUBIREREREZFWtEoor1+/jtu3b6ue79mzB926dcP06dORlZWls+CIiIiIiIg+hAKCYvsojbRKKEeNGoUHDx4AAJ48eYJ+/frByMgI27Ztw1dffaXTAImIiIiIiKh40iqhfPDgAWrUqAEA2LZtG5o0aYKNGzdizZo12LFjhy7jIyIiIiIiomJKq1VeFQoF5HI5AODYsWPo1KkTAMDFxQWxsbG6i46IiIiIiOgDKLjKa6HSam/XqlULc+fOxd9//43Tp0+jY8eOAICwsDDY29vrNEAiIiIiIiIqnrRKKBcuXIjr16/j888/x4wZM+Dt7Q0A2L59Oxo0aKDTAImIiIiIiKh40mrKa7Vq1dRWeX3jl19+gUgkKnBQREREREREWuGU10Kl9d5OTEzEihUrMG3aNMTHxwMAQkJCEB0drbPgiIiIiIiIqPjSaoTy1q1baNmyJSwsLPD06VOMGDECVlZW2LVrF549e4Z169bpOk4iIiIiIiIqZrQaoZw0aRKGDRuGhw8fQiKRqMrbt2+PM2fO6Cw4IiIiIiKiD6EQCIrtozTSKqG8cuUKRo0alavc2dkZkZGRBQ6KiIiIiIiIij+tEkqJRILk5ORc5ffv34etrW2BgyIiIiIiIqLiT6uEsmvXrpg9ezays7MBAAKBAM+fP8fUqVPRs2dPnQZIRERERESUXwqBsNg+SiOtejV//nzExMTAzs4Or1+/RtOmTeHt7Q1TU1P88MMPuo6RiIiIiIiIiiGtVnk1MzPDuXPncOLECVy/fh1yuRw1a9ZEq1atdB0fERERERERFVNaJZRvtGjRAi1atNBVLIUu+MwGXD2+EmnJMbB2LI9mPaajnHetPOuHP/wHp3f9hLiIhzAxt0OtVp+ieqP+anUy0pNxfv8CPLoZhIz0JJhbl0OT7lPhWaUpAEAuk+LioT8QemUf0lJiYWJmC5+63VGv7VgIhKVzGDw/ujUzRlN/QxhLhHjyMhvrDiTjVYwsz/pOtiL0aG4Cdyc92FiIsPFwCo5eSs+1zW7NTNTKklJlmDA/9qP0oSTZc+Awtuzci7iEBLi7uuCzEUNRrYqPxrq374Zi2dr1CH/xEhmZWbC3tUGndq3Ru1tnVR2pVIqN23bhyIlTiI2Lh4uzE0YOHYQ6/n6F1aVSwapRLXhOHg7zmr6QONnhas+xiNp7vKjDKjGaVxfBv4IQhvrAi1gF9l+WISZR8c42Pq4CtPATw8oUiE8Bjt+QIvR5TpvaFYWoXUEICxPlynwxiQqcuiXDw5eat9u5ngi1K4pw6B8pLobKdde5Yuj2+Y24fnIl0pNjYOXgjcbdpsPJM+/v0JeP/sG5vT8hPvIRjM3sULPFp/Bt0E9j3Qc3DuDo35Ph4dsSHf+3+D/vuQl3LmxCcvxLAICVgzfqtPkMbpWb6LZzxVi7uvpo4KsHQ4kAzyJl2H4yE5Hx7/6sVfcWo0M9fdiYCxGbJMeBi1m49Viqet1AD+hQ3wDVvMQwMRLgZbQcO89k4HlUznareYnRoKoeXOyEMDEUYt6GNLyMLd2f8Tda1RSjTiURDA2A8GgFdl/IRnTCu48tvu5CtK4lhrWZAHHJChy9KsXdpzn7q1VNMVr5q/8MT0lX4IcNmarnvZvqwb+CSK3O8yg5/tqbpYNelXKldDXV4irfCeWiRYswcuRISCQSLFq06J11x48fX+DAPrb71w7i1M4AtOwzE06eNXHr/GbsChyBITMOwMzKKVf9pNhw7FoyElUb9Eb7wb/g1ZPrOL51FgxNrFChRlsAgEyahR2Lh8HIxBqdhv8OUwsHpCREQN8gJ6m5cmw5bp7bjHaDfoa1ozeint/BkQ3TYGBoiprNhhRa/4uTDg2N0La+EVbsTkZknBRdmphgymBLTPsjDhlZmg/YBnoCxCTIcCUkA/3bmua57RfRUvyyLkH1XC5/9xdAWXDy7HksXrEGE0Z/Cl+fSth3OAhTv/8RqxcvgL1d7kW1JBIDdOvYHp7ubjCUGOB2yD0sWLwUhhIJOrVrDQBYtX4Tgk6exeRxo+FazhlXrgfjux9/wR/z5qK8l2dhd7HEEhkbIfnWfbxYuxP+2/4s6nBKlEa+QtT3EWLXeSnikoGm1YQY0lqMRbuykSXV3MbFVoDeTcU4cUOG0OdyVHYVok9TMVYekuJFrPJYkZymQNB1GeJTlM9reInQv7kYgfuluZLVSi4ClLMVIDm99B9nHt44iLO7A9C053dw9KiJuxe2YN+ykRjw9X6YWub+Dk2Oe4F9K0ahSt3eaD3wF0SEXcfpHbMhMbaEd/W26nXjX+L83nkak1MTC3vU7zgZ5jauAIB7V3fjwKrP0HfyTlg7lP84nS1GWvrro7mfPjYEZSAmUY42tfUxtrshfliXhsxszW3cHYQY0l6Cg/8mkdW8xBjaXoLft6Xj2b8JY79WEjhaC7H+SAaS0uSoVUkPY7sbIeDvNCSlKT/P+npA2CsZgh9K0b+VRPOblUJNq4vQqKoI205nIzZJgRZ+YnzaXh/zt2UiK4997monQP+Wegj6N4ms4i7EgJZ6WLI3C+ExOceHyHg5VhzMSQ4VGg4d98Nl2HY6541kZSOHpxIm3wnlggULMHDgQEgkEixYsCDPegKBoEQklNdOroZv/Z6o2qA3AKB5zxl4FnoON89tQuMuk3PVv3l+M8wsHdG85wwAgLWDF6Ke38a146tUCeWdSzuQkZ6EfpM2QyTSAwCYWTmrbedVWDC8qraEp28zAIC5dTncu3YAUc/vfKyuFntt6hlh35k0XAtVnpVbvisJi6bYol5VCU5de62xTdgrKcJepQIAerfKO6GUyxVISuXR97+27d6H9q1boGNb5RT1z0cMw9Xrwdh76ChGDBmYq355L0+1pNDB3g5nL17CrbuhqoQy6OQZDOzTA/Vq1QQAdO3QFlevB2Pb7n2YPnlCIfSqdIg5cgYxR3gvX23UryzCmdsy1ejiznMyfNVXiGqeQlx9oPkYUK+yEE9eKXD2jvL1s3fkcHcQop6PENvPKGdI3H+h/gvv+A0ZalcUwsVGoJZQmhoBHeuKse6YFINaFmjyT4kQfHoNfOr2RJV6yu/Qxt2n4/n9c7h9fhMadMr9HXrnwmaYWjiicffpAAArey9Eh9/BjVOr1BJKuVyGoA1TULftOLwKu4rM1ylq2/Gooj4rqn6HibhzfjOint4sEwllUz89HL2SM7q4PigDc0eYwL+iHi7c0ZzdNPXTx/3nMhy7qkxcjl3NgrezCE399LHucAb0RMoRzBX7XuPxK+Xn/vDlLFT1EqNhNT0cvKhsd/We8j2tTMvWyE9DXzFOBueMLm49lY1vBhmghpcI/9zTPJOqoa8Yj17Kceqm8vVTN2XwcBSioa8Ym0/m/J3kCiBV888cFans/XWIilq+51iGhYXB2tpa9e+8Hk+ePPloweqKTJqFqPC7cKvUSK3crVJDvAq7obFNRFgw3Co1VK9fuTGint+BTKY8ODy+fQKO7jVwYutsLJneAGt/7ITLR5ZALs854Dh7+iP8wSUkRIcBAGJe3MOrJ9fg4dNUl10sMWwtRbAwFeHO45wzdFIZcO9pFrxd9Aq8fXsrMRZMtsEvE2wwppc5bC1F729UimVnZ+PBoyeo5VddrbyWX3XcDb2fr208fPwEd0MfoLpvzhTZ7Oxs6Ovpq9XTN9DH7ZB7BQ+a6D0sTQBTIwEevcpJ8GRy4GmkAi62ef/4dbEV4lGEerL56JUcrraavxoFAuU0Nn0xEB6T004AoGcjMc7fff8U29JAJs1C9Iu7cKmg/p3oUrEhIp9q/g6NfBYMl4rq9V0rNkJM+F3VdygAXDm6GIbGVvCp1+u9ccjlMjy4cQDZWelwcK/x4R0pYazNBDA3FuLe85whd5kMePxCCg/HvL/bPBxFuP9cfZj+3vOcNkIhIBIKIH0rN8qWAp5OZfs708pUADMjAR6+yPn/LpMDYRFyuNnn/RPazV6o1gYAHr7I3cbGTIDpAwzwVT999G+hpzFZ93QU4ptBBpjcRx89GothXHYGhwukqFdyLWurvH7wadTs7GxUrFgR+/fvh4+P5muuirvXaQlQyGUwNrVWKzcytUF6cozGNmnJsTAytVErMza1hlwuxevUBJiY2yEpNhzh8ZdQqVZndB+9DAkxz3Bi62zI5VLUb/85AKB26xHIzEjB6rntIRSIIFfI0KjTRFSq1enjdLaYMzdR/sdKTlM/8CanyWFtXrAvsscvsrF8VxIi42QwMxGiSxNjfDPcEtMXxyHtden/0adJUnIK5HI5LC3M1cotLcwRn5j4zrZ9ho5EUlIyZHI5hvTvrRrhBIBafjWwbfc+VPP1gZODPa7fvI0Ll65ALufoMH18JobKH2Fv/79Oy1DAwjjvhNLEMPeZ/9TXyvL/srMQYEQHMcQiIEsKbDopRUxSzuuNfIWQK4BLpfyayTfefIca5foOtUZ6iuZr1NNSYuBq2ihXfblcioy0BBib2SEi7DpCLu9Av8m73/n+sa/uY8ei/pBKM6Gnb4QOw/6ElYN3gfpUEpj++1lOeWtKdUq6ApZmef9INTUSaGxjZqTcXma2ciprmzr6iIzPQEq6Av4VxHBzEJaJEyTv8uZYkPLWsSXltQKW7xipNTHU3MbUKOf582g5tp6SIyZJAVND5bXcY7roY8H2TKT/exnl/XAZbj2RITFVAStTAVrXEmNER338sSuLU1+pWPnghFJPTw+ZmZkQFOBi18zMTGRmZqqVZWcZQE/fQOttaiVXHxRQnmvOq7r6awoo1MoVCgWMTK3Ruv8cCIUi2Lv6Ii0pGlePr1QllPevH0Tolb3oMORXWDt6I+ZFKE7tCICxuR2q1O2us64VV/WrSjCkc84U1QUbEgHkvm5AFxNqbj/6z0Xr0cCj8Cz8MsEGjWoY4sjF9LwblgG5PsuK9+/z33+ag9cZGQi5/wAr1m6Ak6MjWjZV/kD8fOQw/PrHEgwdo5ze6uTogHatmuPwsZMfI3wq46p5CNG5fs4Jpw3HlaMvmn76fujPYYGGNnHJCgTuy4ZEXwAfNyF6NBJj1eFsxCQBjlYC1PMRYcm+PC6mKs3e/g5VaChTb5BneVZGKo5umIIWfebA0MTynW9raeeBvpN3ITMjGY9vHsWxTVPR47O/S11S6V9RjL4tcoajlu799+zH2x9QTR/at2i6Nu+/RX8ffY0BrSSY86kJZHIFXkTLcf2+FOXyGK0vrWp4CdG9cc7sqDWH//0d8fZvFIHmffouAqi3efCfEcyoBAWeRWfhq74GqFlBhHO3lcPFt56o13kRk4Wv+xugkqtQbYEfoqKm1YUe48aNw88//4wVK1ZALP7wTQQEBGDWrFlqZR0HzUTnT77XJpwPZmhsCYFQhLRk9TOp6SlxMDKz0djG2MwGaW+NXqanxEMoFENibKGsY24LkVAMoTDnh46VvSfSkmMgk2ZBJNbHmd3zUKf1SFTy7wgAsHWqiOT4V/jn6NIykVDeuJ+Jxy9zfniJ/91V5iZCtWsdTY2FOr/2MSsbCI+Swt6q7E7hMTczhVAoRHxColp5YlISLC0s3tnW0cEeAODp7oaExCSs3bRVlVBamJtjzjdfIysrC0kpKbCxssLytevhYG/3MbpBZdy9cDle/Gd1SZFImaiYGAqQ+p9RAWOJ+vO3aRqNNDYE0t4atZTJlSvAAgq8ipPB2VqAepVF2HdJBnd7AYwlwKReOT9CRUIB2tYSoZ6PCAt2lL5E8813aPrb36GpcTAysdbYxtjUNtfoZXpKnOo7ND7yEVLiX2L/yjGq1xUK5d948ZdVMGjqIdVCPCKxPixs3QAA9i5VER1+BzfPrEPzPrN11sfi4M4TKZ5Fpqmei//9nJsaqy/8ZGqYewTyv1LSFTB7a6T+7VHLuCQF/tjxGvpiQKKv3P6Q9hLEJZetEcqQ53KE78w5GS369+eCqZFAbcTRRCJ453WNqa+Vf5f/Uh6f8m6TLVUu0mNjlvdJmZTXQGKqAjbmZes6Vm0odDI0QfmlVUJ5+fJlHD9+HEePHkXVqlVhbGys9vrOnTvf2X7atGmYNGmSWtm6M4U3OikS68PepQqe3zuP8tVbq8qf3b8Ar6otNbZx9KiBJ3fUR1ue3TsHe1df1QI8zh41ce/afijkctUtQBJinsLYzBYisfL6MmlWRq7RIaFQBMWHnuoqoTKyFMiIV79QIzFFhipe+ngeqRxlEImASu762BqUqtP3FosAJ1sxHjwvfT/w8ktPTw8VvD1x7cYtNK5fV1V+LfgWGtStnf8NKRTIzs69H/X19WFrbQ2pVIozFy6jWaP6ugibSE2W9E2C94YCKekKeDsKEBmvPJaKhIC7gwBB1/I+MRUeI4eXoxAXQ3LqeDsK8Tzm3SezBIKck2HBT+R4HKF+/B7cWoybj+W4/ijvWx+VZCKxPuzKVUH4gwvwqpbzHRr+4EKuRXPecHCrgbAQ9e/Q8AfnYetSBSKRHiztPNF/yl611y8d+h3ZmWlo3G06TCwc3hGRAjJZ6buNQmY2kJn038+WAklpclR0FeNljLK/IiHgVU6MfecyNW8EQFiEDBVdxTh1I+eYXdFVjLCI3J/PLCmQJVXA0ACo5CbG3ndstzTKygbistX/PyenK+DtLMSrOOX+EgkBD0chDv2Tx/LRAJ5FyeHtLMS5Ozn7uHw5oWpVXU1EQsDOQoinkXlv18gAMDd+9wkEoqKgVUJpYWGBnj17av2mBgYGMDBQTyDfWs/jo/NvPgyH/v4K9q6+cPTww+3zW5ASH4HqjZT3xDq791ekJkah/eB5AIDqDfsh+MwGnNoZgKoN+iAi7AbuXNyBDkN/VW2zeuP+uHHmb5zc8QP8mg5CQvQz/HN0KfyafqKq4+nbHJePLoGppROsHb0R/SIU106uRpV62u/Pku7opXR0bmyMqDgZouKl6NTYGJnZCly6naGqM6K7GRKS5dh+XJlkikSAs61Y9W9LUyFcHcTIyFIg+t+EtW8bEwTfz0RckgxmxkJ0aWICQwMBzgeX7eXSenfrjIDf/kDF8p7wqVQR+w8HISomFp3btwEALF+7AbFxcZg2Sbla8+4Dh2BnawvXcsoVi2+HhGLrrn3o1qm9apuh9x8gJi4e3p4eiI2Lw9qNW6GQy9GvR7dC719JJjI2grG3q+q5kUc5mFWvhKz4JGSERxRhZMXfxVAZGlcTIS5FgbhkoElVIbKl6lPGejQSITkdOHZdeYy4FCrH/9qJ0chXiHvP5ajkKoSnkwArD+X8CGzlJ8LDl3IkpSmgrydAVQ8h3O0F+PuYss7rTOB1pvqPO5kcSH2tjKO0qtF0KII2fg07F184uNfA3YtbkZoQobqv5IX9vyItORqtB/wMAPBt0A+3zm/A2T0BqFKvDyKfBiPk8g60GTQfACDWM4C1YwW19zAwVF4e8d/yiwd+g1vlJjCxcEBWRhoeBh/Ey0f/oPPI5YXR7SJ3+kY2WtfWR2yiHDGJcrSurY/sbAWu3c9JFge2kSApVY79F5RJ5+ngLIzvZYSW/vq4/USKqp5iVHQR4fdtOZd+VHIVAQIgOkEOWwshujQyQHSCHJdDcrZrZKD8rjX/956sdpb/roGQrijVCc75O1I0ryFGXLICsUkKNK8hRrYUCH6cc5zo00wPSWkKHLkiVbUZ1VkfTauLEPJUDh93IbydhVjyn/tHdqgrRugzGRLTABMJ0MJPDAN94NpD5Xb1xUArfzHuhMmQkg5YmgrQtrYY6RnAHU53pWJGq4Ry9erVuo6j0FX074DXaQm4dPgvpCVHw9qxArqPWaa6zUdaUgxSEnJ+wJnbuKD76GU4vTMAN89ugLGZHZr3mqG6ZQgAmFo6oudnq3BqZwDWBXSBiYU9/JoORu3WI1R1WvT+BucP/I7jW2chPTUOJuZ2qNawL+q1+6zwOl/MHDyfDn09AQZ3NIWxoRCPX2Rj/t8JavegtDYXqV17YGkqxOzROVOr2jc0RvuGxrj3NAs/rVHed9LKTITRvcxhaiRESpocj19kY86KeMQlle0DcfPGDZGcnIJ1m7cjPj4B7m6uCJg5HQ7/3oMyPj4B0TE5U9PkcgVWrN2AyKhoiEQiODrY49MhA9G5Xc7IRFZWNlav34xXkVEwlEhQt5Yfpk0aDxMT41zvT3kz9/dF/eN/q577zFfeYiF83U7cGj6tqMIqEc7dkUNPJECnumJIDICXMQqsC5Kq3YPS3FigNhskPEaBbWekaOknRosaIiSkAFtP59yDElBOge3RWAxTQyAjS3kd09/HpLlGJcua8n4dkJGeiCtHFyMtOQbWjuXRacRS1XdoekoMUhJeqeqbWZdD50+X4tyen3D73EYYm9uhSfcZue5B+T7pKXEI2vAV0pJjYGBoCmvHiug8cjlc31pBtrQ6fi0LemKgV3MDGBkI8CxShsDdr9XuQWlpKoBCkXPt49MIOdYeykDH+vroUF8fsUlyrDmUoTZaJjEQoHMDA1iYCJCWqcDNR1IcuJCJ/66r5uspxsA2OXPEh3ZQ/vvQpUwcvlz6RojfOH1TBj2RAF0b6sFQX3ncWHkoS+0elBbGArXfKM+jFdh0IhttaonR2l+M+GQFNh7PVrsHpbmxAP1b6MNIAqRlAOHRcvy1JwuJ/07OkisABysBapbXh0QfSEkHnkTIsfF4Vp73v6QcpXU11eJKoCjAXMuYmBjcv38fAoEAFSpUgK1t7pui59fSo1o3JS1dvBBV1CGUOT8MiC7qEMqc4Crvv/0A6dblFbeLOoQyx9am4LdZog/z6JFuL8ug9zM04ue8sP00omTepyTm7uWiDiFPtlXqvr9SCaNV+p6Wlob//e9/cHR0RJMmTdC4cWM4OTlh+PDhSE8v26tnEhERERERlRVaJZSTJk3C6dOnsW/fPiQmJiIxMRF79uzB6dOnMXnyZF3HSERERERElD8CQfF9lEJaXUO5Y8cObN++Hc2aNVOVdejQAYaGhujTpw8CAwN1FR8REREREREVU1qNUKanp8Pe3j5XuZ2dHae8EhERERERlRFaJZT169fHzJkzkZGRc1uH169fY9asWahfn/edIyIiIiKioqGAsNg+SiOtprwuXLgQ7du3R7ly5VC9enUIBAIEBwdDIpHgyJEjuo6RiIiIiIiIiiGtEsqqVavi4cOHWL9+Pe7duweFQoF+/fph4MCBMDQ0fP8GiIiIiIiIqMTTKqE8c+YMGjRogBEjRqiVS6VSnDlzBk2aNNFJcERERERERB9CUUpXUy2utJrI27x5c8THx+cqT0pKQvPmzQscFBERERERUVn3119/wcPDAxKJBP7+/jh79my+2p0/fx5isRg1atT4uAFCy4RSoVBAoCHzj4uLg7GxcYGDIiIiIiIiKsu2bNmCL774AjNmzMCNGzfQuHFjtG/fHs+fP39nu6SkJAwePBgtW7YslDg/aMprjx49AAACgQBDhw6FgYGB6jWZTIZbt26hQYMGuo2QiIiIiIgonxSC0rGa6m+//Ybhw4fj008/BaBcGPXIkSMIDAxEQEBAnu1GjRqFAQMGQCQSYffu3R89zg/a2+bm5jA3N4dCoYCpqanqubm5ORwcHDBy5EisX7/+Y8VKRERERERU6mVlZeHatWto06aNWnmbNm1w4cKFPNutXr0ajx8/xsyZMz92iCofNEK5evVqAICtrS2+//57GBkZAQCePn2K3bt3o3LlyrCxsdF9lERERERERCVcZmYmMjMz1coMDAzUZn4CQGxsLGQyGezt7dXK7e3tERkZqXHbDx8+xNSpU3H27FmIxVqtvaoVrcaDb9y4gXXr1gEAEhMTUa9ePfz666/o1q0bAgMDdRogERERERFRfikgKLaPgIAAtVme5ubm75y++va6NXmtZSOTyTBgwADMmjULFSpU0Pk+fRetE8rGjRsDALZv3w57e3s8e/YM69atw6JFi3QaIBERERERUWkwbdo0JCUlqT2mTZuWq56NjQ1EIlGu0cjo6Ohco5YAkJKSgqtXr+Lzzz+HWCyGWCzG7NmzcfPmTYjFYpw4ceKj9UmrsdD09HSYmpoCAI4ePYoePXpAKBSiXr16ePbsmU4DJCIiIiIiKg00TW/VRF9fH/7+/ggKCkL37t1V5UFBQejatWuu+mZmZrh9+7Za2V9//YUTJ05g+/bt8PDwKHjwedAqofT29sbu3bvRvXt3HDlyBBMnTgSgzJjNzMx0GiAREREREVF+lZZVXidNmoRPPvkEtWrVQv369bFs2TI8f/4co0ePBqAc7Xz58iXWrVsHoVAIX19ftfZ2dnaQSCS5ynVNq4Tyu+++w4ABAzBx4kS0bNkS9evXB6AcrfTz89NpgERERERERGVN3759ERcXh9mzZyMiIgK+vr44ePAg3NzcAAARERHvvSdlYRAoFAqFNg0jIyMRERGB6tWrQyhUngX4559/YGZmhkqVKn3w9pYe1SYKKoiLF6KKOoQy54cB0UUdQpkTXKVXUYdQ5lxecfv9lUinbG30ijqEMufRo9SiDqHMMTTi57yw/TRCUtQhaOXV/VtFHUKenCpWK+oQdE7r9WQdHBzg4OCgVlanTp0CB0RERERERKQthYZVUOnjKR0TjImIiIiIiKjQMaEkIiIiIiIirWg95ZWIiIiIiKi4UYBTXgsTRyiJ/s/efYc1db1xAP8mgbD3VlmKgoKIW9xat3W2atW6R3fr6M/WDq120GHr6FDrtlpH3XtvcVTBrbhQEEH2HiHJ/f2RGowEhRAgwPfzPHkkJ+fevPdwPeTNOfdcIiIiIiLSCRNKIiIiIiIi0gmnvBIRERERUZUhiDhmVp7Y2kRERERERKQTJpRERERERESkE055JSIiIiKiKoOrvJYvjlASERERERGRTphQEhERERERkU445ZWIiIiIiKoMrvJavtjaREREREREpBMmlERERERERKQTTnklIiIiIqIqg6u8li+OUBIREREREZFOmFASERERERGRTjjllYiIiIiIqgyu8lq+2NpERERERESkEyaUREREREREpBNOeSUiIiIioiqDq7yWL45QEhERERERkU6YUBIREREREZFODGbKq4dTfkWHUO3kNHGu6BCqncOxLhUdQrVzd+nVig6h2mk5vmFFh1DtRG6/VdEhVDt+vlYVHUK1ExaWVNEhVEOmFR2ATgQRp7yWJ45QEhERERERkU6YUBIREREREZFODGbKKxERERERUWkJAqe8lieOUBIREREREZFOmFASERERERGRTjjllYiIiIiIqgyBY2bliq1NREREREREOmFCSURERERERDrhlFciIiIiIqoyBHCV1/LEEUoiIiIiIiLSCRNKIiIiIiIi0gmnvBIRERERUZXBKa/liyOUREREREREpBMmlERERERERKQTTnklIiIiIqIqg1NeyxdHKImIiIiIiEgnOiWUEokE8fHxhcqTkpIgkUhKHRQREREREREZPp2mvAqCoLU8Ly8PUqm0VAERERERERHpilNey1eJEsoFCxYAAEQiEZYuXQpLS0v1awqFAidOnICfn59+IyQiIiIiIiKDVKKEcu7cuQBUI5SLFi3SmN4qlUrh5eWFRYsW6TdCIiIiIiIiMkglSigjIyMBAJ06dcKWLVtgZ2dXJkERERERERHpQhA45bU86XQN5dGjR/UdBxEREREREVUyOiWUCoUCK1euxOHDhxEfHw+lUqnx+pEjR/QSHBERERERERkunRLKjz76CCtXrkTv3r0REBAAkYjDykREREREVPG4ymv50imhXL9+PTZu3IhevXrpOx4iIiIiIiKqJMS6bCSVSuHj46PvWIiIiIiIiKgS0SmhnDp1KubPnw9BEPQdDxERERERkc4EiAz2URXpNOX11KlTOHr0KPbu3Qt/f38YGxtrvL5lyxa9BEdERERERESGS6eE0tbWFgMGDNB3LERERERERFSJ6JRQrlixQt9xEBERERERlVpVnVpqqHS6hhIA5HI5Dh06hMWLFyMjIwMA8PjxY2RmZuotOCIiIiIiIjJcOo1QPnz4ED169EBUVBTy8vLQtWtXWFlZ4ccff0Rubi4WLVqk7ziJiIiIiIjIwOg0QvnRRx+hWbNmSElJgZmZmbp8wIABOHz4sN6CIyIiIiIiKglBEBnsoyrSeZXX06dPQyqVapR7enoiJiZGL4ERERERERGRYdNphFKpVEKhUBQqf/ToEaysrEodFBERERERERk+nRLKrl27Yt68eernIpEImZmZmDlzJnr16qWv2IiIiIiIiEpECZHBPqoinaa8zp07F506dUKDBg2Qm5uLYcOG4c6dO3B0dMS6dev0HSMREREREREZIJ0Syho1auDSpUtYt24dwsLCoFQqMW7cOAwfPlxjkR4iIiIiIiKqunRKKAHAzMwMY8eOxdixY/UZDxERERERkc6EKjq11FDpnFDGxMTg9OnTiI+Ph1Kp1Hjtww8/LHVgREREREREZNh0SihXrFiBt99+G1KpFA4ODhCJCr4FEIlETCiJiIiIiIiqAZ0SyhkzZmDGjBmYPn06xGKdFoo1WKcOrMeRnSuQnpoA11o+GDDyE9Sp31Rr3bSUBGz/6ydER95AYtxDtOsxHANHfVqo3rE9f+H0wQ1ITYyFhZUtGrXshleHToKx1KSsD6dSuBb6Ny4dW4bsjATYufigTd/PUKN2syLrP753Hqd3fo+UJ3dhbu2Mxh3Hwz/4DfXr968eQNiRxUhLjIJSIYeNoycadRgD36b9yuNwDM6FY2txdv8yZKYlwKlGXXQd8hk86hbdvg8jzuPQP98j4fEdWNk6o1X38WjaYaj6dYU8H6H7FuNK6DZkpD6Bg6s3Og/8GHUC2qvr/Da9M9KSCt+TtmnHYegxbKZ+D9BAdWokQdN6YphJgUeJAnadUyAhVXjhNg08ROjc2Aj2VkByBnA4XI6bUQXbNPcVo3k9MWwtVV/iJaQKOHZFgTsx2vfbp5UEzX0l2HtejjM3lVrrVHf2bZuh9tRxsGkSANMazrjw2rt4suNwRYdVKVw59TfCjy5DVnoC7F190K7/Z6hZp+i+JebueZzc/j2S4+7CwtoZTTqPR8M2b2iteztsN/b/NRXeAa/g1XG/a7yWmfoEobvm4OHNE5Dn58HWyQuvvPENnN0D9Hp8hujyybW4eETV5g6uddFh4Ivb/NHd8zix9Xskxd2BhY0zmnUej8C2Bf359XNbcPDv6YW2e3/OFRgZqz6jLJvVGRnJhfvzwLbD0HlQ9ejPtenTzgztg0xhbipC5GM5/t6fhceJhW+p91QNRwn6tjeDp6sRHG0lWH8wC4f/zdWo06GJCTo2MYWDjeqz9eMEBXadysG1+/lleixVkSBwymt50imhzM7OxhtvvFHlksmw0L3Yuup7vD7uC3j7NkbooX+w+Pu3Mf3nHbBzdCtUX54vg6W1HboOmIDje/7Sus8Lp3Zh17q5GPrW1/CqF4SE2Af4e9EXAIABoz4p0+OpDO5e2oPTO0LQbsAMuHk1wfWzG7B72US88fEuWNnVKFQ/PfkRdi97C/VbDkKXoT8h9kEYTm6dDVMLO9QJ7A4AMDG3QZPOb8POuTbEEmM8vHkMRzd+BjNLe3j4tivvQ6xQN/7dg4MbQtBj2Ey4+zRB2In1WL9gAt76ajdsHAq3b2piNDb8OhFB7Qah37ifEH03DPv+ngULS3v4NVW17/Ht83D13A70HvENHFxr4/71k9i08H2M+mQ9XD0aAADGfLYJgrLgD2tCzB38PW8M6jftUT4HXsHaBogR3ECMraflSEoHOgSKMaqrERZszYdMrn0bdycRBnUwwpFwBW5GKVHfQ4zBHYywbK8cjxJVCWN6loCDYQokZ6ieB9WRYGgnIyzcJS+UrPq5i1DLSYT07BcnsdWdxMIc6Vci8GjVFjT957eKDqfSuB2+Bye3haDj6zPg5t0E10I3YOefEzH8U+19d1rSI+xY8hb8Ww1Ctzd/QmxkGI5tmg0zSzv4NOquUTc9OQandvyo9YvF3Ow0bFowFLXqtkSfiUtgbmWPtMRomJhZl9mxGoqIsD04vjUEnQfNRA3vJrgSuh7bFk3AiOm7YW2vrc2jsW3xRAQED0KPET/hcWQYjvwzC2aW9qgbVNDmUlNLjPp8n8a2T5NJABg6VbM/T4q9gy1/jEHdoOrRn2vTo5UpurYwxYpdWXiSrEDvNmaYPNQaXyxOQZ5M+zZSYyAxVYmLt7IxuIuF1jop6UpsPpqNhBRVewc3NMF7g6zw9bK0FyarRBVNp4xw3Lhx+Oeff/QdS4U7tns1WnYaiODOr8O1Zh0MHPUpbB1ccergeq31HZxrYuDo6WjRvh9MzSy11nlw+zK86zVG07a94eBcE36N2qBJ616Ivn+9LA+l0rh8YiX8mr+GBi0Hwc6lDtr2+wyWtq64fkb77Weun1kPSzs3tO33Gexc6qBBy0Hwaz4Ql48vV9epWaclajfsCjuXOrBx9EBgu5FwcPNFXGRYeR2WwTh3cAWC2r6Gxu0GwdGtDroN+RzWdq4IO669fcOOr4e1vRu6Dfkcjm510LjdIDRqMxBnDxa079Wz29Gm59vwadgBdk7uaNpxGGo3aItzz9SxsLKHpY2T+nHn6lHYOXnAo16LMj9mQxBcX4ITVxW4GSUgPlXAllMKGBsBgbWL7nJb1Rfj/mMBJ68pkZgOnLymxP1YAa0aFGwT8UjAnRgBSelAUjpwOFwBmRxwd9T8JtbKHOjd0gibTiqg4MDkCyXsP4HbM+chbtvBig6lUrl0bCUatHwN/q0Gwd6lDtoPUPXdV09r71uuha6Hla0b2g/4DPYudeDfahAatBiI8KPLNeoplQocWPM/tOzxAawdahXaz8XDS2Fp64YuQ0Pg6hkIa/tacK8XDBtHjzI5TkMSdmwF/Fu9hoDgQbB3rYOOAz+HpZ0rrhTR5ldOr4eVnRs6Dvwc9q51EBA8CP4tB+Lic20OkQgW1k4aj2eZW9prvHb/+lHYOHqglk/16M+1eaWFGfaczkF4hAyPExRYsTMTUmOgpX/RM88exCqw6Ug2/r0hg1yu/Yu+K3fzce1ePp4kK/EkWYltx3OQJxNQu6bOS54QlQudEsqQkBAcP34cHTt2xAcffIApU6ZoPCojuTwfjyJvwC+wtUa5X2BrPLh9Wef91vZrjOjIG3h49yoAIPFJNG6En0CDJu1fsmXVp5DLkBBzHe712miUu9drg7iH4Vq3efLwkpb6bZHw6DoUisJTQgRBwKM7Z5AaHwm3F0yjrYoUchlio67Du0FbjfLaDdrg0T3t7fvo/iXUbqDZvrX92yH2wTUo5Pn/7TcfRsZSjTpGUlNE39WesCvkMlw7uwON2rymcb11VWVnCViZi3D3ccEHBoUSeBAnwN2p6ON3dxLjbqxm9nf3sRIeTtq7aZEICPASQ2oERCcUbCcC8FpbI5y+/vIptkS6UMhliH90HR6+mn2Fh28bxD7Q3rfEPbhUuL5fW8RHa/bd5/f/DjNLe/i3el3rfiKvH4GLewD2rvwIS79sjXVzBuDamY2lPCLDp5DLEB99HZ6+mv25p28bxEYW3eaez7W5p187xEdd02jz/LxsLPuqE5bOaI/ti99C/KMbL4zj1oUd8G9ZPfpzbRxtxbC1FON6ZEEbyhXA7Sg56ugx8ROJgOYNpJAai3AvpoipLVQkASKDfVRFOp353333Hfbv3w9fX18AKLQoT2WUlZ4CpVIBKxsHjXIrGwekpybqvN8mrXshMz0FC2aOgABAqZCjTdch6NJvfCkjrvxys1IgKBUwt9JsczNLB2RnaG/z7IwEmFlq/kE1t3KAUilHblYKLKydAQB5ORlY/U0HKOUyiMRitBsws1AiWtVlZ6ra19Jas30trB2RmZ6gdZustERY+DtqlFlaq9o3OzMFVrbOqO3fFucOroRH3eawc/JA5K0zuH3pMARB+3SciEuHkJuTgcDWA/RzYAbO0kzVB2blaCZzWbkCbC2K7h8tzYDMHM2yzBxV+bOcbUWY0MsIRhJAJgfWHZUjIa3g9bYBYigF4CyvmaQyklNU323lgOz0F/TdVkX03ZkpsLBxxuP7YbhxbjOGfrytyPdOT4rG1dB1COo4Gs26vIUnUVdwYuu3kBhJUb95/9IemsFSt/lz/bm5lSOyM4roz9MT4emn2Z+bW2u2ub1LbXQbFgLHGr6Q5WYi/PhqbJw3FMOnbYeds1ehfd67egh5ORlo0LJ69Ofa2FiovuRLz9LsY9OzlOprH0ujppMEn46ygbERkCcT8MfmDMRyuisZOJ0Syl9++QXLly/H6NGjdXrTvLw85OXlaZTly8SGsUjNcwmxAKFUSfKd6+dxcOufeH3cF/D0CURiXBS2rPoe1rZO6P7a26WNtooo3L6iF3yD8/zvQxAKbyM1scDgyVuRn5eNR3fPIHTn97B2qIWadVrqJ+RK5fn2El7YvoX+D/zXwE/bveuQz7Fn9RdYNKMnIBLBzskdjdoMxOXTW7Tu7vKpzagT0B5Wti6lOAbDFegtRp9gifr52sOqb5K1jQ2WdLxQpGWbpHQBC3fmw1QqQgNPMQa2NcLyfflISAPc7EVo1UCCRTu5gAOVA21/G1/w97KovhsiEWS5mTi49n/oPORrmFnaFbkPQRDg7O6P1r1Vs6GcajVAUtxdXDu9rkonlAWeb19BS9mz1Z97Tf0HU1Xu5hUEN68g9cs1vJtg7ZwBuHxyDTq+9kWh3V07uxle9dvD0qZq9ufatPSX4s2eBZc1/boxXfWDlg5d0MOkkLgkBWYvS4W5iQhN/Ewwto8lflqTzqSSDJpOCaWJiQnatNF9tCckJASzZs3SKBs28Qu8+fYMnfdZWhbWdhCLJch4bjQyMy250KhlSezd+BuateuD4M6q6Ts1POpBlpeDDUtmoeuAiVVuYaOSMLWwg0gsKTQamZOZBDMr7W1ubuWktb5YbAQTC1t1mUgsho2jJwDAsWZ9pMTfR/iRP6tVQmluqWrfzOdGDLIzkmBh7ah1GwsbR2SlaX7bnZWRDLHYCGb/ta+FlT0GvfcH5Pl5yM5MhZWtM45umQNbx8LXO6UlxSDyZihee+dX/RyUAboVrcSjxIJvqiUS1Qc1SzMRMp8ZpbQw1Xz+PG2jkRZmQNZzo5YKpWoFWEDA4yQFajqI0Kq+BDvPKuDlIoKFKTDldeOCeMQidG8mQasGEszdzESTSs/sad/9XN+Sk5FUaNTyKXMrp8L1/+u7TS1skRx3F+nJMdi19B3164Kg+n/121R/jJi+FzaOHrCwdoK9i4/Gfuxd6uDelQP6ODSDVVSbZ2ckwdyqiP7c2hHZz81Gyf6vPzd95u/ls0RiMVw9GiIl4UGh19KTYxAdEYpXx1Xd/lybS3dkuP84Vf3c+L8+3tpSjLSsgiTP2kJcaNRSFwolkJCi2s/DuGx4uUnwSnNTrNmbVep9Vydc5bV86ZRQfvTRR/j111+xYMECnd50+vTpha61PHazYhMrIyNj1PJugIirZxDYoou6POLqGQQ066TzfmWyXIhEmscmEkv++xqrel/fJDGSwqmmPx7dCUXthl3V5Y9uh8LLv7PWbVw8g/DwxlGNsujbp+FUyx8SibHWbQAAggCFvIil16ooiZEUbh7+iLxxGn6NC9o38mYo6jV6Res2tWoH4c4VzfaNvHEKbl4BkBhptq+RsQms7VygkOfjVtgB1G/Ws9D+Lp/eAnMrB9Rt2LH0B2SgZPKnCd5TAjKyBfi4iRCXrPo/LhEDXq4iHLxY9IeN6AQl6riJceZGQR0fNzGiEl78AUUkAoz+GyC9dF+Je7Ga/crIrka4fE+JsLv8dpv0Q2IkhXMtf0TfDkWdwIK+Jep2KGoHaO+7Xb2CEHlds2+JijgNZ3dV323nXBvDpu3QeP3MnvnIz8tSL/gDAG7ejZESH6lRLzX+gdaVZasSiZEUzu7+iIo4DZ9Gz7R5RChqN9Ten7t6BSHymmabP4w4BWePgCL/XgqCgIRHN+FQo16h166f2wIzKwd4N+io+4FUQnkyIEGm2Q+nZirRwNsY0U9U/apEDNTzMMLmo9l6f3+RSARjycvrEVUknRLK8+fP48iRI9i1axf8/f1hbKzZMW3Zon3q21MmJiYwMdGc3mosrfhvzjv2Hom1v0+He21/eNVrhDOHNiElMRZtugwBAOxcNxdpyfF4870Q9TaPHtwCAMjyspGVnoJHD27ByMgYrrXqAAD8m3TAsT2rUcvbTz3lde/GX+HftCPEYvYQjdqPxuH1n8CpVgBcPYNw49xGZKTGqu8reXbPz8hKi8crQ38AAPgHv4Frp9fi9I4QNGg5GHEPL+HWv5vRZdgc9T7DjiyGU60A2Dh4QKHIR9TN47h9cTvaDax+98tq2XUMti+fBjfPANSq0xjhJzYgLTkWTTqo2vfolp+RkfoEfcf+CABo0uENXDi6Fgc3hqBxu8F4dC8cl05txoDxP6v3GXP/MjJSn8DFvT4yUp/g5M5fIQhKBHfXvC5YUCpxOXQLAlv3h1hSvVaoO3NTgXaBEiRlqFZkbd9QjHw5cOV+wYeSgW0lSM8GDoWpPpCcvanE2B5GaBsgxq0oJfw8xKhdQ4RlewsSwS6NJbgTo0RalgCpsQgNvcXwchHhr0OqOjl5QE6eZkKpUAKZOao4qDCJhTksfApWCDX3rgXrRn6QJachNzq2AiMzbEEdR+Pg2k/g7B4AV68gXA/diMyUWAS0VvUtobt+RmZaPLoNV/XdAa3fwJVTa3FyWwj8gwcj7sEl3Di3Gd1HqPpuI2MTOLhpJjEmZlYAoFEe1GE0Ns0fin8PLkLdoJ54EnUF185uROfBs8vjsCtUk45jsH/NNLh4BMDNqzGuhm5ARkosAv+7l+epnT8jK+0Jur+p6s8D27yByyfX4vjWEDQMHozYB+G4fnYzeo4s6M/P7v0Nrl6NYOfkhbzcTFw6sRoJMbfQ6bn7SwpKJW6c24IGzatff67N4fM56NXaDPHJSjxJUaBXazPI8oFz1wsu5xrbxxIpGUpsPaZKMiVi1b0oAcBIIoKdlRjuzhLk5gvqEckBHcxw7X4+ktOVMJWK0LyBFL4eRpi3PqdwEEQGRKdewdbWFgMHDtR3LBWuSeueyM5Mw/7Ni5CemgA397p469OFsHdSffOZnpKIlETNDxhzPi1YiS76/g1cPL0bdo41MPM31fSbbgPfgkgkwp4NvyItOR4W1nYIaNoRvYZ8WH4HZsB8gnohNzsVFw/9/t/Nseui97jFsLKrCQDITk9AZupjdX1r+1roPW4xTu/8HtdC/4aFtTPa9vtcfQ9KAMiX5eDk1tnITI2DkbEpbJ298crQH+ET1Kvcj6+iNWjeC9lZKTi1+w9kpsXDqUY9vPHBn7BxULVvZloC0pILzmlbR3cM+eBPHNwYgovH1sLSxhnd3vhcfQ9KAJDn5+H49nlISYiG1MQcPg07oO/YH2FqrnkfuMiboUhPfoxGbV4rn4M1IKeuKWEsEeHVlkYwNQFiEgSsPijXuAeljYVIfX0qAEQnCPjnhByvNDZC5yAJUjKAjccL7kEJqKbADmxnBCszIFcGPEkR8NcheaFRSSo+m6YBCD5ccB/hBnM+AwBEr96CK+MK3/CdVOo17oXcrFSc36/qux3c6qLPxMWwtlf1LVnpCchMKei7bRxqoe+ExTi57XtcOfU3LG2c0X7A54XuQfkyLh4N0Wvsrziz+xf8e+APWNvXQrv+0+HbtI9ej88Q+TbphdysFJzd/wey0+Lh4FYP/d76U6PN01MK+nMbB3f0f+tPHN8agisn18LCxhkdB36ucQ/KvJx0HN4wA9npCZCaWcGpVgO8/uEauHoGarx31O1QZKQ8hn+r6tefa7PvbC6MjUUY1sMCFqYi3H8sx9z16Rr3oLS3Fmv08bZWYswYb6t+3r2VGbq3MkPEw3zMWav6xs/aQoyxfSxhYylGTp6AR/FyzFufgZsPKn7QpbKpqqupGiqRIOjjEuLS2xvO/yzlLSKa3zKWN3sbdnDl7e6D6jXV2RC0HN+wokOodiK336roEKodiZj9eXkLC0uq6BCqnSWf6b6OSEX6NyK1okMoUnNf24oOQe90vnBRLpfj0KFDWLx4MTIyVBcQPX78GJmZmXoLjoiIiIiIiAyXTkNUDx8+RI8ePRAVFYW8vDx07doVVlZW+PHHH5Gbm4tFixbpO04iIiIiIqKX4iqv5UunEcqPPvoIzZo1Q0pKCszMCta5HzBgAA4fPqy34IiIiIiIiMhw6TRCeerUKZw+fRpSqVSj3NPTEzExMXoJjIiIiIiIiAybTgmlUqmEQlH4nmaPHj2ClZVVqYMiIiIiIiLSxYvv4Ez6ptOU165du2LevHnq5yKRCJmZmZg5cyZ69ap+t2YgIiIiIiKqjnQaoZw7dy46deqEBg0aIDc3F8OGDcOdO3fg6OiIdevW6TtGIiIiIiIiMkA6JZQ1atTApUuXsH79ely8eBFKpRLjxo3D8OHDNRbpISIiIiIiKk9c5bV86XxnezMzM4wZMwZjxozRZzxERERERERUSeh0DeWqVauwe/du9fNp06bB1tYWrVu3xsOHD/UWHBERERERERkunRLK7777Tj219cyZM/jtt9/w448/wtHREZMnT9ZrgERERERERMUlQGSwj6pIpymv0dHR8PHxAQBs27YNr7/+OiZOnIg2bdqgY8eO+oyPiIiIiIiIDJROI5SWlpZISkoCABw4cABdunQBAJiamiInJ0d/0REREREREZHB0mmEsmvXrhg/fjwaN26M27dvo3fv3gCA69evw8vLS5/xERERERERFRtXeS1fOo1Q/v777wgODkZCQgI2b94MBwcHAMDFixcxdOhQvQZIREREREREhkmnEUpbW1v89ttvhcpnzZpV6oCIiIiIiIioctD5PpQAkJ2djaioKMhkMo3ywMDAUgVFRERERESki6q6mqqh0imhTEhIwOjRo7Fv3z6trysUilIFRURERERERIZPp2soJ02ahNTUVJw9exZmZmbYt28fVq1ahbp162LHjh36jpGIiIiIiIgMkE4jlEeOHMH27dvRvHlziMVieHp6omvXrrC2tkZISIh61VciIiIiIqLypBQqOoLqRacRyqysLDg7OwMA7O3tkZCQAABo2LAhwsLC9BcdERERERERGSydEkpfX19EREQAAIKCgrB48WLExMRg0aJFcHNz02uAREREREREZJh0mvI6adIkxMbGAgBmzpyJ7t27Y82aNZBKpVi1apVeAyQiIiIiIiourvJavnRKKIcPH67+OSgoCA8ePMCtW7fg4eEBR0dHvQVHREREREREhkunKa8AsGzZMgQEBMDU1BR2dnYYOXIktm3bpsfQiIiIiIiIyJDpNEL55ZdfYu7cufjggw8QHBwMADhz5gwmT56MBw8e4JtvvtFrkERERERERMUhCJzyWp50SigXLlyIJUuWYOjQoeqyvn37IjAwEB988AETSiIiIiIiompApymvCoUCzZo1K1TetGlTyOXyUgdFREREREREhk+nhPLNN9/EwoULC5X/+eefGgv2EBERERERlSdBMNxHVVTsKa9TpkxR/ywSibB06VIcOHAArVq1AgCcPXsW0dHRGDlypP6jJCIiIiIiIoNT7IQyPDxc43nTpk0BAPfu3QMAODk5wcnJCdevX9djeERERERERGSoip1QHj16tCzjICIiIiIiKjUlqs4qr3/88Qd++uknxMbGwt/fH/PmzUO7du201t2yZQsWLlyIS5cuIS8vD/7+/vjqq6/QvXv3Mo1R5/tQEhERERERUdnYsGEDJk2ahM8//xzh4eFo164devbsiaioKK31T5w4ga5du2LPnj24ePEiOnXqhD59+hSaaapvIkEwjMtD94bnV3QI1U5EtE53jaFSsLepOt+YVRZ3H8gqOoRqp+X4hhUdQrUTuf1WRYdQ7UjE7M/LW1hYUkWHUO0s+cyhokPQyeGruRUdQpFeaWha7LotW7ZEkyZNNBZDrV+/Pvr374+QkJBi7cPf3x9DhgzBjBkzShxrcXGEkoiIiIiIqBzk5eUhPT1d45GXl1eonkwmw8WLF9GtWzeN8m7duiE0NLRY76VUKpGRkQF7e3u9xF4UJpRERERERFRlCILIYB8hISGwsbHReGgbbUxMTIRCoYCLi4tGuYuLC+Li4orVDj///DOysrIwePBgvbRrUTjnkYiIiIiIqBxMnz5d43aMAGBiYlJkfZFIc3q9IAiFyrRZt24dvvrqK2zfvh3Ozs66BVtMTCiJiIiIiIjKgYmJyQsTyKccHR0hkUgKjUbGx8cXGrV83oYNGzBu3Dj8888/6NKlS6niLQ5OeSUiIiIioipDEAz3UVxSqRRNmzbFwYMHNcoPHjyI1q1bF7ndunXrMHr0aPz999/o3bu3rk1YIhyhJCIiIiIiMjBTpkzBiBEj0KxZMwQHB+PPP/9EVFQU3n77bQCq6bMxMTFYvXo1AFUyOXLkSMyfPx+tWrVSj26amZnBxsamzOJkQklERERERGRghgwZgqSkJMyePRuxsbEICAjAnj174OnpCQCIjY3VuCfl4sWLIZfL8d577+G9995Tl48aNQorV64ssziZUBIRERERUZUhoOrcJ/bdd9/Fu+++q/W155PEY8eOlX1AWvAaSiIiIiIiItKJTiOUCxYs0FouEolgamoKHx8ftG/fHhKJpFTBERERERERkeHSKaGcO3cuEhISkJ2dDTs7OwiCgNTUVJibm8PS0hLx8fGoXbs2jh49Cnd392Lts13eXl1CoVJwrV/0ClFUNhKzrSo6hGonzVFa0SFUO5Hbb1V0CNWOdz+/ig6h2hHOXa/oEKqdczJ5RYdAlYSyBKupUunpNOX1u+++Q/PmzXHnzh0kJSUhOTkZt2/fRsuWLTF//nxERUXB1dUVkydP1ne8REREREREZCB0GqH84osvsHnzZtSpU0dd5uPjgzlz5uC1117D/fv38eOPP+K1117TW6BERERERERkWHRKKGNjYyGXF552IJfL1fc7qVGjBjIyMkoXHRERERERUQkIQtVZ5bUy0GnKa6dOnfDWW28hPDxcXRYeHo533nkHnTt3BgBcvXoV3t7e+omSiIiIiIiIDI5OCeWyZctgb2+Ppk2bwsTEBCYmJmjWrBns7e2xbNkyAIClpSV+/vlnvQZLREREREREhkOnKa+urq44ePAgbt26hdu3b0MQBPj5+cHX11ddp1OnTnoLkoiIiIiIqDgErvJarnRKKJ/y8/ODnx+XKiciIiIiIqqOdEooFQoFVq5cicOHDyM+Ph5KpVLj9SNHjuglOCIiIiIiIjJcOiWUH330EVauXInevXsjICAAIhFXUiIiIiIiooqnBHOT8qRTQrl+/Xps3LgRvXr10nc8REREREREVEnotMqrVCqFj4+PvmMhIiIiIiKiSkSnhHLq1KmYP38+BC6hREREREREBkQQDPdRFek05fXUqVM4evQo9u7dC39/fxgbG2u8vmXLFr0ER0RERERERIZLp4TS1tYWAwYM0HcsREREREREVInolFCuWLFC33EQERERERGVmiBwldfypNM1lERERERERETFHqFs0qQJDh8+DDs7OzRu3PiF954MCwvTS3BERERERERkuIqdUPbr1w8mJiYAgP79+5dVPERERERERDpTVtHVVA1VsRPKmTNnav2ZiIiIiIiIqiedFuV5SiaTIT4+HkqlUqPcw8OjVEERERERERGR4dMpobx9+zbGjRuH0NBQjXJBECASiaBQKPQSHBERERERUUkInPJarnRKKMeMGQMjIyPs2rULbm5uL1ygh4iIiIiIiKomnRLKS5cu4eLFi/Dz89N3PERERERERFRJ6JRQNmjQAImJifqOhYiIiIiIqFQEcPZkeRLrstEPP/yAadOm4dixY0hKSkJ6errGg4iIiIiIiKo+nUYou3TpAgB45ZVXNMq5KA8REREREVH1oVNCefToUX3HQUREREREVGpKrvJarnRKKDt06KDvOIiIiIiIiKiS0SmhBIDU1FQsW7YMN2/ehEgkQoMGDTB27FjY2NjoMz4iIiIiIiIyUDotynPhwgXUqVMHc+fORXJyMhITE/HLL7+gTp06CAsL03eMRERERERExSIIhvuoinQaoZw8eTL69u2LJUuWwMhItQu5XI7x48dj0qRJOHHihF6DJCIiIiIiIsOjU0J54cIFjWQSAIyMjDBt2jQ0a9ZMb8ERERERERGR4dJpyqu1tTWioqIKlUdHR8PKyqrUQREREREREemioqe1VrcprzollEOGDMG4ceOwYcMGREdH49GjR1i/fj3Gjx+PoUOH6jtGIiIiIiIiMkA6TXmdM2cORCIRRo4cCblcDgAwNjbGO++8g++//16vARIREREREZFh0imhlEqlmD9/PkJCQnDv3j0IggAfHx+Ym5vrOz4iIiIiIqJiUwqiig6hWtH5PpQAYG5ujoYNG+orFiIiIiIiIqpEip1QDhw4ECtXroS1tTUGDhz4wrpbtmwpdWBERERERERk2IqdUNrY2EAkUg0fW1tbq38mIiIiIiIyFFV1NVVDVeyEcsWKFeqfV65cWRaxEBERERERUSWi021DOnfujNTU1ELl6enp6Ny5c2ljIiIiIiIiokpAp0V5jh07BplMVqg8NzcXJ0+eLHVQhmTj4VD8tecYEtMyULuGCz4e3heNfWtrrXvh5j289f2iQuWbQv4H7xrOZR1qpXVg9xbs3PI3UpOTUMvDGyMnfIj6AUFa654PPYaDe7biwf27kOfLUMvDG68PG4dGTVtq1NuzfQMO7tmKxIQnsLK2Rcs2HTF01NuQSk3K4YgM34n963F4x0qkpSbCrVYdvDZ6GnzqN9VaNy0lAVtWz0H0/RtIiItCh57D8ProTzTqKOT5OLBtGc4d34HU5Hi41PBCv+GT0CCobXkcjsG5evpvhB1dhuz0BNi7+qBd/89Qo3azIuvH3D2PUzu+R3LcXVhYO6NJ5/EIaP2G1rq3w3fjwF9T4R3wCnqP/f2Z91yHa6HrkJ4cAwCwd/VBi27vwbN+e/0enIG6cupvhB9dhqxn2rxmnRe3+cntmm3esE0RbR62G/v/a/NXx/2u8Vpm6hOE7pqDhzdPQJ6fB1snL7zyxjdwdg/Q6/FVJfZtm6H21HGwaRIA0xrOuPDau3iy43BFh1VpnT6wDsd2rUB6agJca/mg38hPUdtPe3+enpKAHWt+xKPIG0iMe4i23Yej/6jpGnX+mD0a927+W2jb+kHtMf6ThWVyDJVR/44W6NDUDBamYtyPycfq3el4nKAosn4NJwkGdrKEVw1jONpK8Pe+DBw4m11on/07WmqUpWUq8NGcxDI5hqqMU17LV4kSyitXrqh/vnHjBuLi4tTPFQoF9u3bh5o1a+ovugp24Nwl/Lx2Bz4dOQBB9byw+ehZfPDzMvwT8jHcHOyK3G7LD9NgYVqQuNhZWxZZt7oLPXEIq5bMx7h3psK3QSAO7d2G77/6GD//sQaOzq6F6t+8dgkNg1rgjZFvw9zCEscO7caPX0/DNz8vgXedegCAU0f3Y93KRXjro+moV78hYmOisGjetwCAURM+KtfjM0QXQ/dh88ofMWT856jt2xinDv2DP757F1/M3QZ7R7dC9eX5MlhZ26H7wAk4unuN1n3uXP8b/j25G8PemgmXmt64efk0lvw0GVO+WQ137/plfUgG5U74HpzcFoIOr82Am3cTXA/dgJ1/TsSwT3bByq5GofrpSY+wc+lb8G85CF2H/4TYyDAc3zwbphZ28GnUXbNucgxO7/hRa3JqaeuC4N5TYePoAQC4dWEbdi9/D0OmboGDa92yOVgDcfu/Nu/4uqrNr/3X5sM/1d7maUmPsGPJW/BvNQjd3lS1+bFNs2Fmqb3NTxXR5rnZadi0YChq1W2JPhOXwNzKHmmJ0TAxsy6zY60KJBbmSL8SgUertqDpP79VdDiVWviZvdi++nsMHPslvH0b48yhjVjy/VuYNmcH7BwLn/tyuQyW1vbo0n8iju9ZrXWfo6fMg1yer36enZGGnz8diMBW3crsOCqbXm3M0T3YHEu3pSMuSY6+7S3xv5F2mP5rEnJl2jMZE2MRElIU+PdGLoZ2typy34/i5fhpdYr6uVLJzIgMX4kSyqCgIIhEIohEIq1TW83MzPDrr7/qLbiKtmbfCfRr3xwDOqpGvz4e3g9nrt7GpsNn8MHgXkVuZ29lCSsLs/IKs1LbvW0DOnV9FZ279wUAjJo4CZfDzuPgnq0YOvqdQvVHTZyk8XzoqLdx8dxJhJ0/pU4ob9+6hnr1G6JtR9UfP2cXN7Ru3xV3b98o24OpJI7sWo3gzgPQ+pXXAACvj/4ENy+H4uSBjeg3rHDC7eBcE6+P+RQAcOboNq37PH9yF7oPmAD/Ju0AAO26DcHNS6E4snM1Rn0YUjYHYqAuHV+JBi1fg3+rQQCAdgM+Q1TEKVw9vQ6tX51aqP610PWwsnVDuwGfAQDsXeogPvoawo8t10hulEoFDq79H1p2/wCPIy8gLydDYz/e/pp9cnCvybh2ej2ePLhc5RPKS8c027z9gM8Qdevlbd7+2TaPuobwo4Xb/MCa/6Fljw/w+H7hNr94eCksbd3QZWjBOW5tX6ssDrFKSdh/Agn7T1R0GFXCid2r0KLTa2jV+XUAQP9R0xFxJRShBzeg99DJherbO9VUj0ieP7ZV6z7NLW01nl8K3QtjE1M0atlda/3qqFsrc+w8kYWLN/MAAEu2pmHB/5zQqqEpjl3M0bpN5GM5Ih9nAgAGdSk6oVQqBaRlKvUfNFEZKtE1lJGRkbh37x4EQcD58+cRGRmpfsTExCA9PR1jx44tq1jLVb5cjlsPYtAqoJ5GeauAerhy9+ELtx02Yy66fTgbb/+wGP/evFuWYVZq8vx8RN6NQGDjFhrlgY1b4Pata8Xah1KpRE5ODiwsC0YE/Bo0QuS9CNyNUCWQT+JiEH7hDJo0b62/4CspuTwf0fdvon4jzbaoHxiMyIhLuu83XwZjqVSjzFhqgnsR4TrvszJSyGWIf3Qd7vXaaJS7+7ZB3APtbRH38BLcfTXre/i2RUL0dSgUBaME/x74HWYW9mjQ6vWXxqFUKnA7fDfyZdlw9Qoq+YFUIk/b3KNQG7ZBbFFt/uBS4fp+bRH/XJuf3/87zCzt4V9Em0dePwIX9wDsXfkRln7ZGuvmDMC1MxtLeURExSOXy/Ao8gZ8AzX7c9/A1nhw+5Le3ufcsS1oHNwTJqbmettnZeZkJ4GtlQTX7hVc+iVXALceyODjblzq/bvYG2HuVEf89JEj3nndBk52klLvszpSCob7qIpKNELp6ekJQPUhvqpLzciCQqmEg43mt0gONpZISsvQuo2jrRU+H/M66nvVRL5cjt2nw/DOD3/iz0/fRhM/7dddVmfp6alQKhWwsbPXKLexs0NqWFKx9rF76zrk5eYguN0r6rLWHbogPT0FMz95BxAEKBQKdO01AP0GjdBr/JVRZnoKlEoFrGwcNMqtbByQnqr7NRr1G7XGkV1/wad+Uzi6uCPi2jlcuXAMgrLo60mqopysFAhKBcytNNvX3MoB2Rna2zcrIwEeVm0L1Vcq5cjNSoGFtTNiI8Nw49xmvDF12wvfP/FxBDYvGAq5PA/GUnP0GvMb7F19SnVMhq6oNjezckB2uvY2z85IgFlRbZ6ZAgsbZzy+r2rzoR9vK/K905OicTV0HYI6jkazLm/hSdQVnNj6LSRGUtRv3r+0h0b0Qln//Q21fK4/t7RxQEaafq65i7p7BXHRdzBk4my97K8qsLFUjcWkZ2l+Fk7PUsLBpnTJ371H+ViyNQ1xSQpYW4rRt70Fvhhnh89+T0JWThXNRKhKKHZCuWPHDvTs2RPGxsbYsWPHC+v27dv3ha/n5eUhLy9Poyxflg8Taem/2dG352+3KQgAirgFp5ebM7zcChbfCfTxwpPkVPy19zgTyhcQPd+gAop1n9PTxw9i09/L8fGX38PGtuCa1utXwrB1w2qMe2cqfHz9Eff4EVYtmQ/bdSvw2tAx+g6/cnqufQUIpbq37OtjPsG6RbPw9aR+EIlEcHSphVYd++Hsse2ljbRyKtRxaCnT3KDIclluJg6s/R86D/4aZpZFX7sNAHbO3hgydSvyctNx7/IBHFr3KQa+91eVTyoBaG/fF7T58+e7egEHkarND679HzoPeXGbC4IAZ3d/tO49BQDgVKsBkuLu4trpdUwoqdwU/hsqvKS/Kb5zx7bA1b0uPHwC9bK/yii4oSlG9SkYXJi7NhVA4UVf9NHiV+8+s+BlPHA3WoafPnJE2yAz7D+TXfSGRBWs2All//79ERcXB2dnZ/Tv37/IeiKRCArFi0clQkJCMGvWLI2y6ePewGfjhxY3nDJna2UBiViMxFTN0cjk9Ew4WBc99/15Det4Yk9omL7DqxKsrW0hFkuQmqI5GpmWmgIbW/sitlIJPXEIixeEYNKn36BhUHON1zauWYJ2nburr8v08KqDvLxcLPntBwwYMgpisU53y6kSLK3tIBZLkPHcaGRmWnKhUcuSsLK2x8Rp85Evy0NWZips7Jyxfe08ODhXnUW6isPMwg4isaTQyFh2ZhLMLbW3r4WVU6HRy+yMJIjFRjC1sEVy3F1kJMdg17KCa4oFQfXN+O8f++PNT/eqF+KRGElh66SaSeLi3hDx0ddw+cRqdBpcdUcXimrznIykQqOWT5lbORWun6nZ5unJMdi1tHCb/zbVHyOmq9rcwtoJ9i6aybq9Sx3cu3JAH4dG9EIW//0NfX40MjM9GVbWuvfnT8nycnApdC+6D3q/1PuqzMIj8nAvpmAqvNF/g5A2lmKNax2tLMR6v/ZRlg9EP5HDxZ7TXktKEPTzpQoVT7ETymenuZZ2yuv06dMxZcoUjbL8SwdLtU99MzYygp9XTZy7fgedmzVUl5+7fhsdGvsXez8RD2PgaFv8BLQ6MTI2hrePL65e+hctWndQl1+99C+atSz6dhOnjx/Eovnf4cP/zdJ6XaQsLw8ikWbSKBaLIQhCtV9H2sjIGO616+PWlTNo1KJgmvCtK2fRsHmnUu/fWGoCW3sXKOT5uHTuEJoEV69VASVGUjjX8kf07VDUCeyqLo++HVpo0ZynXD2DEHnjqEZZ9O3TcHL3h0RiDDvn2hj6P81ZIWf3zkd+Xhba9f8MlraFV0MuIEChKHyLp6qkqDaPuh2K2gFFtLlXECKva7Z5VMRpOD/T5sOmabb5mT2qNm8/oKDN3bwbIyU+UqNeavwDrSvLEumbkZEUtbwb4PaVUDRs3kVdfvtqKPyblv6e4JfO7oNcLkPTtn1Kva/KLFcmIDdZc6AkNUMB/zpSRMXJAQASCeDnJcXGg5l6fW8jCVDDyQi3o/JfXpmoAul0H8rSMjExgYmJ5v0AMw1wuuubPdrjy8Xr0cC7FgJ9PLHl6DnEJaXi9c7BAIBfN+5BQkoaZr+lGln9e/9JuDnaoU5NF+TLFdgTGobDF67ipw9GVuRhGLTe/Yfg91++Rm0fP9SrH4BD+7YjMeEJuvQaAABYt3IhkpMS8d7ULwGoksk/fvkaoyZOQl0/f/XoplRqAnML1e1ZmrRogz3b1sO7dj34+DZAXOwjbFyzBE1btoVYwm/5Or86Eqt//Qwetf3hXa8RTh/ahOTEWLTrqlohc/vf85GW/AQj3/9Ovc2jB7cAAHm52chMT8GjB7cgMTKGW606AIAHd64gNTketbz8kJr8BHv+WQhBUKJLv+o3xTiow2gc/PsTOLsHwNUrCNfPbERmSqz6vpKhu35GVno8ug77AQAQ0PoNXDm9Fie3h8C/1WDEPbiEG+c2o9ubcwAARsYmcHDTXBzMxEz1JdWz5Wd2/wLP+u1haesKWW4W7lzag5i759Fn4pLyOOwKFdRxNA6ufabNQwu3eWZaPLoNf6bNT63FyW0h8A8uaPPuI0rW5kEdRmPT/KH49+Ai1A3qiSdRV3Dt7EZ0rsIjwvogsTCHhY+H+rm5dy1YN/KDLDkNudGxFRhZ5dO+9yis+/1T1KodAK96jXD28D9ISYxFcJchAIDd6+YiLSUew94tWIk45sFNAP/15xkpiHlwExIjY7jW0hxtP390CwKavQILK9tyO57K4sDZbPRpZ4EnSQo8SZbj1XYWyMsXcPZqrrrOhAHWSElXYtNhVZIpkQA1nYzUP9tZieHhaoRcmYD4/xLWId0scSkiD0lpClhbiNG3vSXMTEQ4fUn7yrFEhqLYCeWCBQuKvdMPP/xQp2AMTbeWQUjNzMaS7YeQmJqOOjVdsWDKOLg5qq6pSUxLR1xyqrp+vlyOeet3ISElDSZSY9Su6Yr5U8aibaPqdR++kmjdvgsyM9Kxef0KpCYnwd2zNj79ag6c/rsHZUpKEhITnqjrH9q7HQqFAssX/ozlC39Wl7d/pSfenfwFAGDgG6MgEomwYc2fSE5KgLWNHZq2aIMhIyaW78EZqKateyArIxV7Ny9GekoC3Nx98O7032HvpBpVSU9JQHJinMY2308brP45+v4NXDi1B/ZONTD7930AgPx8GXat/w2J8Y9gYmoO/8ZtMfL972BuUf3ux1e3cS/kZqfi3wO/Iys9AQ5udfHqhMWwtldN/83OSEBGymN1fWuHWugzfjFObf8eV0/9DQsbZ7Qf8Hmh+yG+THZGEg6unYas9ASYmFnBwc0XfSYuKbSaaVVUr3Ev5Gal4vz+gjbvM7GgzbPSE5D5TJvbONRC3wmLcXLb97hy6m9Y6tjmLh4N0Wvsrziz+xf8e+APWNvXQrv+0+HbtHqP6LyMTdMABB/+S/28wRzV7VuiV2/BlXHTKyqsSqlxcE9kZ6Ti4JaFSE9NgJt7XYz/ZFFBf56agNREzST9l+kFqxY/iryO8NO7YedYA1/8WjBTLCH2ASIjwjBxetX/QkoXe05nQ2oswsjeVrAwE+Peo3zM+StF4x6UDjYSjUlRdlZizH67YCpyzzYW6NnGArceyPD9StV9J+2tJXj7dRtYmYuRkaXEvUf5+HppMpLSqv5imPpWzSeklTuRIBSvyb29vTWeJyQkIDs7G7a2tgCA1NRUmJubw9nZGffv3y9xIJlnX7zQD+nfHQfeRqO8JWZz+nN5u/VI+vJKpFd6Wg+ESsC7n19Fh1DtCOeuV3QI1c6mHcVbAZ70Z+VXLhUdgk5WH6/oCIo2ssPL61Q2xV6d5Nl7Tn777bcICgrCzZs3kZycjOTkZNy8eRNNmjTB119/XZbxEhERERERkYHQ6RrKL7/8Eps2bYKvr6+6zNfXF3PnzsXrr7+O4cOH6y1AIiIiIiKi4lJyymu50un+CbGxscjPL7zilEKhwJMnT7RsQURERERERFWNTgnlK6+8ggkTJuDChQt4egnmhQsX8NZbb6FLly4v2ZqIiIiIiIiqAp0SyuXLl6NmzZpo0aIFTE1NYWJigpYtW8LNzQ1Lly7Vd4xERERERETF8vTW44b4qIp0uobSyckJe/bswe3bt3Hr1i0IgoD69eujXr16L9+YiIiIiIiIqgSdEsqn6tWrxySSiIiIiIiomtIpoVQoFFi5ciUOHz6M+Ph4KJWaN1w9cuSIXoIjIiIiIiIqiao6tdRQ6ZRQfvTRR1i5ciV69+6NgIAAiHgXayIiIiIiompHp4Ry/fr12LhxI3r16qXveIiIiIiIiKiS0CmhlEql8PHx0XcsREREREREpaLklNdypdNtQ6ZOnYr58+er70FJRERERERE1Y9OI5SnTp3C0aNHsXfvXvj7+8PY2Fjj9S1btuglOCIiIiIiIjJcOiWUtra2GDBggL5jISIiIiIiKhVOoixfOiWUK1as0HccREREREREVMnolFA+lZCQgIiICIhEItSrVw9OTk76iouIiIiIiIgMnE4JZVZWFj744AOsXr0aSqUSACCRSDBy5Ej8+uuvMDc312uQRERERERExfFfekLlRKdVXqdMmYLjx49j586dSE1NRWpqKrZv347jx49j6tSp+o6RiIiIiIiIDJBOI5SbN2/Gpk2b0LFjR3VZr169YGZmhsGDB2PhwoX6io+IiIiIiIgMlE4JZXZ2NlxcXAqVOzs7Izs7u9RBERERERER6YKrvJYvnaa8BgcHY+bMmcjNzVWX5eTkYNasWQgODtZbcERERERERGS4dBqhnD9/Pnr06IFatWqhUaNGEIlEuHTpEkxNTbF//359x0hEREREREQGSKeEMiAgAHfu3MGaNWtw69YtCIKAN954A8OHD4eZmZm+YyQiIiIiIioWTnktXzrfh9LMzAwTJkzQZyxERERERERUieh0DWVISAiWL19eqHz58uX44YcfSh0UERERERERGT6dEsrFixfDz8+vULm/vz8WLVpU6qCIiIiIiIh0oRQM91EV6ZRQxsXFwc3NrVC5k5MTYmNjSx0UERERERERGT6dEkp3d3ecPn26UPnp06dRo0aNUgdFREREREREhk+nRXnGjx+PSZMmIT8/H507dwYAHD58GNOmTcPUqVP1GiAREREREVFxCQa9zKuoogPQO50SymnTpiE5ORnvvvsuZDIZAMDU1BSffPIJpk+frtcAiYiIiIiIyDCVOKFUKBQ4deoUPvnkE3z55Ze4efMmzMzMULduXZiYmJRFjERERERERGSASpxQSiQSdO/eHTdv3oS3tzeaN29eFnERERERERGVmEHPeK2CdFqUp2HDhrh//76+YyEiIiIiIqJKRKeE8ttvv8XHH3+MXbt2ITY2Funp6RoPIiIiIiIiqvp0WpSnR48eAIC+fftCJCpYqUgQBIhEIigUCv1ER0REREREVAJKZUVHUL3olFAePXpU33EQERERERFRJaNTQtmhQwd9x0FERERERESVTLETyitXriAgIABisRhXrlx5Yd3AwMBSB0ZERERERFRSXOW1fBU7oQwKCkJcXBycnZ0RFBQEkUgEQctvi9dQEhERERERVQ/FTigjIyPh5OSk/pmIiIiIiIiqt2InlJ6enoV+vnHjBqKioiCTydSviUQijbpERERERETlRckpr+VKp0V57t+/jwEDBuDq1asaU1+f3kKEU16JiIiIiIiqPrEuG3300Ufw9vbGkydPYG5ujmvXruHEiRNo1qwZjh07pucQiYiIiIiIyBDpNEJ55swZHDlyBE5OThCLxZBIJGjbti1CQkLw4YcfIjw8vMT7jHZqqksoVArGgryiQ6h2krKkFR1CtXP3bmZFh1Dt+PlaVXQI1Y5w7npFh1DtiFr6V3QI1Y7RV6crOgSqJLjKa/nSaYRSoVDA0tISAODo6IjHjx8DUF1bGRERob/oiIiIiIiIyGDpNEIZEBCAK1euoHbt2mjZsiV+/PFHSKVS/Pnnn6hdu7a+YyQiIiIiIiIDpFNC+cUXXyArKwsA8M033+DVV19Fu3bt4ODggA0bNug1QCIiIiIiouISDHqZV1FFB6B3OiWU3bt3V/9cu3Zt3LhxA8nJybCzs1Ov9EpERERERERVm04JpTb29vb62hURERERERFVAnpLKImIiIiIiCqaQc94rYJ0WuWViIiIiIiIiAklERERERER6YQJJRERERERVRmCYLiPkvrjjz/g7e0NU1NTNG3aFCdPnnxh/ePHj6Np06YwNTVF7dq1sWjRIh1bsfiYUBIRERERERmYDRs2YNKkSfj8888RHh6Odu3aoWfPnoiKitJaPzIyEr169UK7du0QHh6Ozz77DB9++CE2b95cpnEyoSQiIiIiIjIwv/zyC8aNG4fx48ejfv36mDdvHtzd3bFw4UKt9RctWgQPDw/MmzcP9evXx/jx4zF27FjMmTOnTOPkKq9ERERERFRlKA14mde8vDzk5eVplJmYmMDExESjTCaT4eLFi/j00081yrt164bQ0FCt+z5z5gy6deumUda9e3csW7YM+fn5MDY21sMRFMYRSiIiIiIionIQEhICGxsbjUdISEiheomJiVAoFHBxcdEod3FxQVxcnNZ9x8XFaa0vl8uRmJiov4N4DkcoiYiIiIiIysH06dMxZcoUjbLnRyefJRKJNJ4LglCo7GX1tZXrExNKIiIiIiKqMnRZTbW8aJveqo2joyMkEkmh0cj4+PhCo5BPubq6aq1vZGQEBwcH3YN+CU55JSIiIiIiMiBSqRRNmzbFwYMHNcoPHjyI1q1ba90mODi4UP0DBw6gWbNmZXb9JMCEkoiIiIiIyOBMmTIFS5cuxfLly3Hz5k1MnjwZUVFRePvttwGops+OHDlSXf/tt9/Gw4cPMWXKFNy8eRPLly/HsmXL8PHHH5dpnJzySkREREREVYYhT3ktiSFDhiApKQmzZ89GbGwsAgICsGfPHnh6egIAYmNjNe5J6e3tjT179mDy5Mn4/fffUaNGDSxYsACvvfZamcbJhJKIiIiIiMgAvfvuu3j33Xe1vrZy5cpCZR06dEBYWFgZR6WJU16JiIiIiIhIJxyhJCIiIiKiKkNZVea8VhIcoSQiIiIiIiKdMKEkIiIiIiIinXDKKxERERERVRmCsqIjqF50SiinTJmitVwkEsHU1BQ+Pj7o168f7O3tSxUcERERERERGS6dEsrw8HCEhYVBoVDA19cXgiDgzp07kEgk8PPzwx9//IGpU6fi1KlTaNCggb5jJiIiIiIiIgOg0zWU/fr1Q5cuXfD48WNcvHgRYWFhiImJQdeuXTF06FDExMSgffv2mDx5sr7jJSIiIiIiKpIgCAb7qIp0Sih/+uknfP3117C2tlaXWVtb46uvvsKPP/4Ic3NzzJgxAxcvXtRboERERERERGRYdEoo09LSEB8fX6g8ISEB6enpAABbW1vIZLLSRUdEREREREQGS6drKPv164exY8fi559/RvPmzSESiXD+/Hl8/PHH6N+/PwDg/PnzqFevnj5jJSIiIiIieiElV3ktVzollIsXL8bkyZPxxhtvQC6Xq3ZkZIRRo0Zh7ty5AAA/Pz8sXbpUf5ESERERERGRQdEpobS0tMSSJUswd+5c3L9/H4IgoE6dOrC0tFTXCQoK0leMREREREREZIB0SiifsrS0RGBgoL5iISIiIiIiKpWqupqqodIpoczKysL333+Pw4cPIz4+HsrnJirfv39fL8ERERERERGR4dIpoRw/fjyOHz+OESNGwM3NDSKRSN9xERERERERkYHTKaHcu3cvdu/ejTZt2ug7HiIiIiIiIp0pOeO1XOl0H0o7OzvY29vrOxYiIiIiIiKqRHRKKL/++mvMmDED2dnZ+o6HiIiIiIiIKgmdprz+/PPPuHfvHlxcXODl5QVjY2ON18PCwvQSHBERERERUUkInPNarnRKKPv376/nMIiIiIiIiKiy0SmhnDlzpr7jICIiIiIiokpGp4SyKtuzazu2bd6AlOQkuHt6YdzE9+AfEKi17o3rV7F6+Z+IeRSNvLxcODm7oHvPV9F3wCB1nQP7duHo4YOIehgJAKjjUw9vjhqHer71y+V4KqN9u7Zi+5b1SElOhruHF8ZMfB8NAhpprXvz+hX8tWIxYh5FQZaXC0dnV3Tr0Qd9Bgwu56grl/NH/sbpvcuQmZoAp5o+6DnsM3jWa6a1bkZqPPav/wGPH15H8pOHaNllBHoO+0yjzoXjG3H59HbEx9wBANTw8scrr01Grdra/+9UBz1aStE6wBhmpiI8jFNg09E8xCUrX7hNIx8j9GolhaONGIlpSuw+I8OVe3L16ybGQK9gEwTWMYKluQgx8UpsOZGLqCcF+w2sY4TWDY3h7iyGpZkYP67NQkzii9+3Krh8ci0uHlmGrPQEOLjWRYeBn6FmHe3nNAA8unseJ7Z+j6S4O7CwcUazzuMR2Hao+vXr57bg4N/TC233/pwrMDI2AQAsm9UZGckxheoEth2GzoOq5xevpw+sw7FdK5CemgDXWj7oN/JT1PZrqrVuekoCdqz5EY8ibyAx7iHadh+O/qM02/yP2aNx7+a/hbatH9Qe4z9ZWCbHUBXZt22G2lPHwaZJAExrOOPCa+/iyY7DFR1Wpda3nTnaNzaBuakYkY/lWLsvE48TFUXWr+EoQb8O5vB0NYKjrQTrD2Ti0L+5GnU6NjFFxyamcLBVLXHyOEGBnaeyce1efpkeS1UkcMZruSp2Qmlvb4/bt2/D0dERdnZ2L7z3ZHJysl6CK2+njh/F8j9/x1vvfgS/BgHYv3cnvp7xKX5dtAJOzi6F6puamqJXn/7w8q4NE1Mz3Lx+FQt/nQsTUzN07/kqAODalcto16Ez/Or7QyqVYuum9fjqi2n4deFyODg6lfchGrzTJ45gxZLfMOHdyfCrH4AD+3bi25mfYN7CVVp/Byampuj56gB4eteBqakpbl6/isW//QwTU1N069m3Ao7A8F07twf7/g5B7xEz4FG3CS4c24A1v0zEe9/ugq1DjUL15XIZzK3s0f7Vt3HmwCqt+3xw6zwatuoNd5/GMDI2wek9S/HXnHF479tdsLYr/Hur6l5pKkWnxlKsPZiLhFQlujWX4t0BZvh2dRbyivhc4OUqxqieptjzXxIZWMcIo3uaYv4/2Xj4X8L4RhdTuDmIsWZ/LtKylGjmZ4x3B5gj5K8spGWp/npKjYHIxwpcuiPH0C6m5XXIFSoibA+Obw1B50EzUcO7Ca6Erse2RRMwYvpuWNsXPqfTkqKxbfFEBAQPQo8RP+FxZBiO/DMLZpb2qBvUXV1PamqJUZ/v09j2aTIJAEOnboKgLPgAmRR7B1v+GIO6QT3K4CgNX/iZvdi++nsMHPslvH0b48yhjVjy/VuYNmcH7By19y2W1vbo0n8iju9ZrXWfo6fMg1xe8J8mOyMNP386EIGtupXZcVRFEgtzpF+JwKNVW9D0n98qOpxKr0ewGbq2NMWKnZmIS1bg1TbmmDLMGp8vSkWeTHsmIzUWISFFgQs38zCkq6XWOikZSmw+moX4FFW/0jrQFO8PssbspakvTFaJKlqxE8q5c+fCyspK/fOLEsrKavvWf9ClW0907dEbADD+rfdxKewC9u3egRFjJhSqX7tOXdSuU1f93MXFFWdDT+LGtSvqhHLKtM81tnn3w6kIPXUCVy6Ho9Mr/IP4vJ1bN6Jzt17o0l3VfmMnfoBLF89j/57teHP0xEL1a9eph9p16qmfO7u44VzoCdy8foUJZRFCD6xE4/avoWkH1Uh6z2Gf4e61U/j3yDp0HTS1UH07x1roNVx1Hoef3Kx1n6+/NUfjed8xX+PGhf24f+MMgtr01+8BVAIdGhvjwL8Fo4trDubimwmWaOprjNBr2jPKDo2liIhS4NAFGQDg0AUZfGpK0KGxFKv35cJYohrBXLozB/ceqz5Y7DsnQ8M6RmgTaIw9Z1TbXbilek97q6rXRxcl7NgK+Ld6DQHBqnO648DP8fDWKVw5vQ5t+xQ+p6+cXg8rOzd0HKg6r+1d6+BJ1FVcPLpcI6GESAQL66K/+DO31Lx91r+H/oSNowdq+bTQw1FVPid2r0KLTq+hVefXAQD9R01HxJVQhB7cgN5DJxeqb+9UUz0ief7YVq37NLe01Xh+KXQvjE1M0ahld631SbuE/SeQsP9ERYdRZXRpYYbdp3MQFqHqd5fvzMAvk+zR0t8EJ8JztW7zIFaOB7Gq/vm1TtqTzst3ZBrPtx7LRscmpqhd04gJJRm0YieUo0aNUv88evToIuvl5OSUKqCKkp+fj3t3b+O1wUM1yoMaN8Otm9eLtY/79+7g1s3rGD5ibJF1ZHl5UCjksLS0KlW8VdHT38GAQcM0yhs1aY6Im9eKtY/7924j4uZ1DB05rixCrPTkchliH1xHu16aX5DU8W+D6Hvhenuf/LwcKBRymFnY6G2flYWDtQg2FmLciiqYqqpQAPceyeHtJikyofR2k+BYuOaHiVtRcnQIkgIAxGJAIhZB/txninw5ULuGRL8HUYko5DLER19H81c0v3Dy9G2D2Ejt53Tcg0vw9G2jWd+vHa6f3QyFIh8SiWrl8vy8bCz7qhMEpQJONesjuPdHcK7VoMg4bl3YgSYdx1TJL1xfRi6X4VHkDXTuN16j3DewNR7cvqS39zl3bAsaB/eEiam53vZJVBKOtmLYWopx/X5Bfy1XABFR+fCpZYQTevpTKhIBzepLITUW4V6M/OUbkAYlV3ktVzpdQ/nee+/h999/L1SelZWF3r1749ixY6WNq9xlpKdBqVTC1tZOo9zGzg4pKS+ewjtuxGCkpaVBqVRgyLBR6hFObVavWAJ7B0c0aqz9mpLqTPU7UMDGVvNbf1tbO6S+5HcwYeTrSE9LhVKpwOBho9UjnKQpOyMFSqUCFtYOGuWWNg7IvJaot/c5uOkXWNu5oLZ/a73ts7KwslAlExnZmn/MMrIF2FkXfetfK3OR1m2szVX7y8tXTWXt1kKKuORcZGQLaFrPCJ6uYiSkVt8/nDlZKRCUCpg/d06bWzkiOyNB6zZZ6Ynw9HPUrG/tAKVSjtzMFFjYOMPepTa6DQuBYw1fyHIzEX58NTbOG4rh07bDztmr0D7vXT2EvJwMNGg5QG/HVplkpav6X0ubwn1LRpp++paou1cQF30HQybO1sv+iHRhY6Hqx9OzNPvd9CwBDi/o44urppME00fbwtgIyJMJ+GNTOmI5OkkGTqeE8sCBA/jiiy/wzTffqMuysrLQo0fxrhvJy8tDXl6eRpksLw9SE5MitihHz3+zLAgv/bb5u5/mIycnB7cjbuCvFUvhVqMG2nd8pVC9Lf+sx8njR/DND79AKpXqM+oqRcuvoHDhc7758Vfk5mbj9q0bWLPyT7i61US7jl3KLshK7vlzWhAAEfQzqnJqz1JcO7cboz9ZDWNjA/g/Xcaa+hphSOeCaxUX7/hvlsbzOZ5IS9lztC0i8GzRXwdyMKyLKb4ebwmFUsCjeCXCIuSo5VT6DzGV3/Pnr6Cl7Nnq2jqagnI3ryC4eQWpX67h3QRr5wzA5ZNr0PG1Lwrt7trZzfCq3x6WNtXvmuFnFepHBOGl/XdxnTu2Ba7udeHhU30X+6Ly19LfBCN6FVzzuGBD2n8/aXbY+pqXEJekwOylKTAzFaOprxRj+1jhxzVpTCrJoOmcULZt2xYODg6YPHkyMjIy0L17dxgZGWHv3r0v3T4kJASzZs3SKHv3g8l4/6PC17qUFytrG4jF4kIjYWmpqYVGLZ/n4uoGAPDyro3UlBSsX7uqUEK5bfMGbNq4FrO/nQMv7zr6Db6KUP0OJIV/B2kpxf4deHrVQVpqCjb+vZIJpRbmVnYQiyXIfG7EICs9CRbPjSzo4vTeZTi5azFG/m85XN19S72/yuDafTkexmWpnxtJVB8rrCxESH9mxNHKrPAI5LMysgVYW2h+JHl+1DIpTcCvm3MgNQJMpar9j+ppiqT06jtCaWZhB5FYgux0zXM6OyMJ5laOWrexsHZEdnrCc/WTIRYbwdTCVus2IrEYrh4NkZLwoNBr6ckxiI4IxavjftXpGKoCC2tbiMWSQqORmenJsLIufd8iy8vBpdC96D7o/VLvi6gkLt2RIXJpivr50z7e2kKMtMyCJM/KQoT0rNKvqK1QAvEpSgBKPIyVw6uGEbo0N8Vfe7Neui0VELjMa7nS6Wttb29v7N+/H99++y3mz5+Pbt26QSqVYu/evbCwsHjp9tOnT0daWprGY+LbFftHwtjYGHV86uFS+EWN8kvhF+FX37/Y+xEE1bWAz9q6aT02rluDmV//AJ961eNDti6e/g4uh1/QKL8SfgG+9QOKvR9BEAr9DkjFyEgKNy9/3LseqlF+/0Yo3Os0LtW+T+1dhuM7F+LNqUtQ07thqfZVmeTlA4lpgvoRl6xEWpYSvh4F39dJxECdWkaIjC36G+bIWIXGNgDg66F9G5kcSM8WYGYC+Hka4er96nt9jcRICmd3f0RFnNYoj4oIhZu39nPa1SsIURGa/wceRpyCs0eA+vrJ5wmCgIRHN7Uu0nP93BaYWTnAu0FH3Q6iCjAykqKWdwPcvqLZrrevhsKrXlCp93/p7D7I5TI0bdun1PsiKok8mYD4FKX68ThRgdRMJfy9C2aaScSAr4cx7j7Sf18sQkESS2SodL4PZUBAAHbt2oUuXbqgZcuW2LVrF8zMzIq1rYmJCUyem94qNcnQNRS96TdgEOb9HAKfur7w9WuAA/t2ITHhCbr3Uv0B+2vFEiQlJWLSx6pV6fbs3AZHZ2fUquUBALh5/Sq2b9mI3n36q/e55Z/1+PuvFZgy7XM4O7si5b9bqpiamRW7vaqTPgMGY8HP36JOXV/4+vnj4L5dSEyIR7deqhVb16z8E8lJCfhwqmp1xr27tsLRyRk1a3kCAG7duIIdWzagZ5+BFXYMhq51t9HYsuQT1PAKgLtPEC4c34i0pFg07/QGAODgPz8jIzUeAyf8oN4mNuomAECWl42sjGTERt2ERGIM55o+AFTTXI9snY/X35oDW8eayEhTjf5ITcxhYvryL5mqmuPh+ejaXIrEVCUSUpXo2lyK/HwBFyMKvugY3s0UaZlK7ApVLexw/JIMH75ujleaSnH1vhwNaxvB112C+f9kq7fx85AAItW31062YvRta4L4FCXO3SjYr7kJYGclho2l6gOIs91/1/tkCy8cIa3MmnQcg/1rpsHFIwBuXo1xNXQDMlJiEdhGdU6f2vkzstKeoPubPwIAAtu8gcsn1+L41hA0DB6M2AfhuH52M3qO/Fm9z7N7f4OrVyPYOXkhLzcTl06sRkLMLXR67v6SglKJG+e2oEHz/hBLqvetndv3HoV1v3+KWrUD4FWvEc4e/gcpibEI7jIEALB73VykpcRj2Lsh6m1iHqj6lrzcbGRmpCDmwU1IjIzhWstHY9/nj25BQLNXYGFlW27HU5VILMxh4eOhfm7uXQvWjfwgS05DbnRsBUZWOR06n4NebczwJEWBJ8kK9G5tBlm+gHPXCy7nGtvHEqkZSmw5purDJWKghpNqATUjCWBrJYa7i0SdsALAgI7muHZPhuR0JUylIrTwN4GvpzHmrU8v/4MkKoFi//Vr3Lix1msJTUxM8PjxY7RpU7BiXlhYmH6iK2dtO3RCekY6Nvy9GinJyfDw8sKXs0Lg7OIKAEhOSUZCQry6vlJQYs3KpXgSFweJRAJXNzeMGDMe3XsWfIO6d/d2yOX5+PG7rzTea8iwkRj65ujyOKxKpU37zshIT8M/61YjJTkJHp7e+GzWD3B2Vv0OUpKTkPjM70BQKrF21RLEx8VCIpHAxa0Gho+eyFuGvEBAy17IzkrF8R2/IyMtAc4162L45MWwdawJAMhMS0Ba0mONbRbNLFho5PGD67h6VnXPyslzjgAA/j3yNxTyfGz4/SON7Tr2ew+d+n9QxkdkeA5flMHYCHi9kwnMTUR4GKfAwm05GvegtLMSQRAKJok8iFVi1d5c9A6WolewFIlpSqzcm6u+ByUAmJqI0Ke1CWwtRcjKE3D5rhy7Q/OgfGaWVUBtIwzvVvBl1eheqp/3ns3DvnOaq8hWFb5NeiE3KwVn9/+B7LR4OLjVQ7+3/oS1veqczkpPQHpKwYdmGwd39H/rTxzfGoIrJ9fCwsYZHQd+rnHLkLycdBzeMAPZ6QmQmlnBqVYDvP7hGrh6al6/F3U7FBkpj+Hf6rXyOVgD1ji4J7IzUnFwy0KkpybAzb0uxn+yCPZOqntQpqcmIDVRM3n5Zfrr6p8fRV5H+OndsHOsgS9+PaguT4h9gMiIMEycvqR8DqQKsmkagODDf6mfN5jzGQAgevUWXBk3vaLCqrT2ncmB1EiE4T0sYWEqwv0YOX5Zl65xD0oHG4nGdfG2VmLMHF9w+U6PYHP0CDZHxMN8/LRGdV2mtYUY4/pawcZSjJw8AY/i5Zi3Ph03IjnrqqSE0s8+phIQCcWcZPz8NY8vMnPmzJdXes7NezEl3oZKRyFU31sNVJRr8dV7wY6KcObfzIoOodrx8+Vtkcqbu3P1nfZcUUQti385DOnH1q9Ov7wS6dXSz7Vfi27opi0y3NsY/vh21ZuhWOwRyqdJokKhwKlTpxAYGAg7uxcvlEJERERERERVV4kv+JBIJOjevTtu3rzJhJKIiIiIiAyKkqu8liudVnlt2LAh7t+/r+9YiIiIiIiIqBLRKaH89ttv8fHHH2PXrl2IjY1Fenq6xoOIiIiIiIiqPp3WOO/RowcAoG/fvhorvwqCAJFIBIWi6HutERERERERlZVirjlKeqJTQnn06FF9x0FERERERESVjE4JZYcOHfQdBxEREREREVUyOiWUT2VnZyMqKgoymebNsgMDA4vYgoiIiIiIqOwolZzyWp50SigTEhIwZswY7N27V+vrvIaSiIiIiIio6tNplddJkyYhJSUFZ8+ehZmZGfbt24dVq1ahbt262LFjh75jJCIiIiIiIgOk0wjlkSNHsH37djRv3hxisRienp7o2rUrrK2tERISgt69e+s7TiIiIiIiopfiIq/lS6cRyqysLDg7OwMA7O3tkZCQAABo2LAhwsLC9BcdERERERERGSydEkpfX19EREQAAIKCgrB48WLExMRg0aJFcHNz02uAREREREREZJh0mvI6adIkxMbGAgBmzpyJ7t27Y82aNZBKpVi1apVeAyQiIiIiIiougau8liudEsrhw4erfw4KCsKDBw9w69YteHh4wNHRUW/BERERERERkeHSacorACxbtgwBAQEwNTWFnZ0dRo4ciW3btukxNCIiIiIiIjJkOo1Qfvnll5g7dy4++OADBAcHAwDOnDmDyZMn48GDB/jmm2/0GiQREREREVFxKLnMa7nSKaFcuHAhlixZgqFDh6rL+vbti8DAQHzwwQdMKImIiIiIiKoBnaa8KhQKNGvWrFB506ZNIZfLSx0UERERERERGT6dEso333wTCxcuLFT+559/aizYQ0REREREVJ4EpWCwj6pIpymvgGpRngMHDqBVq1YAgLNnzyI6OhojR47ElClT1PV++eWX0kdJREREREREBkenhPLatWto0qQJAODevXsAACcnJzg5OeHatWvqeiKRSA8hEhERERERkSHSKaE8evSovuMgIiIiIiIqtao6tdRQ6XwfSiIiIiIiIqremFASERERERGRTnRelIeIiIiIiMjQcMZr+eIIJREREREREemECSURERERERHphFNeiYiIiIioyuAqr+WLI5RERERERESkEyaUREREREREpBNOeSUiIiIioipDEDjltTxxhJKIiIiIiIh0woSSiIiIiIiIdMIpr0REREREVGUoucprueIIJREREREREemECSURERERERHppNRTXhUKBa5evQpPT0/Y2dnpIyYiIiIiIiKdcJXX8lXiEcpJkyZh2bJlAFTJZIcOHdCkSRO4u7vj2LFj+o6PiIiIiIiIDFSJE8pNmzahUaNGAICdO3ciMjISt27dwqRJk/D555/rPUAiIiIiIiIyTCVOKBMTE+Hq6goA2LNnDwYNGoR69eph3LhxuHr1qt4DJCIiIiIiKi5BKRjsoyoqcULp4uKCGzduQKFQYN++fejSpQsAIDs7GxKJRO8BEhERERERkWEq8aI8Y8aMweDBg+Hm5gaRSISuXbsCAM6dOwc/Pz+9B0hERERERESGqcQJ5VdffYWAgABER0dj0KBBMDExAQBIJBJ8+umnOgcyYdJdnbcl3fg05RcA5c3ENKWiQ6h27BzMKzqEaicsLKmiQ6h2zsnkFR1CtWP01emKDqHaGfBVm4oOofr5PKKiI9BJVZ1aaqh0um3I66+/Xqhs1KhRpQ6GiIiIiIiIKo8SJ5SzZ89+4eszZszQORgiIiIiIiKqPEqcUG7dulXjeX5+PiIjI2FkZIQ6deowoSQiIiIiogqjFDjltTyVOKEMDw8vVJaeno7Ro0djwIABegmKiIiIiIiIDF+JbxuijbW1NWbPno0vv/xSH7sjIiIiIiKiSkCnRXm0SU1NRVpamr52R0REREREVGJc5bV8lTihXLBggcZzQRAQGxuLv/76Cz169NBbYERERERERGTYSpxQzp07V+O5WCyGk5MTRo0ahenTp+stMCIiIiIiIjJsJU4oIyMjyyIOIiIiIiKiUhO4ymu5KvGiPGPHjkVGRkah8qysLIwdO1YvQREREREREZHhK3FCuWrVKuTk5BQqz8nJwerVq/USFBERERERERm+Yk95TU9PhyAIEAQBGRkZMDU1Vb+mUCiwZ88eODs7l0mQRERERERExaHkKq/lqtgJpa2tLUQiEUQiEerVq1fodZFIhFmzZuk1OCIiIiIiIjJcxU4ojx49CkEQ0LlzZ2zevBn29vbq16RSKTw9PVGjRo0yCZKIiIiIiIgMT7ETyg4dOgBQrfLq7u4OsbjEl18SERERERGVKYFTXstViW8b4unpCQDIzs5GVFQUZDKZxuuBgYH6iYyIiIiIiIgMWokTyoSEBIwZMwZ79+7V+rpCoSh1UERERERERGT4SjxvddKkSUhJScHZs2dhZmaGffv2YdWqVahbty527NhRFjESEREREREVy9M7Uxjioyoq8QjlkSNHsH37djRv3hxisRienp7o2rUrrK2tERISgt69e5dFnERERERERGRgSjxCmZWVpb7fpL29PRISEgAADRs2RFhYmH6jIyIiIiIiIoNV4hFKX19fREREwMvLC0FBQVi8eDG8vLywaNEiuLm5lUWMRERERERExSIolRUdQrVS4oRy0qRJiI2NBQDMnDkT3bt3x9q1ayGVSrFy5Up9x0dEREREREQGqsQJ5fDhw9U/N27cGA8ePMCtW7fg4eEBR0dHvQZHREREREREhqvE11DOnj0b2dnZ6ufm5uZo0qQJLCwsMHv2bL0GR0REREREVBJKpWCwj6qoxAnlrFmzkJmZWag8Ozsbs2bN0ktQREREREREZPhKnFAKggCRSFSo/PLly7C3t9dLUERERERERGT4in0NpZ2dHUQiEUQiEerVq6eRVCoUCmRmZuLtt98ukyCJiIiIiIiKQxCq5tRSQ1XshHLevHkQBAFjx47FrFmzYGNjo35NKpXCy8sLwcHBZRIkERERERERGZ5iJ5SjRo0CAHh7e6NNmzYwMirxArFERERERERUhZT4GkorKyvcvHlT/Xz79u3o378/PvvsM8hkMr0GR0REREREVBKCUjDYR1VU4oTyrbfewu3btwEA9+/fx5AhQ2Bubo5//vkH06ZN03uAREREREREVLSUlBSMGDECNjY2sLGxwYgRI5Camlpk/fz8fHzyySdo2LAhLCwsUKNGDYwcORKPHz8u8XuXOKG8ffs2goKCAAD//PMPOnTogL///hsrV67E5s2bSxwAERERERER6W7YsGG4dOkS9u3bh3379uHSpUsYMWJEkfWzs7MRFhaGL7/8EmFhYdiyZQtu376Nvn37lvi9S3whpCAIUCqVAIBDhw7h1VdfBQC4u7sjMTGxxAEQERERERHpS1WdWlqUmzdvYt++fTh79ixatmwJAFiyZAmCg4MREREBX1/fQtvY2Njg4MGDGmW//vorWrRogaioKHh4eBT7/Us8QtmsWTN88803+Ouvv3D8+HH07t0bABAZGQkXF5eS7o6IiIiIiIh0dObMGdjY2KiTSQBo1aoVbGxsEBoaWuz9pKWlQSQSwdbWtkTvX+IRynnz5mH48OHYtm0bPv/8c/j4+AAANm3ahNatW5d0d0RERERERNVCXl4e8vLyNMpMTExgYmKi8z7j4uLg7OxcqNzZ2RlxcXHF2kdubi4+/fRTDBs2DNbW1iV6/xKPUAYGBuLq1atIS0vDzJkz1eU//fQTVq1aVdLdERERERER6Y1SUBrsIyQkRL1wztNHSEiI1uP46quvIBKJXvi4cOECAEAkEhXaXhAEreXPy8/PxxtvvAGlUok//vijxO2tt5tJmpqa6mtXREREREREVc706dMxZcoUjbKiRifff/99vPHGGy/cn5eXF65cuYInT54Uei0hIeGllyTm5+dj8ODBiIyMxJEjR0o8OgnokFDa2dlpzXRFIhFMTU3h4+OD0aNHY8yYMSUOhoiIiIiIqKoqyfRWR0dHODo6vrRecHAw0tLScP78ebRo0QIAcO7cOaSlpb3wksSnyeSdO3dw9OhRODg4FO8gnlPiKa8zZsyAWCxG7969MWvWLHz11Vfo3bs3xGIx3nvvPdSrVw/vvPMOlixZolNAREREREREuhKUgsE+ykL9+vXRo0cPTJgwAWfPnsXZs2cxYcIEvPrqqxorvPr5+WHr1q0AALlcjtdffx0XLlzA2rVroVAoEBcXh7i4OMhkshK9f4lHKE+dOoVvvvkGb7/9tkb54sWLceDAAWzevBmBgYFYsGABJkyYUNLdExERERERUQmsXbsWH374Ibp16wYA6Nu3L3777TeNOhEREUhLSwMAPHr0CDt27AAABAUFadQ7evQoOnbsWOz3LnFCuX//fvzwww+Fyl955RVMnToVANCrVy98+umnJd01ERERERERlZC9vT3WrFnzwjqCUDBC6uXlpfG8NEqcUNrb22Pnzp2YPHmyRvnOnTthb28PAMjKyoKVlZVeAjQEY4d6om93N1hZGuHG7Qz8sugOIqOyi6zfPtgRIwd5oKabGYyMRHj0OAfrt0Vj/9H4coy6cunf0QIdmprBwlSM+zH5WL07HY8TFEXWr+EkwcBOlvCqYQxHWwn+3peBA2c1fyf9O1qgf0dLjbK0TAU+mpNYJsdQ2bza1gztGpnA3FSEyFg51h3IRmxi0W3u5ihB33Zm8HCVwNFGgo2HsnD4guay1z1amaKxrxSu9hLI5ALux8ix5Vg2niQry/pwDE6XJkZo4SeBmQkQHS9gW2g+4lNe3HEHeInRtZkRHKxFSEoXcOCCHNcfFLRdlyZG6NJUs9vOyBbw7dqC38OgDsZoWk+iUSfqiRJ/7CjZ9JWqok87M7QPMlWd54/l+Ht/Fh6/4Dyv4ShB3/Zm8HQ1gqOtBOsPZuHwv7kadTo0MUHHJqZwsFFdNfI4QYFdp3Jw7X5+mR5LZcH+vPz1bWeO9o1NYG4qRuRjOdbuy3zped6vg3nBeX4gE4eeO887NjFVnee2Bef5zlPZuHaP53lx2LdthtpTx8GmSQBMazjjwmvv4smOwxUdVrVRVlNLSbsSJ5Rffvkl3nnnHRw9ehQtWrSASCTC+fPnsWfPHixatAgAcPDgQXTo0EHvwVaE4a+5Y0j/Wvh2XgSiY7Ixaogn5s4OxNB3/kVOjvbOOiMjH6s3PsTDRznIlyvRprkDpn/kh5TUfJwPTynnIzB8vdqYo3uwOZZuS0dckhx921vifyPtMP3XJOTKtHcIJsYiJKQo8O+NXAztXvSXF4/i5fhpdUGbK9nBAAC6tzRFl+amWLU7E0+SlejV2hSThlhhxpJU5BWRd0iNgMRUBS7ekmHwK+Za69TzMMKxsFw8iFVAIgb6tTfDR0Os8NXSNMiq0WeQDo0kaNtQgn+O5yMxTUDnxkYY31OKOf/kFdkOHs4iDH3FGAf/SyL9vcQY9ooxFu2QITqh4LyNS1Zi6Z6CX5K2LxcjohX453jBGymqXz4PQPUFR9cWplixKwtPkhXo3cYMk4da44vFKUWf58ZAYqoSF29lY3AXC611UtKV2Hw0Gwkpqr8BwQ1N8N4gK3y9LO2FH+KrA/bn5a9HsBm6tjTFip2ZiEtW4NU25pgyzBqfL0pFXhFtLv2vzS/czMOQrpZa66RkKLH5aBbi/zvPWwea4v1B1pi9NLXan+fFIbEwR/qVCDxatQVN//nt5RsQVWIlXpRnwoQJOH78OCwsLLBlyxZs2rQJ5ubmOH78OMaNGwcAmDp1KjZs2KD3YCvCoL41sXpjFE6cSURkVDa+nXsLJiYSdOtQ+OahT4VfS8OJs0l4+Cgbj+Ny8c/OGNx7kInABjblGHnl0a2VOXaeyMLFm3mIiVdgydY0mBiL0Kph0beiiXwsx4aDmTh3LQ/yF/xdUyoFpGUq1Y+MbH4AAYBXmptib2gOwm/n43GiAit3Z0FqDLRoUPSqYw/jFNh8NAcXbsqQr9Dejgs2ZuLMVRliExV4FK/Aqt1ZcLCRwNNVb3coqhTaBBjh6CVVYvgkRcDGY/kwNgKC6kheuM3dGCWOXVYgIU3AscsK3I1Rok2AZtspBSAzp+CRlVt4X3KFZp2cvMJ1qoNXWphhz+kchEfI8DhBgRU7MyE1Blr6F32eP4hVYNORbPx7Qwa5XPt5fuVuPq7dy8eTZCWeJCux7XgO8mQCatesXue5NuzPy1+XFmbYfToHYf+d58t3ZkBqLHrJeS5/6Xl++Y4MV585z7cey+Z5XgIJ+0/g9sx5iNt2sKJDISpzOvUKbdq0QZs2bfQdi8Gp4WIKR3sTjVHFfLmAS9dSEeBnje37You1n6aBtvCoaY6FKyPLKtRKy8lOAlsrCa7dKxgukCuAWw9k8HE3xrGLOaXav4u9EeZOdYRcDtyPycemw5nqUYXqytFGDBtLMW48KBjBkiuA29Fy1KlphJOX9Jd9mJmobjGUlVN9PvjZW4lgbS7CnUcFw4IKJRAZq4Snixjnb2k//zxdxDh1Va5RdudR4YTS0VqEz4aZQK4UEB0vYP+/ciRnaLZvbTcxvnjTBDkyAZGxSuz/V6418azKHG3FsLUU43rkc+d5lOo8PxGun/NcJAKa1ZdCaizCvRj5yzeowtiflz/1eX5fs80jovLhU8sIJ8L18z48z6my0de1gVQ8OiWUSqUSd+/eRXx8PJRKzblU7du310tghsDeTgoASE7VnBuVkiqDi3PR37YCgIW5BFtXBkNqLIJCCfyy8A4uXOJ01+fZWKoGydOzNM+j9CwlHGyKHs0pjnuP8rFkaxrikhSwthSjb3sLfDHODp/9nlStEpznWRfR5hlZSthbl67NnzfoFXPcic6vVtOjLM1U/2Y8d45l5Aiwsyp8D99nt9O2jdUzs4uj4pXYeEyJhDQBVmYidG5shHf6SjF3Ux6y/8uPIqIVuHJfgdRMAfZWInRtZoQJvaX4dausWk19tbF4Ud9S4sk5hdR0kuDTUTYwNgLyZAL+2JzxwmuQqwP25+Wv4DzXbIP0LAEO1vo5z6ePti04zzelV/vznIgKK3FCefbsWQwbNgwPHz4slP2LRCIoFC/vaPLy8pCXp/ntsFIhg1giLWk4etW1gzP+91499fNps6+qfnj+b5VIVLjsOdk5Coz56ALMTCVo1sgO74+rg8dxOQi/lqbfoCuZ4IamGNWn4BqZuWtTARS+Dqzoj93Fd/XuM18ExAN3o2X46SNHtA0yw/4zRS+qVNW0aCDF8B4F14L99k8GAO3X3r30xC6BoV3NUdNZgp/WpOttn4YoqI4YA9oZq5+v3Pffeff8OS0qqs2LJoLmNrefGfV8kiLgYbwM04aYoEk9CU5dVfW9V+5r1nmUIMMnQ03g5yHWWOCnqmnpL8WbPQuuBft143/nnZY218cX13FJCsxelgpzExGa+JlgbB9L/LSmen3YZn9e/lr6m2BEr4LzfMGGp58pnvs8pqf3i0tSYPbSFJiZitHUV4qxfazw45q0anWeE9HLlTihfPvtt9GsWTPs3r0bbm5uEIlK3m2FhIRg1qxZGmXudUfBw3dMifelT6fOJ+HG7Qvq51Jj1bd79nZSJKUU/DGzszEuNGr5PEEAYmJVc8zuRmbB090cbw7yQPi1q2UQeeURHpGHezEFU9CM/vvS2sZSjLTMgg+7Vhaaz/VBlg9EP5HDxV6/o3CG7vJdGSKXF0xRMjJS/Z+1sRQjPavgQ4GVhbjQt9y6eqOrOQLrGmPO2gykZlTt0YMbUUpEbynoDyT/nV5W5iKNEUdLUxEyXzDjLzMHsDLT7E8tzV68Tb5ctUiPo3XR/XBGDpCaKcDRRl8fMQ3TpTsy3H+cqn5uLFEdr7WlGGnPnOfWFuJCI2i6UCiBhBTVfh7GZcPLTYJXmptizd6sUu+7smB/Xv4u3ZEhcmnBbCejp+e5hRhpmc/25yK9nefxKUoASjyMlcOrhhG6NDfFX9XoPKfK6fkZlFS2Sjwf4s6dO/juu+9Qv3592NrawsbGRuNRHNOnT0daWprGo5bP8BIHr285OQrExOaqH5FR2UhMzkPzIDt1HSMjEYICbHHtVslGXUQoSFCrs1yZgPhkhfrxOEGB1AwF/OsUjE5LJICflxR3o/W7LKiRBKjhZIRUPX+wMXR5MiAhVal+xCYqkJapRH2vglE1iRio526kl2tj3uhqjqB6Usxdl4GktKrf1rJ8ICldUD/iUwSkZwvwqVnw/10iBrzdxHj4pOj2ePhEqbENANSt9eJtJGLA2Vb8wsVJzE0AGwtRlV/AJE+mSvCePh4nKpCaqUQD7+fOcw/9nOfPE4lEMK5euQ378wqQJxMQn6JUP56e5/7ez7S5GPD1MMbdR2VwnqMgiSUieqrEI5QtW7bE3bt34ePjo/ObmpiYwMREc/Wxip7uWpR/dsRgxCAPPHqcjejHORg52AN5eQocOF5wT8kvJvsiIUmGxatVi+68+bo7bt3NxOPYHBgZixDc1AE9OrtgzsI7FXUYBu3A2Wz0aWeBJ0kKPEmW49V2FsjLF3D2asEqIhMGWCMlXYlNhzMBqD6k1HQyUv9sZyWGh6uR+gMOAAzpZolLEXlISlPA2kKMvu0tYWYiwulLpVsYoio4/G8uegabIj5FgfhkJXoGm0KWD5y/UTAVffSrFkjNUK1gCag+pLg5qj4xG4lFsLUSo5azBHkyAQmpqg91Q7uZo0UDKf7YnIlcmQBrC9UHj5w8AfnVaB2H09fk6BRkhKR0AYlpAjoFGSFfDly6VzCCMLijMdKyVIvqPN3mrT5SdGgkwY0HSjTwEsOnphiLnrl/ZK+WRrj5UIHULMDSFOjc2AgmUuDiHdV+pUZAl6ZGuBapQEY2YGclQvfmRsjOBa5V4emuRTl8Pge9WpshPlmJJykK9GptBlk+cO56wXk+to8lUjJUK1gCqvO8xtPzXCKCnZUY7s4S5OYL6hHJAR3McO1+PpLTlTCVitC8gRS+HkaYt559C/vz8nfofA56tTHDkxSF6vY4rc0gyxcKneepGUpsefY8d3p6ngO2VmK4u0jUCSsADOhojmv3ZOrzvIW/CXw9jTFvfdW+jEFfJBbmsPDxUD83964F60Z+kCWnITe6eIs6ElUWJU4oP/jgA0ydOhVxcXFo2LAhjI2NNV4PDAzUW3CGYO3maJhIxZjyTl1YWRrjxu10TJ5xReMelC5Opnj2dlhmphJMfccHzg4myJMp8fBRNmb/fAtHTiVUwBEYvj2nsyE1FmFkbytYmIlx71E+5vyVonHPMgcbicZ1OXZWYsx+20H9vGcbC/RsY4FbD2T4fqVqOpC9tQRvv24DK3MxMrKUuPcoH18vTa4Wo2Yvs/9cLoyNRRjWzUJ9w/f5GzI07s1nby3WaHNbKzG+HFswC6FbSzN0a2mGiKh8/PK36rrMjk1Ui1V9PNxa4/1W7lbdTqS6OH5ZAWOJCP3aGMNMCkQnCFi2V6ZxD0pbC5FG+0bFC1h3JB/dmhmha1MjJKcL+PtwvsY9KG0sRBjaWQpzU9XtQqLjlfhjuwypqs/lUAqAq70ITepKYSoFMrKB+7FK/H1YVq3uA/rUvrP/nec9LGBhKsL9x3LMXZ+u5TwvaGNbKzFmjLdVP+/eygzdW5kh4mE+5qxVfZC2thBjbB9L2FiKkZMn4FG8HPPWZ+Dmg2rYyM9hf17+9p3JgdRIhOE9LFXneYwcv6xL17gH5fNtbmslxszxBbOvegSbo0ewOSIe5uOnNarrMq0txBjX1+q58zwdNyJ5nheHTdMABB/+S/28wZzPAADRq7fgyrjpFRVWtSHwPrXlSiSUcF1dsbjwtE2RSARBEIq9KI82bfsc12k70p1PU7+KDqHaMTE1fnkl0is7B/OXVyK9Skrg9VXlLV9WjaYAGAij6jbH2QAM+Krq37LO0PTOj6joEHTy6oQbFR1CkXYtaVDRIehdiUcoIyN5L0UiIiIiIiLSIaH09PQsiziIiIiIiIhKTRA4Hb48FSuh3LFjB3r27AljY2Ps2LHjhXX79u2rl8CIiIiIiIjIsBUroezfvz/i4uLg7OyM/v37F1mvNNdQEhERERERUeVSrITy2ZuD8kahRERERERkqLjKa/kqvGQrERERERERUTGUeFEeADh8+DAOHz6M+Pj4QiOWy5cv10tgREREREREZNhKnFDOmjULs2fPRrNmzeDm5gaRSFQWcREREREREZUYp7yWrxInlIsWLcLKlSsxYsSIsoiHiIiIiIiIKokSX0Mpk8nQunXrsoiFiIiIiIiIKpESJ5Tjx4/H33//XRaxEBERERERlYpSUBrsoyoq1pTXKVOmqH9WKpX4888/cejQIQQGBsLY2Fij7i+//KLfCImIiIiIiMggFSuhDA8P13geFBQEALh27ZpGORfoISIiIiIiqj6KlVAePXq0rOMgIiIiIiIqNa7yWr5KfA3l89LT07Ft2zbcunVLH/EQERERERFRJVHihHLw4MH47bffAAA5OTlo1qwZBg8ejIYNG2Lz5s16D5CIiIiIiIgMU4kTyhMnTqBdu3YAgK1bt0IQBKSmpmLBggX45ptv9B4gERERERFRcQlKpcE+qqISJ5RpaWmwt7cHAOzbtw+vvfYazM3N0bt3b9y5c0fvARIREREREZFhKnFC6e7ujjNnziArKwv79u1Dt27dAAApKSkwNTXVe4BERERERERkmIq1yuuzJk2ahOHDh8PS0hKenp7o2LEjANVU2IYNG+o7PiIiIiIiomLjKq/lq8QJ5bvvvosWLVogOjoaXbt2hVisGuSsXbs2r6EkIiIiIiKqRkqcUAJAs2bN0KxZM42y3r176yUgIiIiIiIiqhyKlVBOmTIFX3/9NSwsLDBlypQX1v3ll1/0EhgREREREVFJCULVXE3VUBUroQwPD0d+fr7656KIRCL9REVEREREREQGr1gJ5dGjR7X+TERERERERNWXTtdQEhERERERGSIlV3ktVyVOKLOysvD999/j8OHDiI+Ph1KpOUf5/v37eguOiIiIiIiIDFeJE8rx48fj+PHjGDFiBNzc3HjdJBERERERUTVV4oRy79692L17N9q0aVMW8RAREREREelMUHKV1/IkLukGdnZ2sLe3L4tYiIiIiIiIqBIpcUL59ddfY8aMGcjOzi6LeIiIiIiIiKiSKPGU159//hn37t2Di4sLvLy8YGxsrPF6WFiY3oIjIiIiIiIqCYGrvJarEieU/fv3L4MwiIiIiIiIqLIpUUIpl8sBAGPHjoW7u3uZBERERERERESVQ4muoTQyMsKcOXOgUCjKKh4iIiIiIiKdCYLSYB9VUYkX5XnllVdw7NixMgiFiIiIiIiIKpMSX0PZs2dPTJ8+HdeuXUPTpk1hYWGh8Xrfvn31FhwREREREREZrhInlO+88w4A4Jdffin0mkgk4nRYIiIiIiKqMFzltXyVOKFUKqvm3F8iIiIiIiIqmRJfQ0lEREREREQE6DBCOXv27Be+PmPGDJ2DISIiIiIiKg2BMyrLVYkTyq1bt2o8z8/PR2RkJIyMjFCnTh0mlERERERERNVEiRPK8PDwQmXp6ekYPXo0BgwYoJegiIiIiIiIyPCJBEHQyzJI165dw6uvvooHDx7oY3eVQl5eHkJCQjB9+nSYmJhUdDjVAtu8/LHNyx/bvPyxzcsf27z8sc3LH9ucqgO9JZSnTp1Cnz59kJKSoo/dVQrp6emwsbFBWloarK2tKzqcaoFtXv7Y5uWPbV7+2Oblj21e/tjm5Y9tTtVBiae8LliwQOO5IAiIjY3FX3/9hR49eugtMCIiIiIiIjJsxUoor1y5goCAAIjFYsydO1fjNbFYDCcnJ4waNQrTp08vkyCJiIiIiIjINVoMzAAAG6tJREFU8BQroWzcuDFiY2Ph7OwMAPj333/h6OhYpoERERERERGRYRMXp5KtrS0iIyMBAFFRUdDTZZeVnomJCWbOnMmLrMsR27z8sc3LH9u8/LHNyx/bvPyxzcsf25yqg2ItyjNx4kSsXr0abm5uiIqKQq1atSCRSLTWvX//vt6DJCIiIiIiIsNTrCmvf/75JwYOHIi7d+/iww8/xIQJE2BlZVXWsREREREREZEBK/FtQ8aMGYMFCxYwoSQiIiIiIqrm9HYfSiIiIiIiIqpeirUoD2l68OABRCIRLl26VNGhUDXQsWNHTJo0Sa/7XLlyJWxtbfW6Typ7Xl5emDdvXkWHUSbK4jyvrgz9b9Tz57FIJMK2bdteuM3o0aPRv39/vcbx1VdfISgoSK/7NFQvO1ZD+ZsgCAImTpwIe3v7Mj+HS9LnFKducc5joqqqWNdQkiZ3d3fExsby1ilE9EKjR49Gamqq3j5k/Pvvv7CwsNDLvshweHl5YdKkSXpLqCvb36jY2FjY2dkBUCXD3t7eCA8P10iA5s+fr/cV5j/++GN88MEHet1nZTVkyBD06tWrosPAvn37sHLlShw7dgy1a9cu03N4y5YtMDY21tv+nj2Py8PKlSsxadIkpKamlmi7Y8eOoVOnTkhJSTGILxGoamBCWUIymQxSqRSurq4VHUq1k5+fr9fOn4rGtjYsT/sdJyenig6FKgGJRPLCv1GCIEChUMDIyDA+AhTn76mNjY3e39fS0hKWlpZ6368hefq7fhkzMzOYmZmVQ0Qvdu/ePbi5uaF169Y676O4f7/s7e11fg9t+LmQqrNqP+W1Y8eOeP/99/H+++/D1tYWDg4O+OKLL9TfhHp5eeGbb77B6NGjYWNjgwkTJmidTnT9+nX07t0b1tbWsLKyQrt27XDv3j316ytWrED9+vVhamoKPz8//PHHH+V9qAZn3759aNu2rbrdX331VXWbPW3jjRs3omPHjjA1NcWaNWsAvLwtP/nkE9SrVw/m5uaoXbs2vvzyS+Tn55f78emTXC4v8hyVyWSYNm0aatasCQsLC7Rs2RLHjh3T2H7lypXw8PCAubk5BgwYgKSkJI3Xn06HWr58OWrXrg0TExMIgoCoqCj069cPlpaWsLa2xuDBg/HkyRONbRcuXIg6depAKpXC19cXf/31l8brIpEIixcvxquvvgpzc3PUr18fZ86cwd27d9GxY0dYWFggODhY4//L5cuX0alTJ1hZWcHa2hpNmzbFhQsX9Nii+rVp0yY0bNgQZmZmcHBwQJcuXfC///0Pq1atwvbt2yESiSASidS/l6tXr6Jz587q+hMnTkRmZqZ6f0+n94WEhKBGjRqoV68egMJTBdPS0jBx4kQ4OzvD2toanTt3xuXLl9WvV7Z2fNF5vmbNGjRr1gxWVlZwdXXFsGHDEB8fr942JSUFw4cPh5OTE8zMzFC3bl2sWLFC/XpMTAyGDBkCOzs7ODg4oF+/fnjw4IH69adt/t1338HFxQW2traYNWsW5HI5/ve//8He3h61atXC8uXLNWIu7n7nzJkDNzc3ODg44L333lP3SR07dsTDhw8xefJk9XlSHMXpP5/+jTp27BhEIhH279+PZs2awcTEBCdPnoRSqfx/e2ceVcWRtvHnssmuwCCCwYvIblhcYgQUEiGjmBAIo9GREYwRTxy3qAPGBBU1mSgoCsYcFRmIG2QMOGMIIhE0EJFVGAEvl13UkEGYKIJIwPt+f3hufzRc4LIlIdbvHM6hq6uq6336rfd2dVdXY9++fTAzM8OYMWMwadIkfPLJJ9wx5PXT3mwDgIaGBnh6ekJNTQ2TJ0/GmTNnetjSdarg5MmTAQDTpk2DQCDAK6+8wjuWlPb2dmzYsAHjx4+Hqqoq5syZg7y8PG6/1Oa0tDTMnDkT6urqcHJyglgs5vJ0nwYqjz319fV4/fXXOXvOnj07rFPR+7sm6a8f9Hauu1NTUwMzMzOsWbMGEomkx5RXqTanTp2CiYkJxo4di6VLl+LRo0dcnkePHsHX1xcaGhowNDTEwYMHhzR1fcWKFVi/fj3q6uogEAhgYmIiU1sHBweEhIRw2wKBAEePHoWXlxc0NDTw8ccfy9X+7m39/PPPYW5uDlVVVRgYGGDRokW840okEgQFBUFXVxcTJkzgtUHaDqkfS/tgYmIiXn31Vairq8Pe3h7Xr1/nlYmKioKxsTH32xweHs47D73F8KtXr+Kdd97Bw4cPubghbU9fPlJbW4tXX30VAKCjowOBQIAVK1YAkP1KRXetQ0JCMGnSJIwZMwZGRkbYsGEDGAwAAD3nuLq6kqamJm3cuJHKysro9OnTpK6uTsePHyciIqFQSNra2hQWFkYVFRVUUVFBNTU1BIAKCwuJiOju3bukq6tLPj4+lJeXR2KxmP7xj39QWVkZEREdP36cDA0NKSEhgaqrqykhIYF0dXUpNjb21zL7N8FXX31FCQkJVF5eToWFheTp6Um2trb09OlTTmMTExNOt3v37sml5Z49e+jatWtUU1NDFy5cIAMDA9q3b9+vaOnQ6M9Hly1bRk5OTpSRkUGVlZUUFhZGY8aMofLyciIiys7OJoFAQJ9++imJxWKKiIigcePG0dixY7lj7Ny5kzQ0NGj+/Pl048YN+s9//kMSiYSmTZtGc+bMofz8fMrOzqbp06eTq6srVy4xMZGUlZXpyJEjJBaL6cCBA6SoqEjp6elcHgA0ceJE+vLLL0ksFpO3tzeZmJjQvHnzKCUlhW7dukWzZ8+mBQsWcGWmTp1Kf/nLX0gkElF5eTn985//pKKiopEVepD88MMPpKSkROHh4VRTU0M3b96kI0eO0KNHj+jtt9+mBQsWUH19PdXX11N7ezu1traSkZER+fj4UHFxMaWlpdHkyZPJ39+fq9Pf3580NTVp+fLlVFJSQsXFxUT0LB4dPHiQiIgkEgk5OzuTp6cn5eXlUXl5OW3ZsoX09PSoqamJiEaXjv35eXR0NCUnJ1NVVRVdv36dZs+eTR4eHlz5tWvXkoODA+Xl5VFNTQ19++23dOHCBSIiam1tJXNzc1q5ciXdvHmTbt26RcuWLSNLS0tqb28nomeaa2lp0dq1a6msrIyio6MJAM2fP58++eQTKi8vpz179pCysjLV1dUNqF5tbW167733SCQS0ddff82zq6mpiV544QXavXs35yfyIE/8lP5GXblyhQCQnZ0dpaamUmVlJTU2NlJQUBDp6OhQbGwsVVZWUmZmJkVFRXG2yeOnfdlGROTh4UEvvvgiZWVlUX5+Pjk5OZGamhrnx0TPYsT58+eJiCg3N5cA0OXLl6m+vp7zZX9/f/Ly8uLKbNiwgYyMjCg5OZlKS0vJ39+fdHR0uPxSm19++WW6evUqlZaW0ty5c8nJyYmrY+fOnWRvbz8ge9zd3cnBwYGys7OpoKCAXF1de9gzFIbaD3o7111tLS4uJkNDQ/rggw+4cjExMT1+EzQ1Nbnzn5GRQRMmTKAPP/yQy7Nq1SoSCoV0+fJlKi4uprfeeou0tLRo48aNg7L9wYMHtHv3bnrhhReovr6eGhoaeDFPir29Pe3cuZPbBkDjx4+n6OhoqqqqotraWrna7+rqyrU1Ly+PFBUV6ezZs1RbW0s3btygiIgIXl5tbW0KCQmh8vJy+uKLL0ggEFBqaiqvHVI/lvZBKysrSkpKIrFYTIsWLSKhUEgdHR1ERPT999+TgoIChYWFkVgspiNHjpCuri7vPPQWw9vb2+nQoUOkra3NxY1Hjx4RUd8+0tnZSQkJCQSAxGIx1dfX04MHD4iI+tX63LlzpK2tTcnJyXT79m3Kycnh9Q3G8w0bULq6krW1NUkkEi5t69atZG1tTUTPOpi3tzevTPcf623bttHkyZPp559/lnkMY2NjOnv2LC9tz5495OjoOIyWjH4aGhoIABUXF3MaHzp0iJdnMFqGhobSjBkzRqTNvwR9+WhlZSUJBAK6d+8er4ybmxtt27aNiIj+/Oc/8wZrRERLlizpcfGgrKxMDQ0NXFpqaiopKipyF89ERKWlpQSAcnNziYjIycmJAgICeHUvXryYFi5cyG0DoODgYG77+vXrBICio6O5tLi4OFJVVeW2tbS0Rs0Nl4KCAgJAtbW1PfZ1vwgmenaDSUdHh1paWri0b775hhQUFOjHH3/kyhkYGHCDEildf/DT0tJIW1ubnjx5wsszZcoUOnbsGBGNLh37i8XdkQ48pBdRnp6e9M4778jMGx0dTZaWlry629vbSU1NjS5dukREzzQXCoX09OlTLo+lpSXNnTuX2+7s7CQNDQ2Ki4sbcL2dnZ1cnsWLF9OSJUu4bVkXcgNFVvzsPqD817/+xeVvbm6mMWPGcAPI7sjrp33ZJhaLCQBlZ2dz+0UiEQHodUDZve1SuvallpYWUlZWpjNnznD7f/75ZzIyMqLQ0FCezZcvX+a1HwC1tbURkewBZV/2SNuel5fH7a+oqOhhz1AYaj+Qda6J/t/WrKws0tXVpbCwMN5+WQNKdXV1am5u5tICAwPp5ZdfJqJn/qOsrEznzp3j9j948IDU1dUHPaAkIjp48CAJhUJuW94B5fvvv8/L01/7ifgDyoSEBNLW1ubl74qrqyvNmTOHl/bSSy/R1q1bee3o7scnTpzg9kt/P0UiERE9+x1+/fXXeXX6+vryzkNfMbz7OeuN3nzkp59+4uXrT+sDBw6QhYVFr9e6jOeb537KKwDMnj2bN83I0dERFRUV3HsHM2fO7LN8UVER5s6dK3PO/v3793Hnzh28++673Psampqa+Pjjj3lT/J5HqqqqsGzZMpiamkJbW5ub6lRXV8fl6aq9vFp+9dVXmDNnDiZMmABNTU1s376dV+dopDcfzc/PBxHBwsKCp8l3333HaSISieDo6Mirr/s2AAiFQt47eiKRCMbGxjA2NubSbGxsMG7cOIhEIi6Ps7Mzrx5nZ2duvxQ7OzvufwMDAwCAra0tL+3Jkydobm4GAGzevBmrVq2Cu7s79u7d+5vuK/b29nBzc4OtrS0WL16MqKgo/PTTT73mF4lEsLe35y2u4+zsDIlEwpuOZ2trCxUVlV7rKSgoQEtLC/T09HjnvqamhtNrNOkI9B2LCwsL4eXlBaFQCC0tLW4qpLRvr1mzBvHx8XBwcEBQUBCysrK4egoKClBZWQktLS1OJ11dXTx58oSnydSpU6Gg8P8/iwYGBjw/VVRUhJ6eHjd9bCD1KioqctuGhoa8aYqDQZ742Z2u8VQkEqG9vR1ubm4y88rrp33ZJhKJoKSkxDuulZXVkBcCqaqqQkdHBy/2KCsrY9asWX3GHkNDQwDoU/u+7BGLxVBSUsL06dO5/WZmZsO+EMtQ+oEUWdctdXV1cHd3R3BwMP72t7/12w4TExPeN8e7alFdXY2Ojg7MmjWL2z927FhYWloOyNbhQpa9fbW/O6+99hqEQiFMTU2xfPlynDlzBo8fP+bl6epL/dUnq0x3/xOLxTz9APTYHkwMl9dHBsrixYvR1tYGU1NTBAQE4Pz58+js7BxSnYzfD2xAKQf9rarY14vsEokEwLN58kVFRdxfSUkJsrOzh7Wdow1PT080NTUhKioKOTk5yMnJAfDsnUApXbWXR8vs7GwsXboUHh4eSEpKQmFhIT766CNenb83FBUVUVBQwNNEJBIhIiICAOReGbG7nxORzPe5uqd3zyOrXNebLdJ9stKk5zgkJIR7Lzk9PR02NjY4f/68XHb80igqKuLbb7/FxYsXYWNjg8OHD8PS0hI1NTUy8/emK8DXsr+4I5FIYGhoyDvvRUVFEIvFCAwMBDC6dOyLJ0+e4I9//CM0NTVx+vRp5OXlcXZI+7aHhwdu376N999/Hz/88APc3Ny4i2aJRIIZM2b00Kq8vBzLli3jjtP9pqBAIJCZJvXTodQrrWOwyBM/u9PVp/pbgEVeP+3LNmnskfe9UHnprV55Y09f2stjT2/tGWnk6QdSZMUPfX19zJo1C/Hx8dzNu74YzLkdbi0UFBR61ClrTQRZ9g6k32lpaeHGjRuIi4uDoaEhduzYAXt7e94KqoPpx335nyx/7W7rQGN4a2ur3D7Snf60NjY2hlgsxpEjR6Cmpoa//vWvcHFxGfVrVDCGBzagBHoM7LKzs2Fubs67S9kXdnZ2yMzMlNmpDAwMMHHiRFRXV8PMzIz3J72j/DzS1NQEkUiE4OBguLm5wdraus+nOoB8Wl67dg1CoRAfffQRZs6cCXNzc9y+ffuXMGlE6c1Hp02bhqdPn6KhoaGHJtIV52xsbGSW7w8bGxvU1dXhzp07XNqtW7fw8OFDWFtbAwCsra3x/fff88plZWVx+4eChYUFNm3ahNTUVPj4+PAWWPmtIRAI4OzsjF27dqGwsBAqKio4f/48VFRUeqywaGNjg6KiIrS2tnJp165dg4KCArf4jjxMnz4dP/74I5SUlHqc+65L7Y8mHXvz87KyMjQ2NmLv3r2YO3curKysZD4Z0NfXx4oVK3D69GkcOnQIx48fB/BMq4qKCowfP76HVkNZPXS46pXlJ30xmPjZHXNzc6ipqSEtLU3m/uHwU2tra3R2dvIWghKLxX1+5kD6VL4vPczMzKCiosKLPR0dHcjPzx+W2NMbVlZW6OzsRGFhIZdWWVk54M829MdQ+0FvqKmpISkpCaqqqpg/fz5vgZqBMmXKFCgrKyM3N5dLa25uRkVFxaDrlIW+vj7q6+t5x+jtZt1QUVJSgru7O0JDQ3Hz5k3U1tYiPT19RI4FPPOnrvoBkLloWm8xXFbckMdHeutj8mitpqaGN998E5GRkbh69SquX7+O4uLiAVrO+D3CBpQA7ty5g82bN0MsFiMuLg6HDx/Gxo0b5S6/bt06NDc3Y+nSpcjPz0dFRQVOnTrFTQsKCQnBp59+ioiICJSXl6O4uBgxMTEIDw8fKZN+80hXRDx+/DgqKyuRnp6OzZs391uuPy3NzMxQV1eH+Ph4VFVVITIyclQ+kelObz5qYWEBX19f+Pn5ITExETU1NcjLy8O+ffuQnJwMANiwYQNSUlIQGhqK8vJyfPbZZ0hJSen3mO7u7rCzs4Ovry9u3LiB3Nxc+Pn5wdXVlZteFBgYiNjYWBw9ehQVFRUIDw9HYmKiXNOpeqOtrQ3r1q3D1atXcfv2bVy7dg15eXkjeqE4FHJycvD3v/8d+fn5qKurQ2JiIu7fvw9ra2uYmJjg5s2bEIvFaGxsREdHB3x9faGqqgp/f3+UlJTgypUrWL9+PZYvX85NB5YHd3d3ODo6wtvbG5cuXUJtbS2ysrIQHByM/Pz8Uacj0LufT5o0CSoqKjh8+DCqq6tx4cIF7Nmzh1d2x44d+Pe//43KykqUlpYiKSmJs9XX1xd/+MMf4OXlhczMTNTU1OC7777Dxo0bcffu3UG3d7jqNTExQUZGBu7du4fGxsZ+8w82fnZFVVUVW7duRVBQEE6ePImqqipkZ2cjOjqas22ofmppaYkFCxYgICAAOTk5KCgowKpVq/p8Ojp+/HioqakhJSUF//3vf/Hw4cMeeTQ0NLBmzRoEBgYiJSUFt27dQkBAAB4/fox33313QDoMBCsrK7i7u2P16tXIzc1FYWEhVq9eDTU1tWF9CjuUftAfGhoa+Oabb6CkpAQPDw/eqr0DQUtLC/7+/ggMDMSVK1dQWlqKlStXQkFBYVi1mDdvHk6dOoXMzEyUlJTA399f7pv9AyEpKQmRkZEoKirC7du3cfLkSUgkkhGdwrt+/XokJycjPDwcFRUVOHbsGC5evMjp118MNzExQUtLC9LS0tDY2IjHjx/L5SNCoRACgQBJSUm4f/8+5wP9aR0bG4vo6GiUlJSguroap06dgpqaGoRC4YhpxBg9sAElAD8/P7S1tWHWrFlYu3Yt1q9fj9WrV8tdXk9PD+np6WhpaYGrqytmzJiBqKgobqrDqlWrcOLECcTGxsLW1haurq6IjY19rp9QKigoID4+HgUFBXjxxRexadMmhIWF9VuuPy29vLywadMmrFu3Dg4ODsjKysL27dtH2pwRpy8fjYmJgZ+fH7Zs2QJLS0u8+eabyMnJ4d59nD17Nk6cOIHDhw/DwcEBqampCA4O7veY0iXQdXR04OLiAnd3d5iamuLLL7/k8nh7eyMiIgJhYWGYOnUqjh07hpiYGO6djcGgqKiIpqYm+Pn5wcLCAm+//TY8PDywa9euQdc5kmhrayMjIwMLFy6EhYUFgoODceDAAXh4eCAgIACWlpaYOXMm9PX1ce3aNairq+PSpUv43//+h5deegmLFi2Cm5sbPvvsswEdVyAQIDk5GS4uLli5ciUsLCywdOlS1NbWwsDAYNTpCPTu5/r6+oiNjcW5c+dgY2ODvXv3Yv/+/byyKioq2LZtG+zs7ODi4gJFRUXEx8cDANTV1ZGRkYFJkybBx8cH1tbWWLlyJdra2qCtrT3o9g5Xvbt370ZtbS2mTJki17dGBxs/u7N9+3Zs2bIFO3bsgLW1NZYsWcI9zRguP42JiYGxsTFcXV3h4+PDfeamN5SUlBAZGYljx47ByMgIXl5eMvPt3bsXf/rTn7B8+XJMnz4dlZWVuHTp0oh/WP7kyZMwMDCAi4sL3nrrLQQEBEBLSwuqqqrDdoyh9AN50NTUxMWLF0FEWLhwIe8p9EAIDw+Ho6Mj3njjDbi7u8PZ2Zn7pNdwsW3bNri4uOCNN97AwoUL4e3tjSlTpgxb/VLGjRuHxMREzJs3D9bW1jh69Cji4uIwderUYT+WFGdnZxw9ehTh4eGwt7dHSkoKNm3axOnXXwx3cnLCe++9hyVLlkBfXx+hoaFy+cjEiROxa9cufPDBBzAwMMC6desA9K/1uHHjEBUVBWdnZ9jZ2SEtLQ1ff/019PT0RkwjxuhBQL/U5P/fKK+88gocHByG7RtSDAaDwWAwng/u3r0LY2NjXL58udcFjgbCaL4maW1txcSJE3HgwIERfVL8eyYgIABlZWUyvx3KYPyWUfq1G8BgMBgMBoMxGpDORrK1tUV9fT2CgoJgYmICFxeXX7tpvziFhYUoKyvDrFmz8PDhQ+zevRsAen2qzOjJ/v378dprr0FDQwMXL17EF198gc8///zXbhaDMWDYgJLBYDAYDAZDDjo6OvDhhx+iuroaWlpacHJywpkzZ2R+Nux5YP/+/RCLxVBRUcGMGTOQmZnJWxSM0Te5ubkIDQ3Fo0ePYGpqisjISKxaterXbhaDMWCe+ymvDAaDwWAwGAwGg8EYHGxRHgaDwWAwGAwGg8FgDAo2oGQwGAwGg8FgMBgMxqBgA0oGg8FgMBgMBoPBYAwKNqBkMBgMBoPBYDAYDMagYANKBoPBYDAYDAaDwWAMCjagZDAYDAaDwWAwGAzGoGADSgaDwWAwGAwGg8FgDAo2oGQwGAwGg8FgMBgMxqBgA0oGg8FgMBgMBoPBYAyK/wPwyCUpETHqHAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Remove blank white features  \n",
    "data=data.drop(['bathrooms','mainroad','guestroom','hotwaterheating','prefarea'], axis=1)\n",
    "plt.figure(figsize=(12, 10)) \n",
    "sns.heatmap(data.select_dtypes(include='number').corr(), annot=True, cmap='coolwarm') \n",
    "plt.title('Correlation Heatmap') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "18333637-30b6-4f64-b533-94fae08fa311",
   "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='price', y='area', data=data)\n",
    "plt.title('Price vs. Size') \n",
    "plt.xlabel('price') \n",
    "plt.ylabel('size') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "b62182f0-a9a8-4204-bb6c-b29f912319ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cp_counts = data['bedrooms'].value_counts()\n",
    "# Create a pie chart\n",
    "labels = [f\"{int(b)} bedroom{'s' if b != 1 else ''}\" for b in cp_counts.index]\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.pie(cp_counts ,labels=labels)\n",
    "plt.title('Distribution of bedrooms') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "93fb58f1-6f0c-4abb-8701-f52cca6732b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pdu3a2rBhg3bv3q127dqpV69emjFjhurWrXvFIF+VvzWApxBuAQ9p166dFi5cqNGjRysxMVGjRo3STTfdJIfDod27d+v1119XQkKCevfurebNm+uRRx7R/PnzVatWLaWkpDjvQBAbG6vHHnvMOe7gwYM1aNAgjR49Wvfff78OHz6sOXPmqF69em7X2rJlS73//vtauHChEhMTVatWLedRoktVpVZP69Wrl95//32NHj1aDzzwgI4ePapnn31W0dHR+vbbb90a86WXXlJISIhGjx6t/Px8Pf7441dd59ChQzVv3jwNGjRIzz33nJo2bap169Zpw4YNki4Ea08ZPHiwpkyZoqlTpyopKUnffPONFixYoLCwMI89xsV8fHzUrVs3jR8/XiUlJZo9e7by8vJcvgjhz3/+s+68807dddddGjVqlOLj43XmzBl99913+uijj67qbg+e1rJlS0nS7NmzlZKSIh8fnyqHVE/M9/Tp085zcwsKCnTw4EGtWLFC27dvV//+/V2e3549e2ru3LkaOHCgHnnkEZ08eVIvvvhiubccbNmypVasWKF33nlHTZo0kb+/v1q2bFnp36WpU6fq2LFj6tKlixo2bKjTp0/rz3/+s6xWq5KSkiRJqamp+uc//6m7775bjz32mFq1aqWSkhIdOXJEGzdu1IQJE9S2bVtnPdu2bdNHH32k6OhohYSEqHnz5pV+rgG3ePmCNsB09uzZYwwdOtRo1KiR4efnZwQFBRm33nqrMXXqVCMnJ8fZr7i42Jg9e7bx61//2rBarUZERIQxaNAg4+jRoy7jlZSUGHPmzDGaNGli+Pv7G23atDG2bNlS4d0S3nvvPZftS696v/iK/Z9//tl44IEHjNq1axsWi6XCq8erWqs7d0u4Ut9Zs2YZ8fHxhs1mM1q0aGH87W9/c257MUnGmDFjymx/8d0SLvbCCy8YkoypU6cahlHx3RKCgoIqrP1iR44cMfr162cEBwcbISEhxv3332+sXbvWkGR88MEHl51j6R0ALr36vLya7Ha78cQTTxixsbFGQECAkZSUZOzZs6fCuyVcOmZFz/ulcy193mbPnm1MmzbNaNiwoeHn52fceuutxoYNG8rMISsryxg+fLjRoEEDw2q1GvXq1TPat29vPPfcc2Xmc+k+ejmq4G4JlXmuymO3242HHnrIqFevnnPfz8rKcj5WeftQeXcsqcx8KxIXF2dIMiQZFovFCA4ONpo3b24MHjy43OfWMAzjjTfeMJo3b27YbDajSZMmxsyZM41Fixa51G8YhnHo0CEjOTnZCAkJMSS53BWlMr9Lq1evNlJSUowGDRoYfn5+Rv369Y0ePXoY27dvd6knPz/fePrpp43mzZsbfn5+RlhYmNGyZUvjscceM7Kzs5399uzZY3To0MEIDAw0JFXqTg7A1bIYxnX+jksA+IWYMWOGnn76aR05csSte/4CAKqO0xIAwAMWLFggSbrhhhvkcDi0ZcsW/eUvf9GgQYMItgBwHRFuAcADAgMDNW/ePB06dEh2u12NGjXSk08+6fxKYgDA9cFpCQAAADANvsQBAAAApkG4BQAAgGkQbgEAAGAaXFAmqaSkRD/++KNCQkJq9NdCAgAAmJVhGDpz5oxiYmIu++U4hFtJP/74o2JjY71dBgAAAK7g6NGjl73FIuFWUkhIiKQLT1ZoaKiXqwEAAMCl8vLyFBsb68xtFSHcSs5TEUJDQwm3AAAA1diVTiHlgjIAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApuHVcLtw4UK1atXK+bW37dq107p165zrDcNQWlqaYmJiFBAQoI4dO2rfvn0uY9jtdo0bN04REREKCgpSnz59dOzYses9FQAAAFQDXg23DRs21KxZs/TFF1/oiy++UOfOndW3b19ngJ0zZ47mzp2rBQsWKDMzU1FRUerWrZvOnDnjHCM1NVUrV67UihUrtGPHDuXn56tXr14qLi721rQAAADgJRbDMAxvF3Gx8PBwvfDCCxo+fLhiYmKUmpqqJ598UtKFo7SRkZGaPXu2Ro4cqdzcXNWrV09Lly7VgAEDJEk//vijYmNjtXbtWnXv3r1Sj5mXl6ewsDDl5uYqNDT0ms0NAAAA7qlsXvO9jjVdVnFxsd577z0VFBSoXbt2ysrKUnZ2tpKTk519bDabkpKSlJGRoZEjR2rXrl1yOBwufWJiYpSQkKCMjIwKw63dbpfdbncu5+XlSZIcDoccDsc1miEAAADcVdmM5vVw+/XXX6tdu3Y6d+6cgoODtXLlSt14443KyMiQJEVGRrr0j4yM1OHDhyVJ2dnZ8vPzU506dcr0yc7OrvAxZ86cqWnTppVp37hxowIDA692SgAAAPCws2fPVqqf18Nt8+bNtWfPHp0+fVr//Oc/NXToUKWnpzvXWywWl/6GYZRpu9SV+kyaNEnjx493Lufl5Sk2NlbJycnV8rSEhLQN3i6hxtmbVrlTUgAAQM1Q+kn7lXg93Pr5+alp06aSpDZt2igzM1N//vOfnefZZmdnKzo62tk/JyfHeTQ3KipKRUVFOnXqlMvR25ycHLVv377Cx7TZbLLZbGXarVarrFarR+blSfbiy4d5lFUdX0cAAOC+yr63V7v73BqGIbvdrsaNGysqKkqbNm1yrisqKlJ6erozuCYmJspqtbr0OX78uPbu3XvZcAsAAABz8uqR28mTJyslJUWxsbE6c+aMVqxYoW3btmn9+vWyWCxKTU3VjBkz1KxZMzVr1kwzZsxQYGCgBg4cKEkKCwvTiBEjNGHCBNWtW1fh4eGaOHGiWrZsqa5du3pzagAAAPACr4bbn376SYMHD9bx48cVFhamVq1aaf369erWrZsk6YknnlBhYaFGjx6tU6dOqW3bttq4caNCQkKcY8ybN0++vr7q37+/CgsL1aVLFy1ZskQ+Pj7emhYAAAC8pNrd59Ybqvt9buP/tMbbJdQ4h2b19HYJAADAgyqb16rdObcAAACAuwi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA2vhtuZM2fqtttuU0hIiOrXr697771XBw8edOkzbNgwWSwWl5877rjDpY/dbte4ceMUERGhoKAg9enTR8eOHbueUwEAAEA14NVwm56erjFjxuizzz7Tpk2bdP78eSUnJ6ugoMCl3z333KPjx487f9auXeuyPjU1VStXrtSKFSu0Y8cO5efnq1evXiouLr6e0wEAAICX+XrzwdevX++yvHjxYtWvX1+7du3S3Xff7Wy32WyKiooqd4zc3FwtWrRIS5cuVdeuXSVJy5YtU2xsrDZv3qzu3btfuwkAAACgWvFquL1Ubm6uJCk8PNylfdu2bapfv75q166tpKQkPf/886pfv74kadeuXXI4HEpOTnb2j4mJUUJCgjIyMsoNt3a7XXa73bmcl5cnSXI4HHI4HB6f19Wy+RjeLqHGqY6vIwAAcF9l39urTbg1DEPjx4/XnXfeqYSEBGd7SkqKHnzwQcXFxSkrK0tTpkxR586dtWvXLtlsNmVnZ8vPz0916tRxGS8yMlLZ2dnlPtbMmTM1bdq0Mu0bN25UYGCgZyfmAXNu93YFNc+lp64AAICa7ezZs5XqV23C7dixY/XVV19px44dLu0DBgxw/jshIUFt2rRRXFyc1qxZo379+lU4nmEYslgs5a6bNGmSxo8f71zOy8tTbGyskpOTFRoaepUz8byEtA3eLqHG2ZvG6SgAAJhJ6SftV1Itwu24ceP04Ycf6pNPPlHDhg0v2zc6OlpxcXH69ttvJUlRUVEqKirSqVOnXI7e5uTkqH379uWOYbPZZLPZyrRbrVZZrdarmMm1YS8uP6SjYtXxdQQAAO6r7Hu7V++WYBiGxo4dq/fff19btmxR48aNr7jNyZMndfToUUVHR0uSEhMTZbVatWnTJmef48ePa+/evRWGWwAAAJiTV4/cjhkzRsuXL9cHH3ygkJAQ5zmyYWFhCggIUH5+vtLS0nT//fcrOjpahw4d0uTJkxUREaH77rvP2XfEiBGaMGGC6tatq/DwcE2cOFEtW7Z03j0BAAAAvwxeDbcLFy6UJHXs2NGlffHixRo2bJh8fHz09ddf66233tLp06cVHR2tTp066Z133lFISIiz/7x58+Tr66v+/fursLBQXbp00ZIlS+Tj43M9pwMAAAAvsxiG8Yu/z1ReXp7CwsKUm5tbLS8oi//TGm+XUOMcmtXT2yUAAAAPqmxe8+o5twAAAIAnEW4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmIZXw+3MmTN12223KSQkRPXr19e9996rgwcPuvQxDENpaWmKiYlRQECAOnbsqH379rn0sdvtGjdunCIiIhQUFKQ+ffro2LFj13MqAAAAqAa8Gm7T09M1ZswYffbZZ9q0aZPOnz+v5ORkFRQUOPvMmTNHc+fO1YIFC5SZmamoqCh169ZNZ86ccfZJTU3VypUrtWLFCu3YsUP5+fnq1auXiouLvTEtAAAAeInFMAzD20WU+t///qf69esrPT1dd999twzDUExMjFJTU/Xkk09KunCUNjIyUrNnz9bIkSOVm5urevXqaenSpRowYIAk6ccff1RsbKzWrl2r7t27X/Fx8/LyFBYWptzcXIWGhl7TOboj/k9rvF1CjXNoVk9vlwAAADyosnnN9zrWdEW5ubmSpPDwcElSVlaWsrOzlZyc7Oxjs9mUlJSkjIwMjRw5Urt27ZLD4XDpExMTo4SEBGVkZJQbbu12u+x2u3M5Ly9PkuRwOORwOK7J3K6Gzafa/P+jxqiOryMAAHBfZd/bq024NQxD48eP15133qmEhARJUnZ2tiQpMjLSpW9kZKQOHz7s7OPn56c6deqU6VO6/aVmzpypadOmlWnfuHGjAgMDr3ounjbndm9XUPOsXbvW2yUAAAAPOnv2bKX6VZtwO3bsWH311VfasWNHmXUWi8Vl2TCMMm2XulyfSZMmafz48c7lvLw8xcbGKjk5uVqelpCQtsHbJdQ4e9OufDoKAACoOUo/ab+SahFux40bpw8//FCffPKJGjZs6GyPioqSdOHobHR0tLM9JyfHeTQ3KipKRUVFOnXqlMvR25ycHLVv377cx7PZbLLZbGXarVarrFarR+bkSfbiywd5lFUdX0cAAOC+yr63e/VuCYZhaOzYsXr//fe1ZcsWNW7c2GV948aNFRUVpU2bNjnbioqKlJ6e7gyuiYmJslqtLn2OHz+uvXv3VhhuAQAAYE5ePXI7ZswYLV++XB988IFCQkKc58iGhYUpICBAFotFqampmjFjhpo1a6ZmzZppxowZCgwM1MCBA519R4wYoQkTJqhu3boKDw/XxIkT1bJlS3Xt2tWb0wMAAMB15tVwu3DhQklSx44dXdoXL16sYcOGSZKeeOIJFRYWavTo0Tp16pTatm2rjRs3KiQkxNl/3rx58vX1Vf/+/VVYWKguXbpoyZIl8vHxuV5TAQAAQDVQre5z6y3c59Z8uM8tAADmUtm85tVzbgEAAABPItwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA23wm2TJk108uTJMu2nT59WkyZNrrooAAAAwB1uhdtDhw6puLi4TLvdbtcPP/xw1UUBAAAA7vCtSucPP/zQ+e8NGzYoLCzMuVxcXKyPP/5Y8fHxHisOAAAAqIoqhdt7771XkmSxWDR06FCXdVarVfHx8XrppZc8VhwAAABQFVUKtyUlJZKkxo0bKzMzUxEREdekKAAAAMAdVQq3pbKysjxdBwAAAHDV3Aq3kvTxxx/r448/Vk5OjvOIbqk33njjqgsDAAAAqsqtcDtt2jRNnz5dbdq0UXR0tCwWi6frAgAAAKrMrXD72muvacmSJRo8eLCn6wEAAADc5tZ9bouKitS+fXtP1wIAAABcFbfC7UMPPaTly5d7uhYAAADgqrh1WsK5c+f0+uuva/PmzWrVqpWsVqvL+rlz53qkOAAAAKAq3Aq3X331lW655RZJ0t69e13WcXEZAAAAvMWtcLt161ZP1wEAAABcNbfOuQUAAACqI7eO3Hbq1Omypx9s2bLF7YIAAAAAd7kVbkvPty3lcDi0Z88e7d27V0OHDvVEXQAAAECVuRVu582bV257Wlqa8vPzr6ogAAAAwF0ePed20KBBeuONNzw5JAAAAFBpHg23O3fulL+/vyeHBAAAACrNrdMS+vXr57JsGIaOHz+uL774QlOmTPFIYQAAAEBVuRVuw8LCXJZr1aql5s2ba/r06UpOTvZIYQAAAEBVuRVuFy9e7Ok6AAAAgKt2Vefc7tq1S8uWLdP//d//affu3VXe/pNPPlHv3r0VExMji8WiVatWuawfNmyYLBaLy88dd9zh0sdut2vcuHGKiIhQUFCQ+vTpo2PHjl3NtAAAAFBDuRVuc3Jy1LlzZ91222169NFHNXbsWCUmJqpLly763//+V+lxCgoKdPPNN2vBggUV9rnnnnt0/Phx58/atWtd1qempmrlypVasWKFduzYofz8fPXq1UvFxcXuTA0AAAA1mFunJYwbN055eXnat2+fWrRoIUn65ptvNHToUD366KN6++23KzVOSkqKUlJSLtvHZrMpKiqq3HW5ublatGiRli5dqq5du0qSli1bptjYWG3evFndu3evwqwAAABQ07kVbtevX6/Nmzc7g60k3XjjjXrllVc8fkHZtm3bVL9+fdWuXVtJSUl6/vnnVb9+fUkXTotwOBwujxkTE6OEhARlZGRUGG7tdrvsdrtzOS8vT9KFb1pzOBwerd8TbD6Gt0uocarj6wgAANxX2fd2t8JtSUmJrFZrmXar1aqSkhJ3hixXSkqKHnzwQcXFxSkrK0tTpkxR586dtWvXLtlsNmVnZ8vPz0916tRx2S4yMlLZ2dkVjjtz5kxNmzatTPvGjRsVGBjosfo9Zc7t3q6g5rn09BUAAFCznT17tlL93Aq3nTt31h//+Ee9/fbbiomJkST98MMPeuyxx9SlSxd3hizXgAEDnP9OSEhQmzZtFBcXpzVr1pS51+7FDMOQxWKpcP2kSZM0fvx453JeXp5iY2OVnJys0NBQzxTvQQlpG7xdQo2zN41TUgAAMJPST9qvxK1wu2DBAvXt21fx8fGKjY2VxWLRkSNH1LJlSy1btsydISslOjpacXFx+vbbbyVJUVFRKioq0qlTp1yO3ubk5Kh9+/YVjmOz2WSz2cq0W63Wco9Ie5u9uOKgjvJVx9cRAAC4r7Lv7W6F29jYWH355ZfatGmTDhw4IMMwdOONNzov6rpWTp48qaNHjyo6OlqSlJiYKKvVqk2bNql///6SpOPHj2vv3r2aM2fONa0FAAAA1U+Vwu2WLVs0duxYffbZZwoNDVW3bt3UrVs3SRfuXHDTTTfptdde01133VWp8fLz8/Xdd985l7OysrRnzx6Fh4crPDxcaWlpuv/++xUdHa1Dhw5p8uTJioiI0H333SfpwjeljRgxQhMmTFDdunUVHh6uiRMnqmXLltc8aAMAAKD6qVK4ffnll/Xwww+Xe15qWFiYRo4cqblz51Y63H7xxRfq1KmTc7n0PNihQ4dq4cKF+vrrr/XWW2/p9OnTio6OVqdOnfTOO+8oJCTEuc28efPk6+ur/v37q7CwUF26dNGSJUvk4+NTlakBAADABCyGYVT6PlNxcXFav369yy3ALnbgwAElJyfryJEjHivwesjLy1NYWJhyc3Or5QVl8X9a4+0SapxDs3p6uwQAAOBBlc1rVfqGsp9++umyJ/P6+vpW6RvKAAAAAE+qUrht0KCBvv766wrXf/XVV86LvQAAAIDrrUrhtkePHpo6darOnTtXZl1hYaGeeeYZ9erVy2PFAQAAAFVRpQvKnn76ab3//vv69a9/rbFjx6p58+ayWCzav3+/XnnlFRUXF+upp566VrUCAAAAl1WlcBsZGamMjAyNGjVKkyZNUum1aBaLRd27d9err76qyMjIa1IoAAAAcCVV/hKHuLg4rV27VqdOndJ3330nwzDUrFkzl28IAwAAALzBrW8ok6Q6derotttu82QtAAAAwFWp0gVlAAAAQHVGuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGr7eLgBA9RH/pzXeLqHGOTSrp7dLAABchCO3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA3CLQAAAEyDcAsAAADTINwCAADANAi3AAAAMA1fbxcAAPjlif/TGm+XUOMcmtXT2yUANQJHbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAaXg23n3zyiXr37q2YmBhZLBatWrXKZb1hGEpLS1NMTIwCAgLUsWNH7du3z6WP3W7XuHHjFBERoaCgIPXp00fHjh27jrMAAABAdeHVcFtQUKCbb75ZCxYsKHf9nDlzNHfuXC1YsECZmZmKiopSt27ddObMGWef1NRUrVy5UitWrNCOHTuUn5+vXr16qbi4+HpNAwAAANWEV+9zm5KSopSUlHLXGYahl19+WU899ZT69esnSXrzzTcVGRmp5cuXa+TIkcrNzdWiRYu0dOlSde3aVZK0bNkyxcbGavPmzerevft1mwsAAAC8r9p+iUNWVpays7OVnJzsbLPZbEpKSlJGRoZGjhypXbt2yeFwuPSJiYlRQkKCMjIyKgy3drtddrvduZyXlydJcjgccjgc12hG7rP5GN4uocapjq9jTcC+VnXsa+5hX6s69jX80lX2d6Dahtvs7GxJUmRkpEt7ZGSkDh8+7Ozj5+enOnXqlOlTun15Zs6cqWnTppVp37hxowIDA6+2dI+bc7u3K6h51q5d6+0SaiT2tapjX3MP+1rVsa/hl+7s2bOV6ldtw20pi8XismwYRpm2S12pz6RJkzR+/Hjncl5enmJjY5WcnKzQ0NCrK/gaSEjb4O0Sapy9aZyS4g72tapjX3MP+1rVsa/hl670k/YrqbbhNioqStKFo7PR0dHO9pycHOfR3KioKBUVFenUqVMuR29zcnLUvn37Cse22Wyy2Wxl2q1Wq6xWq6em4DH24suHeZRVHV/HmoB9rerY19zDvlZ17Gv4pavs70C1vc9t48aNFRUVpU2bNjnbioqKlJ6e7gyuiYmJslqtLn2OHz+uvXv3XjbcAgAAwJy8euQ2Pz9f3333nXM5KytLe/bsUXh4uBo1aqTU1FTNmDFDzZo1U7NmzTRjxgwFBgZq4MCBkqSwsDCNGDFCEyZMUN26dRUeHq6JEyeqZcuWzrsnAAAA4JfDq+H2iy++UKdOnZzLpefBDh06VEuWLNETTzyhwsJCjR49WqdOnVLbtm21ceNGhYSEOLeZN2+efH191b9/fxUWFqpLly5asmSJfHx8rvt8AAAA4F1eDbcdO3aUYVR8OxiLxaK0tDSlpaVV2Mff31/z58/X/Pnzr0GFAAAAqEmq7Tm3AAAAQFURbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYBuEWAAAApkG4BQAAgGkQbgEAAGAahFsAAACYRrUOt2lpabJYLC4/UVFRzvWGYSgtLU0xMTEKCAhQx44dtW/fPi9WDAAAAG+q1uFWkm666SYdP37c+fP11187182ZM0dz587VggULlJmZqaioKHXr1k1nzpzxYsUAAADwlmofbn19fRUVFeX8qVevnqQLR21ffvllPfXUU+rXr58SEhL05ptv6uzZs1q+fLmXqwYAAIA3+Hq7gCv59ttvFRMTI5vNprZt22rGjBlq0qSJsrKylJ2dreTkZGdfm82mpKQkZWRkaOTIkRWOabfbZbfbnct5eXmSJIfDIYfDce0m4yabj+HtEmqc6vg61gTsa1XHvuYe9rWqY1/DL11lfwcshmFU278w69at09mzZ/XrX/9aP/30k5577jkdOHBA+/bt08GDB9WhQwf98MMPiomJcW7zyCOP6PDhw9qwYUOF46alpWnatGll2pcvX67AwMBrMhcAAAC47+zZsxo4cKByc3MVGhpaYb9qHW4vVVBQoF/96ld64okndMcdd6hDhw768ccfFR0d7ezz8MMP6+jRo1q/fn2F45R35DY2NlYnTpy47JPlLQlpFQd1lG9vWndvl1Ajsa9VHfuae9jXqo59Db90eXl5ioiIuGK4rfanJVwsKChILVu21Lfffqt7771XkpSdne0SbnNychQZGXnZcWw2m2w2W5l2q9Uqq9Xq0Zo9wV5s8XYJNU51fB1rAva1qmNfcw/7WtWxr+GXrrK/A9X+grKL2e127d+/X9HR0WrcuLGioqK0adMm5/qioiKlp6erffv2XqwSAAAA3lKtj9xOnDhRvXv3VqNGjZSTk6PnnntOeXl5Gjp0qCwWi1JTUzVjxgw1a9ZMzZo104wZMxQYGKiBAwd6u3QAAAB4QbUOt8eOHdNvf/tbnThxQvXq1dMdd9yhzz77THFxcZKkJ554QoWFhRo9erROnTqltm3bauPGjQoJCfFy5QAAAPCGah1uV6xYcdn1FotFaWlpSktLuz4FAQAAoFqrUefcAgAAAJdDuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpEG4BAABgGr7eLgAAAOBaif/TGm+XUOMcmtXT2yVcFY7cAgAAwDQItwAAADANwi0AAABMg3ALAAAA0yDcAgAAwDQItwAAADANwi0AAABMg3ALAAAA0yDcAgAAwDQItwAAADAN04TbV199VY0bN5a/v78SExO1fft2b5cEAACA68wU4fadd95RamqqnnrqKe3evVt33XWXUlJSdOTIEW+XBgAAgOvIFOF27ty5GjFihB566CG1aNFCL7/8smJjY7Vw4UJvlwYAAIDryNfbBVytoqIi7dq1S3/6059c2pOTk5WRkVHuNna7XXa73bmcm5srSfr555/lcDiuXbFu8j1f4O0SapyTJ096u4QaiX2t6tjX3MO+VnXsa+5hX6u66rqvnTlzRpJkGMZl+9X4cHvixAkVFxcrMjLSpT0yMlLZ2dnlbjNz5kxNmzatTHvjxo2vSY24/iJe8nYF+KVgX8P1wr6G66W672tnzpxRWFhYhetrfLgtZbFYXJYNwyjTVmrSpEkaP368c7mkpEQ///yz6tatW+E2cJWXl6fY2FgdPXpUoaGh3i4HJsa+huuFfQ3XC/uaewzD0JkzZxQTE3PZfjU+3EZERMjHx6fMUdqcnJwyR3NL2Ww22Ww2l7batWtfqxJNLTQ0lF9MXBfsa7he2NdwvbCvVd3ljtiWqvEXlPn5+SkxMVGbNm1yad+0aZPat2/vpaoAAADgDTX+yK0kjR8/XoMHD1abNm3Url07vf766zpy5Ij+8Ic/eLs0AAAAXEemCLcDBgzQyZMnNX36dB0/flwJCQlau3at4uLivF2aadlsNj3zzDNlTu8API19DdcL+xquF/a1a8tiXOl+CgAAAEANUePPuQUAAABKEW4BAABgGoRbAAAAmAbhFgAAAKZBuAUAAIBpmOJWYLj2jh07poULFyojI0PZ2dmyWCyKjIxU+/bt9Yc//EGxsbHeLhEAAIAjt7iyHTt2qEWLFlq5cqVuvvlmDRkyRIMGDdLNN9+sVatW6aabbtKnn37q7TLxC3H06FENHz7c22XABAoLC7Vjxw598803ZdadO3dOb731lheqghnt379fixcv1oEDByRJBw4c0KhRozR8+HBt2bLFy9WZD/e5xRXddtttuvPOOzVv3rxy1z/22GPasWOHMjMzr3Nl+CX697//rdatW6u4uNjbpaAG+89//qPk5GQdOXJEFotFd911l95++21FR0dLkn766SfFxMSwn+GqrV+/Xn379lVwcLDOnj2rlStXasiQIbr55ptlGIbS09O1YcMGde7c2dulmgbhFlcUEBCgPXv2qHnz5uWuP3DggG699VYVFhZe58pgRh9++OFl13///feaMGECoQNX5b777tP58+e1ePFinT59WuPHj9fevXu1bds2NWrUiHALj2nfvr06d+6s5557TitWrNDo0aM1atQoPf/885Kkp556SpmZmdq4caOXKzUPwi2uqEmTJpoyZYp+//vfl7t+8eLFevbZZ/X9999f58pgRrVq1ZLFYtHl/jRZLBZCB65KZGSkNm/erJYtWzrbxowZo9WrV2vr1q0KCgoi3MIjwsLCtGvXLjVt2lQlJSWy2Wz617/+pdatW0uS9u7dq65duyo7O9vLlZoHF5ThiiZOnKg//OEP2rVrl7p166bIyEhZLBZlZ2dr06ZN+vvf/66XX37Z22XCJKKjo/XKK6/o3nvvLXf9nj17lJiYeH2LgukUFhbK19f1LfCVV15RrVq1lJSUpOXLl3upMphZrVq15O/vr9q1azvbQkJClJub672iTIhwiysaPXq06tatq3nz5umvf/2r80iGj4+PEhMT9dZbb6l///5erhJmkZiYqC+//LLCcHulo7pAZdxwww364osv1KJFC5f2+fPnyzAM9enTx0uVwWzi4+P13XffqWnTppKknTt3qlGjRs71R48edZ7rDc8g3KJSBgwYoAEDBsjhcOjEiROSpIiICFmtVi9XBrN5/PHHVVBQUOH6pk2bauvWrdexIpjRfffdp7fffluDBw8us27BggUqKSnRa6+95oXKYDajRo1yOb0lISHBZf26deu4mMzDOOcWAAAApsF9bgEAAGAahFsAAACYBuEWAAAApkG4BQCTSEtL0y233FLh+iVLlrjcgggAzIhwCwBeMGzYMFksFlksFlmtVjVp0kQTJ0687J0irtaAAQP0n//855qNDwDVAbcCAwAvueeee7R48WI5HA5t375dDz30kAoKCrRw4cIqjWMYRqW+SSsgIEABAQHulgsANQJHbgHAS2w2m6KiohQbG6uBAwfqd7/7nVatWqVly5apTZs2CgkJUVRUlAYOHKicnBzndtu2bZPFYtGGDRvUpk0b2Ww2bd++vcz4WVlZatq0qUaNGqWSkpIypyWUnsawdOlSxcfHKywsTL/5zW905swZZ58zZ87od7/7nYKCghQdHa158+apY8eOSk1NvZZPDQC4jXALANVEQECAHA6HioqK9Oyzz+rf//63Vq1apaysLA0bNqxM/yeeeEIzZ87U/v371apVK5d1e/fuVYcOHfTggw9q4cKFqlWr/D/3//3vf7Vq1SqtXr1aq1evVnp6umbNmuVcP378eH366af68MMPtWnTJm3fvl1ffvmlR+cNAJ7EaQkAUA18/vnnWr58ubp06aLhw4c725s0aaK//OUvuv3225Wfn6/g4GDnuunTp6tbt25lxtq5c6d69eqlSZMmaeLEiZd93NIjuiEhIZKkwYMH6+OPP9bzzz+vM2fO6M0333TWJUmLFy9WTEyMJ6YMANcER24BwEtWr16t4OBg+fv7q127drr77rs1f/587d69W3379lVcXJxCQkLUsWNHSdKRI0dctm/Tpk2ZMY8cOaKuXbvq6aefvmKwlS58731psJWk6Oho5ykQ33//vRwOh26//Xbn+rCwMDVv3tyd6QLAdUG4BQAv6dSpk/bs2aODBw/q3Llzev/99xUUFKTk5GQFBwdr2bJlyszM1MqVKyVJRUVFLtsHBQWVGbNevXq6/fbbtWLFCuXl5V2xBqvV6rJssVhUUlIi6cKFaqVtF+Nb2wFUZ4RbAPCSoKAgNW3aVHFxcc6QeeDAAZ04cUKzZs3SXXfdpRtuuMHlYrIrCQgI0OrVq+Xv76/u3bu7XBxWVb/61a9ktVr1+eefO9vy8vL07bffuj0mAFxrhFsAqEYaNWokPz8/zZ8/X99//70+/PBDPfvss1UaIygoSGvWrJGvr69SUlKUn5/vVi0hISEaOnSoHn/8cW3dulX79u3T8OHDVatWrTJHcwGguiDcAkA1Uq9ePS1ZskTvvfeebrzxRs2aNUsvvvhilccJDg7WunXrZBiGevTo4faXQ8ydO1ft2rVTr1691LVrV3Xo0EEtWrSQv7+/W+MBwLVmMTh5CgBQSQUFBWrQoIFeeukljRgxwtvlAEAZ3AoMAFCh3bt368CBA7r99tuVm5ur6dOnS5L69u3r5coAoHyEWwDAZb344os6ePCg/Pz8lJiYqO3btysiIsLbZQFAuTgtAQAAAKbBBWUAAAAwDcItAAAATINwCwAAANMg3AIAAMA0CLcAAAAwDcItAAAATINwCwAAANMg3AIAAMA0CLcAAAAwjf8HPYk03JCtdtQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parking_counts = df['parking'].value_counts()\n",
    "plt.figure(figsize=(8, 5)) \n",
    "parking_counts.plot(kind='bar') \n",
    "plt.title('Count of Parking number in the Dataset') \n",
    "plt.xlabel('Parking') \n",
    "plt.ylabel('Count') \n",
    "plt.grid(axis='y') \n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}