{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "03b2e25b-5577-4ffe-86e5-128358fdc8fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4be311d5-398d-460c-867d-21cdd96f0f1b",
   "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>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>hypertension</th>\n",
       "      <th>heart_disease</th>\n",
       "      <th>ever_married</th>\n",
       "      <th>work_type</th>\n",
       "      <th>Residence_type</th>\n",
       "      <th>avg_glucose_level</th>\n",
       "      <th>bmi</th>\n",
       "      <th>smoking_status</th>\n",
       "      <th>stroke</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9046</td>\n",
       "      <td>Male</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Private</td>\n",
       "      <td>Urban</td>\n",
       "      <td>228.69</td>\n",
       "      <td>36.6</td>\n",
       "      <td>formerly smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51676</td>\n",
       "      <td>Female</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>Rural</td>\n",
       "      <td>202.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31112</td>\n",
       "      <td>Male</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Private</td>\n",
       "      <td>Rural</td>\n",
       "      <td>105.92</td>\n",
       "      <td>32.5</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60182</td>\n",
       "      <td>Female</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Private</td>\n",
       "      <td>Urban</td>\n",
       "      <td>171.23</td>\n",
       "      <td>34.4</td>\n",
       "      <td>smokes</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1665</td>\n",
       "      <td>Female</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>Rural</td>\n",
       "      <td>174.12</td>\n",
       "      <td>24.0</td>\n",
       "      <td>never smoked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  gender   age  hypertension  heart_disease ever_married  \\\n",
       "0   9046    Male  67.0             0              1          Yes   \n",
       "1  51676  Female  61.0             0              0          Yes   \n",
       "2  31112    Male  80.0             0              1          Yes   \n",
       "3  60182  Female  49.0             0              0          Yes   \n",
       "4   1665  Female  79.0             1              0          Yes   \n",
       "\n",
       "       work_type Residence_type  avg_glucose_level   bmi   smoking_status  \\\n",
       "0        Private          Urban             228.69  36.6  formerly smoked   \n",
       "1  Self-employed          Rural             202.21   NaN     never smoked   \n",
       "2        Private          Rural             105.92  32.5     never smoked   \n",
       "3        Private          Urban             171.23  34.4           smokes   \n",
       "4  Self-employed          Rural             174.12  24.0     never smoked   \n",
       "\n",
       "   stroke  \n",
       "0       1  \n",
       "1       1  \n",
       "2       1  \n",
       "3       1  \n",
       "4       1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('healthcare-dataset-stroke-data.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8e65c22a-8ffa-46b1-8bdb-45389635063e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                     int64\n",
       "gender                object\n",
       "age                  float64\n",
       "hypertension           int64\n",
       "heart_disease          int64\n",
       "ever_married          object\n",
       "work_type             object\n",
       "Residence_type        object\n",
       "avg_glucose_level    float64\n",
       "bmi                  float64\n",
       "smoking_status        object\n",
       "stroke                 int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "656b0b71-a1a6-4a5b-8649-6be7d9d2925a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                     0\n",
       "gender                 0\n",
       "age                    0\n",
       "hypertension           0\n",
       "heart_disease          0\n",
       "ever_married           0\n",
       "work_type              0\n",
       "Residence_type         0\n",
       "avg_glucose_level      0\n",
       "bmi                  201\n",
       "smoking_status         0\n",
       "stroke                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ab8ba9ca-0dcc-4f72-b042-a9fd9a267f1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columns dropped: []\n",
      "Remaining columns: Index(['id', 'gender', 'age', 'hypertension', 'heart_disease', 'ever_married',\n",
      "       'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',\n",
      "       'smoking_status', 'stroke'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "missing_percentage = df.isnull().mean() * 100\n",
    "threshold = 30\n",
    "columns_to_drop = missing_percentage[missing_percentage > threshold].index\n",
    "df = df.drop(columns=columns_to_drop)\n",
    "print(f\"Columns dropped: {list(columns_to_drop)}\")\n",
    "print(f\"Remaining columns: {df.columns}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a5036a80-d09c-435c-9319-965cbf22f5bb",
   "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>id</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>hypertension</th>\n",
       "      <th>heart_disease</th>\n",
       "      <th>ever_married</th>\n",
       "      <th>work_type</th>\n",
       "      <th>Residence_type</th>\n",
       "      <th>avg_glucose_level</th>\n",
       "      <th>bmi</th>\n",
       "      <th>smoking_status</th>\n",
       "      <th>stroke</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9046</td>\n",
       "      <td>1</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>228.69</td>\n",
       "      <td>36.6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51676</td>\n",
       "      <td>0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>202.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31112</td>\n",
       "      <td>1</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>105.92</td>\n",
       "      <td>32.5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60182</td>\n",
       "      <td>0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>171.23</td>\n",
       "      <td>34.4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1665</td>\n",
       "      <td>0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>174.12</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  gender   age  hypertension  heart_disease  ever_married  work_type  \\\n",
       "0   9046       1  67.0             0              1             1          2   \n",
       "1  51676       0  61.0             0              0             1          3   \n",
       "2  31112       1  80.0             0              1             1          2   \n",
       "3  60182       0  49.0             0              0             1          2   \n",
       "4   1665       0  79.0             1              0             1          3   \n",
       "\n",
       "   Residence_type  avg_glucose_level   bmi  smoking_status  stroke  \n",
       "0               1             228.69  36.6               1       1  \n",
       "1               0             202.21   NaN               2       1  \n",
       "2               0             105.92  32.5               2       1  \n",
       "3               1             171.23  34.4               3       1  \n",
       "4               0             174.12  24.0               2       1  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "label_encoder = LabelEncoder()\n",
    "for column in df.select_dtypes(include=['object']).columns:\n",
    "    df[column] = label_encoder.fit_transform(df[column])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7b1f2ffe-904e-4a61-a681-977fe47ca382",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                   0\n",
       "gender               0\n",
       "age                  0\n",
       "hypertension         0\n",
       "heart_disease        0\n",
       "ever_married         0\n",
       "work_type            0\n",
       "Residence_type       0\n",
       "avg_glucose_level    0\n",
       "bmi                  0\n",
       "smoking_status       0\n",
       "stroke               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for column in df.select_dtypes(include=['object']).columns:\n",
    "    mode_value = df[column].mode()[0] \n",
    "    df[column] = df[column].fillna(mode_value)\n",
    "    \n",
    "for column in df.select_dtypes(include=['float64']).columns:\n",
    "    mean_value = df[column].mean()\n",
    "    df[column] = df[column].fillna(mean_value)\n",
    "\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "142cd29b-edd9-4897-b4ec-380e91eeeab6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4))\n",
    "sns.histplot(df['age'], bins=15, kde=True, color='red')\n",
    "plt.title('Age Distribution')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b1425f56-6de1-4016-b53f-f270ed7344d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dakWLFnX/T5s2zVasWBF6jM6dO9v27dttxowZ2Z4iNyUlxVJTU5nRFQCAGMRyDPVmmnnVeqhGZOfOna4ZR7Un+/fvt1atWoW2qVWrlp144omhUKK/devWDQUSadOmjd12222utqV+/fpum/D7CG6jGpPM7N27113CX1BReXQBAADZE8txM+6hZPny5S6EqP+I+o1MmTLF6tSp45paVNNRtmzZiO0VQDZt2uT+19/wQBJcH1yX1TYKGrt377YSJUqkK9Pw4cNtyJAh6ZbPnDnT9V0BAADZs2vXrsQJJaeffroLIKrWefPNN61bt26u/0g8DRw40Pr165fuDIetW7f2s/lm/tJ4lyAxnV8/3iUAgHwv7X+tDQkRSlQbohEx0rBhQ1u8eLGNGjXKrr76ateBVX0/wmtLNPqmcuXK7n/9XbRoUcT9BUfnhG8TPWJH1xUuMqolEY3S0SVacnKyu3gniZHdOeLjewkA+Uwsx03vjmaHDh1y/TkUUPREZs+eHVq3evVqNwRYzT2iv2r+2bJlS2ibWbNmucChJqDgNuH3EdwmeB8AAMAPReLdTHLZZZe5zqt//vmnG2mjOUU0XFc9dXv06OGaUTQiR0Hj9ttvd2FCnVxFzSkKH126dLGRI0e6/iODBg1yc5sEazpuvfVWe+655+yee+6x7t2725w5c2zSpEluRA4AAPBHXEOJaji6du1qGzdudCFEE6kpkFxyySVu/dNPP22FChVyk6ap9kSjZsaMGRO6feHChW3q1KlutI3CSqlSpVyflKFDh4a2qVmzpgsgmvNEzUKaG+Wll15y9wUAAPzh3TwlPvJ+npKPv4h3CRJT80bxLgEA5HtpMRxDvetTAgAACiZCCQAA8AKhBAAAeIFQAgAAvEAoAQAAXiCUAAAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvEEoAAIAXCCUAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAAC8QSgAAgBcIJQAAwAuEEgAA4AVCCQAA8AKhBAAAeIFQAgAAvEAoAQAAXiCUAAAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvxDWUDB8+3M455xw75phjrGLFitaxY0dbvXp1xDYXXXSRJSUlRVxuvfXWiG3Wr19vbdu2tZIlS7r76d+/vx04cCBim7lz51qDBg2sWLFidsopp9j48ePz5DkCAIAECCUff/yx9erVyz777DObNWuW7d+/31q3bm07d+6M2O7mm2+2jRs3hi4jR44MrTt48KALJPv27bMFCxbYq6++6gLHgw8+GNpm7dq1bpsWLVrYsmXLrE+fPnbTTTfZBx98kKfPFwAAZC4pEAgEzBNbt251NR0KKxdeeGGopuTss8+2Z555JsPbvP/++9auXTvbsGGDVapUyS0bO3asDRgwwN1f0aJF3f/Tpk2zFStWhG7XuXNn2759u82YMeOw5UpLS7OUlBRLTU21MmXKmHc+/iLeJUhMzRvFuwQAkO+lxXAMLWIeUYGlXLlyEctff/11+/e//22VK1e29u3b2wMPPOCaamThwoVWt27dUCCRNm3a2G233WYrV660+vXru21atWoVcZ/aRjUmGdm7d6+7hL+gopocXbwTOBTvEiQmH99LAMhnYjluehNKDh065ELC+eefb2eeeWZo+bXXXmvVq1e3qlWr2tdff+1qPdTv5K233nLrN23aFBFIJHhd67LaRmFj9+7dVqJEiXR9XYYMGZKujDNnzgyFIeQD0zfGuwQAkO/t2rUr8UKJ+paoeeXTTz+NWN6zZ8/Q/6oRqVKlirVs2dJ++OEHO/nkk3OlLAMHDrR+/fqFriu8VKtWzfV38bL5Zv7SeJcgMZ1fP94lAIB8L+1/rQ0JE0p69+5tU6dOtXnz5tkJJ5yQ5baNGzd2f9esWeNCiZp0Fi1aFLHN5s2b3V+tC/4NLgvfRgEjupZENEJHl2jJycnu4p0kRnbniI/vJQDkM7EcN+N6NFMfWwWSKVOm2Jw5c6xmzZqHvY1Gz4hqTKRp06a2fPly27JlS2gbjeRR4KhTp05om9mzZ0fcj7bRcgAA4IdC8W6yUQfWCRMmuLlK1PdDF/XzEDXRDBs2zJYsWWLr1q2zd99917p27epG5tSrV89toyYVhY8uXbrYV1995Yb5Dho0yN13sLZD85r8+OOPds8999iqVatszJgxNmnSJOvbt288nz4AAPBlSLAmQsvIuHHj7IYbbrCff/7Zrr/+etfXRHOXqF9Hp06dXOgI79vx008/udE2miCtVKlS1q1bNxsxYoQVKfJ/rVNapxDyzTffuCYijeDRY2QHQ4LzKYYEA0Cui+UY6tU8Jb4ilORThBIA8OoYSg9JAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvEEoAAIAXCCUAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAAC8QSgAAgBcIJQAAwAuEEgAA4AVCCQAA8AKhBAAAeIFQAgAAvEAoAQAAXiCUAAAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvEEoAAIAXisS7AAASR1JSvEuQmAKBeJcASAzUlAAAAC8QSgAAgBcIJQAAwAuEEgAA4AVCCQAA8AKhBAAAeCGuoWT48OF2zjnn2DHHHGMVK1a0jh072urVqyO22bNnj/Xq1cuOO+44K126tF155ZW2efPmiG3Wr19vbdu2tZIlS7r76d+/vx04cCBim7lz51qDBg2sWLFidsopp9j48ePz5DkCAIAECCUff/yxCxyfffaZzZo1y/bv32+tW7e2nTt3hrbp27evvffeezZ58mS3/YYNG+yKK64IrT948KALJPv27bMFCxbYq6++6gLHgw8+GNpm7dq1bpsWLVrYsmXLrE+fPnbTTTfZBx98kOfPGQAAZCwpEPBnWp+tW7e6mg6FjwsvvNBSU1OtQoUKNmHCBLvqqqvcNqtWrbLatWvbwoULrUmTJvb+++9bu3btXFipVKmS22bs2LE2YMAAd39FixZ1/0+bNs1WrFgReqzOnTvb9u3bbcaMGYctV1pamqWkpLjylClTxrzz8RfxLkFiat4o3iVIOEyeljP+fMsCeS+WY6hXM7qqwFKuXDn3d8mSJa72pFWrVqFtatWqZSeeeGIolOhv3bp1Q4FE2rRpY7fddputXLnS6tev77YJv4/gNqoxycjevXvdJfwFFZVFF+8EDsW7BInJx/fScyVKxLsEiYldDQXZ/hg+AN6EkkOHDrmQcP7559uZZ57plm3atMnVdJQtWzZiWwUQrQtuEx5IguuD67LaRmFj9+7dViLqm1Z9XYYMGZKujDNnznT9VpBPTN8Y7xIknIkT412CxDR9erxLAMTPrl27Ei+UqG+Jmlc+/fTTeBfFBg4caP369QtdV3ipVq2a6+/iZfPN/KXxLkFiOr9+vEuQcFJS4l2CxPS/SmCgQEr7X2tDwoSS3r1729SpU23evHl2wgknhJZXrlzZdWBV34/w2hKNvtG64DaLFi2KuL/g6JzwbaJH7Oi6AkZ0LYlohI4u0ZKTk93FO0mM7M4RH99Lz+3eHe8SJCZ2NRRkyTF8AOJ6NFMfWwWSKVOm2Jw5c6xmzZoR6xs2bOiezOzZs0PLNGRYQ4CbNm3qruvv8uXLbcuWLaFtNJJHgaNOnTqhbcLvI7hN8D4AAED8FYl3k41G1rzzzjturpJgHxD10lUNhv726NHDNaWo86uCxu233+7ChDq5ippUFD66dOliI0eOdPcxaNAgd9/B2o5bb73VnnvuObvnnnuse/fuLgBNmjTJjcgBAAB+iOuQ4KRMxheOGzfObrjhhtDkaXfddZdNnDjRjYjRqJkxY8aEmmbkp59+cqNtNEFaqVKlrFu3bjZixAgrUuT/MpfWac6Tb775xjURPfDAA6HHOByGBOdTDAmOGUOCc4YhwSjI0mI4hno1T4mvCCX5FKEkZoSSnOFbFgVZWgzHUHpIAgAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvEEoAAIAXCCUAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAgMQNJSeddJL9/vvv6ZZv377drQMAAMiTULJu3To7ePBguuV79+61X3/9NSd3CQAACrgisWz87rvvhv7/4IMPLCUlJXRdIWX27NlWo0aNo1tCAABQIMQUSjp27Oj+JiUlWbdu3SLWJScnu0Dy5JNPHt0SAgCAAiGmUHLo0CH3t2bNmrZ48WIrX758bpULAAAUMDGFkqC1a9ce/ZIAAIACLUehRNR/RJctW7aEalCCXnnllaNRNgAAUIDkKJQMGTLEhg4dao0aNbIqVaq4PiYAAAB5HkrGjh1r48ePty5duhzRgwMAABzRPCX79u2z8847Lyc3BQAAOHqh5KabbrIJEybk5KYAAABHr/lmz5499uKLL9qHH35o9erVc3OUhHvqqadycrcAAKAAy1Eo+frrr+3ss892/69YsSJiHZ1eAQBAnoWSjz76KEcPBgAAcFT7lAAAAHhRU9KiRYssm2nmzJlzJGUCAAAFUI5CSbA/SdD+/ftt2bJlrn9J9In6AAAAci2UPP300xkuf+ihh2zHjh05uUsAAFDAHdU+Jddffz3nvQEAAPEPJQsXLrTixYsfzbsEAAAFRI6ab6644oqI64FAwDZu3GhffPGFPfDAA0erbAAAoADJUU1JSkpKxKVcuXJ20UUX2fTp023w4MHZvp958+ZZ+/btrWrVqm40z9tvvx2x/oYbbnDLwy+XXnppxDZ//PGHXXfddVamTBkrW7as9ejRI12/Fk321qxZM1eLU61aNRs5cmROnjYAAPCtpmTcuHFH5cF37txpZ511lnXv3j1d7UuQQkj44xUrVixivQKJamlmzZrlRgHdeOON1rNnz9C5edLS0qx169bWqlUrd3bj5cuXu8dTgNF2AAAggUNJ0JIlS+zbb791/59xxhlWv379mG5/2WWXuUtWFEIqV66c4To99owZM2zx4sXWqFEjt+zZZ5+1yy+/3J544glXA/P666+7sxqrA27RokVdOTV8WefnIZQAAJDgoWTLli3WuXNnmzt3rqtxkO3bt7tJ1f7zn/9YhQoVjloB9RgVK1a0Y4891i6++GJ7+OGH7bjjjgt1rNXjBwOJqEakUKFC9vnnn1unTp3cNhdeeKELJEFt2rSxxx57zLZt2+buN9revXvdJUi1LaKaGF28EzgU7xIkJh/fS8+VKBHvEiQmdjUUZPtj+ADkKJTcfvvt9ueff9rKlSutdu3abtk333zjJk674447bOLEiXY0qOlGzTo1a9a0H374we677z5Xs6KgUbhwYdu0aZMLLBFPqEgR18dF60R/dftwlSpVCq3LKJQMHz7chgwZkm75zJkzrWTJkkflucED0zfGuwQJ5yh9tAuc6dPjXQIgfnbt2pW7oURNJh9++GEokEidOnVs9OjRrv/G0aLamKC6detavXr17OSTT3a1Jy1btrTcMnDgQOvXr19ETYk6yOq5qUOtd+YvjXcJEtP5sTU3Qp3c412CxJSaGu8SAPETbG3ItVBy6NAhS05OTrdcy7Qut5x00klWvnx5W7NmjQsl6muipqRwBw4ccCNygv1Q9Hfz5s0R2wSvZ9ZXRf1YojvUBp9fRs877pI4r2KO+Pheem737niXIDGxq6EgS47hA5Cjo5n6dtx55522YcOG0LJff/3V+vbtm6s1GL/88ov9/vvvVqVKFXe9adOmri+LOtyGnwxQwahx48ahbTT0OLxNSyN1Tj/99AybbgAAQHzkKJQ899xzrjqmRo0arjlFF/Xb0DKNfskuzSeikTC6yNq1a93/69evd+v69+9vn332ma1bt85mz55tHTp0sFNOOcV1VBU1H6nfyc0332yLFi2y+fPnW+/evV2zj0beyLXXXus6uWr+EvWBeeONN2zUqFERzTMAACD+kgKajjUHdDP1K1m1alUoIGjkSyzUN0QjdqKpw+zzzz9vHTt2tKVLl7raEIUM9ekYNmxYqKOqqKlGQeS9995zo26uvPJK+8c//mGlS5eOmDytV69ebuiwmn/UUXfAgAHZLqfCliaJS01N9bNPycdfxLsEian5/43aQvYkJcW7BIkpZ9+yQP4QyzE0plCiphEFANVeRN+xHuy8885zE5Rp9tT8hFCSTxFKYkYoyRlCCQqytBiOoTE13zzzzDOuqSSjO9UD3nLLLW5SMgAAgFjFFEq++uqrdOeeCafmlfBOpwAAALkSSjSUNquhPZq4bOvWrbHcJQAAQOyh5Pjjj7cVK1Zkul4dSoPDdQEAAHItlOhEdw888IDt2bMn3brdu3fb4MGDrV27djEVAAAAIObRN2q+adCggTvvjEbhaAIy0bBgTTF/8OBB+/LLLyOG7OYHjL7Jpxh9EzNG3+QMo29QkKXFcAyNaZp5hY0FCxbYbbfd5s4PE8wzSUlJbkIzBZP8FkgAAEDeiPncN9WrV7fp06fbtm3b3DloFExOPfVUpmwHAABHJEcn5BOFkHPOOefIHh0AAOB/OL0sAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvEEoAAIAXCCUAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAAC8QSgAAgBcIJQAAwAuEEgAA4AVCCQAA8AKhBAAAeIFQAgAAvEAoAQAAXiCUAAAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvxDWUzJs3z9q3b29Vq1a1pKQke/vttyPWBwIBe/DBB61KlSpWokQJa9WqlX3//fcR2/zxxx923XXXWZkyZaxs2bLWo0cP27FjR8Q2X3/9tTVr1syKFy9u1apVs5EjR+bJ8wMAAAkSSnbu3GlnnXWWjR49OsP1Cg//+Mc/bOzYsfb5559bqVKlrE2bNrZnz57QNgokK1eutFmzZtnUqVNd0OnZs2dofVpamrVu3dqqV69uS5Yssccff9weeughe/HFF/PkOQIAgOxJCqg6wgOqKZkyZYp17NjRXVexVINy11132d133+2WpaamWqVKlWz8+PHWuXNn+/bbb61OnTq2ePFia9SokdtmxowZdvnll9svv/zibv/888/b/fffb5s2bbKiRYu6be69915XK7Nq1apslU3BJiUlxT2+amS88/EX8S5BYmr+//cZZF9SUrxLkJj8+JYF4iOWY2gR89TatWtdkFCTTZCeVOPGjW3hwoUulOivmmyCgUS0faFChVzNSqdOndw2F154YSiQiGpbHnvsMdu2bZsde+yx6R5779697hL+gsr+/fvdxTuBQ/EuQWLy8b30XIkS8S5BYmJXQ0G2P4YPgLehRIFEVDMSTteD6/S3YsWKEeuLFCli5cqVi9imZs2a6e4juC6jUDJ8+HAbMmRIuuUzZ860kiVLHvFzgyemb4x3CRLOxInxLkFimj493iUA4mfXrl2JH0riaeDAgdavX7+ImhJ1kFXfFC+bb+YvjXcJEtP59eNdgoSTkhLvEiSm1NR4lwCIn2BrQ0KHksqVK7u/mzdvdqNvgnT97LPPDm2zZcuWiNsdOHDAjcgJ3l5/dZtwwevBbaIVK1bMXaIlJye7i3eSGNmdIz6+l57bvTveJUhM7GooyJJj+AB4ezRTk4tCw+zZsyPSlvqKNG3a1F3X3+3bt7tRNUFz5syxQ4cOub4nwW00Iie8TUsjdU4//fQMm24AAEB8xDWUaD6RZcuWuUuwc6v+X79+vRuN06dPH3v44Yft3XffteXLl1vXrl3diJrgCJ3atWvbpZdeajfffLMtWrTI5s+fb71793adYLWdXHvtta6Tq+Yv0dDhN954w0aNGhXRPAMAAOIvrs03X3zxhbVo0SJ0PRgUunXr5ob93nPPPW4uE807ohqRCy64wA351SRoQa+//roLIi1btnSjbq688ko3t0n4iB11UO3Vq5c1bNjQypcv7yZkC5/LBAAAxJ8385T4jHlK8inmKYkZ85TkDN+yKMjSYjiGetunBAAAFCyEEgAA4AVCCQAA8AKhBAAAeIFQAgAAvEAoAQAAXiCUAAAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvEEoAAIAXCCUAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAAC8QSgAAgBcIJQAAwAuEEgAA4AVCCQAA8AKhBAAAeIFQAgAAvEAoAQAAXiCUAAAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABe8DqUPPTQQ5aUlBRxqVWrVmj9nj17rFevXnbcccdZ6dKl7corr7TNmzdH3Mf69eutbdu2VrJkSatYsaL179/fDhw4EIdnAwAAslLEPHfGGWfYhx9+GLpepMj/Fblv3742bdo0mzx5sqWkpFjv3r3tiiuusPnz57v1Bw8edIGkcuXKtmDBAtu4caN17drVkpOT7dFHH43L8wEAAAkaShRCFCqipaam2ssvv2wTJkywiy++2C0bN26c1a5d2z777DNr0qSJzZw507755hsXaipVqmRnn322DRs2zAYMGOBqYYoWLRqHZwQAABIylHz//fdWtWpVK168uDVt2tSGDx9uJ554oi1ZssT2799vrVq1Cm2rph2tW7hwoQsl+lu3bl0XSILatGljt912m61cudLq16+f4WPu3bvXXYLS0tLcXz2eLt4JHIp3CRKTj++l50qUiHcJEhO7Ggqy/TF8ALwOJY0bN7bx48fb6aef7ppehgwZYs2aNbMVK1bYpk2bXE1H2bJlI26jAKJ1or/hgSS4PrguMwo+eqxoqnlR3xTkE9M3xrsECWfixHiXIDFNnx7vEgDxs2vXrvwRSi677LLQ//Xq1XMhpXr16jZp0iQrkYs/2QYOHGj9+vWLqCmpVq2atW7d2sqUKWPemb803iVITOdnXFOGzKWkxLsEiSk1Nd4lAOIn2NqQ8KEkmmpFTjvtNFuzZo1dcskltm/fPtu+fXtEbYlG3wT7oOjvokWLIu4jODono34qQcWKFXOXaOogq4t3krweROUvH99Lz+3eHe8SJCZ2NRRkyTF8ABLqaLZjxw774YcfrEqVKtawYUP3RGfPnh1av3r1ajcEWH1PRH+XL19uW7ZsCW0za9YsV9tRp06duDwHAACQgDUld999t7Vv39412WzYsMEGDx5shQsXtmuuucYNAe7Ro4drZilXrpwLGrfffrsLIurkKmpuUfjo0qWLjRw50vUjGTRokJvbJKOaEAAAED9eh5JffvnFBZDff//dKlSoYBdccIEb7qv/5emnn7ZChQq5SdM0WkYja8aMGRO6vQLM1KlT3WgbhZVSpUpZt27dbOjQoXF8VgAAICNJgUAgkOEaRHTSUc2M5kbxsqPrx1/EuwSJqXmjeJcg4SQlxbsEiYlvWRRkaTEcQxOqTwkAAMi/CCUAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAAC8QSgAAgBcIJQAAwAuEEgAA4AVCCQAA8AKhBAAAeIFQAgAAvEAoAQAAXiCUAAAALxBKAACAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACAAC8QCgBAABeIJQAAAAvEEoAAIAXCCUAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAAC8QSgAAgBcIJQAAwAuEEgAA4AVCCQAA8AKhBAAAeIFQAgAAvFCgQsno0aOtRo0aVrx4cWvcuLEtWrQo3kUCAAAFLZS88cYb1q9fPxs8eLB9+eWXdtZZZ1mbNm1sy5Yt8S4aAAAoSKHkqaeesptvvtluvPFGq1Onjo0dO9ZKlixpr7zySryLBgAAzKyIFQD79u2zJUuW2MCBA0PLChUqZK1atbKFCxem237v3r3uEpSamur+/vHHH7Z//37zzo60eJcgMf3+e7xLkHCKF493CRITuxoKsj///NP9DQQCh922QISS3377zQ4ePGiVKlWKWK7rq1atSrf98OHDbciQIemW16xZM1fLCSB/Kl8+3iUA/AgnKSkpWW5TIEJJrFSjov4nQYcOHXK1JMcdd5wlJSXFtWyJJC0tzapVq2Y///yzlSlTJt7FQT7Gvoa8wr4WO9WQKJBUrVr1sNsWiFBSvnx5K1y4sG3evDliua5Xrlw53fbFihVzl3Bly5bN9XLmV/rg8uFFXmBfQ15hX4vN4WpIClRH16JFi1rDhg1t9uzZEbUfut60adO4lg0AABSgmhJRc0y3bt2sUaNGdu6559ozzzxjO3fudKNxAABA/BWYUHL11Vfb1q1b7cEHH7RNmzbZ2WefbTNmzEjX+RVHj5rANC9MdFMYcLSxryGvsK/lrqRAdsboAAAA5LIC0acEAAD4j1ACAAC8QCgBAABeIJQAAAqs8ePH5/o8VF26dLFHH300ptskJSW5S0GbI4tQgjxRo0YNNwz7SL388svWunXrmG7TpEkT++9//3vEj434WrdunfuSXrZsWZ4fJHT+LO3DX3zxxRE/NnKHZljt3r27mzVUc1NVr17d7rzzTvs97MRDR+t7KBZfffWVTZ8+3e644w53XedPGzBggNWtW9dKlSrlytu1a1fbsGFDxO02btyY52X1AaEkn7nhhhtCCTv8smbNGkt0e/bssQceeMANxws3efJkq1WrlhUvXtx90PUFEG7QoEF27733ugnzkPf74q233ppuXa9evdw6bZPXog8S8tZbb7mwGzyVRHTw0UHu7rvvdgcT+OfHH390c1B9//33NnHiRPd9pzPBByfI1GlC8lrw5K3PPvus/fWvf7XSpUu767t27bIvv/zSfZfpr/a91atX21/+8peI22u28ezOgpqfEEryoUsvvdSl7PBLfjiZ4JtvvummdT7//PNDyxYsWGDXXHON9ejRw5YuXWodO3Z0lxUrVoS2ueyyy9x5F95///04lbzg0jlC/vOf/9ju3bsjwuWECRPsxBNPjEuZog8SookUL7jgAnvssccyvd11111nn376qa1cuTKPSorsUshVcJw5c6Y1b97c7Vv63H/44Yf266+/2v33328XXXSR/fTTT9a3b9/Qj7VwH3zwgdWuXdvtF8Hv0HAvvfSSW68fP/oRNGbMmHS1eG+88YZ7fG3z+uuvuxPB6nurffv2oW0VNGbNmmV/+9vf7PTTT3c1uc8995w7k/369eutoCOU5EOa1EcpO/yic//IO++8Yw0aNHAfmpNOOsmdDfnAgQOh2+qD9cILL1i7du2sZMmS7kO4cOFC98tDH2pVN5533nn2ww8/hG6j/zt06OAmotMH+pxzznFfBlnZvn273XTTTVahQgUXNC6++GL3CzYrOriFf7hl1KhR7gukf//+rqzDhg1zz08f8iA998svv9zdHnlL74WCiX4NBul/HTTq168fsa0mM1QwUBu6aiy0D4bvZxlR+NTBR/ud9j81y+is4JnJ6CAhup0mVmzVqlWmtz322GNdIGY/8otqQRQo/v73v1uJEiUi1um7T2FSYUFNuCeccIINHTo09GMtSLUXTzzxhL322ms2b948Fw5UMxakgKH945FHHrFvv/3WNf2ppuPVV1+NeDzVyKrJSNu0adPGvv76a0tNTXW1OFnRNgWx/0hGCCUFyCeffOLaLvWh+eabb1z4UCcvfdDC6cCu7VSFrV8E1157rd1yyy3u7MlqU9d8e7179w5tv2PHDnfQV1WpaisUEvSln1Xq1y/VLVu2uNoL/ULQwatly5ZZVrPqV2r0h1uBKfpAoi8DLQ+nUwvo+SPvqZ1/3LhxoeuvvPJKhqd3UG2FTgehfUz7UqFChaxTp06ZNrsp2CrMKtzoNgo1OsmmfoFmJrsHicywH/lHTTb6TtKPkoxo+bZt21wg1Q+UY445JvRjLbypRc092i/0XaTvt/BzpanJ+Mknn7QrrrjC1Trrr2pc9B0ark+fPqFtqlSp4mpm9JgVK1bMtPyqOVSzoGp8y3CCP3dKYeQj3bp1CxQuXDhQqlSp0OWqq65y61q2bBl49NFHI7Z/7bXXAlWqVAld1y4xaNCg0PWFCxe6ZS+//HJo2cSJEwPFixfPshxnnHFG4Nlnnw1dr169euDpp592/3/yySeBMmXKBPbs2RNxm5NPPjnwwgsvZHh/27Ztc+WYN29exPLk5OTAhAkTIpaNHj06ULFixYhl77zzTqBQoUKBgwcPZlluHN19sUOHDoEtW7YEihUrFli3bp27aN/ZunWrW6dtMqNt9J4vX77cXV+7dq27vnTpUnd92LBhgdatW0fc5ueff3bbrF69OsP7nDJlivt8HDp0KMP10Y8RbdSoUYEaNWpk+zVA7vvss8/ce/bWW29luP6pp55y6zdv3hzxPRQ0bty4QMmSJSOW6b6SktyE54EdO3a425coUSLie1X7dPB7JrjffPrppxH3o++m6PsOt2/fvkD79u0D9evXD6SmpqZbr7KlpKQECpICc+6bgqRFixb2/PPPh66ryUXUPDJ//vyImhH9elBSV/WlmmukXr16ofXBcwOpA2n4Mt0mLS3NJXvVlDz00EM2bdo0VyWq5iD1IcispkTl0G1URR9Ot8msuj7YJ0HNTjmhal394t67d2+6Kl7kLjXRtW3b1tXKKffq//Lly2f4i1dV5J9//rlrggnWkGg/OvPMMzPcjz766KOIviFB2o9OO+20DPcjNW9G9yfILu07+qzAH6eccop7P9Vkopq1aFqupjfth5lJTk6OuK77C56BRd9V8s9//tMaN24csV2wWTz6uzZI+7n2F43eUp+XcKqdUa2ealPmzJlDLcn/EEryIX0w9EGNpg+X+pCoejFa+ME+/AMa/PLOaFnwoKG2V3XcUpusHldf3FdddZX7IGZE5VDV5ty5c9Oty6xNNTgqQtWw4VQFqyr7cLoeXjUrahbS60IgiV8TTrDJb/To0RluoyY/DePUl7+GSWr/UhjJaj/SbTLqnKr9KyNZHSSyQ/tRVgc35D19N1xyySWu46maVMI/4zr5qvqDqDla3x96z/VDLBb6Eab9USN81D8lFjrxq6i5PPh/eCBREFewjv6BVpARSgoQtZVq6FlGgeVIqPZFQzuDv1J0sFBv9KzKoS+LIkWKuHkDskNfJnXq1HEf7vB5SjTcT22/assNUkDS8ugOkdEdK5F31M9IQUAHBvX5iaa5JLRvKpA0a9Ys1IcoK9qP1HlR+5D2pSM5SGQX+5Gf1LFdHfC1bz388MOuT4dGSakD/PHHHx+qHda+oo6snTt3djVmGdXYZUQ/5jSEXCNntC+rxlX9mPQjSf2gMqMAq/1U+3Jwf1Mg0Y82DQeeOnWqC0n6PpRy5crlKCznJ3R0LUBUNf6vf/3LfcD0gVW1pkYSaB6PI3Hqqae6ERXqGKsqdXWMzWpOEHVMVWjQ0F0N4VOA0dBeDdvLanIqfeFEH6jUaVcdHNUJbdWqVa4ZSfcR3hFX1Dkx1knXcPSomlv7m8JAdJW3qHpdvxZffPFFN9JL1dlZfdkHh4Gq5kIdBBcvXuyabDQKQ51oM/s1HH6QCKf70f6r8okCkq4HDxZB7Ed+0neQPvcaUagaiJNPPtl69uzpmrLV6V0He9HIG33faH0sNV4aKaghweqwraZsDftVc2R2plrQbVVbE6Qhyu+++6798ssvLqioVi94WbBgQQ5fgXwk3p1akDudCzMzY8aMwHnnnec6bamz6bnnnht48cUXQ+u1S6gzYFYd/z766CO3TJ1Pg9u0aNHC3We1atUCzz33XKB58+aBO++8M3Sb6A5maWlpgdtvvz1QtWpV11lVt7vuuusC69evz7TsK1eudI+xffv2iOWTJk0KnHbaaYGiRYu6DrbTpk2LWP/LL7+4x1AnSPizL0Z3dJ01a1agdu3argNhvXr1AnPnzo3YHzPaF7/77rtAp06dAmXLlnX7Rq1atQJ9+vTJtCOrjBkzJtCkSZN0HQp139GXwYMHh7ZZsGCBe5xdu3bl+DVBwaP9Rd9v2n9iNa4AdnR13YvjHYyA7NJQYv3S1fDk7NJwO1Wz6lc4oM6umrRKc1dEN/Nl5eqrr7azzjrL7rvvvlwtH/If9Z/TBI7R8+NkpXTp0m7QgPr7afh7QUGfEiSUxx9/3N57772YbqM5Ag7XFICCQx0h1YyZ1SRr0dQfRtX26kgJxEoTT8Zq2f9OdZBRc2d+Rk0JAADwAh1dAQCAFwglAADAC4QSAADgBUIJAADwAqEEAAB4gVACIN/TaRA0gzAAvxFKAACAFwglAHAYms5Js2sCyF2EEgB5RlNt6/TvpUqVcicge/rpp91sl8GzPOvsq3fffbc7s6u2ady4sZuiO0gnQStbtqw78V7t2rXdVNw6a+vGjRtD2+hkfJrBV9vpJH/33HOPCxXhdMLI4cOHuxOqaYZXTR//5ptvhtbrMXVG4/fff98aNmzozih7uLMWAzhyhBIAeUZhYf78+e4sqbNmzXJn3dUp3IN0dmed1VVnr/7666/duY4UOr7//vvQNrt27bInnnjCXnvtNXca+vXr17sgE6QzRiu8vPLKKy5I6AzAU6ZMiSiHAommmh87dqw7Y7amj7/++uvt448/jtju3nvvtREjRrgzHNerVy9XXxsAnCUYQB7RmaF1tubJkyeHlumMzyVLlnRnlP7pp58ChQsXDvz6668Rt2vZsmVg4MCBEWfzXbNmTWj96NGjA5UqVQpdr1KlSmDkyJGh6/v37w+ccMIJoTMW79mzxz1m9Flbe/ToEbjmmmsizoT99ttvH/XXAUDmOCEfgDzx448/2v79++3cc88NLUtJSXFn7JXly5e7ppfTTjst4nZq0lEzTFDJkiXt5JNPDl1XM9CWLVvc/6mpqa4pR80+QUWKFLFGjRqFmnDWrFnjalsuueSSdCfdq1+/fsQy3Q5A3iGUAPDCjh073BlRlyxZku7MqOo7EpScnByxTn0/YjmvqB5Hpk2b5vquhFPfkXDq1wIg7xBKAOSJk046yQWKxYsX24knnhiq2fjuu+/swgsvdLUUqilRrUezZs1y9BiqeVHNyeeff+7uUzRqRkGnQYMG7nqdOnVc+FBflObNmx/FZwjgSBFKAOSJY445xrp162b9+/e3cuXKWcWKFW3w4MFWqFAhV9uhZhuNzOnatavrrKqQsnXrVps9e7brZNq2bdtsPc6dd97pOqeeeuqpVqtWLXvqqads+/btEeVQx1h1btUonAsuuMCFI3XALVOmjCsjgPgglADIMwoIt956q7Vr184FAA3X/fnnn6148eJu/bhx4+zhhx+2u+66y3799VcrX768NWnSxG2fXbqt+pUoXCjwdO/e3Tp16uSCR9CwYcOsQoUKbhSO+rpo+LBqUu67775ced4AsidJvV2zuS0AHFU7d+50/TpUM9KjR494FwdAnFFTAiDPLF261FatWuVG4KjmYujQoW55hw4d4l00AB4glADIU5r4bPXq1Va0aFE3W6omUFMzDQDQfAMAALzANPMAAMALhBIAAOAFQgkAAPACoQQAAHiBUAIAALxAKAEAAF4glAAAAC8QSgAAgPng/wHTwm4nuiN/nAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_counts = df['gender'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(6, 4))\n",
    "gender_counts.plot(kind='bar', color=['pink', 'blue','green'])\n",
    "plt.xticks([0, 1,2], ['Female (0)', 'Male (1)','Other(2]'], rotation=0)\n",
    "plt.title('Number of Males and Females')\n",
    "plt.xlabel('gender')\n",
    "plt.ylabel('Count')\n",
    "plt.grid(axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "443f565a-b1e4-4a8b-ac37-c9fc54ec1f50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smoking_status_counts = df['smoking_status'].value_counts()\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.pie(smoking_status_counts, labels=['formerly smoked', ' smokes', 'never smoked', 'Unknown'], autopct='%1.1f%%', colors=['lightcoral','lightskyblue','lightgreen','lightpink'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "71d58ecd-83b9-4ec8-9be9-c6821a2ee563",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "age_grouped = df.groupby('age')['avg_glucose_level'].mean().reset_index()\n",
    "\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(age_grouped['age'], age_grouped['avg_glucose_level'], marker='o', linestyle='-')\n",
    "plt.title('Average Glucose Levels by Age')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Average Glucose Level')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "67f0539d-c344-46d4-98f8-d0bd88530246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4))\n",
    "sns.scatterplot(x='age', y='avg_glucose_level', data=df, hue='gender', palette='Set1')\n",
    "plt.title('Age vs Glucose')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Glucose')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed77cdbd-9cf3-4573-8158-602a9c7d0cf5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:Practical]",
   "language": "python",
   "name": "conda-env-Practical-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": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
