838 lines (837 with data), 533.7 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"original = pd.read_csv(\"../../data/processed/original.csv\")\n",
"synthetic = pd.read_csv(\"../../data/processed/synthetic.csv\")\n",
"\n",
"data = pd.concat([original, synthetic], keys=[1, 2]).drop_duplicates().dropna()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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></th>\n",
" <th>GENDER</th>\n",
" <th>AGE</th>\n",
" <th>SMOKING</th>\n",
" <th>YELLOW_FINGERS</th>\n",
" <th>ANXIETY</th>\n",
" <th>PEER_PRESSURE</th>\n",
" <th>CHRONIC DISEASE</th>\n",
" <th>FATIGUE</th>\n",
" <th>ALLERGY</th>\n",
" <th>WHEEZING</th>\n",
" <th>ALCOHOL CONSUMING</th>\n",
" <th>COUGHING</th>\n",
" <th>SHORTNESS OF BREATH</th>\n",
" <th>SWALLOWING DIFFICULTY</th>\n",
" <th>CHEST PAIN</th>\n",
" <th>LUNG_CANCER</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">1</th>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>69</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>74</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>59</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>63</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>63</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GENDER AGE SMOKING YELLOW_FINGERS ANXIETY PEER_PRESSURE \\\n",
"1 0 1 69 1 2 2 1 \n",
" 1 1 74 2 1 1 1 \n",
" 2 2 59 1 1 1 2 \n",
" 3 1 63 2 2 2 1 \n",
" 4 2 63 1 2 1 1 \n",
"\n",
" CHRONIC DISEASE FATIGUE ALLERGY WHEEZING ALCOHOL CONSUMING COUGHING \\\n",
"1 0 1 2 1 2 2 2 \n",
" 1 2 2 2 1 1 1 \n",
" 2 1 2 1 2 1 2 \n",
" 3 1 1 1 1 2 1 \n",
" 4 1 1 1 2 1 2 \n",
"\n",
" SHORTNESS OF BREATH SWALLOWING DIFFICULTY CHEST PAIN LUNG_CANCER \n",
"1 0 2 2 2 1 \n",
" 1 2 2 2 1 \n",
" 2 2 1 2 0 \n",
" 3 1 2 2 0 \n",
" 4 2 1 1 0 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"MultiIndex: 462 entries, (1, 0) to (2, 190)\n",
"Data columns (total 16 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 GENDER 462 non-null int64\n",
" 1 AGE 462 non-null int64\n",
" 2 SMOKING 462 non-null int64\n",
" 3 YELLOW_FINGERS 462 non-null int64\n",
" 4 ANXIETY 462 non-null int64\n",
" 5 PEER_PRESSURE 462 non-null int64\n",
" 6 CHRONIC DISEASE 462 non-null int64\n",
" 7 FATIGUE 462 non-null int64\n",
" 8 ALLERGY 462 non-null int64\n",
" 9 WHEEZING 462 non-null int64\n",
" 10 ALCOHOL CONSUMING 462 non-null int64\n",
" 11 COUGHING 462 non-null int64\n",
" 12 SHORTNESS OF BREATH 462 non-null int64\n",
" 13 SWALLOWING DIFFICULTY 462 non-null int64\n",
" 14 CHEST PAIN 462 non-null int64\n",
" 15 LUNG_CANCER 462 non-null int64\n",
"dtypes: int64(16)\n",
"memory usage: 69.5 KB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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>GENDER</th>\n",
" <th>AGE</th>\n",
" <th>SMOKING</th>\n",
" <th>YELLOW_FINGERS</th>\n",
" <th>ANXIETY</th>\n",
" <th>PEER_PRESSURE</th>\n",
" <th>CHRONIC DISEASE</th>\n",
" <th>FATIGUE</th>\n",
" <th>ALLERGY</th>\n",
" <th>WHEEZING</th>\n",
" <th>ALCOHOL CONSUMING</th>\n",
" <th>COUGHING</th>\n",
" <th>SHORTNESS OF BREATH</th>\n",
" <th>SWALLOWING DIFFICULTY</th>\n",
" <th>CHEST PAIN</th>\n",
" <th>LUNG_CANCER</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" <td>462.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>1.413420</td>\n",
" <td>61.541126</td>\n",
" <td>1.445887</td>\n",
" <td>1.387446</td>\n",
" <td>1.324675</td>\n",
" <td>1.329004</td>\n",
" <td>1.367965</td>\n",
" <td>1.500000</td>\n",
" <td>1.335498</td>\n",
" <td>1.348485</td>\n",
" <td>1.341991</td>\n",
" <td>1.363636</td>\n",
" <td>1.502165</td>\n",
" <td>1.285714</td>\n",
" <td>1.383117</td>\n",
" <td>0.515152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.492981</td>\n",
" <td>8.554625</td>\n",
" <td>0.497602</td>\n",
" <td>0.487695</td>\n",
" <td>0.468761</td>\n",
" <td>0.470361</td>\n",
" <td>0.482775</td>\n",
" <td>0.500542</td>\n",
" <td>0.472676</td>\n",
" <td>0.477007</td>\n",
" <td>0.474891</td>\n",
" <td>0.481567</td>\n",
" <td>0.500537</td>\n",
" <td>0.452244</td>\n",
" <td>0.486673</td>\n",
" <td>0.500312</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000</td>\n",
" <td>21.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.000000</td>\n",
" <td>57.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>1.000000</td>\n",
" <td>61.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.500000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2.000000</td>\n",
" <td>67.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>2.000000</td>\n",
" <td>87.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GENDER AGE SMOKING YELLOW_FINGERS ANXIETY \\\n",
"count 462.000000 462.000000 462.000000 462.000000 462.000000 \n",
"mean 1.413420 61.541126 1.445887 1.387446 1.324675 \n",
"std 0.492981 8.554625 0.497602 0.487695 0.468761 \n",
"min 1.000000 21.000000 1.000000 1.000000 1.000000 \n",
"25% 1.000000 57.000000 1.000000 1.000000 1.000000 \n",
"50% 1.000000 61.000000 1.000000 1.000000 1.000000 \n",
"75% 2.000000 67.000000 2.000000 2.000000 2.000000 \n",
"max 2.000000 87.000000 2.000000 2.000000 2.000000 \n",
"\n",
" PEER_PRESSURE CHRONIC DISEASE FATIGUE ALLERGY WHEEZING \\\n",
"count 462.000000 462.000000 462.000000 462.000000 462.000000 \n",
"mean 1.329004 1.367965 1.500000 1.335498 1.348485 \n",
"std 0.470361 0.482775 0.500542 0.472676 0.477007 \n",
"min 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"25% 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"50% 1.000000 1.000000 1.500000 1.000000 1.000000 \n",
"75% 2.000000 2.000000 2.000000 2.000000 2.000000 \n",
"max 2.000000 2.000000 2.000000 2.000000 2.000000 \n",
"\n",
" ALCOHOL CONSUMING COUGHING SHORTNESS OF BREATH \\\n",
"count 462.000000 462.000000 462.000000 \n",
"mean 1.341991 1.363636 1.502165 \n",
"std 0.474891 0.481567 0.500537 \n",
"min 1.000000 1.000000 1.000000 \n",
"25% 1.000000 1.000000 1.000000 \n",
"50% 1.000000 1.000000 2.000000 \n",
"75% 2.000000 2.000000 2.000000 \n",
"max 2.000000 2.000000 2.000000 \n",
"\n",
" SWALLOWING DIFFICULTY CHEST PAIN LUNG_CANCER \n",
"count 462.000000 462.000000 462.000000 \n",
"mean 1.285714 1.383117 0.515152 \n",
"std 0.452244 0.486673 0.500312 \n",
"min 1.000000 1.000000 0.000000 \n",
"25% 1.000000 1.000000 0.000000 \n",
"50% 1.000000 1.000000 1.000000 \n",
"75% 2.000000 2.000000 1.000000 \n",
"max 2.000000 2.000000 1.000000 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.describe()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot the total set of dataset.\n",
"total = data['LUNG_CANCER'].value_counts()\n",
"\n",
"plt.pie(total, colors=['darkred', 'darkorange'], autopct='%1.1f%%')\n",
"\n",
"plt.title('Total of dataset', size=18)\n",
"plt.legend(['YES', 'NO'], loc='upper right', title='LABEL')\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/total_dataset.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the gender of patients that affected.\n",
"male = data[(data['GENDER'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"female = data[(data['GENDER'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.pie([male, female], colors=['lightblue', 'pink'], pctdistance=0.85, autopct='%1.1f%%')\n",
"plt.gca().add_artist(plt.Circle((0, 0), 0.70, fc='white'))\n",
"\n",
"plt.title('Affected Gender', size=18)\n",
"plt.legend(['Male', 'Female'], loc='upper right', title='GENDER')\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/affected_gender.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAHRCAYAAADKV9uIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAudElEQVR4nO3deXRUVb728acyUEmAkJBIBiQQFAmKIi1XbpRGhjDpRdOiC1uUiKCrW1SQVtoRiehFcbx22zh0BGwGxbYFtRWICCgICHhp5YooGGYSxpAQoChS+/3DN6cpk0ASKrtS8P2slUVqn33O+VXtnKqHM5XLGGMEAABgSViwCwAAAGcXwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHEGQffPCBevXqpfj4eIWFhcnlcmn06NF+faZMmaLMzEzFxsbK5XLJ5XLppZdeCkq9DcnUqVPlcrnUpk2bYJcCoBYigl0AcKY4cOCAUlNTdfToUUnSDz/8oHbt2p10nvfee0833HCDJCk8PFyJiYkKCwtTbGys0+f555/X/fffL0mKiIhQixYt5HK51Lhx43p6Jqc2Z84crV27Vpdeeqmys7ODVkcglZeXKy0tTTt37pQkLViwQH369AlyVcCZiT0fQIDMmDHDCR6S9Oabb55ynmeffVaSNGjQIJWUlGj37t0qLCzUE088UanPvffeq8OHD6uoqEiFhYW64447AvwMam7OnDnKzc3VnDlzglZDoH3yySdO8JBqNn4A6obwAQRIXl6eJOmee+6RJE2bNk3l5eUnnefbb7+VJN12222KiYmpNH3Pnj0qKiqSJN1xxx2KjIwMZMk4QcX4jRw5Ui6XS++//772798f5KqAMxPhAwiAr7/+WmvXrlVcXJwmTZqk9PR07dq1Sx9//PFJ5zt8+LAkqUmTJiedfrI+OH1FRUX66KOPFB4erocfflhXXXWVPB6PZsyYEezSgDMS4QMIgIr/NQ8ePFhRUVEaOnSopKp33W/evNk5abRCz549nTaXy6XFixdXOpEyPT3dmV7VCZabN2/W6NGjddFFF6lJkyaKiYlRRkaGRo0apa1bt560/mPHjumvf/2r+vfvr6SkJLndbqWkpCgzM1NPPPGECgoKJMmpa9q0aZJ+3rtzYt0Vtf/SunXrdOedd6pdu3aKiYlRkyZNdMkll+iRRx7R3r17T1rbihUrlJ2drcTEREVHR6t9+/Z65JFHdOjQoZPOVxtvvfWWjh8/rqysLKWmpionJ0dSzQ+9fP755xo4cGCVNdbkpNg9e/bo0UcfVefOndWsWTNFRUWpbdu2Gj58uP7v//4vEE8RaFgMgNNy5MgRExcXZySZZcuWGWOM2bRpk3G5XCYiIsIUFhb69d+6datJSkoySUlJRpKRZOLj4522pKQks2zZMpOUlGQSExOdPomJic70Ll26+C1z+vTpxu12O33dbreJjo52Hjdt2tTMnz+/yvp/+ukn07FjR6evy+Uy8fHxJiYmxmkbNWqUMcY4dUVFRRlJJioqyq/uitpP9Mwzz5iwsDBnWTExMaZRo0bO45SUFPP1119XWVteXp7fvM2aNXPmzcjIMC+88IKRZFq3bl2Hkfu3jIwMI8nMmDHDGGNMaWmpady4sZFk1qxZc9J5X375ZeNyuaqssUOHDubFF188aY35+fnO348kExkZ6axbkmnUqJGZNm3aaT0/oKEhfACnafr06UaSOf/88/3af/3rXxtJZtKkSdXOW/EBs2jRoiqnFxQUOH0KCgqq7LNgwQITFhZmIiIizNixY01BQYHx+XzG5/OZ77//3tx4441GkomNjTVbtmzxm/fgwYOmXbt2TgB6/fXXTXFxsTN906ZN5vnnnzcvvPCC33w5OTlGksnJyan+hTHG/PWvfzWSTJMmTcxTTz1ldu3aZYwx5vjx42b16tWmV69eRpI599xzTWlpqd+8a9asMREREUaS6dGjh1m/fr0xxphjx46ZWbNmmbi4OOdD+3TCx9KlS52AdvjwYaf91ltvNZLMXXfdVe28y5Ytc8JRnz59zIYNG4wxxni9XvPuu++a5s2bm/j4+Gpr/Oabb5yQeMcdd5jvvvvOHD9+3BhjzJYtW8xdd91lJJmIiAizatWqOj9HoKEhfACnqWfPnkaSeeKJJ/za33jjDed/6NU53fBRXl7uhIfXXnut2vVce+21fnswKjz66KPOnpLq9j5UpSbho6SkxAkH8+bNq7KP1+s1l112mZFkXnzxRb9pAwYMMJLMBRdc4BcKKsybN895bU4nfAwbNsxIMrfffrtfe35+vpFk4uLizJEjR6qct3fv3kaSufDCC83Ro0crTf/ss89OWmNF+HrooYeqre/ee+81ksx1111Xq+cFNGSED+A0VBxecblclcLBwYMHnf/V/vJQRIXTDR+LFi1yDsmUl5dXW+ff//73KoNQamqqkWRGjhx50uf5SzUJH1OmTDGSTOfOnU+6rOeee85IMv3793faDhw44OxReOONN6qdNzMz87TCx4mHVxYvXuw3rby83Jx77rl+h2NOtG/fPudwy5QpU6pdR8UesF/WWDG2ERERZt++fdXOv3r1aiPJNG7c2NkrAoQ6bjIGnIYpU6bIGKPu3btXOqEwNjZW2dnZmjVrlvLy8nTFFVcEfP3Lli2TJB08eFCpqanV9jt27JgkacuWLU7bli1bnPtaDBw4sN5qW79+vZKTk6vtd+TIkUq1ff311/L5fJKkXr16VTtvr169tHz58jrX+M4776isrExt2rRR9+7d/aaFhYXp1ltv1cSJE5WXl6ebb77Zb/r//u//yhgjSbrqqquqXUePHj30xRdfVGqveH18Pp8uvPDCauevuFy7rKxM+/btU4sWLWr25IAGjPAB1JHP59PUqVMlybm65ZdycnI0a9YszZ49W//zP/8T8MtlK8KD1+t17gdyMhUf9JJUWFjo/N66deuA1nVibUePHvW7+Vp1TrysePfu3c7vLVu2rHaec8899zQq/PdVSrfccovf1UcVcnJyNHHiRC1atEgFBQVKT093pu3Zs8f5/WTBr7r6K14fn89Xo7GT/F8jIJRxqS1QR/Pnz9f27dslSSNGjKh0yanL5VL//v0lSYcOHdLs2bMDXkPF/4q7du0q8/Nh1FP+VKjqw7Y+ahs8eHCN6tq8eXO91vNL69evd/aaPPnkk1WOX0ZGhiTJGKMpU6ZUu6y6vJYVr09SUlKNx47vsMGZgvAB1FHF/5rrq39NVBzOOPGQRW3nrev8NV1+XZZ94qGFHTt2VNvvZNNOpbbjMXXqVOdQkCSdc845zu8n3pb9l6qrseL12bt3r8rKympVCxDqCB9AHezZs0cffPCBJOnvf/+7SktLq/356quvJElffvmlNmzYENA6rrzySkk/H0JZvXp1reZNS0tzDgl8+OGHtZo3LOznt44T96RUV9uaNWu0a9euWi3/V7/6lbOORYsWVdvvs88+q9VyK3i9Xv3tb3+TJL3wwgsnHb/t27crIiJC27ZtU35+vrOMzp07O3s8qrqxWoXqplW8PuXl5frkk0/q9DyAkFXvp7QCZ6Dnn3/euaGUx+M5Zf+Km1g98MADfu06zatdvF6vOf/8840k061bt1PW8surKsaNG1enS21HjRplJJlrr7222j4HDhxwLrW96aabjM/nq7ZveXm5OXDggF9b//79nSt0qrrUteJSWNXhapf33nvPSDJhYWFm586dp+zfr18/I8nceOONfu0Vl8p27Nixytd+yZIlJ62xR48ezuXEJ95fpSonuyIGCDWED6AOLrzwQiPJDB06tEb9H3vsMSPJJCUlGa/X67SfbvgwxphPP/3UuRlX165dzaeffmqOHTvmTN+0aZOZPHmy6dKli5kwYYLfvCUlJZVuMnbw4EFn+saNG01ubq559tln/earuIdJfHy8c/OvqkydOtWpf8CAAWbFihXOJcHl5eXmu+++M88995zJyMgwf/vb3/zmXbVqlQkPDzeSTK9evcz3339vjPk5cL3zzjsmPj6+zjcZu/rqq40k07179xr1z8vLc+42unfvXqf9iy++cC637devn/nhhx+cGt977z2TmJh40puMffvtt6ZJkyZOyJozZ45f0Nq+fbt56623TK9evcyIESNq9RyBhozwAdTS8uXLnQ/UDz/8sEbzfPPNN848c+bMcdoDET6MMeb99983TZs29btFd0JCgt8t1yWZJ598stK8mzZtcsJUxd6A5s2bV3l79Qr79+8355xzjjM9MTHRtG7d2rRu3dosX77cr+/kyZP9bqfudrtNQkKCiYyM9Ktt+vTplWp77bXXKt26vOI51fX26tu3b3dCzZ/+9KcazbNv3z6n3pdeeslvWsXt0yt+4uLinBo7duzoTG/fvn2Vy166dKlJTk525g8PDzcJCQl+t8eXRPjAGYXwAdTSiBEjanXIpUKHDh2MJDNw4ECnLVDhwxhjioqKzOOPP24uv/xyEx8fb8LDw01sbKzp1KmTGTFihHn//ferrdfj8Zi//OUvpkePHk4wSE1NNZmZmWbChAlm8+bNleZZv369uemmm0zLli39gkRVz6WgoMDcf//9plOnTiY2NtaEh4eb+Ph406VLF3PPPfeY/Pz8am+S9uWXX5qBAwea5s2bm6ioKHPBBReYhx56yJSUlDg3MqtN+HjyySedkFVxu/eaqDgMdPHFF1eatnjxYnP11Veb+Ph4ExUVZdq3b28effRRc+jQIScgde3atdpll5SUmOeee850797dJCQkmPDwcNOkSRPToUMHc8stt5gZM2aYQ4cO1bhWoKFzGXOSM8YAAKdlyJAhmjlzpm6//fZ6ueIJCEVc7QIA9eSHH37QP/7xD0ly7vkCgPABAKdl3Lhx+vOf/6ytW7c69wEpKyvTO++8o549e+ro0aPKyMhQdnZ2cAsFGhAOuwDAacjOztbcuXMlSZGRkWratKmKi4udINKyZUvNmzdPHTt2DGaZQIPCd7sAwGm47777lJqaqi+//FK7du3S/v371bRpU11wwQX6r//6L919991q3rx5sMsEGhT2fAAAAKs45wMAAFjV4A67+Hw+7dy5U02bNq33b90EAACBYYxRaWmpUlNTne9mqk6DCx87d+5Uq1atgl0GAACog23btuncc889aZ8GFz6aNm0q6efiY2Njg1aH1+vVggUL1LdvX0VGRgatDpwaYxU6GKvQwniFjoYwViUlJWrVqpXzOX4yDS58VBxqiY2NDXr4iImJUWxsLBtdA8dYhQ7GKrQwXqGjIY1VTU6Z4IRTAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWRQS7AABnn47j58tT7gp2GTW2+elrgl0CcEZhzwcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwKpahY+JEyfqP/7jP9S0aVO1aNFC2dnZ2rBhg1+fo0ePauTIkUpISFCTJk00aNAgFRUVBbRoAAAQumoVPpYsWaKRI0dqxYoVys/Pl9frVd++fVVWVub0ue+++/Thhx/q3Xff1ZIlS7Rz505df/31AS8cAACEpojadJ43b57f46lTp6pFixZas2aNunfvroMHDyovL08zZ85Ur169JElTpkxRhw4dtGLFCv3nf/5n4CoHAAAh6bTO+Th48KAkqXnz5pKkNWvWyOv1Kisry+mTkZGhtLQ0LV++/HRWBQAAzhC12vNxIp/Pp9GjR+vKK69Ux44dJUmFhYVq1KiR4uLi/PomJSWpsLCwyuV4PB55PB7ncUlJiSTJ6/XK6/XWtbzTVrHuYNaAmmGsQkfFGLnDTJArqZ2z9W+LbSt0NISxqs266xw+Ro4cqXXr1mnp0qV1XYSkn09izc3NrdS+YMECxcTEnNayAyE/Pz/YJaCGGKvQMaGLL9gl1MrHH38c7BKCim0rdARzrA4fPlzjvnUKH3fffbc++ugjff755zr33HOd9uTkZB07dkzFxcV+ez+KioqUnJxc5bIeeughjRkzxnlcUlKiVq1aqW/fvoqNja1LeQHh9XqVn5+vPn36KDIyMmh14NQYq9BRMVaPrQ6Tx+cKdjk1tm58v2CXEBRsW6GjIYxVxZGLmqhV+DDG6J577tH777+vxYsXKz093W/6ZZddpsjISC1cuFCDBg2SJG3YsEFbt25VZmZmlct0u91yu92V2iMjIxvEH3tDqQOnxliFDo/PJU956ISPs/3vim0rdARzrGqz3lqFj5EjR2rmzJmaO3eumjZt6pzH0axZM0VHR6tZs2YaPny4xowZo+bNmys2Nlb33HOPMjMzudIFAABIqmX4mDx5siSpR48efu1TpkzRbbfdJkl68cUXFRYWpkGDBsnj8ahfv376y1/+EpBiAQBA6Kv1YZdTiYqK0iuvvKJXXnmlzkUBAIAzF9/tAgAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwKiLYBQCouzYP/jPYJdSKO9xo0uXBrgJAsLHnAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWFXr8PH5559r4MCBSk1Nlcvl0pw5c/ym33bbbXK5XH4//fv3D1S9AAAgxNU6fJSVlalTp0565ZVXqu3Tv39/7dq1y/mZNWvWaRUJAADOHBG1nWHAgAEaMGDASfu43W4lJyfXuSgAAHDmqnX4qInFixerRYsWio+PV69evfTkk08qISGhyr4ej0cej8d5XFJSIknyer3yer31UV6NVKw7mDWgZs7msXKHm2CXUCvuMOP3b6g4G/+2pLN72wo1DWGsarNulzGmzu8CLpdL77//vrKzs522t99+WzExMUpPT9emTZv08MMPq0mTJlq+fLnCw8MrLWP8+PHKzc2t1D5z5kzFxMTUtTQAAGDR4cOHdfPNN+vgwYOKjY09ad+Ah49f+umnn3Teeefp008/Ve/evStNr2rPR6tWrbR3795TFl+fvF6v8vPz1adPH0VGRgatDpza2TxWHcfPD3YJteIOM5rQxafHVofJ43MFuxycQjDGa934flbWc6ZpCO+DJSUlSkxMrFH4qJfDLidq27atEhMTtXHjxirDh9vtltvtrtQeGRnZID5IGkodOLWzcaw85aH5Ae7xuUK29rORzfE627bhQAvm+2Bt1lvv9/nYvn279u3bp5SUlPpeFQAACAG13vNx6NAhbdy40XlcUFCgtWvXqnnz5mrevLlyc3M1aNAgJScna9OmTRo7dqzOP/989evHrjQAAFCH8LF69Wr17NnTeTxmzBhJUk5OjiZPnqxvvvlG06ZNU3FxsVJTU9W3b19NmDChykMrAADg7FPr8NGjRw+d7BzV+fND6wQ4AABgF9/tAgAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAqohgFwAAQChr8+A/g12C3OFGky6XOo6fL0+565T9Nz99jYWqqseeDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWBUR7AKAhqIhfC02AJwN2PMBAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAq2odPj7//HMNHDhQqampcrlcmjNnjt90Y4zGjRunlJQURUdHKysrSz/++GOg6gUAACGu1uGjrKxMnTp10iuvvFLl9EmTJunll1/Wq6++qpUrV6px48bq16+fjh49etrFAgCA0FfrL5YbMGCABgwYUOU0Y4xeeuklPfroo7ruuuskSW+99ZaSkpI0Z84c3XTTTadXLQAACHkBPeejoKBAhYWFysrKctqaNWumrl27avny5YFcFQAACFG13vNxMoWFhZKkpKQkv/akpCRn2i95PB55PB7ncUlJiSTJ6/XK6/UGsrxaqVh3MGtAzQRqrNzhJhDl4CTcYcbvXzRswRivUHzPbQjvHbUdq/p4nWuzzICGj7qYOHGicnNzK7UvWLBAMTExQajIX35+frBLQA2d7lhNujxAheCUJnTxBbsE1ILN8fr444+trStQGtJ7R03Hqj5e58OHD9e4b0DDR3JysiSpqKhIKSkpTntRUZEuvfTSKud56KGHNGbMGOdxSUmJWrVqpb59+yo2NjaQ5dWK1+tVfn6++vTpo8jIyKDVgVML1Fh1HD8/gFWhKu4wowldfHpsdZg8Plewy8EpBGO81o3vZ2U9gdQQ3jtqO1b18TpXHLmoiYCGj/T0dCUnJ2vhwoVO2CgpKdHKlSv1+9//vsp53G633G53pfbIyMgG8aHfUOrAqZ3uWHnK+TC0xeNz8XqHEJvjFYrvtw3pb7mmY1Ufr3Ntllnr8HHo0CFt3LjReVxQUKC1a9eqefPmSktL0+jRo/Xkk0+qXbt2Sk9P12OPPabU1FRlZ2fXdlUAAOAMVOvwsXr1avXs2dN5XHHIJCcnR1OnTtXYsWNVVlamO++8U8XFxerWrZvmzZunqKiowFUNAABCVq3DR48ePWRM9WfTulwuPfHEE3riiSdOqzAAAHBm4rtdAACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFUB/WI5AABOR5sH/xnsEmABez4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGBVRLALwJnJ5tdiu8ONJl0udRw/X55yl7X1AgDqhj0fAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMCqgIeP8ePHy+Vy+f1kZGQEejUAACBERdTHQi+66CJ9+umn/15JRL2sBgAAhKB6SQURERFKTk6uj0UDAIAQVy/h48cff1RqaqqioqKUmZmpiRMnKi0trcq+Ho9HHo/HeVxSUiJJ8nq98nq99VFejVSsO5g1hDJ3uLG3rjDj9y8aLsYqtDBeoaO2Y1Ufn221WabLGBPQv6pPPvlEhw4dUvv27bVr1y7l5uZqx44dWrdunZo2bVqp//jx45Wbm1upfebMmYqJiQlkaQAAoJ4cPnxYN998sw4ePKjY2NiT9g14+Pil4uJitW7dWi+88IKGDx9eaXpVez5atWqlvXv3nrL4+uT1epWfn68+ffooMjIyaHWEqo7j51tblzvMaEIXnx5bHSaPz2Vtvag9xiq0MF6ho7ZjtW58v4DXUFJSosTExBqFj3o/EzQuLk4XXHCBNm7cWOV0t9stt9tdqT0yMrJBfOg3lDpCjafc/huVx+cKynpRe4xVaGG8QkdNx6o+Ptdqs8x6v8/HoUOHtGnTJqWkpNT3qgAAQAgIePi4//77tWTJEm3evFlffvmlfvOb3yg8PFy//e1vA70qAAAQggJ+2GX79u367W9/q3379umcc85Rt27dtGLFCp1zzjmBXhUAAAhBAQ8fb7/9dqAXCQAAziB8twsAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsigl0ATq3Ng/8MdgkAAAQMez4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGBVRLALsK2mX0/vDjeadLnUcfx8ecpd9VwVAABnD/Z8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwKp6Cx+vvPKK2rRpo6ioKHXt2lVfffVVfa0KAACEkHoJH++8847GjBmjxx9/XF9//bU6deqkfv36affu3fWxOgAAEELqJXy88MILuuOOOzRs2DBdeOGFevXVVxUTE6M333yzPlYHAABCSMDDx7Fjx7RmzRplZWX9eyVhYcrKytLy5csDvToAABBiIgK9wL1796q8vFxJSUl+7UlJSfr+++8r9fd4PPJ4PM7jgwcPSpL2798vr9cb6PIUcbysZv18RocP+xThDVO5zxXwOhA4jFXoYKxCC+MVOmo7Vvv27Qt4DaWlpZIkY8wp+wY8fNTWxIkTlZubW6k9PT09CNX4uznYBaDGGKvQwViFFsYrdNRmrBKfr7cyVFpaqmbNmp20T8DDR2JiosLDw1VUVOTXXlRUpOTk5Er9H3roIY0ZM8Z57PP5tH//fiUkJMjlCl7SLikpUatWrbRt2zbFxsYGrQ6cGmMVOhir0MJ4hY6GMFbGGJWWlio1NfWUfQMePho1aqTLLrtMCxcuVHZ2tqSfA8XChQt19913V+rvdrvldrv92uLi4gJdVp3Fxsay0YUIxip0MFahhfEKHcEeq1Pt8ahQL4ddxowZo5ycHHXp0kWXX365XnrpJZWVlWnYsGH1sToAABBC6iV8DB48WHv27NG4ceNUWFioSy+9VPPmzat0EioAADj71NsJp3fffXeVh1lChdvt1uOPP17pkBAaHsYqdDBWoYXxCh2hNlYuU5NrYgAAAAKEL5YDAABWET4AAIBVhA8AAGAV4QMAAFhF+DjB008/LZfLpdGjRzttR48e1ciRI5WQkKAmTZpo0KBBle7eivo3fvx4uVwuv5+MjAxnOuPU8OzYsUO33HKLEhISFB0drYsvvlirV692phtjNG7cOKWkpCg6OlpZWVn68ccfg1jx2alNmzaVti2Xy6WRI0dKYttqSMrLy/XYY48pPT1d0dHROu+88zRhwgS/71IJle2K8PH/rVq1Sq+99pouueQSv/b77rtPH374od59910tWbJEO3fu1PXXXx+kKs9uF110kXbt2uX8LF261JnGODUsBw4c0JVXXqnIyEh98skn+u677/T8888rPj7e6TNp0iS9/PLLevXVV7Vy5Uo1btxY/fr109GjR4NY+dln1apVfttVfn6+JOnGG2+UxLbVkDzzzDOaPHmy/vznP2v9+vV65plnNGnSJP3pT39y+oTMdmVgSktLTbt27Ux+fr656qqrzKhRo4wxxhQXF5vIyEjz7rvvOn3Xr19vJJnly5cHqdqz0+OPP246depU5TTGqeH54x//aLp161btdJ/PZ5KTk82zzz7rtBUXFxu3221mzZplo0RUY9SoUea8884zPp+PbauBueaaa8ztt9/u13b99debIUOGGGNCa7tiz4ekkSNH6pprrlFWVpZf+5o1a+T1ev3aMzIylJaWpuXLl9su86z3448/KjU1VW3bttWQIUO0detWSYxTQ/TBBx+oS5cuuvHGG9WiRQt17txZb7zxhjO9oKBAhYWFfmPWrFkzde3alTELomPHjmn69Om6/fbb5XK52LYamCuuuEILFy7UDz/8IEn617/+paVLl2rAgAGSQmu7qrc7nIaKt99+W19//bVWrVpVaVphYaEaNWpU6YvukpKSVFhYaKlCSFLXrl01depUtW/fXrt27VJubq5+/etfa926dYxTA/TTTz9p8uTJGjNmjB5++GGtWrVK9957rxo1aqScnBxnXH75lQuMWXDNmTNHxcXFuu222yTxHtjQPPjggyopKVFGRobCw8NVXl6up556SkOGDJGkkNquzurwsW3bNo0aNUr5+fmKiooKdjk4iYpkL0mXXHKJunbtqtatW2v27NmKjo4OYmWois/nU5cuXfTf//3fkqTOnTtr3bp1evXVV5WTkxPk6lCdvLw8DRgwoEZfiQ77Zs+erRkzZmjmzJm66KKLtHbtWo0ePVqpqakht12d1Ydd1qxZo927d+tXv/qVIiIiFBERoSVLlujll19WRESEkpKSdOzYMRUXF/vNV1RUpOTk5OAUDUlSXFycLrjgAm3cuFHJycmMUwOTkpKiCy+80K+tQ4cOzqGyinH55VUTjFnwbNmyRZ9++qlGjBjhtLFtNSwPPPCAHnzwQd100026+OKLdeutt+q+++7TxIkTJYXWdnVWh4/evXvr22+/1dq1a52fLl26aMiQIc7vkZGRWrhwoTPPhg0btHXrVmVmZgaxchw6dEibNm1SSkqKLrvsMsapgbnyyiu1YcMGv7YffvhBrVu3liSlp6crOTnZb8xKSkq0cuVKxixIpkyZohYtWuiaa65x2ti2GpbDhw8rLMz/Yzs8PFw+n09SiG1XwT7jtaE58WoXY4z53e9+Z9LS0sxnn31mVq9ebTIzM01mZmbwCjxL/eEPfzCLFy82BQUFZtmyZSYrK8skJiaa3bt3G2MYp4bmq6++MhEREeapp54yP/74o5kxY4aJiYkx06dPd/o8/fTTJi4uzsydO9d888035rrrrjPp6enmyJEjQaz87FReXm7S0tLMH//4x0rT2LYajpycHNOyZUvz0UcfmYKCAvOPf/zDJCYmmrFjxzp9QmW7Inz8wi/Dx5EjR8xdd91l4uPjTUxMjPnNb35jdu3aFbwCz1KDBw82KSkpplGjRqZly5Zm8ODBZuPGjc50xqnh+fDDD03Hjh2N2+02GRkZ5vXXX/eb7vP5zGOPPWaSkpKM2+02vXv3Nhs2bAhStWe3+fPnG0lVvv5sWw1HSUmJGTVqlElLSzNRUVGmbdu25pFHHjEej8fpEyrblcuYE26NBgAAUM/O6nM+AACAfYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgDU2e233y6Xy6WEhAR5PJ5glwMgRBA+ANRJaWmpZs+eLZfLpf3792vOnDnBLglAiCB8AKiTd955R2VlZbrvvvsUFhamvLy8YJcEIEQQPgDUSV5eniIiIjR27Fj17NlTCxcu1JYtW6rsu2TJEnXv3l2NGzdWQkKCBg8erG3btqlHjx5yuVyV+htj9Oabb+rKK69UbGysYmJi1KVLF7355pv1/bQAWED4AFBr3333nVasWKG+ffsqKSlJQ4cOlc/n05QpUyr1XbBggbKysvTVV1/phhtu0J133qktW7aoW7duKi4urtTfGKMhQ4Zo+PDh2rNnj26++WaNGDFCZWVlGj58uO6//34LzxBAvQrul+oCCEVjxowxksysWbOMMcaUlpaaxo0bm7S0NFNeXu70O378uGndurVxuVzmiy++8FvG0KFDjSTzy7eh119/3Ugyw4YNM8eOHXPaPR6PGThwoJFkVq9eXY/PDkB9cxljTFDTD4CQ4vV61bJlS3k8HhUVFSkqKkqSdOutt2r69OmaP3+++vbtK+nnwy09evTQtddeq7lz5/otZ9u2bUpPT1d5eblOfBvq1KmTNm3apD179ig6Otpvnm+//VaXXHKJ/vCHP+i5556r52cKoL5EBLsAAKFl7ty52rNnj4YPH+4ED0kaOnSopk+frry8PCd8/Otf/5IkdevWrdJyWrVqpbS0NBUUFDhthw8f1rfffqvU1FQ988wzlebxer2SpO+//z6gzwmAXYQPALVScVXL0KFD/dp79+6tli1bau7cudq/f7+aN2+ukpISSVKLFi2qXFZSUpJf+Dhw4ICMMdqxY4dyc3OrraGsrOx0nwaAIOKEUwA1tm3bNi1YsECSdNVVV8nlcjk/4eHh2rFjhzwej6ZPny5Jio2NlSTt3r27yuUVFRX5Pa7of9lll8kYU+3PokWL6uspArCAPR8Aamzq1Kny+Xzq1q2b2rdvX2n68ePHNW3aNOXl5enee+9Vp06dJEnLli3TAw884Nd3+/bt2rp1q19b06ZN1aFDB61fv17FxcWKi4urt+cCIHg44RRAjRhjdN5552nz5s3auHGj2rZtW2W/K664QsuXL9eqVavUuXNntW3bVtu3b9fSpUuVmZnp9Bs2bJimTp3qLLvCq6++qt///ve64YYbNHXqVDVu3Nhv+QUFBXK5XGrTpk3AnyMAOwgfAGpk4cKFysrK0lVXXaXFixdX2++NN97QnXfeqd/97neaPHmyPvnkE1177bWKiIjQ4MGDlZKSoiVLlmjHjh2Kj4/XN998I5/P58xvjNGwYcM0bdo0paSkKCsrS6mpqSoqKtL333+vlStXaubMmbrpppssPGsA9YHwAaBGbr75Zs2aNUtTpkzRbbfdVm2/kpISJScnq1GjRtq1a5eio6O1aNEijRs3TmvWrFF0dLR69+6t559/XldffbW2bdtW5c3GZs+erTfeeENr1qzRoUOH1KJFC7Vr104DBw7U0KFDlZiYWH9PFkC9InwACIrS0lIlJSXp4osv1sqVK4NdDgCLuNoFQL0qKytTaWmpX1t5ebkeeOABHTlyRNnZ2cEpDEDQsOcDQL1au3atunXrpn79+qlt27YqLS3VF198oe+++04XXXSRVq5cWemkUgBnNsIHgHq1Z88ejR07VkuWLFFRUZGOHz+utLQ0ZWdn65FHHuFyWuAsRPgAAABWcc4HAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsOr/ARj+tRRGF30UAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select only the affected age of patients.\n",
"age = data[(data['AGE']) & (data['LUNG_CANCER'] == 1)]\n",
"\n",
"age = age.get('AGE')\n",
"\n",
"plt.hist(age)\n",
"plt.title('Affected Age', size=18)\n",
"plt.xlabel('Age', size=14)\n",
"\n",
"plt.grid(True)\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/affected_age.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the patients who are affected & not affected of lung cancer who smoke.\n",
"smoked_affected = data[(data['SMOKING'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"smoked_not_affected = data[(data['SMOKING'] == 2) & (data['LUNG_CANCER'] == 0)].shape[0]\n",
"\n",
"plt.pie([smoked_affected, smoked_not_affected], colors=['darkred', 'darkorange'], autopct='%1.1f%%')\n",
"\n",
"plt.title('Caused by Smoking', size=18)\n",
"plt.legend(['Affected', 'Not Affected'], loc='upper right', title='LUNG CANCER')\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/caused_by_smoking.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the affected patients who consume alcohol.\n",
"no_consuming = data[(data['ALCOHOL CONSUMING'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"consuming = data[(data['ALCOHOL CONSUMING'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['Not Consume', 'Consume'], [no_consuming, consuming], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('Alcohol Consuming', size=18)\n",
"plt.xlabel('Consuming Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/alcohol_consuming.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the affected patients who experinces or not experinces the anxiety.\n",
"no_anxiety = data[(data['ANXIETY'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"anxiety = data[(data['ANXIETY'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['No anxiety', 'Anxiety'], [no_anxiety, anxiety], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('With or Without Anxiety', size=18)\n",
"plt.xlabel('Anxiety Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/with_or_without_anxiety.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select influences.\n",
"not_peer_pressure = data[(data['PEER_PRESSURE'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"peer_pressure = data[(data['PEER_PRESSURE'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['Not Peer Pressure', 'Peer Pressure'], [not_peer_pressure, peer_pressure], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('Peer Pressure', size=18)\n",
"plt.xlabel('Peer Pressure Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/peer_pressure.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the affected patients who have long lasting conditions.\n",
"no_chronic_disease = data[(data['CHRONIC DISEASE'] == 1) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"chronic_disease = data[(data['CHRONIC DISEASE'] == 2) & (data['LUNG_CANCER'] == 1)].shape[0]\n",
"\n",
"plt.bar(['No Chronic Disease', 'Chronic Disease'], [no_chronic_disease, chronic_disease], color=['darkorange', 'darkred'])\n",
"\n",
"plt.title('Chronic Disease', size=18)\n",
"plt.xlabel('Chronic Disease Status', size=14)\n",
"plt.ylabel('Total', size=14)\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/chronic_disease.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAggAAAJGCAYAAAA+rn1/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAABvy0lEQVR4nO3dd1xT1/sH8E/CVDYqIsp0gQs3WhfUBbaOuuqsWltXqy1YxfF1V3G0aq1aF2q1ddTWutpqrTK0glYpoLiKgqsiorKReX9/8DM1CSDBkJuEz/v1uq/23nNJnqgkT855zjkSQRAEEBEREb1EKnYAREREpH2YIBAREZESJghERESkhAkCERERKWGCQEREREqYIBAREZESJghERESkhAkCERERKWGCQEREREqYIBAREZESJghERERaIjw8HH379oWDgwMkEgkOHTqkdM+1a9fQr18/WFlZwczMDO3atcPdu3dl7d7e3pBIJHLHpEmTVI6FCQIREZGWyMrKgqenJzZs2FBi+61bt9C5c2e4u7sjNDQUsbGxmDdvHkxNTeXu+/DDD/Hw4UPZsXLlSpVjMazQKyAiIiK18/Pzg5+fX6ntc+fORZ8+feQ+8OvXr690X/Xq1WFvb/9asbAHgYiIqBLl5uYiPT1d7sjNzVX5cYqKivDLL7+gUaNG6N27N+zs7ODl5VXiMMT333+PmjVrolmzZpg9ezays7NVfj6t6UEoSmokdgivze3Ih2KHoBYmj7Tmn8VrETwyxQ7htdW3SxE7BLUo8P5X7BBe291Fb4gdglrk1i4QOwS1SJwwo1IfX52fSUGbRmDRokVy1xYsWICFCxeq9DjJycnIzMzE8uXL8fnnn2PFihU4fvw4Bg4ciJCQEHTr1g0AMGLECDg7O8PBwQGxsbEIDAzEjRs3cPDgQZWeTz8+CYiIiNSoCEVqe6zZs2cjICBA7pqJiYnKj1NUVBxT//794e/vDwBo2bIlzp07h02bNskShAkTJsh+pnnz5qhTpw66d++OW7dulTgcURoOMRAREVUiExMTWFpayh0VSRBq1qwJQ0NDNGnSRO66h4eH3CwGRV5eXgCA+Ph4lZ6PPQhEREQKCgX19SCo64PW2NgY7dq1w40bN+Su37x5E87OzqX+XHR0NACgTp06Kj0fEwQiIiIFRRBEed7MzEy5b/oJCQmIjo6Gra0tnJycMGPGDLz77rvo2rUrfHx8cPz4cRw9ehShoaEAiqdB7tmzB3369EGNGjUQGxsLf39/dO3aFS1atFApFiYIREREWuLixYvw8fGRnb+oXRgzZgx27tyJd955B5s2bUJQUBCmTZuGxo0b46effkLnzp0BFPcy/PHHH1i7di2ysrLg6OiIQYMG4X//+5/KsTBBICIiUqDOIkVVeHt7QxDK7r14//338f7775fY5ujoiLCwMLXEwgSBiIhIQeErPqSrAs5iICIiIiXsQSAiIlIgVpGiNmGCQEREpKCQCQITBCIiIkXsQWANAhEREZWAPQhEREQKOIuBCQIREZEScVZB0C4cYiAiIiIl7EEgIiJSwFkMTBCIiIiUFDI/4BADERERKWMPAhERkQIWKTJBICIiUlIIidghiI5DDERERKSEPQhEREQKilikyASBiIhIEYcYmCAQEREpYYLAGgQiIiIqAXsQiIiIFBQJ7EFggkBERKSAQwwcYiAiIqISsAeBiIhIQSG/PzNBICIiUsQaBA4xEBERUQnYg0BERKSARYpMEIiIiJQUCuxg558AERERKWEPAhERkYIifn9mgkBERKSINQhMEIiIiJSwBoE1CERERFQC9iAQEREpKOIQAxMEIiIiRVxqmUMMREREWiM8PBx9+/aFg4MDJBIJDh06pHTPtWvX0K9fP1hZWcHMzAzt2rXD3bt3Ze3Pnz/HRx99hBo1asDc3ByDBg3Co0ePVI6FCQIREZGCQkGqtkMVWVlZ8PT0xIYNG0psv3XrFjp37gx3d3eEhoYiNjYW8+bNg6mpqewef39/HD16FAcOHEBYWBj+/fdfDBw4UOU/Aw4xEBERKRBrHQQ/Pz/4+fmV2j537lz06dMHK1eulF2rX7++7P/T0tIQHByMPXv24M033wQA7NixAx4eHoiMjESHDh3KHQt7EIiIiCpRbm4u0tPT5Y7c3FyVH6eoqAi//PILGjVqhN69e8POzg5eXl5ywxCXLl1Cfn4+evToIbvm7u4OJycnREREqPR8TBCIiIgUFAoStR1BQUGwsrKSO4KCglSOKTk5GZmZmVi+fDl8fX3x+++/45133sHAgQMRFhYGAEhKSoKxsTGsra3lfrZ27dpISkpS6fk4xEBERKRAnbMYZs+ejYCAALlrJiYmKj9OUVERAKB///7w9/cHALRs2RLnzp3Dpk2b0K1bt9cP9iVMEIiIiCqRiYlJhRICRTVr1oShoSGaNGkid93DwwNnz54FANjb2yMvLw+pqalyvQiPHj2Cvb29Ss/HIQYiIiIFRYJUbYe6GBsbo127drhx44bc9Zs3b8LZ2RkA0KZNGxgZGeHUqVOy9hs3buDu3bvo2LGjSs/HHgQiIiIFYi2UlJmZifj4eNl5QkICoqOjYWtrCycnJ8yYMQPvvvsuunbtCh8fHxw/fhxHjx5FaGgoAMDKygrjx49HQEAAbG1tYWlpialTp6Jjx44qzWAAmCAQEREpKRTEWWr54sWL8PHxkZ2/qF0YM2YMdu7ciXfeeQebNm1CUFAQpk2bhsaNG+Onn35C586dZT+zZs0aSKVSDBo0CLm5uejduzc2btyociwSQRCE139Jr68oqZHYIbw2tyMfih2CWpg80o+8UfDIFDuE11bfLkXsENSiwPtfsUN4bXcXvSF2CGqRW7tA7BDUInHCjEp9/N3/qPZtuyyjG0aq7bE0ST8+CYiIiNRIrIWStAkTBCIiIgWqLpGsj/gnQERERErYg0BERKSgCOIUKWoTJghEREQKOMTAIQYiIiIqAXsQiIiIFIi1UJI2YYJARESkoEikhZK0CVMkIiIiUsIeBCIiIgUcYmCCQEREpESduzDqKiYIRERECgq5DgL7UIiIiEgZexCIiIgUcIiBCQIREZESDjFwiIGIiIhKwB4EIiIiBRxiYIJARESkhJs1cYiBiIiISsAeBCIiIgVFLFJkgkBERKSIQwwcYiAiIqISsAeBiIhIAbd7ZoJARESkhLs5MkEgIiJSwh4E1iAQERFRCdiDQEREpKCI35+ZIBARESkq5BADUyQiIiJSxh4EIiIiBSxSZIJARESkhLs5coiBiIiISsAeBCIiIgWF3KyJCQIREZEi1iBwiIGIiEhrhIeHo2/fvnBwcIBEIsGhQ4fk2seOHQuJRCJ3+Pr6yt3j4uKidM/y5ctVjoU9CERERArEKlLMysqCp6cn3n//fQwcOLDEe3x9fbFjxw7ZuYmJidI9ixcvxocffig7t7CwUDkWJghEREQKikSqQfDz84Ofn1+Z95iYmMDe3r7MeywsLF55z6twiIGIiEhBoSBR25Gbm4v09HS5Izc3t8KxhYaGws7ODo0bN8bkyZPx5MkTpXuWL1+OGjVqoFWrVli1ahUKCgpUfh4mCERERJUoKCgIVlZWckdQUFCFHsvX1xe7du3CqVOnsGLFCoSFhcHPzw+FhYWye6ZNm4Z9+/YhJCQEEydOxLJlyzBz5kyVn4tDDERERArUWYMwe/ZsBAQEyF0rqW6gPIYNGyb7/+bNm6NFixaoX78+QkND0b17dwCQe64WLVrA2NgYEydORFBQkErPyx4EIiIiBUWCRG2HiYkJLC0t5Y6KJgiK3NzcULNmTcTHx5d6j5eXFwoKCpCYmKjSYzNBICIi0lH379/HkydPUKdOnVLviY6OhlQqhZ2dnUqPzSEGIiIiBWLNYsjMzJTrDUhISEB0dDRsbW1ha2uLRYsWYdCgQbC3t8etW7cwc+ZMNGjQAL179wYARERE4Pz58/Dx8YGFhQUiIiLg7++PUaNGwcbGRqVYmCAQEREpEGslxYsXL8LHx0d2/qKeYMyYMfjmm28QGxuLb7/9FqmpqXBwcECvXr2wZMkS2ZCFiYkJ9u3bh4ULFyI3Nxeurq7w9/dXqoEoDyYIREREWsLb2xuCIJTafuLEiTJ/vnXr1oiMjFRLLEwQiIiIFHC7ZyYIRERESrhZE2cxEBERUQnYg0BERKRArFkM2oQJAhERkQIOMTBBICIiUsIEgTUIREREVAL2IBARESlgDwITBCIiIiVMEDjEQERERCVgDwIREZECTnNkgkBERKSEQwwcYiAiIqISsAeBiIhIAXsQmCAQEREpYYLAIQYiIiIqAXsQiIiIFLAHgQkCERGREoEJAhMEIiIiRVwHgTUIREREVAL2IBARESlgDQITBCIiIiWsQeAQAxEREZWAPQhEREQKOMTABIGIiEgJhxg4xEBEREQlYA8CERGRAg4xMEEgIiJSIghiRyA+DjEQERGREvYgEBERKeBSy0wQiIiIlHAWAxMEIiIiJSxSZA0CERERlYA9CERERAo4i4E9CEREREoEQaK2QxXh4eHo27cvHBwcIJFIcOjQIbn2sWPHQiKRyB2+vr5y9zx9+hQjR46EpaUlrK2tMX78eGRmZqr8Z8AEgYiISEtkZWXB09MTGzZsKPUeX19fPHz4UHbs3btXrn3kyJGIi4vDyZMncezYMYSHh2PChAkqx8IhBiIiIgVizWLw8/ODn59fmfeYmJjA3t6+xLZr167h+PHj+Ouvv9C2bVsAwNdff40+ffrgiy++gIODQ7ljYQ8CERGRgiJBorYjNzcX6enpckdubm6FYwsNDYWdnR0aN26MyZMn48mTJ7K2iIgIWFtby5IDAOjRowekUinOnz+v0vMwQSAiIqpEQUFBsLKykjuCgoIq9Fi+vr7YtWsXTp06hRUrViAsLAx+fn4oLCwEACQlJcHOzk7uZwwNDWFra4ukpCSVnotDDERERArUOYth9uzZCAgIkLtmYmJSoccaNmyY7P+bN2+OFi1aoH79+ggNDUX37t1fK05FTBCIiIgUqLMGwcTEpMIJwau4ubmhZs2aiI+PR/fu3WFvb4/k5GS5ewoKCvD06dNS6xZKwyEGIiIiHXX//n08efIEderUAQB07NgRqampuHTpkuye06dPo6ioCF5eXio9NnsQiIiIFIg1iyEzMxPx8fGy84SEBERHR8PW1ha2trZYtGgRBg0aBHt7e9y6dQszZ85EgwYN0Lt3bwCAh4cHfH198eGHH2LTpk3Iz8/Hxx9/jGHDhqk0gwFgDwIREZESQY2HKi5evIhWrVqhVatWAICAgAC0atUK8+fPh4GBAWJjY9GvXz80atQI48ePR5s2bXDmzBm5IYzvv/8e7u7u6N69O/r06YPOnTtjy5YtKv8ZsAeBiIhIgVg9CN7e3hDKqJA8ceLEKx/D1tYWe/bsee1Y2INAREREStiDQEREpIibNTFBICIiUiTWEIM24RADERERKWEPAhERkQJ1rqSoq5ggEBERKeAQA4cYiIiIqATsQSAiIlLEHgT19CCkp6fj0KFDuHbtmjoejoiISFSCoL5DV1UoQRg6dCjWr18PAMjJyUHbtm0xdOhQtGjRAj/99JNaAyQiIiLNq1CCEB4eji5dugAAfv75ZwiCgNTUVKxbtw6ff/65WgMkIiLSOLE2Y9AiFUoQ0tLSYGtrCwA4fvw4Bg0ahOrVq+Ott97CP//8o9YAiYiINE0QJGo7dFWFEgRHR0dEREQgKysLx48fR69evQAAz549g6mpqVoDJCIi0jj2IFRsFsOnn36KkSNHwtzcHM7OzvD29gZQPPTQvHlzdcZHREREIqhQgjBlyhS0b98e9+7dQ8+ePSGVFndEuLm5sQaBiIh0ni4PDahLhddBaNu2Ldq2bSt37a233nrtgIiIiESnw0MD6lKhBEEQBPz4448ICQlBcnIyioqK5NoPHjyoluCIiIhIHBWuQdi8eTN8fHxQu3ZtSCTsiiEiIn3Cz7UKJQi7d+/GwYMH0adPH3XHQ0REJD4OMVRsmqOVlRXc3NzUHQsRERFpiQolCAsXLsSiRYuQk5Oj7niIiIjEx3UQKjbEMHToUOzduxd2dnZwcXGBkZGRXHtUVJRagiMiIhIFpzlWLEEYM2YMLl26hFGjRrFIkYiISA9VKEH45ZdfcOLECXTu3Fnd8RAREYlOl7dpVpcKJQiOjo6wtLRUdyxERETagQlCxYoUv/zyS8ycOROJiYlqDoeIiEgLCBL1HTqqQj0Io0aNQnZ2NurXr4/q1asrFSk+ffpULcERERGROCqUIKxdu1bNYRAREWkPCYcYKj6LgYiISG8xQaj4bo6FhYU4dOgQrl27BgBo2rQp+vXrBwMDA7UFR0REROKoUIIQHx+PPn364MGDB2jcuDEAICgoCI6Ojvjll19Qv359tQZJRESkUTpcXKguFZrFMG3aNNSvXx/37t1DVFQUoqKicPfuXbi6umLatGnqjpGIiEizuNRyxXoQwsLCEBkZCVtbW9m1GjVqYPny5ejUqZPagiMiIiJxVChBMDExQUZGhtL1zMxMGBsbv3ZQREREotLhb/7qUqEhhrfffhsTJkzA+fPnIQgCBEFAZGQkJk2ahH79+qk7RiIiIs0SaYghPDwcffv2hYODAyQSCQ4dOlTqvZMmTYJEIlFaesDFxQUSiUTuWL58uWqBoIIJwrp161C/fn107NgRpqamMDU1RadOndCgQQOukUBERFRBWVlZ8PT0xIYNG8q87+eff0ZkZCQcHBxKbF+8eDEePnwoO6ZOnapyLBUaYrC2tsbhw4cRHx8vm+bo4eGBBg0aVOThiIiItItIsxj8/Pzg5+dX5j0PHjzA1KlTceLECbz11lsl3mNhYQF7e/vXiqVCCcLixYvx2WefoUGDBnJJQU5ODlatWoX58+e/VlDl9VcMsH0vEHcTePxEgq8/F9Cji/w9txKBLzcX31tYCNR3Br5aAjjULm5/7xPgr2j5fwjv9hOwcLpGXgLa29fDBM92aF7THrXNzDHhxM/4/U58ifcu7dwTI5u0xOJzp7H9yiW5Nh9HN3zSpiPcbWsht7AQ5x/ew4TfD2ngFRRr61QX4zu2RbM6drCzMMeUH47g1I1bJd67qE93DGvTAstOhOLbC38DAOpaWWJKFy90cHFETXMzJGdk4siV69h05jzyi4o09zpqOuGDRh3R1KYOalezwJRzP+CPf2+U/Dpa9cHw+m2wNPoEvo2/ILvexNoeM5p3R3MbBxQKRfj9wXUExfyO7MJ8jbyGZlb1Mbjem2hg7ogaJlZYHLcNEU8uy9oDGo1AT3svuZ+5+PQa5l3ZJDtf0PQDuJnVg7WxOTLzs/F36k1sTziCp3npGnkNANC8iweGfNYPjdq4oYaDLRa8sxLnDv8FADAwNMC4z4ehvV9r2LvZITstG1F/XEbw7O/x5OEzpccyMjbE15FBqN/SBZNazcCtmESNvAZ9+b3Ql/cpVahzJcXc3Fzk5ubKXTMxMYGJiYnKj1VUVITRo0djxowZaNq0aan3LV++HEuWLIGTkxNGjBgBf39/GBqq9pFfoQRh0aJFmDRpEqpXry53PTs7G4sWLdJYgpCTAzRuAAzsA0ybp9x+9wEwciowqA/w8TjA3AyITwRMFOooh7wtYOr7/51XM63UsOVUNzLCtSePceDGFWzuNaDU+3q7NEQrOwckZSkXh/q6NsLyLr2w6q8zOPfvXRhIpGhsW7MSo1ZW3cgINx49xk/RV7BhaOl1KD0a14dnXXs8Ss+Uu+5W0wYSiQTzf/0Dd56moZFdDSx5qweqGRli5R9nKjt8meqGRrie9gg/JUZjwxtDS72vp0NjtKxRF49y5D8w7UzNsbPrKPx6Lw6L/z4OcyNjzPHsjeXt+mNa5I+VHT4AwFRqjNtZD/B70nnMazq+xHv+enoVa27skZ3nCwVy7TGp8dh/9ySe5qWjhokVPnAdgLke72N6zNrKDF2OqZkJbsfewYkdIVh4cIZcm0l1EzRo5YbvPv8Rt2PuwMLGDJPXjsPiw4H4qP0spcf6cOVoPPn3Keq3dNFQ9MX05vdCT96nVKLGBCEoKAiLFi2Su7ZgwQIsXLhQ5cdasWIFDA0Ny1xSYNq0aWjdujVsbW1x7tw5zJ49Gw8fPsTq1atVeq4KJQiCIEAiUe5+iYmJkZv6WNm6dig+SrN2G9DVC5gx+b9rTnWV7zM1BWrVUH985RF6LwGh9xLKvKd2dXMsfKM73vvtAHb4DpJrM5BIsKDjm1h2Pgw/3PjvW2J86pNKibc04bcSEX4rscx77CzMMM/XB+P3/IzNw/rLtZ25dQdnbt2Rnd9PTYNrjUsY3sZTo2+E4Um3EJ5U8je8F2qbWmBeS1+8f3YPtnQaJtfmU6chCooKsejv32TvLwuifsWxXhPhZGaDu1nK327V7eKza7j47FqZ9+QXFeBZvvKb+AuHHoTK/j859xl+uPcH5jcdDwOJFIWCZr65/nU8Gn8djy6xLTs9G7N6L5G7tn5qMDZcWI5ajjXx+F6K7Ho735Zo07MFFg3+Eu37tK7MkJXoy++FvrxPiWX27NkICAiQu1aR3oNLly7hq6++QlRUVImfwS+8/FwtWrSAsbExJk6ciKCgIJWeV6UEwcbGRlYR2ahRI7kACwsLkZmZiUmTJqnykJWmqAgIiwDGDwc++Ay49g9Qrw7w4UgoDUMcOwkcPQnUtAV83gAmv6fZXoSySACs8emDLbEX8M8z5V+mZjVro465BQRBwC8D30Ot6ma4mpKMZefDcPNZivIDikQCYFV/XwRHXEL84/K9KViYmCAt53nlBqYiCYCV7ftj280IxKc/Vmo3lhoiv6hQ7svH8/8fWmhT01EjCUJ5tLBugL0dPkdmQTZiUv/Bt4m/IKMgu8R7zQ2rw8euDa6lJ2osOagIM6vqKCoqQlZqluyatZ0V/LdMwsJ3ViI3O7eMnxaHPv1e6MP7VGWp6HCCojNnziA5ORlOTk6ya4WFhZg+fTrWrl2LxMTEEn/Oy8sLBQUFSExMlK1+XB4qJQhr166FIAh4//33sWjRIlhZWcnajI2N4eLigo4dO6rykJXmyTMgO0eCbXsETBsPTJ8InL1QPBSxcy3QvmXxfW93BxzsAbsawI3bxfUKCXeBrz8XM/r/TG7phQJBwI4rUSW2O1laAwA+afMGPo8Mxf2MNHzYoi329X0XPvuDkZarHW8kH3Zqh4IiAbv+f2z1VZxsrDCqXUus+CO8kiNTzYTGnVAoFGHXSzUHL4t4nIhZnj0xvlFH7PrnPKoZGuOz5t0BAHamFpoMtVSXnl3DnymxePT8CepUq4mxLm9jSbNJCIheg6KXUpv3Xfuir0MXmBqY4Fp6AhZc2SJi1GUzMjHCB8tHIWTvn8jOyJFdn7HjIxzb/DtuXrqN2s61RIywZPrye6Ev71Mv08bdHEePHo0ePXrIXevduzdGjx6NcePGlfpz0dHRkEqlsLOzU+n5VEoQXuzi6OrqijfeeANGRkYqPdkLJRVsGOUWwcSkQrMuSyT8/1/um52Asf8/lOzREPj7CrD/8H8JwsvDgo3qFw81jPOX4O4DocThCE1qVrM2xjVrg7cOflvqPRIU9+Js+DsSxxNuAgBmhB5HxMhJeMutMfZci9FIrGVpam+H99q3wsCt35frfjsLM2wbMRDHr93Egb+vVHJ05dfU2h7vNWyPd/7YWuo98emPEfjXEcz27Inpzd5E0f8nE4+fZ8p9+Iop7PF/H0aJ2Q+RkPUvdrSfjxbWDRGdelPW9uO90ziRFAk7E1uMdPbFZ41HYUGc9iUJBoYGmLc/ABIJsG7Kf383A6b6obpFNewLOiRecGXQl98LfXmf0haZmZmIj/+vADQhIQHR0dGwtbWFk5MTatSQHw83MjKCvb29rGcgIiIC58+fh4+PDywsLBAREQF/f3+MGjUKNjY2KsVSoRqEbt26obCwED/++KNsmmOTJk3Qv3//clVJllSwMX+6LRZ8pr5CAGsrwNBAQH0X+etuzkDU5RJ/BADQwqP4v3cflFyvoEnt7euhRrXqODfiv2EbQ6kUczt44/3mbdB57xY8zi4uanq5Wy+vqBD3MlLhYK4d31jbOtVFDbPqCPnkA9k1Q6kUgT274j2vVuj+9XbZdTtzM+waPQR/3/8X8479IUa4pWpb0wk1TMwQ2ucT2TVDqRSzPHtiTEMvvPnb1wCAY/eu4Ni9K6hhYoacgjwIAMY16oB7mdoxvKAo6fkTpOVlok61mnIJQnpBFtILsvAg5zHuZSdhd4fFcLdwwfWMRPGCVWBgaID/7Q+AnXNNzOi+SK73oKVPM3h0bIRfn++R+5kNfy3Hqe/PYNW4sueZVzZ9+b3Ql/cpJSJNc7x48SJ8fHxk5y/qCcaMGYOdO3e+8udNTEywb98+LFy4ELm5uXB1dYW/v79SDUR5VChBiIuLQ79+/ZCUlCTLWlasWIFatWrh6NGjaNasWZk/X1LBhtEz9RYPGRsBzdyLhwtelnjvvymOJbn+/4mbWEWLLzv4TxzOPrgjd21Xn8H4+Z+rOPD/hT6XUx4ht6AAbta2uPjoAQDAUCJFXXMrPMjQ3JS0shy+fA3nFP4igkcMxOHL13AwJk52zc6i+E0w7uEjzD7yu5Z83/7P4buXcS5ZvlBre5cROHznMn5KVP4G9CS3eCx8kIsncgsL8GfybY3EqaqaxlawMKqOp7ml/3uRSIp794ykFd4hXu1eJAd1G9pjxpuLkPFUfgbAhk92YOe8fbLzGg42WH5iHj4ftgbXz/+j6XCV6Mvvhb68TykR6Q/a29sbglD+J1esO2jdujUiIyPVEkuFfts/+OADNG3aFBcvXpR1WTx79gxjx47FhAkTcO7cuTJ/vqSCjaJs1YcXsrKLv+m/cP9hcTGilWVxEvD+MGD6IqCtJ+DVqrgGITQC+HZt8f13HwDH/gC6dQCsLYtrEJavB9p6CmisoR2rqxsawcXqv24fR0srNKlhh9TnOfg3KwOpCmNzBUVFeJydhdtpxd9GM/Pz8P21aPi36YSHmRl4kJmGCZ7tAQC/3C55/n6lvA4jIzjZWsvO61lbwr12LaTlPMfD9AykKhRV5RcVIiUzCwlPil+HnYUZdo8egn/TMrDij3DYVq8muzclq+TiucpQ3cAIzub/zcSpZ2YND6vaSM3LwcOcdKTm5cjdn19UhMfPM5GQ+d83o1H12yLqyX1kF+ShU203zGzeA19cOYWMfM0UyZlKjeFQ7b/x9tqmNeBmVhcZBdnIyM/CSGdf/JkSg6d5GXCoVhPvu/bDvzkpiPr/mQ+NLZzRyMIJcWm3kVmQjTrVamK0cx/8m/MY19PLrmRX6+swM0XdBv8t9GLvaof6ni5If5qJpw+fYf6B6WjQ2hXz+i6H1EAKm9rWAICMp5koyC/A43speLmMNCez+N/gw1uPkPLgqUZeg978XujJ+xSppkIJQnR0tFxyABTPcFi6dCnatWuntuBeJe4GMObT/7qBVmwo/v8BvgKCZgM9uwILAoAt3wPL1gGuTsBXi4E2LYrvNzICIi4Bu34Ecp4D9rWKf2byexp7CWhRyx77+v43VW5exzcBAD/euILPwn4r12MsiwxDQZGA1T59YGpoiOjkhxjxy36k52muaruZQ23sfm+I7HxOL28AwMGYOMw+8vsrf76TqzNcatjApYYNznw6Qa6t8ZI1ao21LM1sHfBdt//+Aczx7AUAOJgYg1kXj5TrMVrY1sXUJt1gZmiM2xlPMD/qFxy+W8a4lpo1tHDCSs//llWdWP8dAMDJpPNYH38ArmYO6FG7PcwMq+FpXhqint3ArsRfkS8UAgByC/PwRs0WGOXsB1MDYzzNS8elp9cQdO132T2a0KitG74M+W8ocvLqsQCA33eGYteiH/BG/+L3ms3RX8j93HSfBYgNu6qxOMuiL78X+vI+pRJt66oRgURQpS/j/3l6emLNmjV488035a6fPn0an3zyCS5fVv3NsCipkco/o23cjnwodghqYfJIe7qRX4fgkfnqm7RcfTv9mAJW4P2v2CG8truL3hA7BLXIrV3w6pt0QOKEGa++6TXUV3FRobLcqsD4vzao0LSBoKAgTJs2DT/++CPu37+P+/fv48cff8Snn36KFStWID09XXYQERGR7qnQV8W3334bADB06FDZYkkvOiL69u0rO5dIJCgs1FyXJBERkVpwiKFiCUJISIi64yAiItIeTBAqvg4CERGRvtLGlRQ1rcLVaM+fP0dsbCySk5NRpLDtaL9+pe9aRkRERNqvQgnC8ePH8d577yElRbnCmnUHRESk80RaSVGbVGgWw9SpUzFkyBA8fPgQRUVFcgeTAyIi0nmCGg8dVaEE4dGjRwgICEDt2mWsWUxEREQ6q0IJwuDBgxEaGqrmUIiIiLSDRFDfoasqVIOwfv16DBkyBGfOnEHz5s2Vtn2eNm2aWoIjIiIShQ5/sKtLhRKEvXv34vfff4epqSlCQ0NliyUBxUWKTBCIiIh0W4UShLlz52LRokWYNWsWpNIKjVIQERFpLV0eGlCXCiUIeXl5ePfdd5kcEBGRfmKCULEixTFjxmD//v3qjoWIiEg7cJpjxXoQCgsLsXLlSpw4cQItWrRQKlJcrcZtMomIiEjzKpQgXL58Ga1atQIAXLlyRa7t5YJFIiIiXcQaBO7mSERERCWoUA3Cjh07kJOTo+5YiIiISEtUKEGYNWsWateujfHjx+PcuXPqjomIiEhcLFKsWILw4MEDfPvtt0hJSYG3tzfc3d2xYsUKJCUlqTs+IiIijeNSyxVMEAwNDfHOO+/g8OHDuHfvHj788EN8//33cHJyQr9+/XD48GEUFRWpO1YiIiLSkNde6ah27dro3LkzOnbsCKlUisuXL2PMmDGoX78+N3QiIiLdxCGGiicIjx49whdffIGmTZvC29sb6enpOHbsGBISEvDgwQMMHToUY8aMUWesREREmsEEoWIJQt++feHo6IidO3fiww8/xIMHD7B371706NEDAGBmZobp06fj3r17ag2WiIiINKNC6yDY2dkhLCwMHTt2LPWeWrVqISEhocKBERERiUWXiwvVRaUehIiICBw7dgzBwcGy5GDXrl1wdXWFnZ0dJkyYgNzcXADFKyo6OzurP2IiIqLKxiEG1RKExYsXIy4uTnZ++fJljB8/Hj169MCsWbNw9OhRBAUFqT1IIiIiTeI0RxUThOjoaHTv3l12vm/fPnh5eWHr1q0ICAjAunXr8MMPP6g9SCIiItIslWoQnj17htq1a8vOw8LC4OfnJztv164dCxOJiEj36fA3f3VRqQehdu3assLDvLw8REVFoUOHDrL2jIwMpa2fiYiIdA5rEFRLEPr06YNZs2bhzJkzmD17NqpXr44uXbrI2mNjY1G/fn21B0lERESapVKCsGTJEhgaGqJbt27YunUrtm7dCmNjY1n79u3b0atXL7UHSUREpEliFSmGh4ejb9++cHBwgEQiwaFDh0q9d9KkSZBIJFi7dq3c9adPn2LkyJGwtLSEtbU1xo8fj8zMTJX/DFSqQahZsybCw8ORlpYGc3NzGBgYyLUfOHAA5ubmKgdBRESkVUQaGsjKyoKnpyfef/99DBw4sNT7fv75Z0RGRsLBwUGpbeTIkXj48CFOnjyJ/Px8jBs3DhMmTMCePXtUiqVCCyVZWVmVeN3W1rYiD0dEREQA/Pz85Ir/S/LgwQNMnToVJ06cwFtvvSXXdu3aNRw/fhx//fUX2rZtCwD4+uuv0adPH3zxxRclJhSlee3NmoiIiPSOGosUc3NzkZ6eLne8WFRQVUVFRRg9ejRmzJiBpk2bKrVHRETA2tpalhwAQI8ePSCVSnH+/HmVnosJAhERkQJ11iAEBQXByspK7qjoooIrVqyAoaEhpk2bVmJ7UlIS7Ozs5K4ZGhrC1tYWSUlJKj1XhYYYiIiIqHxmz56NgIAAuWsmJiYqP86lS5fw1VdfISoqChKJRF3hlYo9CERERIrUOMRgYmICS0tLuaMiCcKZM2eQnJwMJycnGBoawtDQEHfu3MH06dPh4uICALC3t0dycrLczxUUFODp06ewt7dX6fnYg0BERKRAG/dQGD16NHr06CF3rXfv3hg9ejTGjRsHAOjYsSNSU1Nx6dIltGnTBgBw+vRpFBUVwcvLS6XnY4JARESkSKQEITMzE/Hx8bLzhIQEREdHw9bWFk5OTqhRo4bc/UZGRrC3t0fjxo0BAB4eHvD19cWHH36ITZs2IT8/Hx9//DGGDRum0gwGgEMMREREWuPixYto1aoVWrVqBQAICAhAq1atMH/+/HI/xvfffw93d3d0794dffr0QefOnbFlyxaVY2EPAhERkSKRehC8vb0hCOV/8sTERKVrtra2Ki+KVBImCERERAoqf46A9uMQAxERESlhDwIREZEiLZzFoGlMEIiIiBRo4zRHTeMQAxERESlhDwIREZEi9iAwQSAiIlLCBIFDDERERKSMPQhEREQKWKTIBIGIiEgZEwQmCERERIrYg8AaBCIiIioBexCIiIgUsQeBCQIREZEiDjFwiIGIiIhKwB4EIiIiRexBYIJARESkhAkChxiIiIhIGXsQiIiIFLBIkQkCERGRMiYIHGIgIiIiZexBICIiUiAR2IXABIGIiEgR8wMmCERERIpYpMgaBCIiIioBexCIiIgUsQeBCQIREZEiDjFwiIGIiIhKwB4EIiIiRexBYIJARESkiEMMHGIgIiKiErAHgYiISBF7EJggEBERKeIQA4cYiIiIqARMEIiIiBQJgvoOFYSHh6Nv375wcHCARCLBoUOH5NoXLlwId3d3mJmZwcbGBj169MD58+fl7nFxcYFEIpE7li9frvIfARMEIiIiBRJBfYcqsrKy4OnpiQ0bNpTY3qhRI6xfvx6XL1/G2bNn4eLigl69euHx48dy9y1evBgPHz6UHVOnTlX5z4A1CERERIpEqkHw8/ODn59fqe0jRoyQO1+9ejWCg4MRGxuL7t27y65bWFjA3t7+tWJhDwIREVElys3NRXp6utyRm5v72o+bl5eHLVu2wMrKCp6ennJty5cvR40aNdCqVSusWrUKBQUFKj8+EwQiIiIFkiL1HUFBQbCyspI7goKCKhzbsWPHYG5uDlNTU6xZswYnT55EzZo1Ze3Tpk3Dvn37EBISgokTJ2LZsmWYOXOmys/DIQYiIiJFahximD17NgICAuSumZiYVPjxfHx8EB0djZSUFGzduhVDhw7F+fPnYWdnBwByz9WiRQsYGxtj4sSJCAoKUul52YNARERUiUxMTGBpaSl3vE6CYGZmhgYNGqBDhw4IDg6GoaEhgoODS73fy8sLBQUFSExMVOl52INARESkQJcWSioqKiqzpiE6OhpSqVTWw1BeTBCIiIgUqbh+gbpkZmYiPj5edp6QkIDo6GjY2tqiRo0aWLp0Kfr164c6deogJSUFGzZswIMHDzBkyBAAQEREBM6fPw8fHx9YWFggIiIC/v7+GDVqFGxsbFSKhQkCERGRlrh48SJ8fHxk5y/qCcaMGYNNmzbh+vXr+Pbbb5GSkoIaNWqgXbt2OHPmDJo2bQqgeDhj3759WLhwIXJzc+Hq6gp/f3+lGojyYIJARESkQKwhBm9vbwhl9F4cPHiwzJ9v3bo1IiMj1RILEwQiIiJFOlSDUFk4i4GIiIiUsAeBiIhIgS7NYqgsTBCIiIgUiTSLQZswQSAiIlLAHgTWIBAREVEJ2INARESkiD0ITBCIiIgUcYiBQwxERERUAvYgEBERKSpiFwITBCIiIkXMDzjEQERERMrYg0BERKSARYpMEIiIiJRxJUUOMRAREZEy9iAQEREp4BADEwQiIiJlTBCYIBARESmSsAaBNQhERESkjD0IREREiorEDkB8TBCIiIgUcIiBQwxERERUAvYgEBERKWIHAhMEIiIiJRxi4BADERERKWMPAhERkQKupMgEgYiISBmHGDjEQERERMrYg0BERKRAwoWSmCAQEREp4RADEwQiIiIlzA9Yg0BERETK2INARESkgHsxMEEgIiJSxgSBQwxERESkjAkCERGRoiI1HioIDw9H37594eDgAIlEgkOHDsm1L1y4EO7u7jAzM4ONjQ169OiB8+fPy93z9OlTjBw5EpaWlrC2tsb48eORmZmpWiBggkBERKREIghqO1SRlZUFT09PbNiwocT2Ro0aYf369bh8+TLOnj0LFxcX9OrVC48fP5bdM3LkSMTFxeHkyZM4duwYwsPDMWHCBJX/DFiDQEREVIlyc3ORm5srd83ExAQmJiZK9/r5+cHPz6/UxxoxYoTc+erVqxEcHIzY2Fh0794d165dw/Hjx/HXX3+hbdu2AICvv/4affr0wRdffAEHB4dyx80eBCIiIkWCoLYjKCgIVlZWckdQUNBrh5iXl4ctW7bAysoKnp6eAICIiAhYW1vLkgMA6NGjB6RSqdJQxKuwB4GIiEiRGmcxzJ49BwEBAXLXSuo9KK9jx45h2LBhyM7ORp06dXDy5EnUrFkTAJCUlAQ7Ozu5+w0NDWFra4ukpCSVnocJAhERUSUqbTihonx8fBAdHY2UlBRs3boVQ4cOxfnz55USg9fFIQYiIiJFIs1iKA8zMzM0aNAAHTp0QHBwMAwNDREcHAwAsLe3R3Jystz9BQUFePr0Kezt7VV6HiYIRERECsSaxVARRUVFsiLIjh07IjU1FZcuXZK1nz59GkVFRfDy8lLpcTnEQEREpEiklRQzMzMRHx8vO09ISEB0dDRsbW1Ro0YNLF26FP369UOdOnWQkpKCDRs24MGDBxgyZAgAwMPDA76+vvjwww+xadMm5Ofn4+OPP8awYcNUmsEAMEEgIiLSGhcvXoSPj4/s/EVx45gxY7Bp0yZcv34d3377LVJSUlCjRg20a9cOZ86cQdOmTWU/8/333+Pjjz9G9+7dIZVKMWjQIKxbt07lWJggEBERKRKpB8Hb2xtCGc998ODBVz6Gra0t9uzZ89qxMEEgIiJSxM2aWKRIREREytiDQEREpKgSpifqGiYIRERECjQxPVHbcYiBiIiIlLAHgYiISBF7EJggEBERKSligsAhBiIiIlLCHgQiIiJFHGJggkBERKSECQITBCIiIiVMEFiDQERERMrYg0BERKSIsxiYIBARESkRuNYyhxiIiIhICXsQiIiIFLFIkQkCERGREtYgcIiBiIiIlLEHgYiISBGHGJggEBERKWGCwCEGIiIiUsYeBCIiIkXsQWCCQEREpKSICyUxQSAiIlLEHgTWIBAREZEy9iAQEREpYg8CEwQiIiIlXEmRQwxERESkjD0IRERECgRu98wEgYiISAmHGDjEQERERMrYg0BERKSIsxiYIBARESnhSoocYiAiIiJlTBCIiIgUCYL6DhWEh4ejb9++cHBwgEQiwaFDh2Rt+fn5CAwMRPPmzWFmZgYHBwe89957+Pfff+Uew8XFBRKJRO5Yvny5yn8ETBCIiIgUCEVFajtUkZWVBU9PT2zYsEGpLTs7G1FRUZg3bx6ioqJw8OBB3LhxA/369VO6d/HixXj48KHsmDp1qsp/BqxBICIiUiRSkaKfnx/8/PxKbLOyssLJkyflrq1fvx7t27fH3bt34eTkJLtuYWEBe3v714qFPQhERESVKDc3F+np6XJHbm6uWh47LS0NEokE1tbWcteXL1+OGjVqoFWrVli1ahUKCgpUfmwmCERERIqKBLUdQUFBsLKykjuCgoJeO8Tnz58jMDAQw4cPh6Wlpez6tGnTsG/fPoSEhGDixIlYtmwZZs6cqfLjc4iBiIhIkRqXWp49ezYCAgLkrpmYmLzWY+bn52Po0KEQBAHffPONXNvLz9WiRQsYGxtj4sSJCAoKUul5mSAQERFVIhMTk9dOCF72Ijm4c+cOTp8+Ldd7UBIvLy8UFBQgMTERjRs3LvfzMEEgIiJSIGjpXgwvkoN//vkHISEhqFGjxit/Jjo6GlKpFHZ2dio9FxMEIiIiRSLt5piZmYn4+HjZeUJCAqKjo2Fra4s6depg8ODBiIqKwrFjx1BYWIikpCQAgK2tLYyNjREREYHz58/Dx8cHFhYWiIiIgL+/P0aNGgUbGxuVYmGCQEREpCUuXrwIHx8f2fmLeoIxY8Zg4cKFOHLkCACgZcuWcj8XEhICb29vmJiYYN++fVi4cCFyc3Ph6uoKf39/pRqI8mCCQEREpECsIQZvb28IZazBUFYbALRu3RqRkZFqiYUJAhERkSKRhhi0CddBICIiImVCFfH8+XNhwYIFwvPnz8UOpcL04TUIgn68Dn14DYLA16FN9OE1CIL+vA4SBIkgiLTgtIalp6fDysoKaWlpr5wzqq304TUA+vE69OE1AHwd2kQfXgOgP6+DOMRAREREJWCCQEREREqYIBAREZGSKpMgmJiYYMGCBWpdD1vT9OE1APrxOvThNQB8HdpEH14DoD+vg4AqU6RIRERE5VdlehCIiIio/JggEBERkRImCERERKSECQIREREp4WZNRFXAiy1iX6Vfv36VHMnr2bhxI6ZMmSJ2GFSGO3fuICsrC+7u7pBK+R1Ul3EWgxbS1zfBjIwMua1KpVIpzM3NRYyo6lB8o5ZIJErbxkokEhQWFmoyLJXZ2tqiXbt22LFjBxwcHMQOp0IWL15crvvmz59fyZG8nu3btyM1NRUBAQGyaxMmTEBwcDAAoHHjxjhx4gQcHR3FCpFek14mCBcuXECbNm1gYGBQYntubi4OHz6MoUOHajiy8tGHN0EAiI6Oxpw5c/Drr78CACwsLJCdnS1rl0gkiIiIQLt27cQKsVwePnyI9evXY+nSpQCAzp07y70OAwMDHDp0CHXr1hUrRJVZWFggJiYGbm5uYoeikn///RcffvghIiIisG7dOowaNUrskFTWqlWrUtskEglu3LiB58+fa32y1qFDB0ycOBHjxo0DABw/fhx9+/bFzp074eHhgY8//hhNmjTBtm3bRI6UKkov+386duyIJ0+eyM4tLS1x+/Zt2XlqaiqGDx8uRmjlcuXKFRgaGqJZs2b47rvvxA6nwr7++mt07txZ7tru3btx+vRpnDp1CiNGjMC6detEiq78Nm7ciGfPnsnOY2Ji0KVLF/Tv3x/9+/eHgYEB1qxZI2KEVYeDgwN++eUXrF69GtOmTcOgQYMQFRWF2NhYuUOb/f333yUeO3bsgJ2dHfLz8/Hhhx+KHeYr/fPPP2jbtq3s/PDhw+jfvz9GjhyJ1q1bY9myZTh16pSIEdJrE2sbycokkUiER48eyc7Nzc2FW7duyc6TkpIEiUQiRmgq2bFjh2BjYyMMHDhQuHTpkhATEyN3aDt3d3chKipKdq749xAZGSk4OTmJEZpKWrZsKYSHh8vOFV/H8ePHhSZNmogRWoUpvgZddPLkScHAwECQSqWCRCKR+68uuX37tjBy5EjB0NBQGDp0qHDz5k2xQyqXatWqCYmJibLzFi1aCF999ZXs/M6dO4KpqakYoZGaVNkiRYlEInYIrzR27FjUq1cPvr6+OHToEARBkI0d68J48Z07d1CrVi3Z+eLFi1GzZk3ZeZ06dfDo0SMxQlNJYmIiXF1dZec9e/aEmZmZ7Lxx48ZISEgQI7Qqa/Xq1Zg3bx5GjRqFefPmwdBQ997KUlJSsGjRImzZsgWdO3fGuXPntH647WXOzs64dOkSnJ2dkZKSgri4OHTq1EnWnpSUBCsrKxEjpNele79VVYiuvwmamprizp07qFevHgDA399frv3evXuoXr26GKGpJD8/H48fP5a9joMHD8q1P3v2TOeqtSUSiU4kyYpu376NMWPG4J9//sGePXvQv39/sUNSWVZWFr744gusXr0aDRo0wNGjR9GrVy+xw1LZmDFj8NFHHyEuLg6nT5+Gu7s72rRpI2s/d+4cmjVrJmKE9Lp06xNHBVevXkVSUhIAQBAEXL9+HZmZmQCKM3dtpg9vgkBxMdahQ4fkvlW87ODBg2UWbGmLxo0b49y5c6XGeubMGTRq1EjDUanGxsZGLiHIzMxEq1atlBKbp0+fajo0lbRo0QK+vr74+eef5XqjdEn9+vWRkZGBqVOnYvjw4ZBIJCXWTbRo0UKE6Mpv5syZyM7OxsGDB2Fvb48DBw7Itf/5558YNmyYSNGROujlLAapVFriNC4AOtFFb25ujt69e2Pz5s06+yYIAD/99BOGDRuGtWvXYvLkybIPo8LCQmzcuBHTp0/Hnj17MHjwYJEjLduqVauwfPlyhISEKL1px8TEoHv37ggMDMSMGTNEivDVvv3223LdN2bMmEqO5PV8/vnnmDFjhk7vFPhyUqb4PqUL709UdehlgnDnzp1y3efs7FzJkVTMd999p5PTt0oSGBiIVatWwcLCQjal7vbt28jMzERAQABWrVolcoSvlp+fjx49euDcuXPo2bMnGjduDAC4ceMGTp48iY4dO+LUqVMwMjISOdLShYeH44033tC5YSpFBgYGePjwIezs7MQOpcJ0/f2pvB4+fIilS5di/fr1YodCFaSXCYKuu3XrFpYuXYrt27cDAJycnGTDI0Dxm+TZs2dlH1TaLjIyEnv37sU///wDAGjYsCGGDx+ODh06iBxZ+eXl5WH16tXYt28fbt68CeC/1+Hv76/132j14YMVKP72nZSUpPOvQ1/ExcUhJCQExsbGGDp0KKytrZGSkoKlS5di06ZNcHNzQ1xcnNhhUgXpZYJQ2rKyVlZWaNSoEerUqaPhiFTj7+8PU1NTBAUFAShe1Gb+/PmyN8X9+/fDyckJmzZtEjNM0iH68sEqlUrx6NEjudkxuqa86zRoew3CkSNHMHjwYBQUFAAA3NzcsHXrVgwdOhRt2rTBp59+Cl9fX5GjpNehlwlCWRXlEokEw4YNw9atW7W2gr558+YIDg5G+/btASivehcWFoYPPvhA9o1cW929e7dc9zk5OVVyJKQPH6xA8eto1qzZK4dKoqKiNBSR6sqqkXpBF2oQ2rdvj06dOmHJkiXYtm0bAgIC0LRpU2zfvl2npmtS6XR7QLIURUVFJV5PS0vDpUuX8NFHH+Hzzz/HsmXLNBxZ+SQmJsotsfzBBx/IzSd2cXHB/fv3xQhNJS4uLiVOpXtRhAUUvxG++AairVxdXV85JVAikeDWrVsaiqhixo4d+8qhEMUpnNqod+/eOr2Hh76smXHjxg3s2bMH5ubmmDp1Kj777DOsWbOGyYEe0csEoTRWVlZ48803sWbNGnz66adamyBIpVL8+++/snn3isv4Pnr0SKsL4l74+++/S7wuCAL27duHdevW6cQb/aefflpqW2JiIjZv3ozc3FzNBVRBFhYWqFatmthhvLYZM2bo9FBJeYoPr1y5ooFIXk9GRgYsLS0BFNe4VKtWTef29qCyVakE4QV3d3et/gbetGlT/PHHH7IhBkUnTpzQiQVIPD09la798ccfmDVrFm7evImZM2di+vTpIkSmmk8++UTp2tOnT7FkyRJ888038PLywooVK0SITDXr1q3T6Q9W4NUroN6/fx+LFy/Gli1bNBSR+mRkZGDv3r3Ytm0bLl26pPVDDEDxe9GL3s2ioiKcOnVKKbnR9i3EqQyaXdlZO5w6dUpo2LCh2GGUasuWLUL16tWFY8eOKbUdOXJEqF69urBlyxYRIqu4S5cuCT169BBMTEyEjz76SG6vDF2SnZ0tfP7554K1tbXg6ekp/PLLL2KHVC5SqVRn/8xfprjPiqLo6Gid24shLCxMeO+99wQzMzOhYcOGQmBgoHDhwgWxw3oliUTyykPX/i5IXpVLEP7++2+hVatWwqeffip2KGUaNmyYIJFIBA8PD2HAgAHCgAEDBA8PD0EqlQpDhgwRO7xyi4+PF4YOHSoYGBgIw4cP19kNggoKCoRvvvlGsLe3F1xcXIRdu3YJRUVFYodVbq/6YL169aowffp0DUZUMYmJiWX+uetKgvDw4UMhKChIaNCggWBnZyd8/PHHgqGhoRAXFyd2aEQyepkgWFtbCzY2NkqHsbGxIJVKhd69ewtpaWlih/lKe/fuFfr37y94eHgIHh4eQr9+/YS9e/eKHVa5TZ48WTA2NhZ69+4t/P3332KHU2H79+8XGjZsKNSqVUtYu3atkJubK3ZIKgsNDRXy8/PlrmVmZgrbtm0TOnbsKEgkEqFp06YiRac+upAgvP3224KlpaUwfPhw4dixY0JBQYEgCAITBNI6ejnNsbRlZS0tLdG4cWM0adJEwxFVTVKpFKampnB3dy/zPm2ekgYUv45q1aph+PDhsqKskqxevVqDUVXcn3/+ieDgYPzwww/IycmBv78/Pvjgg1f+PemCmJgYtG7dWqvH7w0NDTFt2jRMnjwZDRs2lF03MjJCTEyMzrw/TZkyBStXrpQVGu/duxf9+vWT7XSampqKESNG4NdffxUzTHoNepkg6LuoqCjMnz8fx44dEzuUMi1atKhc9y1YsKCSI3k93t7e5ZrmePr0aQ1FpLrk5GTs3LkT27dvR1paGoYPH44RI0agY8eOOvWhNHDgwDLbU1NTERYWptUJQmRkJIKDg7F//354eHhg9OjRGDZsGOrUqaNTfxeKq3NaWloiOjpaNpPh0aNHcHBw0Oq/CypblZjFEBcXJ/eP1MDAAE2bNhUxolc7ceIETp48CWNjY3zwwQdwc3PD9evXMWvWLBw9ehS9e/cWO8RX0vYP/vIKDQ0VO4TX5uzsjMGDB+Orr75Cz549dW576hdeXg+ktPb33ntPQ9FUTIcOHdChQwesXbsW+/fvx/bt2xEQEICioiKcPHkSjo6OsLCwEDvMV1L8bsnvmnpIzPGNyhIeHi60bdtWdm5ubi5IpVK5ytqTJ0+KGGHZtm3bJkgkEqFGjRqCVCoVatWqJezevVuwtrYWJk6cKFy9elXsEEnHNG7cWHBxcRHmzJkjXLt2TXad497a4fr168KMGTMEe3t7wdTUVOjbt6/YIb2SYuGrubm5XBFyUlKS1teDUNn0sgdh48aNGD16tNy1kJAQODs7QxAErFu3Dt988w169OghUoRl++qrr7BixQrMmDEDP/30E4YMGYKNGzfi8uXLssWTdEGrVq1e2TUPaH8NQkBAQLnu0+YahOvXr8tqD9q1a4dGjRrJdgwtz98RqVd6ejrOnz+PvLw8tG/fHo0bN8bKlSsRFBSEo0ePyjZqIxKTXtYgNGzYED///LNsMSHFvQz+/vtvvPXWW/j333/FDLNUZmZmiIuLg4uLCwRBgImJCUJCQtCpUyexQ1OJvtQg+Pj4vPIeba9BeFlmZib27t2LHTt2IDIyEt26dcOIESMwYMAArd+robSk88VGbJ988onWj+FHR0ejT58+ePToEQRBgIWFBX744QedGDZ8mVQqxYQJE2R72mzYsAGjRo2SDQNlZ2dj69atrEHQYXqZIFSrVg03b96Eo6MjgOL15X19fWX/kO/cuYNGjRpp7fK4ijvvKSY4ROpy7do1BAcHY/fu3Xj69Cny8/PFDqlMpSWdqampiIqKQmRkJE6fPq3VyXTv3r2RmZmJL774AqampliyZAkuX76s9ZuvKSpP8S5Q3HtLukkvEwQ7Ozv88MMP8Pb2LrE9NDQUQ4YMwePHjzUbWDlJpVJ8/vnnsulDgYGBmDFjBmrWrCl337Rp08QIr9x2796Nt956C7a2tiW2Z2Vl4csvv8T8+fM1HBkpKigowJEjR145S0DbzZ07F5GRkTh16pTYoZSqZs2a+P3339G6dWsAxcmNra0tUlNTy5xGS6Rpepkg9O3bF7Vq1Sp1HG/s2LFISUnR2mmCpe2C+DKJRILbt29rKKKKkUqlcHNzw6FDh0rcO0JXpkHpQw3CDz/8gAEDBsDY2BhA8Z4FDg4OstkM2dnZWL9+PWbOnClmmK8tLi4OPj4+SE5OFjuUUin2EALFvYSxsbFwdXUVMTIieXpZpBgQEIAePXqgRo0acju/JScnY8WKFfjuu+/w+++/ixxl6RITE8UOQW3c3NzwxhtvYOfOnTr77VRxV8qzZ8+iTZs2cjsjanuh3/Dhw+XmrDdp0kRuznpGRgZmz56t8wmCgYFBqdu9a5OrV68iKSlJdi4IAq5du4aMjAzZtRYtWogRWrmlpqZi7969mDx5MgBg5MiRyMnJkbUbGBhg69atsLa2FilCel162YMAFM9k8Pf3R0FBASwtLSGRSJCWlgZDQ0N8+eWX+Pjjj8UOUe+9WEhl69atWLBgAebOnSs3hqwrPQiKdLEm5FV1Lbr6d6Fo2bJlOH78OMLDw8UOpVRSqRQSiaTEdQNeXJdIJFr/d7Fq1SpER0fj+++/B1D8b6p3796yNRwiIiIwbNgwLFy4UMQo6XXoZQ8CULwMaN++ffHjjz/Kin8aNmyIwYMHy4oXtVWfPn2wd+9eWTXw8uXLMWnSJFkm/uTJE3Tp0gVXr14VMcpXe/EGOHfuXHh6emLUqFGIjY3Fd999J1uOlUgV69atK/F6WloaLl26hF9++QW//fabhqNSTUJCgtghqMWPP/6IpUuXyl1buXKlLOn8+eefsXjxYiYIOkxvEwQAcHR0hL+/v9hhqOzEiRNyMyyWLVuGoUOHyhKEgoIC3LhxQ6ToKubtt99GZGQkBgwYAC8vLxw5coRJAqlszZo1JV5/sc9KeHg4OnbsqOGoVOPs7Cx2CGpx+/ZtNG7cWHbeuHFjWY0LAHh6eurczAySp5cJwpEjR8p1X79+/So5kopR7HrU1VEgxXF5d3d3XLhwAcOHD0e7du2wdu1acQKrok6cOCHrlSoqKsKpU6dw5coVAMXjybpAX75964OsrCykpaXJemQvXryo1K4L9SBUOr1MEAYMGPDKe3RhjE/XlZTYWFpa4tixY5g7dy7Gjh2r+aAqIDY2Vu5cEARcv34dmZmZcte1vahszJgxcucTJ06UO9f2QssX0tPTYW5urrSfRFFRETIzMzlVUEPc3NwQFRVV4gwloDhh4KwM3aaXCYKuZ60SiUTpzVpX3rxfNmbMGLlK/xckEgmWLVuGli1bYtOmTSJEppqWLVsqFZW9/fbbAHSnqEzXfyde+PnnnxEYGIjo6GjZwmcv5OTkoF27dvjiiy/Qt29fkSKsOt555x3873//Q+/evVG7dm25tqSkJCxYsEDrN86isunlLIb3338fX331lU7siFYSqVQKPz8/mJiYAACOHj2KN998UzZmn5ubi+PHj2v1B5I+uXPnTrnu0/Wx5ZycnBITOm3Sq1cvDB06FB988EGJ7du3b8f+/ftx4sQJDUdWfnfv3oWjo6NOJv0vy8jIgJeXF+7fv4/Ro0ejUaNGAIAbN27gu+++Q926dXHhwgWdfR8mPU0QFPcp1zXjxo0r1307duyo5Ehez5QpU7By5UrZipB79+5Fv379ZIlOamoqRowYgV9//VXMMKu83NxcrF+/HqtWrZKbm6+NHBwcEB4ejgYNGpTYHh8fj65du2rtPiuA7r8/vezZs2eYPXs2fvjhB1kdi7W1NYYOHYply5aVuooq6Qa9TBBKWqmMNE/xjdDS0lJucR5dmnufnp4uG9v+9ddfUVBQIGszMDDAW2+9JVZo5ZKbm4uFCxfi5MmTMDY2xsyZMzFgwADs2LEDc+fOhYGBAT7++GMEBgaKHWqZqlWrhr///hvu7u4ltl+7dg2tW7eWW7BH2+jj+5MgCLKl62vVqqXzvSNUTC9rEIDi7i9TU9My79HVYqbr16+jX79+uHnzptihlElfZmMcO3YM8+bNk62o+O677yIrK0vWLpFIsH//fgwePFisEF9p/vz52Lx5M3r06IFz585hyJAhGDduHCIjI7F69WoMGTIEBgYGYof5Si4uLrh48WKpCcLFixd1YqhH3z5AJRKJXiU8VExvE4QX42El0YWisrLk5ubi1q1bYodRZWzZsgVTp06VuxYfHy/rCVm5ciW2b9+u1QnCgQMHsGvXLvTr1w9XrlxBixYtUFBQgJiYGJ36sBo4cCDmzp2Lnj17llgY97///Q+jRo0SKbrymzdvnlKRpSJt3tsDKN4GvTx7xmjzxllUNr1NEH788UeOf5FaXL58GatWrSq13c/PD1988YUGI1Ld/fv30aZNGwBAs2bNYGJiAn9/f51KDgBg1qxZOHz4MBo2bIhRo0bJFuq5fv06vv/+ezg6OmLWrFkiR/lqly9flltUSJEu/L20bNmy1LaMjAzs2bNHbsE30j16myB06tSJXV5aYP78+bJvSnl5eVi6dKlssZ7s7GwxQyu3hw8fymaUAMX727+8XLe5uTnS0tLECK3cCgsL5T6QDA0NZcWjusTCwgJ//vknZs+ejf379+PZs2cAigvjRo0ahaVLl+pE1fzPP/+s8+9PJa1qWVBQgA0bNmDp0qWoW7culixZIkJkpC56myC8SmFhoU6Mueqyrl27yi0J/cYbbyhtUd21a1dNh6UyW1tbxMfHw8XFBQDQtm1bufZ//vlH63urBEHA2LFjZYnO8+fPMWnSJKXlrg8ePChGeCqxsrLCxo0bsWHDBqSkpEAQBJ0qjNOVOFX1/fffY/78+cjJycHChQsxYcIEGBpW2Y8YvaCXsxhcXV1x8eJF1KhRQ6nt5s2b2LZtG3bv3o2HDx+KEN2r2djYlPkmUlBQgKysLJ2todA1w4YNQ3Z2dqlLeL/99tswMzPD/v37NRxZ+enL1Fl9oG+zGI4fP45Zs2YhISEBn332GQICArjPip7Qy/ROcb327Oxs7N+/H9u3b0dERATatm2LgIAAkaJ7Ne5RoF0CAwPRsWNHDBkyBDNnzpRbEGbFihX4448/cO7cOZGjLJu+fPC3atWqXN/Ao6KiNBBNxezYsUM2zKbLLly4gMDAQERGRmLSpEn4448/ULNmTbHDIjXSyx6EFyIjI7Ft2zYcOHAATk5OuHbtGkJCQtClSxexQ3stBQUFSE5OhoODg9ihlKlJkyY4e/asrPt9ypQpWLx4sexNJDk5GS4uLjpRi3D48GF88MEHePr0qdx1GxsbbNu2rVz7f9DrW7RoUbnuW7BgQSVHUnE3b95Eamoq2rdvL7t26tQpfP7558jKysKAAQMwZ84cESMsH6lUimrVqmHChAll7rkwbdo0DUZF6qSXCcKXX36J7du3Iy0tDcOHD8eoUaPg6ekJIyMjxMTEoEmTJmKH+FpiYmLQunVrrR9iUOxKLWmhpDp16ujMPgHZ2dk4ceKEbAvbhg0bolevXjrTnRoSEoKoqCh06NABnTp1wubNm7F06VLk5ORgwIABWLdundYvtawP3nnnHTRv3hyLFy8GUNzj2bRpU3Tp0gXu7u7Yvn07lixZgk8//VTcQF/BxcWlXNMcFeuOSIcIesjAwECYM2eOUFBQIHfd0NBQiIuLEykq9YmOjhakUqnYYbySRCIRHj16JDs3NzcXbt26JTtPSkrSidehD7Zs2SIYGBgIDRo0EExMTIRly5YJZmZmwqRJk4QpU6YIlpaWQmBgoNhhvtKpU6eE/Px8scN4LfXq1RPOnTsnO1+yZIng6ekpO9+2bZvcOZFY9LIGYcmSJdixYwd2796N4cOHY/To0aVuSUr0KqXVq1hZWaFRo0YYOHCg3DRIbfTVV19hzZo1mDp1Ko4fP46+ffti27Ztsi2gvb29MXv2bCxfvlzkSMvWs2dPueW7O3TogJ9++gl169YVObLyS0lJQb169WTnISEhcrtPent7Y/r06WKERiRHLxOE2bNnY/bs2QgLC8P27dvh5eWFBg0aQBAE2bxpqnz6sm31iyWWFaWmpiI+Ph7z5s3D6dOn4eTkpOHIyu/27dvo168fAMDX1xcSiURuDNzLywv37t0TK7xyExRGROPi4nRuMR5bW1s8fPgQjo6OKCoqwsWLF+WS0Ly8PJ1YlnzdunXluo81CLpLLxOE27dvw9XVFd26dUO3bt2wfv167NmzB9u3b0e3bt3Qvn17DB48WGtnMsTGxpbZ/vLaAtpMEAR0795dNhc6JycHffv2lS3Y8/KGR9osJCSk1Lb09HSMHDkSs2bNwp49ezQYlWqeP38uV19gYmIi1+thYmKiM38fus7b2xtLlizBxo0bceDAARQVFcHb21vWfvXqVdmaG9qspIWSFEkkEiYIOkwvixQVdxF89913sW7dOtSuXRuXL19GcHAw9uzZg+TkZJEjLZlUKoVEIinzW4Qu7CWhDxXn5XHhwgUMGTIEd+7cETuUUhkYGODmzZuoVasWBEGAo6Mjzp49K/sgevToEdzd3bX+35SBgQGSkpJQq1YtAMWFrzExMWVW0WubxMRE9OzZE7du3YKBgQHWrVuHyZMny9oHDBgAV1fXcn0AE1UmvUwQFKvnLSwsEBMTI6ueB4D8/HwYGRmJFWKZyvNBk5GRwboKLXH79m14enoiIyND7FBK9SLpfEH4/w3LFM+1PUGQSqVo1qyZrFcqNjYW7u7uSvsaaPM6CEBx71lcXBxq1aqlNF05JiYG9erVK3GhNyJN0sshhvLQ1uQAQKnb1WZkZGDv3r0IDg7GxYsXtf7NvKqIjIxE/fr1xQ6jTGUNk+gSxd6m/v37ixTJ6zE0NISnp2eJbaVd1zZOTk74+++/ZYnM+vXr8d5778HS0lLkyEhd9LIHQbEb0sLCArGxsTrVDfmy8PBwBAcH46effoKDgwMGDhyIQYMGoV27dmKHViZ9WPUOKL0mJC0tDZcuXcKyZcuwYMECfPTRRxqOjHSRviwg9qp1Tkj36WUPgqAHG9MkJSVh586dCA4ORnp6OoYOHYrc3FwcOnRIZxZ6enl1QUEQEBQUhEmTJmn9xkaKWrZsWWpNSM2aNREQEIApU6aIEFnVc/r0aXTt2lWnNwG6fv26XEHod999h88++0yWIAiCgOfPn4sVXoXp4XfNKk8vexB0fWOavn37Ijw8HG+99RZGjhwJX19fGBgY6PxKkCXVguiC0mpCLC0tYWNjo+FoqjbFAmRdXAfhVTVSjx49goODg9YPIZan1ot0m+6m4WXQ1g/+8vrtt98wbdo0TJ48GQ0bNhQ7nCqvtJoQ0jx9WAdBn2zbtg3m5uYAigsvd+7cqbRhE6c56i69TBB03dmzZxEcHIw2bdrAw8MDo0ePxrBhw8QOq8o7cOAA9u7di5s3bwIAGjVqhBEjRmDw4MEiR0a6RF8WEHNycsLWrVtl5/b29ti9e7fcPVwHQbcxQdBCHTp0QIcOHbB27VrZNtUBAQEoKirCyZMn4ejoCAsLC7HDrDKKioowfPhwHDhwAI0aNYK7uzuA4m+v7777LoYMGYK9e/dq9Zv8i8XDtDnG8lD8cC3pw1bb6csCYomJiWKHQJVML2sQ9NGNGzcQHByM3bt3IzU1FT179sSRI0fEDqtMikuxBgYGYsaMGTrXBblmzRp8/vnn+Pbbb/H222/LtR05cgTjxo3DvHnztHr3vbIWD9Ml+rAOQlVZQExR8+bN8euvv8LR0VHsUKicmCDomMLCQhw9ehTbt2/X+gShPNNKdWE72BYtWuDTTz/F+++/X2J7cHAwvvrqq1cukS0mfSkoq6ofrvpAV//NVWVMEKjSJCQk6OzaEy+rVq0abty4UepmTHfu3IG7uztycnI0HFn56UuCQLqL/+Z0D2sQqNLUr18fzs7O8PHxwZtvvgkfHx+dmo72QrVq1ZCamlpqgpCeng5TU1MNR6UafSmM0wf6soAY6T8mCFRpTp8+jdDQUISGhmLv3r3Iy8uDm5ubLFnw8fHRiTHwjh074ptvvsE333xTYvuGDRvQsWNHDUelGn1YPAzQjw9XfVlAjPQfhxhII54/f45z587JEoYLFy4gPz8f7u7uiIuLEzu8Mp07dw7e3t4YMGAAPvvsM7i7u0MQBFy7dg1ffvklDh8+jJCQEHTq1EnsUEul64uHvaCPNQhVpeu9qrxOfcIEgTQqLy8Pf/75J3777Tds3rwZmZmZWr9iHAD8/PPPmDBhAp4+fSp33cbGBps3b8agQYNEiox0XVX54Kwqr1OfMEGgSpWXl4fIyEiEhIQgNDQU58+fh6OjI7p27YquXbuiW7dupY7ta5vs7GycOHEC//zzD4DihZJ69eqF6tWrixyZalJTUxEfHw8AaNCgAaytrcUNqIJSUlKQmJgIiUQCFxcXnd0eWVc/OFUtQt6zZw/69++vNKxFWkwgqiQ+Pj5C9erVhaZNmwpTpkwR9u7dK/z7779ih6WyU6dOCR4eHkJaWppSW2pqqtCkSRMhPDxchMhUk5CQIPTp00cwMDAQpFKpIJVKBQMDA+Gtt94SEhISxA6v3K5cuSJ06dJF9hpeHD4+PsL169fFDk9l5ubmwq1bt8QOQ2USiURwcXERxo0bJ+zatUu4d++e2CGRmrEHgSqNkZER6tSpgwEDBsDb2xvdunXTyW95/fr1g4+PD/z9/UtsX7duHUJCQvDzzz9rOLLyu3fvHtq1awcjIyNMmTIFHh4eAICrV6/im2++QUFBAf766y/Uq1dP5EjLlpSUhGbNmqFWrVqYNGmSrB7k6tWr2Lp1K548eYIrV67IpnNqI31ZQOxFPdGLnkFdLUKm0jFBoEqTlZWFM2fOIDQ0FCEhIYiOjkajRo3QrVs3WcJQq1YtscN8JWdnZxw/flz2oaro+vXr6NWrF+7evavhyMpv/PjxiI+Px4kTJ5SmZObk5MDX1xcNGzbEtm3bRIqwfAIDA/HHH3/gzz//LPF1dO7cGb169UJQUJBIEb6aviwg9jJdLkKm0jFBII3JyMjA2bNnZfUIMTExaNiwIa5cuSJ2aGUyNTXFlStX0KBBgxLb4+Pj0bx5c61eKKlu3brYv38/OnfuXGJ7eHg4hg0bhn///VfDkammdevWmDVrFoYOHVpi+759+7By5Uqtnuaoz3S1CJlKJhU7AKo6zMzMYGtrC1tbW9jY2MDQ0BDXrl0TO6xXqlu3bplJTGxsLOrUqaPBiFSXkpICFxeXUtvd3NyUZmhoo9u3b6N169altrdt21anvnnrury8PISHh2PRokXw8fGBtbU1Jk2ahGfPnmH9+vVISEgQO0R6DUwQqNIUFRXhwoULWLlyJfz8/GBtbY033ngDGzduhL29PTZs2KATb+Z9+vTBvHnz8Pz5c6W2nJwcLFiwQGkTJ21Tp04dXL16tdT2K1euwN7eXoMRVUxGRgYsLS1LbbewsEBmZqYGI1Ld6dOn0aRJE6Snpyu1paWloWnTpggPDxchMtW8+eabsLGxwZQpU5CcnIyJEyfi1q1buHHjBrZu3YrRo0frzAwlKhmHGKjSWFpaIisrC/b29rKiJW9vb9SvX1/s0FTy6NEjtG7dGgYGBvj444/RuHFjAMW1Bxs2bEBhYSGioqK0uiDr008/xenTp3Hq1Cmluo/k5GT07NkTPj4+WLt2rTgBlpOBgQFu3rxZau3Ko0eP4O7urtXd2vpQ9AroTxEylY4JAlWazZs3w8fHB40aNRI7lNd2584dTJ48GSdOnMCLXxmJRILevXtjw4YNWr8p1bNnz+Dl5YWkpCSMGjVKbjXIPXv2wN7eHpGRkVq/3K9UKi1zqWVBECCRSLQ6QdCHoldAf4qQqXRMEIhU8OzZM8THx0MQBDRs2BA2NjZih1Ruz549w5w5c7B//36kpqYCAKytrTF06FAsW7ZM65MDAAgLCyvXfd26davkSCpOH4peS6KrRchUOm7WRKQCGxsbtGvXTuwwKsTGxgbffPMNNm7ciMePHwMAatWqpVO7OmrzB395vSh6LS1B0IWi15LoahEylY49CEREGjR16lSEhobir7/+KnEth/bt28PHx0dpQSVtU1RUhIsXL8qGGP78809kZWWhbt26spojHx8fODs7ix0qVRATBCIiDdKHoldAf4qQqXRMEIiINEzXi14B/SpCppIxQSAiEokuF72+TF92CCV5TBCIiKhCEhMT8dFHHyn1hPj6+mL9+vVlrt5J2o8JAlEVEBERgSdPnsit+Lhr1y4sWLAAWVlZGDBgAL7++muYmJiIGOWrPXz4EOvXr8fSpUsBAJ07d0Z2dras3cDAAIcOHULdunXFCrHK0JcdQql0TBCIqgA/Pz94e3sjMDAQAHD58mW0bt0aY8eOhYeHB1atWoWJEydi4cKF4gb6CvPmzcOTJ0+wceNGAMVLK7///vuyNRx+++03dO7cGV988YWYYVYJ+rJDKJVBICK9Z29vL/z111+y8zlz5gidOnWSnf/www+Ch4eHGKGppGXLlkJ4eLjs3NzcXLh165bs/Pjx40KTJk3ECK3KcXBwEM6cOVNqe1hYmFCnTh0NRkTqxs2aiKqAZ8+eyU2bCwsLg5+fn+y8Xbt2uHfvnhihqSQxMVGuwr9nz54wMzOTnTdu3Jg7CGqIvuwQSqVjgkBUBdSuXVv2wZmXl4eoqCh06NBB1p6RkQEjIyOxwiu3/Px82SqQAHDw4EG5xOfZs2eQSvm2pgn6skMolY6/SURVQJ8+fTBr1iycOXMGs2fPRvXq1dGlSxdZe2xsrE4scNO4cWOcO3eu1PYzZ85wXr6GDBgwAJ999plcwvZCcnIyAgMDMWDAAM0HRmrDIkWiKiAlJQUDBw7E2bNnYW5ujm+//RbvvPOOrL179+7o0KGDbHaAtlq1ahWWL1+OkJAQtGjRQq4tJiYG3bt3R2BgIGbMmCFShFWHvuwQSqVjgkBUhaSlpcHc3BwGBgZy158+fQpzc3MYGxuLFFn55Ofno0ePHjh37hx69uwpW6b4xo0bOHnyJDp27IhTp07pxHCJPtCHHUKpdEwQiKqwO3fuICsrC+7u7jozdp+Xl4fVq1dj3759uHnzJgCgYcOGGD58OPz9/bV+LQd9JAiC0g6hycnJ2LZtG+bMmSNydFRRTBCIqoDt27cjNTUVAQEBsmsTJkxAcHAwgOKx/RMnTsDR0VGsEEnPxMTEoHXr1igsLBQ7FKog3fjKQESvZcuWLXLr/B8/fhw7duzArl278Ndff8Ha2hqLFi0SMUIi0jaGYgdARJXvn3/+Qdu2bWXnhw8fRv/+/TFy5EgAwLJlyzBu3Dixwis3V1dXSCSSMu+RSCS4deuWhiIi0l9MEIiqgJycHFhaWsrOz507h/Hjx8vO3dzckJSUJEZoKvn0009LbUtMTMTmzZuRm5uruYCI9BgTBKIqwNnZGZcuXYKzszNSUlIQFxeHTp06ydqTkpJgZWUlYoTl88knnyhde/r0KZYsWYJvvvkGXl5eWLFihQiRVT0v17OUpKT1EUi3MEEgqgLGjBmDjz76CHFxcTh9+jTc3d3Rpk0bWfu5c+fQrFkzESNUXU5ODlavXo0vvvgCzs7OOHjwIPr06SN2WFXG33///cp7unbtqoFIqLIwQSCqAmbOnIns7GwcPHgQ9vb2OHDggFz7n3/+ieHDh4sUnWoKCwuxdetWLFq0CKampli3bh1GjRr1ytoEUq+QkBCxQ6BKxmmORKQzfvjhB/zvf/9Damoq5s6di8mTJ2v94k5V1e3btzFp0iT8/vvvYodCFcQEgagKuHDhAtq0aaO0guILubm5OHz4MIYOHarhyFQjlUpRrVo1DB8+XK7oUtHq1as1GBWVhOsg6D4mCERVgIGBAR4+fAg7OzsAgKWlJaKjo+Hm5gYAePToERwcHLT+zdzb27tc0xxPnz6toYioNEwQdB9rEIiqAMXvASV9L9CF7wqhoaFih0BUZXAlRSICABb5EZEc9iAQkc541dz7F1iDUPlatWpVZlKZnZ2twWioMjBBIKoirl69KlstURAEXL9+HZmZmQCAlJQUMUMrt/LMvWdPiGYMGDBA7BCokrFIkagKkEqlkEgkJdYZvLgukUhYUEZEMuxBIKoCEhISxA5BLUJCQtCpUyeufaAFkpOTZbNiSlJQUICoqCi0b99eg1GROrEHgYh0hlQqhampKTp06AAfHx/4+PigQ4cOMDTkdx1NU5w627x5c/z6669wdHQEoDtTZ6l0/K0iqgLu3r1brvucnJwqOZLXk5CQgNOnTyMsLAzBwcFYsGABqlevjk6dOskShnbt2kEq5QStyqb43TIxMRH5+fll3kO6hT0IRFXAixoERS9qD4DiWoSCggJNh/Zabt++jdDQUISGhiIsLAz379+HhYUFUlNTxQ5N70mlUiQlJcl6ECwsLBATE6Nzi29R6diDQFQFlFb9LwgC9u3bh3Xr1sHc3FzDUb0+Nzc3GBgYQCKRQCKR4NChQ8jLyxM7LCK9wASBqArw9PRUuvbHH39g1qxZuHnzJmbOnInp06eLEJnq7t69i9DQUISEhCA0NBQpKSl444030KVLFxw7dgxeXl5ih1glSCQSZGRkwNTUVNYTlZmZifT0dACQ/Zd0F4cYiKqYqKgoBAYG4syZM/jggw8wf/78MqvRtYmbmxuePXuGTp06oWvXrujatSvatm3LIkURKA5bvTxc9fI5hxh0F3+riKqIW7duYc6cOfjpp58wdOhQXL16VTZerCtycnIAFH84GRoawsjIqNQdKqly7d69G/Xq1RM7DKpE7EEgqgKmTJmC4OBg+Pj4YPny5WjZsqXYIVXY9evXZUMMYWFheP78OTp37gxvb29069YNbdq04SwGDbCxscGGDRswYsQIsUOhSsIEgagKeLF+gLu7e5n3RUVFaSgi9bl27ZqsHuH3338HAM5i0ICNGzciMDAQvr6+2Lx5M2xtbcUOidSMQwxEVcD8+fP1co+CR48eITY2FrGxsYiJiUF6ejpMTEzEDqtKmDJlCvz8/DB+/Hg0adIEW7duRd++fcUOi9SIPQhEVcDdu3dRr149ne96T05Olq17EBISgps3b8LIyAjt27eXLZTUsWNHJgkatn79evj7+8PDw0OpYFQXe6WoGHsQiKoAV1dXuWVxdZW9vT2MjIzQtm1bDBo0CD4+PnjjjTdQrVo1sUOrsu7cuYODBw/CxsYG/fv354wSPcK/SaIqQF86Cn/77Td07twZZmZmYodCALZu3Yrp06ejR48eiIuLQ61atcQOidSIQwxEVYBUKsWjR4/06g08NjYWN2/eBAA0atQILVq0EDmiqsXX1xcXLlzA2rVr8d5774kdDlUC9iAQVRHz5s1D9erVy7xn9erVGoqm4i5cuIDx48fj6tWrsp4RiUSCpk2bIjg4GO3atRM5wqqhsLAQsbGxXAtBj7EHgagKkEql6NixI4yNjUu9RyKR4PTp0xqMSnVXr16Fl5cXPDw8ZEVxL66vWbMGN27cQGRkJJo0aSJypES6jwkCURWguPOerho6dCgKCgrw008/KU3bFAQBAwcOhJGREX744QeRIiTSHxxiIKoC9GUNhJCQEPz2228lvh6JRII5c+agT58+IkRGpH90e1I0EZVLeToKX+xzoM0yMjJQu3btUtvt7e2RkZGhwYiI9BcTBKIqYMeOHbCysiqxLTc3F19++SVcXV01HJXqnJ2dceHChVLbz58/D2dnZw1GRKS/mCAQVQHDhg3DwoUL0bZtW7zxxhs4dOgQgOLEwdXVFWvXroW/v7+4QZbDsGHDEBAQgCtXrii1Xb58GZ999hneffddESIj0j8sUiSqAgIDA7F582b06NED586dw+PHjzFu3DhERkZizpw5GDJkiE5sm/z8+XN0794d58+fR8+ePeHh4QFBEHDt2jX88ccfaN++PU6fPg1TU1OxQyXSeUwQiKoANzc3rF27Fv369cOVK1fQokULjB07FsHBwTpXwJiXl4c1a9Zg7969cgslDRs2DP7+/tyHgUhNmCAQVQHGxsZISEhA3bp1AQDVqlXDhQsX0Lx5c5EjU6/79+9j8eLF2LJli9ihEOk81iAQVQGFhYVyiyQZGhrC3NxcxIgqx5MnTxAcHCx2GER6gesgEFUBgiBg7Nixsu7358+fY9KkSUqbHh08eFCM8IhICzFBIKoCxowZI3c+atQokSIhIl3BBIGoCtixY4fYIRCRjmGCQFTFpKamIj4+HgDQoEEDWFtbixuQCgYOHFhme2pqqmYCIaoCmCAQVRGJiYn46KOPcOLECbltkn19fbF+/Xq4uLiIG2A5lLYa5Mvt7733noaiIdJvnOZIVAXcu3cP7dq1g5GREaZMmSK3TfI333yDgoIC/PXXX6hXr57IkRKRtmCCQFQFjB8/HvHx8Thx4oTSKoM5OTnw9fVFw4YNsW3bNpEiVI/r16+jX79+sgWUiKjiOMRAVAUcP34c+/fvL3EJ4mrVqmHJkiUYNmyYCJGpV25uLm7duiV2GER6gQslEVUBKSkpZdYYuLm54enTp5oLiIi0HhMEoiqgTp06uHr1aqntV65cgb29vQYjIiJtxwSBqAoYMGAAPvvsMzx+/FipLTk5GYGBgRgwYIDmAyMircUiRaIq4NmzZ/Dy8kJSUhJGjRoFd3d32TbJe/bsgb29PSIjI2Frayt2qGWysbEpc/fJgoICZGVlobCwUINREeknFikSVQE2NjY4f/485syZg3379skWFLK2tsaIESOwbNkyrU8OAGDt2rVih0BUZbAHgaiKEQRBNtRQq1atMr+R66LCwkIYGBiIHQaRzmMNAlEVI5FIYGdnBzs7O71KDm7evInAwEAu9kSkJhxiIKoCWrVqVa5kICoqSgPRqE92djb279+P7du3IyIiAm3btkVAQIDYYRHpBSYIRFXAyzMUBEFAUFAQJk2apBN1ByWJjIzEtm3bcODAATg5OeHatWsICQlBly5dxA6NSG+wBoGoCrKwsEBMTAzc3NzEDkUlX375JbZv3460tDQMHz4co0aNgqenJ4yMjBATE4MmTZqIHSKR3mAPAhHpjMDAQAQGBmLx4sUsRCSqZCxSJCKdsWTJEhw4cACurq4IDAzElStXxA6JSG8xQSAinTF79mzcvHkTu3fvRlJSEry8vODp6QlBEPDs2TOxwyPSK6xBIKoC1q1bJ3ceGBiIGTNmoGbNmnLXp02bpsmwXltGRgb27NmD7du349KlS2jfvj0GDx7MmQxEasAEgagKcHV1feU9EokEt2/f1kA0lePy5csIDg7Gnj17kJycLHY4RDqPCQIR6QxnZ2e8+eab8PHxgY+PDxwdHZXuyc/Ph5GRkQjREekXJghEpDMWLlyI0NBQnD9/Hnl5eXB1dYWPj48saeCW1UTqwwSBqAqIiIjAkydP8Pbbb8uu7dq1CwsWLEBWVhYGDBiAr7/+GiYmJiJGWX65ubn4888/ERYWJksY8vPz0ahRI7z55pvYsGGD2CES6TwmCERVgJ+fH7y9vREYGAigeLy+devWGDt2LDw8PLBq1SpMnDgRCxcuFDfQCnr27Bm+/PJLfP3118jMzOR2z0RqwIWSiKqA6OhoLFmyRHa+b98+eHl5YevWrQAAR0dHLFiwQGcShLy8PERERCA0NFTWg1C3bl0MHjwY3bp1Ezs8Ir3ABIGoCnj27Blq164tOw8LC4Ofn5/svF27drh3754Yoalk8eLFsoTA2dkZXbt2xYQJE/D999/DwcFB7PCI9AoTBKIqoHbt2khISICjoyPy8vIQFRWFRYsWydozMjJ0ovJ/4cKFcHJywpdffokhQ4agRo0aYodEpLe4kiJRFdCnTx/MmjULZ86cwezZs1G9enW5nQ9jY2NRv359ESMsn99++w3Dhg3Dzp074eDggObNm2Pq1Kn48ccf8fjxY7HDI9IrLFIkqgJSUlIwcOBAnD17Fubm5vj222/xzjvvyNq7d++ODh06YOnSpSJGqZqMjAycOXMGYWFhCAkJQUxMDBo0aAAfHx+sX79e7PCIdB4TBKIqJC0tDebm5ko7IT59+hTm5uYwNjYWKbKKKywsxIULF3DkyBFs3LiRsxiI1IQ1CERViJWVVYnXbW1tNRxJxRUVFeHixYsICQlBaGgo/vzzT2RlZaFevXp455134OPjI3aIRHqBPQhEpDP8/Pxw7tw5ZGRkwMHBAT4+PvD29oaPjw/c3NzEDo9Ir7AHgYh0hrW1NVatWgUfHx80bNhQ7HCI9Bp7EIiIiEgJpzkSkc6IiIjAsWPH5K7t2rULrq6usLOzw4QJE5CbmytSdET6hQkCEemMRYsWIS4uTnZ++fJljB8/Hj169MCsWbNw9OhRBAUFiRghkf7gEAMR6Yw6derg6NGjaNu2LQBg7ty5CAsLw9mzZwEABw4cwIIFC3D16lUxwyTSC+xBICKdoS97ShDpAiYIRKQzXuwpAUC2p0SHDh1k7bqypwSRLmCCQEQ6Q1/2lCDSBVwHgYh0xpIlSzBw4EB069ZNtqfEy8tDb9++Hb169RIxQiL9wSJFItI5+rinBJG2YYJARERESliDQEREREqYIBAREZESJghERESkhAkCERERKWGCQEREREqYIBAREZESJghERESk5P8A+7syjR80cT4AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Select the different symptoms factors.\n",
"cancer = data[data['LUNG_CANCER'] == 1]\n",
"symptoms = ['FATIGUE', 'ALLERGY', 'WHEEZING', 'COUGHING', 'SHORTNESS OF BREATH', 'SWALLOWING DIFFICULTY', 'CHEST PAIN', 'YELLOW_FINGERS']\n",
"\n",
"data_symptoms = [[(cancer[symptoms] == 2).sum() for symptoms in symptoms]]\n",
"\n",
"sns.heatmap(data_symptoms, cmap='viridis', annot=True, fmt='d', xticklabels=symptoms, yticklabels=['Symptoms'])\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/symptoms.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1500x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Correlations\n",
"fig, ax = plt.subplots(figsize=(15, 8))\n",
"\n",
"sns.heatmap(data.corr(method='pearson'), annot=True, ax=ax)\n",
"plt.title('Correlation Matrix')\n",
"\n",
"plt.savefig('../../figures/eda/synthetic/correlations.png')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Summary**\n",
"* **The dataset was improve a bit** - (pie chart)\n",
"* **The male patients was more affected compare to female** - (doughnut chart)\n",
"* **The most affected age was in 60s in some patients** - (histogram chart)\n",
"* **Smokers are prone to disease chart** - (pie chart)\n",
"* **Some affected patients was also a drinkers** - (bar chart)\n",
"* **Anxiety was common for affected patients** - (bar chart)\n",
"* **Some was cause by infleunce by others to intake** - (bar chart)\n",
"* **Some patient was experinces long lasting conditions** - (bar chart)\n",
"* **Some affected patient dexperince the different symptoms** - (heatmap)\n",
"* **correlation highlights several potential associations, particularly between certain respiratory symptoms (coughing, shortness of breath, wheezing), lifestyle factors (smoking, alcohol consumption, peer pressure), conditions (yellow fingers, anxiety, chronic disease)** - (heatmap)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}