SVM Classification.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "65db5463",
   "metadata": {},
   "source": [
    "## SVM Classification: Heart Failure Predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9db9f249",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn import preprocessing\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import svm \n",
    "from sklearn.metrics import precision_score, recall_score, confusion_matrix, classification_report, accuracy_score, f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "288b9ac9",
   "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>age</th>\n",
       "      <th>anaemia</th>\n",
       "      <th>creatinine_phosphokinase</th>\n",
       "      <th>diabetes</th>\n",
       "      <th>ejection_fraction</th>\n",
       "      <th>high_blood_pressure</th>\n",
       "      <th>platelets</th>\n",
       "      <th>serum_creatinine</th>\n",
       "      <th>serum_sodium</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoking</th>\n",
       "      <th>time</th>\n",
       "      <th>DEATH_EVENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>75.0</td>\n",
       "      <td>0</td>\n",
       "      <td>582</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>265000.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55.0</td>\n",
       "      <td>0</td>\n",
       "      <td>7861</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>263358.03</td>\n",
       "      <td>1.1</td>\n",
       "      <td>136</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>146</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>162000.00</td>\n",
       "      <td>1.3</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50.0</td>\n",
       "      <td>1</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>210000.00</td>\n",
       "      <td>1.9</td>\n",
       "      <td>137</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>65.0</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>327000.00</td>\n",
       "      <td>2.7</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    age  anaemia  creatinine_phosphokinase  diabetes  ejection_fraction  \\\n",
       "0  75.0        0                       582         0                 20   \n",
       "1  55.0        0                      7861         0                 38   \n",
       "2  65.0        0                       146         0                 20   \n",
       "3  50.0        1                       111         0                 20   \n",
       "4  65.0        1                       160         1                 20   \n",
       "\n",
       "   high_blood_pressure  platelets  serum_creatinine  serum_sodium  sex  \\\n",
       "0                    1  265000.00               1.9           130    1   \n",
       "1                    0  263358.03               1.1           136    1   \n",
       "2                    0  162000.00               1.3           129    1   \n",
       "3                    0  210000.00               1.9           137    1   \n",
       "4                    0  327000.00               2.7           116    0   \n",
       "\n",
       "   smoking  time  DEATH_EVENT  \n",
       "0        0     4            1  \n",
       "1        0     6            1  \n",
       "2        1     7            1  \n",
       "3        0     7            1  \n",
       "4        0     8            1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df = pd.read_csv(\"C:/Users/rinke/Downloads/heart_failure_clinical_records_dataset.csv\")\n",
    "data_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "33250784",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 299 entries, 0 to 298\n",
      "Data columns (total 13 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   age                       299 non-null    float64\n",
      " 1   anaemia                   299 non-null    int64  \n",
      " 2   creatinine_phosphokinase  299 non-null    int64  \n",
      " 3   diabetes                  299 non-null    int64  \n",
      " 4   ejection_fraction         299 non-null    int64  \n",
      " 5   high_blood_pressure       299 non-null    int64  \n",
      " 6   platelets                 299 non-null    float64\n",
      " 7   serum_creatinine          299 non-null    float64\n",
      " 8   serum_sodium              299 non-null    int64  \n",
      " 9   sex                       299 non-null    int64  \n",
      " 10  smoking                   299 non-null    int64  \n",
      " 11  time                      299 non-null    int64  \n",
      " 12  DEATH_EVENT               299 non-null    int64  \n",
      "dtypes: float64(3), int64(10)\n",
      "memory usage: 30.5 KB\n"
     ]
    }
   ],
   "source": [
    "data_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "56f4aa8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, '203'), Text(0, 0, '96')]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols= [\"#CD5C5C\",\"#FF0000\"]\n",
    "ax = sns.countplot(x= data_df[\"DEATH_EVENT\"], palette= cols)\n",
    "ax.bar_label(ax.containers[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1a75b851",
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>299.0</td>\n",
       "      <td>60.833893</td>\n",
       "      <td>11.894809</td>\n",
       "      <td>40.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anaemia</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.431438</td>\n",
       "      <td>0.496107</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>creatinine_phosphokinase</th>\n",
       "      <td>299.0</td>\n",
       "      <td>581.839465</td>\n",
       "      <td>970.287881</td>\n",
       "      <td>23.0</td>\n",
       "      <td>116.5</td>\n",
       "      <td>250.0</td>\n",
       "      <td>582.0</td>\n",
       "      <td>7861.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diabetes</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.418060</td>\n",
       "      <td>0.494067</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ejection_fraction</th>\n",
       "      <td>299.0</td>\n",
       "      <td>38.083612</td>\n",
       "      <td>11.834841</td>\n",
       "      <td>14.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>high_blood_pressure</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.351171</td>\n",
       "      <td>0.478136</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>platelets</th>\n",
       "      <td>299.0</td>\n",
       "      <td>263358.029264</td>\n",
       "      <td>97804.236869</td>\n",
       "      <td>25100.0</td>\n",
       "      <td>212500.0</td>\n",
       "      <td>262000.0</td>\n",
       "      <td>303500.0</td>\n",
       "      <td>850000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>serum_creatinine</th>\n",
       "      <td>299.0</td>\n",
       "      <td>1.393880</td>\n",
       "      <td>1.034510</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>serum_sodium</th>\n",
       "      <td>299.0</td>\n",
       "      <td>136.625418</td>\n",
       "      <td>4.412477</td>\n",
       "      <td>113.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>148.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.648829</td>\n",
       "      <td>0.478136</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoking</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.321070</td>\n",
       "      <td>0.467670</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>299.0</td>\n",
       "      <td>130.260870</td>\n",
       "      <td>77.614208</td>\n",
       "      <td>4.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEATH_EVENT</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.321070</td>\n",
       "      <td>0.467670</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          count           mean           std      min  \\\n",
       "age                       299.0      60.833893     11.894809     40.0   \n",
       "anaemia                   299.0       0.431438      0.496107      0.0   \n",
       "creatinine_phosphokinase  299.0     581.839465    970.287881     23.0   \n",
       "diabetes                  299.0       0.418060      0.494067      0.0   \n",
       "ejection_fraction         299.0      38.083612     11.834841     14.0   \n",
       "high_blood_pressure       299.0       0.351171      0.478136      0.0   \n",
       "platelets                 299.0  263358.029264  97804.236869  25100.0   \n",
       "serum_creatinine          299.0       1.393880      1.034510      0.5   \n",
       "serum_sodium              299.0     136.625418      4.412477    113.0   \n",
       "sex                       299.0       0.648829      0.478136      0.0   \n",
       "smoking                   299.0       0.321070      0.467670      0.0   \n",
       "time                      299.0     130.260870     77.614208      4.0   \n",
       "DEATH_EVENT               299.0       0.321070      0.467670      0.0   \n",
       "\n",
       "                               25%       50%       75%       max  \n",
       "age                           51.0      60.0      70.0      95.0  \n",
       "anaemia                        0.0       0.0       1.0       1.0  \n",
       "creatinine_phosphokinase     116.5     250.0     582.0    7861.0  \n",
       "diabetes                       0.0       0.0       1.0       1.0  \n",
       "ejection_fraction             30.0      38.0      45.0      80.0  \n",
       "high_blood_pressure            0.0       0.0       1.0       1.0  \n",
       "platelets                 212500.0  262000.0  303500.0  850000.0  \n",
       "serum_creatinine               0.9       1.1       1.4       9.4  \n",
       "serum_sodium                 134.0     137.0     140.0     148.0  \n",
       "sex                            0.0       1.0       1.0       1.0  \n",
       "smoking                        0.0       0.0       1.0       1.0  \n",
       "time                          73.0     115.0     203.0     285.0  \n",
       "DEATH_EVENT                    0.0       0.0       1.0       1.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0532a680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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d53yvhCtZb4edp4+r76IZal6humZ0fFfNK1TXR4uma3fEiQxp90b8q/l/hyussH+W61t7aLd2R5xQYfeMjd68ZNrSXzRz+WL17tBZU/p/IR8PT3UbNlgJly9nmWfnPwf00biRav5QQ80c9JWaP9RQfcaO1O7Dhyxp7uQ3tHbbZu0+fEiFPa0D9JeTEtVt2KeSyaRx7/fXxL6DlZySop6jvlBaWlr2bYQ8wMXRSf9EntHIP5bkdFFyJVsc87ft36Omtetp3Af99cPHn6moj6+6DftU56KjMqxvz5F/tGDtSpUKDLZZHY3MFtt/aPf39OuoCZa/2Z+NkL2dnR55oI4lDefcdLY6D1xOSlLpoGD17tA5y/UkJiWqcqky6tb2hWytU261csUKjRo+Qi+/0klTZ0xX1WpV9W6Pt3XmzJlM01+5ckWeXp56+ZVXVKpU5sHhZb/+qrFjvlXn117VrDk/qe8nn2jVypUaN+ZbW1YlV7qb9mdScrICPLz1VoPm8nErmGW6UB8/LX3zE8vfrJd72qIKuYat2voXEy/p1Vlj5WBnr6+ffkX/69RLbz/cSgVdXC1prv8elr75iT5p1lYmmdS4dCWb1tkIbHG+vSoi8ry+/t80VSudMRjE+fbmnB+tKZdG1XRpzhpdHD5L5osJKvjWU5KzY5Z5HEoVV/K2A4of/bPiRvxPadFxcu/6lEwebpY0ccNnKabvBMtf3JifJUnJfx3KarUADIwAzl0wm80aOnSoQkND5erqqipVqmju3LmSMp9Cbe/evWrRooXc3d3l5+enF198UZGRkZb309LS9OWXXyosLEzOzs4KCgrSZ599JkkqUSK9F1q1atVkMpn08MMPS8o4hVpSUpJ69OihIkWKyMXFRfXq1dOWLVss769du1Ymk0m//fabatasqQIFCuihhx7SgQMHblnfKVOmqFKl9AZNaGioTCaTjh07pgEDBqhq1ar64YcfFBoaKmdnZ5nNZi1btkz16tWTp6enfHx81KpVKx0+fNhqnSdPntTzzz8vb29vubm5qWbNmgoPD9eUKVM0cOBA/f333zKZTDKZTJoyZYqkjFOo7dq1S40bN5arq6t8fHz02muvKT4+3vL+1W301Vdfyd/fXz4+PnrrrbdsHmiylZnLF6tNg8Z6ouEjKlGsuHq90El+3r6au3pFpunnrVmpoj6+6vVCJ5UoVlxPNHxEj9dvrOnLFlrSLPxjjS7Gx+urHu+rSqmy8vctrKqly6l0UMh9qpUx2WJb1yhXQY1q1FaJYsVVvEhRtWvaUmGBwdpx8Fov+dHvfazW9RupZECgSgeFqF/nrjoTFal9x47YvM5GYTabNXv7er1cu7Eala6kkoWLqn/z55SYkqzl+3ZkmW/2tnWqFVxKL9durBCfInq5dmM9EBSm2dvWWaW7dCVJnyydpb7NnlEhZ9dM13UuLlZf/faLBrVsJwc7++ysnqGYzWbNWrFEnVo/pcY1ayuseJAGvNpNiUlJWr5pfZb5Zq1YoloVKqtTqycVUixAnVo9qQfKVdSsFdeCB7f7GzoXHaVh0ydp8Btvy8HeuuPD34cOKCLynPp3eUthgcEKCwxWvy5dtffoYW3Ztzt7N0YuF378kCZu+k1/HN6X00XJlWxxzP/0jbfV9pFmKhNcQiHFAtS30+sym83astd6372UeFn9xn+jjzq9oYIF3G78qHzBFtvfw72gfD29LH/hu3fKxclZj9a6FsDhnGvb80DdytX05tPt1Lhm7SzX06JuQ73apq1qlc/7N05vx6wZM9W6TRu1eeIJlShRQu/26qUifn6a99915o2KFSumnu+9pxatWsrN3T3TNLt37lLlKpXV7LHHVKxYMdV+8EE1adZU+/Zxvrje3bY/y/sHqsfDrdS0bFU52WfdgdPezk6+bgUtf14FMv++8gNbtvWnbV6rIgU91K/5s6rgH6RiHt6qFVxKxT19LGmu/x583Qrq98N7VSOopAKuS5NX2eJ8K0mpaan6ZPzXeu2JZ1WscJEM6+F8e3MuDavp8ootSt55WGkRUUqYsUJydJRTjbJZ5rk0bZmS1u9U6qnzSjsXrUuzVslkJzmWDrKkMcdfljnukuXPsWKoUs/HKOWfk/ejWgCyGQGcu/Dxxx9r8uTJGjdunPbs2aN3331XHTp00O+//54hbUREhBo2bKiqVatq69atWrZsmc6ePatnn33WkqZPnz768ssv9cknn2jv3r2aOXOm/Pz8JEmbN2+WJK1atUoRERGaN29epmV6//339fPPP2vq1Knavn27wsLC1KxZM124YD3ssm/fvho+fLi2bt0qBwcHvfLKK7es73PPPadVq1ZZyhMREaHAwPRpFf755x/99NNP+vnnny1Bq4SEBPXs2VNbtmzRb7/9Jjs7Oz355JOWHtPx8fFq2LChTp8+rYULF+rvv//W+++/r7S0ND333HPq1auXKlSooIiICEVEROi5557LUKZLly7psccek5eXl7Zs2aI5c+Zo1apV6tatm1W6NWvW6PDhw1qzZo2mTp2qKVOmWAJCuUlySrL2Hzui2hWrWC2vXbGydv6TeRBu1z8HVbtiZatlD1aqor3HjiglJUWS9MeOraoUVlpf/jhRzXp00XN9e2ryonlKTUu1TUVyAVtt6+uZzWZt3rtLxyNOq/pNhqzHX74kSSrkln8u8k7HXlBUQpweDCltWebk4KDqxUO189TxLPPtOn1CtUOse58+GFI6Q56hqxaobmhZ1QrOvKdqmjlN/ZfOVocHGt5yGofc7tT5c4qKjdGD1+3rTo6Oql62fJb7upS+vz94w++jTqWqljy3+xtKS0tT/wmj1aH545lO1XMlOVkmk0lODtd6nzk5OsrOZNLfB5keDNnjfhzzJSkx6YpSUlMyHM+H/jhJdatUV+0KlTPNl9fdr+2/cN1valL7Ibk6u2RZlvx4zrXVeQB3Ljk5WQf271ftB60DXrUfrK1dO3fe9XqrVK2q/fv2a8/uPZKkUydPauOGjapbr+49lTevudv25+36NzpSLcYNVpsJQ9R30Qydisk4GjO/sGVbf90/e1WuaHF9uPBHNft2oDpMG6UFO8OzXGdUQpw2HNmnxys9cA81yh1seb6d+MtceRUspDYNH7mtsuTH821W7HwKyc7DTSn7r9v3U1KVcvikHEpkPVtEBk4Okp29zJeyGNVkbyenmmV1ZdOeeyswgBzDM3DuUEJCgkaMGKHVq1erTp30XnyhoaFav369xo8fr88//9wq/bhx41S9enWr5T/88IMCAwN18OBB+fv76+uvv9aYMWP00ksvSZJKliypevXqSZIKFy4sSfLx8VHRopnfTExISNC4ceM0ZcoUNW/eXJL0/fffa+XKlZo0aZJ69+5tSfvZZ5+pYcP0Z258+OGHatmypRITE+XikvUF7dURLlfLc305rly5oh9//NFSTkl6+umnrfJPmjRJRYoU0d69e1WxYkXNnDlT58+f15YtW+TtnT5VV1hYmCW9u7u7HBwcsqyvJM2YMUOXL1/WtGnT5OaW3mN1zJgxat26tb788ktLAMzLy0tjxoyRvb29ypYtq5YtW+q3337Tq6++muW6jSgmLk6paWnyLuRptdynkKeiYmMyzRMVGyOfG9J7F/JUamqqYuLj5OvppVPnzmpr5G49VqeeRvXso3/PnNHQHycqJS1Vr7Zpa5vKGJyttrUkxV9KUIt3X9eVlBTZm+z0QccuGRrRV5nNZo2cNVVVS5dVWPGgTNPkRVEJcZIk7xsa9N5u7oq4GHPTfN43TF3h7VZQUZfiLK9X7N+h/WdPauqLPbJcz7TNa+VgZ6fnquf9GxtX92fvQtbPNPMu5KEzUZGZ5LiWL7M8V9d3u7+hqUt/kb2dvZ5v0iLTz6lUspRcnJ01+qfpeuuZ9jLLrNE/TVea2azI2OjbqyRwC7Y85l9vzJwZKuzlbTXSYMWmDdp37Iim9f/iXquRa92P7b/nyCEdPvmvPnnlzSzLkW/PuTY6D+DOxcTEKDU11XJtdJW3t4+iIu/+Zn+TZk0VHR2t17t0kdlsVmpqqp565ml1fPnleyxx3nK37c/bUdE/SANaPK8gL19duBSvH/78TZ1nfqvZnXrJ0zX/jby0ZVv/VOwFzduxSe1r1len2o2158y/Gr76FznaO6hlhRoZ1rlkzza5OTln+czMvMRW59u/D+3Xwj9Wa8agYbdVjvx6vs2KqVD6MSDt4iWr5eaLl2TnfftTebs+Xk9psfFKPpBx+nBJcqxcUiZXZyWFZ3w+IIDcgQDOHdq7d68SExPVpEkTq+VXrlxRtUweMLlt2zatWbNG7pkMaz98+LBiYmKUlJSkRx65vd4KmTl8+LCSk5NVt+61G46Ojo6qVatWhuHxlStf60Hh758e0T937pyCgu7u5BkcHGwVvLlank8++USbNm1SZGSkZeTNiRMnVLFiRe3YsUPVqlXLcIFyJ/bt26cqVapYgjeSVLduXaWlpenAgQOWAE6FChVkb39tCiR/f3/t2rUry/UmJSUpKSnJetmVK3J2crrrsmYnk8n6tdlslkmmzBNnlkHmDPm9ChXSR51el72dvcqFlNT5mAv68deF+TaAc1V2b2tJKuDiqhmDhulSYqK27N2tkbOmKqCwn2qUq5Ah7dAfJ+mff0/o+76D76L0uceyvds1ZOW1kYUjn0p/ePeN29ps1s22/n95bnDdd3b2YoxGrF6ob57pImeHzOcT3nfmpGZvW68fO74tU4bvM/f7deM6DZk63vJ65Lt9JClDXc0Zd90MMstz43d2s9/QvmOHNXvFEk0fODTLbe1VyENfvNVLX0z9Xv9b9avsTCY1rV1XZYNLyM6OAcTIXrY45l81bekvWhG+Xt99ONDSnjgTFanhMydr9HsfG6aNkZNsuf1/+WO1ShYPVIXQzEdeSvnnnHu/zwO4cxm3q/me2iTbtm7TlMk/qPeHH6hCxYo6+e+/GvnVcP3gO1GvdOlyr8XNtbKz/XkrD4VaT4NUyT9YT078Qkv2bNMLNRvc49qN73619SUpzWxWuaLF1bV+eqfWMn4BOhJ5Vj/v+DPTAM6i3VvUrFy1LK8N8qLsPN8mXL42DaxnwdsLNuSX821WnGqWUYHnrt37ix//y3//3XDiNWWyLAvOj9SQU/Uyih89V0rJfCYV5wcrKnnfMZkvJtx5oQEYAgGcO3Q1GLFkyRIFBARYvefs7KzU1NQM6a+OCrmRv7+/jhy593k/zf9dZd1Og9/R8Vrj5Op79/Iw6OsDKFe1bt1agYGB+v7771WsWDGlpaWpYsWKunLliqT0ET336mYXM9cvv76+V9+7WX2HDBmigQMHWi378JU31KdL1r027wfPggVlb2eXoXfMhbhYeXt4ZJrHx8NTUTf0Ur9wMVb29vbydE/vveTj6SkHewfZX/ecj5BixRUVG6PklGQ55qPG7FW22taSZGdnp0C/9MBpmeASOhZxUlOWzM8QwBn24yT9sWOrJvQZKD/vvD0fc/2w8qrgfy2AfCU1fTh+VEKcfN2vXQhEX4qXd4GsHw7r41bQ0qPvqguX4uX93xzj+86e1IVL8Xrpx28s76ea0/TXyaOa89dGrX/3c+04dVTRlxL0+PghVmm+XrtYs7et1y+v9bm3yuawBtVqqmLJa6Mdr/w39UFUbIxVj/XouFj5eHhmuZ70/T3Galn0db+P2/kN/XVgv6LjLqp1r2vH1tS0NH09e6pmr1iihcPHSpIerFhFC4aNUUzcRdnb2augm5ua9eiipr4Z59cG7oYtj/mS9OOvCzV50Tx9+34/lQoMtizff+yILlyMVccBH1iWpaal6a+D+zTnt2XaMHGm1bk5r7L19k9MStKK8A16/cmM0/FelZ/OuffrPIA75+npKXt7e0VFWY+2iY6+IG+fu+/0NuG779S8RQu1+e/ZqWFhYbp8+bK++OxzvfzKK/m2Q0R2tT/vhquTk8IK++vf6KxHueUl96utL6U/36aEj3UbMcSniNYcytiB86+TR3X8wnl91uqFO6tQLmWL8+3hU//qdOR59Rp1bSRx2n/3ph585TnN/eJrFS9ybVaV/HS+zcqVXUeUcuzMtQUO6W09u0JuSr1uFI6pYIEMo3Iy49y4ulya1FL8tz8r9XTmxxQ7r4JyKBOohEmL763wAHIUAZw7VL58eTk7O+vEiROWqciud+zYMavX1atX188//6yQkBA5OGTc3KVKlZKrq6t+++03dcmkF5TTf70ybwwMXS8sLExOTk5av3692rdvLyl9HuWtW7fqnXfeuYPa3buoqCjt27dP48ePV/369SVJ69dbPwS1cuXKmjhxoi5cuJDpKBwnJ6eb1ldK/x6mTp2qhIQESxBpw4YNsrOzU+nSpW+a92b69Omjnj17Wi1L+uvgXa8vuzg6OKpsSKjC9+xUoxrX5sbevGenGlTLfM7eSmGltW7HVqtl4bv/VvmQUMu+WKVUWS3/c73S0tIsF3AnzpyWr6dXvgzeSLbb1pkxm826kpxs9XrY9Elau22zvvtwoAIK+91jbYzPzclFbk7XpnA0m83ycSuo8OOHVMYvPUienJqi7SePqFuDzKfakqRKxYK0+fghtb+uJ2P4sUOqHJB+w/SB4DDNesn6tz1o2U8K8Smijg88LHs7OzUvX121gqx7aPf4eaKal6+u1hVr3nNdc5qbq6vcrgugm81m+Xh4KnzPTpUJLiEpfX7s7fv3qvuzHbJcT6Ww0grfs1Ptm7WyLNu0+29VDisj6fZ+Qy3qNlCtCtYPre7x1adq/lADta7fKMNnXu3Vt2XvLkXHXVT9arn/+4Ax2PKY/+PSXzRp0c8a3etjlS9R0ir9A+Uradanw62WDZo0ViFFi6ljyyfyRfBGsv05d+XmjUpOTlHzhzL2cs+X59z7dB7AnXN0dFSZsmW1OTxcDze6dh7cHL5ZDRre/SiNxMREmUzWQZqrxxfz7Qy1yqOyq/15N66kpOhY1DlVDQjJ1vUa1f1q60tS5YAQHb9w3irfiejzKloo49SmC3dtVlm/AJUuUuyu65ab2OJ8G+IfkKEt893Ps5WQeFm9XuhkCdLkx/NtlpKSlZYUa7UoLTZBDmWClHryv33X3k4OJYvr8sL1mazgGufGNeTarJbixs1X6r/nskzn9GAFmeMuK3nP0XsuPoCckz+73NyDggUL6r333tO7776rqVOn6vDhw/rrr7/07bffaurUqRnSv/XWW7pw4YLatWunzZs368iRI1qxYoVeeeUVpaamysXFRR988IHef/99TZs2TYcPH9amTZs0adIkSVKRIkXk6uqqZcuW6ezZs4qNjc3wGW5ubnrzzTfVu3dvLVu2THv37tWrr76qS5cuqXPnzjbfJtfz8vKSj4+PJkyYoH/++UerV6/OEBBp166dihYtqieeeEIbNmzQkSNH9PPPP+vPP/+UJIWEhOjo0aPasWOHIiMjM0xpJkkvvPCCXFxc9NJLL2n37t1as2aNunfvrhdffNEyfdrdcHZ2VqFChaz+jDK1SftmrfTL779p4R+rdfT0SY2YOUVnoiL1dKOmktLn1+8/YbQl/VONmigiMlIjZ03R0dMntfCP1frlj9Xq8NjjljRPN2qq2IQ4DZ8xWcfPnNb6Hds0ZfF8tW3c7L7Xz0hssa0nL56v8N1/6+S5szp2+pRmLFukJRv/sLqp9OWPE/XrxnUa/MbbKuDiosiYaEXGRCvxSsbfQF5lMpn0fPV6mhK+WmsO7dbh82c08Nef5OLgqGblqlrS9V86W9/+8avl9fPV6yn82CFNDV+jY1HnNDV8jTafOKTna6QHkt2cXFSycFGrP1dHJ3m4FFDJwuk9wzxd3TKkcbCzl49bQQV7570RHyaTSe2attTkRfO0Zlu4/jl5QgMnfisXZ2c1e7CeJV3/CaM1Zs4My+vnm7RU+O6/NXXJAh07fUpTlyzQ5r271K5pS0uaW/2GPN0LKqx4kNWfg72DfDy8FOJ/bXTrwnVrtOufgzp57oyWbvxDfb4doXZNW1qlgeTq6KQw36IK803fl/0LeSnMt6iKuNMb/nbY4pg/bekvGjdvtvq90lX+voUtx/NLiZclpd9Iv/E34OrkLI//fhv5iS22/1UL161Ww+oPZBiZI3HOlWx7HriUeFkHjh/VgePpN4xOR57TgeNHdSbq2s3V2Pg4HTh+VEdPn5QkHT9zWgeOH1VkTP58zlm7F9pr4YJftOiXhTp69KhGDR+hs2fO6Mn/ni86dswYDezX3yrPwQMHdPDAAV2+fFnR0dE6eOCAjl43w0O9+vU17+eftXL5Cp0+dUrhm8I14bvvVK9BfatppvO7u21/Jqem6OC50zp47rSSU1N0Pi5WB8+dthpd8/Xaxdr+72Gdirmg3REn9OHCH5VwJVEtK+TPzii2autLUvsa9bU74oQmb1qtf6MjtWzfX1rwd7jaVq1jVYb4pET9dmCn2lSqZfP6Gkl2n2+dnZwytGXcCxSQm0t6G+dqh1DOtzeX+PtfcmlSS46VS8rO30duLzSVkpN1Zdt+S5oCHZrKpfW1RyY4P1JDrq3qKGHmSqVFXZSpYAGZChaQnG7ohGuSnGqX15XNe6W0/Bu0B/ICRuDchcGDB6tIkSIaMmSIjhw5Ik9PT1WvXl0fffRRhrTFihXThg0b9MEHH6hZs2ZKSkpScHCwHnvsMcuIh08++UQODg7q16+fTp8+LX9/f73xxhuSJAcHB33zzTcaNGiQ+vXrp/r162vt2rUZPueLL75QWlqaXnzxRcXFxalmzZpavny5vLwy9jaxJTs7O82ePVs9evRQxYoVVaZMGX3zzTd6+OGHLWmcnJy0YsUK9erVSy1atFBKSorKly+vb7/9VpL09NNPa968eWrUqJFiYmI0efJkvXzDgzYLFCig5cuX6+2339YDDzygAgUK6Omnn9aIESPuY23vr6a16yo2Pl4Tf5mryNholQwI1KieH8nfN/0ZRJEx0VYPnA0o7KdRPfto5KypmvPbchX29NJ7L7yixg88aElT1MdXo9/7WCNnTlX7j99TYS9vPd+khTq2bHPf62ckttjWiUmJ+vLHiTp3IUrOTk4K9g/QoNe6q2ntaw2xn1evkCS98cUAq/L069w101EJeVXHWg8rKSVZQ1fNV1ziZVXwD9ToZ1616r139mKM7K6bLrFyQIg+bdVe321YrvEbVqi4p48+b/WCKvrnrxuhd6pjizZKunJFX06bqLiEBFUoGabR731s1UP7TFSk1dSUVUqV0WdvvqNxP8/Wd/Nmq3iRovr8zXdVseS10Uu3+g3druMRp/TtnBm6mBCvYr5F1Kn1U1Y9vpGuTJFiGv3UK5bX3f+b+/3XfX/p81Xzc6pYuYYtjvlzf1uu5JQUffCtdc/UV9u01WtPPnt/KpZL2GL7S+nBgB0H92vMex9n+rmcc9PZ6jyw7+gRvfHlAMvrkbPSO7q1rNtQA17tJkn646+tGjRprCVN33GjJOXf30mTpk0VGxurSRMnKioyUqElS2rE16Mszy2NjIzUmTNnrPJ0fOHaSKn9+/ZpxbLlKurvrwWLFkqSOnV+RSaTSePHjdP58+fl6empeg3q642uXe9fxXKJu2l/no+/qA7TRlleT9/6h6Zv/UPVi4fqu+fTr+fPxcXq48UzFXP5krwKuKmif5Amte8mf4/7e51uJLZq65f3D9TQNh01dt0yTfpzlYp5eKtn48f1WPnqVp+/cv8OmSWrgFF+YKvz7a1wvr25pFVbZXJ0UIG2jWUq4KyU42cUN3a+lHRtpg47r0JWj8RxrldFJgcHuXe2vi66/OsmJf66yfLaoUyQ7L0LKX7THpvXA4Btmcz5eey0DRw4cEBly5bVoUOHFBYWdusMMLyLf+7M6SIA9515N0Osc5KpYomcLkK+1XLr3JwuQr62pOYzOV0EAPlMasWQnC5CvmU3e01OFwHIEbT1c07qrNU5XYR8zeubd3K6CLnO2kO7c7oIuc7DpSrmdBGyHVOoZaM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Upk2bLO9HR0fr4ME7e/j89fmvvi5bNusH1UlS9erVdeDAAYWFhWX4u9pbztXVVY8//ri++eYbrV27Vn/++ad27dolSXJwcNCjjz6qoUOHaufOnTp27JhWr14tSSpcuLAiIq5dXF+8eFFHj966cXU7ZcpMnz59FBsba/XXs2PnW35ednJ0cFTZkFCF79lptXzznp2qHJb5iKpKYaW1+Yb04bv/VvmQUDk4WMdpnZ2cVMTLR6mpqVq9dZMaVn/gpuUxm826kknQLK+y9fa/3o3bNikpSXZ21gHTzIKYeYmbk4sCvXwtf6E+fvJxK6jw44csaZJTU7T95BFVDsj6OSiVigVp83V5JCn82KFM8yzavUVeBdxVN/Tmx7b8wM3V1RIsCfTzV2ix4vLx8LTa/5NTkrV9/94s938p/Tdw429m0+6/b5rndpnN5kwD93mJLY87Py79RZMWztU3vfqqfAnrnqUPlK+kWZ8O1/RBwyx/5UqU1GMP1tP0QcMI3uC+u1/nYLPZrIP/Hst0qsG85H4d42/ne2tRt4FmDv7K6nhT2NNLHZo/rm/e65vhMz0LFlJBNzdt2btL0XEXVb9azQxpcqucbGtetWjdGnkV8shXz1m8lexqk8JaTrT1r7qSkqJjUefk+9/Ua472DipfNFAnos9bpTsRfV5FC+Xt88FNJSUrLTL22t+ZC0qLTZBDmetmnrG3k0PJ4ko5evOOD86Na8i1WW3Ffzdfqf9mnBEnv7L1cX/l5o1KTk5R84eyfp60q7OLfD29dDEhXpt2/a0Gt7gPBMBY8swInNvVvn179e3bV6+99po+/PBDnThxQl999ZWkzEfH3C0XFxe99NJL+uqrr3Tx4kX16NFDzz77bIbp06T00SNvvvmmevfuLW9vbwUFBWno0KG6dOmSOndODx507dpVo0aNUvfu3dWtWzcdOHBA/fv3V8+ePWVnZyd3d3d17txZvXv3lo+Pj/z8/NS3b987nm5gw4YNGjp0qJ544gmtXLlSc+bM0ZIlS26ap1+/fmrVqpUCAwPVtm1b2dnZaefOndq1a5c+/fRTTZkyRampqapdu7YKFCigH3/8Ua6urgoODtbixYt15MgRNWjQQF5eXlq6dKnS0tIsU781btxYU6ZMUevWreXl5aVPPvlE9va3vqF0qzJlxdnZWc7OzlbLLubAtDLtm7VS/wmjVT6kpCqFldb8tat0JipSTzdqKin9OQbnoy9o4GvdJUlPNWqin1Yt08hZU/REw0e165+D+uWP1frsjXcs69x9+JDORV9Q6aAQnY++oAkLflKa2ayOzdtY0nw7d6YeqlRNft4+upR4WSvCN2j7/j36plfGC+u8zBbbf/Li+SofEqqAIkWVkpKiDTu3a8nGP/Rhx2vP36pXtYYmL5qnot6+Cg0I1IETRzVz+SI9Xr/xfa1/TjKZTHq+ej1NCV+tQC9fBXn6anL4ark4OKpZuaqWdP2XzlYRdw+91SD9uWHPV6+n12d/p6nha9QwrIJ+/2ePNp84pO/bdbVaf5o5TYt3b1XLCjXkkMnN6djLl3Q2Lkbn42MlSccvpF94eLsVtFz85WUmk0ntmrbU5EXzFOhXVIF+/pqyeJ5cnJ2tnsXUf8JoFfbyVre2L0iSnm/SUq8P6aepSxaoYbUH9PtfW7R57y5N/GiwJc+lxMv69+y13n2nI8/pwPGj8nB3V1GfwrqclKgfFs1Tg6o15evppdj4OM1dvVznLlzQI7Wsp/fMi2xx3Jm29Bd9N2+2Pn39bfn7FlZkTHovvgIuLirg4io3V1eFFbeeFtbVyVke7gUzLEfmXB2dFOBxbfoh/0JeCvMtqouJl3Xuv+MI7owtfgvfL5ijiiVLKdDPXwmXL+l/q37VwRPH9MGL97eTTk6z5TH+Vt+bp3vBDD2GHewd5OOR/oyiqxauW6MS/gHyKlRIO/85qBEzJqtd05ZWafKCnGprSukzFSxav0Yt6zaUw21cV+VXd9smTU5N0dGoc5b/z8fF6uC503J1dFKgl29OVMVQbNnW/3rtYtUvWU5+Bb0UfTn9GTgJVxLVssK1AHCHBxqq76IZqla8hGoEltSfRw9o/eF9Gvdc/pht4nYl/v6XXJrUUtr5GKWej5Frkwek5GRd2XbtwfcFOjRVWmyCEhdtkJQ+bZpryzpKmLpMaVEXZSqYPm29OSlZupK3O2PdDlsc969auG61GlZ/INORx3/u2iGz2axg/2I6efaMvv7fjwr2L6bH6zWyaX0BZK98F8ApVKiQFi1apDfffFNVq1ZVpUqV1K9fP7Vv3/6mU2vdqbCwMD311FNq0aKFLly4oBYtWmjs2LFZpv/iiy+UlpamF198UXFxcapZs6aWL18uL6/0niABAQFaunSpevfurSpVqsjb21udO3fWxx9/bFnHsGHDFB8fr8cff1wFCxZUr169FBt7ZzcPevXqpW3btmngwIEqWLCghg8frmbNmt00T7NmzbR48WINGjRIQ4cOlaOjo8qWLasuXbpIkjw9PfXFF1+oZ8+eSk1NVaVKlbRo0SL5+PjI09NT8+bN04ABA5SYmKhSpUpp1qxZqlAhfZh/nz59dOTIEbVq1UoeHh4aPHjwbY3AuVWZjK5p7bqKjY/XxF/mKjI2WiUDAjWq50fy9y0sSYqMibZ62GxAYT+N6tlHI2dN1Zzflquwp5fee+EVNX7gQUuapOQr+m7eLJ06d06uLi6qW7maBr3WXQWvm37uQmyM+k8YrcjYaLm7FlBYYLC+6dU3y4ef5lW22P6JSYn68seJOnchSs5OTgr2D9Cg17qrae1rz77q3aGzvps3W1/+OFHRF2Pl6+mtpx5uoi5tnrl/lTeAjrUeVlJKsoaumq+4xMuq4B+o0c+8Kjena8fosxdjZHdd0L1yQIg+bdVe321YrvEbVqi4p48+b/WCKvpb34TefPwfnYmLUeuKmfc4Wnd4rwYt+8nyuu/imZKkLnUe1Wt1m2ZnNQ2rY4s2SrpyRV9Om6i4hARVKBmm0e99LDdXV0uaM1GRVp0eqpQqo8/efEfjfp6t7+bNVvEiRfX5m++qYslrczDvO3pEb3w5wPJ65KypkqSWdRtqwKvdZGey07GIU1qyfq1i4uPk4V5Q5UuU1ISPBqlkPngGly2OO3N/W67klBR98O1wq896tU1bvfbks/enYnlcmSLFNPqpa89Q6V4//UbTr/v+0uer5udUsXI1W/wW4i4l6PMp4xUVGyN31wIqE1xCE/oMzDBPfH5gq2P8rb6323U84pS+nTNDFxPiVcy3iDq1fkrtm7W694obTE61NSVp895dOhMVqccb5J8OQnfrbtqk5+MvqsO0UZbX07f+oelb/1D14qH67vk37mfxDctWbf1zcbH6ePFMxVy+JK8CbqroH6RJ7bvJ3+Pa6JpGpSrqwyZPaWr4ag1f/YuCvArrizYvqmrxEven8rlE0qqtMjk6qEDbxjIVcFbK8TOKGztfSroWiLHzKmT1SBbnelVkcnCQe2frY/blXzcp8VfrmV7yI1sc9yXp+JnT2nFwv8a897EyE3/5kr6dM1PnoqNUyM1djWvWVten29109CYA4zGZ8/LcPLdpxowZ6tSpk2JjY+V63cVLfhMSEqJ33nlH77zzTk4XxVAu/rnz1omAPMa8O//OA20EpopcRCJ/arl1bk4XId9aUjN/dRYAkPNobyK/StvFvp9T7NsRvM5JhepUzuki5DprD+3O6SLkOg+XqpjTRch2+TLkOm3aNIWGhiogIEB///23PvjgAz377LP5OngDAAAAAAAAAACM484ekJJHnDlzRh06dFC5cuX07rvvqm3btpowYcJt569QoYLc3d0z/ZsxY4YNS3731q1bl2WZ3d3dc7p4AAAAAAAAAADgOvlyBM7777+v999//67zL126VMnJmT+Ezc/P767Xa0s1a9bUjh07bprm2LFj96UsAAAAAAAAAADg5vJlAOdeBQcH53QR7pirq6vCwsJyuhgAAAAAAAAAAOA25Msp1AAAAAAAAAAAAIyMETgAAAAAAAAAABhIlaJBOV0EGAAjcAAAAAAAAAAAAAyGAA4AAAAAAAAAAIDBEMABAAAAAAAAAAAwGAI4AAAAAAAAAAAABkMABwAAAAAAAAAAwGAI4AAAAAAAAAAAABgMARwAAAAAAAAAAACDIYADAAAAAAAAAABgMARwAAAAAAAAAAAADIYADgAAAAAAAAAAgMEQwAEAAAAAAAAAADAYAjgAAAAAAAAAAAAGQwAHAAAAAAAAAADAYAjgAAAAAAAAAAAAGAwBHAAAAAAAAAAAAIMhgAMAAAAAAAAAAGAwBHAAAAAAAAAAAAAMhgAOAAAAAAAAAACAwRDAAQAAAAAAAAAAMBgCOAAAAAAAAAAAAAZDAAcAAAAAAAAAAMBgCOAAAAAAAAAAAAAYDAEcAAAAAAAAAAAAgyGAAwAAAAAAAAAAYDAEcAAAAAAAAAAAAAyGAA4AAAAAAAAAAIDBEMABAAAAAAAAAAAwGAI4AAAAAAAAAAAABkMABwAAAAAAAAAAwGAI4AAAAAAAAAAAABgMARwAAAAAAAAAAACDIYADAAAAAAAAAABgMARwAAAAAAAAAAAADIYADgAAAAAAAAAAgMEQwAEAAAAAAAAAADAYAjgAAAAAAAAAAAAGQwAHAAAAAAAAAADAYBxyugCA0Zl3H83pIgD3naliiZwuAoB8aEnNZ3K6CPlWy61zc7oI+dZilxo5XYR8jTYP8iP2+5xlz/bPMdzfyWF1Kud0CYBciRE4AAAAAAAAAAAABkMABwAAAAAAAAAAwGAI4AAAAAAAAAAAABgMARwAAAAAAAAAAACDIYADAAAAAAAAAABgMARwAAAAAAAAAAAADIYADgAAAAAAAAAAgMEQwAEAAAAAAAAAADAYAjgAAAAAAAAAAAAGQwAHAAAAAAAAAADAYAjgAAAAAAAAAAAAGAwBHAAAAAAAAAAAAIMhgAMAAAAAAAAAAGAwBHAAAAA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\n",
      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = sns.diverging_palette(2, 165, s=80, l=55, n=9)\n",
    "corrmat = data_df.corr()\n",
    "plt.subplots(figsize=(20,20))\n",
    "sns.heatmap(corrmat,cmap= cmap,annot=True, square=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1e2919da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution Of Age')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "Days_of_week=sns.countplot(x=data_df['age'],data=data_df, hue =\"DEATH_EVENT\",palette = cols)\n",
    "Days_of_week.set_title(\"Distribution Of Age\", color=\"#774571\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6ff1b07d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "S:\\Python-Anaconda\\Anaconda\\lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 13.3% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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To+LiYlVWVqq4uFg5OTlasGCB3a0BAJoJ1wLAMwQlIEDt3btXGzdulPWmsWma2rhxo7KysmzqDADQXLgWAJ4jKAEBauvWrXI6nTXWSkpK9O677zZzRwCA5sa1APAcQQkIUGlpaQoPD6+xFhERobS0tGbuCADQ3LgWAJ4jKAEBKiUlRcOGDZNhGG7jhmFo+PDhSklJsakzAEBz4VoAeI5V74AAVrXSUW5urttKR+vXr2elIwBoIbgWAP/VkGwQ0kw9AbBBu3btNH36dK1atco1NmnSJC6MANCCcC0APMNL74AAN3LkSHXs2FGS1LFjR40cOdLmjgAAzY1rAdBwBCUgwIWEhGjq1Klq1aqVpk2bppAQbiQDQEvDtQBoON6jBLQQFRUVCg4OtrsNAICNuBagpWtINuCOEtBCcGEEAHAtAOqPoAQAAAAAFrYHpby8PP3yl79Uu3bt1KpVK/Xp00effPKJq26aptLT0xUXF6eIiAgNGjRI2dnZNnYMAAAAINDZGpQKCgp02WWXKTQ0VBs3btS+ffv0+9//Xueee67rMUuXLtWyZcu0cuVK7dy5U7GxsRo8eLBOnTplX+MAAAAAApqtizn89re/1QcffKD333+/xrppmoqLi9OMGTM0e/ZsSVJpaaliYmKUmZmpyZMnn/UYLObgG3bs2KGXX35Zubm5SkhI0NixYzVgwICz1hqzrx3zBtK58Gfk3WMCgCd4vgIapyHZwNaglJycrKFDh+ro0aPavn27OnbsqClTpujuu++WJH355Zfq2rWrdu3apb59+7r2GzVqlM4991ytW7furMcgKNlvx44dWrx4sduYYRiaO3euJNVaGzBgQI37mqapBx98UNKPdxyt+56tlpqaqn//+98e7Xu2WkZGRrXazJkzdfHFF2vnzp36/e9/X2NdUo21adOmSZJWrFhRrXbvvffq5z//uT755JNa63Xt25h5Q0NDtWzZsgadS1213/72t177vjRm3rCwMC1ZsqRazdO/u2fWAQQu0zRVWlra5PPa8RyZmpra1KdRK4fDIcMwmu14aJn8JiiFh4dLkmbOnKkxY8boo48+0owZM/TMM8/otttu04cffqjLLrtMeXl5iouLc+13zz336PDhw9q0aVO1OUtLS92enIqKitSpUyeCko1mzpypAwcOVBvv0aOHTNOstfb73/++2r45OTk6deqUIiMjZZqmiouLq+17tlpycrKys7M92tfXjulv8/rbubRp00YdOnSoVvPk7661DiAwmaap2bNnKycnp8nntuM5Mjk5uWmar4ekpCRlZmYSluBVDQlKtn7aWGVlpfr37+/6iW3fvn2VnZ2tp556SrfddpvrcdZ/MKZp1vqPKCMjQwsXLvRe02iw3NzcWsdry+lV+5y5b2Vlpeu9aSUlJbXue7bamb82dF9fO6a/zetv53L69GnFxMQoKMj97ZwN/btbUx1AYCotLfVKSJLseY5sTjk5OSotLXX9IB2wm61BqUOHDtV+UpGUlKRXX31VkhQbGytJys/Pd/up7vHjxxUTE1PjnHPmzHG9xEf67x0l2CchIaHGn6wnJCTU+lP5hISEOve9skcPBUnK/fbb6vued55kmrXW7rvmGv3h1CmP9vW05q1j+tu8/nIupmnqa6ez1v9cNObvblUdQOBbvXixwsPCmmy+OY88ooOHD1cb79ali0zT9Ki2ZPbsOudd8tN7xL3JWVamifPmef04QEPZuurdZZddpv3797uNff755+rcubMkKTExUbGxsdq8ebOrXlZWpu3bt2vgwIE1zulwOBQVFeW2wV5jx46tdgfQMAyNHTu2zlpd+w7t21fD+vdXsGEo6Iwt2DA0rH//OmthISEe7+trx/S3ef3lXIIMQx06dFBcXFyT/92tqgMIfOFhYQp3OJpsu+X66xUcHKygoCDXFhwcrFuuv97j2tnmbcr+a92aMEwCTcnW9yjt3LlTAwcO1MKFCzV27Fh99NFHuvvuu/Xss8/q1ltvlSRlZmYqIyNDa9asUffu3bVkyRJt27ZN+/fvV+vWrc96DBZz8A07duzQ+vXr3VbTqXqDaF21M+uHDh3Sp59+qg4dOmj5mDEKCwnR3kOH9M7u3covKFBsmzYa0q+fenfpIkl11s5W90aNef3nXK7u3VuvfvGFJOmBBx7QG2+80ai/u7XVAQQep9OpMWPGSJJefPRRhTscTTr/v3fv1qv/+Idyjx1TQlycbhoxQpf06dOoWn3q3uQsLdX4nxadWL9+PS+9g1f5zWIOkrRhwwbNmTNHBw4cUGJiombOnOla9U768SUwCxcu1DPPPKOCggKlpqbqiSeeUK9eveo1P0EpcJx58VlwzTUKC7H1laMIYGXl5Vq4ZYskLtoAGsbbQSkQEZTQnPxmMQdJGjlypEaOHFlr3TAMpaenKz09vfmaAgAAANCi2foeJQAAAADwRQQlAAAAALAgKAEAAACABUEJAAAAACwISgAAAABgQVACAAAAAAuCEgAAAABYEJQAAAAAwIKgBAAAAAAWBCUAAAAAsCAoAQAAAIAFQQkAAAAALAhKAAAAAGBBUAIAAAAAC4ISAAAAAFgQlAAAAADAgqAEAAAAABYEJQAAAACwICgBAAAAgAVBCQAAAAAsCEoAAAAAYEFQAgAAAAALghIAAAAAWBCUAAAAAMCCoAQAAAAAFgQlAAAAALAgKAEAAACABUEJAAAAACxC7G4AQOPtPXRIm3btUn5BgWLbtNHQfv3UOzHxrDUAQMvw79279cpbbyn32DElxMXpphEjlNq3r91tAT6NO0qAn9t76JCe27RJuf/5j8rKy5X7n//o/9u0SXsPHaqzBgBoGf69e7cynnhCB776SqVlZTrw1Vd65Mkn9e/du+1uDfBpBCXAz23atavamCnpnd2766wBAFqGV956q9qYaZp69R//sKEbwH/w0jvAz+UXFNQ6bppmg/YBAASe3GPHGjQO4EfcUQL8XGybNrWO11UDALQMCXFxDRoH8COCEuDnhvbrJ8MyZkga0q9fnTUAQMtw04gRMgz3q4FhGLppxAibOgL8A0EJ8HO9ExN119Ch6ty+vRyhoercvr3uuvZa9e7Spc4aAKBlSO3bV7+dMkU9EhMV7nCoR2Ki5kydqkv69LG7NcCnefQepYqKCq1du1bvvvuujh8/rsrKSrf61q1bm6Q5APXTOzGx1iW/66oBAFqG1L59WQ4caCCPgtL06dO1du1ajRgxQr169ap2OxcAAAAA/JlHQemll17Syy+/rOHDhzd1PwAAAABgO4/eoxQWFqZu3bo1dS8AAAAA4BM8Ckr333+/VqxYUetntAAAAACAP/PopXf/+te/9N5772njxo3q2bOnQkND3eqvvfZakzQHAAAAAHbwKCide+65+sUvftHUvQAAAACAT/AoKK1Zs6ap+wAAAAAAn+FRUKryn//8R/v375dhGOrRo4fOO++8puoLAAAAAGzj0WIOxcXFmjhxojp06KArrrhCl19+ueLi4jRp0iSdPn26qXsEAAAAgGblUVCaOXOmtm/frjfffFPfffedvvvuO73++uvavn277r///qbuEQAAAACalUcvvXv11Vf1yiuvaNCgQa6x4cOHKyIiQmPHjtVTTz3VVP0BAAAAQLPz6I7S6dOnFRMTU228ffv2vPQOAAAAgN/zKChdeumlWrBggZxOp2uspKRECxcu1KWXXtpkzQEAAACAHTx66d2KFSt07bXXKj4+XhdddJEMw9CePXsUHh6uTZs2NXWPAAAAANCsPApKvXr10oEDB/SnP/1J/+///T+ZpqlbbrlFt956qyIiIpq6RwAAAABoVh5/jlJERITuvvvupuwFAAAAAHxCvYPSG2+8oWHDhik0NFRvvPFGnY+9/vrrG90YAAAAANil3kFp9OjRys/PV/v27TV69OhaH2cYhioqKpqiNwAAAACwRb2DUmVlZY2/BwAAAIBA49Hy4M8//7xKS0urjZeVlen5559vdFMAAAAAYCePgtKdd96pwsLCauOnTp3SnXfe2eimAAAAAMBOHgUl0zRlGEa18aNHjyo6OrrRTQEAAACAnRq0PHjfvn1lGIYMw1BaWppCQv67e0VFhQ4dOqRrr722yZsEAAAAgObUoKBUtdrdnj17NHToUEVGRrpqYWFh6tKli2688cYmbRAAAAAAmluDgtKCBQskSV26dNEtt9wih8PhlaYAAAAAwE4evUcpOTlZe/bsqTb+73//Wx9//HFjewIAAAAAW3kUlKZOnaojR45UG8/Ly9PUqVMb3RQAAAAA2MmjoLRv3z7169ev2njfvn21b9++RjcFAAAAAHbyKCg5HA5988031ca//vprt5XwziY9Pd21il7VFhsb66qbpqn09HTFxcUpIiJCgwYNUnZ2tictAwAAAEC9NWgxhyqDBw/WnDlz9Prrr7s+N+m7777T3LlzNXjw4AbN1bNnT23ZssX1dXBwsOv3S5cu1bJly7R27Vr16NFDixYt0uDBg7V//361bt3ak9aBetl76JA27dql/IICxbZpo6H9+ql3YmKjaszr3WMCQKD49+7deuWtt5R77JgS4uJ004gRSu3b12u1xu4LBCrDNE2zoTvl5eXpiiuu0IkTJ9T3p38oe/bsUUxMjDZv3qxOnTrVa5709HT9/e9/r3FhCNM0FRcXpxkzZmj27NmSpNLSUsXExCgzM1OTJ0+u1zGKiooUHR2twsJCRUVF1e8E4ZOcTqfGjBkjSVpwzTUKa8Ddy4bYe+iQntu0yW3MkHTX0KGS5FGtd2Ii83rxmE0dlsrKy7Xwpx/grF+/XuHh4U06P4DGM01TpaWldrdRjdPp1IQJEyRJqxcvVnhYWIP2/2jPHj32zDNuY4Zh6P577pGkJq9d0qePx8e8pE+fBp1bbZxlZZo4b54k6YUXXvDJ51yHwyHDMOxuA02gIdnAo/9pduzYUXv37tWf//xnffrpp4qIiNCdd96pcePGKTQ0tEFzHThwQHFxcXI4HEpNTdWSJUt0/vnn69ChQ8rPz9eQIUNcj3U4HLryyiv14Ycf1hqUSktL3Z44i4qKPDlFtGCbdu2qNmZKemf3btX0c4X61HonJjKvF4/JXSWgZTFNU7Nnz1ZOTo7drdSp6j//DZGdna3i4uJq4/fMmyfTNJu8lpyc7PExk5OT63ta9VYVMn1NUlKSMjMzCUstjMc/kj/nnHN0z08/afBUamqqnn/+efXo0UPffPONFi1apIEDByo7O1v5+fmSpJiYGLd9YmJidPjw4VrnzMjI0MKFCxvVF1q2/IKCWsdruwF7thrzeveYAFqW0tJSnw9JniopKal1vLbnwcbUGnPMliQnJ0elpaU+ebcL3tOo1y7t27dPubm5Kisrcxu//vrr67X/sGHDXL9PSUnRpZdeqq5du2rdunUaMGCAJFVL7qZp1pnm58yZo5kzZ7q+LioqqvdLAQFJim3TRrn/+U+N46ZpelRjXu8eE0DL9cfeveUI8mhtKp+U/p//6MuTJ6uNd23bVqbU5LUFffp4fMwFTfTSO19WWlmp3+zda3cbsIlHzyxffvmlLrroIvXq1UsjRozQ6NGjNXr0aP3iF7/QL37xC4+bOeecc5SSkqIDBw64Vr+rurNU5fjx49XuMp3J4XAoKirKbQMaYmi/frJGcUPSkH79PK4xr3ePCaDlcgQFyREcHDDbDb16KcQwFHzGFmIYuqFXL6/UGnNMu/+smmULoBCOhvPouz99+nQlJibqm2++UatWrZSdna1//vOf6t+/v7Zt2+ZxM1W30jt06KDExETFxsZq8+bNrnpZWZm2b9+ugQMHenwM4Gx6JybqrqFD1bl9ezlCQ9W5fXvdde216t2li8c15vXuMQEgUFwcH68Zl1+urm3byhESoq5t2+q+yy9X//h4r9Qac0wg0Hm06t3PfvYzbd26Vb1791Z0dLQ++ugjXXDBBdq6davuv/9+7d69u17zPPDAA7ruuuuUkJCg48ePa9GiRdq+fbuysrLUuXNnZWZmKiMjQ2vWrFH37t21ZMkSbdu2rUHLg7PqXeBorlXvAFa9A3zbmdeDZ/v0keOMjxYBmlJpRYXu+Wl1Zq4HgcHrq95VVFQoMjJS0o+h6dixY7rgggvUuXNn7d+/v97zHD16VOPGjdO3336r8847TwMGDNCOHTvUuXNnSdKsWbNUUlKiKVOmqKCgQKmpqXrnnXf4DCUAAAAAXuVRUOrVq5f27t2r888/X6mpqVq6dKnCwsL07LPP6vzzz6/3PC+99FKddcMwlJ6ervT0dE/aBAAAAACPeBSUHnroIdea+osWLdLIkSN1+eWXq127dvrrX//apA0CAAAAQHPzKCgNHTrU9fvzzz9f+/bt08mTJ9WmTRs+iAsAAACA32vwqnfl5eUKCQnRZ5995jbetm1bQhIAAACAgNDgoBQSEqLOnTuroqLCG/0AAAAAgO08+hylhx56SHPmzNHJGj6pGQAAAAD8nUfvUXr88cf1xRdfKC4uTp07d9Y555zjVt+1a1eTNAcAAAAAdvAoKI0ePbqJ2wAAAAAA31HvoPT444/rnnvuUXh4uO68807Fx8crKMijV+4BAAAAgE+rd9KZOXOmioqKJEmJiYn69ttvvdYUAAAAANip3neU4uLi9Oqrr2r48OEyTVNHjx6V0+ms8bEJCQlN1iAAAAAANLd6B6WHHnpIv/nNbzRt2jQZhqGLL7642mNM05RhGCwdDgAAAMCv1Tso3XPPPRo3bpwOHz6s3r17a8uWLWrXrp03ewMAAAAAWzRo1bvWrVurV69eWrNmjS677DI5HI46H/+Xv/xF119/fbXlwwEAAADAl3m0bN3tt99+1pAkSZMnT9Y333zjySEAAAAAwDZeXd/bNE1vTg8AAAAAXsEHIQEAAACABUEJAAAAACwISgAAAABgQVACAAAAAAuvBqXOnTsrNDTUm4cAAAAAgCbXoM9RsiorK9Px48dVWVnpNp6QkCBJ+uyzzxozPQAAAADYwqOgdODAAU2cOFEffvih27hpmjIMQxUVFU3SHAAAAADYwaOgdMcddygkJEQbNmxQhw4dZBhGU/cFAAAAALbxKCjt2bNHn3zyiS688MKm7gcAAAAAbOfRYg7Jycn69ttvm7oXAAAAAPAJHgWlzMxMzZo1S9u2bdOJEydUVFTktgEAAACAP/PopXfXXHONJCktLc1tnMUcAAAAAAQCj4LSe++919R9AD5l76FD2rRrl/ILChTbpo2G9uun3omJjaoxr3ePCQAtwc6jR/V6draOFhYqPjpao3r21MXx8Y2qNXZfIFAZpmmadjfhTUVFRYqOjlZhYaGioqLsbseNaZoqLS21uw2/4XQ6NWHCBEnSnKuuUlhwsFeOk/XVV1q9ebPbmCHpzsGDJcmjWkqXLszrxWOmdOmiplRWUaGMn34g9MILLyg8PLxJ5w90DoeD1VDhVU6nU2PGjJEkPdunjxxeuh74mp1Hj+oP77/vNmZImnH55ZLkUe3i+HiP520JYam0okL37NkjSVq/fj3XgwDQkGzgcVD67rvvtGrVKuXk5MgwDCUnJ2vixImKjo72qGlv8dWgZJqmZs+erZycHLtbgUV2draKi4urjUdGRso0TY9qycnJzOvFYyYnJ1cbh32SkpKUmZlJWILXtNSg9NCmTfry5Mlq413btpUpeVT736FDPZ73f4cO9eQ0/ApBKfA0JBt49NK7jz/+WEOHDlVERIQuueQSmaapZcuWafHixXrnnXfUr18/jxpvSUpLSwlJPqqkpKTW8dp+rnC2GvN695jwLTk5OSotLeU/FEATO1pYWPN4UVGtz5FnqzVmXiDQeRSU7rvvPl1//fV67rnnFBLy4xTl5eW66667NGPGDP3zn/9s0iYD3a87dlQoP3n1GU/n5iqvhotGfHS0TMmj2uT4eOb14jEnt4CXf/iDH0xTT+Xl2d0GELDio6NrvLsTHxVV652fs9UaMy8Q6DxaHvzjjz/W7NmzXSFJkkJCQjRr1ix9/PHHTdZcSxFqGAoNCmLzkS2tWzcFG4aCJNcWbBi6unt3j2vM691j2v13hu2njR/4AF41qmdPWf+VGT+Ne1przLxAoPPojlJUVJRyc3N14YUXuo0fOXJErVu3bpLGALskx8bq1n79tO3gQR3//nu1j4zUoG7dlBwTI0ke15jXu8cEgEB3cXy8Zlx+ud7IztbRoiLFR0VpVM+e6v/TXXVPa42ZFwhkHi3mcO+99+pvf/ubHnvsMQ0cOFCGYehf//qXHnzwQd14441avny5F1r1jK8u5nDmG1HvjY9XaJBHN/cAwGf8UFmpx48elcSbnuFdLXUxBzQ/FnMIPF5fzOGxxx6TYRi67bbbVF5eLkkKDQ3Vr3/9az3yyCOeTAkAAAAAPsOjoBQWFqYVK1YoIyNDBw8elGma6tatm1q1atXU/QEAAABAs/MoKFVp1aqVUlJSmqoXAAAAAPAJ9Q5KN9xwg9auXauoqCjdcMMNdT72tddea3RjAAAAAGCXegel6Oho16esR0VF8YnrAAAAAAJWvYPSmjVrXL9fu3atN3oBAAAAAJ/g0ZrUV199tb777rtq40VFRbr66qsb2xMAAAAA2MqjoLRt2zaVlZVVG3c6nXr//fcb3RQAAAAA2KlBq97t3bvX9ft9+/YpPz/f9XVFRYXefvttdezYsem6AwAAAAAbNCgo9enTR4ZhyDCMGl9iFxERoT/+8Y9N1hwAAAAA2KFBQenQoUMyTVPnn3++PvroI5133nmuWlhYmNq3b6/g4OAmbxIAAAAAmlODglLnzp0lSZWVlV5pBgAAAAB8gUeLOWRkZGj16tXVxlevXq3MzMxGNwUAAAAAdvIoKD3zzDO68MILq4337NlTTz/9dKObAgAAAAA7eRSU8vPz1aFDh2rj5513nr7++utGNwUAAAAAdvIoKHXq1EkffPBBtfEPPvhAcXFxjW4KAAAAAOzUoMUcqtx1112aMWOGfvjhB9cy4e+++65mzZql+++/v0kbBAAAAIDm5lFQmjVrlk6ePKkpU6aorKxMkhQeHq7Zs2drzpw5TdogAAAAADQ3j4KSYRjKzMzU7373O+Xk5CgiIkLdu3eXw+Fo6v4AAAAAoNl59B6lKvn5+Tp58qS6du0qh8Mh0zSbqi8AAAAAsI1HQenEiRNKS0tTjx49NHz4cNdKd3fddRfvUQIAAADg9zwKSvfdd59CQ0OVm5urVq1aucZvvvlmvf32203WHAAAAADYwaP3KL3zzjvatGmT4uPj3ca7d++uw4cPN0ljAAAAAGAXj+4oFRcXu91JqvLtt9+yoAMAAAAAv+dRULriiiv0/PPPu742DEOVlZV69NFHddVVVzVZcwAAAABgB49eevfoo49q0KBB+vjjj1VWVqZZs2YpOztbJ0+e1AcffNDUPQIAAABAs/LojlJycrL27t2rSy65RIMHD1ZxcbFuuOEG7d69W127dm3qHgEAAACgWXl0R0mSYmNjtXDhwqbsBQAAAAB8Qr3vKO3du1eVlZWu39e1ffnll/rhhx8a1EhGRoYMw9CMGTNcY6ZpKj09XXFxcYqIiNCgQYOUnZ3doHkBAAAAoKHqfUepT58+ys/PV/v27dWnTx8ZhiHTNGt9fHR0tJ5++mndfPPNZ517586devbZZ9W7d2+38aVLl2rZsmVau3atevTooUWLFmnw4MHav3+/WrduXd/W0QD78vP13sGDOn7qlNq3bq2runZVcmxsvereqPnbvIF0LvwZ+eYx61MHELh2Hj2q17OzdbSwUPHR0RrVs6cu/unjWjyt1acOtESGWVfaOcPhw4eVkJAgwzDO+llJpaWlWr9+vZ577jl99dVXdT72+++/V79+/fTkk09q0aJF6tOnj5YvXy7TNBUXF6cZM2Zo9uzZrnljYmKUmZmpyZMn1+sEi4qKFB0drcLCQkVFRdVrn+bgdDo1ZswYSdK98fEKDfLo7WJNal9+vv70ySduY4Zh6NZ+/ZQcG1tnXVKT17x1TM6FP6NAPRe7w9IPlZV6/OhRSdL69esVHh5uaz8IXGdeQ5/t00eO4GCbO2oeO48e1R/ef99tzJA04/LLJcmj2sXx8XXO29LDUmlFhe7Zs0cSz2uBoiHZoN53lDp37uz2+/fff1/PPPOMvvzyS61fv14dO3bUCy+8oMTERP3P//yPpkyZok8sF/OaTJ06VSNGjNA111yjRYsWucYPHTqk/Px8DRkyxDXmcDh05ZVX6sMPP6w1KJWWlqq0tNT1dVFRUX1PscV77+DBamOmaWrbwYNKjo2ts15T2m5szVvH5Fz4MwrUc7E7KAHwrtdrePuBKemN7OyanzvqUbs4Pr7OeVt6UELL5tFiDq+++qomTJigW2+9Vbt27XIFk1OnTmnJkiX6xz/+oTZt2ui1116rc56XXnpJn3zyiT7++ONqtfz8fElSTEyM23hMTEydd7QyMjJYZMJDx0+dqnn8++/PWq/txmRjat46prfmDaRz8da8nIt35wUQ2I4WFtY8XlRU63PH2WpnmxdoyTx6vdeiRYv09NNP67nnnlNoaKhrfODAgdq1a1e95jhy5IimT5+uP//5z3XexjQMw+1r0zSrjZ1pzpw5KiwsdG1HjhypVz+Q2tfyvq/2kZFnrXuj5q1jemveQDoXb83LuXh3XgCBLT46uubxqCiPa2ebF2jJPApK+/fv1xVXXFFtPCoqSt9991295vjkk090/Phx/fznP1dISIhCQkK0fft2Pf744woJCXHdSaq6s1Tl+PHj1e4yncnhcCgqKsptQ/1c1bVrtRBqGIYGdet21ro3at46JufCn1GgnguAwDaqZ09Zf1Rs/DTuae1s8wItWb0XczhT165d9cwzz+iaa65R69at9emnn+r888/X888/r0ceeUT79u076xynTp2q9hK6O++8UxdeeKFmz56tnj17Ki4uTvfdd59mzZolSSorK1P79u1ZzMGL9uXna9vBgzr+/fdqHxmpQd26KfmMYFpX3Rs1f5s3kM6FPyPfPGZ96nZhMQc0l5a6mIP044IOb2Rn62hRkeKjojSqZ0/1P2NlO09q9am3VCzmEHgakg08CkpLly7VunXrtHr1ag0ePFj/+Mc/dPjwYd13332aP3++pk2b5lHjgwYNcq16J0mZmZnKyMjQmjVr1L17dy1ZskTbtm1r0PLgBCUAaB4EJTSXlhyU0LwISoHHK6venWnWrFkqLCzUVVddJafTqSuuuEIOh0MPPPCAxyGptuOUlJRoypQpKigoUGpqqt555x0+QwkAAACAV3kUlCRp8eLFmjdvnvbt26fKykolJycrspFvJt62bZvb14ZhKD09Xenp6Y2aFwAAAAAawuOgJEmtWrVS//79m6oXAAAAAPAJvDEGAAAAACwISgAAAABgQVACAAAAAAuCEgAAAABYNGoxB6Ap7MvP13sHD+r4qVNq37q1ruraVcmxsfWqe1rz1ryBdC78GTX+mAD8286jR/V6draOFhYqPjpao3r21MWWD2mtre5pzVvztqRzAZqKRx846098/QNnTdPUtI4dW+wHzu775hu9uGuX25ghaVy/fkqOiamzLsmjmrfmteOY/jZvSzqXluiHykqtzMuTYRh8MGMDmKap0tJSu9vwK06nUxMmTJAk/TElxSsfOPvJ0aNa8cEHbmOGpHsvu0w/j4+vsy7Jo5q35rXjmHadS1MrrajQb7KyJEkvvPACz2sN4HA4ZBiG3W1U05BsQFCySVVQOnnypC4/91wF++BfpOawZd8+nSwurjbe9pxzdE1ycp11SR7VvDWvHcf0t3lb0rm0RBWmqfe/+05t27YlKNWTaZqaPXu2cnJy7G4FFtnZ2Squ4d94ZGSkkpOT66ybpulRzVvz2nFMu84FviMpKUmZmZk+F5Yakg146R1sVVhSUuN40U/jddVrS/hnq3lrXjuO6W/ztqRzAeqjtLSUkOSjSmr5t1w1Xle9tp9Bn63mrXntOKa35j3bMeE7cnJyVFpa6tc/NCMo2axNmzYa1IJferf/yBHlFRZWG4+PjtbVnTrVWTclj2remteOY/rbvC3pXFqiHyor9ZmP/eTQnyzJyVFYZaXdbeAnGadP6/APP1Qb7xIaqt9mZ9dZNyWPat6a145j2nUusF9ZUJDmJiXZ3UaTaJn/O/chhmEoOCioxW5Xd+umIMOQIbm2IMPQVd27n7Xuac1b8wbSufBn1PhjttTN115i4U/CKivlME02H9lGtWqlYP34H6WqLVjS9eecc9a6pzVvzduSzoXN/i2QfuDDe5RsUvUeJUm6Nz6+xd5Rkn5cOWzbwYM6/v33ah8ZqUHdurm9Gb6uuqc1b80bSOfCn1Hjj9nS/FBZqcePHpUk3qNUT2deCx7LzpYjsC/Jfme306m3Tp/WsfJyxYWEaMQ556ivw1Gvuqc1b83bks4F9io1DD3Qs6ck37wWsJjDGQhKANA8CEoNR1ACEGgCKSjxv3MAAAAAsCAoAQAAAIAFQQkAAAAALAhKAAAAAGBBUAIAAAAAC4ISAAAAAFgQlAAAAADAgqAEAAAAABYEJQAAAACwICgBAAAAgAVBCQAAAAAsCEoAAAAAYEFQAgAAAAALghIAAAAAWITY3UBLV1BQoKdzc/Xt99+rfevWuqprVyXHxkqS9uXn672DB3X81KkG1Rqzrx3zci4ta17OxTfnbcwxATSt3U6n3jp9Wnnl5eoYEqIRrVqpb3i412renBfwZ4ZpmqbdTXhTUVGRoqOjVVhYqKioKLvbcXE6nbrmmmt04MABdQkPl2EYkiRD0rh+/SRJL+7a5bZPfWpJMTHK+eYbj/a1Y17OpWXNy7n45ryNOWZSTIxr7AfT1FN5eZKk9evXK5z/LJ2V0+nUmDFjJEmPZWfLEdiXZNTDbqdTKwsL3cYMSVOjoyWpyWt9w8O9ckzCUstVahh6oGdPSb55LWhINiAo2cTpdCo5OVnFxcXVapGRkTJN06NacnKysrOz/WZezqVlzcu5+Oa8jTlmcnJytXHJNy+OvoigBKtFJ0/q0A8/VBtPDA2VpCavPdS2rVeO+VDbttXG0TIEUlDipXc2cTgcCv3pScaqpKREteXXs9XO/NUf5uVcWta8nItvztuYY9YkKSlJDoejxhqAuuWVl9c4fqy8XLXF6MbUvHVMIBAQlGxiGIaGDx+uzz//vFqtW7duMk1TBw8ebHAtMzNTs2bN8mhfO+ZtyDErKiq0e/duSdKVPXooSFLut99W2zfhvPMk06y1dt811+gPp055tK+nNW8d09/m9ZdzMU1TXzudMk1TPXr0UHBwsFu9Jf87rKlu5XA4XC8nBtAwHUNCarxLExfy43/ZvFHz1jEBf8eqdza6+eabFRwcrKCgINcWHBys8ePHa/z48R7VwsPDPd7Xjnkbcsyq/6wahqGhfftqWP/+CjYMBZ2xBRuGhvXvX2ctLCTE43197Zj+Nq+/nEuQYahDhw6Ki4tTSEiIz/x78YV/hzXVrRshCfDciFatZP0XZEgacc45Xql565hAIOA9SjbbsWOH1q9fr9zcXCUkJGjs2LFKTU1tVM3f5q3vMQ8dOqRPP/1UHTp00PIxYxQWEqK9hw7pnd27lV9QoNg2bTSkXz/17tJFkuqsna3ujRrz+s+5XN27t1794gtJ0gMPPKA33njDZ/69eGvexhwTnuM9SqhJ1Upyx8rLFRcSohHnnKO+P72c1Rs1b86LlieQ3qNEUILfOPM/FAuuuUZh3NqHl5SVl2vhli2SfPNJHoGDoAQg0ARSUOKldwAAAABgQVACAAAAAAuCEgAAAABYEJQAAAAAwIKgBAAAAAAWBCUAAAAAsCAoAQAAAIAFQQkAAAAALAhKAAAAAGBBUAIAAAAAC4ISAAAAAFgQlAAAAADAgqAEAAAAABYEJQAAAACwICgBAAAAgAVBCQAAAAAsCEoAAAAAYEFQAgAAAAALghIAAAAAWBCUAAAAAMCCoAQAAAAAFgQlAAAAALAgKAEAAACABUEJAAAAACwISgAAAABgQVACAAAAAAuCEgAAAABYEJQAAAAAwMLWoPTUU0+pd+/eioqKUlRUlC699FJt3LjRVTdNU+np6YqLi1NERIQGDRqk7OxsGzsGAAAA0BKE2Hnw+Ph4PfLII+rWrZskad26dRo1apR2796tnj17aunSpVq2bJnWrl2rHj16aNGiRRo8eLD279+v1q1b29k6fMTeQ4e0adcu5RcUKLZNGw3t10+9ExPPWmvMvr52TH+b1x/O5eqLLmrYX0QALdJup1NvnT6tvPJydQwJ0YhWrdQ3PLxRNW/Na8cxvTkv0BwM0zRNu5s4U9u2bfXoo49q4sSJiouL04wZMzR79mxJUmlpqWJiYpSZmanJkyfXa76ioiJFR0ersLBQUVFR3mwdXuZ0OjVmzBhJ0pyrrtL+I0e0evNmt8cYku4cPFiSaq2ldOmirK++8mhfT2veOqa/zesv52KaptSmjdq0aaP169crnIszvKTqec00TWXu2yeHb12SUYfdTqeeKix0GzMk/So6WpI8qvUND/fKvHYc05vzwreVGoZmJyfLMAyfvIY2JBv4TFCqqKjQ+vXrdfvtt2v37t0KDw9X165dtWvXLvXt29f1uFGjRuncc8/VunXrapyntLRUpaWlrq+LiorUqVMnglIAODMoSVJ2draKi4urPS4yMlKmadZaS05O9nhfT2veOqa/zetv55KcnOyTT/IIHFXPaydPntR133yjEN+4JKMe3jhxQt/+8EO18fNCQ2VKHtWua9fOK/PacUxvzgvfVm4YejMmRm3btvXJa2hDgpKtL72TpKysLF166aVyOp2KjIzU3/72NyUnJ+vDDz+UJMXExLg9PiYmRocPH651voyMDC1cuNCrPcMeDodDSUlJysnJkSSVlJTU+LiSkhLVlv+r9vF0X09r3jqmv83rb+eSlJQkh8NRYx1Ay/ZdeXmt47XF3bPVvDWvHcf05rxAc7E9KF1wwQXas2ePvvvuO7366qu6/fbbtX37dlfdMAy3x5umWW3sTHPmzNHMmTNdX1fdUYL/MwxDmZmZrjuGs2bN0sGDB6s9rlu3bjJNs9ZaZmamx/vWVktMTNQ//vEPFRcXK6lLFwWd8Xc0MT5ecydP1uKnn9ZXeXnV942Pl2maHtX8bV5rrdI0lfPVV4qIiNALL7yg+fPnN+n3pbHf78zMzDqfb4Cm0qZNG1339de89M6P7AsO1lc13PVIDAmRKXlUG11Z6ZV57TimN+eFbys1DP2rTRu722gSti8PHhYWpm7duql///7KyMjQRRddpBUrVig2NlaSlJ+f7/b448ePV7vLdCaHw+FaRa9qQ+AwDEPh4eEKDw/X+PHjFRwcrKCgINcWHBys8ePH11lrzL611caOHau4uDgZhqEgw1BwUNCPW3CwRl99tRyhoRqdlqbg4OD/1s6oe1rzt3mttSDDkGEY6tChg1e+L439fhOS0FwMw1CIxOZH23WtWilIP753pmoLkjTynHM8rnlrXjuO6c152Xx/C5Trp8+8R6lKWlqaOnXqpDVr1iguLk733XefZs2aJUkqKytT+/btWcwBLjt27ND69euVm5urhIQEjR07VqmpqWetNWbfmmoXXXSRxowZo4KCAl0QG6tvvv1Wce3b67pBg9Q3Odl1zF379mnDtm06dvx4tbqnNX+b98xazM9+pv35+W6LJjTl96Upvt+AN5353svHsrO5o+RnqlZmO1ZerriQEI045xz1/enlup7WvDWvHcf05rzwXaWGoQd69pQkv3+Pkq1Bae7cuRo2bJg6deqkU6dO6aWXXtIjjzyit99+W4MHD1ZmZqYyMjK0Zs0ade/eXUuWLNG2bdsatDw4QQnN4cz/7Cy/9145QkNt7sg/lP7wg2Y8/rgk33wyBbyNoAQg0ARSUApppp5q9M0332jChAn6+uuvFR0drd69e7tCkvTje1BKSko0ZcoUFRQUKDU1Ve+88w6foQQAAADAq2wNSqtWraqzbhiG0tPTlZ6e3jwNAQAAAIB8YDEHAAAAAPA1BCUAAAAAsCAoAQAAAIAFQQkAAAAALAhKAAAAAGBBUAIAAAAAC4ISAAAAAFgQlAAAAADAgqAEAAAAABYEJQAAAACwICgBAAAAgAVBCQAAAAAsCEoAAAAAYEFQAgAAAAALghIAAAAAWBCUAAAAAMCCoAQAAAAAFgQlAAAAALAgKAEAAACABUEJAAAAACwISgAAAABgQVACAAAAAAuCEgAAAABYEJQAAAAAwIKgBAAAAAAWBCUAAAAAsCAoAQAAAIAFQQkAAAAALELsbgDwlh07dujll19Wbm6uEhISNHbsWA0YMKBe9YbW+vTpI0kqKCjQ4qef1jfffqu49u113VVXqV9ysuuYu/bt05vvvadjx49Xq3ta87d5z6zF/OxnKigoUJs2bbzyfTnz+w2g5drtdOqt06eVV16ujiEhGtGqlfqGhzeq5m/zci7/rQP1ZZimadrdhDcVFRUpOjpahYWFioqKsrsdNJMdO3Zo8eLFbmOGYWju3LkaMGBAnXVJDa7df//9mjdvng4cOKCkLl0UZBiu2q/HjVPfpCTtzsnRky++WG3fX48bJ0ke1fxtXmut0jT1/w4fVrdu3bRlyxbt2bOnSb8vVd9vwFc5nU6NGTNGkrQkJ0dhlZU2dxR49jidevq779zGDMPQ5OhoSfKo1ic83K/m5Vz+W4f3lQUFaW5SkiRp/fr1CvexP/eGZAOCEgLSzJkzdeDAgWrjPXr00O9///s666ZpNrh2/vnn680331RxcXG1WmRkpJKTk5WdnV1r3TRNj2r+Nm9dtezsbM2dO7dJvy9V32/AV50ZlOAd/vQcacdzb0s6l+QzXjGB5uHvQYmX3iEg5ebm1jleV722nx3UVTt27JhCQ0NrrJWUlLj9WlO9tnnPVvO3eWurhYSEyOFwNPn3pbb5AF/hcDiUlJSknJwcu1sJWP70HOmteTmX2sfhPUlJSXI4HHa30SgEJQSkhISEGu8wJCQknLVe292Js9Xi4+P1+eefV6t169ZNmZmZmjVrlg4ePFhj3TTNajXTNHX++efXWKvab9GiRZo3b16D5q1P7WzzBgUFNekxL7jgAhmG4ZXvC+DLDMNQZmamSktL7W7FrzidTk2YMEGS9MeUFDmCg2t9bPp//qMvT56sNt61bVuZkke1BX36+NW8nMt/6w1VWlGh32RlSZJeeOEFn7s74sscDoeMn96K4K9Y9Q4BaezYsdX+cRqGobFjx5617mnt5ptvVnBwsIKCglxbcHCwxo8fr/DwcI0fP77Wek21kJAQTZgwQRMmTFBYWJhCQ0NdW1hYmCZMmKBzzz23zrqntbPN29BzOVvt5ptv9tr3BfB1hmEoPDycrYFbFUdwcJ3bDb16KcQwFHzGFmIYuqFXL49r/jYv5/LfuidbFbv/zvvb5u8hSeI9SghgO3bs0Pr1691WQUtNTa1X3Rs15rX3XAAEjjPf2/Vsnz513lGSpJ1Hj+qN7GwdLSpSfFSURvXsqf7x8Y2q+du8nMt/6w1RWlGhe/bskeSb77dBw7GYwxkISgAABJaGBiXAUwSlwNOQbMBL7wAAAADAgqAEAAAAABYEJQAAAACwICgBAAAAgAVBCQAAAAAsCEoAAAAAYEFQAgAAAAALghIAAAAAWBCUAAAAAMCCoAQAAAAAFgQlAAAAALAgKAEAAACABUEJAAAAACwISgAAAABgQVACAAAAAAuCEgAAAABYEJQAAAAAwIKgBAAAAAAWBCUAAAAAsCAoAQAAAIAFQQkAAAAALAhKAAAAAGBBUAIAAAAAC4ISAAAAAFgQlAAAAADAgqAEtBBlZWV2twAAAOA3CEpAC/D666/rxhtv1Jtvvml3KwAAAH7B1qCUkZGhiy++WK1bt1b79u01evRo7d+/3+0xpmkqPT1dcXFxioiI0KBBg5SdnW1Tx4D/cTqdWrt2rSRp9erVcjqd9jYEAADgB2wNStu3b9fUqVO1Y8cObd68WeXl5RoyZIiKi4tdj1m6dKmWLVumlStXaufOnYqNjdXgwYN16tQpGzsH/Mejjz6q8vJySVJ5ebkee+wxmzsCAADwfSF2Hvztt992+3rNmjVq3769PvnkE11xxRUyTVPLly/XvHnzdMMNN0iS1q1bp5iYGL344ouaPHmyHW0DPmfHjh16+eWXlZubq4SEBI0dO1YDBgzQF198oU2bNunYsWMqKSlRRESECgoKdMstt6hbt252tw0Attt59Khez87W0cJCxUdHa1TPnro4Pv6stcbsa8e8LelcgKZimKZp2t1ElS+++ELdu3dXVlaWevXqpS+//FJdu3bVrl271LdvX9fjRo0apXPPPVfr1q0765xFRUWKjo5WYWGhoqKivNk+YIsdO3Zo8eLFbmOGYWju3LlatGiRdu7cWa3Wv39/bdiwoTnbBIAm43Q6NWbMGEnSH3v3liPIsxfIfHL0qFZ88IHbmCHp3ssuk6Raaz+Pj/d4XzvmbUnn0tRKKyv1m717JUnr169XeHh4kx8Dzash2cBngpJpmho1apQKCgr0/vvvS5I+/PBDXXbZZcrLy1NcXJzrsffcc48OHz6sTZs2VZuntLRUpaWlrq+LiorUqVMnghIC1syZM3XgwIFq40FBQcrKynJ7KWuVyMhILVu2TKNGjWqOFgGgSZ0ZlBojOzu71udI0zRrrSUnJ3u8rx3ztqRz8SaCUmBoSFDymVXvpk2bpr179+ovf/lLtZphGG5fm6ZZbaxKRkaGoqOjXVunTp280i/gK3Jzc2scz8rKUklJSY21kpISvfXWW95sCwC8xuFwKCkpqdHz1PUcWVetMfvaMW9LOhdvSUpKksPh8Oox4HtsfY9Sld/85jd644039M9//lPxZ9w2jY2NlSTl5+erQ4cOrvHjx48rJiamxrnmzJmjmTNnur6uuqMEBKqEhIQa7yilpKTUekcpIiJCI0aMaI72AKDJGYahzMxMt1eQeGLWrFk6ePBgtfFu3brJNM1aa5mZmWfd9/PPP2/wvIsWLdK8efM86snTmreO6cm8QUFB6t69u8fHzMzMrDbeVBwOR60/pEfgsvWOkmmamjZtml577TVt3bpViYmJbvXExETFxsZq8+bNrrGysjJt375dAwcOrHFOh8OhqKgotw0IZGPHjq325F31HqXk5OQaa8nJybzsDoBfMwxD4eHhjdrGjx+v4OBgBQUFubbg4GCNHz++zlp99g0LC1NoaKhrCwsL04QJEzRhwoRaa+eee26ddW/UvHVMT+YNCQk565/92b4v3toISS2Tre9RmjJlil588UW9/vrruuCCC1zj0dHRioiIkCRlZmYqIyNDa9asUffu3bVkyRJt27ZN+/fvV+vWrc96DBZzQEuwY8cOrV+/3m3Vu9TUVH3xxRe644479PXXX7tWvevQoYPWrl3LqncAoNqfP89Wa8y+dszbks4FqIvfLOZQWzpfs2aN7rjjDkk/3nVauHChnnnmGRUUFCg1NVVPPPGEevXqVa9jEJTQ0v3v//6vPvroI9fXqampeuihh2zsCAAAwB5+E5SaA0EJLZ3T6dS4ceNUXl6ukJAQ/eUvf2HVHgAA0CL55ap3ALwjPDzcdYd24sSJhCQAAIB64I4S0EKUlZUpLCzM7jYAAABswx0lANUQkgAAAOqPoAQAAAAAFgQlAAAAALAgKAEAAACABUEJAAAAACwISgAAAABgQVACAAAAAAuCEtBCVFRU2N0CAMBmXAuA+iMoAS1AVlaWxo8fr88++8zuVgAANuFaADQMQQkIcOXl5XriiSd0+vRprVy5UuXl5Xa3BABoZlwLgIYjKAEBbsOGDcrLy5Mk5eXlacOGDTZ3BABoblwLgIYzTNM07W7Cm4qKihQdHa3CwkJFRUXZ3Q7QrE6cOKGbbrpJhw8fVklJiSIiItS5c2e98sorateund3tAQCaAdcC4L8akg24owQEsPnz5ysnJ0fFxcWqrKxUcXGxcnJytGDBArtbAwA0E64FgGcISkCA2rt3rzZu3CjrTWPTNLVx40ZlZWXZ1BkAoLlwLQA8R1ACAtTWrVvldDprrJWUlOjdd99t5o4AAM2NawHgOYISEKDS0tIUHh5eYy0iIkJpaWnN3BEAoLlxLQA8R1ACAlRKSoqGDRsmwzDcxg3D0PDhw5WSkmJTZwCA5sK1APAcq94BAaxqpaPc3Fy3lY7Wr1/PSkcA0EJwLQD+qyHZIKSZegJgg3bt2mn69OlatWqVa2zSpElcGAGgBeFaAHiGl94BAW7kyJHq2LGjJKljx44aOXKkzR0BAJob1wKg4QhKQIALCQnR1KlT1apVK02bNk0hIdxIBoCWhmsB0HC8RwloISoqKhQcHGx3GwAAG3EtQEvXkGzAHSWgheDCCACoqKiwuwXAbxCUAAAAWoDXX39dN954o9588027WwH8AkEJAAAgwDmdTq1du1aStHr1ajmdTnsbAvwAQQkAACDAPfrooyovL5cklZeX67HHHrO5I8D3seQJAABAANixY4defvll5ebmKiEhQWPHjtWAAQP0xRdfaNOmTTp27JjrA2cLCgp0yy23qFu3bna3DfgsVr0DAADwczt27NDixYvdxgzD0Ny5c7Vo0SLt3LmzWq1///7asGFDc7YJ2I5V7wAAAFqQl19+udqYaZrKyMjQvn37aqzl5OTo9ddfb472AL9EUAIAAPBzubm5NY5nZWWppKSkxlpJSYneeustb7YF+DWCEgAAgJ9LSEiocTwlJUURERE11iIiIjRixAhvtgX4NYISAACAnxs7dqwMw3Abq3qPUnJyco215ORkjRo1qjnbBPwKQQkAAMDPDRgwQHPnzlWPHj0UHh6uHj16aN68eUpNTdXy5cvVrVs3RUZGKjg4WJGRkerWrZv+8Ic/2N024NNYHhwAACAADBgwQAMGDKg23qZNGxmGIdM0XZthGGrTpo0NXQL+gztKAAAAAWz+/Pk6cOCAiouLVVlZqeLiYh04cEALFiywuzXApxGUAAAAAtTevXu1ceNGWT820zRNbdy4UVlZWTZ1Bvg+ghIAAECA2rp1q5xOZ421kpISvfvuu83cEeA/CEoAAAABKi0tTeHh4TXWIiIilJaW1swdAf6DoAQAABCgUlJSNGzYsBqXBx8+fLhSUlJs6gzwfQQlAACAAPbwww8rKSnJbXnw5ORkpaen290a4NNYHhwAACCAtWvXTtOnT9eqVatcY5MmTVK7du1s7ArwfdxRAgAACHAjR45Ux44dJUkdO3bUyJEjbe4I8H0EJQAAgAAXEhKiqVOnqlWrVpo2bZpCQnhREXA2hmldWD/AFBUVKTo6WoWFhYqKirK7HQAAANtUVFQoODjY7jYA2zQkG3BHCQAAoIUgJAH1R1ACAAAAAAuCEgAAAABYEJQAAAAAwIKgBAAAAAAWBCUAAAAAsCAoAQAAAIAFQQkAAAAALAhKAAAAAGBBUAIAAAAAC4ISAAAAAFgQlAAAAADAgqAEAAAAABYEJQAAAACwICgBAAAAgAVBCQAAAAAsQuxuwNtM05QkFRUV2dwJAAAAADtVZYKqjFCXgA9Kp06dkiR16tTJ5k4AAAAA+IJTp04pOjq6zscYZn3ilB+rrKzUsWPH1Lp1axmGYXc7gC2KiorUqVMnHTlyRFFRUXa3AwCwAdcC4Mc7SadOnVJcXJyCgup+F1LA31EKCgpSfHy83W0APiEqKoqLIwC0cFwL0NKd7U5SFRZzAAAAAAALghIAAAAAWBCUgBbA4XBowYIFcjgcdrcCALAJ1wKgYQJ+MQcAAAAAaCjuKAEAAACABUEJAAAAACwISgAAAABgQVACAAAAAAuCEhDgnnzySSUmJio8PFw///nP9f7779vdEgCgmf3zn//Uddddp7i4OBmGob///e92twT4PIISEMD++te/asaMGZo3b552796tyy+/XMOGDVNubq7drQEAmlFxcbEuuugirVy50u5WAL/B8uBAAEtNTVW/fv301FNPucaSkpI0evRoZWRk2NgZAMAuhmHob3/7m0aPHm13K4BP444SEKDKysr0ySefaMiQIW7jQ4YM0YcffmhTVwAAAP6BoAQEqG+//VYVFRWKiYlxG4+JiVF+fr5NXQEAAPgHghIQ4AzDcPvaNM1qYwAAAHBHUAIC1M9+9jMFBwdXu3t0/PjxaneZAAAA4I6gBASosLAw/fznP9fmzZvdxjdv3qyBAwfa1BUAAIB/CLG7AQDeM3PmTE2YMEH9+/fXpZdeqmeffVa5ubn61a9+ZXdrAIBm9P333+uLL75wfX3o0CHt2bNHbdu2VUJCgo2dAb6L5cGBAPfkk09q6dKl+vrrr9WrVy/94Q9/0BVXXGF3WwCAZrRt2zZdddVV1cZvv/12rV27tvkbAvwAQQkAAAAALHiPEgAAAABYEJQAAAAAwIKgBAAAAAAWBCUAAAAAsCAoAQAAAIAFQQkAAAAALAhKAAAAAGBBUAIAAAAAC4ISAKBe7rjjDhmGIcMwFBoaqpiYGA0ePFirV69WZWWl63FdunRxPe7M7ZFHHqk255AhQxQcHKwdO3ZIkr766qsa9z1zS09Pdz1uz5491eYcNGiQZsyYUa9zGjRoUI3H+NWvfqVvvvlGoaGh+tOf/lTjvpMnT1bv3r0lSenp6TXOc+GFF1Y71ksvveQ2z/Lly9WlS5c6+6naqh4HAPC+ELsbAAD4j2uvvVZr1qxRRUWFvvnmG7399tuaPn26XnnlFb3xxhsKCfnxsvLwww/r7rvvdtu3devWbl/n5ubq//7v/zRt2jStWrVKAwYMUKdOnfT111+7HvPYY4/p7bff1pYtW1xjkZGR+vbbb5vsnO6++249/PDDbmOtWrVSVFSURowYoTVr1uiXv/ylW72kpEQvvfSS2349e/Z061OS68+jSnh4uB566CHdeOONCg0NrdbLa6+9prKyMknSkSNHdMkll2jLli3q2bOnJCk4ONjzEwUANAhBCQBQbw6HQ7GxsZKkjh07ql+/fhowYIDS0tK0du1a3XXXXZJ+DEVVj6vNmjVrNHLkSP3617/WJZdcouXLl+ucc85x2y8yMlIhISHV5mrKoNSqVatae500aZJGjRqlr776yu1uziuvvCKn0+kWoGrq02rcuHF688039dxzz2nKlCnV6m3btnX93ul0SpLatWt31nkBAE2Pl94BABrl6quv1kUXXaTXXnut3vuYpum6U3PhhReqR48eevnll73YpWeGDx+u2NhYrV271m189erVGj16tNq1a9eg+aKiojR37lw9/PDDKi4ubsJOAQBNjaAEAGi0Cy+8UF999ZXr69mzZysyMtJt27Ztm6u+ZcsWnT59WkOHDpUk/fKXv9SqVasafNyBAwdWO87777/foDmefPLJanOsW7dO0o8vdbvtttu0du1amaYpSTp06JC2b9+uSZMmuc2TlZVVbZ6qO2xnmjJlisLDw7Vs2bIGny8AoPnw0jsAQKOZpinDMFxfP/jgg7rjjjvcHtOxY0fX71etWqWbb77Z9R6ecePG6cEHH9T+/ft1wQUX1Pu4f/3rX5WUlOQ2duuttzao91tvvVXz5s1zG2vfvr3r95MmTVJmZqa2bt2qtLQ0rV69WvHx8brmmmvc9rngggv0xhtvuI1Z35cl/fjyxYcffljTpk3Tr3/96wb1CgBoPgQlAECj5eTkKDEx0fX1z372M3Xr1q3Gx548eVJ///vf9cMPP+ipp55yjVdUVGj16tXKzMys93E7depU7TgREREN6j06OrrWXiWpe/fuuvzyy7VmzRpdddVVWrdune68804FBbm/KCMsLKzOec70y1/+Uo899pgWLVrESnYA4KN46R0AoFG2bt2qrKws3XjjjfV6/J///GfFx8fr008/1Z49e1zb8uXLtW7dOpWXl3u544abNGmSXnvtNb366qs6evSo7rzzzkbNFxQUpCVLluipp55ye8kiAMB3cEcJAFBvpaWlys/Pd1sePCMjQyNHjtRtt93metypU6eUn5/vtm/VkturVq3STTfdpF69ernVO3furNmzZ+utt97SqFGjmuV8JOn06dPVenU4HGrTpo3r6zFjxujee+/V5MmTlZaWVuNdoPLy8mrzGIahmJiYGo87cuRIpaam6plnnqn1MQAA+3BHCQBQb2+//bY6dOigLl266Nprr9V7772nxx9/XK+//rrbZ/zMnz9fHTp0cNtmzZqlTz75RJ9++mmNd59at26tIUOGeLSoQ2M899xz1XodN26c22NatWqlW265RQUFBZo4cWKN82RnZ1ebp3PnznUeOzMz07UMOADAtxhm1TI+AAAAAABJ3FECAAAAgGoISgCAgPT+++9X+1yjMzcAAOrCS+8AAAGppKREeXl5tdbru5Q3AKBlIigBAAAAgAUvvQMAAAAAC4ISAAAAAFgQlAAAAADAgqAEAAAAABYEJQAAAACwICgBAAAAgAVBCQAAAAAsCEoAAAAAYPH/AzvGvpzYK3moAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "S:\\Python-Anaconda\\Anaconda\\lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 10.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature = [\"age\",\"creatinine_phosphokinase\",\"ejection_fraction\",\"platelets\",\"serum_creatinine\",\"serum_sodium\", \"time\"]\n",
    "for i in feature: \n",
    "    plt.figure(figsize=(10,7))\n",
    "    sns.swarmplot(x=data_df[\"DEATH_EVENT\"], y=data_df[i], color=\"black\", alpha=0.7)\n",
    "    sns.boxenplot(x=data_df[\"DEATH_EVENT\"], y=data_df[i], palette=cols)\n",
    "    plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "24241c01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time', ylabel='age'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x=data_df[\"time\"], y=data_df[\"age\"], hue =data_df[\"DEATH_EVENT\"], palette=cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "67547a21",
   "metadata": {},
   "outputs": [],
   "source": [
    "X=data_df.drop([\"DEATH_EVENT\"],axis=1)\n",
    "y=data_df[\"DEATH_EVENT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "12a83741",
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>299.0</td>\n",
       "      <td>5.703353e-16</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-1.754448</td>\n",
       "      <td>-0.828124</td>\n",
       "      <td>-0.070223</td>\n",
       "      <td>0.771889</td>\n",
       "      <td>2.877170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anaemia</th>\n",
       "      <td>299.0</td>\n",
       "      <td>1.009969e-16</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-0.871105</td>\n",
       "      <td>-0.871105</td>\n",
       "      <td>-0.871105</td>\n",
       "      <td>1.147968</td>\n",
       "      <td>1.147968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>creatinine_phosphokinase</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-0.576918</td>\n",
       "      <td>-0.480393</td>\n",
       "      <td>-0.342574</td>\n",
       "      <td>0.000166</td>\n",
       "      <td>7.514640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>diabetes</th>\n",
       "      <td>299.0</td>\n",
       "      <td>9.060014e-17</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-0.847579</td>\n",
       "      <td>-0.847579</td>\n",
       "      <td>-0.847579</td>\n",
       "      <td>1.179830</td>\n",
       "      <td>1.179830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ejection_fraction</th>\n",
       "      <td>299.0</td>\n",
       "      <td>-3.267546e-17</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-2.038387</td>\n",
       "      <td>-0.684180</td>\n",
       "      <td>-0.007077</td>\n",
       "      <td>0.585389</td>\n",
       "      <td>3.547716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>high_blood_pressure</th>\n",
       "      <td>299.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-0.735688</td>\n",
       "      <td>-0.735688</td>\n",
       "      <td>-0.735688</td>\n",
       "      <td>1.359272</td>\n",
       "      <td>1.359272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>platelets</th>\n",
       "      <td>299.0</td>\n",
       "      <td>7.723291e-17</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-2.440155</td>\n",
       "      <td>-0.520870</td>\n",
       "      <td>-0.013908</td>\n",
       "      <td>0.411120</td>\n",
       "      <td>6.008180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>serum_creatinine</th>\n",
       "      <td>299.0</td>\n",
       "      <td>1.425838e-16</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-0.865509</td>\n",
       "      <td>-0.478205</td>\n",
       "      <td>-0.284552</td>\n",
       "      <td>0.005926</td>\n",
       "      <td>7.752020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>serum_sodium</th>\n",
       "      <td>299.0</td>\n",
       "      <td>-8.673849e-16</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-5.363206</td>\n",
       "      <td>-0.595996</td>\n",
       "      <td>0.085034</td>\n",
       "      <td>0.766064</td>\n",
       "      <td>2.582144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex</th>\n",
       "      <td>299.0</td>\n",
       "      <td>-8.911489e-18</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-1.359272</td>\n",
       "      <td>-1.359272</td>\n",
       "      <td>0.735688</td>\n",
       "      <td>0.735688</td>\n",
       "      <td>0.735688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smoking</th>\n",
       "      <td>299.0</td>\n",
       "      <td>-1.188199e-17</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-0.687682</td>\n",
       "      <td>-0.687682</td>\n",
       "      <td>-0.687682</td>\n",
       "      <td>1.454161</td>\n",
       "      <td>1.454161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <td>299.0</td>\n",
       "      <td>-1.901118e-16</td>\n",
       "      <td>1.001676</td>\n",
       "      <td>-1.629502</td>\n",
       "      <td>-0.739000</td>\n",
       "      <td>-0.196954</td>\n",
       "      <td>0.938759</td>\n",
       "      <td>1.997038</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          count          mean       std       min       25%  \\\n",
       "age                       299.0  5.703353e-16  1.001676 -1.754448 -0.828124   \n",
       "anaemia                   299.0  1.009969e-16  1.001676 -0.871105 -0.871105   \n",
       "creatinine_phosphokinase  299.0  0.000000e+00  1.001676 -0.576918 -0.480393   \n",
       "diabetes                  299.0  9.060014e-17  1.001676 -0.847579 -0.847579   \n",
       "ejection_fraction         299.0 -3.267546e-17  1.001676 -2.038387 -0.684180   \n",
       "high_blood_pressure       299.0  0.000000e+00  1.001676 -0.735688 -0.735688   \n",
       "platelets                 299.0  7.723291e-17  1.001676 -2.440155 -0.520870   \n",
       "serum_creatinine          299.0  1.425838e-16  1.001676 -0.865509 -0.478205   \n",
       "serum_sodium              299.0 -8.673849e-16  1.001676 -5.363206 -0.595996   \n",
       "sex                       299.0 -8.911489e-18  1.001676 -1.359272 -1.359272   \n",
       "smoking                   299.0 -1.188199e-17  1.001676 -0.687682 -0.687682   \n",
       "time                      299.0 -1.901118e-16  1.001676 -1.629502 -0.739000   \n",
       "\n",
       "                               50%       75%       max  \n",
       "age                      -0.070223  0.771889  2.877170  \n",
       "anaemia                  -0.871105  1.147968  1.147968  \n",
       "creatinine_phosphokinase -0.342574  0.000166  7.514640  \n",
       "diabetes                 -0.847579  1.179830  1.179830  \n",
       "ejection_fraction        -0.007077  0.585389  3.547716  \n",
       "high_blood_pressure      -0.735688  1.359272  1.359272  \n",
       "platelets                -0.013908  0.411120  6.008180  \n",
       "serum_creatinine         -0.284552  0.005926  7.752020  \n",
       "serum_sodium              0.085034  0.766064  2.582144  \n",
       "sex                       0.735688  0.735688  0.735688  \n",
       "smoking                  -0.687682  1.454161  1.454161  \n",
       "time                     -0.196954  0.938759  1.997038  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col_names = list(X.columns)\n",
    "s_scaler = preprocessing.StandardScaler()\n",
    "X_scaled= s_scaler.fit_transform(X)\n",
    "X_scaled = pd.DataFrame(X_scaled, columns=col_names)   \n",
    "X_scaled.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "87160ccc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors =[\"#CD5C5C\",\"#F08080\",\"#FA8072\",\"#E9967A\",\"#FFA07A\"]\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.boxenplot(data = X_scaled,palette = colors)\n",
    "plt.xticks(rotation=60)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f1f942a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train,y_test = train_test_split(X_scaled,y,test_size=0.30,random_state=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "eef40e47",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7888888888888889"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiating the SVM algorithm \n",
    "model1=svm.SVC()\n",
    "\n",
    "# Fitting the model \n",
    "model1.fit (X_train, y_train)\n",
    "\n",
    "# Predicting the test variables\n",
    "y_pred = model1.predict(X_test)\n",
    "\n",
    "# Getting the score \n",
    "model1.score (X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b576f9f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.84      0.85      0.84        60\n",
      "           1       0.69      0.67      0.68        30\n",
      "\n",
      "    accuracy                           0.79        90\n",
      "   macro avg       0.76      0.76      0.76        90\n",
      "weighted avg       0.79      0.79      0.79        90\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e3327c99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap1 = sns.diverging_palette(2, 165, s=80, l=55, n=9)\n",
    "plt.subplots(figsize=(10,7))\n",
    "cf_matrix = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cf_matrix/np.sum(cf_matrix), cmap = cmap1, annot = True, annot_kws = {'size':25})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "330c58a0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}