{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0647dc62-19b7-497f-a4ca-0ecc468acf48",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.metrics import (\n",
    "    accuracy_score, classification_report, confusion_matrix,\n",
    "    mean_squared_error, r2_score\n",
    ")\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n",
    "from sklearn.feature_selection import SelectKBest, f_classif, f_regression\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ec8b8456-f0e3-416e-a9a5-bbb9cfde03cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>age</th>\n",
       "      <th>bp</th>\n",
       "      <th>sg</th>\n",
       "      <th>al</th>\n",
       "      <th>su</th>\n",
       "      <th>pc</th>\n",
       "      <th>pcc</th>\n",
       "      <th>ba</th>\n",
       "      <th>bgr</th>\n",
       "      <th>bu</th>\n",
       "      <th>...</th>\n",
       "      <th>hemo</th>\n",
       "      <th>pcv</th>\n",
       "      <th>wc</th>\n",
       "      <th>htn</th>\n",
       "      <th>dm</th>\n",
       "      <th>cad</th>\n",
       "      <th>appet</th>\n",
       "      <th>pe</th>\n",
       "      <th>ane</th>\n",
       "      <th>classification</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>48.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.020</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>121.000000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15.4</td>\n",
       "      <td>32</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1.020</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>147.943503</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11.3</td>\n",
       "      <td>26</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.010</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>423.000000</td>\n",
       "      <td>53.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.6</td>\n",
       "      <td>19</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>48.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.005</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>56.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11.2</td>\n",
       "      <td>20</td>\n",
       "      <td>62</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>51.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.010</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106.000000</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11.6</td>\n",
       "      <td>23</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    age    bp     sg   al   su  pc  pcc  ba         bgr    bu  ...  hemo  pcv  \\\n",
       "0  48.0  80.0  1.020  1.0  0.0   1    0   0  121.000000  36.0  ...  15.4   32   \n",
       "1   7.0  50.0  1.020  4.0  0.0   1    0   0  147.943503  18.0  ...  11.3   26   \n",
       "2  62.0  80.0  1.010  2.0  3.0   1    0   0  423.000000  53.0  ...   9.6   19   \n",
       "3  48.0  70.0  1.005  4.0  0.0   0    1   0  117.000000  56.0  ...  11.2   20   \n",
       "4  51.0  80.0  1.010  2.0  0.0   1    0   0  106.000000  26.0  ...  11.6   23   \n",
       "\n",
       "   wc  htn  dm  cad  appet  pe  ane  classification  \n",
       "0  72    1   4    1      0   0    0               0  \n",
       "1  56    0   3    1      0   0    0               0  \n",
       "2  70    0   4    1      1   0    1               0  \n",
       "3  62    1   3    1      1   1    1               0  \n",
       "4  68    0   3    1      0   0    0               0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"kidney_disease.csv\")\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9157162b-1058-4107-9fa5-3809e8146790",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 398 entries, 0 to 397\n",
      "Data columns (total 23 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   age             398 non-null    float64\n",
      " 1   bp              398 non-null    float64\n",
      " 2   sg              398 non-null    float64\n",
      " 3   al              398 non-null    float64\n",
      " 4   su              398 non-null    float64\n",
      " 5   pc              398 non-null    int64  \n",
      " 6   pcc             398 non-null    int64  \n",
      " 7   ba              398 non-null    int64  \n",
      " 8   bgr             398 non-null    float64\n",
      " 9   bu              398 non-null    float64\n",
      " 10  sc              398 non-null    float64\n",
      " 11  sod             398 non-null    float64\n",
      " 12  pot             398 non-null    float64\n",
      " 13  hemo            398 non-null    float64\n",
      " 14  pcv             398 non-null    int64  \n",
      " 15  wc              398 non-null    int64  \n",
      " 16  htn             398 non-null    int64  \n",
      " 17  dm              398 non-null    int64  \n",
      " 18  cad             398 non-null    int64  \n",
      " 19  appet           398 non-null    int64  \n",
      " 20  pe              398 non-null    int64  \n",
      " 21  ane             398 non-null    int64  \n",
      " 22  classification  398 non-null    int64  \n",
      "dtypes: float64(11), int64(12)\n",
      "memory usage: 71.6 KB\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>bp</th>\n",
       "      <th>sg</th>\n",
       "      <th>al</th>\n",
       "      <th>su</th>\n",
       "      <th>pc</th>\n",
       "      <th>pcc</th>\n",
       "      <th>ba</th>\n",
       "      <th>bgr</th>\n",
       "      <th>bu</th>\n",
       "      <th>...</th>\n",
       "      <th>hemo</th>\n",
       "      <th>pcv</th>\n",
       "      <th>wc</th>\n",
       "      <th>htn</th>\n",
       "      <th>dm</th>\n",
       "      <th>cad</th>\n",
       "      <th>appet</th>\n",
       "      <th>pe</th>\n",
       "      <th>ane</th>\n",
       "      <th>classification</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "      <td>398.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>51.395887</td>\n",
       "      <td>76.502591</td>\n",
       "      <td>1.017429</td>\n",
       "      <td>1.014164</td>\n",
       "      <td>0.451429</td>\n",
       "      <td>0.972362</td>\n",
       "      <td>0.123116</td>\n",
       "      <td>0.075377</td>\n",
       "      <td>147.943503</td>\n",
       "      <td>57.512401</td>\n",
       "      <td>...</td>\n",
       "      <td>12.534582</td>\n",
       "      <td>29.851759</td>\n",
       "      <td>64.374372</td>\n",
       "      <td>0.374372</td>\n",
       "      <td>3.306533</td>\n",
       "      <td>1.090452</td>\n",
       "      <td>0.206030</td>\n",
       "      <td>0.195980</td>\n",
       "      <td>0.153266</td>\n",
       "      <td>0.376884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>16.972717</td>\n",
       "      <td>13.483687</td>\n",
       "      <td>0.005370</td>\n",
       "      <td>1.274561</td>\n",
       "      <td>1.031829</td>\n",
       "      <td>0.591067</td>\n",
       "      <td>0.358303</td>\n",
       "      <td>0.300036</td>\n",
       "      <td>74.936192</td>\n",
       "      <td>49.366667</td>\n",
       "      <td>...</td>\n",
       "      <td>2.719296</td>\n",
       "      <td>10.508753</td>\n",
       "      <td>28.197630</td>\n",
       "      <td>0.494857</td>\n",
       "      <td>0.590869</td>\n",
       "      <td>0.320358</td>\n",
       "      <td>0.411134</td>\n",
       "      <td>0.403741</td>\n",
       "      <td>0.367615</td>\n",
       "      <td>0.485216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>1.005000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>42.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>1.015000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>27.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.900000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>54.000000</td>\n",
       "      <td>78.251295</td>\n",
       "      <td>1.017429</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>12.534582</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>64.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>1.020000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.451429</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>60.750000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.675000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>90.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>1.025000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>490.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>17.800000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              age          bp          sg          al          su          pc  \\\n",
       "count  398.000000  398.000000  398.000000  398.000000  398.000000  398.000000   \n",
       "mean    51.395887   76.502591    1.017429    1.014164    0.451429    0.972362   \n",
       "std     16.972717   13.483687    0.005370    1.274561    1.031829    0.591067   \n",
       "min      2.000000   50.000000    1.005000    0.000000    0.000000    0.000000   \n",
       "25%     42.000000   70.000000    1.015000    0.000000    0.000000    1.000000   \n",
       "50%     54.000000   78.251295    1.017429    0.500000    0.000000    1.000000   \n",
       "75%     64.000000   80.000000    1.020000    2.000000    0.451429    1.000000   \n",
       "max     90.000000  180.000000    1.025000    5.000000    5.000000    2.000000   \n",
       "\n",
       "              pcc          ba         bgr          bu  ...        hemo  \\\n",
       "count  398.000000  398.000000  398.000000  398.000000  ...  398.000000   \n",
       "mean     0.123116    0.075377  147.943503   57.512401  ...   12.534582   \n",
       "std      0.358303    0.300036   74.936192   49.366667  ...    2.719296   \n",
       "min      0.000000    0.000000   22.000000    1.500000  ...    3.100000   \n",
       "25%      0.000000    0.000000  101.000000   27.250000  ...   10.900000   \n",
       "50%      0.000000    0.000000  125.000000   44.000000  ...   12.534582   \n",
       "75%      0.000000    0.000000  150.000000   60.750000  ...   14.675000   \n",
       "max      2.000000    2.000000  490.000000  391.000000  ...   17.800000   \n",
       "\n",
       "              pcv          wc         htn          dm         cad       appet  \\\n",
       "count  398.000000  398.000000  398.000000  398.000000  398.000000  398.000000   \n",
       "mean    29.851759   64.374372    0.374372    3.306533    1.090452    0.206030   \n",
       "std     10.508753   28.197630    0.494857    0.590869    0.320358    0.411134   \n",
       "min      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "25%     22.000000   49.000000    0.000000    3.000000    1.000000    0.000000   \n",
       "50%     30.000000   71.000000    0.000000    3.000000    1.000000    0.000000   \n",
       "75%     39.000000   92.000000    1.000000    4.000000    1.000000    0.000000   \n",
       "max     44.000000   92.000000    2.000000    5.000000    3.000000    2.000000   \n",
       "\n",
       "               pe         ane  classification  \n",
       "count  398.000000  398.000000      398.000000  \n",
       "mean     0.195980    0.153266        0.376884  \n",
       "std      0.403741    0.367615        0.485216  \n",
       "min      0.000000    0.000000        0.000000  \n",
       "25%      0.000000    0.000000        0.000000  \n",
       "50%      0.000000    0.000000        0.000000  \n",
       "75%      0.000000    0.000000        1.000000  \n",
       "max      2.000000    2.000000        1.000000  \n",
       "\n",
       "[8 rows x 23 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.info()\n",
    "df.describe(include='all')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "750f8e3c-d148-4c87-8d17-c36939f4d159",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age               0\n",
       "bp                0\n",
       "sg                0\n",
       "al                0\n",
       "su                0\n",
       "pc                0\n",
       "pcc               0\n",
       "ba                0\n",
       "bgr               0\n",
       "bu                0\n",
       "sc                0\n",
       "sod               0\n",
       "pot               0\n",
       "hemo              0\n",
       "pcv               0\n",
       "wc                0\n",
       "htn               0\n",
       "dm                0\n",
       "cad               0\n",
       "appet             0\n",
       "pe                0\n",
       "ane               0\n",
       "classification    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum().sort_values(ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "38c86765-0c2f-4b3f-ac18-ce05ddc2a82d",
   "metadata": {},
   "outputs": [],
   "source": [
    "classification_target = 'classification'  # غيّر الاسم إذا كان مختلف\n",
    "regression_target = 'age'  # غيّره حسب عمود رقمي عندك\n",
    "\n",
    "X_cls = df.drop(columns=[classification_target, regression_target], errors='ignore')\n",
    "y_cls = df[classification_target]\n",
    "\n",
    "X_reg = df.drop(columns=[classification_target, regression_target], errors='ignore')\n",
    "y_reg = df[regression_target]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "24c9fa58-a82c-418e-8176-bcbc2f8bfab5",
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical_cols = X_cls.select_dtypes(include='object').columns.tolist()\n",
    "numeric_cols = X_cls.select_dtypes(include=['int64', 'float64']).columns.tolist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8c27f013-9980-40f3-ad9a-325870c9e1ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_transformer = Pipeline(steps=[\n",
    "    ('imputer', SimpleImputer(strategy='median')),\n",
    "    ('scaler', StandardScaler())\n",
    "])\n",
    "\n",
    "categorical_transformer = Pipeline(steps=[\n",
    "    ('imputer', SimpleImputer(strategy='most_frequent')),\n",
    "    ('encoder', OneHotEncoder(handle_unknown='ignore'))\n",
    "])\n",
    "\n",
    "preprocessor = ColumnTransformer(transformers=[\n",
    "    ('num', numeric_transformer, numeric_cols),\n",
    "    ('cat', categorical_transformer, categorical_cols)\n",
    "])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3d931844-4223-4db5-a21c-e0f409d387f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 1.0\n",
      "[[52  0]\n",
      " [ 0 28]]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        52\n",
      "           1       1.00      1.00      1.00        28\n",
      "\n",
      "    accuracy                           1.00        80\n",
      "   macro avg       1.00      1.00      1.00        80\n",
      "weighted avg       1.00      1.00      1.00        80\n",
      "\n"
     ]
    }
   ],
   "source": [
    "X_train_cls, X_test_cls, y_train_cls, y_test_cls = train_test_split(X_cls, y_cls, test_size=0.2, random_state=42)\n",
    "\n",
    "clf_pipeline = Pipeline(steps=[\n",
    "    ('preprocessor', preprocessor),\n",
    "    ('classifier', RandomForestClassifier(random_state=42))\n",
    "])\n",
    "\n",
    "clf_param_grid = {\n",
    "    'classifier__n_estimators': [100, 200],\n",
    "    'classifier__max_depth': [None, 10]\n",
    "}\n",
    "\n",
    "clf_search = GridSearchCV(clf_pipeline, clf_param_grid, cv=5, scoring='accuracy')\n",
    "clf_search.fit(X_train_cls, y_train_cls)\n",
    "\n",
    "y_pred_cls = clf_search.predict(X_test_cls)\n",
    "print(\"Accuracy:\", accuracy_score(y_test_cls, y_pred_cls))\n",
    "print(confusion_matrix(y_test_cls, y_pred_cls))\n",
    "print(classification_report(y_test_cls, y_pred_cls))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0beac3a8-da30-4ed8-9b78-83de7ebe94a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 selected features (classification):\n",
      "Index(['sg', 'al', 'bgr', 'hemo', 'htn'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "X_cls_num = X_cls[numeric_cols]\n",
    "selector_cls = SelectKBest(score_func=f_classif, k=5)\n",
    "X_cls_selected = selector_cls.fit_transform(X_cls_num, y_cls)\n",
    "\n",
    "print(\"Top 5 selected features (classification):\")\n",
    "print(X_cls_num.columns[selector_cls.get_support()])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "16fbd137-76c5-4d84-b32c-08335e301273",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 228.83723880319684\n",
      "R2 Score: 0.19991705247186786\n"
     ]
    }
   ],
   "source": [
    "X_train_reg, X_test_reg, y_train_reg, y_test_reg = train_test_split(X_reg, y_reg, test_size=0.2, random_state=42)\n",
    "\n",
    "reg_pipeline = Pipeline(steps=[\n",
    "    ('preprocessor', preprocessor),\n",
    "    ('regressor', RandomForestRegressor(random_state=42))\n",
    "])\n",
    "\n",
    "reg_param_grid = {\n",
    "    'regressor__n_estimators': [100, 200],\n",
    "    'regressor__max_depth': [None, 10]\n",
    "}\n",
    "\n",
    "reg_search = GridSearchCV(reg_pipeline, reg_param_grid, cv=5, scoring='neg_mean_squared_error')\n",
    "reg_search.fit(X_train_reg, y_train_reg)\n",
    "\n",
    "y_pred_reg = reg_search.predict(X_test_reg)\n",
    "print(\"MSE:\", mean_squared_error(y_test_reg, y_pred_reg))\n",
    "print(\"R2 Score:\", r2_score(y_test_reg, y_pred_reg))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "541a13a0-b281-4eb8-b853-52b8464940ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 selected features (regression):\n",
      "Index(['su', 'bgr', 'htn', 'dm', 'cad'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "X_reg_num = X_reg[numeric_cols]\n",
    "selector_reg = SelectKBest(score_func=f_regression, k=5)\n",
    "X_reg_selected = selector_reg.fit_transform(X_reg_num, y_reg)\n",
    "\n",
    "print(\"Top 5 selected features (regression):\")\n",
    "print(X_reg_num.columns[selector_reg.get_support()])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "11682e33-f38d-4079-92fd-90a1b4b37334",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['classification'].value_counts().plot(kind='bar', title='Class Distribution')\n",
    "plt.xlabel('Class')\n",
    "plt.ylabel('Count')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1543ce31-8169-4582-8f31-b1da3104cdf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.figure(figsize=(14, 10))  \n",
    "heatmap = sns.heatmap(\n",
    "    df.corr(numeric_only=True),\n",
    "    annot=True,\n",
    "    fmt=\".2f\",                  \n",
    "    cmap='coolwarm',\n",
    "    annot_kws={\"size\": 10}      \n",
    ")\n",
    "\n",
    "\n",
    "heatmap.set_xticklabels(heatmap.get_xticklabels(), rotation=45, ha='right')\n",
    "heatmap.set_yticklabels(heatmap.get_yticklabels(), rotation=0)\n",
    "\n",
    "plt.title(\"Correlation Heatmap\", fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d6b81cf0-9bb4-4a22-9d88-4e8f0938aa7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iVLNmTfXo0cM+H2b37t2Ki4uTMUZPP/10gZznLVu2qHPnzvrXv/6lI0eOaMCAASpVqpS6desm6eacd0maNGmSVq5cqaZNm6pMmTI6d+6c/Q7HzNdcbl+bQE4IN7hrubu7a9WqVRowYIDef/99/fHHHypVqpRee+01hz8mTk5OWrRokfr27asRI0bowoULqlOnjpYuXapKlSo5bLNKlSratm2bhg8frjfffFOpqakqUqSIypcv7zABNL+98MILKlOmjEaMGKGXXnpJp06dUvHixVWzZs0sk1SvV//+/VW8eHGNHTtWc+bMkYeHh+rXr6933nlH5cuXz58DuIpChQrp66+/1iuvvKKXXnpJLi4ueuyxx/Tf//5XZcqUyfN24+Pj9cADD2jKlCmKj4+Xh4eHqlSpojfeeMPep3///qpSpYrGjBmj2bNn6/z58woMDFTt2rXVtWvXa+7jiSee0K5du/TBBx9o0qRJOnLkiJycnBQSEqLGjRurZ8+eDvu6led5ypQpmj59up577jmdP39eDRo00JgxY+zzdm7Wea9Zs6ZWrFihwYMHKyUlRV5eXqpWrZoWLVqkyMhISbl/bQI5sRnzjw+TAABYWnx8vDp06KDNmzdf89IacKdizg0AALAUwg0AALAULksBAABLYeQGAABYCuEGAABYCuEGAABYyl33OTcZGRk6evSovL29b8pHxQMAgPxnjNGpU6dUsmTJa363210Xbo4ePaqgoKCCLgMAAOTBkSNHVLp06av2uevCjbe3t6TLJyenby8GAAC3l5MnTyooKMj+d/xq7rpwk3kpysfHh3ADAMAdJjdTSphQDAAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALKVAw82aNWvUrFkzlSxZUjabTQsXLrzmOqtXr1ZYWJjc3d117733atKkSTe/UAAAcMco0HBz5swZ1ahRQx999FGu+h88eFBNmjRR3bp1tX37dr3xxhvq1auX5s2bd5MrBQAAdwqXgtx5dHS0oqOjc91/0qRJKlOmjEaPHi1Jqly5srZs2aKRI0eqZcuWN6lKAABwJ7mj5txs2LBBkZGRDm1RUVHasmWLLl68mO0658+f18mTJx0eAADAugp05OZ6paSkKCAgwKEtICBA6enpOnbsmEqUKJFlndjYWA0dOvRWlaio4Utu2b6AO83ygU0LugQAd4E7auRGkmw2m8NzY0y27Zn69++vtLQ0++PIkSM3vUYAAFBw7qiRm8DAQKWkpDi0paamysXFRf7+/tmu4+bmJjc3t1tRHgAAuA3cUSM34eHhSkhIcGhbsWKFatWqpUKFChVQVQAA4HZSoOHm9OnTSkxMVGJioqTLt3onJiYqKSlJ0uVLSm3btrX379q1qw4fPqy+fftqz549iouL05QpU/Taa68VRPkAAOA2VKCXpbZs2aIGDRrYn/ft21eS1K5dO8XHxys5OdkedCQpJCRES5cuVZ8+fTR+/HiVLFlSY8eO5TZwAABgV6Dhpn79+vYJwdmJj4/P0lavXj1t27btJlYFAADuZHfUnBsAAIBrIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLIdwAAABLKfBwM2HCBIWEhMjd3V1hYWFau3btVfvPnDlTNWrUUOHChVWiRAl16NBBx48fv0XVAgCA212Bhps5c+aod+/eGjBggLZv3666desqOjpaSUlJ2fb//vvv1bZtW3Xq1Ek//fSTvvjiC23evFmdO3e+xZUDAIDbVYGGm1GjRqlTp07q3LmzKleurNGjRysoKEgTJ07Mtv/GjRtVtmxZ9erVSyEhIXrkkUf00ksvacuWLTnu4/z58zp58qTDAwAAWFeBhZsLFy5o69atioyMdGiPjIzU+vXrs10nIiJCv/32m5YuXSpjjH7//Xd9+eWXatq0aY77iY2Nla+vr/0RFBSUr8cBAABuLwUWbo4dO6ZLly4pICDAoT0gIEApKSnZrhMREaGZM2cqJiZGrq6uCgwMVJEiRTRu3Lgc99O/f3+lpaXZH0eOHMnX4wAAALeXAp9QbLPZHJ4bY7K0Zdq9e7d69eqlQYMGaevWrVq2bJkOHjyorl275rh9Nzc3+fj4ODwAAIB1uRTUjosWLSpnZ+csozSpqalZRnMyxcbGqk6dOvr3v/8tSapevbo8PT1Vt25dvfXWWypRosRNrxsAANzeCmzkxtXVVWFhYUpISHBoT0hIUERERLbrnD17Vk5OjiU7OztLujziAwAAUKCXpfr27atPP/1UcXFx2rNnj/r06aOkpCT7Zab+/furbdu29v7NmjXT/PnzNXHiRB04cEDr1q1Tr1699OCDD6pkyZIFdRgAAOA2UmCXpSQpJiZGx48f17Bhw5ScnKxq1app6dKlCg4OliQlJyc7fOZN+/btderUKX300Ud69dVXVaRIETVs2FDvvfdeQR0CAAC4zdjMXXY95+TJk/L19VVaWtpNmVwcNXxJvm8TsIrlA3P+2AYAuJrr+ftd4HdLAQAA5CfCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsJQCDzcTJkxQSEiI3N3dFRYWprVr1161//nz5zVgwAAFBwfLzc1N5cqVU1xc3C2qFgAA3O5cCnLnc+bMUe/evTVhwgTVqVNHH3/8saKjo7V7926VKVMm23WeffZZ/f7775oyZYpCQ0OVmpqq9PT0W1w5AAC4XRVouBk1apQ6deqkzp07S5JGjx6t5cuXa+LEiYqNjc3Sf9myZVq9erUOHDggPz8/SVLZsmVvZckAAOA2V2CXpS5cuKCtW7cqMjLSoT0yMlLr16/Pdp1FixapVq1aGjFihEqVKqUKFSrotdde099//53jfs6fP6+TJ086PAAAgHXd0MjNhQsXdPDgQZUrV04uLte3qWPHjunSpUsKCAhwaA8ICFBKSkq26xw4cEDff/+93N3dtWDBAh07dkzdunXTiRMncpx3Exsbq6FDh15XbQAA4M6Vp5Gbs2fPqlOnTipcuLCqVq2qpKQkSVKvXr307rvvXte2bDabw3NjTJa2TBkZGbLZbJo5c6YefPBBNWnSRKNGjVJ8fHyOozf9+/dXWlqa/XHkyJHrqg8AANxZ8hRu+vfvrx07dui7776Tu7u7vf2xxx7TnDlzcrWNokWLytnZOcsoTWpqapbRnEwlSpRQqVKl5Ovra2+rXLmyjDH67bffsl3Hzc1NPj4+Dg8AAGBdeQo3Cxcu1EcffaRHHnnEYZSlSpUq2r9/f6624erqqrCwMCUkJDi0JyQkKCIiItt16tSpo6NHj+r06dP2tr1798rJyUmlS5fOw5EAAACryVO4+eOPP1S8ePEs7WfOnMnxklJ2+vbtq08//VRxcXHas2eP+vTpo6SkJHXt2lXS5RGitm3b2vu3bt1a/v7+6tChg3bv3q01a9bo3//+tzp27CgPD4+8HAoAALCYPIWb2rVra8mSJfbnmYFm8uTJCg8Pz/V2YmJiNHr0aA0bNkw1a9bUmjVrtHTpUgUHB0uSkpOT7fN5JMnLy0sJCQn666+/VKtWLT3//PNq1qyZxo4dm5fDAAAAFpSnu6ViY2PVuHFj7d69W+np6RozZox++uknbdiwQatXr76ubXXr1k3dunXLdll8fHyWtkqVKmW5lAUAAJApTyM3ERERWr9+vc6ePaty5cppxYoVCggI0IYNGxQWFpbfNQIAAOTadY/cXLx4US+++KIGDhyoadOm3YyaAAAA8uy6R24KFSqkBQsW3IxaAAAAblieLks9/fTTWrhwYT6XAgAAcOPyNKE4NDRUw4cP1/r16xUWFiZPT0+H5b169cqX4gAAAK5XnsLNp59+qiJFimjr1q3aunWrwzKbzUa4AQAABSZP4ebgwYP5XQcAAEC+yNOcm38yxsgYkx+1AAAA3LA8h5vPPvtM9913nzw8POTh4aHq1atr+vTp+VkbAADAdcvTZalRo0Zp4MCB6tGjh+rUqSNjjNatW6euXbvq2LFj6tOnT37XCQAAkCt5Cjfjxo3TxIkTHb7U8sknn1TVqlU1ZMgQwg0AACgweboslZycrIiIiCztERERSk5OvuGiAAAA8ipP4SY0NFRz587N0j5nzhyVL1/+hosCAADIqzxdlho6dKhiYmK0Zs0a1alTRzabTd9//72+/fbbbEMPAADArZKnkZuWLVtq06ZNKlq0qBYuXKj58+eraNGi+uGHH/T000/nd40AAAC5lqeRG0kKCwvTjBkz8rMWAACAG5ankZulS5dq+fLlWdqXL1+ub7755oaLAgAAyKs8hZt+/frp0qVLWdqNMerXr98NFwUAAJBXeQo3v/76q6pUqZKlvVKlStq3b98NFwUAAJBXeQo3vr6+OnDgQJb2ffv2ydPT84aLAgAAyKs8hZvmzZurd+/e2r9/v71t3759evXVV9W8efN8Kw4AAOB65SncvP/++/L09FSlSpUUEhKikJAQVapUSf7+/ho5cmR+1wgAAJBreboV3NfXV+vXr1dCQoJ27NghDw8P1ahRQ3Xr1s3v+gAAAK7LdY3cbNq0yX6rt81mU2RkpIoXL66RI0eqZcuWevHFF3X+/PmbUigAAEBuXFe4GTJkiHbu3Gl/vmvXLnXp0kWPP/64+vXrp6+//lqxsbH5XiQAAEBuXVe4SUxMVKNGjezPP//8cz344IOaPHmy+vbtq7Fjx/LdUgAAoEBdV7j5888/FRAQYH++evVqNW7c2P68du3aOnLkSP5VBwAAcJ2uK9wEBATo4MGDkqQLFy5o27ZtCg8Pty8/deqUChUqlL8VAgAAXIfrCjeNGzdWv379tHbtWvXv31+FCxd2uENq586dKleuXL4XCQAAkFvXdSv4W2+9pRYtWqhevXry8vLStGnT5Orqal8eFxenyMjIfC8SAAAgt64r3BQrVkxr165VWlqavLy85Ozs7LD8iy++kJeXV74WCAAAcD3y/CF+2fHz87uhYgAAAG5Unr5+AQAA4HZFuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZS4OFmwoQJCgkJkbu7u8LCwrR27dpcrbdu3Tq5uLioZs2aN7dAAABwRynQcDNnzhz17t1bAwYM0Pbt21W3bl1FR0crKSnpquulpaWpbdu2atSo0S2qFAAA3CkKNNyMGjVKnTp1UufOnVW5cmWNHj1aQUFBmjhx4lXXe+mll9S6dWuFh4ffokoBAMCdosDCzYULF7R161ZFRkY6tEdGRmr9+vU5rjd16lTt379fgwcPztV+zp8/r5MnTzo8AACAdRVYuDl27JguXbqkgIAAh/aAgAClpKRku86vv/6qfv36aebMmXJxccnVfmJjY+Xr62t/BAUF3XDtAADg9lXgE4ptNpvDc2NMljZJunTpklq3bq2hQ4eqQoUKud5+//79lZaWZn8cOXLkhmsGAAC3r9wNf9wERYsWlbOzc5ZRmtTU1CyjOZJ06tQpbdmyRdu3b1ePHj0kSRkZGTLGyMXFRStWrFDDhg2zrOfm5iY3N7ebcxAAAOC2U2AjN66urgoLC1NCQoJDe0JCgiIiIrL09/Hx0a5du5SYmGh/dO3aVRUrVlRiYqIeeuihW1U6AAC4jRXYyI0k9e3bV23atFGtWrUUHh6uTz75RElJSeratauky5eU/ve//+mzzz6Tk5OTqlWr5rB+8eLF5e7unqUdAADcvQo03MTExOj48eMaNmyYkpOTVa1aNS1dulTBwcGSpOTk5Gt+5g0AAMA/2YwxpqCLuJVOnjwpX19fpaWlycfHJ9+3HzV8Sb5vE7CK5QObFnQJAO5Q1/P3u8DvlgIAAMhPhBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGAphBsAAGApBR5uJkyYoJCQELm7uyssLExr167Nse/8+fP1+OOPq1ixYvLx8VF4eLiWL19+C6sFAAC3uwINN3PmzFHv3r01YMAAbd++XXXr1lV0dLSSkpKy7b9mzRo9/vjjWrp0qbZu3aoGDRqoWbNm2r59+y2uHAAA3K5sxhhTUDt/6KGH9MADD2jixIn2tsqVK+upp55SbGxsrrZRtWpVxcTEaNCgQbnqf/LkSfn6+iotLU0+Pj55qvtqooYvyfdtAlaxfGDTgi4BwB3qev5+F9jIzYULF7R161ZFRkY6tEdGRmr9+vW52kZGRoZOnTolPz+/HPucP39eJ0+edHgAAADrcimoHR87dkyXLl1SQECAQ3tAQIBSUlJytY0PPvhAZ86c0bPPPptjn9jYWA0dOvSGagUAB7NsBV0BcHtrXWAXhSTdBhOKbTbHNwljTJa27MyePVtDhgzRnDlzVLx48Rz79e/fX2lpafbHkSNHbrhmAABw+yqwkZuiRYvK2dk5yyhNampqltGcK82ZM0edOnXSF198occee+yqfd3c3OTm5nbD9QIAgDtDgY3cuLq6KiwsTAkJCQ7tCQkJioiIyHG92bNnq3379po1a5aaNmVyIgAAcFRgIzeS1LdvX7Vp00a1atVSeHi4PvnkEyUlJalr166SLl9S+t///qfPPvtM0uVg07ZtW40ZM0YPP/ywfdTHw8NDvr6+BXYcAADg9lGg4SYmJkbHjx/XsGHDlJycrGrVqmnp0qUKDg6WJCUnJzt85s3HH3+s9PR0de/eXd27d7e3t2vXTvHx8be6fAAAcBsq0M+5KQh8zg1QcCzzOTfcLQVc3U24W+qO+JwbAACAm4FwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALIVwAwAALKXAw82ECRMUEhIid3d3hYWFae3atVftv3r1aoWFhcnd3V333nuvJk2adIsqBQAAd4ICDTdz5sxR7969NWDAAG3fvl1169ZVdHS0kpKSsu1/8OBBNWnSRHXr1tX27dv1xhtvqFevXpo3b94trhwAANyuCjTcjBo1Sp06dVLnzp1VuXJljR49WkFBQZo4cWK2/SdNmqQyZcpo9OjRqly5sjp37qyOHTtq5MiRt7hyAABwu3IpqB1fuHBBW7duVb9+/RzaIyMjtX79+mzX2bBhgyIjIx3aoqKiNGXKFF28eFGFChXKss758+d1/vx5+/O0tDRJ0smTJ2/0ELKVfu7sTdkuYAU363V3y/EyB67uJrzWM98/jDHX7Ftg4ebYsWO6dOmSAgICHNoDAgKUkpKS7TopKSnZ9k9PT9exY8dUokSJLOvExsZq6NChWdqDgoJuoHoAeeH7TkFXAOCW6OJ70zZ96tQp+fpeffsFFm4y2Ww2h+fGmCxt1+qfXXum/v37q2/fvvbnGRkZOnHihPz9/a+6H9z5Tp48qaCgIB05ckQ+Pj4FXQ6Am4TX+t3BGKNTp06pZMmS1+xbYOGmaNGicnZ2zjJKk5qammV0JlNgYGC2/V1cXOTv75/tOm5ubnJzc3NoK1KkSN4Lxx3Hx8eHNzzgLsBr3fquNWKTqcAmFLu6uiosLEwJCQkO7QkJCYqIiMh2nfDw8Cz9V6xYoVq1amU73wYAANx9CvRuqb59++rTTz9VXFyc9uzZoz59+igpKUldu3aVdPmSUtu2be39u3btqsOHD6tv377as2eP4uLiNGXKFL322msFdQgAAOA2U6BzbmJiYnT8+HENGzZMycnJqlatmpYuXarg4GBJUnJyssNn3oSEhGjp0qXq06ePxo8fr5IlS2rs2LFq2bJlQR0CbmNubm4aPHhwlsuSAKyF1zquZDO5uacKAADgDlHgX78AAACQnwg3AADAUgg3AADAUgg3AADAUgg3FmKz2bRw4cKbvp/vvvtONptNf/31l71t4cKFCg0NlbOzs3r37q34+Phb8mGJ9evXV+/evW/6fgDcmW7V+yJuL4SbO0RKSop69uype++9V25ubgoKClKzZs307bff3vJaIiIilJyc7PBJkS+99JKeeeYZHTlyRMOHD1dMTIz27t2bb/vMLlBJ0vz58zV8+PB828+1REZGytnZWRs3brxl+wRutvbt28tms8lms8nFxUVlypTRyy+/rD///LOgS7thycnJio6Ovqn7iI+Pt58/m82mgIAANWvWTD/99JNDv9jYWNWuXVve3t4qXry4nnrqKf3yyy83tba7FeHmDnDo0CGFhYVp5cqVGjFihHbt2qVly5apQYMG6t69+y2vx9XVVYGBgfbv5jp9+rRSU1MVFRWlkiVLytvbWx4eHipevPhNr8XPz0/e3t43fT+SlJSUpA0bNqhHjx6aMmXKLdnn1Vy8eLGgS4CFNG7cWMnJyTp06JA+/fRTff311+rWrdtN3acxRunp6Td1H4GBgbfk8298fHyUnJyso0ePasmSJTpz5oyaNm2qCxcu2PusXr1a3bt318aNG5WQkKD09HRFRkbqzJkzN72+u47BbS86OtqUKlXKnD59OsuyP//80/5vSWbBggX256+//ropX7688fDwMCEhIebNN980Fy5csC9PTEw09evXN15eXsbb29s88MADZvPmzcYYYw4dOmSeeOIJU6RIEVO4cGFTpUoVs2TJEmOMMatWrTKSzJ9//mn/9z8fq1atMlOnTjW+vr4OtX711VcmLCzMuLm5GX9/f/P000/bl02fPt2EhYUZLy8vExAQYFq1amV+//13Y4wxBw8ezLKPdu3aGWOMqVevnnnllVfs2zlx4oRp06aNKVKkiPHw8DCNGzc2e/futS/PrGvZsmWmUqVKxtPT00RFRZmjR49e8+cwZMgQ89xzz5k9e/YYb2/vLD+PP//803Tp0sUUL17cuLm5mapVq5qvv/7avvz77783jz76qPHw8DBFihQxkZGR5sSJE8YYY4KDg82HH37osL0aNWqYwYMH259LMhMnTjTNmzc3hQsXNoMGDTLp6emmY8eOpmzZssbd3d1UqFDBjB49OkvtU6ZMMVWqVDGurq4mMDDQdO/e3RhjTIcOHUzTpk0d+l68eNEEBASYKVOmXPOcwBratWtnnnzySYe2vn37Gj8/P4e2uLg4U6lSJePm5mYqVqxoxo8f77B83bp1pkaNGsbNzc2EhYWZBQsWGElm+/btxpj//96xbNkyExYWZgoVKmRWrlxpMjIyzHvvvWdCQkKMu7u7qV69uvniiy/s2z1x4oRp3bq1KVq0qHF3dzehoaEmLi7OGGPM+fPnTffu3U1gYKBxc3MzwcHB5p133rGve+X74s6dO02DBg2Mu7u78fPzM126dDGnTp3Kci7ef/99ExgYaPz8/Ey3bt0c3juvlN373aJFi4wks3PnzhzXS01NNZLM6tWrc+yDvCnwbwXH1Z04cULLli3T22+/LU9PzyzLrzavxdvbW/Hx8SpZsqR27dqlLl26yNvbW6+//rok6fnnn9f999+viRMnytnZWYmJifbv6OrevbsuXLigNWvWyNPTU7t375aXl1eWfUREROiXX35RxYoVNW/ePEVERMjPz0+HDh1y6LdkyRK1aNFCAwYM0PTp03XhwgUtWbLEvvzChQsaPny4KlasqNTUVPXp00ft27fX0qVLFRQUpHnz5qlly5b65Zdf5OPjIw8Pj2yPuX379vr111+1aNEi+fj46D//+Y+aNGmi3bt324/t7NmzGjlypKZPny4nJye98MILeu211zRz5swcz6UxRlOnTtX48eNVqVIlVahQQXPnzlWHDh0kXf62+ejoaJ06dUozZsxQuXLltHv3bjk7O0uSEhMT1ahRI3Xs2FFjx46Vi4uLVq1apUuXLuW4z+wMHjxYsbGx+vDDD+Xs7KyMjAyVLl1ac+fOVdGiRbV+/Xq9+OKLKlGihJ599llJ0sSJE9W3b1+9++67io6OVlpamtatWydJ6ty5sx599FElJyerRIkSkqSlS5fq9OnT9vVx9zlw4ICWLVvm8J19kydP1uDBg/XRRx/p/vvv1/bt29WlSxd5enqqXbt2OnXqlJo1a6YmTZpo1qxZOnz4cI7z4V5//XWNHDlS9957r4oUKaI333xT8+fP18SJE1W+fHmtWbNGL7zwgooVK6Z69epp4MCB2r17t7755hsVLVpU+/bt099//y1JGjt2rBYtWqS5c+eqTJkyOnLkiI4cOZLtfs+ePavGjRvr4Ycf1ubNm5WamqrOnTurR48eio+Pt/dbtWqVSpQooVWrVmnfvn2KiYlRzZo11aVLl1ydv7/++kuzZs2SpKt+72FaWpqkyyPQyGcFna5wdZs2bTKSzPz586/ZV1f8D+VKI0aMMGFhYfbn3t7eJj4+Ptu+9913nxkyZEi2y/45cmPM5REL/d+ITaYr/ycTHh5unn/++WseQ6YffvjBSLL/j+rKfWb658jN3r17jSSzbt06+/Jjx44ZDw8PM3fuXHtdksy+ffvsfcaPH28CAgKuWs+KFStMsWLFzMWLF40xxnz44YemTp069uXLly83Tk5O5pdffsl2/VatWjn0v1JuR2569+591TqNMaZbt26mZcuW9uclS5Y0AwYMyLF/lSpVzHvvvWd//tRTT5n27dtfcz+wjnbt2hlnZ2fj6elp3N3d7SOko0aNsvcJCgoys2bNclhv+PDhJjw83BhjzMSJE42/v7/5+++/7csnT56c7cjNwoUL7X1Onz5t3N3dzfr16x223alTJ9OqVStjjDHNmjUzHTp0yLb2nj17moYNG5qMjIxsl//zffGTTz4x99xzj8Oo65IlS4yTk5NJSUmxn4vg4GCTnp5u7/Ovf/3LxMTEZLt9Y/7/+4qnp6cpXLiw/fw1b948x3UyMjJMs2bNzCOPPJJjH+Qdc25uc+b/vh0jc37L9fjyyy/1yCOPKDAwUF5eXho4cKDDd3X17dtXnTt31mOPPaZ3331X+/fvty/r1auX3nrrLdWpU0eDBw/Wzp07b+g4MkcucrJ9+3Y9+eSTCg4Olre3t+rXry9JDvVey549e+Ti4qKHHnrI3ubv76+KFStqz5499rbChQurXLly9uclSpRQamrqVbc9ZcoUxcTEyMXl8mBnq1attGnTJvtkwMTERJUuXVoVKlTIdv1rHX9u1apVK0vbpEmTVKtWLRUrVkxeXl6aPHmy/bylpqbq6NGjV913586dNXXqVHv/JUuWqGPHjjdcK+4sDRo0UGJiojZt2qSePXsqKipKPXv2lCT98ccfOnLkiDp16iQvLy/746233rK/b/zyyy+qXr263N3d7dt88MEHs93XP3+Pd+/erXPnzunxxx932PZnn31m3/bLL7+szz//XDVr1tTrr7+u9evX29dv3769EhMTVbFiRfXq1UsrVqzI8Rj37NmjGjVqOIyC16lTRxkZGQ4Te6tWrWofdZVy9x7h7e2txMREbd26VZMmTVK5cuU0adKkHPv36NFDO3fu1OzZs6+6XeQN4eY2V758edlsNoc/zrmxceNGPffcc4qOjtbixYu1fft2DRgwwGFy25AhQ/TTTz+padOmWrlypapUqaIFCxZIuvwH78CBA2rTpo127dqlWrVqady4cXk+jpwuI0nSmTNnFBkZKS8vL82YMUObN2+21/HPeq/F5PA1acYYh3B45TCxzWbLcV3p8qXBhQsXasKECXJxcZGLi4tKlSql9PR0xcXFXfP4crPcyckpSw3ZTRi+8tLk3Llz1adPH3Xs2FErVqxQYmKiOnToYD9v19qvJLVt21YHDhzQhg0bNGPGDJUtW1Z169a95nqwFk9PT4WGhqp69eoaO3aszp8/r6FDh0q6fNlVunxpKjEx0f748ccf7XcOXvk6y2zLaV+ZMre9ZMkSh23v3r1bX375pSQpOjrafpkrM6y/9tprkqQHHnhABw8e1PDhw/X333/r2Wef1TPPPJPtfrOrMdO13iMy68yJk5OTQkNDValSJb300ktq06aNYmJisu3bs2dPLVq0SKtWrVLp0qWvul3kDeHmNufn56eoqCiNHz8+2xn1V94anWndunUKDg7WgAEDVKtWLZUvX16HDx/O0q9ChQrq06ePVqxYoRYtWtj/By9JQUFB6tq1q+bPn69XX31VkydPzvNxVK9ePcfb1n/++WcdO3ZM7777rurWratKlSpl+V+Sq6urJF11jkqVKlWUnp6uTZs22duOHz+uvXv3qnLlynmufebMmSpdurR27Njh8OY7evRoTZs2Tenp6apevbp+++23HG9/v9rxS1KxYsWUnJxsf37y5EkdPHjwmrWtXbtWERER6tatm+6//36FhoY6jMB5e3urbNmyV923v7+/nnrqKU2dOlVTp061zyPC3W3w4MEaOXKkjh49qoCAAJUqVUoHDhxQaGiowyMkJESSVKlSJe3cuVPnz5+3b2PLli3X3E+VKlXk5uampKSkLNsOCgqy9ytWrJjat2+vGTNmaPTo0frkk0/sy3x8fBQTE6PJkydrzpw5mjdvnk6cOJHtvhITEx3eS9etWycnJ6ccR13zqk+fPtqxY4f9P2rS5XDVo0cPzZ8/XytXrrSfO+Q/ws0dYMKECbp06ZIefPBBzZs3T7/++qv27NmjsWPHKjw8PNt1QkNDlZSUpM8//1z79+/X2LFjHV5kf//9t3r06KHvvvtOhw8f1rp167R582Z7COjdu7eWL1+ugwcPatu2bVq5cuUNBYTBgwdr9uzZGjx4sPbs2aNdu3ZpxIgRkqQyZcrI1dVV48aN04EDB7Ro0aIsn10THBwsm82mxYsX648//tDp06ez7KN8+fJ68skn1aVLF33//ffasWOHXnjhBZUqVUpPPvlknmufMmWKnnnmGVWrVs3h0bFjR/31119asmSJ6tWrp0cffVQtW7ZUQkKCDh48qG+++UbLli2TJPXv31+bN29Wt27dtHPnTv3888+aOHGijh07Jklq2LChpk+frrVr1+rHH39Uu3btHIbFcxIaGqotW7Zo+fLl2rt3rwYOHKjNmzc79BkyZIg++OADjR07Vr/++qu2bduWZRSuc+fOmjZtmvbs2aN27drl+VzBOurXr6+qVavqnXfekXT59yg2NlZjxozR3r17tWvXLk2dOlWjRo2SJLVu3VoZGRl68cUXtWfPHi1fvlwjR46UdPXL6t7e3nrttdfUp08fTZs2Tfv379f27ds1fvx4TZs2TZI0aNAgffXVV9q3b59++uknLV682P5+9OGHH+rzzz/Xzz//rL179+qLL75QYGBgtjdbPP/883J3d1e7du30448/atWqVerZs6fatGmjgICA/Dx98vHxUefOnTV48GD7CFb37t01Y8YMzZo1S97e3kpJSVFKSop9cjTyUUFN9sH1OXr0qOnevbsJDg42rq6uplSpUqZ58+YOk3h1xYTif//738bf3994eXmZmJgY8+GHH9on+Z4/f94899xzJigoyLi6upqSJUuaHj162CcD9ujRw5QrV864ubmZYsWKmTZt2phjx44ZY/I2odgYY+bNm2dq1qxpXF1dTdGiRU2LFi3sy2bNmmXKli1r3NzcTHh4uP02ysyJiMYYM2zYMBMYGGhsNts1bwX39fU1Hh4eJioqKttbwf8p83bV7GzZssVIMj/88EO2y5s1a2aaNWtmjDHm+PHjpkOHDsbf39+4u7ubatWqmcWLF9v7fvfddyYiIsK4ubmZIkWKmKioKPs5TEtLM88++6zx8fExQUFBJj4+PtsJxVdOGD937pxp37698fX1NUWKFDEvv/yy6devn6lRo4ZDv0mTJpmKFSuaQoUKmRIlSpiePXs6LM/IyDDBwcGmSZMm2R4nrC27W8GNMWbmzJnG1dXVJCUl2Z9nvobvuece8+ijjzrc7LBu3TpTvXp14+rqasLCwsysWbOMJPPzzz8bY3K+MSAjI8OMGTPG/jtarFgxExUVZb9Fevjw4aZy5crGw8PD+Pn5mSeffNIcOHDAGHN5knDNmjWNp6en8fHxMY0aNTLbtm2zb/vK101ubwX/p1deecXUq1cvx/OX3fuKMcYcPnzYuLi4mDlz5thrye4xderUHLeNvLEZc5XJBgDuCmfPnlXJkiUVFxenFi1aFHQ5sIiZM2eqQ4cOSktLy9X8LyC/8Dk3wF0sIyNDKSkp+uCDD+Tr66vmzZsXdEm4g3322We69957VapUKe3YsUP/+c9/9OyzzxJscMsRboC7WFJSkkJCQlS6dGnFx8fbb3UH8iIlJUWDBg1SSkqKSpQooX/96196++23C7os3IW4LAUAACyFu6UAAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAICl/D9h8LhvN9OEhgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = ['Classification Accuracy', 'Regression R2']\n",
    "scores = [accuracy_score(y_test_cls, y_pred_cls), r2_score(y_test_reg, y_pred_reg)]\n",
    "\n",
    "plt.bar(models, scores, color=['steelblue', 'orange'])\n",
    "plt.title('Model Performance Comparison')\n",
    "plt.ylabel('Score')\n",
    "plt.ylim(0, 1.1)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b43a813f-a398-457e-aa64-89ffd9cf25c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "selected_cls = X_cls[numeric_cols].columns[selector_cls.get_support()]\n",
    "plt.bar(selected_cls, selector_cls.scores_[selector_cls.get_support()])\n",
    "plt.title(\"Top Features - Classification (SelectKBest)\")\n",
    "plt.ylabel(\"F-score\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "selected_reg = X_reg[numeric_cols].columns[selector_reg.get_support()]\n",
    "plt.bar(selected_reg, selector_reg.scores_[selector_reg.get_support()])\n",
    "plt.title(\"Top Features - Regression (SelectKBest)\")\n",
    "plt.ylabel(\"F-score\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "865f7ca8-6c20-4e17-9f5c-68b7cc4dec47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['classification'].value_counts().plot(kind='bar', color='skyblue')\n",
    "plt.title(\"Target Class Distribution\")\n",
    "plt.xlabel(\"Class\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7d9df0d1-e2e1-41a6-bab0-ceb43a1f7cab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['best_classifier_model.pkl']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df.dropna().to_csv(\"cleaned_kidney_disease.csv\", index=False)\n",
    "\n",
    "\n",
    "import joblib\n",
    "joblib.dump(clf_search.best_estimator_, 'best_classifier_model.pkl')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "287fda3d-650c-4b02-ae1a-96888f49abd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "features = X_cls[numeric_cols].columns[selector_cls.get_support()]\n",
    "scores = selector_cls.scores_[selector_cls.get_support()]\n",
    "plt.bar(features, scores)\n",
    "plt.title(\"Top Features - Classification\")\n",
    "plt.ylabel(\"F-score\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "20670e33-e41d-4437-b756-87fd239f3184",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uCIIg/PXXX8Lw4cOF8PBwQaFQCGq1Wujfv7+watWqSrf96aefhG7duglKpVJQq9XCiy++KLzxxhsCACEvL894XkxMjHD//ffXGFt2drbw7LPPCrGxsYJCoRDq1asndOrUSZgzZ45w/fp1QRAEYf369UK/fv2EiIgIwcfHR4iKihKGDx8uHDlyxHg/L730ktC5c2chNDRUUCqVQtOmTYXnn39euHr1qvGcqtX7giDOTHnjjTeE5s2bCwqFQmjQoIEwevRoIT09vdJ5ffr0EVq3bl0t/qqzKgznmvtnoa5ZHhVn0lS0fv16oWXLloKvr6/QqlUrYdOmTTXGo9Vqhbfeekto37694OvrKwQEBAgtWrQQJk6cKJw+fdqk+NasWSMAEFQqlZCfn1/pupMnTwqPPPKI0KxZM0GlUgnBwcFC165dhXXr1t3yfg2zPG7F2veQIAjCxYsXhQcffFAICAgQAgMDhQcffFDYv3//LWd5GGzYsEHo0qWLsQ07duxY6XY5OTnCf//7XyEkJESQyWSV7sPU16C0tFR44YUXhPDwcMHX11fo3r278OuvvwoxMTGc5eEhZIJgownnRC4uPj4e58+fxz///CN1KERELodDHuSRpk2bho4dOyI6Oho5OTn47LPPkJKSYlw9kIiIzMOEgjySTqfDq6++ioyMDMhkMrRq1QqffPIJRo8eLXVoREQuiUMeREREZDUubEVERERWY0JBREREVmNCQURERFZz+6JMvV6Py5cvIzAwsMblb4mIiKhmgiCgsLAQUVFRt1z0z+0TisuXL1u0hj0RERGJ0tPTb7nJnNsnFIbNa9LT081eAlar1SI5ORnx8fFQKBT2CM/psQ3YBgDbAGAbAGwDwPPaoKCgANHR0bfcjA/wgITCMMwRFBRkUULh5+eHoKAgj3jj1IRtwDYA2AYA2wBgGwCe2wamlAywKJOIiIisxoSCiIiIrMaEgoiIiKzGhIKIiIisxoSCiIiIrMaEgoiIiKzGhIKIiIisxoSCiIiIrMaEgoiIiKzGhIKIiIisxoSCiIiIrMaEgoiIiKzGhIKIiIisxoSCiIiIrMaEgoiIiKzGhIKIiIisxoSCiIiIrMaEgoiIiKzGhIKIiIisxoSCiIjIVX34IfD221JHAQDwljoAIiIissCaNcDEieLPHTsC/ftLGg57KIiIiFzN6tU3k4nnngP69ZM2HjChICIici2rVgFPPSX+PHUq8M47gEwmaUgAEwoiIiLX8f77wNNPiz9PmwYsXeoUyQTAhIKIiMg1/PknMHmy+PP06cBbbzlNMgGwKJOIiMg1dOgALFkCXL0KLF7sVMkEwISCiIjIuWm1gEIh/vzii9LGUgcOeRARETmrZcuA3r2BggKpI7klJhRERETO6J13gOefB377Dfj8c6mjuSUmFERERM5m6VJxFgcAvPwyMGGCtPGYgAkFERGRM3nrLeCFF8SfX3kFeO01pyvArAkTCiIiImexZMnNwsu5c10mmQA4y4OIiMg55OSIQx0AkJgoJhQuhAkFERGRM6hXD9i1C9i+/eaQhwthQkFERCSltDQgJkb8uVUr8Z8LYg0FERGRVObPB1q2FHsmXBwTCiIiIim89po4i0OjAQ4fljoaqzGhICIicrR5824WXS5eLG725eJYQ0FEROQogiDO4HjtNfFyxWmiLo4JBRERkSMIgtgr8frr4uU333SLngkDJhRERESOoNcDJ06IP7/99s2ltd0EEwoiIiJH8PICkpKAMWOAIUOkjsbmWJRJRERkL4IAbNki9k4AgELhlskEwISCiIjIPgQBmDULSEgAJk0SL7sxDnkQERHZmiAAM2eKhZcA0Laty2zyZSkmFERERLYkCOJU0LffFi+vWCH2ULg5JhRERES2IgjiVFDDrqErVwJPPSVtTA7ChIKIiMhWZsy4mUysWgVMnChtPA7EokwiIiJb6dFDnMmxerVHJRMAeyiIiIhsJyEBOH365nbkHoQ9FERERJYSBHGjr7S0m8c8MJkAmFAQERFZRq8HJk8WN/saMAAoKZE6IkkxoSAiIjKXIZlYuVJcX+LllwFfX6mjkpSkCUWTJk0gk8mq/Zs8eTIAQBAEJCYmIioqCiqVCn379sWxY8ekDJmIiDydXg/5lCniLA6ZDFi7Fhg3TuqoJCdpQpGamoorV64Y/6WkpAAAHnroIQDAkiVLsHTpUixfvhypqalQq9UYOHAgCgsLpQybiIg8lV6P9itXwuvDD8VkYv16YOxYqaNyCpLO8ggLC6t0efHixWjWrBn69OkDQRCwbNkyzJkzBwkJCQCA9evXIyIiAklJSZhYy3Sc0tJSlJaWGi8XFBQAALRaLbRarVnxGc4393buhG3ANgDYBgDbAGAbAICwYAGapKRAkMuh++gjCCNGAG7cHua81jJBcI7dSsrKyhAVFYVp06Zh9uzZOHv2LJo1a4bDhw+jY8eOxvOGDh2KkJAQrF+/vsb7SUxMxLx586odT0pKgp+fn93iJyIi9+eTl4eec+fidEICLvXpI3U4dldcXIyRI0ciPz8fQUFBdZ7rNOtQbN26FXl5eRh3YxwqIyMDABAREVHpvIiICKRVnJ5TxaxZszBt2jTj5YKCAkRHRyM+Pv6WjVGVVqtFSkoKBg4cCIVCYdZt3QXbgG0AsA0AtgHANgDENvghIAB3DxqE9h7QBoZeflM4TULx0UcfYdCgQYiKiqp0XFZldzZBEKodq0ipVEKpVFY7rlAoLP4FsOa27oJtwDYA2AYA2wDwsDbQ6YAJE4BevYDHHwcACN7eHtMG5jxHp5g2mpaWhh9++AFPPvmk8ZharQZws6fCICsrq1qvBRERkc3pdGIS8fHH4gZfdfSOk5MkFGvXrkV4eDjuv/9+47HY2Fio1WrjzA9ArLPYu3cvevbsKUWYRETkKXQ6cSrohg2Alxfw2WceuwKmqSQf8tDr9Vi7di3Gjh0Lb++b4chkMkydOhULFy5EXFwc4uLisHDhQvj5+WHkyJESRkxERG6tvFycCpqUBHh7Axs3Ag8+KHVUTk/yhOKHH37AhQsX8PiNsamKZsyYAY1Gg0mTJiE3NxfdunVDcnIyAgMDJYiUiIjcXnk5MGYM8PnnYjKxaZO44RfdkuQJRXx8PGqbuSqTyZCYmIjExETHBkVERJ7pf/+7mUx88QXwwANSR+QyJE8oiIiInMbDDwNHjwJdugDDhkkdjUthQkFERJ5NqxWHOlQqcTntBQukjsglOcUsDyIiIklotcDIkcDQoYBGI3U0Lo0JBREReSatFnjkEbFuYu9e4PBhqSNyaRzyICIii+kFAceyspBbUoJQX1+0Dg+HvI7VjJ1GWRkwYgSwZQvg4yP+36uX1FG5NCYURERkkf3p6Vh+4ABOZGejVKeD0ssLLcPCMKVrV/SMjpY6vNqVlYnFl1u3AkqlmEwMGiR1VC6PQx5ERGS2/enpmJ6cjMNXriBEpUKTkBCEqFT448oVTE9Oxv70dKlDrFlZGTB8+M1kYutWJhM2woSCiIjMohcELD9wADkaDW6rVw8BPj7wkssR4OODZvXqIVejwYoDB6CvZY0hSZ05A+zeLSYTX38N3Huv1BG5DQ55EBGRWU5mZ+NEdjYiAwOr7f4sk8mgDgzE8exsHMvKQltn28yxZUsgJQXIzwcGDpQ6GrfChIKIiMySV1qKUp0OKu+aP0JU3t7I1OmQW1Li4MhqUVoK/Psv0Lq1eLlrV2njcVMc8iAiIrOEKJVQenlBU15e4/Wa8nIovbwQ6uvr4MhqUFIi7sXRqxeQmip1NG6NCQUREZmlRVgYWoaFIaOwsNpeTIIgIKOwEK3CwtA6PFyiCG8oKRH34vj+e7EYs7BQ2njcHBMKIiIyi1wmw5SuXRGqUuFMTg6ul5VBp9fjelkZzuTkIFSlwuSuXaVdj6KkRNyLY8cOcUnt774D+veXLh4PwISCiIjM1jM6Gm/Fx6NjZCTyNBqcz8tDnkaDOyIj8VZ8vLTrUGg04lLaO3cCfn5iD0W/ftLF4yFYlElERBbpGR2N7o0aOddKmYZkIiUF8PcXk4nevaWLx4MwoSAiIovJZTLnmxoKiMnE9u3AXXdJHYnHYEJBRETuQ6USF6w6eRLo2FHqaDwKayiIiMi1FRUBH3wAGGacqFRMJiTAHgoiInJdRUXA4MHAnj3AlSvAq69KHZHHYkJBRESu6fp14P77gX37gMBALqUtMSYUROSy9ILgXDMMyHGuXwfuuw/46ScgKEicItq9u9RReTQmFETkkvanp2P5gQM4kZ2NUp0OSi8vtAwLw5SuXaVdA4Hsr7BQTCZ+/llMJpKTgW7dpI7K47Eok4hczv70dExPTsbhK1cQolKhSUgIQlQq/HHlCqYnJ2N/errUIZK96HRizcTPPwPBweJ6E0wmnAITCiJyKXpBwPIDB5Cj0eC2evUQ4OMDL7kcAT4+aFavHnI1Gqw4cAD6KntMkJvw8gLGjgVCQ8VkgjuHOg0mFETkUo5lZeFEdjYiAwMhq1IvIZPJoA4MxPHsbBzLypIoQrK7xx8XtyPv0kXqSKgCJhRE5FJyS0pQqtNB5V1zCZjK2xulOh1yS0ocHBnZTX4+8NhjQMUksV496eKhGrEok4hcSqivL5ReXtCUlyPAx6fa9Zrycii9vBDq6ytBdGRzeXnAPfcABw4A584Bu3cDnMnjlNhDQUQupXV4OFqGhSGjsBBClToJQRCQUViIVmFhaB0eLlGEZDN5eUB8vJhM1KsHLFvGZMKJMaEgIpcil8kwpWtXhKpUOJOTg+tlZdDp9bheVoYzOTkIVakwuWtXrkfh6nJzxYWqUlOB+vWBXbuADh2kjorqwISCiFxOz+hovBUfj46RkcjTaHA+Lw95Gg3uiIzEW/HxXIfC1RmSiYMHgQYNxGSifXupo6JbYA0FEbmkntHR6N6oEVfKdEdPPgkcOnQzmWjbVuqIyARMKIjIZcllMrSNiJA6DLK1t98GLl4EPvoIaNNG6mjIREwoiIhIejqduGgVADRpAvz2GwswXQxrKIiISFpXr4obe23ZcvOYDZIJvSDgaGYm9qWl4WhmJldPtTP2UBARkXSuXgUGDACOHAGeew64915ApbL6bp1l8zhP2hGXCQUREUkjO1tMJo4eBdRqcddQGyUT05OTkaPRIDIwECpvb2jKy42bxzlqJpCzJDWOwiEPIiIX5rLd+llZQP/+YjIRGQns2QO0aGH13TrL5nGeuCMueyiIiFyUy34DNiQTx46JycTu3cDtt9vkrs3ZPM5eM4SqJjWGOAxJzZmcHKw4cADdGzVyq+EP9lAQEbkgR38D1gsCjt/YnOt4VpZ13/BXrxaTiagosWfCRskE4Bybx3nqjrjsoSAicjGO/gZs6Ak5e/UqZqnVmLhtG5o2aGB5T8icOUBxsbgNeVyc1fFVJMXmcVULL69pNLdMajLdcEdcJhRERC7Gkd36FQscYwIDAQDBvr7mFzhmZwMhIYBCAcjlwKJFVsVVG8PmcX9cuYJmFZIt4ObmcXdERtps87iahp0iAwNRrtd73I64HPIgInIxjurWr9oT4n/jw9Hf3ALHK1eAu+4CRo4EtFqrYroVR24eV9uw09mcHORoNDiXm+tRO+IyoSAicjEVu/VrYqtvwDapBbh8GejbFzh1Cvj9d7Eg0wLmzGZxxOZxdc0mua1+ffgrFCgqK8O/HrQjLoc8iIhcjKO69U3pCamzFuDSJaBfP+D0aaBxY3E2R8OGZsdhyWwWe28edzI7u85kq2m9eriUn4+moaG4UliIzBtx3xEZicnOPgvHQkwoiIhcjKFbf3pyMs7k5EBdYfGmjMJCm30DtqrA8eJFMZn4918gJkZMJmJjzY7BmkWq7Ll5XF5p6S2TLW8vL8zo1Qv1VSqPWCmTQx5ERC7IEd36hp6QjMJC82oBLl4Uhzn+/Vfc6GvPHouSCWdZpKomIUqlScNO9VUqtI2IQO+YGLSNiHDbZAJgDwURkcuyd7d+1Z6QxoGBgJ8fisrKcKGunpCzZ8XhjthYsWciJsaix3eGRapq0yIszKphJ3fc44MJBRGRC7Nntz5wsyfEsA4FAOSXlNRdC9C7N7B9O9C0qVg7YSGrazjsyJphJ5dd4fQWmFAQEVGdDD0hRy9fxvmDB7F68GC0jYqq/GF54QJQVAS0bCle7tvX6seVYpEqc1RMtk5kZ5tUeOksG5fZAxMKIiK6JblMhlbh4TgPoFXV7vm0NLEAs7hYHOIwJBVWqjibpWloKK5rtdDqdFB4eSFAobD5IlWWMGfYyd33+GBCQUREt1R1Lw9jD8X582Iycf48cNttwI3VNG3BMKww8dtv8dOFC2LxpSAAMhnkMhligoOdYj0HU4ednLkmxBaYUBARUZ1q28vjBbUanUaNEnso4uIsXmfCLDc+iF3v+7tz14TYAhMKIiKqVW17eWQfPYqGEyYAOTlA8+bArl02TyYMQwRavR53NW5cbcjjbG6uSw0ROHtNiLUkX4fi0qVLGD16NOrXrw8/Pz906NABhw4dMl4vCAISExMRFRUFlUqFvn374tixYxJGTETkGWrby6NJfj4+W74c6pwcXI6Kgt4OyQRQeYhALpcjSKlEfT8/BCmVkMvlLrcNuMXrergISROK3Nxc9OrVCwqFAtu3b8fx48fx9ttvIyQkxHjOkiVLsHTpUixfvhypqalQq9UYOHAgCgsLpQuciMgD1DbmX+Tvj5zQUFxQqzH22WdxrJYufGs5ahM0R3HkxmVSkHTI44033kB0dDTWrl1rPNakSRPjz4IgYNmyZZgzZw4SEhIAAOvXr0dERASSkpIwceJER4dMRE7EHRcHcia1faAX+/lh7ksvwbukBJdunGcP7jhEYMlUU1chaULxzTff4J577sFDDz2EvXv3omHDhpg0aRLGjx8PADh37hwyMjIQHx9vvI1SqUSfPn2wf//+GhOK0tJSlJaWGi8XFBQAALRaLbRmbptrON/c27kTtgHbAHDONvj90iWsOXQI/1y9alwcqHmDBpjQqRO62aH7/VZtoBcEnMzORl5pKUKUSrQIC3P55CbY2xtB3t7QlZcj9to1dPz7b2DoUCgAaP38kOftjaCSEgR7e9vlvdE8NBRtw8JwJCMDIaGh1VajzL1+He3VajQPDXXYe9MWvwtd1GqsHTKkxveLpfdrr/efOfHIhKoDOQ7keyOrnDZtGh566CEcOHAAU6dOxerVqzFmzBjs378fvXr1wqVLlxAVFWW83YQJE5CWloadO3dWu8/ExETMmzev2vGkpCT4+fnZ78kQEbkp/0uXcOfLL8M3Nxd/PPMMLgwYIHVI5CDFxcUYOXIk8vPzERQUVOe5kvZQ6PV6dO7cGQsXLgQAdOzYEceOHcPKlSsxZswY43lV5+sKglDtmMGsWbMwbdo04+WCggJER0cjPj7+lo1RlVarRUpKCgYOHAiFQmHWbd0F24BtADhXG+gFAeO//RZ/ZWSgaQ3fWs/l5qK9Wo01Q4bYtIegtjb4/dIlvLxrF3I1GqgDAuDr7Y2S8nJkXr+OEJUK8/v3t0uPiaMc2bcPMbNnwzc/H+cbNUJGp074IC8PFx34/Grqjbq9QQOMt1NvVF2c6XcBsP/7z9DLbwpJE4rIyEi0atWq0rGWLVviq6++AgCo1WoAQEZGBiIjI43nZGVlIaKWRT+USiWUSmW14wqFwuIX35rbugu2AdsAcI42OJqZiaPZ2agXEIDyqgmDTIbQgAAcyc7GP7m5dlkcqGIb6AUB7x86hIziYuPKh3oAPj4+aBQaijM5OVh56BB6xsS45vDHyZPoNHo0kJ+PC40b46lnnsHTISG4mpGB1mq1w8b872zSBD1jYpyqXqbq+0CK2Bzx/jPn913ShKJXr144depUpWP//PMPYm7sTBcbGwu1Wo2UlBR07NgRAFBWVoa9e/fijTfecHi8RCQ9Z1ocqOIsCAAoKC01rpMQ6OPj2isfnjwproCZkQG0a4dGKSl4Q6utfS8PO7P3JmiWknKjL2dbeVPShOL5559Hz549sXDhQgwfPhwHDhzAmjVrsGbNGgBig0ydOhULFy5EXFwc4uLisHDhQvj5+WHkyJFShk5EEnGmyn9DclNaXo5/rl3D9dJS6AUBcpkMAUolGgcFudS0RqPc3JvJRPv2wA8/QN6gAVpptTXv5eGhpN7oy5mSa0DidSi6dOmCLVu24PPPP0ebNm3w+uuvY9myZRg1apTxnBkzZmDq1KmYNGkSOnfujEuXLiE5ORmBNlwvnohchzMtDhTq64tyvR7HsrKQX1IChZcXVAoFFF5eyC8pwfHsbJTr9S41rREAEBoKvPAC0KED8OOPQIMGDntovSDgaGYm9qWl4Whmprh/hxOquuhXgI8PvORy40ZfuRoNVhw4YNf4KybXNXH0tFrJl94ePHgwBg8eXOv1MpkMiYmJSExMdFxQROS0DIsDTU9OxpmcHKgrfDPMKCx06OJALcPCUKrToaS8HMG+vsZuZy+ZDH4KBfJLSlCm06FlWJjxNi6zdsb06cCUKYADkyEphw/MdTI7W/Lhhoq7sTarsHspcDO5duRurJIvvU1EZC7D4kAdIyORp9HgfF4e8jQa3BEZafdu5opOZGdDKZfD19sbxVotyvV6CIKAcr0exVotfL294SOX40R2NgDxA3P05s0Ys2ULntq2DWO2bMHozZuxPz3dIfHW6ehRYMgQID//5jEHJxPTk5Nx+MoVhKhUaBISghCVyjh84BRtVEFeaankq3g628qbkvdQEBFZomd0NLo3aiTpt/3ckhJ4e3mhVVgYLhQU4HpZGcr0esjlcgT7+qJxUBDyS0uRW1Ii+Xh7nY4cAQYMAK5eBWbMAFavdujDVx0+MHzTNgwfnMnJcbpNwEKUSqeo5XGmlTeZUBCRy5K68t8whu2rUKCjWo3CsrJKszyKtFpxOESpxBu//OKcH5h//SUmE9euAZ07A4sXO/bxYdpshWPZ2dhy4gTC/P0lGyrSCwKO39iITC8IaNGgAf7MyJB8uMEZkmuACQURkcWqjmEHVVgDp+KHCgDJx9tr9OefwN13i8lEly5AcjJQYXNGR7nVbIUSrRbncnPx0g8/QOHlJUlthaG+4+zVq5ilVuPp775DkJ8fvOVyyWt5nAUTCiIiC5laIJpvwni7I6f3AQD++ENMJnJygK5dxWQiONhxj19BXVOBczUaHL9RpBmiUiHMz8/hQ0UVh6tibswwDPb1xYX8fHjL5WgUHIyrRUWSDTc4SzErEwoiIiuYMoZ9NDPTKcbbjXQ6YPRoMZno1g3YuVOyZAKofbaCIAg4m5uLkvJyNPDzQ4S/P2QymUOHiqrWd/jceBz/CjGE+fnhrYEDkV9a6vDhBmeqzWFCQURkpVuNYTvb9D54eQFffgnMng1s2ACYuc+RrdXW05NdXIwcjQa+3t5oUmXfFkcNFZlS33EiOxtymQy9b6zy7CjOVszKaaNE5FHstXCSoUC0d0wM2kZEVPoD7jTT+zSamz+3agVs3Sp5MmFQ41TgkhIovb3RKiwM9VSqardxxNRMU1ajlGo1VHOW3nYE9lAQkceQcqxZ8ul9qanA0KHAJ5+IszqcUNWenuyiIry+dy98a9mgyhFDRc601HtVzrb0NhMKIvIIhrHma8XFCPL1hdLbGzpBwOHLlx021izZ9L4DB4D4eHHRqiVLgP79ASedfVBxKrBeEPDViROSDhVVHa6C1MNVFThbssMhDyJye4ax5ks3Fp/659o1HMvKwj/XrqGwrAyXCgrsvu+CQV1DI3bx++/AwIFiMnHnncD//ue0yURVzjBUVDWGorIyAECRRKtRVuRM+9oATCiIyAMcy8rCwUuXkFdSgvzSUnjL5VApFPCWy5FfWoq8khKkXrrksLFmh/ntNzGZKCgA7roL2L4dcLGNFZ1hmfWKMeTfGD7ILylx+FLvVTlDwlURhzyIyO1d02iQWVQEnSDAT6Ewdp17y2TwUihQrNUis7gY1yoWLbq6X38F7rkHKCwE+vQBtm0DAgKkjsoizrASpCGGo5cv4/zBg1g9eDDaRkVJvnCV5LU5FTChICK3d624GGV6PXy9vGqshlfI5SjR6XCtuFiiCO3ggw/EZKJvXzGZ8PeXOiKrSL3MuiGGVuHhOA+glRPtEusMCRfAhIKIPEB9Pz/4yOUo0+ngU0NFfJlOBx+5HPX9/CSIzk5WrwaaNgWef97lkwm6NadIuCR9dCIiB6ivUiEiIADecjmKbowzC4IAnV6PorIyeMvliAgIQP0a1jpwKadOAXq9+LNCAbz8MpMJchgmFETk9lqHh6NzVBRCVSoEKZXQ6nTQaLXQ6nQIUioRqlKhS1SUJFP/TGHSYlw//QR06gQ89dTNpILIgTjkQURuz1ANfz4vDzkaDRoGBUEuk0EvCCgsLUU9J94Z8laLcekFAee3bkXM6NHwKi6GcP48ZGVlgAQLLZFnYw8FEXkEQzX8HZGRKNfpUFhainKdDp0knvpXF8NiXIevXEGISoUmISEIUamMGz+tPngQC157DZEjRsCruBj7W7bEuHHjsD87W+rQyQOxh4KIPIY9q+H1gmDT+73Vxk9HMzOxY80aJK1bB5VWi4Nt2yLxmWeQnpOD0w7eZZIIYEJBRB7GHtXw9tgjpK6NnwCgy8mT2HAjmTjUvj0WPv88lD4+aObv7/BdJj2FXhBw/MbiZ8ezspxiHQpnwiEPIiIr3GpYYn96ukX3W9fGT4VlZVAUF0Oh02F/27ZY8Pzz0N7Yy0GKXSY9wf70dIz66iuM2boVADBm61aM+uori19fd8QeCiIiC91qWMKanoK6Nn7S6nT4pmVLDHn8cZR37QpVlesdvcuku9ufno6J336LtPx8KG+8jpcLC3GuoAB/Z2Vh9ZAhDhlesvWwmq0xoSAislBdwxJVewrMHWapusulTCZDu2PHkBEejvzAQOj0evxx++3oUsM6E1Juqe1u9IKAxD178G9uLuQAlEolAEDp7Y3i0lL8m5uLxD17sGP0aLt+uNtjWM3WOORBRGShuoYlALGnoNTCnoKqGz+1PHQIc5cswfzXXwcuXUKAj0+NjyvFLpPu7GhmJlIvX4YMQIBSCS+5+LHpJZcjQKmEDMDBy5dxNDPTbjHYa1jN1phQEBFZqOKwRE2s7SkwTHUdm5GB1999Fz5aLU42bIgmt92GBf37IyowsNZdJp/u0gXHsrLqXgyLbunwlSvQaLV1Jo3FWi0OX7lil8evOqwW4OMjJjM3htVyNRqsOHDAKV5fDnkQEVmopmEJA0NPwR2RkVb1FPT8+2/0ePNNyMrLcTU+HmEffoh1N2oy2kZE1LjLZO+YGLyfmurU3eMu48ZrWtvHtVDlPFuz57CarTGhICKykGFYYnpyMs7k5EAdGAiVtzc05eXIKCxEqLUrcH7/PfDAA+LKlwkJaLBxIxooFMara1pXI7+0FDNSUpCj0SCyQjyG7nGuT2GeO9RqqLy9UVJeDm955U59QRBQUl4Olbc37lCr7fL4pgyrOUsBLoc8iIisYBiW6BgZiTyNBufz8pCn0eAOa1fg/PFH4IEHgLIy4MEHgY0bxQ2/qjD0VPSOiUHr8HC8n5rqEt3jrqJtRAQ6N2wIAUCxVovyG/uklOv1KNZqIQDo0rCh3XoH7D2sZkvsoSAispJdVuBs2xaIiwNatgSSkmpMJqpype5xVyGXyTCvb1/jtNGyGx/sZeXl8JLJEBsSgsS+fe02w8MRw2q2woSCiMgGbL4CZ3g4sHcvEBRkUjIBuFb3uCvpGR2N1UOG4P9+/x3HMzIAAFEBAWitVmNKt252HUKy+7CaDTGhICJyFlu2ALm5wOOPi5fr1zfr5nUthgU4V/e4qzH0Qh29fBnnDx7EhgcecNjS24ZhtZoKcCc7UaEtEwoiImeweTPw8MOATgfExgL9+pl9F67UPe6K5DIZWoWH4zyAVg5epdKeG9vZCosyiYik9tVXYjJRXg488ghw110W3U3VxbBqWp/CWbrHyXwVC3DbRkQ43evIhIKISEr/+9/NZGL0aGDDBqCWGghT2G3WicT0goCjmZlcqMuJcciDiEgqX34p9kjodMCjjwJr1wJeXlbfrSt0j5vDFfaxICYURETSOHr0ZjIxdizw0Uc2SSYMbD7rRCKGfSy4UJfzY0JBRCSFNm2AF18EMjOBDz6waTLhLuy5PTzZHhMKIiJHEgRx3weZDFi4ULwsZzlbTaxdqEsvCG4z7OMKmFAQUZ30goDjWVkAgONZWQ6be++WPv0U+OwzcYqoSnUzsaAaWbNQF+suHI9pMRHVan96OkZv3oyJ27YBACZu24bRmzdjf3q6xJG5oE8+EWslduwQhzjolizdx8JQd3H4yhWEqFRoEhKCEJXKWHfB9699MKEgohpV/KMcfOMPdrCvL/8oW2L9ejGZ0OuB8eOBKVPMurmjpkw629RMw0JdGYWFEKrEYlioq1VYWKWFuqrWXXCDNMfhkAcRVVP1j7LPjW55fxbDmW/dOnEpbUEAJk4E3n/frJoJR3XdO+MQgSX7WHCDNOmwh4KIqjHnj7Krcei38LVrbyYTTz9tUTLhiK57Zx4iMHehLlPqLkq5QZpdmN1DodFoIAgC/Pz8AABpaWnYsmULWrVqhfj4eJsHSM6HldPuz113rXTot/DcXOCFF8RkYtIkYPlyswowHTVl0pzHkYo5C3U52wZpnvT30uyEYujQoUhISMBTTz2FvLw8dOvWDQqFAlevXsXSpUvx9NNP2yNOchLO2C1Ktudsf5RtweELJIWGigWYX30FLF5s9mwOR3Xdm/M4LerVs/hxrGXqQl3OtEGap/29NHvI4/Dhw7jrxsY1//vf/xAREYG0tDRs2LAB7733ns0DJOfhzN2iZFuWFMM5M4cW6l27dvPnrl2BN96waGqoo7ru3W2IwFk2SLvV38ufL1xwqgJYWzA7oSguLkZgYCAAIDk5GQkJCZDL5ejevTvS0tJsHiA5B1ZOe5aqf5SLysoAAEUuumulw2pC1qwBbrsNSE217n5g+ZRJZ30cR5J6g7Rb/b28VFCA0Zs349EtW/DUtm0Ys2WLW0zHNjuhuO2227B161akp6dj586dxrqJrKwsBAUF2TxAcg4ns7PdtkiPalbxj3L+jW+n+SUlLrlrpUO+ha9aJc7iyMsDvv7a8vu5wVG9RO7WG2XQMzoanyYkYMMDD2DV4MHY8MAD+CQhwSHv27oS2NySEuSVlCDj+nUovLzcqqfX7ITi1VdfxfTp09GkSRN07doVPXr0ACD2VnTs2NHmAZJzyCstdatuUTKN4Y/y6sGDAQCrBw922B9lW7L7t/CVK8VZHAAwbRrw+usWRnqTo7runWWI4FYsmZ1jqLvoHRODthERDnsOtSWwgiDgfF4edIIAb5kMCrncrXp6zS7K/O9//4s777wTV65cQfv27Y3HBwwYgAceeMCmwZHzCFEq3a5Ij0wjl8nQKjwc5wG0ctEKdbsW6q1YcXOhqhdeAN5802bLaRt6iQyFfZk3CvvuiIzEZBsW9tnrcWw1w8HVihtrK2ouLCvD9bIyKORy6AUBigobwrnDGhkWLWylVqtx/fp1pKSkoHfv3lCpVOjSpUu1rh1yHy3CwpymcprIXBUXSPo3JweBSiXkMhn0goDC0lLUs/Rb+PLlwDPPiD+/+KLFBZh1MWfKpDM9jq2SAFfcvry2BFar00Gn16NcEBCiUiGwypczV52ObWD2kMe1a9cwYMAANG/eHPfddx+uXLkCAHjyySfxwgsv2DxAcg6u0i1KVJue0dEY2749NOXl+DsrC39euYK/s7JQUl6Ose3bm/+hpNcD334r/jxzJvSLF+NoVpZdqvYd1XVvq8ex1YwwVy0Gr+3vpVavR7leD2+5HLEhIdW+hLt6T6/ZCcXzzz8PhUKBCxcuGBe3AoCHH34YO3bssGlw5Fykrpwmz2SrlS33p6dj/V9/wdfLC23Cw9ExMhJtwsPh6+WF9X/9ZX4xnFwObN0KfPQR9k+ahNFbtmCMm1XtW8KWSYArr9ha099LbXk51AEBCFWpEFIlaXDlAlgDs4c8kpOTsXPnTjSqsmpaXFyc2dNGExMTMW/evErHIiIikJGRAUBs4Hnz5mHNmjXIzc1Ft27dsGLFCrRu3drcsMlGHNX9SgTYrtu84odcXP36lT6cIvz9zVp1Uvbzz0DfvoBMBr2vLz7r1AlvbNuGorIyxISEwE+hcPoueXuy5YJcrr5ia01/L/NLSzEjJcXkvUlcidk9FEVFRZV6JgyuXr0KpVJpdgCtW7fGlStXjP+OHj1qvG7JkiVYunQpli9fjtTUVKjVagwcOBCFhYVmPw7ZjlSV0+RZbLmQmq2+6Tb7+mt49+8PzJqF/RcuYNRXX+HZHTtw+to15Gg0OJ2Tg/zSUqfvkreEXhBw/Eb7HM/KqvU52XKKrjuskVH17+WdjRu7bU+v2T0UvXv3xoYNG/D6jWlRMpkMer0eb775Jvr162d+AN7eUKvV1Y4LgoBly5Zhzpw5SEhIAACsX78eERERSEpKwsSJE81+LCJyDbbex8IW33TlS5eizdq1AID0khJMT07GlaIiaHU6sZJfJkN+SQlOZGejZVgY6qlULl+1b2DoKTp79SpmqdWYuG0bmjZoUGNPkS2XbXemZbRtyV17es1OKN5880307dsXBw8eRFlZGWbMmIFjx44hJycHv/zyi9kBnD59GlFRUVAqlejWrRsWLlyIpk2b4ty5c8jIyKi04ZhSqUSfPn2wf//+WhOK0tJSlJaWGi8XFBQAALRaLbRarVmxGc4393buhG3ANgAc3wbHs7Jw9upVxAQGGrdON5LJ0DgwEGeuXsXRy5fRyoQPk2BvbwR5e0NXXg7fGj7kysrLEeTtjWBv7xqfo/ytt+A1e7Z47qxZmNOpE4oyMtA4IABFGg18vb0hk8ng7+UFjVaLjPx8hPv6IsjbG3l6PXKKilz2/fP7pUt4edcu5Go0iA4IAAA08PXF8YwMzE5Jwfz+/dGtYUPj+c1DQ9E2LAxHMjIQEhpaLQnIvX4d7dVqNA8NNalNJnXqhJd37cLF3FxEBATA19sbJeXlyLx+HRF+fni6Uyfoysuhs/1Tr5Etfxcq7o3iyOdgDnOep0youjSaCTIyMrBy5UocOnQIer0ed9xxByZPnozIyEiz7mf79u0oLi5G8+bNkZmZifnz5+PkyZM4duwYTp06hV69euHSpUuIiooy3mbChAlIS0vDzp07a7zPmuoyACApKanGoRoiorrctnkzWm/YAAA4OWIETo0YIXFERI5TXFyMkSNHIj8//5arYVuUUNhLUVERmjVrhhkzZqB79+7o1asXLl++XClRGT9+PNLT02udUVJTD0V0dDSuXr1q9tLgWq0WKSkpGDhwIBQKhWVPyon9fukS1hw6hH+uXjUWvDVv0AATOnUyfuNw9zYwBdvA8W1wPCsLE7dtQ7CvL/xr6FEoKitDfkkJVg8ebFIPBXDzm3aeRlPtm26ISlXtmzYAyJcsgdfLLwMAyl5+Gds7d0Zwq1Z4PiUFjYODIZfJcCQzEwWlpfC7EacgCCjRatEyPBz5Gg3aq9VYM2SIQ7uzTfndNkXV10EBYKSfH5KKi6FF3a9DTTHc3qABxpsZg4FeEHAyOxt5paUIUSrRIixMkiECT/t7UFBQgAYNGpiUUJg95LFv3746r+/du7e5d2nk7++Ptm3b4vTp0xg2bBgAsTekYkKRlZWFiDrGIpVKZY3FoQqFwuIX35rbOqv96emY8eOPxsVi6t2oNE69cgX//vhjteIgd2wDc7ENHNcGbaOi0LRBg1rHzi/cGDtvGxVl8ofKnU2aYOHAgdVmjbRWq2tfDTIyUlyo6rXXIJs5E/j+e4T6+QFyOQpu1AhEBgcjNzsb10pK4OvtDb0goEyvx4WCAkQGBmJi165Q1pAU2Yu5v9t1yS8vR0F5Oep5e6Nix7f2xj8vb28UlJcjv7y82vviziZN0DMmxqZ1Au0tSETsxVP+HpjzHM1OKPr27VvtWMVfdp3O8lGg0tJSnDhxAnfddRdiY2OhVquRkpJi3COkrKwMe/fuxRtvvGHxY5B5BW9EUqi4sqUtp9eZXQz3+ONAp05A+/bAjbHkqqvGhqpUaBUWhnN5eSgsKUGpXg8/b2/0aNQIU7p1c2jVvq2LWa0tsDTMcLAFWy3jTfZjdkKRm5tb6bJWq8Uff/yBV155BQsWLDDrvqZPn44hQ4agcePGyMrKwvz581FQUICxY8dCJpNh6tSpWLhwIeLi4hAXF4eFCxfCz88PI0eONDdsqsCcKXQVi4aIHMle+0vc8kNu5UogIQEwnFNhzyLD7WtaxjsqIABXvbzgr1BgZq9eGNWuncM/8Gy5BgRQfZYFZNLMsnC1vTw8ldkJRXBwcLVjAwcOhFKpxPPPP49Dhw6ZfF8XL17EI488gqtXryIsLAzdu3fHb7/9hpiYGADAjBkzoNFoMGnSJOPCVsnJyQgMDDQ3bKrA1ReLIdtz1m9/Dp9el5gIzJsnbviVmgqoVLXGNbZ9eyz8+Wek5edDr9dDLpcjwt8fz3TtikerJCGOYuvf7ao9RY0DAwE/PxSVleGCgxZicsW9PDyVRZuD1SQsLAynTp0y6zYbN26s83qZTIbExEQkJiZaERlVZct54uT6nP3bny27zWslCGIy8dpr4uWxY2tNJoDqy3h7yWTQCQIKS0qw/q+/0DYiQpK2s8fvdsWeorNXrwIA8ktKbL7jaU1sPYRD9mV2QnHkyJFKlwVBwJUrV7B48eJK25mT8zJnsRhdLSvUkXtwhW9/du89EQRg7lzgxmJ9eOstcRvyOuKx1TLetmavhaAMPUVHL1/G+YMHsXrwYLMKYi1l6yEcsi+zE4oOHTpAJpOh6mzT7t274+OPP7ZZYGQ/5hS8OeNCK1Q3Uz+AXaE41+69J4IAvPIKYKj/evttYNq0Om9yMjvbaT/k7FXMarjvVuHhOA+glYOGxDg861rMTijOnTtX6bJcLkdYWBh82T3uUuxV8EbSMucD2NmLcx3Se7J06c1kYulS4Pnnb3mTvNJSp/6Qc6ffbQ7PuhazEwpDwSS5PnddT95TmfsBbM9vf9YOUzhs7Py//xULMJ97TvxnghCl0uk/5Nzld9td9/JwVyYlFO+9957Jd/jss89aHAw5nkMK3sjuLPkAtte3P1sMUzhs7DwmBjh6FPD3N/kmVdehcNYPOXf43bbnEA7ZnkkJxTvvvGPSnclkMiYURBKw5APYHsW5thqmsFvviSAAs2cDXbqIa00AZiUTAD/kHM2dhnDcnUkJRdW6CSJyLpZ8ANu6ONeWwxR26T0RBODFF8XCS4UC+OcfoEkT029fAT/kHMtdhnDcnc3WoSAi6Vj6AWzLD0ZbDlPYfOxcEMSpoIbe1nfftTiZMOCHnGO5wxCOu7Moobh48SK++eYbXLhwAWVlZZWuW7p0qU0CIyLTWfMBbKsPRlsOU9h0WEEQxNkb774rXl61Cpg40ZynVmec/JAjEpmdUPz444/4z3/+g9jYWJw6dQpt2rTB+fPnIQgC7rjjDnvESES3YO0HsC0+GG09TGGT3hNBEGdv/N//iZdXrwYmTDDnaRGRicxOKGbNmoUXXngBr732GgIDA/HVV18hPDwco0aNwr333muPGF2Gs+6HQJ5B6nF9e0zxs7r35IsvbiYTH3wAPPmkOU+JiMxgdkJx4sQJfP755+KNvb2h0WgQEBCA1157DUOHDsXTTz9t8yBdgbPvh0CeQcpxfXvNfrCq9+Shh4Ddu8VZHU88Ydl9EJFJzE4o/P39UVpaCgCIiorCmTNn0Lp1awDA1Rsbx3gaV9gPgTyHlOP6UveSAAD0evGftzcgl4s1E0Rkd2YnFN27d8cvv/yCVq1a4f7778cLL7yAo0ePYvPmzejevbs9YnRq3A2PqDJJZz/o9cDkycDVq0BSkjg9lIgcwuSEIjs7G2FhYVi6dCmuX78OAEhMTMT169exadMm3HbbbSYvgOVOuBseUXWS9JLo9cCkSWLhpUwG/Pwz0K+fY2OgSlhX5llMTigaNmyI//znP3jiiSeMxZd+fn54//337RacK+BueEROQK8HnnpKLLyUyYD165lMSIx1ZZ5HbuqJ69evR0FBAYYMGYLo6Gi88sorOHPmjD1jcwkVp8rVxJEbBekFAUczM7EvLQ1HMzOhr7LFPJFb0uvFdSU++ECsmdiwAXj0Uamj8miGurLDV64gRKVCk5AQhKhUxrqy/enpUodIdmByQvHII48gOTkZ586dw/jx4/HZZ5+hefPm6NevHz777DOUeOg3cMNUuYzCQghVPsANU+VahYXZfaOg/enpGL15M8Zs2YKntm3DmC1bMHrzZv7iknvT64Hx44EPPxSTiU8+AUaPljoqj1a1rizAxwdecrmxrixXo8GKAwdc8guPXhBwPCsLAHA8K8sln4M9mZxQGERHR2Pu3Lk4e/YskpOT0bBhQ0yYMAGRkZGYNGmSPWJ0aoapcqEqFc7k5OB6WRl0ej2ul5XhTE6OQzYK4rcB8lgnTgCffy4mE59+CowcKXVEHs+cujJXYvjSNnHbNgDAxG3b+KWtCrMTiooGDBiATz/9FBs2bIBcLsfq1attFZdLMUyV6xgZiTyNBufz8pCn0eCOyEi7Txl1528DRLfUujXw7bfijI5HHpE6GoJpdWWlLlZXVvFLW/CN4etgX19+aavC4s3Bzp8/j7Vr12L9+vW4ePEi+vXrhyc8eOEYqabKcZYJSaWuCn67VvfrdMClS0DjxuLlAQNsc79kE3bZKVZCVb+0+dx4H/tzaYBqzEooSkpK8OWXX2Lt2rXYt28fGjZsiHHjxuGxxx5DEyt37nMHUkyV4ywTkkJdFfwA7Ffdr9MB48YBycniCpitWln/ZMim7LEEu5T4pc10JicUEyZMwBdffIGSkhIMHToU3333HeLj46s1MDmWu30bIOdX18qwE7/9FgCg1ettv2qsTgeMHQt89pm4CuY//zChcEL2WoJdKvzSZjqTayh+++03zJs3D5cvX8amTZtwzz33MJlwAhVnmej1ehSUluJacTEKSkuh1+sdNsuEPENdNTtNQ0ORlp+PtPx8NAsNtW09T3k5MGbMzWRi0yZg2DCbPz+yDSnrymzNmZYGcHYm91AcOXLEnnGQhQzfBiZ++y1+unBB/GMtCIBMBrlMhpjgYJf6NkDO7WR2dq3dv9e1WmOycF2rRZBSabzOqq7h8nJxXYmNG8Vk4osvgAcesMnzIfuRdAl2G6o6hAMXH8KxJ4uLMsmJ3XjDu9avbXVcttf52iCvtLTW7l+tTmdMZrU6XbXrLeoaLi8X15XYtEncl+PLL4GhQ615CuRAUm5UZytVh3AaBwYCfn4oKivDBRccwrEnJhQuztAFrdXrcVfjxriu1UKr00Hh5YUAhQJnc3OdogLZ3A9GLtvrnG0QolTWWrOj8PIyJrMKL69qt7Woa1ijAdLSxGTif/8D/vMfq+InskTFXXTP3thVO7+kxLG76LoAJhQurmIFslwur9TNDOCW3cyO+AZs7gcjt4M3rQ2k6E5uERZWawV/gEIBuUwG2Y2fK7K4azgwENixAzh8mHtzkKQMQzhHL1/G+YMHsXrwYLSNimLPRAVMKFxcxQpkQRBQWFZm7KEI9PGps5vZEd+AzU0OuB28aW2QuGcP6qtUOHn1qkN7L25VwR8THAwAOJuba3l1v1YLfPfdzaLL4GAmE+QU5DIZWoWH4zyAVh44BHsrJiUU5hRktmvXzuJgyHyGCuSM69eRWVSE66Wl0AsC5DIZApRKRPj719jN7IheAEuSA875vnUbqBQK/HLhAsIDAtAkJMThPTgVu39PZGcj80ZCY+j+BVDrdbeMq6wMGDEC2LIFePttYNq0Ok93thoTIk9mUkLRoUMHyGQyCIJwy6miuhqKsch+WoeHI8zfHz9duAA5ANWNbme9ICBPo0GORoO7Gjeu1M1szge9NSxJDjjnu+42EAQBGdevo1wQoPb3N9YxOLoH51YV/BYNx5SVAQ8/DGzdCvj4AC1a1Hm6M9aYEHkykxKKc+fOGX/+448/MH36dLz44ovo0aMHAODXX3/F22+/jSVLltgnSqqTYVa/TCYz/izcuIwa5vyb80Hfol49i+OyJDngQl11t0FhWRkKSkuhkMvhU6VdHd2DU1cFv9nV/WVlwPDhwNdfA0qlmFTce2+tp7POhsj5mJRQxMTEGH9+6KGH8N577+G+++4zHmvXrh2io6PxyiuvYBgXm3GoY1lZuFpUhJYNGohDHmVlKNPrIZfLEezriwh/f2QXFUnSC2BJcuBuy/Zaoq42KNPpoNXpUN/PD4E1tKlL9uCUlgIPPSRu8qVUiknFPffUejrrbIick9m7jR49ehSxsbHVjsfGxuL48eM2CYpMZ0gO1AEB6KhWo4NajbYREeigVqOjWg11QEC1nf0ctfJbxVU8hSo9JYbkoOoqns6wHbzU6mqDjMJCeHt5QR0QUOPwo8v14Oj1N5MJX1/gm2/qTCYA990em8jVmZ1QtGzZEvPnz0dJhQ+o0tJSzJ8/Hy1btrRpcHRrFZMDmUyGIKUS9f38EKRUQiaT1dkLYM4HvSUsTQ7cadleS9XWBj0aNUKv6GhotFq7vnYOI5cDffrcTCbi4295E3fcHpvIHZg9bXTVqlUYMmQIoqOj0b59ewDAX3/9BZlMhm3bttk8QKqbJUME5mzeY22J7a1mBNSWHLjLsr3WqK0Nfrt40W02XgIAvPCC2Eth2I78FlhnQ+SczE4ounbtinPnzuHTTz/FyZMnIQgCHn74YYwcORL+/v72iJHqYOnOfpZ+0FvC0uTAHZbttVZNbeDI184uSkqAV18F5swR15gATE4mANbZEDkrixa28vPzw4QJE2wdC1nIFXoBmBzYlsv24JSUiAtW7dwprn6ZklJps6Wa1LTWhDttj03kLixKKD755BOsXr0aZ8+exa+//oqYmBi88847aNq0KYZy4x5JsBfA87jca6fRiMlEcjLg5we88sotk4m61ppw6V4aIjdkdkKxcuVKvPrqq5g6dSrmz59vXMgqNDQUy5YtY0IhIZf7gCHPodGIu4SmpAD+/sD33wO9e9d5E1PWmvg0IcH1emmI3JTZszz+7//+Dx988AHmzJkD7wpV1p07d8bRo0dtGhwRuYHiYnGXUEMysX37LZOJqmtNBPj4wEsuN641kavRYMWBAwCAthER6B0Tg7YREUwmyOnoBQFHMzOxLy0NRzMzoa9hsUF3YXYPxblz59CxY8dqx5VKJYqKimwSFBG5kfHjgR9+AAICxGTizjtveRPu6ULuwNOWhze7hyI2NhZ//vlntePbt29Hq1atbBETEbmTl18GbrtN3IbchGQC4FoT5PoMQ3aHr1xBiEqFJiEhCFGpjEN2+9PTpQ7R5szuoXjxxRcxefJklJSUQBAEHDhwAJ9//jkWLVqEDz/80B4xEpEZnGIHTkG4WXDZsiVw4gRQS3JQE641Qa7MXsvDO8Xvdh3MTigee+wxlJeXY8aMGSguLsbIkSPRsGFDvPvuuxgxYoQ9YiQiEzlFF+v16+JCVdOnAwMGiMfMSCYArjVBrs0eQ3ZO8bt9C2YPeQDA+PHjkZaWhqysLGRkZCA9PR1PPPGErWMjIjM4RRfr9evAffeJwxujR4uzOyzAPV3Ildl6yM4pfrdNYHZC0b9/f+Tl5QEAGjRogPAb3xAKCgrQv39/mwZHRKYxdVaEXSvMCwuBQYOAn34SV8D8+mtApbL47rinC7kqW27A6BS/2yYye8hjz549KCsrq3a8pKQEP/30k02CIiLzSD4rwpBM/PKLmEykpABdulh9ty67IijVydlrAaxlyyE7yX+3zWByQnHkyBHjz8ePH0dGRobxsk6nw44dO9CwYUPbRkdEJjGlizXTXrMiCgrEZGL/fiAkREwmOne22d1zwTb34gq1ANaydI+lmkj6u20mkxOKDh06QCaTQSaT1Ti0oVKp8H//9382DY6ITCPprIh33hGTidBQMZno1Mn2j0FuwZTVT90lqbDVJn6uNOPJ5ITi3LlzEAQBTZs2xYEDBxAWFma8zsfHB+Hh4fDy8rJLkERUN2u7WK3qgp49G7h4EXj6aeCOO2zxdMgN2WsqpTOzxZCdK814MjmhiImJAQDo9Xq7BUNElrGmi9WiLujr18UNvuRyQKEAPvjAzs+QXJ0r1QLYkrVDdrYcPrE3s2d5LFq0CB9//HG14x9//DHeeOMNmwTlzDxpXXZyLZbMirBoOlpeHtC/PzBxIsAvGGQirn5qOVeZ8WT2LI/Vq1cjKSmp2vHWrVtjxIgRmDlzpkWBLFq0CLNnz8Zzzz2HZcuWARC7c+bNm4c1a9YgNzcX3bp1w4oVK9C6dWuLHsNanlBMRK7NnC5Wc7qgjXJzgfvvBw4eBM6eFZfVvtF7SVQXV6oFcEauMOPJ7B6KjIwMREZGVjseFhaGK1euWBREamoq1qxZg3bt2lU6vmTJEixduhTLly9Hamoq1Go1Bg4ciMLCQosexxqusrAIkaGL9VY7cJrTBQ0AiuvX4TVokJhMNGgA7NrFZIJMZqgFyCgshFClZ9dQC9AqLMwpagGclam/21IxO6GIjo7GL7/8Uu34L7/8gqioKLMDuH79OkaNGoUPPvgAoaGhxuOCIGDZsmWYM2cOEhIS0KZNG6xfvx7FxcU19pDYkystLEJkKrO6oHNy0PPVVyE/fPhmMlHlCwBRXbj6qfsze8jjySefxNSpU6HVao3TR3/88UfMmDEDL7zwgtkBTJ48Gffffz/uvvtuzJ8/33j83LlzyMjIQHx8vPGYUqlEnz59sH//fkycOLHG+ystLUVpaanxckFBAQBAq9VCq9WaFZvh/OMZGTh79SpiAgPhU/XNLpOhcWAgzly9iqOXL6OVm2XXhjYwt+3cibu2QbC3N4K8vaErL4dvDV3QZeXlCPL2Rr3CQngNHYqQs2chNGiA8uRkoEULwM3a41bc9X1gDmvboItajSUDBmDNoUP45+pV5N0YOu4aGYnxnTqhi1rt9O3rae8Dc56n2QnFjBkzkJOTg0mTJhlXzPT19cXMmTMxa9Yss+5r48aNOHz4MFJTU6tdZ1g4K6JKdWxERATS0tJqvc9FixZh3rx51Y4nJyfDz8/PrPgMLvzxB2ap1bWfcON+zx88iPMWPYLzS0lJkToEybljG5jyvi743/+Av/9GSXAw9r/6KgovXAAuXHBQhM7HHd8H5rK2DR709gaqvPeu/fUXvv/rL6vu15E85X1QXFxs8rlmJxQymQxvvPEGXnnlFZw4cQIqlQpxcXFQKpVm3U96ejqee+45JCcnw7eOIpyqY7uCIFQ7VtGsWbMwbdo04+WCggJER0cjPj4eQUFBZsWo1WqRkpKCxh074unt2xHs6wv/Gr7JFZWVIb+kBKsHD3bLHoqUlBQMHDgQCoVC6nAk4c5t8PulS5i6fTsuFBSI49o3th2XyWRoHBSEZYMGoct990HbujX2Z2ai++OPu10bmMqd3wemYht4XhsYevlNYXZCYRAQEIAuVqzVf+jQIWRlZaFThVX1dDod9u3bh+XLl+PUqVMAqheBZmVlVeu1qEipVNaY3CgUCotf/FZqNZo2aFDrwiIXbiws0jYqym3H/6xpP3fhjm0g9/JCqSCgRK+/WQMkCAgrLka9sjLIvbygUCigHTYMhd9/75ZtYC62QeU2cPd9OWrjKe8Dc56jSQlFQkIC1q1bh6CgICQkJNR57ubNm0164AEDBuDo0aOVjj322GNo0aIFZs6ciaZNm0KtViMlJQUdO3YEAJSVlWHv3r0OX+/ClRYWITKVodhYq9fjrsaNcV2rhVanQ4OiIry7ahUURUV4MywM3WupVyLiVHqqyKSEIjg42PitPDg42CYPHBgYiDZt2lQ65u/vj/r16xuPT506FQsXLkRcXBzi4uKwcOFC+Pn5YeTIkTaJwRy2WpedyFlUnDYql8sRpFQiOD8f8996C03S03EtOBgXMjJwLCsLLerVkzpccjKetC8HmcakhGLt2rU1/mxvM2bMgEajwaRJk4wLWyUnJyMwMNBhMVTkCguLEJmq6rTR4Px8LFiwADEXL+JaSAhemj0bp/z8uHIhVeOJ+3LQrVlcQ2EPe/bsqXRZJpMhMTERiYmJksRTE26lTO6i4sqFjTQaLJg/H40vXcK10FDMfvll/Fu/PpQaDVcupGpOZmd75L4cVDeTEoqOHTvWObOiosOHD1sVEBE5hmHlwvRTp7BgxQo0vnwZV+vVw+w5c3BZrUZGTo5xF0NdebnU4ZITySstveWiaJkW7svhqUWe7sCkhGLYsGHGn0tKSvD++++jVatW6NGjBwDgt99+w7FjxzBp0iS7BElEtmcoNl5w4QJKBQFZ9eph1uzZOFu/PjKqrFyokzpYciohSqVd9uVgkadrMymhmDt3rvHnJ598Es8++yxef/31auekcz8LIpfSMzoac/77X7wdHIxLly7hjK8vlDd2MWSxMdWmRVgYWoaF1TqVPuPGVHpz9uVgkafrM7uG4ssvv8TBgwerHR89ejQ6d+5c49bmRORkLl8GfvoJePhhsdj4scfYzUwms/VUehZ5ugezEwqVSoWff/4ZcXFxlY7//PPPda54SURO4vJloF8/4J9/AJ0OGDmSxcZkNltOpTdn51u+T52X2QnF1KlT8fTTT+PQoUPo3r07ALGG4uOPP8arr75q8wCJyIYuXRKTidOnxa3Hb9RBuRsW9jmGrabSm7LzraVFnuQ4ZicUL730Epo2bYp3333XuI14y5YtsW7dOgwfPtzmARKRjVy8KCYT//4rJhN79gBNmkgdlc2xsM+xbNG7VXEKsy2LPMmxLFqHYvjw4UweiFxJerqYTJw5IyYRe/aISYWbYWGfazJMYbZlkSc5ntySG+Xl5eHDDz/E7NmzkZOTA0Bcf+LSpUs2DY6IbCAvD+jbV0wmYmOBvXvdMpmoWtgX4OMDL7ncWNiXq9FgxYEDNzdBI6dhKPIMValwJicH18vKoNPrcb2sDGeqTGEm52V2QnHkyBE0b94cb7zxBt58803k5eUBALZs2YJZs2bZOj4islZwMDB8ONC0qdgz0bix1BHZhTmFfeR8DEWeHSMjkafR4HxeHvJuTGFmz5JrMHvIY9q0aRg3bhyWLFlSaU+NQYMGSbJpFxHdgkwGLFwIzJwJhIRIHY3dsLDP9XG/JNdmdg9FamoqJtawnXHDhg2RkZFhk6CIyErnzwOPPw5oNOJlmcytkwmgcmFfTVjY5xoMRZ69Y2LQNiKCyYQLMbuHwtfXFwUFBdWOnzp1CmFhYTYJioiscO6cWDNx4QKgUACrV0sdkUOwsI9IWmb3UAwdOhSvvfYatFotAHFs8sKFC3jppZfw4IMP2jxAIjLD2bM3k4nmzYEKy+a7Oxb2EUnL7ITirbfeQnZ2NsLDw6HRaNCnTx/cdtttCAwMxIIFC+wRIxGZ4syZm8nE7beLBZhRUVJH5VAs7COSjtlDHkFBQfj555+xa9cuHD58GHq9HnfccQfuvvtue8RHRKYwJBMXLwItWgC7dgGRkVJHJQkW9hFJw6yEory8HL6+vvjzzz/Rv39/9O/f315xEZGp9HrggQfEZKJlSzGZUKuljkpS3JuEyPHMGvLw9vZGTEwMdDqdveIhInPJ5cBHHwE9ewK7d3t8MkFE0jC7huLll1/GrFmzjCtkEpFEKib2XboAP/8M8Fv5LekFAUczM7EvLQ1HMzO5ciaRjZhdQ/Hee+/h33//RVRUFGJiYuDv71/p+sOHD9ssOCKqxalTwLBhwPr1QNeu4jHWCNwSNw4jsh+zE4qhQ4dWW9aWiBzo5Elxo6+MDGD6dHFvDv5O3hI3DiOyL7MTisTERDuEQUQmOXFCTCYyM4G2bYGvvmIyYYKqG4cZvhQZNg47k5ODFQcOoHujRpwNQmQhk2soiouLMXnyZDRs2BDh4eEYOXIkrl69as/YiKii48fFqaGZmUC7duJsDq5OaxJuHEZkfyYnFHPnzsW6detw//33Y8SIEUhJScHTTz9tz9iIyODYMbFnIisLaN9eTCYaNJA6KpdhysZhpdw4jMgqJg95bN68GR999BFGjBgBABg9ejR69eoFnU4HLy8vuwVIRAAWLRKTiQ4dgB9+AOrXlzoil1Jx47AAH59q13PjMCLrmdxDkZ6ejrvuust4uWvXrvD29sbly5ftEhgRVfDBB8BzzwE//shkwgKGjcMyCgshVJkmatg4rFVYGDcOI7KCyQmFTqeDT5XM3tvbG+W1bBVMRFa6cgUwfPipVMCyZUC9epKG5Kq4cRiR/Zk85CEIAsaNGwelUmk8VlJSgqeeeqrSWhSbN2+2bYREnuivv4ABA4AnnxSHO/hBZzXDxmGGdSgyb6xDcUdkJCZzHQoiq5mcUIwdO7basdGjR9s0GCIC8OefwN13A9euicWXGg3g5yd1VG6BG4cR2Y/JCcXatWvtGQcRAcAff4jJRE6OuALmzp1MJmyMG4cR2YfZe3kQkZ0cPiwOc+TkAN26AcnJQEiI1FEREZmECQWRMzh0SOyZyM0FuncXeyaCg6WOiojIZEwoiJzB8eNAXh7QoweTCSJySWbv5UFEdvDoo0BQkLgaZlCQ1NEQEZmNPRREUjl8WNyXw2DoUCYTROSymFAQSeH338XeiP79xSW1iYhcHBMKIkf77TcgPh4oKBA3+OK0UCJyA0woiBzp119vJhN9+gDffQcEBEgdFRGR1ZhQEDnK/v3APfcAhYVA375MJojIrXCWB5Ej/PqrmExcvy7WTmzbxqEOInIrTCiIHCEqSqyX6NoV+PZbJhNE5HaYUBA5QkwM8NNP4vbjTCaIyA2xhoLIXvbuBTZvvnm5USMmE0TktthDQWQPe/YA998PlJUBP/wgzuggInJj7KEgsrXdu8VkorhY3PCrWzepIyIisjsmFES2tGvXzWRi0CBgyxbA11fqqIiI7I4JBZGt/PijmExoNMB994n1E0wmiMhDMKEgsoVjx4DBg4GSEjGpYDJBRB6GRZlEttCyJTBmDHDlCvDll4BSKXVEREQOxYSCyBbkcmDlSqC8HPDxkToaIiKH45AHkaW2bwdGjQK0WvGyXM5kgog8FnsoiCzx/ffAAw+I60x07gw8/7zUERERSYo9FETm2rbtZjKRkABMmSJ1REREkmNCQWSOb78Vk4iyMuDBB4GNGwGFQuqoiIgkJ2lCsXLlSrRr1w5BQUEICgpCjx49sH37duP1giAgMTERUVFRUKlU6Nu3L44dOyZhxOTJZN9+KyYRWi3w0EPA558zmSAiukHShKJRo0ZYvHgxDh48iIMHD6J///4YOnSoMWlYsmQJli5diuXLlyM1NRVqtRoDBw5EYWGhlGGTB/K+fh1ejz8uJhPDhwOffcZkgoioAkkTiiFDhuC+++5D8+bN0bx5cyxYsAABAQH47bffIAgCli1bhjlz5iAhIQFt2rTB+vXrUVxcjKSkJCnDJg9UHhAA3aZNwLhxTCaIiGrgNLM8dDodvvzySxQVFaFHjx44d+4cMjIyEB8fbzxHqVSiT58+2L9/PyZOnFjj/ZSWlqK0tNR4uaCgAACg1WqhNUzvM5HhfHNv5048vg00Gmi9xV+TsrvugtC/PyAIN6eKegiPfx+AbQCwDQDPawNznqdMEATBjrHc0tGjR9GjRw+UlJQgICAASUlJuO+++7B//3706tULly5dQlRUlPH8CRMmIC0tDTt37qzx/hITEzFv3rxqx5OSkuDn52e350HuJ3L/frT96CP8mpiIwuhoqcMhInK44uJijBw5Evn5+QgKCqrzXMl7KG6//Xb8+eefyMvLw1dffYWxY8di7969xutlMlml8wVBqHasolmzZmHatGnGywUFBYiOjkZ8fPwtG6MqrVaLlJQUDBw4EAoP7eL21DaQffUVvN5+GzKdDncdP47vo6M9rg0q8tT3QUVsA7YB4HltYOjlN4XkCYWPjw9uu+02AEDnzp2RmpqKd999FzNnzgQAZGRkIDIy0nh+VlYWIiIiar0/pVIJZQ37KCgUCotffGtu6y48qg2+/BIYPRrQ6YBHHwWWLgV27vSsNqgF24BtALANAM9pA3Oeo9OtQyEIAkpLSxEbGwu1Wo2UlBTjdWVlZdi7dy969uwpYYTk1jZtAh55REwmxowB1q4FvLykjoqIyOlJ2kMxe/ZsDBo0CNHR0SgsLMTGjRuxZ88e7NixAzKZDFOnTsXChQsRFxeHuLg4LFy4EH5+fhg5cqSUYZO72rjxZs/EuHHAhx+KyYReL3VkREROT9KEIjMzE48++iiuXLmC4OBgtGvXDjt27MDAgQMBADNmzIBGo8GkSZOQm5uLbt26ITk5GYGBgVKGTe5IrweWLxeTicceE5MJudN14BEROS1JE4qPPvqozutlMhkSExORmJjomIDIc8nlwHffAatWAS++yGSCiMhM/KtJnu348Zs/BwcDM2cymSAisgD/cpLn2rABaNsWePNNqSMhInJ5TCjIM61fLxZe6vXAmTPi6pdERGQxJhTkedatEwsvBQF4+mng/feBOhZLIyKiW2NCQZ7l44+Bxx8Xk4lJk4AVK1gzQURkA/xLSp7jo4+AJ54Qk4kpU8RpouyZICKyCSYU5Dny88X/n30WeO89JhNERDYk+V4eRA4zbRrQoQPQrx+TCSIiG2MPBbm3//0PyMu7ebl/fyYTRER2wISC3Nf77wMPPQTccw9QXCx1NEREbo0JBbmnFSuAyZPFn++6C1CppI2HiMjNMaEg97N8uTiLAxD35XjzTQ5zEBHZGRMKci/vvQc884z484wZwBtvMJkgInIAJhTkPtasAZ57Tvz5pZeAxYuZTBAROQinjZL76N0biIgQF6+aP5/JBBGRAzGhIPfRogVw5AgQFsZkgojIwTjkQa7tnXeAH3+8eTk8nMkEEZEE2ENBrmvJEmDmTHFK6LFjQGys1BEREXks9lCQa1q8WEwmAPF/JhNERJJiDwW5nkWLgNmzxZ9few145RVp4yEiIvZQkItZsOBmMvH660wmiIicBHsoyHVs3gy8/LL48/z5wJw50sZDRERGTCjIdfznP8Dw4eIW5LNmSR0NERFVwISCnJ8giFNBvb2Bzz8H5BypIyJyNvzLTM5LEIC5c4EJEwC9XjzGZIKIyCmxh4KckyGZeP118fJDDwHx8dLGREREtWJCQc5HEMTZGwsWiJfffpvJBBGRk2NCQc5FEMTZG4sWiZffeQeYOlXSkIiI6NaYUJDzEARxjYnFi8XLy5bd3I6ciIicGhMKch7HjwNvvSX+/N57wDPPSBsPERGZjAkFOY/WrYEvvgAuXwYmT5Y6GiIiMgMTCpKWIAA5OUD9+uLlBx6QNh4iIrIIJ/WTdAQBeOEFoFMn4Px5qaMhIiIrsIeCpCEIwPPPA+++K17+6SegSRNJQyIiIssxoSDHEwRxKuh774mXV68GHn1U0pCIiMg6TCjIsQQBePZZYPly8fIHHwBPPiltTEREZDUmFOQ4giBOBV2xQtzs68MPgccflzoqIiKyASYU5DgFBcDevWIy8dFHwGOPSR0RERHZCBMKcpzgYODHH8UCzAcflDoaIiKyIU4bJfvS68UEwiA8nMkEEZEbYkJB9qPXA089BfTuLQ5xEBGR2+KQB9mHXg9MmCAmEnI5oFRKHREREdkREwqyPb0eGD8e+PhjMZnYsAEYNUrqqIiIyI6YUJBt6XTiuhLr1onJxCefACNHSh0VERHZGRMKsh29HnjiCWD9ejGZ+OwzYMQIqaMiIiIHYFEm2Y5MBkRFAV5eQFISkwkiIg/CHgqyHZkMWLBATCTatZM6GiIiciD2UJB1dDrgzTeB4mLxskzGZIKIyAMxoSDLlZcDY8YAM2YA//2vuFcHERF5JA55kGUMycTnnwPe3uI0UZlM6qiIiEgiTCjIfOXlwOjRwKZNYjLx5ZfAsGFSR0VERBJiQkHmKS8XF6n64gtAoRCTiaFDpY6KiIgkxoSCzPP00zeTia++AoYMkToiIiJyAizKJPNMnCjuGLp5M5MJIiIykjShWLRoEbp06YLAwECEh4dj2LBhOHXqVKVzBEFAYmIioqKioFKp0LdvXxw7dkyiiAmdOwNnzwKDB0sdCRERORFJE4q9e/di8uTJ+O2335CSkoLy8nLEx8ejqKjIeM6SJUuwdOlSLF++HKmpqVCr1Rg4cCAKCwsljNyDlJWh47vvQpaaevOYv7908RARkVOStIZix44dlS6vXbsW4eHhOHToEHr37g1BELBs2TLMmTMHCQkJAID169cjIiICSUlJmDhxohRhe46yMng98gga794NISFB7Jnw85M6KiIickJOVZSZn58PAKhXrx4A4Ny5c8jIyEB8fLzxHKVSiT59+mD//v01JhSlpaUoLS01Xi4oKAAAaLVaaLVas+IxnG/u7dxCaSm8RoyA/LvvoPPxgXbNGngpFIAHtoVHvw9uYBuwDQC2AeB5bWDO85QJgnMsbygIAoYOHYrc3Fz89NNPAID9+/ejV69euHTpEqKiooznTpgwAWlpadi5c2e1+0lMTMS8efOqHU9KSoIfv12bRK7Vossbb0B98CB0Pj74ffZsZHfoIHVYRETkYMXFxRg5ciTy8/MRFBRU57lO00MxZcoUHDlyBD///HO162RVVmAUBKHaMYNZs2Zh2rRpxssFBQWIjo5GfHz8LRujKq1Wi5SUFAwcOBAKhcKs27qs0lJ4Pfww5AcPQvD1hfbLL5Gt03lWG1Thke+DKtgGbAOAbQB4XhsYevlN4RQJxTPPPINvvvkG+/btQ6NGjYzH1Wo1ACAjIwORkZHG41lZWYiIiKjxvpRKJZRKZbXjCoXC4hffmtu6nEWLgO+/B1QqyL79Fl69ewPff+9ZbVALtgHbAGAbAGwDwHPawJznKOksD0EQMGXKFGzevBm7du1CbGxspetjY2OhVquRkpJiPFZWVoa9e/eiZ8+ejg7XM8yYIS6jvW0bMGCA1NEQEZGLkLSHYvLkyUhKSsLXX3+NwMBAZGRkAACCg4OhUqkgk8kwdepULFy4EHFxcYiLi8PChQvh5+eHkSNHShm6eykrE1e+lMkAX19gyxapIyIiIhcjaUKxcuVKAEDfvn0rHV+7di3GjRsHAJgxYwY0Gg0mTZqE3NxcdOvWDcnJyQgMDHRwtG5KoxH34ujYEVi8mDuGEhGRRSRNKEyZYCKTyZCYmIjExET7B+RpiovFZOKHH4D9+8VltZs2lToqIiJyQU5RlEkSKC4G/vMf4McfxZUvt29nMkFERBZjQuGJiovFjb127QICAsRk4s47pY6KiIhcGBMKT1NUJCYTu3eLycSOHUCvXlJHRURELo7bl3uaPXvEf4GBwM6dTCaIiMgm2EPhae6/H1i3DoiLA3r0kDoaIiJyE0woPMH162LdRHi4eHnMGGnjISIit8MhD3dXWAgMGgT06wdkZkodDRERuSkmFO7MkEz8/DNw6ZL4j4iIyA6YULirggLg3nuBX34BQkLExavuuEPqqIiIyE2xhsId5eeLycRvv91MJjp1kjoqIiJyY0wo3E1+PnDPPcDvvwOhoeyZICIih+CQh7spLASysoB69cRltZlMEBGRA7CHwt00aiSugpmbC3ToIHU0RETkIdhD4Q7y8oDk5JuXY2KYTBARkUMxoXB1ubnAwIHAffcBW7dKHQ0REXkoJhSuLCcHuPtu4OBBsQCzWTOpIyIiIg/FGgpXZUgm/vgDCAsTtyJv00bqqIiIyEOxh8IVXbsGDBggJhPh4WIRJpMJIiKSEHsoXE1Bgdgz8eefN5OJVq2kjoqIiDwceyhcTUAA0LUrEBHBZIKIiJwGEwpXI5cDK1cChw4xmSAiIqfBhMIVZGcDM2YAWq14WS4HGjaUNiYiIqIKWEPh7LKygP79gWPHgKIiYMUKqSMiIiKqhj0UziwzE+jXT0wmoqKAqVOljoiIiKhGTCicVUaGmEwcPy4Ob+zZA8TFSR0VERFRjTjk4YwMycTJkzc3+7rtNqmjIiIiqhV7KJyNXg8MHiwmE9HRYs8EkwkiInJyTCicjVwOvPkm0KKFmExwfw4iInIBHPJwFoIAyGTiz/36AUePAt58eYiIyDWwh8IZXLwI3HWXWIBpwGSCiIhcCBMKqaWnA337Ar/8AjzxhNhTQURE5GL4NVhKhmTi7FmgSRNg48abwx5EREQuhD0UUrlw4WYyERsL7N0LxMRIHRUREZFFmFBIIS3tZjLRtKmYTDRuLHVUREREFmNCIYWXXgLOnROnhO7ZI643QURE5MJYQyGFVavE9SbeeENcCZOIiMjFMaFwlIICIChI/Dk4GPjsM2njISIisiEOeTjC2bNA27biCphERERuiAmFvZ05IxZgXrgAfPQRUFQkdUREREQ2x4TCnv79V0wm0tPFvTl27wb8/aWOioiIyOZYQ2EvhmTi0qWbyYRaLXVUREREdsEeCns4fRro00dMJlq1EqeGMpkgIiI3xoTCHnbtAi5fFpOJXbuAiAipIyIiIrIrDnnYw8SJgI8PcP/9QHi41NEQERHZHRMKWzl9GggLA0JCxMuPPSZpOERERI7EIQ9bOHEC6N0buOceID9f6miIiIgcjgmFtY4fB/r1AzIygJISQKuVOiIiIiKHY0JhjWPHxGQiMxPo0EEswGzQQOqoiIiIHI4JhaX+/ltMJrKygI4dgR9+AOrXlzoqIiIiSbAo0xJ//w307w9kZ99MJurVkzoqIiIiybCHwhLe3uL24506MZkgIiICeygs06IFsG+fOE00NFTqaIiIiCTHhMJSzZtLHQEREZHTkHTIY9++fRgyZAiioqIgk8mwdevWStcLgoDExERERUVBpVKhb9++OHbsmDTBEhERUa0kTSiKiorQvn17LF++vMbrlyxZgqVLl2L58uVITU2FWq3GwIEDUVhY6OBIiYiIqC6SDnkMGjQIgwYNqvE6QRCwbNkyzJkzBwkJCQCA9evXIyIiAklJSZg4caIjQyUiIqI6OG0Nxblz55CRkYH4+HjjMaVSiT59+mD//v21JhSlpaUoLS01Xi4oKAAAaLVaaM1cxdJwvrm3cydsA7YBwDYA2AYA2wDwvDYw53k6bUKRkZEBAIiosvV3REQE0tLSar3dokWLMG/evGrHk5OT4efnZ1EsKSkpFt3OnbAN2AYA2wBgGwBsA8Bz2qC4uNjkc502oTCQyWSVLguCUO1YRbNmzcK0adOMlwsKChAdHY34+HgEBQWZ9dharRYpKSkYOHAgFAqFeYG7CbYB2wBgGwBsA4BtAHheGxh6+U3htAmFWq0GIPZUREZGGo9nZWVV67WoSKlUQqlUVjuuUCgsfvGtua27YBuwDQC2AcA2ANgGgOe0gTnP0WlXyoyNjYVara7UrVRWVoa9e/eiZ8+eEkZGREREVUnaQ3H9+nX8+++/xsvnzp3Dn3/+iXr16qFx48aYOnUqFi5ciLi4OMTFxWHhwoXw8/PDyJEjJYyaiIiIqpI0oTh48CD69etnvGyofRg7dizWrVuHGTNmQKPRYNKkScjNzUW3bt2QnJyMwMBAqUImIiKiGkiaUPTt2xeCINR6vUwmQ2JiIhITEx0XFBEREZnNaWsoiIiIyHUwoSAiIiKrMaEgIiIiqzGhICIiIqsxoSAiIiKrMaEgIiIiqzGhICIiIqs57V4etmJY58KcDU4MtFotiouLUVBQ4BFrtteEbcA2ANgGANsAYBsAntcGhs/OutaMMnD7hKKwsBAAEB0dLXEkRERErqmwsBDBwcF1niMTTEk7XJher8fly5cRGBhY57bnNTFsfZ6enm721ufugm3ANgDYBgDbAGAbAJ7XBoIgoLCwEFFRUZDL666ScPseCrlcjkaNGll1H0FBQR7xxqkL24BtALANALYBwDYAPKsNbtUzYcCiTCIiIrIaEwoiIiKyGhOKOiiVSsydOxdKpVLqUCTDNmAbAGwDgG0AsA0AtkFd3L4ok4iIiOyPPRRERERkNSYUREREZDUmFERERGQ1JhRERERkNY9PKPbt24chQ4YgKioKMpkMW7durXS9IAhITExEVFQUVCoV+vbti2PHjkkTrJ0sWrQIXbp0QWBgIMLDwzFs2DCcOnWq0jnu3g4rV65Eu3btjIvV9OjRA9u3bzde7+7PvyaLFi2CTCbD1KlTjcfcvR0SExMhk8kq/VOr1cbr3f35G1y6dAmjR49G/fr14efnhw4dOuDQoUPG6929HZo0aVLtfSCTyTB58mQA7v/8LeXxCUVRURHat2+P5cuX13j9kiVLsHTpUixfvhypqalQq9UYOHCgcY8Qd7B3715MnjwZv/32G1JSUlBeXo74+HgUFRUZz3H3dmjUqBEWL16MgwcP4uDBg+jfvz+GDh1q/CPh7s+/qtTUVKxZswbt2rWrdNwT2qF169a4cuWK8d/Ro0eN13nC88/NzUWvXr2gUCiwfft2HD9+HG+//TZCQkKM57h7O6SmplZ6D6SkpAAAHnroIQDu//wtJpARAGHLli3Gy3q9XlCr1cLixYuNx0pKSoTg4GBh1apVEkToGFlZWQIAYe/evYIgeG47hIaGCh9++KHHPf/CwkIhLi5OSElJEfr06SM899xzgiB4xvtg7ty5Qvv27Wu8zhOevyAIwsyZM4U777yz1us9pR0qeu6554RmzZoJer3eI5+/qTy+h6Iu586dQ0ZGBuLj443HlEol+vTpg/3790sYmX3l5+cDAOrVqwfA89pBp9Nh48aNKCoqQo8ePTzu+U+ePBn3338/7r777krHPaUdTp8+jaioKMTGxmLEiBE4e/YsAM95/t988w06d+6Mhx56COHh4ejYsSM++OAD4/We0g4GZWVl+PTTT/H4449DJpN53PM3BxOKOmRkZAAAIiIiKh2PiIgwXuduBEHAtGnTcOedd6JNmzYAPKcdjh49ioCAACiVSjz11FPYsmULWrVq5THPHwA2btyIw4cPY9GiRdWu84R26NatGzZs2ICdO3figw8+QEZGBnr27Ilr1655xPMHgLNnz2LlypWIi4vDzp078dRTT+HZZ5/Fhg0bAHjG+6CirVu3Ii8vD+PGjQPgec/fHG6/26gtVN32XBAEs7dCdxVTpkzBkSNH8PPPP1e7zt3b4fbbb8eff/6JvLw8fPXVVxg7diz27t1rvN7dn396ejqee+45JCcnw9fXt9bz3LkdBg0aZPy5bdu26NGjB5o1a4b169eje/fuANz7+QOAXq9H586dsXDhQgBAx44dcezYMaxcuRJjxowxnufu7WDw0UcfYdCgQYiKiqp03FOevznYQ1EHQ3V31awzKyurWnbqDp555hl888032L17d6Ut3z2lHXx8fHDbbbehc+fOWLRoEdq3b493333XY57/oUOHkJWVhU6dOsHb2xve3t7Yu3cv3nvvPXh7exufq7u3Q0X+/v5o27YtTp8+7THvg8jISLRq1arSsZYtW+LChQsAPOfvAQCkpaXhhx9+wJNPPmk85knP31xMKOoQGxsLtVptrPAFxPG0vXv3omfPnhJGZluCIGDKlCnYvHkzdu3ahdjY2ErXe0o7VCUIAkpLSz3m+Q8YMABHjx7Fn3/+afzXuXNnjBo1Cn/++SeaNm3qEe1QUWlpKU6cOIHIyEiPeR/06tWr2rTxf/75BzExMQA86+/B2rVrER4ejvvvv994zJOev9mkqgZ1FoWFhcIff/wh/PHHHwIAYenSpcIff/whpKWlCYIgCIsXLxaCg4OFzZs3C0ePHhUeeeQRITIyUigoKJA4ctt5+umnheDgYGHPnj3ClStXjP+Ki4uN57h7O8yaNUvYt2+fcO7cOeHIkSPC7NmzBblcLiQnJwuC4P7PvzYVZ3kIgvu3wwsvvCDs2bNHOHv2rPDbb78JgwcPFgIDA4Xz588LguD+z18QBOHAgQOCt7e3sGDBAuH06dPCZ599Jvj5+Qmffvqp8RxPaAedTic0btxYmDlzZrXrPOH5W8LjE4rdu3cLAKr9Gzt2rCAI4hSpuXPnCmq1WlAqlULv3r2Fo0ePShu0jdX0/AEIa9euNZ7j7u3w+OOPCzExMYKPj48QFhYmDBgwwJhMCIL7P//aVE0o3L0dHn74YSEyMlJQKBRCVFSUkJCQIBw7dsx4vbs/f4Nvv/1WaNOmjaBUKoUWLVoIa9asqXS9J7TDzp07BQDCqVOnql3nCc/fEty+nIiIiKzGGgoiIiKyGhMKIiIishoTCiIiIrIaEwoiIiKyGhMKIiIishoTCiIiIrIaEwoiIiKyGhMKIiIishoTCiJyOX379sXUqVOlDoOIKmBCQeQBZDJZnf/GjRvnkDiGDBmCu+++u8brfv31V8hkMhw+fNghsRCRbXlLHQAR2d+VK1eMP2/atAmvvvpqpR0lVSpVpfO1Wi0UCoXN43jiiSeQkJCAtLQ04+6VBh9//DE6dOiAO+64w+aPS0T2xx4KIg+gVquN/4KDgyGTyYyXS0pKEBISgi+++AJ9+/aFr68vPv30UyQmJqJDhw6V7mfZsmVo0qRJpWNr165Fy5Yt4evrixYtWuD999+vNY7BgwcjPDwc69atq3S8uLgYmzZtwhNPPIFr167hkUceQaNGjeDn54e2bdvi888/r/P5yWQybN26tdKxkJCQSo9z6dIlPPzwwwgNDUX9+vUxdOhQnD9/3nj9nj170LVrV/j7+yMkJAS9evVCWlpanY9LRDcxoSAiAMDMmTPx7LPP4sSJE7jnnntMus0HH3yAOXPmYMGCBThx4gQWLlyIV155BevXr6/xfG9vb4wZMwbr1q1DxX0Jv/zyS5SVlWHUqFEoKSlBp06dsG3bNvz999+YMGECHn30Ufz+++8WP7fi4mL069cPAQEB2LdvH37++WcEBATg3nvvRVlZGcrLyzFs2DD06dMHR44cwa+//ooJEyZAJpNZ/JhEnoZDHkQEAJg6dSoSEhLMus3rr7+Ot99+23i72NhYHD9+HKtXr8bYsWNrvM3jjz+ON998E3v27EG/fv0AiMMdCQkJCA0NRWhoKKZPn248/5lnnsGOHTvw5Zdfolu3bhY9t40bN0Iul+PDDz80Jglr165FSEgI9uzZg86dOyM/Px+DBw9Gs2bNAAAtW7a06LGIPBUTCiICAHTu3Nms87Ozs5Geno4nnngC48ePNx4vLy9HcHBwrbdr0aIFevbsiY8//hj9+vXDmTNn8NNPPyE5ORkAoNPpsHjxYmzatAmXLl1CaWkpSktL4e/vb9kTA3Do0CH8+++/CAwMrHS8pKQEZ86cQXx8PMaNG4d77rkHAwcOxN13343hw4cjMjLS4sck8jRMKIgIAKp9YMvl8krDEoBYrGmg1+sBiMMeVXsOvLy86nysJ554AlOmTMGKFSuwdu1axMTEYMCAAQCAt99+G++88w6WLVuGtm3bwt/fH1OnTkVZWVmt9yeTyW4Za6dOnfDZZ59Vu21YWBgAscfi2WefxY4dO7Bp0ya8/PLLSElJQffu3et8LkQkYkJBRDUKCwtDRkYGBEEwDhP8+eefxusjIiLQsGFDnD17FqNGjTLrvocPH47nnnsOSUlJWL9+PcaPH298jJ9++glDhw7F6NGjAYjJwOnTp+scgggLC6s0k+X06dMoLi42Xr7jjjuwadMmhIeHIygoqNb76dixIzp27IhZs2ahR48eSEpKYkJBZCIWZRJRjfr27Yvs7GwsWbIEZ86cwYoVK7B9+/ZK5yQmJmLRokV499138c8//+Do0aNYu3Ytli5dWud9BwQE4OGHH8bs2bNx+fLlSutg3HbbbUhJScH+/ftx4sQJTJw4ERkZGXXeX//+/bF8+XIcPnwYBw8exFNPPVVp2uuoUaPQoEEDDB06FD/99BPOnTuHvXv34rnnnsPFixdx7tw5zJo1C7/++ivS0tKQnJyMf/75h3UURGZgQkFENWrZsiXef/99rFixAu3bt8eBAwcqFUsCwJNPPokPP/wQ69atQ9u2bdGnTx+sW7cOsbGxt7z/J554Arm5ubj77rvRuHFj4/FXXnkFd9xxB+655x707dsXarUaw4YNq/O+3n77bURHR6N3794YOXIkpk+fDj8/P+P1fn5+2LdvHxo3boyEhAS0bNkSjz/+ODQaDYKCguDn54eTJ0/iwQcfRPPmzTFhwgRMmTIFEydONK/RiDyYTKg68EhERERkJvZQEBERkdWYUBAREZHVmFAQERGR1ZhQEBERkdWYUBAREZHVmFAQERGR1ZhQEBERkdWYUBAREZHVmFAQERGR1ZhQEBERkdWYUBAREZHV/h9s9mjFqwViHwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 6))\n",
    "plt.scatter(y_test_reg, y_pred_reg, alpha=0.7, color='teal')\n",
    "plt.plot([min(y_test_reg), max(y_test_reg)], [min(y_test_reg), max(y_test_reg)], 'r--')\n",
    "plt.xlabel(\"True Values\")\n",
    "plt.ylabel(\"Predicted Values\")\n",
    "plt.title(\"Regression: True vs Predicted\")\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c31a5613-e0d5-4ebe-be0b-d13faeeee7b1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
