283 lines
165 KiB
Plaintext
283 lines
165 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Начало лабораторной работы №1\n",
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"\n",
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"*Набор данных для анализа продуктов Jio Mart*\n",
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"\n",
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"Выгрузка данных из CSV файла в датафрейм"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>category</th>\n",
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" <th>sub_category</th>\n",
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" <th>href</th>\n",
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" <th>items</th>\n",
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" <th>price</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Fresh Dates (Pack) (Approx 450 g - 500 g)</td>\n",
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" <td>109.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Tender Coconut Cling Wrapped (1 pc) (Approx 90...</td>\n",
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" <td>49.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Mosambi 1 kg</td>\n",
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" <td>69.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Orange Imported 1 kg</td>\n",
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" <td>125.0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Groceries</td>\n",
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" <td>Fruits & Vegetables</td>\n",
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" <td>https://www.jiomart.com/c/groceries/fruits-veg...</td>\n",
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" <td>Banana Robusta 6 pcs (Box) (Approx 800 g - 110...</td>\n",
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" <td>44.0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" category sub_category \\\n",
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"0 Groceries Fruits & Vegetables \n",
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"1 Groceries Fruits & Vegetables \n",
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"2 Groceries Fruits & Vegetables \n",
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"3 Groceries Fruits & Vegetables \n",
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"4 Groceries Fruits & Vegetables \n",
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"\n",
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" href \\\n",
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"0 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"1 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"2 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"3 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"4 https://www.jiomart.com/c/groceries/fruits-veg... \n",
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"\n",
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" items price \n",
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"0 Fresh Dates (Pack) (Approx 450 g - 500 g) 109.0 \n",
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"1 Tender Coconut Cling Wrapped (1 pc) (Approx 90... 49.0 \n",
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"2 Mosambi 1 kg 69.0 \n",
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"3 Orange Imported 1 kg 125.0 \n",
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"4 Banana Robusta 6 pcs (Box) (Approx 800 g - 110... 44.0 "
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]
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},
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"execution_count": 22,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"# Загрузка данных\n",
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"df = pd.read_csv(\"..//static//csv//jio_mart_items.csv\")\n",
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"\n",
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"# Срез данных, первые 15000 строк\n",
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"df = df.iloc[:15000]\n",
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"\n",
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"# Вывод столбцов\n",
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"df.head()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Построение диаграмм\n",
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"\n",
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"## Соотношение количества подкатегорий"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 800x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"subcategory_counts = df['sub_category'].value_counts()\n",
|
||
"plt.figure(figsize=(8, 8))\n",
|
||
"subcategory_counts.plot(kind='pie', autopct='%1.1f%%', startangle=30)\n",
|
||
"plt.title('Соотношение количества подкатегорий')\n",
|
||
"plt.ylabel('')\n",
|
||
"plt.axis('equal')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Данная диаграмма отображает соотношение количества подкатегорий в датасете, представленный в виде круговой диаграммы. Каждый сектор диаграммы показывает процентное соотношение каждой подкатегории к общему количеству. Это позволяет сделать вывод о том, какие подкатегории являются наиболее распространёнными, а также выявить менее популярные подкатегории."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Количество продуктов по подкатегориям"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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6dFDZsmVVsWJFjR49WqNGjUrXNqbKyPNbpUoVy5cUjRo10tGjRzVu3LhMCfbZ+XoHBATo119/ldlsttq7e+LECcvye/38888qX758uvYEe3p6auPGjSpZsqT69++vsWPHqmXLlpb39V9//aVt27ZpxIgRVpMo/n3spVfqaRheXl7pmsTwYWwd32azWWfOnLH68u/UqVOSlObLLMMw9OGHH6pZs2aW35H307ZtW0VERGjEiBH6+uuvlTdv3gdOHind/b3h7u6uVq1aqWrVqipevDjBHsAjiWOJAMABjBkzRgULFlS3bt10+/ZtSXfDnK+vr+bMmaOkpCRL3x9++EHHjx9XSEiI1TqWL1+uggULpivYh4WFac2aNRo/fvw/nt9esGBB1axZU3Xq1FGdOnXSnCfcsmVLhYWFadOmTWnuGxMTY9meFi1ayDAMjRgxIk0/42+XqMuohIQE3b59W7dv35azs7Pq1aunNWvWWB3WGx0drSVLlqhq1ary8vLKlMdN9dVXX1nO85WklStX6s8//1TDhg0l2f6arlixQnny5En3eejt2rXTsWPHNGDAADk7O6tVq1b37ffqq69KuntUxgcffKAJEyboyJEjNm1rZjy/CQkJVs/Dv5Gdr/drr72mqKgoLV++3NJ2+/ZtzZgxQ7ly5bJ6vY4dO6Zjx47d93KE91OgQAGVLFlS0t1Z9AsXLqyuXbta3iPOzs6S0r5nHvQlzj+pUKGCihcvro8//lhxcXFplv/9cnAPY+v4lqSZM2dafjYMQzNnzpSLi0ua89yXLVumX3/99R+v4HHw4EENGzZM48eP15tvvnnf31n3ypEjh9q3b69ff/1VnTt3Tu+mAkC2Y489ADiA3Llza8aMGWrevLkmT56sQYMGycXFRRMmTFCnTp1UvXp1tW7d2nLpqGLFilku0fTzzz9ryJAh2rhxo+bMmZOuieg2b96sunXr/us9dJI0YMAAff/992rUqJE6duyoChUq6NatW/rtt9+0cuVKnTt3Tj4+PqpZs6batWun6dOn6/Tp05bDhnfv3q2aNWumOV82PbZs2aKLFy9aDsVfvHixGjduLFdXV0nS6NGjtWXLFlWtWlU9e/ZUjhw59NlnnykpKUkTJ07819v+d/ny5VPVqlXVqVMnRUdHa+rUqSpRooS6du0qSel+TaOjozV9+nStWLFC1apV06pVqyyPcfbsWUl3v5wpX7681SHGISEhyp8/v1asWKGGDRtaJkB8mGHDhmnVqlXq2rWrfvrpJ5vOL7b1+V29erV8fHwsh+Lv3r1b/fr1S/fjZXY9GdWtWzd99tln6tixo8LDw1WsWDGtXLnScpRE6gSKmzZt0gcffCDp7oR3ixYtsqwjMjJSt27d0qJFix64R9nDw0Off/656tSpo08//VQ9e/aUl5eXqlWrpokTJyolJUVPPfWUNm/ebBkXtnJyctLcuXPVsGFDPf/88+rUqZOeeuopRUZG6n//+5+8vLy0du3adK0rveM7lbu7uzZu3KgOHTqoUqVK+uGHH7R+/Xr95z//STNnx+bNm9W1a9f7nlqSKj4+Xm3atFGNGjUeeMnB+xk1apQGDBiQrnkEAMBu7DgjPwDgbx506a5UTZo0MTw9PY0zZ85Y2pYvX26UK1fOcHNzM/Lly2e0bdvWuHjxomX5hAkTjJdeeslYvHjxAx/v75e7M5lMRnh4uFXf6tWrW13S60Hud9msmzdvGoMHDzZKlChhuLq6Gj4+PsYrr7xifPzxx0ZycrKl3+3bt41JkyYZJUuWNFxdXY0CBQoYDRs2TFPLg2pPlXrZttR/OXLkMAICAow+ffoYf/31l1XfgwcPGvXr1zdy5cpleHp6GjVr1jT27Nnzj9uZkcvdLV261Bg8eLDh6+treHh4GCEhIcb58+fT3P+fXtO/b9+D/t17qbdUPXv2NCQZS5YseeDzdu9lAg3DMHbs2GGYTCbLZfnu9bDL3RlG+p7f1Ncy9Z+rq6tRokQJY+jQoUZiYuID133vfdNzubv01nM/trzehmEY0dHRRqdOnQwfHx/D1dXVKF26tNUl2Qzj7nsqPa9jqgc91506dTK8vLwsY+TixYtGs2bNjDx58hje3t7Gm2++aVy6dOmBY8IwHny5u1S//PKL0bx5cyN//vyGm5ubERAQYLRs2dLYtm2bpc8/Xe4u1T+N79RtzZkzp/HHH38Y9erVMzw9PQ0/Pz9j2LBhVpf3S31dPDw8jMjIyIduU7du3Yz8+fPft9/9Lnf3oN/D/7QcAOzBZBiZdHwjAAC4rx07dqhmzZpasWKF3njjjUxb38P+hHfs2FHFihXT8OHDrdr79++vefPmKSoqSp6env+6FmRcjRo1VKNGjTSvUapz584pMDAw005FcSQdO3bUypUr73v4PwAgLc6xBwDgCZGYmKhFixapRYsWhHoAAB4jnGMPAICD8fPzU9u2bR/a55VXXpGPj48k6fLly9q6datWrlypa9eu2XR+MbJO3bp1HzqZZa5cuf7xdQYAQCLYAwDgcIKCgqwmWrufbt26WX4+duyY2rZtK19fX02fPv2B1yNH9vrvf//70OU+Pj7/+DoDACBJnGMPAAAAAIAD4xx7AAAAAAAcGMEeAAAAAAAHxjn26WA2m3Xp0iXlzp1bJpPJ3uUAAAAAAB5zhmHo5s2bKlSokJycHr5PnmCfDpcuXVKRIkXsXQYAAAAA4Alz4cIFFS5c+KF9CPbpkDt3bkl3n1AvLy87VwMAAAAAeNzFxsaqSJEiljz6MAT7dEg9/N7Ly4tgDwAAAADINuk5HZzJ8wAAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcWA57F4CsFxERoatXr9q7jCeKj4+PihYtau8yAAAAADwBCPaPuYiICAWVfE7xCYn2LuWJ4unhruMnThLuAQAAAGQ5gv1j7urVq4pPSNSinlJQIXtX82Q4fkl6e3airl69SrAHAAAAkOUI9k+IoEJS+UB7VwEAAAAAyGxMngcAAAAAgAMj2AMAAAAA4MAI9gAAAAAAODCCPQAAAAAADoxgDwAAAACAAyPYAwAAAADgwAj2AAAAAAA4MII9AAAAAAAOjGAPAAAAAIADI9gDAAAAAODACPYAAAAAADgwgj0AAAAAAA7MrsG+WLFiMplMaf716tVLkpSYmKhevXopf/78ypUrl1q0aKHo6GirdURERCgkJESenp7y9fXVgAEDdPv2bas+O3bsUPny5eXm5qYSJUpo4cKF2bWJAAAAAABkKbsG+wMHDujPP/+0/NuyZYsk6c0335Qk9e/fX2vXrtWKFSu0c+dOXbp0Sc2bN7fc/86dOwoJCVFycrL27NmjL7/8UgsXLtTQoUMtfc6ePauQkBDVrFlThw4dUr9+/fTOO+9o06ZN2buxAAAAAABkgRz2fPACBQpY3R4/fryKFy+u6tWr68aNG5o3b56WLFmiWrVqSZIWLFigoKAg7d27V5UrV9bmzZt17Ngxbd26VX5+fipbtqxGjRqlQYMGafjw4XJ1ddWcOXMUGBioyZMnS5KCgoL0448/asqUKapfv362bzMAAAAAAJnJrsH+XsnJyVq0aJFCQ0NlMpkUHh6ulJQU1alTx9KnZMmSKlq0qMLCwlS5cmWFhYWpdOnS8vPzs/SpX7++evTooaNHj6pcuXIKCwuzWkdqn379+j2wlqSkJCUlJVlux8bGSpJSUlKUkpKSSVucPcxmszw8PGR2khyrcsdldpI8PO4+9442XgAAAAA8GmzJEo9MsF+9erViYmLUsWNHSVJUVJRcXV2VJ08eq35+fn6Kioqy9Lk31KcuT132sD6xsbFKSEiQh4dHmlrGjRunESNGpGnfvHmzPD09M7R99rR06VJFSoq0dyFPilLS0qVSZGSkIiN51gEAAADYLj4+Pt19H5lgP2/ePDVs2FCFChWydykaPHiwQkNDLbdjY2NVpEgR1atXT15eXnaszHaHDx9WtWrVtGuIVCbA3tU8GQ6fl6qNknbt2qUyZcrYuxwAAAAADij1yPH0eCSC/fnz57V161Z9++23ljZ/f38lJycrJibGaq99dHS0/P39LX32799vta7UWfPv7fP3mfSjo6Pl5eV13731kuTm5iY3N7c07S4uLnJxcbF9A+3IyclJCQkJcjJLjlW543IySwkJd597RxsvAAAAAB4NtmSJR+I69gsWLJCvr69CQkIsbRUqVJCLi4u2bdtmaTt58qQiIiIUHBwsSQoODtZvv/2my5cvW/ps2bJFXl5eKlWqlKXPvetI7ZO6DgAAAAAAHJndg73ZbNaCBQvUoUMH5cjxfwcQeHt7q0uXLgoNDdX//vc/hYeHq1OnTgoODlblypUlSfXq1VOpUqXUrl07HT58WJs2bdJHH32kXr16Wfa4d+/eXWfOnNHAgQN14sQJzZ49W99884369+9vl+0FAAAAACAz2f1Q/K1btyoiIkKdO3dOs2zKlClycnJSixYtlJSUpPr162v27NmW5c7Ozlq3bp169Oih4OBg5cyZUx06dNDIkSMtfQIDA7V+/Xr1799f06ZNU+HChTV37lwudQcAAAAAeCyYDMMw7F3Eoy42Nlbe3t66ceOGw02ed/DgQVWoUEHho6Xygfau5slw8KxU4SMpPDxc5cuXt3c5AAAAAByQLTnU7ofiAwAAAACAjLP7ofgAkBkiIiJ09epVe5fxRPHx8VHRokXtXQYAAMATj2APwOFFREQoqORzik9ItHcpTxRPD3cdP3GScA8AAGBnBHsADu/q1auKT0jUop5SUCF7V/NkOH5Jent2oq5evUqwBwAAsDOCPYDHRlAhJokEAADAk4fJ8wAAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCB2T3YR0ZG6u2331b+/Pnl4eGh0qVL6+eff7YsNwxDQ4cOVcGCBeXh4aE6dero9OnTVuu4fv262rZtKy8vL+XJk0ddunRRXFycVZ9ff/1Vr776qtzd3VWkSBFNnDgxW7YPAAAAAICsZNdg/9dff6lKlSpycXHRDz/8oGPHjmny5MnKmzevpc/EiRM1ffp0zZkzR/v27VPOnDlVv359JSYmWvq0bdtWR48e1ZYtW7Ru3Trt2rVL3bp1syyPjY1VvXr1FBAQoPDwcE2aNEnDhw/X559/nq3bCwAAAABAZsthzwefMGGCihQpogULFljaAgMDLT8bhqGpU6fqo48+UpMmTSRJX331lfz8/LR69Wq1atVKx48f18aNG3XgwAFVrFhRkjRjxgy99tpr+vjjj1WoUCEtXrxYycnJmj9/vlxdXfX888/r0KFD+uSTT6y+AAAAAAAAwNHYNdh///33ql+/vt58803t3LlTTz31lHr27KmuXbtKks6ePauoqCjVqVPHch9vb29VqlRJYWFhatWqlcLCwpQnTx5LqJekOnXqyMnJSfv27VOzZs0UFhamatWqydXV1dKnfv36mjBhgv766y+rIwQkKSkpSUlJSZbbsbGxkqSUlBSlpKRkyXORVcxmszw8PGR2khyrcsdldpI8PO4+9442XhwV4zz7Mc4BAACyli2fsewa7M+cOaNPP/1UoaGh+s9//qMDBw6oT58+cnV1VYcOHRQVFSVJ8vPzs7qfn5+fZVlUVJR8fX2tlufIkUP58uWz6nPvkQD3rjMqKipNsB83bpxGjBiRpt7NmzfL09PzX2yxfSxdulSRkiLtXciTopS0dOnd+SMiI3nWswvjPJsxzgEAALJUfHx8uvvaNdibzWZVrFhRY8eOlSSVK1dOR44c0Zw5c9ShQwe71TV48GCFhoZabsfGxqpIkSKqV6+evLy87FZXRhw+fFjVqlXTriFSmQB7V/NkOHxeqjZK2rVrl8qUKWPvcp4IjPPsxzgHAADIWqlHjqeHXYN9wYIFVapUKau2oKAgrVq1SpLk7+8vSYqOjlbBggUtfaKjo1W2bFlLn8uXL1ut4/bt27p+/brl/v7+/oqOjrbqk3o7tc+93Nzc5ObmlqbdxcVFLi4utmyi3Tk5OSkhIUFOZsmxKndcTmYpIeHuc+9o48VRMc6zH+McAAAga9nyGcuus+JXqVJFJ0+etGo7deqUAgLu7nILDAyUv7+/tm3bZlkeGxurffv2KTg4WJIUHBysmJgYhYeHW/ps375dZrNZlSpVsvTZtWuX1TkKW7Zs0XPPPZfmMHwAAAAAAByJXYN9//79tXfvXo0dO1a///67lixZos8//1y9evWSJJlMJvXr10+jR4/W999/r99++03t27dXoUKF1LRpU0l39/A3aNBAXbt21f79+/XTTz+pd+/eatWqlQoVKiRJatOmjVxdXdWlSxcdPXpUy5cv17Rp06wOtwcAAAAAwBHZ9VD8l156Sd99950GDx6skSNHKjAwUFOnTlXbtm0tfQYOHKhbt26pW7duiomJUdWqVbVx40a5u7tb+ixevFi9e/dW7dq15eTkpBYtWmj69OmW5d7e3tq8ebN69eqlChUqyMfHR0OHDuVSdwAAAAAAh2fXYC9JjRo1UqNGjR643GQyaeTIkRo5cuQD++TLl09Llix56OO8+OKL2r17d4brBAAAAADgUWTXQ/EBAAAAAMC/Q7AHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAeWoWAfHx+vpKQkSVJERITmz5+vPXv2ZGphAAAAAADgn9kc7BctWiRvb2/5+/vr+++/V+nSpTVo0CBVq1ZNc+bMyYoaAQAAAADAA9gc7MeMGaP+/ftr6NChevvttzVixAhduXJFc+bM0ZQpU7KiRgAAAAAA8AA2B/szZ87ovffeU79+/ZSUlKSGDRtKkho2bKhz585ldn0AAAAAAOAhbA72KSkpcnd3l8lkkqurq1xdXSVJOXLk0O3btzO9QAAAAAAA8GA5MnKnjh07ys3NTYmJierevbty5sxpmUwPAAAAAABkH5uDfYcOHSw/v/3221bL2rdv/+8rAgAAAAAA6WZzsF+wYEFW1AEAAAAAADIgQ9exl6QrV67oxx9/1I8//qgrV65kaB3Dhw+XyWSy+leyZEnL8sTERPXq1Uv58+dXrly51KJFC0VHR1utIyIiQiEhIfL09JSvr68GDBiQ5lz/HTt2qHz58nJzc1OJEiW0cOHCDNULAAAAAMCjxuZgf+vWLXXu3FkFCxZUtWrVVK1aNRUqVEhdunRRfHy8zQU8//zz+vPPPy3/fvzxR8uy/v37a+3atVqxYoV27typS5cuqXnz5pbld+7cUUhIiJKTk7Vnzx59+eWXWrhwoYYOHWrpc/bsWYWEhKhmzZo6dOiQ+vXrp3feeUebNm2yuVYAAAAAAB41Ngf70NBQ7dy5U2vXrlVMTIxiYmK0Zs0a7dy5U++//77NBeTIkUP+/v6Wfz4+PpKkGzduaN68efrkk09Uq1YtVahQQQsWLNCePXu0d+9eSdLmzZt17NgxLVq0SGXLllXDhg01atQozZo1S8nJyZKkOXPmKDAwUJMnT1ZQUJB69+6tN954Q1OmTLG5VgAAAAAAHjU2n2O/atUqrVy5UjVq1LC0vfbaa/Lw8FDLli316aef2rS+06dPq1ChQnJ3d1dwcLDGjRunokWLKjw8XCkpKapTp46lb8mSJVW0aFGFhYWpcuXKCgsLU+nSpeXn52fpU79+ffXo0UNHjx5VuXLlFBYWZrWO1D79+vV7YE1JSUlWs/zHxsZKunupv5SUFJu2z97MZrM8PDxkdpIcq3LHZXaSPDzuPveONl4cFeM8+zHOAQAAspYtn7FsDvbx8fFWQTqVr6+vzYfiV6pUSQsXLtRzzz2nP//8UyNGjNCrr76qI0eOKCoqSq6ursqTJ4/Vffz8/BQVFSVJioqKSlNL6u1/6hMbG6uEhAR5eHikqWvcuHEaMWJEmvbNmzfL09PTpm18FCxdulSRkiLtXciTopS0dKkUGRmpyEie9ezCOM9mjHMAAIAsZUu+tjnYBwcHa9iwYfrqq6/k7u4uSUpISNCIESMUHBxs07oaNmxo+fnFF19UpUqVFBAQoG+++ea+gTu7DB48WKGhoZbbsbGxKlKkiOrVqycvLy+71ZURhw8fVrVq1bRriFQmwN7VPBkOn5eqjZJ27dqlMmXK2LucJwLjPPsxzgEAALJW6pHj6WFzsJ86daoaNGigwoULWz7MHT58WO7u7v96Qro8efLo2Wef1e+//666desqOTlZMTExVnvto6Oj5e/vL0ny9/fX/v37rdaROmv+vX3+PpN+dHS0vLy8HvjlgZubm9zc3NK0u7i4yMXFJcPbZw9OTk5KSEiQk1lyrModl5NZSki4+9w72nhxVIzz7Mc4BwAAyFq2fMayefK80qVL6/Tp0xo3bpzKli2rsmXLavz48Tp9+rSef/55W1dnJS4uTn/88YcKFiyoChUqyMXFRdu2bbMsP3nypCIiIixHBgQHB+u3337T5cuXLX22bNkiLy8vlSpVytLn3nWk9rH16AIAAAAAAB5FNu+x37Vrl1555RV17dr1Xz/4Bx98oNdff10BAQG6dOmShg0bJmdnZ7Vu3Vre3t7q0qWLQkNDlS9fPnl5eem9995TcHCwKleuLEmqV6+eSpUqpXbt2mnixImKiorSRx99pF69eln2uHfv3l0zZ87UwIED1blzZ23fvl3ffPON1q9f/6/rBwAAAADA3mwO9jVr1tSff/4pX1/ff/3gFy9eVOvWrXXt2jUVKFBAVatW1d69e1WgQAFJ0pQpU+Tk5KQWLVooKSlJ9evX1+zZsy33d3Z21rp169SjRw8FBwcrZ86c6tChg0aOHGnpExgYqPXr16t///6aNm2aChcurLlz56p+/fr/un4AAAAAAOzN5mBvGEamPfiyZcseutzd3V2zZs3SrFmzHtgnICBAGzZseOh6atSooV9++SVDNQIAAAAA8CizOdhLUlhYmPLmzXvfZdWqVftXBQEAAAAAgPTLULBv1qzZfdtNJpPu3LnzrwoCAAAAAADpZ/Os+JIUFRUls9mc5h+hHgAAAACA7GVzsDeZTFlRBwAAAAAAyACbg31mTp4HAAAAAAD+HZvPsTebzVlRBwAAAAAAyACb99hv2rTpvu1//PGHqlev/q8LAgAAAAAA6WdzsH/jjTe0cuVKq7Zp06apTJkyevbZZzOtMAAAAAAA8M9sPhT/m2++0VtvvaUbN26oevXq6tSpkyIiIrRy5Uo1aNAgK2oEAAAAAAAPYHOwb9iwodavX6/GjRsrKSlJbdu21fr16+Xl5ZUV9QEAAAAAgIfI0HXsX331VW3fvl25cuWSr68voR4AAAAAADuxeY998+bNLT8XKlRI48eP1549e5Q3b15J0rfffpt51QEAAAAAgIeyOdh7e3tbfi5XrpzKlSuXqQUBAAAAAID0sznYL1iwICvqAAAAAAAAGWDzOfbDhg3T+fPns6IWAAAAAABgI5uD/Zo1a1S8eHHVrl1bS5YsUVJSUlbUBQAAAAAA0sHmYH/o0CEdOHBAzz//vPr27St/f3/16NFDBw4cyIr6AAAAAADAQ2TocnflypXT9OnTdenSJc2bN08XL15UlSpV9OKLL2ratGm6ceNGZtcJAAAAAADuI0PBPpVhGEpJSVFycrIMw1DevHk1c+ZMFSlSRMuXL8+sGgEAAAAAwANkKNiHh4erd+/eKliwoPr3769y5crp+PHj2rlzp06fPq0xY8aoT58+mV0rAAAAAAD4G5uDfenSpVW5cmWdPXtW8+bN04ULFzR+/HiVKFHC0qd169a6cuVKphYKAAAAAADSsvk69i1btlTnzp311FNPPbCPj4+PzGbzvyoMAAAAAAD8M5uD/ZAhQ+7bbjabdfHiRUmSs7PzQ4M/AAAAAADIHDYH+19//fW+7deuXVOdOnVUpkwZ+fj4aPPmzf+6OAAAAAAA8HA2B/uyZcvKZDLJMAxLW+ptk8mkgwcPZmqBAAAAAADgwWwO9pK0b98+FShQwKrt8uXLqly5cqYUBQAAAAAA0idDwb5o0aLy9fW1anN3d8+UggAAAAAAQPplKNhv2rRJPj4+8vLyUmBgoAoVKpTZdQEAAAAAgHTIULDv0KGD5WeTyaRixYrpzTffzLSiAAAAAABA+tgc7FOvT5+cnKxr167pzJkz2rFjh2bPnp3pxQEAAAAAgIfL0B57SXJ1dVXBggVVsGBBValSRSEhISpfvrycnZ3l5+enS5cuZWadAAAAAADgPjIc7P+ubNmylr35AAAAAAAge2Q42IeHh+v48eOSpFKlSql8+fKZVhQAAAAAAEgfm4P95cuX1apVK+3YsUN58uSRJMXExKhmzZpatmxZmuvbAwAAAACArONk6x3ee+893bx5U0ePHtX169d1/fp1HTlyRLGxserTp09W1AgAAAAAAB7A5j32Gzdu1NatWxUUFGRpK1WqlGbNmqV69eplanEAAAAAAODhbN5jbzab5eLikqbdxcWFyfMAAAAAAMhmNgf7WrVqqW/fvlaXs4uMjFT//v1Vu3btTC0OAAAAAAA8nM3BfubMmYqNjVWxYsVUvHhxFS9eXIGBgYqNjdWMGTOyokYAAAAAAPAANp9jX6RIER08eFBbt27ViRMnJElBQUGqU6dOphcHAAAAAAAeLkPXsTeZTKpbt67q1q2b2fUAAAAAAAAb2HwoviRt27ZNjRo1shyK36hRI23dujWzawMAAAAAAP/A5mA/e/ZsNWjQQLlz51bfvn3Vt29feXl56bXXXtOsWbOyokYAAAAAAPAANh+KP3bsWE2ZMkW9e/e2tPXp00dVqlTR2LFj1atXr0wtEAAAAAAAPJjNe+xjYmLUoEGDNO316tXTjRs3MqUoAAAAAACQPjYH+8aNG+u7775L075mzRo1atQoU4oCAAAAAADpY/Oh+KVKldKYMWO0Y8cOBQcHS5L27t2rn376Se+//76mT59u6dunT5/MqxQAAAAAAKRhc7CfN2+e8ubNq2PHjunYsWOW9jx58mjevHmW2yaTiWAPAAAAAEAWsznYnz17NivqAAAAAAAAGZCh69hnhfHjx8tkMqlfv36WtsTERPXq1Uv58+dXrly51KJFC0VHR1vdLyIiQiEhIfL09JSvr68GDBig27dvW/XZsWOHypcvLzc3N5UoUUILFy7Mhi0CAAAAACDr2bzHPjQ09KHLP/nkE5uLOHDggD777DO9+OKLVu39+/fX+vXrtWLFCnl7e6t3795q3ry5fvrpJ0nSnTt3FBISIn9/f+3Zs0d//vmn2rdvLxcXF40dO1bS3SMMQkJC1L17dy1evFjbtm3TO++8o4IFC6p+/fo21woAAAAAwKPE5mA/depUBQcHy9XVNc0yk8lkcwFxcXFq27atvvjiC40ePdrSfuPGDc2bN09LlixRrVq1JEkLFixQUFCQ9u7dq8qVK2vz5s06duyYtm7dKj8/P5UtW1ajRo3SoEGDNHz4cLm6umrOnDkKDAzU5MmTJUlBQUH68ccfNWXKFII9AAAAAMDh2RzsJem7776Tr69vphTQq1cvhYSEqE6dOlbBPjw8XCkpKapTp46lrWTJkipatKjCwsJUuXJlhYWFqXTp0vLz87P0qV+/vnr06KGjR4+qXLlyCgsLs1pHap97D/n/u6SkJCUlJVlux8bGSpJSUlKUkpLybzc5W5nNZnl4eMjsJDlW5Y7L7CR5eNx97h1tvDgqxnn2Y5wDAABkLVs+Y2Uo2GeWZcuW6eDBgzpw4ECaZVFRUXJ1dVWePHms2v38/BQVFWXpc2+oT12euuxhfWJjY5WQkCAPD480jz1u3DiNGDEiTfvmzZvl6emZ/g18RCxdulSRkiLtXciTopS0dKkUGRmpyEie9ezCOM9mjHMAAIAsFR8fn+6+dgv2Fy5cUN++fbVlyxa5u7vbq4z7Gjx4sNVcArGxsSpSpIjq1asnLy8vO1Zmu8OHD6tatWraNUQqE2Dvap4Mh89L1UZJu3btUpkyZexdzhOBcZ79GOcAAABZK/XI8fTIULDftGmTvL2977uscePG6VpHeHi4Ll++rPLly1va7ty5o127dmnmzJnatGmTkpOTFRMTY7XXPjo6Wv7+/pIkf39/7d+/32q9qbPm39vn7zPpR0dHy8vL67576yXJzc1Nbm5uadpdXFzk4uKSru17VDg5OSkhIUFOZsmxKndcTmYpIeHuc+9o48VRMc6zH+McAAAga9nyGStDwb5Dhw73bTeZTLpz50661lG7dm399ttvVm2dOnVSyZIlNWjQIBUpUkQuLi7atm2bWrRoIUk6efKkIiIiFBwcLEkKDg7WmDFjdPnyZcs5/1u2bJGXl5dKlSpl6bNhwwarx9myZYtlHQAAAAAAODKbg73ZbM6UB86dO7deeOEFq7acOXMqf/78lvYuXbooNDRU+fLlk5eXl9577z0FBwercuXKkqR69eqpVKlSateunSZOnKioqCh99NFH6tWrl2WPe/fu3TVz5kwNHDhQnTt31vbt2/XNN99o/fr1mbIdAAAAAADYk10nz/snU6ZMkZOTk1q0aKGkpCTVr19fs2fPtix3dnbWunXr1KNHDwUHBytnzpzq0KGDRo4caekTGBio9evXq3///po2bZoKFy6suXPncqk7AAAAAMBj4ZEK9jt27LC67e7urlmzZmnWrFkPvE9AQECaQ+3/rkaNGvrll18yo0QAAAAAAB4pTvYuAAAAAAAAZBzBHgAAAAAAB0awBwAAAADAgWXoHPs7d+5o9erVOn78uCTp+eefV+PGjeXs7JypxQEAAAAAgIezOdj//vvvCgkJ0cWLF/Xcc89JksaNG6ciRYpo/fr1Kl68eKYXCQAAAAAA7s/mQ/H79Omjp59+WhcuXNDBgwd18OBBRUREKDAwUH369MmKGgEAAAAAwAPYvMd+586d2rt3r/Lly2dpy58/v8aPH68qVapkanEAAAAAAODhbN5j7+bmpps3b6Zpj4uLk6ura6YUBQAAAAAA0sfmYN+oUSN169ZN+/btk2EYMgxDe/fuVffu3dW4ceOsqBEAAAAAADyAzcF++vTpKl68uIKDg+Xu7i53d3dVqVJFJUqU0LRp07KiRgAAAAAA8AA2n2OfJ08erVmzRqdPn9aJEyckSUFBQSpRokSmFwcAAAAAAB4uQ9exl6RnnnlGzzzzjKS717UHAAAAAADZz+ZD8c+ePavWrVurR48e+uuvv9S4cWO5ubnpueee06+//poVNQIAAAAAgAewOdi/++67On78uI4cOaJatWopOTlZa9asUalSpdSvX78sKBEAAAAAADyIzYfi79u3T7t371ZAQIDy5cunAwcOqHz58ipRooQqVaqUFTUCAAAAAIAHsHmP/c2bN1WwYEF5e3vL09NTefLkkXR3Ur37Xd8eAAAAAABknQxNnrdx40Z5e3vLbDZr27ZtOnLkiGJiYjK5NAAAAAAA8E8yFOw7dOhg+fndd9+1/Gwymf59RQAAAAAAIN1sDvZmszkr6gAAAAAAABlg8zn2X331lZKSkrKiFgAAAAAAYCObg32nTp1048aNrKgFAAAAAADYyOZgbxhGVtQBAAAAAAAyIEOT533zzTfy8vK677L27dv/q4IAAAAAAED6ZSjYT5w4Uc7OzmnaTSYTwR4AAAAAgGyUoWD/888/y9fXN7NrAQAAAAAANrL5HHsAAAAAAPDosDnYBwQE3PcwfAAAAAAAkP1sPhT/7NmzWVEHAAAAAADIAJv32Pfp00fTp09P0z5z5kz169cvM2oCAAAAAADpZHOwX7VqlapUqZKm/ZVXXtHKlSszpSgAAAAAAJA+Ngf7a9euydvbO027l5eXrl69milFAQAAAACA9LE52JcoUUIbN25M0/7DDz/o6aefzpSiAAAAAABA+tg8eV5oaKh69+6tK1euqFatWpKkbdu2afLkyZo6dWpm1wcAAAAAAB7C5mDfuXNnJSUlacyYMRo1apQkqVixYvr000/Vvn37TC8QAAAAAAA8mM3BXpJ69OihHj166MqVK/Lw8FCuXLkyuy4AAAAAAJAONp9jL0m3b9/W1q1b9e2338owDEnSpUuXFBcXl6nFAQAAAACAh7N5j/358+fVoEEDRUREKCkpSXXr1lXu3Lk1YcIEJSUlac6cOVlRJwAAAAAAuA+b99j37dtXFStW1F9//SUPDw9Le7NmzbRt27ZMLQ4AAAAAADyczXvsd+/erT179sjV1dWqvVixYoqMjMy0wgAAAAAAwD+zeY+92WzWnTt30rRfvHhRuXPnzpSiAAAAAABA+tgc7OvVq2d1vXqTyaS4uDgNGzZMr732WmbWBgAAAAAA/oHNh+JPnjxZ9evXV6lSpZSYmKg2bdro9OnT8vHx0dKlS7OiRgAAAAAA8AA2B/vChQvr8OHDWrZsmX799VfFxcWpS5cuatu2rdVkegAAAAAAIOvZHOwlKUeOHHr77bczuxYAAAAAAGAjm4P9999//9DljRs3znAxAAAAAADANjYH+6ZNm1rdNplMMgzD8vP9ZswHAAAAAABZI0OXu7v3n6enp37//fcHXgYPAAAAAABkHZuD/d+ZTKbMqAMAAAAAAGTAvwr2586d061bt5Q7d+7MqgcAAAAAANjA5mDfvHlzNW/eXA0bNlS5cuVUu3ZtFShQIEMP/umnn+rFF1+Ul5eXvLy8FBwcrB9++MGyPDExUb169VL+/PmVK1cutWjRQtHR0VbriIiIUEhIiDw9PeXr66sBAwbo9u3bVn127Nih8uXLy83NTSVKlNDChQszVC8AAAAAAI8am4O9t7e3vL29FRgYqDFjxvzjLPkPU7hwYY0fP17h4eH6+eefVatWLTVp0kRHjx6VJPXv319r167VihUrtHPnTl26dEnNmze33P/OnTsKCQlRcnKy9uzZoy+//FILFy7U0KFDLX3Onj2rkJAQ1axZU4cOHVK/fv30zjvvaNOmTRmuGwAAAACAR4XNs+IvWLAg0x789ddft7o9ZswYffrpp9q7d68KFy6sefPmacmSJapVq5blsYOCgrR3715VrlxZmzdv1rFjx7R161b5+fmpbNmyGjVqlAYNGqThw4fL1dVVc+bMUWBgoCZPnixJCgoK0o8//qgpU6aofv36mbYtAAAAAADYg8177GNjYx/6L6Pu3LmjZcuW6datWwoODlZ4eLhSUlJUp04dS5+SJUuqaNGiCgsLkySFhYWpdOnS8vPzs/SpX7++YmNjLXv9w8LCrNaR2id1HQAAAAAAODKb99jnyZPnvjPhG4aRoevY//bbbwoODlZiYqJy5cql7777TqVKldKhQ4fk6uqqPHnyWPX38/NTVFSUJCkqKsoq1KcuT132sD6xsbFKSEiQh4dHmpqSkpKUlJRkuZ36hUVKSopSUlJs2j57M5vN8vDwkNlJcqzKHZfZSfLwuPvcO9p4cVSM8+zHOAcAAMhatnzGsjnYP/3007p8+bI+/PBDValSxda7p/Hcc8/p0KFDunHjhlauXKkOHTpo586d/3q9/8a4ceM0YsSINO2bN2+Wp6enHSr6d5YuXapISZH2LuRJUUpaulSKjIxUZCTPenZhnGczxjkAAECWio+PT3dfm4P98ePHNWPGDI0ZM0a//PKLJk6cqMDAQFtXY+Hq6qoSJUpIkipUqKADBw5o2rRpeuutt5ScnKyYmBirvfbR0dHy9/eXJPn7+2v//v1W60udNf/ePn+fST86OlpeXl733VsvSYMHD1ZoaKjldmxsrIoUKaJ69erJy8srw9tqD4cPH1a1atW0a4hUJsDe1TwZDp+Xqo2Sdu3apTJlyti7nCcC4zz7Mc4BAACyli2nutsc7F1cXBQaGqqOHTtq5MiRevHFF9WtWzcNGTIkzWHzGWE2m5WUlKQKFSrIxcVF27ZtU4sWLSRJJ0+eVEREhIKDgyVJwcHBGjNmjC5fvixfX19J0pYtW+Tl5aVSpUpZ+mzYsMHqMbZs2WJZx/24ubnJzc3tvtvu4uLyr7cxOzk5OSkhIUFOZsmxKndcTmYpIeHuc+9o48VRMc6zH+McAAAga9nyGcvmyfNS5cuXT1OnTtUvv/yic+fOqUSJEpo6dapN6xg8eLB27dqlc+fO6bffftPgwYO1Y8cOtW3bVt7e3urSpYtCQ0P1v//9T+Hh4erUqZOCg4NVuXJlSVK9evVUqlQptWvXTocPH9amTZv00UcfqVevXpZg3r17d505c0YDBw7UiRMnNHv2bH3zzTfq379/RjcdAAAAAIBHhs177MuVK5dm8jzDMJSUlKT3339f/fr1S/e6Ll++rPbt2+vPP/+Ut7e3XnzxRW3atEl169aVJE2ZMkVOTk5q0aKFkpKSVL9+fc2ePdtyf2dnZ61bt049evRQcHCwcubMqQ4dOmjkyJGWPoGBgVq/fr369++vadOmqXDhwpo7dy6XugMAAAAAPBZsDvZNmzbNtAefN2/eQ5e7u7tr1qxZmjVr1gP7BAQEpDnU/u9q1KihX375JUM1AgAAAADwKLM52A8bNiwr6gAAAAAAABlgc7D/p5n5HG3WeAAAAAAAHJnNwT5PnjxpzrGX7p5nbzKZdOfOnUwpDAAAAAAA/DObg70krVy5Uvny5cvsWgAAAAAAgI0yFOyrVKliuW48AAAAAACwnwwF+2PHjunatWvKmTOn/P395erqmtl1AQAAAACAdHDKyJ1q166t559/XoGBgcqZM6dKly6tKVOmZHZtAAAAAADgH9i8x/7s2bMyDEMpKSmKjY3VpUuXtH//fg0ZMkS3b9/WgAEDsqJOAAAAAABwHzYH+4CAAKvbFSpU0Ouvv65nn31WI0eOJNgDAAAAAJCNMnSO/f20atVKzz//fGatDgAAAAAApEOGg314eLiOHz8uSSpVqpTKly+v8uXLZ1phAAAAAADgn9kc7C9fvqxWrVppx44dypMnjyQpJiZGNWvW1LJly1SgQIHMrhEAAAAAADyAzbPiv/fee7p586aOHj2q69ev6/r16zpy5IhiY2PVp0+frKgRAAAAAAA8gM177Ddu3KitW7cqKCjI0laqVCnNmjVL9erVy9TiAAAAAADAw9m8x95sNsvFxSVNu4uLi8xmc6YUBQAAAAAA0sfmYF+rVi317dtXly5dsrRFRkaqf//+ql27dqYWBwAAAAAAHs7mYD9z5kzFxsaqWLFiKl68uIoXL67AwEDFxsZqxowZWVEjAAAAAAB4AJvPsS9SpIgOHjyorVu36sSJE5KkoKAg1alTJ9OLAwAAAAAAD5fuYH/z5k3lzp1bkmQymVS3bl3VrVvXqs+BAwf00ksvZW6FAAAAAADggdJ9KH69evUUFxd332W3b9/WRx99pCpVqmRaYQAAAAAA4J+lO9jfvHlTderUUWxsrFX7kSNH9NJLL2nhwoVavXp1ZtcHAAAAAAAeIt3B/n//+59u3bqlunXrKjY2VoZhaMKECapYsaKCgoL022+/6bXXXsvKWgEAAAAAwN+k+xz7AgUKaPv27apTp45q1aolNzc3nT59WosWLdIbb7yRlTUCAAAAAIAHsGlW/AIFCmjbtm2qU6eOjhw5okOHDqlkyZJZVRsAAAAAAPgHNl/H3sfHR9u3b1epUqXUpk0b/fXXX1lRFwAAAAAASId077Fv3ry51W0vLy/t2rVLL7/8skqXLm1p//bbbzOvOgAAAAAA8FDpDvbe3t5pbgcGBmZ6QQAAAAAAIP3SHewXLFiQlXUAAAAAAIAMsPkcewAAAAAA8Ogg2AMAAAAA4MAI9gAAAAAAODCCPQAAAAAADoxgDwAAAACAAyPYAwAAAADgwAj2AAAAAAA4MII9AAAAAAAOjGAPAAAAAIADI9gDAAAAAODACPYAAAAAADgwgj0AAAAAAA6MYA8AAAAAgAMj2AMAAAAA4MAI9gAAAAAAODCCPQAAAAAADoxgDwAAAACAAyPYAwAAAADgwAj2AAAAAAA4MII9AAAAAAAOjGAPAAAAAIADI9gDAAAAAODA7Brsx40bp5deekm5c+eWr6+vmjZtqpMnT1r1SUxMVK9evZQ/f37lypVLLVq0UHR0tFWfiIgIhYSEyNPTU76+vhowYIBu375t1WfHjh0qX7683NzcVKJECS1cuDCrNw8AAAAAgCxn12C/c+dO9erVS3v37tWWLVuUkpKievXq6datW5Y+/fv319q1a7VixQrt3LlTly5dUvPmzS3L79y5o5CQECUnJ2vPnj368ssvtXDhQg0dOtTS5+zZswoJCVHNmjV16NAh9evXT++88442bdqUrdsLAAAAAEBmy2HPB9+4caPV7YULF8rX11fh4eGqVq2abty4oXnz5mnJkiWqVauWJGnBggUKCgrS3r17VblyZW3evFnHjh3T1q1b5efnp7Jly2rUqFEaNGiQhg8fLldXV82ZM0eBgYGaPHmyJCkoKEg//vijpkyZovr162f7dgMAAAAAkFnsGuz/7saNG5KkfPnySZLCw8OVkpKiOnXqWPqULFlSRYsWVVhYmCpXrqywsDCVLl1afn5+lj7169dXjx49dPToUZUrV05hYWFW60jt069fv/vWkZSUpKSkJMvt2NhYSVJKSopSUlIyZVuzi9lsloeHh8xOkmNV7rjMTpKHx93n3tHGi6NinGc/xjkAAEDWsuUz1iMT7M1ms/r166cqVarohRdekCRFRUXJ1dVVefLkserr5+enqKgoS597Q33q8tRlD+sTGxurhIQEeXh4WC0bN26cRowYkabGzZs3y9PTM+MbaSdLly5VpKRIexfypCglLV0qRUZGKjKSZz27MM6zGeMcAAAgS8XHx6e77yMT7Hv16qUjR47oxx9/tHcpGjx4sEJDQy23Y2NjVaRIEdWrV09eXl52rMx2hw8fVrVq1bRriFQmwN7VPBkOn5eqjZJ27dqlMmXK2LucJwLjPPsxzgEAALJW6pHj6fFIBPvevXtr3bp12rVrlwoXLmxp9/f3V3JysmJiYqz22kdHR8vf39/SZ//+/VbrS501/94+f59JPzo6Wl5eXmn21kuSm5ub3Nzc0rS7uLjIxcUlYxtpJ05OTkpISJCTWXKsyh2Xk1lKSLj73DvaeHFUjPPsxzgHAADIWrZ8xrLrrPiGYah379767rvvtH37dgUGBlotr1ChglxcXLRt2zZL28mTJxUREaHg4GBJUnBwsH777TddvnzZ0mfLli3y8vJSqVKlLH3uXUdqn9R1AAAAAADgqOy6x75Xr15asmSJ1qxZo9y5c1vOiff29paHh4e8vb3VpUsXhYaGKl++fPLy8tJ7772n4OBgVa5cWZJUr149lSpVSu3atdPEiRMVFRWljz76SL169bLsde/evbtmzpypgQMHqnPnztq+fbu++eYbrV+/3m7bDgAAAABAZrDrHvtPP/1UN27cUI0aNVSwYEHLv+XLl1v6TJkyRY0aNVKLFi1UrVo1+fv769tvv7Usd3Z21rp16+Ts7Kzg4GC9/fbbat++vUaOHGnpExgYqPXr12vLli0qU6aMJk+erLlz53KpOwAAAACAw7PrHnvDMP6xj7u7u2bNmqVZs2Y9sE9AQIA2bNjw0PXUqFFDv/zyi801AgAAAADwKLPrHnsAAAAAAPDvEOwBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCB2TXY79q1S6+//roKFSokk8mk1atXWy03DENDhw5VwYIF5eHhoTp16uj06dNWfa5fv662bdvKy8tLefLkUZcuXRQXF2fV59dff9Wrr74qd3d3FSlSRBMnTszqTQMAAAAAIFvYNdjfunVLZcqU0axZs+67fOLEiZo+fbrmzJmjffv2KWfOnKpfv74SExMtfdq2baujR49qy5YtWrdunXbt2qVu3bpZlsfGxqpevXoKCAhQeHi4Jk2apOHDh+vzzz/P8u0DAAAAACCr5bDngzds2FANGza87zLDMDR16lR99NFHatKkiSTpq6++kp+fn1avXq1WrVrp+PHj2rhxow4cOKCKFStKkmbMmKHXXntNH3/8sQoVKqTFixcrOTlZ8+fPl6urq55//nkdOnRIn3zyidUXAAAAAAAAOCK7BvuHOXv2rKKiolSnTh1Lm7e3typVqqSwsDC1atVKYWFhypMnjyXUS1KdOnXk5OSkffv2qVmzZgoLC1O1atXk6upq6VO/fn1NmDBBf/31l/LmzZvmsZOSkpSUlGS5HRsbK0lKSUlRSkpKVmxuljGbzfLw8JDZSXKsyh2X2Uny8Lj73DvaeHFUjPPsxzgHAADIWrZ8xnpkg31UVJQkyc/Pz6rdz8/PsiwqKkq+vr5Wy3PkyKF8+fJZ9QkMDEyzjtRl9wv248aN04gRI9K0b968WZ6enhncIvtZunSpIiVF2ruQJ0UpaelSKTIyUpGRPOvZhXGezRjnAAAAWSo+Pj7dfR/ZYG9PgwcPVmhoqOV2bGysihQponr16snLy8uOldnu8OHDqlatmnYNkcoE2LuaJ8Ph81K1UXcnhyxTpoy9y3kiMM6zH+McAAAga6UeOZ4ej2yw9/f3lyRFR0erYMGClvbo6GiVLVvW0ufy5ctW97t9+7auX79uub+/v7+io6Ot+qTeTu3zd25ubnJzc0vT7uLiIhcXl4xtkJ04OTkpISFBTmbJsSp3XE5mKSHh7nPvaOPFUTHOsx/jHAAAIGvZ8hnrkb2OfWBgoPz9/bVt2zZLW2xsrPbt26fg4GBJUnBwsGJiYhQeHm7ps337dpnNZlWqVMnSZ9euXVbnJ2zZskXPPffcfQ/DBwAAAADAkdg12MfFxenQoUM6dOiQpLsT5h06dEgREREymUzq16+fRo8ere+//16//fab2rdvr0KFCqlp06aSpKCgIDVo0EBdu3bV/v379dNPP6l3795q1aqVChUqJElq06aNXF1d1aVLFx09elTLly/XtGnTrA61BwAAAADAUdn1UPyff/5ZNWvWtNxODdsdOnTQwoULNXDgQN26dUvdunVTTEyMqlatqo0bN8rd3d1yn8WLF6t3796qXbu2nJyc1KJFC02fPt2y3NvbW5s3b1avXr1UoUIF+fj4aOjQoVzqDgAAAADwWLBrsK9Ro4YMw3jgcpPJpJEjR2rkyJEP7JMvXz4tWbLkoY/z4osvavfu3RmuEwAAAACAR9Uje449AAAAAAD4ZwR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHFgOexcAAADSJyIiQlevXrV3GU8UHx8fFS1a1N5lAADwUAR7AAAcQEREhIJKPqf4hER7l/JE8fRw1/ETJwn3AIBHGsEeAAAHcPXqVcUnJGpRTymokL2reTIcvyS9PTtRV69eJdgDAB5pBHsAABxIUCGpfKC9qwAAAI8SJs8DAAAAAMCBEewBAAAAAHBgBHsAAAAAABwYwR4AAAAAAAdGsAcAAAAAwIER7AEAAAAAcGAEewAAAAAAHBjBHgAAAAAAB0awBwAAAADAgRHsAQAAAABwYAR7AAAAAAAcGMEeAAAAAAAHRrAHAAAAAMCB5bB3AQAAAECqiIgIXb161d5lPFF8fHxUtGhRe5cB4F8g2AMAAOCREBERoaCSzyk+IdHepTxRPD3cdfzEScI94MAI9gAAAHgkXL16VfEJiVrUUwoqZO9qngzHL0lvz07U1atXCfaAAyPYAwAA4JESVEgqH2jvKgDAcTB5HgAAAAAADoxgDwAAAACAA+NQfAAAAADIRlz9Ifs97ld/INgDAAAAQDbh6g/28bhf/YFgDwAAAADZhKs/ZL8n4eoPBHsAAAAAyGZc/QGZ6YmaPG/WrFkqVqyY3N3dValSJe3fv9/eJQEAAAAA8K88McF++fLlCg0N1bBhw3Tw4EGVKVNG9evX1+XLl+1dGgAAAAAAGfbEBPtPPvlEXbt2VadOnVSqVCnNmTNHnp6emj9/vr1LAwAAAAAgw56Ic+yTk5MVHh6uwYMHW9qcnJxUp04dhYWFpemflJSkpKQky+0bN25Ikq5fv66UlJSsLzgTxcbGyt3dXeEXpNhke1fzZDgdLbm7333ur127Zu9yngiM8+zHOM9+jPPsxzjPfozz7Mc4z36M8+znqOP85s2bkiTDMP6xr8lITy8Hd+nSJT311FPas2ePgoODLe0DBw7Uzp07tW/fPqv+w4cP14gRI7K7TAAAAAAArFy4cEGFCxd+aJ8nYo+9rQYPHqzQ0FDLbbPZrOvXryt//vwymUx2rOzJERsbqyJFiujChQvy8vKydzlAlmCc40nAOMeTgHGOJwHjPPsZhqGbN2+qUKF/vi7iExHsfXx85OzsrOjoaKv26Oho+fv7p+nv5uYmNzc3q7Y8efJkZYl4AC8vL35x4LHHOMeTgHGOJwHjHE8Cxnn28vb2Tle/J2LyPFdXV1WoUEHbtm2ztJnNZm3bts3q0HwAAAAAABzNE7HHXpJCQ0PVoUMHVaxYUS+//LKmTp2qW7duqVOnTvYuDQAAAACADHtigv1bb72lK1euaOjQoYqKilLZsmW1ceNG+fn52bs03Iebm5uGDRuW5pQI4HHCOMeTgHGOJwHjHE8Cxvmj7YmYFR8AAAAAgMfVE3GOPQAAAAAAjyuCPQAAAAAADoxgDwAAAACAAyPYAwAAAADgwAj2AADgsWU2m+1dAgAAWY5gj8cGF3gAAPydk9Pdjzp79uxRYmKinasB7IsvuuCoUj/n37x5086VPLoI9ngsmM1mmUwmSbzhgUdB6h/g8+fP6+rVq3auBk+6jRs3ql27doqLi5PEF8F4MpnNZssXXbt379b169ftXBGQPoZhyGQyacOGDWrZsqV+++03e5f0SCLYw+Hd+4dq7NixCg0N1fnz5+1cFfDkSv0DvGbNGr322mvatGmTYmJi7F0WnmDVq1dXYmKiJk+eLEmWL4KBJ4VhGJbPSh999JE6dOig7du3Kykpyc6VAf/MZDLp22+/VatWrVShQgWlpKTYu6RHEsEeDi/1D9WgQYM0c+ZMvfzyy3J1dbVzVcCTI3XvZ+ohniaTSd9//73atm2rLl26qFq1asqTJ48dK8STJHUcpo7L5ORkeXh46MMPP9T+/fsVERFhz/IAu0j9Mmvo0KGaO3eu5s+fr1q1asnNzc3OlQH/7NSpU+rXr58mTJig0aNHq3z58pKk33//nVOs7kGwx2NhzZo1+vLLL7Vu3Tp17dpVBQsWVFxcnM6dO6cbN27YuzzgsbZ//35Jd79ku3Pnjq5fv64xY8Zo8ODBCg0Nla+vr2JiYrRy5Urt3r3bztXicXbvXslDhw5JkuWL3kqVKunQoUMKCwuzV3mAXV26dEkbNmzQzJkzVaNGDZnNZh0+fFjDhw/X2rVrOZURdnfvaVJ37tyx/BwTEyMvLy917dpVf/31lz799FPVqlVLL774orp3766zZ8/ao9xHDsEej4XLly/rhRdeUPny5fXrr79q7NixKleunGrXrq3//ve/nOMLZJE9e/YoODhYEydOlCQ5OzsrJSVFJpNJxYoVU0REhEaPHq1mzZqpQ4cO6t+/v2bMmGHnqvE4uneulS1btqhBgwZq2rSp1q1bp/j4eL388svq0aOHJkyYoMjISDtXC2S/hIQEnTt3Tk5OTtq2bZsGDRqkzp07a8GCBRo8eLC+++47e5eIJ5zJZNKVK1ck3f08sWnTJn3zzTcqUqSITp48qZYtW6pq1aravHmzXnnlFS1dulSLFi3SwYMH7Vz5o4FgD4dzvxldCxQooO3bt6t9+/YKCQnRsWPH9MEHH6hHjx767rvvCPZAFnn66ac1YsQIjR8/XpMmTZIk+fn5KVeuXBo2bJief/55HTt2TG+99ZZOnDihvHnz6syZM3auGo+be/fUDxgwQAsXLtTatWsVHx+vsWPH6qWXXtLatWtVpEgR+fn5WcbgvXuEgMfJ/T4rFS9eXI0bN1aXLl30+uuvK0+ePBo7dqzOnz+v3Llz6/Tp03aoFPg/N27cUJkyZfThhx/q+++/V8OGDeXq6qqCBQtq69atypEjh9544w19/PHHGjFihJo0aaJq1apxzv3/l8PeBQC2uHeivLNnzyolJUUFCxZU06ZNtWzZMq1du1ajR49W7dq1VbhwYUVHR2vJkiWWmZABZC5/f3+FhobKw8NDY8aMkbu7u9577z1t3bpVCxculIeHh5o2baocOXLI2dlZvr6+kv7vcDsmMcO/lTpZoyT973//05o1azR37ly9/PLLWrdunU6cOKE5c+Zo5MiRcnNz0549e5QzZ069+uqrcnZ2tnP1QOa797PSN998o8uXLysyMlJ9+/bV/Pnz1a1bN7m5ualcuXKW+3h6eip37tz2KhlPuD///FMFCxaUp6en5syZo5YtW2ratGlasmSJmjZtKsMwVL16dVWvXt3qfh999JFOnjyp4OBgO1X+aCHYw2Hcu0dm2LBh+vbbbxUfH6+UlBR9+OGH6ty5s958802ZTCbduXNH8fHx6tixo7y8vCyTbADIPKkfHg8fPqxbt24pZ86c6tu3r1JSUhQaGqqOHTta+sbExGjSpEn64YcftGfPHgI9Mk3qWPr222/1/fffq3nz5pY9OK6urnrxxRc1e/ZshYeH6+zZs0pKStKBAwe0fft21apVy+qLAeBxkPpZaeDAgVq6dKlefvllXbhwQQsWLNCUKVPUqlUrmUwmxcXFKSIiQgMHDtSVK1cUGhpq58rxJJo5c6Y+++wz/fzzz3Jzc1NgYKCSk5MlSUeOHJEky2d7JycnmUwmrV27Vl9//bV2796tDRs2KCAgwJ6b8MjgUHw4jNQPXmPHjtWcOXM0adIk/fHHH3rhhRc0ZswY/fHHHzKZTEpKStL06dP12muv6fLly9qyZYucnJzue1gagIxzcnLS6tWrVa9ePZlMJnXr1k2vvfaahg4dqo8//tjS79tvv1WLFi20fPlybdu2TSVLlrRj1XgcRUREaPbs2VqzZo3l1CsXFxeZzWbL7/4KFSrojTfe0Lp165Q/f35t3rxZEkeN4PG0dOlSLV68WBs2bNCqVas0adIkXb58Wbly5bKM+W3btqlLly5KSEhQeHi4cuTIwekpyHYdO3bUt99+Kzc3N8XFxal06dIKDw/XypUrNWnSJA0YMECSLEdY3b59W7lz51ZAQIC2b99udeTJE88AHmGxsbGWn+/cuWPExcUZderUMRYuXGgYhmGsW7fO8Pb2Nj799FPDMAzj9u3bRmJiovHNN98Y77//vpGSkmIYhmH5H0DmuXXrltGwYUNjwIABlraIiAhj6NChhqenpzFjxgzDMO6+d2fNmmX88ccf9ioVjxmz2ZymbdeuXUZISIjh5+dnfPvtt/ftm/q3YNasWUb58uWNmJiYrC8WyGIbN240bt68adU2efJko3PnzoZhGMbixYsNLy8vY/bs2YZhGEZcXJxx7do1Iz4+3ti4caNx+/ZtwzD4rAT72rt3r1G0aFHj0KFDhmHcHY9fffWV4erqagwcONDSb+HChcbXX39tJCcn26vURxZ77PHIatGihUJDQy17X5ycnBQfH6/z58+rdu3a2rFjh1q1aqXx48ere/fuSkhI0PTp0/Xnn3/qzTff1Mcff2z59jlHDs46ATKbyWTS+fPnrY6GKVKkiLp06aLg4GD16dNHEyZMkJOTk3r27Kmnn37ajtXicXHv7Pd//vmnzp07J0l69dVXNWrUKL388suaPn261q9fL+nuODX+/5wOqX8LwsLC5OnpabkUHuColi5dqoYNG2rRokW6deuWpT31+t579+5V9+7dNX78ePXo0UOS9MUXX2jGjBlyc3NT/fr15ezszGcl2N3zzz+vAgUK6M0339SRI0eUI0cOtWnTRnPnztW0adPUvHlzdevWTe+++64qVKggFxcXe5f8yCHY45HVpEkTzZ8/XxMmTLCE+wIFCqhkyZJq3bq1GjVqpOnTp6t79+6SpOvXr2vVqlXas2eP1XqYHAnIGh4eHnrttdd0/Phx/f7775b2okWLqkKFCipatKg+++wzXb161eratEBGGffMtTJy5EiFhISoVq1aeuGFF7Rs2TKVK1dOgwcPVp48eTR58mRt2LBB0v8dbm8YhlJSUnTixAl9/PHH8vDwsNu2AJmhdevW+u9//6u+ffvqq6++skwW3LFjR+3bt0+vvPKKpkyZYgn18fHx2rp1q65du2Z5L0l8VoL9nDhxQufPn1euXLm0c+dOFSxYUK+//rqOHDkiZ2dntWvXTuvWrdO1a9d0+fJl7du3T0FBQfYu+5FEsMcjyTAMtW/fXsuXL9fkyZM1fvx4RUVFSZLatGmj6OhoVa5cWZ06dZIkxcXFqVu3bnJxcdFbb71lz9KBx1JqML9165bVXqGaNWvqjz/+0Lx586zCfWJionr37q1ffvlFPj4+nMeMTJE6jkaNGqVZs2Zp6NCh+u2335QzZ04NGTJEp06dUnBwsN5//33lzZtXgwYNSvNlr4uLi/bt26dKlSrZYxOATJN6PvyoUaM0YMAAvffee1q0aJESExP13HPPqVmzZnr22Wd15coV3bhxQwcOHNAbb7yhyMhIffLJJ5LEl66wG8MwFBUVpQoVKmjcuHGKiIhQzpw5tX79ehUtWtQS7iWpTp062rx5s5YsWaIyZcrYufJHF8fc4JFlGIbeeOMNLV++XG+99ZYMw7Bcs/LEiRNavny5ypYtqxIlSigyMlIJCQk6cOCA5ZAyvn0GMofx/2cNX7dunSZPnqxr167J29tbH3zwgZo0aaKrV69q/Pjx2r9/v4oXL674+Hj98MMP2rt3r7y9ve1dPh4jhmHo+vXr2rx5s6ZPn66mTZtq8+bNOnHihCZOnKhnn31WZrNZVatWVVJSkrZu3WoV4FO/GOCLJjwOnJ2ddfv2beXIkUOjR4+WYRjq3bu3zGazevbsqffee09OTk6aMWOGxo0bp2LFisnX11f79++3nKrIZyXYi8lkkr+/v+bMmaN+/frJ3d1d/fv3V0BAgNavX6+QkBA1b95c33zzjcqWLSs3Nzd7l/zIMxl8VYdHyL3XXr3XsmXL1KZNG/Xt21fjx4+XYRjav3+/li1bJjc3NxUpUkR9+vRRjhw5LH/kAGSeH374QU2bNtUHH3ygYsWKae3atTp16pS6dOmiAQMGaMuWLfrxxx+1bds2FSlSRB9++CHfqiNT3Pt3wTAMXblyRVWqVFF4eLj279+vZs2aadKkSerevbvi4+M1b948tWrVSgUKFLCsgwCDx0lKSorl/GLjb5dr/PDDDzVp0iTNmDFDPXv2VEpKimJjY3Xw4EEVLVpUzzzzjJycnPisBLtIHa9//528bNkyvfvuu+rUqZNCQ0NVtGhRxcXFqWrVqjKZTNq3bx9zoqQDwR6PjHs/vIWHhys2NlZPP/20/Pz85O7uriVLlujtt99W3759NXz48PvuCeTDG5C5DMNQUlKSWrZsqWeeeUaTJ0+2LBs4cKBWr16tGTNmqH79+pLufuCUxKQ2yBT3/l347LPPVLlyZZUpU0bVq1dXrly5tHv3bk2ZMkVdunSRJJ07d05vv/223n//fTVr1syepQOZ7syZM1aTkH7++ec6fPiwvL29VbZsWbVs2VLS/4X7mTNn6u2331bu3Lmt1vOgnShAdti4caPCw8PVu3dvq8/yy5cvV7t27dSjRw/1799fxYoV061bt3T16lWuU59OvKvxyEj9I/P++++rSZMmev3119W4cWO1bdtWf/31l9q0aaPFixdr2rRpGj16tP7888806yDUA5nLZDLJ3d1dcXFxlm/Lk5KSJEkTJ05UsWLFLOdqSncDPaEe/9b27dsl3f27cOfOHV28eFFDhw6Vp6enJKlt27Y6cuSIatSoYQn18fHx6tWrl9zd3dW4cWO71Q5khZ49e6p79+46ePCgJGn48OEKDQ1VTEyMNmzYoOHDh6tdu3aSpPHjx2vQoEHq37+/Pv/8cyUmJlqti1CP7HbvPD1//fWXhgwZos8//1yxsbGW5W+99ZZGjRql+fPn6+OPP7acc0+oTz/e2bC7ey+V9f3332vdunX6+uuv9fPPP6tHjx76888/1ahRI8XExKh169ZatmyZJk+erFWrVtmxauDJkPrH2NvbW7t375Ykubm5KTk5WdLdyfMSExOt3sfAvzFp0iT16tVLCxYskHT3C9v4+Hjdvn1b7u7ukqRmzZqpefPmOnHihGrVqqWOHTuqXr16unjxon744QfLXCvA4+LNN9/U2bNnNWHCBP3www/at2+fNmzYoMWLF2v37t364IMP9PPPP+vdd9+VJI0dO1bdunXTmjVrODcZdmcymbR8+XK98MILat26taZNm6ZBgwZp9uzZunHjhuV0Eh8fHxUtWlTr1q1j3GYAJ9fA7lK/OV69erV27typZs2aqWbNmpKkZ555RoGBgRoyZIjGjRunsWPHqmXLlipQoIBeffVVe5YNPJZSz3+LjY2Vq6ur7ty5o5w5c2rs2LF69dVX1a5dO3399deWvfenTp1S3rx5dfv2bc5/Q6Zo06aN9u/fry+//FJms1ldunRRnjx55OPjo3z58km6e+nTgQMHqnbt2lq4cKFcXFzUoEEDffjhh8y1gseO2WxWzZo19eWXX6pdu3aKj49XTEyMnn32WUlS7ty59cYbb+jGjRtavHixjh8/rqCgIE2fPt3yO/3v5+IDWeV+p3pERkZqyZIl+uCDDyRJ7733nsxms/r37y+TyaRWrVopICBAZ86c0bBhw9SgQQN5eXnZo3yHxjn2eCTcunVL5cuX1+nTp9W4cWOtXr3aannPnj115MgRbdu2zeowXz68AZnn3tnvZ82apfPnz+uFF15QSEiIOnTooG+//VbdunVT8eLFVaZMGd26dUtr1qxRWFiYSpcube/y8RhI/UAYFRWlXr166fLly+ratatKly6tHj16aMeOHZa99g/CXCt4HKW+N/bs2aP27dvr7NmzWrVqlZo2bWrpc/LkSb344otauXKlXn/9dUs7oR7ZJXWcnj59WleuXNErr7yi8PBwyxV1vvzyS+XLl8+yI2D69OkaMWKEihUrply5cungwYMKCwvTCy+8YOctcUwcio9HQs6cOfXjjz+qZs2a+uWXX7Rq1Srdvn3bsvyll15SbGys5VycVIR64N+597tdk8mk9evX64033tArr7yiVq1aKW/evOrWrZumTp2q5s2ba+/evXr22Wd1/fp15ciRQ/v27SPUI9M4OTnJbDbL399fs2bNkq+vrxYvXqzZs2crPDxc3bt319tvv613331XPXv2VNOmTbV06VJJ/zeWCfV4XNx7ilPqHtBXXnlFS5cuVbFixTRv3jzt2bPH0idPnjx6+umn04R4Qj2yQ2qoP3z4sJ577jkdOnRI0t3J8vbv36/Dhw/L3d1drq6ultP5+vTpo6+++kqvv/66KlSooP379xPq/wX22CPb/f3SRff+wYmOjlaTJk3k7Oysrl27qnnz5rp165Zat26tXLlyae3atfyBAjJB6vswKSlJbm5uMpvNSklJUdu2bfX0009r4sSJkqQbN27oq6++0sCBAzVv3jy1adPGsg6OmEFmedAs3ZGRkXrvvfd06NAh5ciRQw0bNlR8fLzlyK24uDjNnz+fcYjHzr3viXPnzik2NlalSpWSdHenxo8//qgOHTqoUKFCaty4sUqUKKEFCxbojz/+0K+//soXXMhWqeP10KFDqlq1qvr27asxY8ZIuvtZ4YsvvtCoUaNUs2ZNzZgxQ/ny5bO6bCMyB8Ee2ereP1QzZ87Ur7/+qrNnz6pfv34qW7asnnrqKUVFRal58+Y6dOiQAgMD9dxzz+nmzZuWiTQ4pAz4d1Lfh+Hh4WrcuLF++eUX+fr6KiEhQRUrVtRrr72mSZMmWfrfuHFD7733nnLkyKE5c+YoR44ccnJy4r2ITHHv34X9+/crKipKJUuWtJxT/+eff6p3796KiYnRO++8o9atW6dZB4ff43Fy73tiyJAh+u6773ThwgWVLVtW7du3V8uWLZU7d2799NNP6tixo/744w81bdpUxYoV08SJE5UjRw7eE8h2x48fV9myZTVixAh9+OGHlva9e/eqcuXK+uSTT7RixQqVK1dO48aNk7e3NzsIMhmH4iNbpf6h+vDDDzVy5EgVKFBAfn5+ev/99zVjxgydPXtW/v7+Wr16tSpVqqTExEQ1adJEP/zwg2UmboIEkHH3HipXq1Ytvfnmm/L19ZUkeXh4qG7dujp69KjOnj1ruY+3t7d8fHx0/PhxS6iXOLwT/55hGJbxNHjwYLVu3Vrdu3dXq1atNGTIEP3xxx8qWLCgpk+frjx58uizzz7T9OnT06yHAIPHSep7YuTIkZo7d67Gjh2riIgIOTk5afLkyZo9e7Zu3rypKlWqaOnSpfL09NQrr7yiyZMnE+phF7du3dJHH30kFxcXy2UXpbuXXnz99dd16dIl9e3bV02bNtUvv/yijz76SH/99RehPpMR7JHtvv76a33zzTfauHGjxowZo+7du+vUqVP67rvvNHPmTJ0/f16+vr5aunSp8uXLp/nz52vHjh3Mug38S6mh/tdff1VwcLB69+6tqVOnWi2vV6+ezp07p4ULF1qF+/j4eAUEBCglJcUOleNxlfrl0Pjx4/Xll19q/vz5unTpkipVqqRly5bpv//9r06dOqWnnnpKM2bMkHR3gjAONsTj6N5xHR4ernXr1mnhwoVq3LixDh48qAMHDihv3rz64osv9Pnnn+vmzZuqWLGidu/ebZld3DAMQj2yXc6cOdWmTRtVq1ZNrVq10q1btzRr1ixNnDhRixcvVqFCheTs7KwPPvhAzZs319atWzVmzBh+l2cyDsVHlvv74bpff/21oqKiNGDAAK1evVqdOnXSxx9/rMjISE2YMEE9e/ZU165d9eyzzyo6OlpvvPGGYmNj9cknn6h27dp23BLA8Z07d04VKlRQw4YNtWjRIkv7zJkzFR8fr4EDB2rKlCmaO3eufH19VaJECSUkJOj777/XTz/9xER5yHTnz5/XO++8o27duunNN9/Uxo0b1bJlS0uYKVu2rEaNGqXixYvr6tWrypcvH6eC4LHz973scXFx+u6779SyZUuFhYWpZcuWGjdunLp06aKXXnpJN2/eVIsWLfSf//xHOXPmvO86gOxw7+/itWvXasaMGTp58qSuX7+u7du366WXXpL0fzsX7ty5o5kzZ6pJkyYqVqyYHSt//LDHHlnq8uXLljf73LlzlZSUpIYNG6pDhw76888/NXr0aA0ZMkRdunRRnz595O3trSVLlmjTpk26ffu2/Pz89M0331gCBoB/5/Tp08qdO7fc3Nz0888/S5ImTJigQYMGWf749u/fX2PHjlXVqlV16tQpeXh4aM+ePYR6ZIkiRYro/fffV/Xq1bVv3z517txZEyZM0KJFi1SlShWtX79e3bt31/nz5+Xj42OZOZ9Qj8fFjh07dObMGUl3f/8OHTpUuXLlUuPGjeXm5qa5c+fq7bffVseOHSVJzzzzjG7fvq0bN27I09PTsh5CPewh9UgRSXr99dfVp08fPfvsswoICFDBggUl/V+oN5vNcnZ2Vt++fQn1WYA99sgy27ZtU/v27bVlyxZ9/vnn+vzzz3X8+HEFBARIunuY2VtvvaVFixapcuXKOnr0qD7++GO9/PLL6tatm5ydnS2TavAtNJB5vv32W40bN07lypWTi4uLVqxYocWLF6tu3bppZie/ffu2TCYT7z9kig0bNuiHH35QcnKyatWqpbfeekuSlJycLFdXVw0cOFCXLl3SggUL5OLiotGjR2vTpk2qWrWqxowZc9+Z8wFHZRiGbt26pUKFCumll15S0aJFtXr1au3atcvqi9T69evrmWee0cyZMyVJbdu2VYcOHVSnTh2OXsEj495xuG7dOk2fPl0JCQlauHChihcv/sCrnyDzMGMBsoTZbFbt2rUVEBCgGjVqKDExUT/99JMCAgIsb+z4+Hg5Ozvrp59+kiSNGTNGuXLlUo8ePSTdPaQsdVINfhEA/17qH93mzZvLbDZrzJgxOnnypCZOnKi6detKSvteY2IbZJYvvvhCgwYNUr169XTt2jVt3bpV+fPnV506dSzzp9y4cUMXLlzQzZs3lS9fPh06dEgdO3ZU586dZTKZ+GCIx4rJZFKuXLl0+fJl+fr66qefftLy5cstod4wDJnNZhUtWlT79+9Xx44ddebMGV27dk1fffWVZQ8o7wk8ClL33JtMJjVq1EiGYWjGjBl655139Nlnn+nZZ5+1d4mPPX4TINNt3rxZ48aN08WLF/Xaa6/p6tWryps3r0wmk27fvm35A/Tqq6+qbt26mj17tt58801dvXpVX331lSSlmfyFb6KBf+/ew+XeeOMNjR49WkFBQTpw4IAOHDhg6ceBXMhsc+fOVc+ePTV37lwtW7ZMn376qby9vS1/F1K9/PLLiouLU7169VShQgUdPXpUHTp0sIxdAgweN4mJiTp79qxy584tT09Pffrppzp+/LgkWY6WmjJliipUqKCbN2+qaNGiOnTokJydnQn1eOT8/bD8vn376tatW+rXr59SUlL4fJHFOBQfmWrBggUaMmSIGjdurN69e8tsNsvV1VWdOnVSdHS0vvzyS1WuXFlOTk6WsJ767XP58uWtDr8HkHFz585V9erV9cwzz6RZdu/hcqmH5T/33HPq16+fKlasmN2l4jG3cuVKtWzZUp999pm6du1qaS9durT8/Px08eJFVa1aVf/9738VGBiouXPn6syZM0pJSdG4ceM4HQuPnQcF8mvXrqlkyZIqU6aMZs6cqeeee+6BOzb4rAR7SP38cOHCBSUmJqp48eKWsXzvZ4t7f960aZOCgoJUtGhRu9X9pCDYI9MsW7ZMXbp00YIFC1S/fn15e3tbLX/11Vd14cIFLVu2TJUrV5YkjR07Vu+//77c3NwkMaMrkBni4+NVqlQp5cyZU+vWrVNgYGCaPn8P9x9//LEKFCig4cOHq1y5ctldMh5jM2bM0ODBg/XRRx+pa9euyp8/v5o1a6ZDhw6pR48eun37tiZOnKgaNWpo9erVae5PgMHj5N5Qv2bNGp06dUru7u56+eWXValSJZ0/f14vv/yyypYtq48//ljPP/+8mjRpoldeeUWDBw+WlPZqQ0B2WrVqlQYNGqS//vpLNWvWVKdOnRQSEiLpweEe2YNgj0xx5coVtWzZUm+88YZ69eplaY+Li9Phw4fl4+Oj5557TiEhITpy5Ij69u2rTZs26dSpU/r9998J80Ami46OVkhIiJKTk7V69Wo9/fTTafrc+0d36dKlmjt3rr7++msVKlQou8vFY+6TTz7RlClT1LNnT/3444+6ePGi1qxZY5kVef78+XrnnXf0888/q3z58vYtFsgGAwcO1IoVK/TMM8/I29tbq1at0tq1axUSEqKLFy8qODhYefPmldlslmEYOnTokFxcXOxdNp5w586d02uvvaaePXuqcOHC+uSTT5QjRw516tRJ7dq1k0Sgtye+AkemuXz5sp566inL7U8//VTbt2/XqlWr5OPjo1deeUXr169X+/bttW7dOrm5uenUqVOcJwZkIsMwZBiG/Pz8tGbNGtWvX1/vvPOOvvjiCxUvXtyq770T3bRu3VqNGjVS7ty57VQ5Hkepv9tDQ0NlNps1evRoubi46Pvvv1exYsUs48/b21ulSpVSvnz57F0ykOWWL1+uRYsWafXq1Xr55Ze1aNEirVq1StevX5ckFS5cWPv379dXX30lZ2dn9evXTzly5ODoFWS71P2/qUE9Z86cCg4OVteuXeXm5qaKFSuqd+/emjdvniSpXbt2Vp8tkL347YBMExsbq/Xr18vLy0uzZ8/WqVOnVLVqVW3atEk3btxQaGioZs6cqa+++kpXrlyRj4+PZeIk/lABmcfJyUnfffedvvvuO+XLl087duxQ69attWzZsjR77u/9A0yoR2a7d9buDz74QDlz5tSoUaO0ZcsWPfXUUypatKgMw9DChQv19NNPcw4mngi///67GjdurJdfflnffvutevTooc8++0zt2rVTbGysrly5ouLFi2vgwIGWcMRnJdiLyWTSpk2btHTpUt26dUvJycmWU2gLFy6sGTNmqHfv3vryyy+VlJSkd955h1BvJ+wiRaYoUKCAFi5cqBUrVqhr1676/fffNXXqVI0aNUp169ZV7dq1lT9/fkVHR1v6pwYK/lABmcdkMlmCfNWqVTV+/HitXr1acXFxat68uc6cOXPf+wBZJTXcS1KPHj30/vvv6/PPP9fChQt14cIFNWnSRKdOndKqVaus+gKPg9TxfO+Zr6mH13/77bfq0KGDJk2aZJlY8vvvv9fcuXMVFxdn9buZz0qwh9TPFA0bNlRCQoLCw8O1Y8cOTZgwwdKnSJEimjlzpu7cuaM1a9YoNjbWjhU/2fgtgUxTu3ZtnT59WnFxcfedrCt37twqUqSIVRuBAsh8+/btU3BwsLp06WKZv6JMmTJq0KCB2rRpoyVLltz3nHvg33rQ4Zf37rl///33JUnTp0/XrFmz5OPjoyNHjsjFxYW9knjspJ5m+NNPP6lq1aqSpKefflpff/21Fi9erHHjxql79+6S7h75uGTJEr3wwgvKlSuX3WoGUp06dUqnTp3SjBkz1KtXL128eFGjR4/W999/L1dXV/Xv31/S3XC/aNEimc1meXl52bnqJxd77JGpChQokCbUX7lyRe3atVNycrK6dOlip8qAJ8eVK1cUGRlpCfW3b99WQECAhg4dqv3796tZs2Y6d+6cfYvEY+Xq1auS7n5Ze+fOHatlqXsq790b//7776tnz54qVaqUZVIwQj0eJ/ceeXL48GFVq1ZNU6ZMkSS1bdtWVapUkdlslre3t44fP65ff/1VLVu2VHR0tMaOHStJXPMbdvXHH3/ojTfe+H/t3Xd8Tvf///HHlUlEjSARo4QYNWp+rNilRqi9glJij5bYsy2x916p9bEJWiMUiRmzVT5G7KAiRYKQfV2/P/xyVdDvp5/PB1cSz/vt5ubmXOc6Xqc9Oc7zvBdjxowhS5YswIuu98OHD6dEiRKsX7+eWbNmmffPlSvXaw148n4p2Ms78+DBAyZOnEjnzp0JDw/n0KFDWFtbv/bQJyJvV4cOHYiKimLq1KnAn104s2fPTv369cmUKZO6O8tbs27dOgYPHszevXsBzC+UDhw4QExMTLIW/JfD/ZAhQ9i/f79CvaQ5JpPJ3FI/b948li5dioODAwMHDjSH9h9++IEGDRowdepUSpQoQffu3YmNjSU4OBgbGxsSExPVq1Heu5dfJtnY2ODp6YnJZCIoKMi8PW/evIwYMYJy5cqxYMECFixYYIlS5Q30r6i8M3fu3OHIkSMULFiQrVu3akZXkbcsqdvzuXPnuHTpEjY2Nri5ufHpp5/i5eXF5s2bMRqNDB48mOjoaA4cOECuXLmYN2+elk2St2LFihX07t2bmTNn4u7ubt6+fPlyRo8ezcGDB5PNfg8vwn3SnzXXiqRFSdf6yJEjWbx4MbNnz6Zs2bIEBgYyYcIE4uPjGTNmDJs2beLChQuEhYXh6upKoUKFsLKy0rOSWEzSmPqCBQvy8ccf07t3b+zt7Vm+fDljxozh22+/BV50vffx8cHe3p769etbuGpJonXs5Z2KjIwkU6ZM5u6ZWq9e5O3avHkzffr0oUCBAphMJsLCwpg6dSoeHh5MnTqV1atXY2VlhbOzM1evXiUwMJBSpUpZumxJA0JDQ/H09KR79+707t0bSD7Gvly5cnzyySesXLkSQP8GyAclPDwcT09PevbsSefOnQH4/fffWbZsGRMmTODbb79l0KBBr31Py/+KJT1//pz69etz6tQpQkJCyJUrF7dv38bPz49169bRqlUrc7gHrdaQ0ujOIe9U5syZzS0yeqAT+d+9PJTlzJkzdO/endGjR3P48GHGjx/PzZs3CQ4OJnv27AwfPpygoCB69OiBt7c3J06cUKiXtyYhIYF79+6RKVMm8zaDwUB8fDwAo0ePJiEhgbCwMAANw5IPio2NDbdu3SI8PNy8zdXVla+++orSpUszZMgQpk2bZv7s5bkoRN63pOvPwcGB+fPnU7lyZcqVK8fdu3fJkycPnTt3pk2bNvj7++Pj42P+nkJ9yqIWexGRVCAoKIjq1asDf74hX7VqFevWrWPHjh3cunWLatWq0bBhQ+bPnw/AjRs33rhChcjb8Pz5c3r37s3mzZupWLEiLi4u/P777zx9+pT4+HiePXvGlStXqFixIlFRUcla9kXSkje1sptMJry9vYmIiMDX15fChQubP+vXrx+XLl3i0qVL+Pr60r59+/ddsgjwZy+rV6/hixcv0qtXLy5evMjp06fNLfdz584lKCiIn376iWzZslmwcnkTvRYUEUnhjhw5QuvWrRk6dCjw5xvyxMREHBwcuHLlCh4eHtSrV4+5c+cCEBgYiJ+fn3m2cpG3zcHBgWXLlrFy5Uru3btH+fLl6datG4MHD+abb76ha9euANSpU4eaNWvSvXt3C1cs8va9HIguXrzI0aNH+eOPPzAYDLRp04bz58+zZMkSLl68CMDTp0+5c+cOLVq0oEqVKuzYsYOYmBjNgC/vzZ49e8yTmBoMBo4dO0bZsmV5+vSpeZ+iRYsyf/583NzcqFixIvfv3ydPnjz07dtXoT4FU/8JEZEULn/+/PTs2ZONGzdiMBiYMGECAE5OThw9epRKlSrRsmXLZDPTbty4kYiICNKlS2epsuUDYDAYyJ49O3FxcfTo0SPZpIxnz57l6NGj9OrVC2dnZ0DjMSXteLXr/PDhw9m6dSuPHz/GxcWFcuXKMXPmTEaOHMnUqVM5cOAArq6u/P777yQkJNCtWzdu3LjBvn37sLGx0Qz48l4cP36cli1bEhISYr4vx8bGEhMTQ506dfj5559xdHTEZDJRtGhRBgwYQKtWrXB3d+fSpUvkzp3bwmcg/xe12IuIpGBGoxFXV1d8fHzo0KEDu3bt4rvvvgOgUaNGtG7dmkePHlGrVi3u3btHeHg4Q4YMYcOGDYwcORJHR0cLn4GkZQaDgbJlywLQrVs38/YnT54wZMgQjEYjOXLkMG9XqJe0IjIy0hzGp0+fzrJly5g3bx53796lePHibNy4kV9++YUOHTowb948OnXqRMaMGWnQoAEnTpwAXkymV7RoUS0/Ku9NhQoVuHHjhnlCXYBq1aqxaNEiEhMTqV69Ok+ePDFf27lz56Zx48bUq1ePqKgoS5Yuf4PG2IuIpGBJ3TxPnTrFxo0b8ff35/bt2wwePNg8M21S4Le1tSVfvnyEh4ezadMmSpcubeHqJS14dezly382mUwYjUb8/PyYOHEiGTNmJFeuXDx58oTnz58THByMra2tZvqWNGXv3r3Mnj2bH374AQcHB9q0acPnn39O79692blzJ23atGHq1Kl069aNuLg4TCYT9vb25u+HhoaycOFCFixYwOHDhylWrJgFz0Y+RHfu3CFv3rwMHToUX19fjEYjhw4dwsfHh4SEBAICAnB0dGTKlClcu3aNRYsWkT59ekuXLf+GXp2LiKRgVlZWbN++nZYtWzJ8+HC6du3Kzz//zKpVq4iLi2PChAmsWrWKffv28ejRI5ycnChSpAiurq6WLl3SiKRAHhgYSI0aNZIFdIPBgLW1Na1btyZ//vz4+fnx0UcfUbBgQb7++mtsbGzU/V7SnAsXLnDgwAGioqLIli0bUVFRVKlShb1799K6detkoX7FihW4u7tTrVo1rKyseP78OVOmTCEoKIgDBw4o1ItF5M6dm3nz5vHNN9+QLl06Ro8eTdWqVZk5cyaDBg3CxcWFUqVKcfXqVQ4fPqxQn0qoxV5EJAV79uwZrVq1onjx4kyaNAl40X1z4cKFrFy5kk6dOjF27FjLFilp3oEDB+jduzfbtm3D3d092Xr1/xetXS9p1T/+8Q8KFizImjVraNy4MSEhIdy7d4+ZM2cmW7e+ffv2eHl50aVLF/N3IyIiiI2NxcXFxVLlywcm6Z796j15yZIl9OjRgzFjxjB69GgA4uLiWLVqFdbW1lStWpUCBQpYqmz5D+kVuohICubg4MCDBw948uSJeZurqyu9evUiKCiIadOm8fz5cyZPnmzBKiWtK1q0KA8fPmTdunWMGjXqjaH+TWFfoV7SmqT2sCZNmrB27VoePnzItGnTaN68Ofny5aNz587ExMQQHR1N165diY+Pp1OnTubvG41GsmTJYqHq5UOUdG/et28fe/fuxcrKip49e5IzZ068vb0B6NGjBwAjRozAzs4u2YsoST004E1EJAVLSEigcuXKhIWFcePGDfN2FxcXqlevTq5cuThx4gTh4eEWrFLSkqSJvJJ+T0hIwMXFhe+++w5/f38uX778xu9pVm/5ECSFpC5dupjX9XZ3d2f06NGEhYVRuHBhatasScOGDQkLC2P//v1YW1uTmJgIoLkm5L0zGAz8/PPPNGjQgEuXLrFw4UI8PT3Ztm0bsbGxeHt7s3DhQnx9fRk5cqT5WpXUR3cXEZEUIqklKCwsjAcPHhAbG4utrS0NGzbk4MGDzJkzh+vXr5v3f/LkCe3atcPf3z/ZzOMi/y2TyWQOHhcuXAD+nMm+ZMmSPH361Lwet2bylg+Bv78/W7Zs4dq1a8CfwdzZ2ZlBgwaxfft2QkNDad68OWfPnsXLy4vGjRvj7e3NyZMnsbW1JSEhQb1XxKKCg4OZOHEiW7du5dGjR+TKlYtx48YlC/dTpkxhyZIlREREWLpc+S9pjL2ISAri7++Pj48PDg4OpE+fnk2bNpE3b162bNlC9+7dKV++PFmzZsVgMLBt2zbOnDlDwYIFLV22pAEvz1x/9OhRPDw8aNeuHfXr18fLywsAHx8ffvzxR4KDg9WdWNK8mJgY2rRpw4EDB8ibNy8dOnSgWbNm5ntuYGAgzZs3Z/HixTRv3vyNx9A8E2IJST1Lrly5QmxsLOvWraNixYp4enoCL8bRN2vWjDt37jBy5Eg8PT1Jly4dkZGRZM6c2bLFy39NLfYiIhaW9H710qVLdOnShZ49e9KnTx8yZsxI2bJlOXXqFM2aNWPz5s2ULVuW8PBwEhMTOXz4sEK9vDVJob579+6sX7+eI0eOEBUVxdSpUylZsiSbNm2iYsWKlChRgoMHDwJqtZe0LV26dGzdupVt27bRrFkzxo0bR6tWrejQoQOhoaHUqFEDb29vRo8eTWRkJPDn/Tzpd4V6sQSDwcDGjRupXLkyderUwdfXl4CAABISEgCws7Nj69at5MuXj4EDB7Jr1y4AhfpUTi32IiIpwNGjR3n69CnHjh0zz3IfERFB586dOXz4MAEBAZQtW9a8f1xcHHZ2dhaqVtIKo9GIwWAwj48PDg6mTZs2LFq0iM8//5ynT5/y6NEjxowZw507d7h8+TJ3796lXbt2rF692sLVi7xbr04IefPmTTZu3MiqVau4f/8+VatWJX/+/AQGBjJhwgQ+++wzC1Yr8uc1e/v2bTp27Ejz5s2pVKkSU6ZM4dKlS3z11Vf06NHD/PyQkJBA+/bt8fX1xc3NzcLVy/9KwV5ExMKio6OpVasWx48fp02bNqxZs8b8WUREBF999RXHjx/H39+fChUqWLBSSct++OEHgoODcXJywtfXN1nXfHjRo+T06dPMmjWL0NBQli1bRsOGDS1Yscj78+rPw8yZMzl58iRr164FYPjw4YwbN85S5YmYnTlzhrlz5xITE8OSJUvIkCEDMTEx9OrViwsXLtC2bVt69uypxoE0SMFeRCQFuHDhAsOGDePUqVMcP36c3Llzm9+8R0ZG0rx5c0JDQzl//jz29vaWLldSOU9PTypUqMCoUaMACA0NpW/fvhw4cIC2bduyaNGiZF2KXw40165do3v37lSrVs287rHIh+LlgG8ymQgKCmLXrl2MHz/ePNGkiKUkJiYybNgw1qxZg6OjI5cuXTJ/9vz5c/r06UNISAienp4MGDBA4T6NUbAXEXnP3rTet9Fo5OrVq3z55Zc8ePCAw4cP4+zsbN738ePHPH36lNy5c1uoakkroqOj2bNnD/Xr10/2UBcUFMScOXPYvXs3W7ZsoW7duq99N+l6nD59OkuXLiU4OJiPPvrofZYvYnFJPwev3ssTEhIU7sXiIiMjmTVrFosWLaJt27ZMnDgRW1tb4EW4//LLL4mMjGTDhg2aBDWNUbAXEXmPkh4Ejxw5QmBgIM+ePaNu3brUqFEDgCtXrtChQwcePnzIkSNHyJEjxxtfBIi8DTNmzOD48eOsW7cOgGPHjjFjxgwuXrzIrFmzqFWrFvD6y6j+/ftz+vRpAgICyJAhg0VqF3lbjhw5AkCpUqWSXc+690pKl3SNhoaGYjQaiY6OpmjRokRHRzNhwgT27NlDzZo1+f77780vnaKjo4mMjCRnzpwWrl7eNs2KLyLyHhkMBrZs2ULTpk0JDAzk8uXL1KpVCz8/P0wmE+7u7qxatQoXFxeKFi3KH3/8oQdLeSfi4+NJnz49e/fupXv37gBUqlSJvn37Urx4cb755hv2798PYL4GTSYTjx8/Jjg4mJkzZyrUS6rn5+dH8+bNOXPmDE+ePDFv79q1K+vXrwe0+oOkTEmhfuvWrdSrV4/GjRtTsWJF+vTpw/379xk6dCi1atXiwIEDjB071jwjfvr06RXq0yqTiIi8N8eOHTO5uLiYFi9ebDKZTKY7d+6Y7OzsTDY2NqYpU6aY97t48aLps88+M125csVSpUoaYzQak/1uMplMkZGRphUrVpicnZ1NXbp0MW8/ePCgqV27diZnZ2fTqVOnXjtGbGzse6pa5N0JCAgwZcqUybRp0yZTVFRUss+6d+9uyp07tyksLMxC1Yn8e/v27TM5OjqaFi5caIqOjjb98MMPJoPBYNqwYYPJZDKZnjx5Yho5cqSpUKFCpm+//dbC1cq7poFAIiLvmOml7py//fYbXbt2xdvbm9u3b+Ph4UHXrl3JmzcvQ4YMIWPGjHTr1o0iRYqwc+dO87g4kf/FyxN+hYeHky5dOuzs7MiUKRONGjXCaDQydOhQunbtytKlS6latSpxcXEULFiQUqVKmY+TdB3rupS04OjRoxQrVozmzZu/9pmvry/379/nX//6F87OzhaoTuSvJd3Td+7cSdu2benevTvXrl1jwoQJdO3alZYtWwKQMWNGBg0ahJ2dHR06dLBw1fKuKdiLiLxjBoMBf39/nJycaNy4Mbdv3yY6Opovv/ySunXrMmfOHO7cucOkSZPo2bMncXFx9O3bV+FJ3oqXQ/3EiRPZtm0bsbGxZMuWjRUrVpAzZ06aNGkCwLBhw+jWrRuLFy+mdu3a1K5dG3gx07K1tbX5mBoeImlB1qxZuXXrFr6+vtSpU4eIiAhzd/zw8HAuXLjAypUrSUhI4PHjx9SpU4fMmTNbtmj5oCU1FISFheHq6kpISAifffYZiYmJVKtWjUaNGrFgwQLgxTATV1dX6tWrx8iRI3Xf/gAo2IuIvGNnzpyhdevWzJo1i2rVquHi4sKNGzeIjIykQ4cOWFlZYWdnR9OmTSlZsiSfffaZpUuWNCQp1I8YMYJly5YxefJknJycGD58OFWrVmXnzp0UKlSIpk2bYjAY6Ny5M25ubgwdOtR8jJdDvUhaUa9ePQwGA9OmTWPNmjU4OzsTHh5OhgwZcHJyIjQ0lCtXrvDLL79gZ2f3xpZ9kffJYDCwadMm+vTpw5UrV6hRowaLFi3C19eXli1bMmPGDAwGA0ajkf379+Ps7EytWrXUUPCBULAXEXmHLl68yK5duxg+fDg9e/Y0b3/8+DG//vor9+/fJzIykvnz53Pu3Dlmz56tCcnkrdu3bx+7d+9m06ZNeHh48OOPP3Lr1i2cnJyoVq0aBw8epFChQjRu3JiffvqJzz//3NIli7xzhQoVolChQpw8eZKSJUvi4+NDfHy8OQT5+PhgMpkYOnQoTk5OWFlZaaZ8sai7d++yYcMGxowZQ8aMGalRowa7du0iLi6Ofv36YWNjQ2xsLN999x1BQUHs379fa9V/QDQrvojIW2b6/6uI3rhxg969ezNr1izzZ4mJiZhMJkqVKsXAgQNp3bo1lStXZs6cOSxatEihXv5nL8/gnXQt2tnZ0aRJEzw8PNi9ezddunTB19eXXbt2YW1tTePGjfnXv/5FlixZaNCgAdbW1iQmJlrqFETeqzx58vDTTz9x9+5dc6h//PgxZ8+exc3NjezZs2NlZYXRaFSol/fC9IbVyE+cOME333zDgwcPaNiwIQBlypShU6dOuLq6Ur16dTw9PfH09GTp0qVs374dd3f39126WJDWsRcR+R8ljWGOjo7Gzs6OxMRE8xvyadOmsXjxYjJkyMDu3bvJkSNHsvHKe/bsISoqijJlypAvXz4LnoWkFfHx8SQkJPDo0SOcnZ3NaxffvXsXZ2dnPD09KVOmDL6+vjx//pyGDRty/PhxatSowc6dOy1cvcj7t3XrViZMmEDx4sXx8vIiKiqKxYsXc/fuXU6ePGn+GRJ5H5KeKSIjI3n06BEmk4kCBQqwdOlSJk6cSEREBGfPniV37tzm7/zyyy8EBQVx8eJFihQpQqNGjShYsKAFz0IsQcFeROR/kPQP8MWLFxk7diw3b96kfPnytG/fnooVKwKwcOFClixZQokSJZg4cSIuLi7JJjQTeVv27NnD1q1b+emnn3j69ClVqlShSZMmdO3aFYDbt29TrVo1Zs2aRePGjXn8+DHdunVj4MCBlCtXTtekpDmv3mv/6t47efJktm7dSnBwMKVLlyZPnjxs3LgRW1vb1yaPFHlXkq7P8+fP07NnT27evImNjQ2tWrVi0qRJrFu3jmHDhlGqVCnmzZuHq6urpUuWFETBXkTkv5T0D/DZs2epXr06rVu3xsHBgaNHj1K5cmWmTZtmfoCcOXMmGzdupFChQkycOBFnZ2eFe3mr/Pz8GD16NK1bt8bZ2ZnMmTMzZ84cHj58SKdOnfD19QWgevXqhIeHM2zYMJYtW0ZCQgKHDh0ydzXWNSlpxcvX8+HDh6lSpcprXelf3iciIoLQ0FBy5cqFk5MTBoOBhIQEtdjLe/HyM4WHhwcdO3bEw8ODgIAAAgIC6N27NyNHjmTu3LmsW7cOd3d3JkyYgIuLi65TARTsRUT+K0kTKP32229UqVKF/v37M27cOODF+sdHjhxh1apVREZG4ubmBrwI9/7+/mTPnp358+eTI0cOS56CpCGLFi2iX79+rFixgubNm5vHCV+5coXx48eze/duBg0axMCBAzlz5gzDhg3j/v375M6dG39/f2xtbRXqJU15+XoeNWoUGzduZPDgwXz11Vev7ftXE+LpZ0Let6tXr1KiRAkGDRrEd999B0B0dDQNGzbk+fPnBAcHAzBnzhzWr19PkSJF+O6779RyL4AmzxMR+a8YDAb++OMPSpUqRf369c2hHuCPP/7gwoULlCtXjho1ajBmzBgAvv76a+rVq0dUVJQmJpO3ZuvWrfTs2ZNNmzbRpk0bc0BJTEzE3d2dUaNGUbRoUdatW8f9+/cpU6YMAQEB7N69mx9//BFbW1sSEhIUYCRNeXmZx0WLFrF48WLzhGOv+qsJ8fQzIe+T0WjEz8+PjBkzki1bNvP29OnTU7NmTQAePXoEQN++fWnbti3BwcGMHz9ezxQCaLk7EZH/WqZMmWjRogWHDh0iKCiI6tWrM3nyZBYvXsz8+fNJnz49Z86c4fvvvyd//vx06tSJYcOG0aNHD7JkyWLp8iUNiI2NJSAgADc3N27dugWAjY2NeUxw0qRLw4YNo379+oSEhODs7AyAi4sL8OJhUl04Ja14ufU9JCSEHTt2sG7dOqpVq8ajR4+4cOEC27Zt4/PPP6dYsWLY29tbuGKRF6ysrOjTpw/Pnz9nzZo1REVFMXz4cB48eMDkyZMZNWoUWbNmNfck6d27N7a2ttStW1dzQAigrvgiIv+TxMRE2rdvz759+/jiiy/Yvn07q1evpk6dOgDcunWLmjVr0qRJE6ZPn27haiUtunfvHpMmTSI4OJimTZsyZMgQAPPSXAaDgZCQED799FO2bt2qNerlg/DkyRMeP37MJ598Yh4CtWDBAg4dOsTTp0+JjIxk7969VKhQwdKliiQTFhbG+PHjOXPmDFWqVGHt2rU0bdqU2bNnAy9eXplMJvUokdfoihAR+R9YW1vzz3/+k0aNGrFs2TJ8fHyoU6eOeQ1aFxcXcufOrfFv8s7kzJmToUOHUr58efz9/Zk0aRLwovUnqXvmuXPnKFu2LJ988oklSxV5Z7Zv3865c+cAGDp0KBMnTiRr1qy0bNmSFi1aUKVKFezs7Bg/fjyhoaHky5ePgIAAC1ct8joXFxeGDx9OmTJlWL16NS4uLuZQn5CQgMFgUKiXN1LfOxGR/5GVlRULFiwgISGBiRMnUq5cOfN4uHHjxnH9+nWaNWtm4SolLXNxcWHEiBGMHz8ef39/AIYMGYKNjQ1Pnz7Fz8+PIkWKJFv3WCStePjwIYsXL+bo0aM0atSIDRs2cPz4cTJkyMDUqVPx8vLC0dHR3DqfkJBApkyZyJkzp4UrF3mznDlzMnLkSAwGAydOnGDSpEnme7omdZS/oq74IiJvSVK3/KSlaXbt2sWECRM4cuQIZcqUsXR58gFI6sJ58uRJWrRogY+PD02aNOHmzZucOnUKGxubv5wBXCS1mTdvHr179wZeDHvy8PDg/v37rFmzhhYtWpCYmIiVlZX5eo+OjubmzZsMHjyYO3fucPLkSc0vISla0j39l19+oXbt2nz77beWLklSMAV7EZG/8N8EoMTERL788kvWrFmDnZ0dR48eVaiX9yosLAxfX19Onz7N1atXyZw5M+fPn8fW1tY8qZ5IahcQEMCIESM4duwYtra2hIaG0r59ewwGA9euXeOnn36iVKlSJCQkYG1tjdFoxN/fn0WLFhEbG8u+ffv0MyGpQlhYGMOGDePOnTusW7cOJycnS5ckKZSCvYjIGyR1dYuIiCAuLs48k/jfER8fz8iRI/Hy8qJkyZLvsEqRNwsLC2PIkCH88ccfbNu2zbyknVonJa1ITEw0jzXet28ftWvXJi4ujhs3bjBkyBBOnDjBzp07KVWqlPk7gYGBJCYmUqNGDaytrfUzIanG/fv3Af6jZxH58CjYi4i8IinUnz9/ni5dutC5c2eaNGliXh5s06ZNVKlShZw5c2qsm6RYERERZMqUCSsrKwUYSbPOnTvHp59+Sv/+/ZkxYwYAZ8+eZezYsZw8eZLt27dTpkwZvLy8KFGiBEOHDgVQS72IpDkK9iIibxASEkKlSpXo0qULPXr0wM3NDYC4uDhy5cpF9erV2bRpk4WrFPn39PJJ0pJXh0iZTCZWrlxJr1696NGjB9OmTQNehPtx48axZcsWypQpw4MHDwgJCcHW1tZSpYuIvFMK9iIiL0laH7Zfv37cuHGDHTt2vBaMjh07Rv/+/Zk3bx7ly5e3YLUiIh+m2bNnU7x4cWrVqoXJZOKf//wnXbp0oXfv3kyfPh2AP/74g4CAAMLDw+nXrx82NjbqvSIiaZbubCIiLzEYDBgMBmxtbQkJCSEkJAR3d3eePHliXj82Li6ODBkycO/ePaKjo3n27BlZs2ZVq6iIyHuyYcMGvv/+e/z9/fHw8MDLywuALl26YDAYmDZtGtmzZ6d9+/bm7yQmJirUi0iapbubiMgbVKlShZs3b1K2bFmKFSuGnZ0dN2/exMrKChcXF06cOEFQUBBFihQha9as7N69G0dHR0uXLSKS5rxpOMnhw4dp3LgxLVu2ZMOGDVStWtUc7rt3786TJ09YsmRJsu9oTL2IpGXqii8i8hcSEhLo2LEjlStXpnXr1ty6dcs8GZm3tzfp06fH29ubIkWKUKRIEUuXKyKSpkVERJAlS5Zk4+w9PT05ffq0OdybTCaWLFnCmjVrOHDgwH+8ZKmISGqlYC8i8oqXHxqrVatGsWLFWLBggfmzuLg4vL29adSoES1btrRkqSIiadbLLfVr166lf//+HDlyBHd392T36bp163Lt2jVWrFiBh4dHsmO8OtmeiEhapQGhIiKvMBgMJL3zbNasGefPn2flypUAhIeHM27cOH7++WfKli1ryTJFRNIsk8lkDvVbt27Fw8ODjz/+mBYtWnDlyhUMBgNGoxEAHx8fbty4Qf369Tl79myy4yjUi8iHQi32IiL/35tadq5fv87XX3/N2bNnef78Ofny5ePRo0ds2rSJ0qVLW6hSEZG06+V7sa+vL/PmzePAgQNkzZqV+vXrEx0djb+/P+7u7gAEBgYSEBCA0WjE19dXY+lF5IOkYC8iH6ykh8ekcZt/9fndu3c5d+4cJ0+epGTJkpQuXZq8efNaoGIRkbTt5VB/+vRpZsyYQadOnfjss88AePDgAQ0aNODJkydMmzaNvHnzMmrUKAoUKGBewz4xMVHhXkQ+OAr2IvJBSnp43LlzJ9OnT+fbb7+lSpUqf7mfiIi8W3PnzuXBgweMHTuWNWvWMHv2bJ49e8b27dvJnz+/ObA/f/6cJk2acPr0aRwcHHBxceHo0aPY2tpa+hRERCxGY+xF5INkMBjYsmULrVu3pmbNmuYHwlffdSrUi4i8e0uWLKFfv34UL14cAHd3d9KlS0dISAh79+4FXixXl5CQgIODA3v27OHHH39k48aNBAcHY2trS0JCgiVPQUTEotRiLyIfpKtXr1K3bl0GDRpEz549zdvPnz9PsWLFFOhFRN6TRYsW0adPHzZs2EDTpk3N20NDQ+ncuTOJiYl88803fPHFFwDExcVhZ2eX7Bjqfi8iHzq12IvIB+n+/ftYW1vTtWtXnj9/zrx586hRowalS5emadOmPHjwwNIlioikeVu3bqVnz55s2bIlWagfOnQoCQkJzJw5E2traxYuXMj27dsBsLOze613lUK9iHzoFOxFJM17+QHw9OnTPH36lAIFChATE0OdOnUoX748e/fuxcPDg2PHjrF9+3Z27NhhwYpFRNK+2NhYAgICcHNz48aNG+btTZo0YdeuXaRLl44SJUowffp04uPjWbx4MRs2bAA0TEpE5FU2li5ARORdSZrtPukBMGmd46CgIIoWLcrq1atZuXIltWrVokOHDuTJkwcbGxvq1KlD+vTpLVy9iEjaZm9vz+jRo7G3t2ft2rWYTCYOHz7MrVu32LJlC66urphMJj799FOmTZtGx44dOX78OK1atbJ06SIiKY7G2ItImjRjxgw2bNjAihUrKFSoEACXLl2ifv36/PLLL2TOnPm17xiNRsaOHcvSpUs5evQo+fLle79Fi4h8gMLCwhg/fjw7duzg8ePH/Pbbb+TKlcs8bj5pdZKrV6/i5uaGlZU6nIqIvEp3RhFJkzw9Pblw4QIDBgzg8uXLwItunw4ODuZQn5iYaN5/165deHl5sWTJEnbs2KFQLyLynri4uDBy5EgaNWpE/vz5Wbt2LfBi3LzRaDT3uipYsCBWVlbJ7t0iIvKCgr2IpDkJCQm4u7vz66+/cuzYMfr3709oaCiPHz/GaDQSHx8PJJ9syWQy4ebmxoEDByhdurSlShcR+SA5OzszbNgwKlWqxKZNm5g0aRIAVlZWmihPRORvUFd8EUnTrl69SoUKFahVqxYNGzZk8uTJDB8+HHt7e7Jly0ZcXBwPHz6kcOHClChR4rUllERE5P0JCwvD19eX06dPU7NmTcaNG2fpkkREUgUFexFJU5LGYl66dAl7e3vy589vDvdRUVHkypULBwcH4uLicHR0JCoqipiYGPbv30/BggUtXb6IyAcvLCyMwYMHky5dOhYtWqQZ8EVE/gYFexFJM5JCvb+/PyNGjKBRo0YMHjwYJycnQkNDqVSpEgUKFGDOnDkUKlSI9OnTEx0dDaBZ8EVEUpBHjx6ROXNmc1d8hXsRkf+bgr2IpCkBAQE0adKE2bNn06BBg2QzK9+4cYNy5cpRpUoVJk+eTJEiRSxdroiI/B+MRqNmwRcR+RsU7EUkTTCZTMTFxeHt7U2OHDmYOnWquZUnMTERg8GAlZUV169fp2DBgjRv3pw1a9Zga2tr6dJFRERERP4nNpYuQETkbTAYDFhbW/Ovf/2LHDlymLeZTCbzDMrh4eG4ublx9epV4uPjFepFREREJE1Q3yYRSdWSOh0ZjUbi4uLInTs3ERERREdHm1vsTSYT165dY+LEiYSGhuLm5kbhwoUtXLmIiIiIyNuhYC8iqdKro4isrKxwcHCgSZMmLF++nOXLl5snxjMYDCxfvpxDhw5hb29viXJFRERERN4ZdcUXkVQnqSX+4MGDBAQE8PTpUypWrEirVq3o3Lkzd+/epU+fPhw+fBh7e3vi4+PZvn07QUFBODs7W7p8EREREZG3Si32IpLqGAwGtmzZgqenJ7dv3yYkJIR58+bRp08f4uPjGTlyJKtXr8bR0ZHQ0FAyZszI0aNHKVWqlKVLFxERERF56zQrvoikOsePH6dNmzaMGDGCrl27cuXKFSpUqEC6dOmoXr06K1aswM7OjtjYWOzt7UlISMDGRh2URERERCRtUou9iKQ6V69excPDg65du3Lz5k3q1avHF198wYABA/j555/NLfdJ4+kV6kVEREQkLVOLvYikSr/99huffPIJDRs2JGfOnCxfvpyoqChKly7N7du3adeuHX5+fpYuU0RERETknVMzloikaEkT5cXExACQLl06AEqWLMnVq1e5ffs2w4cPB+DZs2eUKVOGvn370rRpU4vVLCIiIiLyPqkrvoikWEmh/scff6RNmzbUrl2b5cuXExERAUD69OlJSEhgx44dPHz4kDlz5nDv3j3atm1Lnjx5LFy9iIiIiMj7oRZ7EUlxkgK9wWAgKCiIdu3a4eXlRcaMGenatSu//fYb33zzDa6urrRv357ly5ezZs0aEhMT2bFjB9mzZ7f0KYiIiIiIvDcaYy8iKU5SsL937x7r1q3DYDDw9ddfA7Bhwwa6detGx44d+fbbb0mfPj0XL17k1q1blClThrx581q2eBERERGR90wt9iJicUajESsrK/PvBoOBGzduUKBAAbJly8aIESPM+7Zq1QqTyYS3tzfW1tYMGDCA0qVLU7p0aQuegYiIiIiI5WiMvYhYVFKYv3nzJkuXLuXUqVMA5M+fn7lz5/LgwQPOnTtnHlcP0Lp1a/z8/Jg1axYLFiwgPj7eUuWLiIiIiFicWuxFxGKSQv25c+do0aIFxYoVI3fu3Oau+L169QKgT58+FCxYkJ49e5IpUyYAWrRowebNm/nkk0+wtbW15GmIiIiIiFiUgr2IWIyVlRWXLl2ievXqdO/enb59++Lq6ppsn169ehETE4OPjw8mk4nevXvz0UcfAWhJOxERERERNHmeiFhQTEwMHTt2JEeOHMydO9e8PT4+nvv37/PkyRM++eQTAKZNm8awYcMYOnQoPj4+5nAvIiIiIvKhU4u9iFiMjY0NYWFhVKtWzbwtICCA3bt34+fnh5OTEx9//DH79+9n4MCBxMXFMWXKFPr372/BqkVEREREUha12IuIxTx58oQKFSpQtWpVBg4cyJYtW1ixYgXFixenWrVqODo6MmHCBBo2bMjMmTMBiIiIIEuWLJYtXEREREQkBVGwFxGL2r9/P59//jm5cuXi0aNHTJkyhdq1a1OwYEHi4+Px9PQkZ86cLF++HPhzjXsREREREXlBXfFFxKJq1arF9evXCQ8P5+OPPyZbtmzmz6ytrcmUKRN58uQh6R2kQr2IiIiISHJqsReRFCkuLo7vv/8ePz8/AgMDcXd3t3RJIiIiIiIpklrsRSTFWb16NSdPnmT9+vXs2rVLoV5ERERE5P+gYC8iKcrly5dZtmwZWbJk4cCBAxQtWtTSJYmIiIiIpGjqii8iKU54eDj29vZkypTJ0qWIiIiIiKR4CvYiIiIiIiIiqZiVpQsQERERERERkf+egr2IiIiIiIhIKqZgLyIiIiIiIpKKKdiLiIiIiIiIpGIK9iIiIiIiIiKpmIK9iIiIiIiISCqmYC8iIiIiIiKSiinYi4iIpFCdOnXCYDD85a/IyEhLlygiIiIpgIK9iIhIClavXj3u3buX7NfmzZstXZaIiIikIAr2IiIiKZi9vT0uLi7JfmXNmjXZPps3b6ZYsWLY29uTL18+pk2b9tpxli9f/lqLf6lSpcyfBwYGJusFEBERQcmSJenYsSMmkwmA3bt34+HhQebMmXFycsLT05Nr166Zj/F/9S4IDAwE4Pbt27Rq1YrMmTOTNWtWvvjiC27evGk+xpt6KZQrV878eVBQEP/4xz+wt7cnZ86cDB06lISEBPPnNWrUoE+fPvTp04dMmTKRLVs2Ro0aZT4HgHz58jFz5kzzn/ft24fBYKBJkybmbVFRUXTq1AlnZ+dktfz666//7n+ZiIjIe6dgLyIikoqdPn2aVq1a0aZNG86dO8fYsWMZNWoUy5cvf23fjz76yNzqP3DgwL88ZlRUFA0aNMDNzQ0/Pz8MBgMAz549Y8CAAZw6dYp9+/ZhZWVF06ZNMRqNAMl6FcCLFw5Jf65cuTLx8fF8/vnnZMyYkUOHDnHkyBEcHR2pV68ecXFx5r//1V4KAQEBANy9e5cGDRpQvnx5zp49y4IFC1i2bBnjxo1LVv+KFSuwsbHhxIkTzJo1i+nTp7N06dI3nqvRaGTgwIE4Ojom2+7r68uePXvYsGED9+7d48SJE//m/4SIiIjl2Fi6ABEREfnvTZ8+ndq1azNq1CgAChUqxIULF5gyZQqdOnUy7xcbG4udnR0uLi4ArwXZl/dr0aIFDg4OrF+/HhubPx8VmjdvnmxfPz8/smfPzoULFyhevLj52EmyZs2abNvq1asxGo0sXbrU/LLghx9+IHPmzAQGBlK3bl3gz14Kr5o/fz558uRh7ty5GAwGihQpwu+//86QIUMYPXo0VlYv2ivy5MnDjBkzMBgMFC5cmHPnzjFjxgy8vb1fO+aKFSuIjY3liy++ICoqyrz9119/xdPTk+rVqwMQExPzxv9eIiIiKYFa7EVERFKxixcvUqVKlWTbqlSpwpUrV0hMTDRve/jwIR999NG/PZ6Xlxf79u2jevXq2NvbJ/vsypUrtG3bFjc3Nz766CPy5csHQGho6N+q9ezZs1y9epWMGTPi6OiIo6MjWbNmJSYmJlmX/r9y8eJFKlWqZH4pkHSuUVFR3Llzx7ytYsWKyfapVKnSa/89AJ4/f87IkSOZPHlyshcYAPnz5ycwMJC7d+/+rXMTERGxJLXYi4iIfACuX79O/vz5/+1+YWFhbN68mXbt2tG0aVNKlChh/qxRo0Z8/PHHLFmyBFdXV4xGI8WLF0/Wjf7/EhUVRdmyZfnnP//52mfZs2f/+yfzlkyZMoXChQvTqFGj1yYkHD16NCEhIeTOnZsMGTIkG6MvIiKS0ijYi4iIpGJFixblyJEjybYdOXKEQoUKYW1tbd528OBBvLy8/u3xtm/fjpubG97e3nTu3Jng4GBsbGx4+PAhly9fZsmSJVStWhWAw4cP/0e1lilThvXr15MjR46/1XvgVUWLFmXz5s2YTCZzi/yRI0fImDEjuXPnNu93/PjxZN8LDg7G3d092X+Pe/fusWDBAoKCgt74dzk7O9O/f3/OnDnDzp07iYmJoUaNGv9xzSIiIu+DuuKLiIikYgMHDmTfvn18//33hISEsGLFCubOnYuPjw8A0dHRzJkzh2vXrlG/fn3CwsIICwsjKiqKhIQEHj16lOx4STPuT5w4kYiICCZOnAhAlixZcHJyYvHixVy9epX9+/czYMCA/6hWLy8vsmXLxhdffMGhQ4e4ceMGgYGB9OvXL1lX+r/Sq1cvbt++Td++fbl06RLbtm1jzJgxDBgwwDy+Hl4MDRgwYACXL19m7dq1zJkzh/79+yc71rx582jatCmlS5d+4991/fp1vvzyS1auXEmFChX4+OOP/6NzFREReZ/UYi8iIpKKlSlThg0bNjB69Gi+//57cubMyXfffWeeOG/9+vX069cPgAoVKrz2/WbNmpmXontZhgwZ8PPzo169ejRp0oTixYuzbt06+vXrR/HixSlcuDCzZ8/+j1qxHRwcOHjwIEOGDKFZs2Y8ffqUXLlyUbt27b/Vgp8rVy527tzJoEGD+PTTT8maNStdunRh5MiRyfbr2LEj0dHR/OMf/8Da2pr+/fvTrVu3ZPsYjUbGjx//xr8nOjqa5s2b06tXLxo2bPi3z09ERMRSDCYNGhMREUmzli9fTmBg4BuXv/v111/5+uuv3xjsU6saNWpQqlSpZOvUi4iIpHXqii8iIpKGpU+fnkyZMr3xM1tbW3PXexEREUm91GIvIiIiaYZa7EVE5EOkYC8iIiIiIiKSiqkrvoiIiIiIiEgqpmAvIiIiIiIikoop2IuIiIiIiIikYgr2IiIiIiIiIqmYgr2IiIiIiIhIKqZgLyIiIiIiIpKKKdiLiIiIiIiIpGIK9iIiIiIiIiKpmIK9iIiIiIiISCr2/wDYMsJ8JogP+AAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"category_counts = df['sub_category'].value_counts()\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"category_counts.plot(kind='bar', color='orange', edgecolor='black')\n",
|
||
"plt.title('Количество продуктов по подкатегориям')\n",
|
||
"plt.xlabel('Подкатегория')\n",
|
||
"plt.ylabel('Количество продуктов')\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.grid(axis='y')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Данная диаграмма отображает количество продуктов по подкатегориям, представленное в виде столбчатой диаграммы. Из диаграммы можно сделать вывод о том, что распределение продуктов по подкатегориям неравномерно, что может указывать на предпочтения потребителей или ассортимент, представленный в магазине."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Цены товаров в подкатегориях"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_subset = df.iloc[:2000] \n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.scatter(df_subset['price'], df_subset['sub_category'], c='green', alpha=0.5)\n",
|
||
"plt.title('Цены товаров в подкатегориях')\n",
|
||
"plt.xlabel('Цена')\n",
|
||
"plt.ylabel('Подкатегория')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Данная диаграмма отображает распределение цен товаров по подкатегориям, что позволяет сделать вывод о том, что существуют значительные различия в ценах среди различных подкатегорий. Данная диаграмма позволяет сделать вывод о том, что существует разнообразие цен в разных подкатегориях товаров, а также может помочь выявить тенденции, такие как наличие более дорогих или дешевых товаров в определенных подкатегориях."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "aimenv",
|
||
"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": "3.9.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|