691 lines
724 KiB
Plaintext
691 lines
724 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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"# Цель работы\n",
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"Мы будем кластеризовать автомобили, основываясь на их характеристиках, с целью выделения групп автомобилей с похожими свойствами. Это может быть полезно, например, для автосалонов или производителей для сегментации рынка."
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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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"# загрузим датасет"
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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": 1,
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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>ID</th>\n",
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" <th>Price</th>\n",
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" <th>Levy</th>\n",
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" <th>Manufacturer</th>\n",
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" <th>Model</th>\n",
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" <th>Prod. year</th>\n",
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" <th>Category</th>\n",
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" <th>Leather interior</th>\n",
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" <th>Fuel type</th>\n",
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" <th>Engine volume</th>\n",
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" <th>Mileage</th>\n",
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" <th>Cylinders</th>\n",
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" <th>Gear box type</th>\n",
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" <th>Drive wheels</th>\n",
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" <th>Doors</th>\n",
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" <th>Wheel</th>\n",
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" <th>Color</th>\n",
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" <th>Airbags</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>45654403</td>\n",
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" <td>13328</td>\n",
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" <td>1399</td>\n",
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" <td>LEXUS</td>\n",
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" <td>RX 450</td>\n",
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" <td>2010</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Hybrid</td>\n",
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" <td>3.5</td>\n",
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" <td>186005 km</td>\n",
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" <td>6.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>4x4</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Silver</td>\n",
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" <td>12</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>44731507</td>\n",
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" <td>16621</td>\n",
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" <td>1018</td>\n",
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" <td>CHEVROLET</td>\n",
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" <td>Equinox</td>\n",
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" <td>2011</td>\n",
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" <td>Jeep</td>\n",
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" <td>No</td>\n",
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" <td>Petrol</td>\n",
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" <td>3</td>\n",
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" <td>192000 km</td>\n",
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" <td>6.0</td>\n",
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" <td>Tiptronic</td>\n",
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" <td>4x4</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Black</td>\n",
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" <td>8</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>45774419</td>\n",
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" <td>8467</td>\n",
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" <td>-</td>\n",
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" <td>HONDA</td>\n",
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" <td>FIT</td>\n",
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" <td>2006</td>\n",
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" <td>Hatchback</td>\n",
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" <td>No</td>\n",
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" <td>Petrol</td>\n",
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" <td>1.3</td>\n",
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" <td>200000 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Variator</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Right-hand drive</td>\n",
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" <td>Black</td>\n",
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" <td>2</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>45769185</td>\n",
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" <td>3607</td>\n",
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" <td>862</td>\n",
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" <td>FORD</td>\n",
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" <td>Escape</td>\n",
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" <td>2011</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Hybrid</td>\n",
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" <td>2.5</td>\n",
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" <td>168966 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>4x4</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>White</td>\n",
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" <td>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>45809263</td>\n",
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" <td>11726</td>\n",
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" <td>446</td>\n",
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" <td>HONDA</td>\n",
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" <td>FIT</td>\n",
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" <td>2014</td>\n",
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" <td>Hatchback</td>\n",
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" <td>Yes</td>\n",
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" <td>Petrol</td>\n",
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" <td>1.3</td>\n",
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" <td>91901 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Silver</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19232</th>\n",
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" <td>45798355</td>\n",
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" <td>8467</td>\n",
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" <td>-</td>\n",
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" <td>MERCEDES-BENZ</td>\n",
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" <td>CLK 200</td>\n",
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" <td>1999</td>\n",
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" <td>Coupe</td>\n",
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" <td>Yes</td>\n",
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" <td>CNG</td>\n",
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" <td>2.0 Turbo</td>\n",
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" <td>300000 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Manual</td>\n",
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" <td>Rear</td>\n",
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" <td>02-Mar</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Silver</td>\n",
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" <td>5</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19233</th>\n",
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" <td>45778856</td>\n",
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" <td>15681</td>\n",
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" <td>831</td>\n",
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" <td>HYUNDAI</td>\n",
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" <td>Sonata</td>\n",
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" <td>2011</td>\n",
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" <td>Sedan</td>\n",
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" <td>Yes</td>\n",
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" <td>Petrol</td>\n",
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" <td>2.4</td>\n",
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" <td>161600 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Tiptronic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Red</td>\n",
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" <td>8</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19234</th>\n",
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" <td>45804997</td>\n",
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" <td>26108</td>\n",
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" <td>836</td>\n",
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" <td>HYUNDAI</td>\n",
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" <td>Tucson</td>\n",
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" <td>2010</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Diesel</td>\n",
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" <td>2</td>\n",
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" <td>116365 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Grey</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19235</th>\n",
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" <td>45793526</td>\n",
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" <td>5331</td>\n",
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" <td>1288</td>\n",
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" <td>CHEVROLET</td>\n",
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" <td>Captiva</td>\n",
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" <td>2007</td>\n",
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" <td>Jeep</td>\n",
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" <td>Yes</td>\n",
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" <td>Diesel</td>\n",
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" <td>2</td>\n",
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" <td>51258 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>Black</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19236</th>\n",
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" <td>45813273</td>\n",
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" <td>470</td>\n",
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" <td>753</td>\n",
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" <td>HYUNDAI</td>\n",
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" <td>Sonata</td>\n",
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" <td>2012</td>\n",
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" <td>Sedan</td>\n",
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" <td>Yes</td>\n",
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" <td>Hybrid</td>\n",
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" <td>2.4</td>\n",
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" <td>186923 km</td>\n",
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" <td>4.0</td>\n",
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" <td>Automatic</td>\n",
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" <td>Front</td>\n",
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" <td>04-May</td>\n",
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" <td>Left wheel</td>\n",
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" <td>White</td>\n",
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" <td>12</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>19237 rows × 18 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" ID Price Levy Manufacturer Model Prod. year Category \\\n",
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"0 45654403 13328 1399 LEXUS RX 450 2010 Jeep \n",
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"1 44731507 16621 1018 CHEVROLET Equinox 2011 Jeep \n",
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"2 45774419 8467 - HONDA FIT 2006 Hatchback \n",
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"3 45769185 3607 862 FORD Escape 2011 Jeep \n",
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"4 45809263 11726 446 HONDA FIT 2014 Hatchback \n",
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"... ... ... ... ... ... ... ... \n",
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"19232 45798355 8467 - MERCEDES-BENZ CLK 200 1999 Coupe \n",
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"19233 45778856 15681 831 HYUNDAI Sonata 2011 Sedan \n",
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"19234 45804997 26108 836 HYUNDAI Tucson 2010 Jeep \n",
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"19235 45793526 5331 1288 CHEVROLET Captiva 2007 Jeep \n",
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"19236 45813273 470 753 HYUNDAI Sonata 2012 Sedan \n",
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"\n",
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" Leather interior Fuel type Engine volume Mileage Cylinders \\\n",
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"0 Yes Hybrid 3.5 186005 km 6.0 \n",
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"1 No Petrol 3 192000 km 6.0 \n",
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"2 No Petrol 1.3 200000 km 4.0 \n",
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"3 Yes Hybrid 2.5 168966 km 4.0 \n",
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"4 Yes Petrol 1.3 91901 km 4.0 \n",
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"... ... ... ... ... ... \n",
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"19232 Yes CNG 2.0 Turbo 300000 km 4.0 \n",
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"19233 Yes Petrol 2.4 161600 km 4.0 \n",
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"19234 Yes Diesel 2 116365 km 4.0 \n",
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"19235 Yes Diesel 2 51258 km 4.0 \n",
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"19236 Yes Hybrid 2.4 186923 km 4.0 \n",
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"\n",
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" Gear box type Drive wheels Doors Wheel Color Airbags \n",
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"0 Automatic 4x4 04-May Left wheel Silver 12 \n",
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"1 Tiptronic 4x4 04-May Left wheel Black 8 \n",
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"2 Variator Front 04-May Right-hand drive Black 2 \n",
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"3 Automatic 4x4 04-May Left wheel White 0 \n",
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"4 Automatic Front 04-May Left wheel Silver 4 \n",
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"... ... ... ... ... ... ... \n",
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"19232 Manual Rear 02-Mar Left wheel Silver 5 \n",
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"19233 Tiptronic Front 04-May Left wheel Red 8 \n",
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"19234 Automatic Front 04-May Left wheel Grey 4 \n",
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"19235 Automatic Front 04-May Left wheel Black 4 \n",
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"19236 Automatic Front 04-May Left wheel White 12 \n",
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"\n",
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"[19237 rows x 18 columns]"
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]
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},
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"execution_count": 1,
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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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"df = pd.read_csv(\"..//static//csv//car_price_prediction.csv\", sep=\",\")\n",
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"df\n"
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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": null,
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"metadata": {},
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"outputs": [],
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"source": []
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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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"# Предобработка данных\n",
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"Мы удалим неинформативные столбцы, такие как ID, преобразуем категориальные переменные в числовые (one-hot encoding), а также нормализуем данные для дальнейшего анализа."
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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": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Удаляем неинформативный столбец ID\n",
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"df = df.drop(columns=[\"ID\"])\n",
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"\n",
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"# Преобразование категориальных данных в числовые с помощью one-hot encoding\n",
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"df = pd.get_dummies(df, drop_first=True)\n",
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"\n",
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"# Нормализация числовых данных\n",
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"from sklearn.preprocessing import StandardScaler\n",
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"\n",
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"scaler = StandardScaler()\n",
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"df_scaled = scaler.fit_transform(df)"
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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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"# Визуализация данных с помощью PCA (снижение размерности)\n",
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"Для визуализации мы применим метод PCA, который уменьшит количество измерений до двух, сохраняя при этом максимальное количество информации. \n",
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"Ключевые термины:\n",
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"- PCA (Principal Component Analysis) — метод снижения размерности, который находит новые оси в данных, вдоль которых разброс максимален, и проецирует данные на эти оси.\n",
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"- Снижение размерности — процесс упрощения данных за счёт уменьшения числа признаков."
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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": 3,
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"data": {
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||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Импортируем PCA и визуализируем данные\n",
|
||
"from sklearn.decomposition import PCA\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Применяем PCA для снижения размерности до 2\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"df_pca = pca.fit_transform(df_scaled)\n",
|
||
"\n",
|
||
"# Визуализация\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"plt.scatter(df_pca[:, 0], df_pca[:, 1], c='blue', edgecolor='k', alpha=0.6)\n",
|
||
"plt.title(\"PCA: Визуализация данных после снижения размерности\")\n",
|
||
"plt.xlabel(\"Главная компонента 1\")\n",
|
||
"plt.ylabel(\"Главная компонента 2\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Количество кластеров\n",
|
||
"Количество кластеров напрямую влияет на результаты кластеризации, так как оно определяет, сколько групп или сегментов будет выделено в данных. Оптимальный выбор количества кластеров важен, чтобы обеспечить баланс между точностью кластеризации и интерпретируемостью результатов. \n",
|
||
"# Зачем выбирать количество кластеров?\n",
|
||
"## Оптимальная сегментация данных\n",
|
||
"Разное количество кластеров может приводить к слишком мелкому делению (много мелких кластеров) или слишком крупному (слишком обобщённые кластеры).\n",
|
||
"-Слишком мало кластеров: важные различия в данных могут быть упущены.\n",
|
||
"-Слишком много кластеров: анализ становится сложным, и кластеры могут быть избыточно раздроблены.\n",
|
||
"## Интерпретируемость результатов\n",
|
||
"Оптимальное количество кластеров делает результаты понятными и полезными. Например, выделение 3-5 кластеров может быть удобно для анализа, тогда как 15-20 кластеров усложнят интерпретацию.\n",
|
||
"## Избежание переобучения или недообучения\n",
|
||
"Количество кластеров влияет на обобщающую способность модели. Слишком большое количество кластеров может привести к переобучению (модель подстраивается под шум), а слишком малое — к упрощению и игнорированию важных данных.\n",
|
||
"## Практическая применимость\n",
|
||
"В бизнес-задачах обычно требуется понятное разделение данных. Например, если мы сегментируем клиентов, 3-5 кластеров проще использовать для таргетинга, чем 20."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Определение оптимального количества кластеров\n",
|
||
"Для выбора количества кластеров мы применим: \n",
|
||
"- Метод локтя — измеряет инерцию (размерность ошибок внутри кластеров).\n",
|
||
"- Коэффициент силуэта — показывает, насколько хорошо объекты распределены между кластерами.\n",
|
||
" \n",
|
||
"Ключевые термины: \n",
|
||
"- Инерция — сумма квадратов расстояний от точек до центроидов их кластеров. Чем меньше, тем лучше.\n",
|
||
"- Коэффициент силуэта — оценивает плотность внутри кластеров и разницу между ними (от -1 до 1)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Метод локтя\n",
|
||
"from sklearn.cluster import KMeans\n",
|
||
"\n",
|
||
"border_l = 2\n",
|
||
"border_r = 5\n",
|
||
"\n",
|
||
"inertia = []\n",
|
||
"for k in range(border_l, border_r):\n",
|
||
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
||
" kmeans.fit(df_scaled)\n",
|
||
" inertia.append(kmeans.inertia_)\n",
|
||
"\n",
|
||
"# Визуализация метода локтя\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"plt.plot(range(border_l, border_r), inertia, marker='o')\n",
|
||
"plt.title('Метод локтя для выбора количества кластеров')\n",
|
||
"plt.xlabel('Количество кластеров')\n",
|
||
"plt.ylabel('Инерция')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Коэффициент силуэта\n",
|
||
"from sklearn.metrics import silhouette_score\n",
|
||
"\n",
|
||
"silhouette_scores = []\n",
|
||
"for k in range(border_l, border_r):\n",
|
||
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
||
" kmeans.fit(df_scaled)\n",
|
||
" score = silhouette_score(df_scaled, kmeans.labels_)\n",
|
||
" silhouette_scores.append(score)\n",
|
||
"\n",
|
||
"# Визуализация коэффициента силуэта\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"plt.plot(range(border_l, border_r), silhouette_scores, marker='o')\n",
|
||
"plt.title('Коэффициент силуэта для различных кластеров')\n",
|
||
"plt.xlabel('Количество кластеров')\n",
|
||
"plt.ylabel('Коэффициент силуэта')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Кластеризация с помощью K-means\n",
|
||
"После выбора оптимального числа кластеров (например, 3), мы применим K-means для кластеризации и визуализируем результаты. \n",
|
||
"Ключевой термин:\n",
|
||
"- K-means — алгоритм кластеризации, который группирует данные вокруг центров (центроидов) кластеров."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Кластеризация с помощью K-means\n",
|
||
"optimal_clusters = 3\n",
|
||
"kmeans = KMeans(n_clusters=optimal_clusters, random_state=42)\n",
|
||
"df['Cluster'] = kmeans.fit_predict(df_scaled)\n",
|
||
"\n",
|
||
"# Визуализация кластеров с использованием PCA\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"plt.scatter(df_pca[:, 0], df_pca[:, 1], c=df['Cluster'], cmap='viridis', edgecolor='k', alpha=0.6)\n",
|
||
"plt.title(\"Кластеры, определенные K-means (PCA)\")\n",
|
||
"plt.xlabel(\"Главная компонента 1\")\n",
|
||
"plt.ylabel(\"Главная компонента 2\")\n",
|
||
"plt.colorbar(label='Кластер')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Иерархическая кластеризация\n",
|
||
"Применяем иерархическую кластеризацию для сравнения. Также строим дендрограмму. \n",
|
||
"Ключевой термин:\n",
|
||
"- Иерархическая кластеризация — метод, который строит древовидную структуру кластеров (дендрограмму)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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1w+7du5GbmwugpCffOsXAbDbj4sWLtiGCmZmZLtu85557oFKpsGrVKgDA5s2bcerUKfTu3dtjOwYNGoRFixbZhurOmzcPDz74INLS0lzWtZ9/mZeXhwsXLuD222/HX3/9hby8PL/fA+dt5eTkYNq0abBYLOjcubPtda9Zswb3338/brzxRttzqlatir59+2LLli3Iz88HAHzzzTdo1qyZSy81ANtwxG+++QbXXXcdRowY4XEdX/n79ykoKHD5XDpbvXo1brvtNtvwTKBkmP1TTz2Fv//+GwcOHHBY39t7Z89gMHgd7bJ27VpcuXIFffr0cWifWq1G69atsWHDBpfnOL+WgoICt9s2m80u67obrmv/+bK+Vx06dEBRUREOHTrk8FhycrIk83inTJmCtLQ0jBw50u3jxcXFuHDhAg4ePIiZM2dCq9WiVatWPm3b1+/W6tWrAQBjxoxxWP7cc88BgMvxxZdjFuD/cbO0z4g7pb1/7ixcuBCVK1fGHXfcAaDke9e7d28sXrzY4Tj9008/ISEhAU8++aRtWVxcnMtonzNnzmDv3r3o16+fw9SE22+/HU2aNPHaFn+OL1aDBw92OFa0bt0aQgiHUS9qtRqtWrXCX3/9ZVu2bNkypKWl4c4773T4e6Snp6NMmTIu37E6deqge/fuLm2W+jisUqnw8MMPY/Xq1bh69apt+ZIlS3DDDTfYjkW+HiOs75e7ofNSs458++6779xOC/EmKysLR44cQd++fXHx4kXb6yksLESXLl3w66+/umxzyJAhPm+/a9euttFaANC0aVOkpqbaPhNmsxnr1q3D/fff7zBaq169erjrrrv8ei1EkYhD6Iki0IkTJxAfH+9TAH/kyBHs2bPH47rnz593uP/qq6+6TYjkbgjhhQsXkJCQgOTkZK9tBWAbwmivQYMG2LJli9f2u1OvXj2XgPGmm24CUDLHtUqVKrBYLJg5cyZmzZqF48ePO5zcWofg2UtISMBjjz2Gzz//HA899BA+//xz9OzZE6mpqR7b0aNHD8THx9vmHy9duhQrV650GEZrtXXrVrz66qvYvn27SwCWl5fnNuj3xf3332+7HRcXhwkTJqBnz54AgH/++QdFRUVu3/tbbrkFFosFJ0+eRKNGjXDs2DHb8zw5duwYbr75ZkmSDvn79xk0aFCp2zxx4oTbslrWSg0nTpxwmFPu7b2zl5eX53beutWRI0cAwG3wD8DlM1RYWOjzMM9Dhw75tO7+/fsxYcIE/PLLLy5Bk31gkpGRgR9++AETJ07EoEGDkJycHFDgcvz4cXzyySeYPXu2x2D4iy++wNChQwEAVapUwdq1a1GrVi2ftu/rd+vEiROIi4tzycJepUoVlCtXznb8sbJe+Cnt++bvcfPKlStePyPOfHn/nJnNZixevBh33HEHjh8/blveunVrvPPOO1i/fj26desGoOR9qVq1qsux2fl9sr4/7rLY16tXz+3FNCt/ji9WzsPCrX+HGjVquCy3n9t+5MgR5OXloVKlSm7b4vz3qFOnjtv1QnEc7t27N2bMmIFVq1ahb9++uHr1KlavXo2nn37a9jvl6zHC+r+nC3pS6t27N+bOnYsnnngC48aNQ5cuXfDggw/ioYceKjW/jvX1uJuSYZWXl4fy5cvb7nv6m7jjbvpA+fLlbZ+J8+fPQ6fTefzcEkU7BvBEEejw4cO48cYbfQqkLBYL7rzzTowdO9bt49bA1+qpp55ymMsHwKEXx97ff/+NmjVrKjJhzBtvvIGXX34ZgwYNwpQpU1ChQgXExcVh1KhRHnsbBg0ahBYtWuDw4cNYtmyZrTfeE2vQP2/ePBQVFaFixYro3LmzS5Bx7NgxdOnSBQ0aNMC7776LGjVqQKPRYPXq1Xjvvff87v2wN336dDRr1gxGoxF//PEHXnvtNcTHxys+K7W/f59XXnnFNgfT6p577gmqDb68d5cuXYLBYECVKlU8bsfa3i+//NLtes7f06SkJHz//fcOyzZv3ozJkye7PLd27dr49NNPHZYtW7YMc+bMsd2/cuUKbr/9dqSmpmLy5MmoW7cukpKSkJmZiRdeeMHh/Rw9ejQOHz6MKVOmYNKkSR5fU2leeukl1K9fH/379/eYnO6ee+5BvXr1cP78eXz88cfo3bs3tmzZ4lM+AF+/W1a+HoOsiepKa4O/x83c3FyvnxFnvrx/zn755RecPXsWixcvxuLFi10eX7hwoS2AVyrrfHBflgu7edIWiwWVKlXymLDP+UKLu4zzoToOt2nTBrVr18bSpUvRt29ffP/999DpdA6jt3w9RtSrVw/x8fHYu3dvQG0BPH8XnEfSabVa/Prrr9iwYQP+97//4aeffsKSJUvQuXNnrFmzxuPfCrj2et5++22P5eWcL2j5UwXA075FKXPniWIFA3iiCKPX65GVleXQe+hN3bp1cfXqVXTt2tWn9evXr++ybkpKist6JpMJ2dnZ+M9//uN1e9Yet8OHD7v0Phw+fNjnHjl7R48ehRDC4UTlzz//BHDtxHz58uW444478Nlnnzk898qVK7juuuvcbrdJkyZo0aIFevXqheuvvx533HEHNm3a5LUtgwYNQrNmzXDy5En079/f7cnT999/D71ej1WrVjn0LLgbWu2v9PR0W4bku+66C6dPn8Zbb72Fl19+Gddffz2Sk5Nx+PBhl+cdOnQIcXFxtp6vunXrllqaqG7duvj9999hNBodEkYFwt+/T5MmTVw+l84nebVq1fL4Wq2P2/P23ll7oKzD7q29+O5Yh3pWqlTJp++ZWq12We/KlStu101JSXFZ17lawsaNG3Hx4kWsWLECHTt2tC2376W10mq1+PTTT7F7926kpaXh1VdfRXZ2Np5//vlS2221e/duLF68GCtXrvR6kn/DDTfYEqE9+OCDuO666zB79my89dZbPu3Hl+9WrVq1YLFYcOTIEYe/0blz53DlyhWXv/nOnTsRHx9fak1rf4+bBw4cQMuWLX1a19f3z9nChQtRqVIlfPTRRy6PWRNGfvzxx9BqtahVqxY2bNiAoqIih174o0ePOjzP+v44L/e0zJ4/x5dg1a1bF+vWrUO7du0CLgfnz3HY34vSvXr1wsyZM5Gfn48lS5agdu3aaNOmjUP7gdKPEcnJyejcuTN++eUXnDx5MqD3r3z58m6PJ86jUYCSkUddunRBly5d8O677+KNN97ASy+9hA0bNqBr164e3wfr60lNTfX5OyKlSpUqISkpKaDPLVE04Bx4oghjnRfapUsXn9bv1asXtm/fjp9//tnlsStXrsBkMgXUjjVr1iAvLw/33Xef1/VatWqFSpUq4eOPP3Yo6/Tjjz/i4MGD6NGjh9/7PnPmjEN26fz8fCxYsADNmze39W6o1WqXq/XLli1zKV3nbNCgQdizZ4+tnFVpGjVqhPT0dBw4cMBjaR/rSbp9e/Ly8jBv3rxSt+8vnU4Hk8kEk8kEtVqNbt264bvvvnMokXXu3DksWrQI7du3tw3Z7NmzJ7Kzs91m7ba2u2fPnrhw4QI+/PBDj+v4KtC/jzf//e9/sWPHDmzfvt22rLCwEHPmzEHt2rXRsGFDr8+3f++sFi9eDI1G4zCv3ln37t2RmpqKN954A0aj0eXxf/75J4BX4zt3ny+DwYBZs2a5XX/8+PHIycnBV199ha5duyI9Pd2v/Y0bNw7t2rXDvffe6/Nz8vLyYDAY3JZ288SX75Y1k7xzVvh3330XAByOLwaDAatWrULnzp1LHe7uz3Fz586dOHbsmMfh0c4Cef90Oh1WrFiBu+++Gw899JDLv+HDh6OgoMA2aqh79+4wGo0OozcsFotL8F+tWjU0btwYCxYscJjDvWnTplJ7gf05vgSrV69eMJvNmDJlistjJpPJ4wUw5/YCvh2HU1JSfNqmVe/evaHX6zF//nz89NNP6NWrl8Pj/hwjXn31VQgh8Pjjjzv8Tax27dqF+fPne2xL3bp1kZeXhz179tiWnT171uXYfunSJZfnWi9sWb+n1ov3zu9Feno66tati+nTp7ttYziOeV27dsXKlStx5swZ2/KjR4/ixx9/DOm+iZSAPfBEEaKwsBAffPABJk+ebAt+vvrqK4d1zp07h6tXr+Krr77CnXfeicqVK+P//u//sGrVKtx9990YMGAA0tPTUVhYiL1792L58uX4+++/PfZIe7JkyRI8//zzSExMhE6nc2hHXl4ezGYzVq5cifvvvx8JCQl46623MHDgQNx+++3o06ePrYxc7dq1fSq15Oymm27C4MGD8ccff6By5cr4/PPPce7cOYcTsbvvvhuTJ0/GwIED0bZtW+zduxcLFy50SLbkzpNPPomHH37Yr7mQv/zyC/R6PSpUqOD28W7dukGj0eCee+7B008/jatXr+LTTz9FpUqVcPbsWYd1rWWS5s2b57XWr9XatWtx6tQp2zDwhQsX4t5774VGowEAvPbaa7Zav8888wzi4+PxySefQK/XY9q0abbt/N///R+WL1+Ohx9+GIMGDUJ6ejouXbqEVatW4eOPP0azZs3Qr18/LFiwAGPGjMGOHTvQoUMHFBYWYt26dXjmmWdKvZhjL9C/jzfjxo3D119/jbvuugsjR45EhQoVMH/+fBw/fhzffPONy7xOb+/dkSNH8Oqrr+Lrr7/GuHHjvAYiqampmD17Nh5//HG0bNkSjzzyCK6//nrk5OTgf//7H9q1a+f2oodU2rZti/Lly6N///4YOXIkVCoVvvzyS7cXVdatW4f33nsPX375ZUCjX4CSi3fOtZ7t7d27F88995yt3vaZM2fw+eefw2KxoE+fPn7tq7TvVrNmzdC/f3/MmTPHNpVgx44dmD9/Pu6//35bsrc9e/Zg0qRJOHXqFHr06OFwzLLO8165ciX69Onj13Fz8uTJmDlzJm688UaHkmfelPb+ubNq1SoUFBR4DPrbtGmD66+/HgsXLkTv3r1x//3347bbbsNzzz2Ho0ePokGDBli1apUtaLO/OPnGG2/gvvvuQ7t27TBw4EBcvnwZH374IRo3buw2OLPn6/ElWLfffjuefvppTJ06FVlZWejWrRsSEhJw5MgRLFu2DDNnzsRDDz3kdRv+HIfT09Mxe/ZsvPbaa6hXrx4qVark9QJNy5YtUa9ePbz00kvQ6/UuyU/9OUa0bdsWH330EZ555hk0aNAAjz/+OOrXr4+CggJs3LgRq1atwmuvveaxLY888gheeOEFPPDAAxg5cqStXN1NN93kkNNg8uTJ+PXXX9GjRw/UqlUL58+fx6xZs1C9enXbBcu6deuiXLly+Pjjj1G2bFmkpKSgdevWqFOnDubOnYu77roLjRo1wsCBA3HDDTfg9OnT2LBhA1JTU12mCUlt4sSJWLNmDdq1a4ehQ4fCbDbbPrfOo5SIoo4cqe+JyH/WMm++/rMvSVRQUCDGjx8v6tWrJzQajbjuuutE27ZtxfTp04XBYHDYvi9l5Kxlerz9cy5js2TJEtGiRQuRmJgoKlSoIB599FFx6tQph3V8LSPXo0cP8fPPP4umTZuKxMRE0aBBA5cSWMXFxeK5554TVatWFVqtVrRr105s375d3H777Q6vpbQSWu4eL62d7h5ftWqVaNq0qUhKShK1a9cWb731lq0sm335qg8++MBjCSR37bL+i4+PF7Vq1RIjR44Uly9fdlg3MzNTdO/eXZQpU0YkJyeLO+64Q2zbts1lmxcvXhTDhw8XN9xwg9BoNKJ69eqif//+DmUCi4qKxEsvvSTq1KkjEhISRJUqVcRDDz3kUEbKqrQycsH+fZzLyAkhxLFjx8RDDz0kypUrJ5KSksRtt90mfvjhB7/fu6+//lo0btxYzJw506VEnrsydNbl3bt3F2lpaSIpKUnUrVtXDBgwQOzcudO2TqjKyG3dulW0adNGaLVaUa1aNTF27Fjx888/O2zzwoULolq1ai7lnPwtI3ffffd5fT/OnDkj7r33XlG5cmWRkJAgqlatKu6++26xZcsWr9sXIrDvltFoFJMmTbJ9JmvUqCHGjx/vUD7P2napj5vVq1cXgwYNEmfOnHFpq6cycqW9f+7cc889IikpSRQWFnpcZ8CAASIhIcH2ff3nn39E3759RdmyZUVaWpoYMGCA2Lp1qwAgFi9e7PDcxYsXiwYNGojExETRuHFjsWrVKtGzZ0/RoEEDh/XgVLJMCN+OL9Yycn/88YfDcut74lzKzNPnYM6cOSI9PV1otVpRtmxZ0aRJEzF27FiH99/6G+GOr8fh3Nxc0aNHD1G2bFkBwHZM8va3eumllwQAUa9ePbf7tj6/tGOE1a5du0Tfvn1FtWrVREJCgihfvrzo0qWLmD9/vkMJTnd/kzVr1ojGjRsLjUYjbr75ZvHVV1+5HI/Xr18v7rvvPlGtWjWh0Whsxwbn0onfffedaNiwoa08m31Jud27d4sHH3xQVKxYUSQmJopatWqJXr16ifXr19vW8fQ3tn/MHgAxbNgwl3Wdv0/W19CiRQuh0WhE3bp1xdy5c8Vzzz0nkpKSXJ5PFE1UQjAjBFEk+Pvvv1GnTh1s2LDBNm83mPWCUbt2bUycONFjD/HGjRsxYMAAh2GVUu67cePG+OGHHyTfthL06tULf//9N3bs2CF3U4iixsSJE7Fx40Zs3LjR4zq1a9fGF198EbLjphKsXLkSDzzwALZs2YJ27dp5Xbd58+a4/vrrsXbt2jC1jih4999/P/bv32/LlE8UjTgHnohIIYQQ2Lhxo9fhkUREvtDpdA73zWYzPvjgA6Smpjok3DMajS65UDZu3Ijs7OyovphBkc/5M37kyBGsXr2an1uKepwDTxQhypQpg0cffdRtPfZA1gvGAw88YMtC607lypXxwAMPhGz/0UqlUrnUMyai4DVt2rTUygkPPPBASI+b4TZixAjodDpkZGRAr9djxYoV2LZtG9544w2HTO6nT59G165d8dhjj6FatWo4dOgQPv74Y1SpUgVDhgyR8RUQeXfjjTdiwIABuPHGG3HixAnMnj0bGo3GY/lHomjBIfREFFGifQg9EZEUFi1ahHfeeQdHjx5FcXEx6tWrh6FDh2L48OEO6+Xl5eGpp57C1q1b8c8//yAlJQVdunTBm2++6fVCLZHcBg4ciA0bNiA3NxeJiYnIyMjAG2+84XNJR6JIxQCeiIiIiIiIKAJwDjwRERERERFRBGAAT0RERERERBQBmMQOgMViwZkzZ1C2bFmoVCq5m0NERERERERRTgiBgoICVKtWDXFxvvWtM4AHcObMGdSoUUPuZhAREREREVGMOXnyJKpXr+7TugzgAZQtWxZAyRuXmpoqc2uIiIiIiIgo2uXn56NGjRq2eNQXDOAB27D51NRUBvBEREREREQUNv5M42YSOyIiIiIiIqIIwACeiIiIiIiIKAIwgCciIiIiIiKKAAzgiYiIiIiIiCIAA3giIiIiIiKiCMAAnoiIiIiIiCgCMIAnIiIiIiIiigAM4ImIiIiIiIgiAAN4IiIiIiIiogjAAJ6IiIiIiIgoAjCAJyIiIiIiIooADOCJiIiIiIiIIgADeCIiIiIiIqIIwACeiIiIiIiIKAIwgCciIiIiIiKKAAzgiYiIiIiIiCIAA3giIiIiIiKiCMAAnoiIiIiIiCgCMIAnIiIiIiIiigAM4ImIiIiIiIgiAAN4IiIiIiIiogjAAJ6IiIiIiIgoAjCAJyIiIiIiIooADOCJiIiIiIiIIgADeCIiIiIiIqIIEC93A5SkyGBCvMEkdzOIiIgozLQJaqhUKrmbQURE5BUDeDu3vb4ecYnJcjeDiIiIwqxVrfJYNiSDQTwRESkah9ATERFRzNt54jJ0RrPczSAiIvKKPfB2Nv1fJ1S+rrzczSAiIqIwKTKY0eq1dXI3g4iIyCcM4O1oNWoka/iWEBERERERkfJwCD0RERERERFRBGAAT0RERERERBQBGMATERERERERRQAG8EREREREREQRgAE8ERERERERUQRgAE9EREREREQUARjAExEREREREUUABvBEREREREREEYABPBEREREREVEEiJe7AUTBEEJAZzTL3QwiIopQRQaT29tERESB0CaooVKpQrZ9BvAUsYQQeOjj7dh14rLcTSEioijQ6rX1cjeBiIgiXKta5bFsSEbIgngOoaeIpTOaGbwTEREREZFi7DxxOaQjhNkDT1Fh54SuSNao5W4GERERERHFoCKDGa1eWxfy/TCAp6iQrFEjWcOPMxERERERRS8OoSciIiIiIiKKAIoJ4N98802oVCqMGjXKtqy4uBjDhg1DxYoVUaZMGfTs2RPnzp1zeF5OTg569OiB5ORkVKpUCf/3f/8Hk4lZZImIiIiIiCi6KCKA/+OPP/DJJ5+gadOmDstHjx6N77//HsuWLcOmTZtw5swZPPjgg7bHzWYzevToAYPBgG3btmH+/Pn44osv8Morr4T7JRARERERERGFlOwB/NWrV/Hoo4/i008/Rfny5W3L8/Ly8Nlnn+Hdd99F586dkZ6ejnnz5mHbtm347bffAABr1qzBgQMH8NVXX6F58+a46667MGXKFHz00UcwGAxyvSQiIiIiIiIiyckewA8bNgw9evRA165dHZbv2rULRqPRYXmDBg1Qs2ZNbN++HQCwfft2NGnSBJUrV7at0717d+Tn52P//v0e96nX65Gfn+/wj4iIiIiIiEjJZE3bvXjxYmRmZuKPP/5weSw3NxcajQblypVzWF65cmXk5uba1rEP3q2PWx/zZOrUqZg0aVKQrSciIiIiIiIKH9l64E+ePIlnn30WCxcuRFJSUlj3PX78eOTl5dn+nTx5Mqz7JyIiIiIiIvKXbAH8rl27cP78ebRs2RLx8fGIj4/Hpk2b8P777yM+Ph6VK1eGwWDAlStXHJ537tw5VKlSBQBQpUoVl6z01vvWddxJTExEamqqwz8iIiIiIiIiJZMtgO/SpQv27t2LrKws279WrVrh0Ucftd1OSEjA+vXrbc85fPgwcnJykJGRAQDIyMjA3r17cf78eds6a9euRWpqKho2bBj210REREREREQUKrLNgS9btiwaN27ssCwlJQUVK1a0LR88eDDGjBmDChUqIDU1FSNGjEBGRgbatGkDAOjWrRsaNmyIxx9/HNOmTUNubi4mTJiAYcOGITExMeyviYiIiIiIiChUZE1iV5r33nsPcXFx6NmzJ/R6Pbp3745Zs2bZHler1fjhhx8wdOhQZGRkICUlBf3798fkyZNlbDURERERERGR9BQVwG/cuNHhflJSEj766CN89NFHHp9Tq1YtrF69OsQtIyIiIiIiIpKX7HXgiYiIiIiIiKh0DOCJiIiIiIiIIgADeCIiIiIiIqIIwACeiIiIiIiIKAIwgCciIiIiIiKKAAzgiYiIiIiIiCKAosrIERERERERESmREAI6o9ntY0UGk9vb9rQJaqhUqqDawACeiIiIiIiIyAshBB76eDt2nbhc6rqtXlvvdnnLmuXw5eDbbEG8p0DfGwbwRERERERERF7ojGafgndvMnOuoNGra2z3Lfoiv7fBAJ6IiIiIiIjIRzsndEWyRu32sSKDyWMPvBQYwBMRERERERH5KFmjRrKm9FDae6BvRsuXV/m9bwbwRERERERERBLzNdD3B8vIEREREREREUUABvBEREREREREEYABPBEREREREVEE4Bx4iQkhoDOa5W5GTLCvmxhIDUUKnDZBbatfSURERERE4cEAXkJCCDz08fag6wOS/0JZqoFctapVHsuGZDCIJyIiIiIKIw6hl5DOaGbwTjFh54nLHGlCRERERBRm7IEPEW81/4giVZHBjFavrZO7GUREREREMYkBfIiEouYfERERERERxS4OoSciIiIiIiKKAAzgiYiIiIiIiCIAA3giIiIiIiKiCMAAnoiIiIiIiCgCMIAnIiIiIiIiigBMk04UYYQQstVgLzKY3N4OJ22CGiqVSpZ9ExERERHJiQE8UQQRQuChj7dj14nLcjcFrV5bL89+a5XHsiEZDOKJiIiIKOZwCD1RBNEZzYoI3uW088Rl2UYgEBERERHJiT3wRBFq54SuSNao5W5G2BQZzGj12jq5m0FEREREJBsG8EQRKlmjRrKGX2EiIiIioljBIfREREREREREEYABPBEREREREVEEYABPREREREREFAEYwBMRERERERFFAAbwRERERERERBGAATwRERERERFRBGAAT0RERERERBQBGMATUUQQQthuFxlMDveJiIiIiGIBA3iiCBVLAawQAo/O3WG73+q19Xj44+0x9R4QERERETGAJ4og9gHrY3N3xEwAqzOakXXyisOynScuQ2c0y9MgIiIiIiIZMIAniiAqlcp2e/fJKzEZwG4ee4fcTSAiIiIikgUDeKIIFis98Pa0GrXcTSAiIiIikgUDeKII4hywx9IweiIiIiKiWMcAniiCOA+Zj9Vh9EREREREsYgBPBEREREREVEEYABPREREREREFAEYwBMRERERERFFAAbwRERERERERBGAATwRERERERFRBGAAT0RERERERBQBGMATERERERERRQAG8EREREREREQRgAE8ERERERERUQRgAE9EREREREQUARjAE1FE0RlMtttFBhOEEDK2hoiIiIgofBjAE5Hi2QfpHaZttN1u9dp6PPzxdgbxRERERBQTGMATkeLpjGaPj+08cdnr40RERERE0SJe7gYoic5gQpHd8Fx/FTkN7Q2WNkENlUoV9HaIosnmsXegYhkNigxmtHptndzNISIiIiIKGwbwdm5/exPiEpMl2Var19YHv41a5bFsSAaDePIq1oaPazVxSNbw0EVEREREsUfWIfSzZ89G06ZNkZqaitTUVGRkZODHH3+0Pd6pUyeoVCqHf0OGDHHYRk5ODnr06IHk5GRUqlQJ//d//weTKfjebyXg0GBy5i5Yf2zujpgL4omIiIiIYpGs3VjVq1fHm2++ifr160MIgfnz5+O+++7D7t270ahRIwDAk08+icmTJ9uek5x8rYfcbDajR48eqFKlCrZt24azZ8+iX79+SEhIwBtvvOF3e356tgNqV7su+BcWJA4NJk+KjRaXZbtPXoHOaGavNBERERFRlJP1jP+ee+5xuP/6669j9uzZ+O2332wBfHJyMqpUqeL2+WvWrMGBAwewbt06VK5cGc2bN8eUKVPwwgsvYOLEidBoNH61h0NzKZJ8N6wd7vtoq9zNICIiIiKiMFFMFnqz2YzFixejsLAQGRkZtuULFy7Eddddh8aNG2P8+PEoKiqyPbZ9+3Y0adIElStXti3r3r078vPzsX///rC2nyj8rg2bj6V66DqDGUVOCSet92PlPSAiIiKi2CR7d/PevXuRkZGB4uJilClTBt9++y0aNmwIAOjbty9q1aqFatWqYc+ePXjhhRdw+PBhrFixAgCQm5vrELwDsN3Pzc31uE+9Xg+9Xm+7n5+fL/XLIgq5+z7aZrvd6rX1MZP00L4OvJU1aWSsvAdEREREFJtkD+BvvvlmZGVlIS8vD8uXL0f//v2xadMmNGzYEE899ZRtvSZNmqBq1aro0qULjh07hrp16wa8z6lTp2LSpElSNJ9IMaxJD2N5GgjfAyIiIiKKZrKf5Wo0GtSrVw8AkJ6ejj/++AMzZ87EJ5984rJu69atAQBHjx5F3bp1UaVKFezYscNhnXPnzgGAx3nzADB+/HiMGTPGdj8/Px81atQI+rUQhdvmsZ0AXOuVtg4r1yaoo7oXeueErkjWqG33mfiRiIiIiGKB7AG8M4vF4jC83V5WVhYAoGrVqgCAjIwMvP766zh//jwqVaoEAFi7di1SU1Ntw/DdSUxMRGJiorQNJ5KB83By61DyljXL4cvBt0GlUkVlMJ+sUbOXnYiIiIhijqxnwOPHj8ddd92FmjVroqCgAIsWLcLGjRvx888/49ixY1i0aBH++9//omLFitizZw9Gjx6Njh07omnTpgCAbt26oWHDhnj88ccxbdo05ObmYsKECRg2bBgDdIppmTlX0OjVNQCic164fQI75/vOjwHRPyKBiIiIiGKDrAH8+fPn0a9fP5w9exZpaWlo2rQpfv75Z9x55504efIk1q1bhxkzZqCwsBA1atRAz549MWHCBNvz1Wo1fvjhBwwdOhQZGRlISUlB//79HerGE0WzzWPvgFYTZ+t5dyca54V7e73uHrMfkeArBv1EREREpDSyntF/9tlnHh+rUaMGNm3aVOo2atWqhdWrV0vZLKKIodXEOQTm9nPDOS/8GvsRCb4KJOj3By8QEBEREZG/oqdLjog4N1xCgQT9/ojGqQ1EREREFFo80yciksHOE5dxsVAf0AUX9t4TERERxSYG8EQUkdaM6ojqFbSy7V8IgUfn7kDWySsBb8PbXH5vWtYsh+VDMhAXFxfwvomIiIgo8jCAJ6KI5Dz/P9yKDKaggvdgZOZcQc/Z27HimbbsiSciIiKKIQzgiYiCZJ88MFQuXtWjw7SNtvu7T17BxUI9KqYkMognIiIiihEM4IligBBC7iZEtXAkDyxMMLosa/XaeibDIyIiIoohDODt6AxmFBlMcjfDoQ1KaI8zJtCKDPZB+2Nzd3C4dYQrNlrcLt954jJ2HL+IpAQ1tAmeRwFoAxwhEOjzAhXtVRR4/CQiIqJgRPeZkp/+M3ML4hKT5W6Gg0CTXIUSe/wig/3fZ/fJK9AZzVEfHEUzk8ns8bHec34PY0soGC1rlsOXg2/j8TMC8eILEREpAc/myW87T1xmMEhhxSkAQM5lndxNIAlk5lxBo1fXyN0MCgAvvhCFFy+akdJYLMLt7XBjBGZn5TNt0aBWZbmboVhFBjNavbZO7mZQDOIPOBHJjRdfiMKLIz5JaYpNFofbZWRqBwN4O0kJ8palIgol9mITERFRpOCITyL3+I0IESEEdEbPc1YjkdKT6wUr2oZqOQfsTGQXncJRwo6IiChcOOKTyDsG8CEghMBDH2/HrhOX5W5KyCgxuV6wom2olvMFpN0nr6DIYEJKYoJMLaJQCEcJOyIiIiJShji5GxCNdEZzVAfv0Wrnicu4WKiP6qHm0XJxgoiIiIgoFrHbJsQ4vFXZhBDo8+nv2HMqD0DJyIJo64m3V2QwRd1UASIiij7ROBWRfBPtUzbJN7FwvhpoJnsG8CHG4a3KVmQw2YJ3q2hOmhLtFyiIiCjyxcJURPJNNE7ZJN/EwvmqfVZ7f3AIPdG/No+9Q+4mhIX1AgUREZEScSoiEfF81bPo62IMkhRDtqQe+hMLQ0iUQBvlUx3WjOqIbjN+lbsZREREPuNURKLYwioEpWMAb0dA+iFbUgz9iYUhJBR60X6BgoiIog+nIhIROeIR0Y7eaFHkkK1onpNNJKVwJj0Kd5IdPYeRERERUZTwdM7my/lVrI9OZkTogRKGbHEICZHv5Ex6xCQ7RERERL7x9ZzN0/lVrI9OZgDvAYdskRIFWm4iFjDpEREREZHyBXvOtvPEZVws1PsVq0VTrz0jVKIIojcxgPeFEkbQSImjcYiIiChaCBH8+ay/ox+jqdeeATwRRR2OoCEiIiJSJjnKw0VTTrHIfwVEREREREQUcTaPvQMVy2hCtn0pRzHaT2WVc1orA3giIiIiIiIKO60mzqde8cArDV0LtAOtGmSdP683WWzL7G+HGwN4IiIiIiIiUiSpKg0FWjXIOn9eKeLkbgARERERERGRO3JXGtp54nLAvfehwB54IiIiIiIiUrxwVRoSQqDPp79jz6k8AMBjc3dg5iPNQ75fXzCAJ/qXzu7Kmv1VtmiqG0lEREREFKnCVWmoyGCyBe8AsPvkFRQ7zcH3NC+/yENMYU+bEPhFCAbwFNPs61B2mLbRdtt+jkw01Y0kIiIiIqLg+Dov39O8+1a1ymP2Yy0D2jfnwFNM8yWbpbVuJBERERERUbHREtS8/J0nLrv06PuKPfBE/3KuQyll3UgiIiIiIoo+/szLlyK+YABPZCM83neev8J58UREREREFK55+VYM4In+ZT8H3pnz/BXOiyciIiIionBjAE8UAOu8+HBebaPYZZ9skYiIiChaucvsXlpW91gbGcvog8hOaXNYOC+e5BBLP0pEREQUm3zJ7O4uq3usjYxlAE9kJ9xzWIiIiIiIqKQ6VCCZ3WNtZGxsvEoiIiIiIiKKCL5kdo/VkbEM4ImIiIiIiEgxOCrWM74rRERERG64S6ZEoVdawioKrVhLCEbkK6UkFWYAT0REROTEl2RKFHruElZRaMVaQjAiX41eki13EwAAcXI3gIiIiEhpAk2mRBTprAnBiMjRgdwCuZsAgD3wRBHFopChO0REscSXZEpEkS5WE4IRRRoG8EQRRG+2yN0EIqKYw2RKFAssFuH2NhEpC3+NiIhIUkz8RdGAidQo2pSWnK7YZHG4XSYcjaKY5ykxnBCi1GOvP8fpaErOyAA+BKQ6eZX65CGaPrhEpExM/EXRiInUKBowOR0phX3QPviLXfhueDuXz+Wjc3cg6+QVn7dZ2nE6mj7/DOAlFqqTVylOHqLpg0tEysTEX0REyrTzxGUUGUxISUxw+ziH0FO42Mcie07nQWc0u0xT8id494U1OWM0TIeK/FegMEo+eY2mDy4RKR8TfxERyUsIgT6f/o49p/IAAI/N3YEVz7R125mjtx9Cz2lQpBDBnksoOTljoHXlGcmFkFJOXpX8waXw0TlNyYj0KRU6g9njNBNPU04i/TVHGib+IiKSV5HBZAveAWD3ySseO3Psg4lnFmbi+xHt+ZtJsou2cwnH79nugLYRPe+GAkXbB44ii/Pwt24zNttut3ptfcRPqbB/Pc48TTmJ9NdMREQUKvY/jfvO5HPUJlEI2J+D7juTH9A24qRqDBEpi97kfViOdUpFLInF10xERERE0YOX1YhixJpRHVG9gjZqplR8N6wd6lf2rchNtLxmd5hoiIiIiKIBz2l8wwCeKEZoNXFRNRROmxBdrydQrNVLRERE0aDYLpGi3JR8MYFD6ImIiIiIYpxzRuxAM2QTRQMlXUxwxu4roggiFHw1kIiIiCJXsdExYGHCV1IiIYRf+Yx8qVLkjs6PdcONATxRBDEo+GogycO5nJ7cAv2hDBeWEiQiIopMQgg89PF27DpxOaDne6pSFGkYwBMRRbAO0zbI3QSPlPhDyVKCRETuOc/5VfIcYIpNOqM54OA9mjCAJyKimGEtJcgEiEREjvRmx4CdSVJJyXZO6IpkjTpk2z91WYdu7/0asu0Hg2cwEShccz+sOOSUSNlC/SMWDaK5lCAREVGsSdaoQ3oxXpug3Fzvsgbws2fPxuzZs/H3338DABo1aoRXXnkFd911FwCguLgYzz33HBYvXgy9Xo/u3btj1qxZqFy5sm0bOTk5GDp0KDZs2IAyZcqgf//+mDp1KuLjo/PahBxzP1rWLIcvB98WsiBeyRcInC+WeLsYouTXQdEt1D9iREQUeziEnkiZZD3jq169Ot58803Ur18fQgjMnz8f9913H3bv3o1GjRph9OjR+N///odly5YhLS0Nw4cPx4MPPoitW7cCAMxmM3r06IEqVapg27ZtOHv2LPr164eEhAS88cYbcr60kJFj7kdmzhU0enVNyLav1DmppV0scb4YotTXQbHD39E5sUTpyfWUghciichKz8S5RIokawB/zz33ONx//fXXMXv2bPz222+oXr06PvvsMyxatAidO3cGAMybNw+33HILfvvtN7Rp0wZr1qzBgQMHsG7dOlSuXBnNmzfHlClT8MILL2DixInQaDRyvKyw2Ty2EzpM2yh3M4K288RlXCzUy9KDqDN4Dnb8vVjCubUkp2BH58QSJSbXUwpeiCQiK/bAEymTYiINs9mMZcuWobCwEBkZGdi1axeMRiO6du1qW6dBgwaoWbMmtm/fjjZt2mD79u1o0qSJw5D67t27Y+jQodi/fz9atGjhdl96vR56vd52Pz8/P3QvLIS0dnNe/Z0DK4TAo3N3IOvklRC0zH9KP6H29v5ybq08dEbfy6cF0/saKT2SzMxKUuCFSCKyun36Ruyb2A0pifER8TtIFCtk/4Xeu3cvMjIyUFxcjDJlyuDbb79Fw4YNkZWVBY1Gg3LlyjmsX7lyZeTm5gIAcnNzHYJ36+PWxzyZOnUqJk2aJO0LkZm/c2CLDCbFBO+RgHOMlee+j7YF9Dx/LxZFYo8kk9qRv3ghkojcaTxxjUMupEi5qE0ULCWPQJE9Irn55puRlZWFvLw8LF++HP3798emTZtCus/x48djzJgxtvv5+fmoUaNGSPcZav72Ktqvv3lsJ4fefF9EwwG8yGBSfM+/MyEcDyZms3IPLtEiEnskecGJiIikYp8LKRIvahMFQqfgHBCyn+FpNBrUq1cPAJCeno4//vgDM2fORO/evWEwGHDlyhWHXvhz586hSpUqAIAqVapgx44dDts7d+6c7TFPEhMTkZiYKPErkVcwgWgg8+h5AJeJ0/t9udCAstoEmRojryVPtUGT6mkh2z57JImIiBxF4kVtihzOHVVyUnISR8V9+ywWC/R6PdLT05GQkID169ejZ8+eAIDDhw8jJycHGRkZAICMjAy8/vrrOH/+PCpVqgQAWLt2LVJTU9GwYUPZXkMs4AFcGfRm5R5cQi0pIY6fPyIiohD67pm2uKGCFjqD2dbhYx3FGQ2jMUlZ+HHyjaxnv+PHj8ddd92FmjVroqCgAIsWLcLGjRvx888/Iy0tDYMHD8aYMWNQoUIFpKamYsSIEcjIyECbNm0AAN26dUPDhg3x+OOPY9q0acjNzcWECRMwbNiwqOth94W7ea9Sl5VydwCXEn8MSApSfO6lLjvGzzYREUWacd/sxcFzBQ7LrKM+ORqTSB6yBvDnz59Hv379cPbsWaSlpaFp06b4+eefceeddwIA3nvvPcTFxaFnz57Q6/Xo3r07Zs2aZXu+Wq3GDz/8gKFDhyIjIwMpKSno378/Jk+eLNdLkpXzvNdQl5UKxfxx/hhQsELxuZfis87PNhERRRrn4N3ezhOXceRcgS2Pkq/5lKQcPceL4xSLZA3gP/vsM6+PJyUl4aOPPsJHH33kcZ1atWph9erVUjctKkRiWSkOzQ8dnaGk7Jq7nuVo+gFU6ueen20iIoo23WZslnX/vDhOsYhnkjFC6WWlmDAs9Nz9yEb7MDglfO752SYiIgqNnScu42KhXnEXx6OpY4SUR1mfdgoZlpUib6K1d5ifeyIiouimxJLALWuWw5eDb2MQ70GR3jG3kJKyz0cCntkSxZDNYzuhYplrCR7ZO0xEREQkrcycK2j06hq5mxExvF3o8JRU2DnBcCyNemAATxRDtOyRjgmhqBBB0U3qqgsUm2LpBJqIwsPTCAvn5eGeDqpz+t0M5/GPZ/IkCSEELBZdwM83m812t3UwmwOftxwXpw34C8QhPBSp7D+7ShxOSJGDnx8KVHqNNCwd0IJB/L9U2sDPRyJBixrl8NUTHCZO/tt7Kg+95/xmu2+xBH/+vfPEZeQVFpea+yghIUGSz+x9s7bZbrd6bX1YLyAwgKegCSGwK7MX8vIyA96G3qQBMB0AsHnzbUiMNwS8rbS0dKS3XBLQF2jVzCw88n+t+GNEESfYuvdERMHadTIPe25riyRz4L/h0UTbsiVqLfwqas8pdp+8ApVKxZF95LekBMcgu9hkQRkP646odR6Xck963JYJcViibwEAePvtt5Ggsnjdd40aNTBo0KCAvpdLn2qDXnYXHuyFM58Uv3EUNItFF1TwDgCJ8QZ81m2kJO3Jy9sFi0UHtTrZr+c9eUWDS1cKYDJYkJCo3Iz9FF5CCJgM3n8MvDEargXWRr0ZRuH/D4b9NnyxeewdqFhG4/d+iMh3liIdjrRrL3czFIWBuyNdZiYsRUVQp6TI3RTJbB57B5ISVLj19V8AAEIE/vtIMczi+LkRFs+fo/NnT0Mb5/nxBFgwIOkPn3d98uRJGI1GaDT+nyclOvXu75zQFQDCnk+KATxJqkP73/0OnKViMhVhy9bWsuxbNkLAYDDa7hoMRsTDgoSEBLerG4sNMNp96+0DQ4OuGNC5zn1NSEz6d1cCJoMeCYlJiE9MjNoeBXtCCKx4OxO5f+UFvA0DBFCu5Pbn/7cFGvj/vtlvwxdaTRx7RIhCzGJS2wLW+lu3IE6rlblFJDchBHIGDkLxnj22ZTmDBqP24q+j5jdTq4lDquaqrdMlQfU7gOvkbRRFHK053+F+YmEBkOr9GPr8888HFHRb6fV6vPPOOwAAi5cLBv6Qq1Qxz/BIUmp1siwBvBACe/Y+5nA/Fnz33XfQXzgJIB3AtaFDNWrUwJ33P+Ky/twRg5BsKbbdN6rigdpPAgA+fvoxJAjfkldVu7khHpn0VtSckHhiMliCCt4BQAMV/u8KT+yjhRACQhd4vg+KHhZ+DsiJKC52CN4BoDg7G0KngypZns6NULA/x4qV8y2Sn0ajCSqANxiujRAymSI7WSsDeIoKFosO+fnZodu+wQyLh55Ti10vtrf1rFQJcZIFvufOncf18a5Dh06ePAmTsfSDU4IwYcTx2X7v98zhAzDp9UhISvL7uZFq4LT2skytMOrN+GTs5rDvl1wJIXCi76PQ7d4td1NIYTiUnpzVXbcWx7reKXcz3Ao26DabdW5vE1F4MICnqOD8Y5S5+zG0bPEV1OpkSTLSn33td2g9BOY6+LaelaZmWVQc3DigdgkPicqsw4oMBgOmT5/udRtD53xlGxZvZdQXY/ZTJSMYnvhgrsPjCYlJDo/bPydWhtIDQEKimrkRYpzQ6Ri8E5FPlDilYsjfnyJBmJBg6QzA/VS70lgsAhYU290v9rI2kTItWrQITz75ZMSewzKAjzHBlntzx2wucntbKr6UhXPeb0HBHmz6tWlQGemF0bf5MVqosAWpPm/XkFOAs69u97s9AHABjgmC4v+9eODPsKKExCSvPefJqeVcHnd3tX72U4/FzFD6iGBfgkWCcizkHec8E5E9iy5ykhoue/1l9J3ydmC/3SYDwBypFOHOnDkTcCI7JWAAH0OkKPdWms1bpE8i50sQ7ukKcKAZ6Z1VGXsrtBo1cl/7PajtRCqTQe92eSwOpVeqZFOe020Gl6EUp9UiLormtBJRcLxl0Vaa3COHgvrttr+oL1UyMIotzJ0QHAbwdnSma0FKkVEHqNTQxpfe+xsppCj3Jgd/g/DWt/0IjaaCpBcTVJo4xNllmqw6oTVUMmSePHnkH+DLXWHfr73B738KlSoOc0cMBhCeg7BgjzIRESmY0Lu/0B1tli5dir69brXd33/gObRp/UPUnCtT6AkhMPyvyy7LyHcM4O0M/HkAgHEAgE5Lb4cqzogWlVpg/n/mK/LAFExQI2e5N1+ZzUUBBeFqtTbkr02lUTsE9OGiio8L+z6dfT9jGs7/dcR2f+mUl9D3temIiwtd25IiO1lo2FmKi2Epkn46S6yzzzrODOShpdJGz8Vzomhy9uxZGAxXbfeLig7BbC5EfHwZGVtFkaTIYsFegxn24z9OjxqN1CULZWtTpGEAb0cVZ0TZW8Y5LNt9fjcuFV+CNr5kOKqSeuRV+iIM+ftTfPxvGTB/yFXujSKfffAOAOeO/YmvXxkb+Hy6APFqrSP79+PInffZ6lNTaETKXNdIpW3eDDU++0wxv7dEpXG+qOd8wU9pF6Wk/A0tmcbIAJ4Cp9+//9+OB4UnC1bIuScDeDufd/scHx17DXsv7HVY3mlpJ9ttJffIRwpfE+n5kxzPvoyJEMLtc31JhkeBCXY+XSD0/FM6iJXhmxQbdFnZ+DO9ldzNIAqYfQm5I+3au70oFY6g3tNozWWvT0DfKdMD2j/PpSgUcgYNRpm58+RuhldnX5oAVPuv3M1gAG9PpVK5BO/Odp/fDZ1Jh+QE9l4HItBEev4Mpd+7dxiuFh5weW4wGenJvSc+mIu5I56QuxnkpO6qJdCmXYej7TvI3RQiIoL7i1Lali1Ra+FXIT0vURkEnrskYMj72GF57pHDMBYXQ8NqGqQQxdnZSC5SeFnCA/sYwCvZxl4bbcPmAUBn0jn0xFNgwpFIzz54tydVRvpIZ9S7Hhztl5X2uD3nevKkDKqkRJx6ZpjtflKjhqj+ySeIU9gQTiKiSBdM+ThdZibMly55LUkZ1qH3Pg4Ptjitp9OdglqdzJGOFLTTI0cAdfq4fUzOqZPaWjOREn8GiT/7XjY6lBjAe6CN17KXPcSkTKR39epR7Nz1gNvtB5oMz37YmbCIqJlzPfupx4J6nJTPoitG8Z49tvvF+w/gaPsOYentISIi35UW/AebD8KiM3p8zLkefKKP+7CYHTPL7tzVEwCQmtoC6S2XhjSpLUU3/cFDQB33jy1YsABPPPGEZOcwUpzXCyFgNF77PhgMRmgT1F7bKMV+GcBHsEiqOeqOlIn01GrXnuBgty8MZtttc7ERF748dO0xmYJ5llMjdwrNZiTZfSZFsfv58LrMTBhPn7b19iim14eIiNwKNh+EIaEMkPGq28f8zV9zX/xeJKg8n3vm5+/GrsyH0Sp9OX8/yDu1+8+Ht7Pc06dPo7CwECkpKQF9vpzP3efPn4/+/ftDo9EE/HldsOBLnDp1CkA6AODtt9/GjTVvwKBBgzxusyTpY4m32k/E/60f6/d+GcBHMJOBSatK4y6hnc9DvHRXsQUlQ2UKvzoEcf7aF062HyYPAbwQAgaDAQbDtczjBpPnLORD53zl8/B3Q7EOHz/9uH/tDAOhd18qzWJ34cVSpIPF5D6jaTQFqE227EcL7bXXKYTnEyz7xEreJDVqhGoz3gvoPfJ2YSAUwr2/cIqmzykRRQeTyXNt1/z8LBQWHoFGU8HlMV86VTgMP7ZVX7QU+Oqgx8enT5+O6tWr4/HHH/c78NY7Jfs9c+YMpk6diho1angNuK1UbjrvTp06hQSVBQOS/rAtO3nyJIxGIzQajc9t8xcD+FIIIaAz6aAzXctyrjPpFFFOzmT0PCyqJKC79rjBYIQmyf/eW18zxvvKn8zy/jAa3QRyFgsydz+E/Pws27LNW1ojNbUFWjSfD7PZ+wgGs/na+2cfvAPKK2G2YMECnD592mHZp3M+BdDM43PiExOD/gzbvw9GfbEk2/TViYFPIO2f4y7Li9Ua4J43AJQMTfRUTs2XYYkWvdnjY+EihPBaVKW4UxUgPg67dddqqpqLg08CU7x/P/66s1vQ26HgJDVtguqzZsn+e0OBieaLS1TCuXycs/pbt8j6OSg4eR6/vrPP4+P+jOaM/7f3fcWKxWjq+fQCv++4y+dtOitbtjEaN/og6GOeWq2c716s515yZvF2/q0pPTQ9deqUX4G3VbGHc6OTJ0/i8uXLtoDb+r/J4BhnaUye9/P8888DKLnAEA4M4L0QQqDfj/2Q9U+Ww/JOSzu5LSdnsVhgunjJdt908RIsaY51MYPtTXGYl212DCKtwZQQAp9//jn+yjmNa0M6pqFe7XKoWctxXa/7CjBjvK8CmZfuj8zMR3G10PVHKz9/Nzb92hR6kwaA5y+at/fowtx9qPRMM8WcVDsH754kiJKr5rOfegzVbm6IRya9FdRrWPHWJNvt2U89hqr1G+Chl6ZApVKFNZi3l2Q24MeVz5e6ni/DEs1xGqDjewCAwnw9UlITEa+JU8zf3ZOzk6fx4B4livfsZTUBoghmLiqyBfCyjKiJT/D6cGHeFWiS/Q0wQ9eJUVCwD9t/uyNk2yf5FSMRwAK3j5196WWgbi+ftuMceAPw2uvtbeTI+++/77LsH7MWQGOf2pKQkACj0b7j1ICEhISQfd95jueFzqRzCd6tnMvJWSwWHLn1NhQVG229f8e63unS+xdsEiljgRH/d6Xkh2DTFwfQqUpvWAuDXJi7F8nPtIDRaMTJkyeRoMK/QzoEmjb7GWlp/1xrf1a/UucohSNjfCi5C979IYyerxAaTxZAGC1Qabz1jYaA00WFeKe5aNWqVUP//v0BADM+/RI45XlTZw4fCLp2+/m/jjrcP3vkED4Y8HBJWyS4QFAa+56NYDIBe2Lf/77w5d8AAFXrpuGB51uG7STMZLCUesHtt9YN0GbrteoLpr+O8+BORKQA9iOZ5Egkai7I9/r41cuXUL5qNb+22blLR1y4sDGIVhG5pz9yBKjr+/ruAm+pCIfbKpdl9pxHwtoP9VepVJIH8zzH85G1rJyncnKWy5dhKSxEEuC190+XmQmh00Hl99XOEma7oDI/twDVr6+OLdYFJwtL5v/afT6ef/55FBRcwIGDXzlsJz8/y6+SalJmjJeauwz0nti/jiuXTgC//GV7LBmOWVPN+Z7nkMtFeJnXDpTM5wFK5uifP38eQFWXdXpPnIolE8eHonmObZHgAkFp4rRaxLn5LkkxZNGi02HPHfe4LD97LA8mgwUJieG7eKMRxXgHSXgO7vNeFJcyHYSIiOQX7DlgICzFeumn/QnP0wZa3/ajIoavK6ENVko9f5bLxasnge0Fbh8zhbEC2MiRI20XAEaOHOkwhP7q1asY/8HngLVTPV4DGIE4lftefHcjYa1D/QH4Pdy/NAEH8EePHsWxY8fQsWNHaLVaCCEUP6w0GP6Ulavzw/eIL18eAELaO+iO899Ao9Eg3m74VMNbVuLAwfv93q6UGeOl5i4Dved1r72OUg/uZmXNc/fVggUL0K9fP4+PJ5WRvoblEx/MRXJqOQAlc+HlLkXnKbAPxn3DbsF3H3lOrCKn4QdzSl2nbO9eqPTkk2FojTxKm4caqSzFxTjxcMlwwjrfr+Kc6hAI13uqSkqK6vOkaOfuPC6+Xj2Yjh718Ayg8tQ3kNqxI4DSy8WFikqlggqehw5LTautrtjzRVKGkvNv9wG8L+yDbWfehtBv3rwZmzdvdrtumTJlfB6KHwipE9v5HcBfvHgRvXv3xi+//AKVSoUjR47gxhtvxODBg1G+fHm88847kjQsksWXL4/4ihVl27/9lVbnq65xcTz5iybOQ+iBkquARi8JDkMhITEppD3tSpCYrNwBS/sKS09aV7BkKQqWLA1DayhUjt9zr9xNoCDIMXyaQstb8A4AcampiK9Y0W3FlGjlV7UfIjt1vl+Fs32Hlrqec7DtK7U6fCMnn3/+eWg0GhgMhpAktvP7jHT06NGIj49HTk4ObrnlFtvy3r17Y8yYMQzgZSaEwIIF1xJDLFiwAPff/18ZW0Th8uyzz2LmzJlyNyNqmQ3XLpYY7bLTR0JSOyKSny4zE+ZLlziKQmFYqlFam7e0RlpaOtJbLuH7Sn6JpmOjRqNRVhm5NWvW4Oeff0b16tUdltevXx8nTpyQrGEUGKPR6DAP4/Tp0zCbwzd0iuSTkOA902yglFYyL5zsX/k3M/fbbs8ba8s8gcp1UnHvs80dTlSUGNSnPtoXVZ97Tu5mUAgJIZAzcBCK9+yRuynkgVzDqMkzjoyQXl7eLr/yLBFFm5Jy3gYYDNdyV1kz00vB7wC+sLAQyW7mll66dAmJiYmSNIrkY1/33VPNdg6Nii0mg/vEabHAElf6gfbc8Xx8OupXh2XhzlTvC1VCguR5AUhZLEVFDN6J/CRHYjkikp+74Fqq8zbnrPRASWb6GjVq4OE+Dwe9fb8D+A4dOmDBggWYMmUKgJLkGBaLBdOmTcMdd7BuYyTzVvfdvmZ7JA+N4tys0DDqi2EsLrbdtl9uT67a8OEmR6Z6IntSVGIgimbhSi4cjbKys+E0EJcobKQaGWpfgs4aXEuVKd5dVnrgWjK7YPkdwE+bNg1dunTBzp07YTAYMHbsWOzfvx+XLl3C1q1bg24QycfXuu+RPDTKfm4WSWfuiCfcLnfORh+O2vChNnBae4+BuVFvdhheTySXUFRiICL/CSEcqmRYdLqIn3efn1cAMIAnmSxYsABPPPGE5N8hqTPFA6FLZud3AN+4cWP8+eef+PDDD1G2bFlcvXoVDz74IIYNG4aqVV1rTkcLIQSKjEXQma4dhK23tfHR18vhru672Vzk0BMfqawXIIJlumpAfJmSL7kqQXlznpUoHLXhQy0hUc2edSIiKpUQwIm+j0K3e7dt2ZF27TnvnigI1mpLUgTazz//PACEJFM84D6ZnRQjCAKqi5SWloaXXnop6J1HkifXPom9F/Y6LOu0tBMAoEWlFvjs1ndlaFXoKLnue6DaZmzEtu2dJNve+Wk7bbc1tVJx/ZCmMf1jPHTOV0hIdB+YK6E2PBERUTgJg94heLfSZWbCUlQEdUqKDK0iIqtQZor3xGIpvfRvafwO4PeUkiCnadOmATdGyZyDd3u7z++GzhT8H8MX4cwIbp/QDoj8pHZqdehGShhO5EMYLVBpYrdnNhZqwQMl3wv7MnL27Jd7WsdKiZnqiYgoNOpt2YxTQ4aieN8+AEDOoMGovfhr/g4Q/SuWqx75y+8Avnnza+WSnN9olUoFs9n7SWuk29hro23IvM6ks/XCh4vZaPH6uFQffm8J7YDoSWoXjMpjWyFOo8bZ134P2z55aJPfdzOycP7v/FLXK20uvBIz1RMRUWioVCpb8A4AxdnZzH5PZOf0s6PkbkLI2MdnRoMMSezat2+PrKwsjBs3Dn379o25k09tvBbJCco92F6cf0CS7fia0A6I7KR2wVCXCf+wG4PZ8Usfr/J+QSfchBAw6V3LznnLTG/lb4b6RIvJ/wZKwJfg3Rdnj+VBV2D0Op8+XhMnyb6IiKjkN0r8m1DOXHRtJKHp0iXE/bvcXfUGVYgqOrDHkega/YEDQNkb5G6G5IQQWLBgge3+nE/nAAiuAobfAfyvv/6KFStWYNy4cVi5ciXee+89tGvXLqhGkHSMp64CEo9idpfQDoiepHbO+IMaGCEEFr8yFmf+POh1PU9z4SMtQ71zNnohhM+981a+9NJ3f6pxwG20J4xGWOxOWCn6OGe6pugW6ZnMw00I4ZJQzupY1zu9PlfbsiVqfDpH8jZxGD1R6ULZWSWEcCjrZq0HLyWj0eixrFygAkpi9+CDD+Lee+/Fhx9+iPvuuw8dO3bEtGnTUK9ePUkbp2RCCIeM9Hpz9J4sRWNCO298/SG1GMwe78diVnqTQV9q8O5NpGWod85Gb9SbJeudtzp7LA+mUqbN+Cp/4SLkL1wkybZI+VjfOvoxk7l/hE7nNnj3hS4zMyQXxZQwjF5wch7FsAULFjgE19Z68L179w7J/p599lnM+HBa0NsJKIAHgPj4eIwaNQoDBgzAlClT0LJlSwwaNAgzZswIulFKJ4RAvx/7IeufLNuy+7+7H3PlaxLJINdp7rv9/ZBlpRfKGjLvibeM9M6iMUO9t1rxvmA9eSIqjS4zE+ZLl9wO+SZX9gF43XVrbb3uddetdXgP7W+bi4pwtH0HAMDJIUPD1NLw+mXubPR/5yNeCKKY5K5n3FoPPhSk6t33O4AvX7682y+5Xq/HBx98EBMBvM6kcwjeoxGHkQfHcCIf5kIj4v7NSi9Vj3ySKAx6G+EQKxnpPVFqrfj6W7fwZJ8URwiBnIGDUFxKlRtyxZEWgbE/DsZXqIA4H3rA9XYJ6KLJxdM5ETX6jSgUQl0PXmp+B/CxEKD7Y2OvjdCZdOj9ZXe5mxI0+6A9e8+TMrYkclSd0BpIiMOFuftgPFng8JhDj3zNsrhuSFPExTEpGXnnXKbOZJCuskecVuvTiSpROFmKihi8ExGRz6TuaJSjHnww/A7g+/fvH4p2RCxrSbloYN9DXFDgue49XWOt++4cvDsz5BTgn9l7UOmZZlE7TM0507y3rPL22erdZagXQsBk0EObmgaVShUzI0KEEFjxdiZy/8qzLVs8eQeUdNnHPoszkRSchzZzlAhJKjERJwcMdCjhRqEXK7/bJI8FCxbgiSeeiNpz6tL4HcDn53tP0pSamhpwY0iZzGb3mavtl3tax15cXPRnzK06oTVUGjUsBrPLHHnjyQIIo8UW9EebuSOesN2e/dRjHrPKe8tW7zwX3rqNUM1FUhqTweIQvCuNtyzORFIoLRs4kb+SmjVj8C6DzN2PoWWLkiSLsXD+R+F1+vRpGI3GkPacCw+3lcDvAL5cuXJuv4RCCKhUKpjN0g33JOlZLNd6O83mIp8Oqr6UivNlndTUFmjRfH5QB/FgfgTMdpUCzOaikFwdVmnUtnnvVlXG3orcaX9Ivi+lO3P4AHT5ebZedCuT3vds9dbM9J4IIWyl0TyV0IrUUksDp5XMbVVSMrtgsjgTEcmhODtb7ibEpIKCPdj0a1MAns//GNhTMEI9ysNkP+1Vpawh9n4H8Bs2bABQ8qb997//xdy5c3HDDTdI3jAKjQMH77Pd3rylNdLS0pHecklYhinn5++2HcwDZd9ef23b3sl2e/OW1khIag5gUFDt8YVKo6QB0KFV+cb6OPfXEdv9kp74W/DIpGlu/2bustX7k5XeU+Ir+8RO2ubNUOOzzxCXnBxRJwqhSIInLNJVMWBCPCJSMotOxyR/CuHp/C+YczqiWB5G73cAf/vtt9tuq9VqtGnTBjfeeKOkjaLwycvbBYtFB7U6GRaL8ue12rc3WFevHpCgRaWzrw9vMZijuka8ffBudebwQRh1OmjcJE8LNlu9L4mvdFnZ+DO9leQ1k+0TzTnfd34MAOI18v/dzVeuQF2mjCTbYkI8IqLoINd89by8XTAaL5Z6TseeenInHMPolSrgOvAUuTq0L5mb7cuwd/vnSBE0B8psLvKrvZ4E8tqDdW7aTtvt3Nd+D12NeAUZOucrGPXFtnnxJqMBGoTu82PfG+yp10WXmQmh00ElUdDpbWi7u8eq1k3DA8+3jOq/OxER+UcJyd6Wvf4y+k55W5Z9+3I+xp56svfMM89g1qxZkm/X/ruohO+lN0EH8PwyRR61OhlCXBtKa7GYoS5ltK5anSxrAC8VJbwGw4n8qE5mZxWvSQzbvjz1BtffWhJIK2EY5dljeTAZLIqsD09ERPLIGTQYtRd/Lev5dO6RQ17zzVjFq6SbhuUP+5569sZTfLz0/c9CCCxYsMB2f+nSpZLvAwAWLVokyXb8fgdatGhh++LodDrcc889DkMXMjMzJWkYhZbZfC2Z3e6sfri11QoZWxN9nK/cVXnpNqhUKpx1ykwfrWY/9Rgq171J7maEfI72wGntSw3IjXqzohLRERHFOiX1tBVnZ0s6OkxqdeMW4Zilr1/PCWbUphACu3c/jvwCx+SD1p5654R4QligVidDpYqdfEMkPaPRiNOnT9vu5+bmAmrpK6udOXMGkKAfx+8A/v7777fdvu+++zyvSIpmf/GyoGAPLBad7D9i0cTl6rBKFfU97s7OHftT7iaEXEKi2iWAL6lh776XQu658fyOExEBOUOGXLutgB7waBMXpw04gDeZCl2Cd3ueEuJ1vuMIg3gKGaWdPfkdwL/66quhaAcpgH2JOZKWEMIlmR0AWRLaGfUGu9vFiE9MlKwNT3wwFwmJST5nkfdFJAWdQgiseDvTYy13uefGnxoxAnVWrEBcHE9yiCh2Gfbtt91WQg+4tfRppJY9dbY7qx9apS8P6LUEmlDZaLwEjea6gJ5LVJqraX1x3T/KiYH9DuDz8/O9Pp6aKv1wA6JId/GLAzCdvmq7n/vvUHo5Etotemm07XZJmbeGeGTSW5K0ISExyaUsnL+cA/Zlr7+M7sMnBLXNcDEZLB6Dd0/COTfecOgwTvTpy94mIiIFseZpkbpaij8sZtcRYoHKz8+SpGJQ24yN0GgqenzcYLjoUCKYYoPJZLLdNhgMSEhICM13xu501JJYA0IVvtxOpfE7gC9XrpzbN0kIAZVKBbOEBwCKbUII25VYs7nIttz+dlxcZNShtg/e7Skhod2Zwwdg0uuDKucmJZPBMZFO7pFDMBuMXp+jxF760ubHyzU3PpDeJiEEhE5n6yUCSnqMoqW3iIiij7DIk3AtGFJXS/HHstdfRvqQl8O+X2/Uau9D8ePiCm23lXgeQKFhn4F++vTpqFGjBgYNGhRT5yMBpfFbvnw5KlSoACEE/vvf/2Lu3Lm44YYbpG4bxTAhBHZl9kJenmtSRPuSI2lp6bj5ptfC2bSgVJ3QGiqNGsJgljWh3dA5XwGApEPd5eRpDqN9wOl8P9TBp7v58Urhz4mOEAIn+j4K3e7dDsuPtGsva28REZE3woes6nKr8/0qaG64wWP503A6d+xPWAyG0ldUELNZ5/Y2xZaTJ0/i8uXLtqTqsVAXPqAAvl27dqhUqRIAQK1Wo2XLlmjQoIGkDVMqIQSK7TK4R+oVP+d2y/U67HvZ7ZnNRW6Dd2d5ebsi6qCt0qgRp1FD7n6BYIe5B0IIAZNeD6P+2vfHejvYefieepWdT4js78dy8OlP0iah07kE71Zy9hYREUU6TyVQ5SIUl6rLO/vcTczjFNvef//9UtcpU6ZMGFoSHn4H8BUqVMCpU6dQqVIlXL58GUVFRbj77rvxzTffoFmzZqFoo6I8ufZJ7L2w13b/qXVPYWanmTK2KDDOBzo5ghhvvez+OHhovEQtIim4uxgkhMDiV8bizJ8HHZZbRwBUrd8Aj0ye5ndytTrfr8Lxe+4NqJ26zEyYL12ylZoLpEdeCOGQWd7TbSC82eZLE2jSpnpbNkOlUsGi0+FY1zsBhHdUAxERhc7aubMB3CZ3M4hC4upV99NZI5HfAXzHjh0xYMAA9O3bF6tXr0Z6ejoGDBiA22+/HTNmzMCAAQNC0EzlsA/eAWDPP3sceuTJdxaLLujgHQCKig5L0BqSghACy15zTThnMuhdgnd7Z48cwtevjEXfKW/7tT9f6rzX27IZp54ZhuI9e1weC7ZH/rsZWTj/t/vEns7z252zzQuLXR1ii3J7PewvyLh7Hx3ew+bNUOOzz1zeQwb2RETKd/HU30B1aQJ4IeQea0ixpGrVqujbty9UKpXDEHqDwYDp06fL2LLQ8DuAnzVrFsaMGYMvv/wSderUwWeffYb69eujZcuW6NWrl18B/NSpU7FixQocOnQIWq0Wbdu2xVtvvYWbb77Ztk6nTp2wadMmh+c9/fTT+Pjjj233c3JyMHToUGzYsAFlypRB//79MXXqVMTHBzRDwCc/Pvgj7lpxV8i2H2s6tP/dr2ylV68exc5dD4SwRaFhLSenlJJyUjMZ9Mg96v2CytA5X9mG8Bv1xbZe+Nwjh2AKwZxFlUrlNnh3FshwcE/BuzvO2eZNxmsnNyajBRoF5mMUQiBn4CDb/dLeR11WNv5Mb+WyPJanKxBR7LKfh++ckyXalYz0jJ4hy6RsZ8+eRWJiYkzMfwcCCOCrVKmCRYsWuSxv06YNMjP9603dtGkThg0bhltvvRUmkwkvvvgiunXrhgMHDiAlJcW23pNPPonJkyfb7ifbnWCbzWb06NEDVapUwbZt23D27Fn069cPCQkJeOONN/x9eT7TxivwbDuCqdXJfgXwarUyMqb768LcfTCeLHBYJmdJOTkkJCbJlvG+/tYtLr32UiQP8pZxXq5s81IQOp1PFz9Kw7nyRBRuSshCf378i7bb1mlH9iw6HSxFRS4VPqwiefRSpOaIosjx/PPPA0BU9rCXJqguauuX03pwue666/x6/k8//eRw/4svvkClSpWwa9cudOzY0bY8OTkZVapUcbuNNWvW4MCBA1i3bh0qV66M5s2bY8qUKXjhhRcwceLEkF2JsT8wFZs4hJ584xy821NCSbloF6qEQUrOOB8q7i6GOFNCZmUiik3+ZKGXK9h0l8MlWpKtRlKCYYpMsdLb7o5/GaP+tWDBAjRp0gRarRZarRZNmzbFl19+GXRj8vLyAJQkyrO3cOFCXHfddWjcuDHGjx+PoqJrdcC3b9+OJk2aoHLlyrZl3bt3R35+Pvbv3x90mzwZ/stw2+0HVkXeUG7yLBw/5FUntEa1yW1RbXJbVJ3QuvQnECmM9WKI138+5CggIpJbzqDBIfvtr791C+pvDWwUljXZqqWoyPYvUnq2mRWeKHT87oF/99138fLLL2P48OFo164dAGDLli0YMmQILly4gNGjRwfUEIvFglGjRqFdu3Zo3LixbXnfvn1Rq1YtVKtWDXv27MELL7yAw4cPY8WKFQCA3Nxch+AdgO1+bm6u233p9Xro7a7M5uf7Po/Vav/F0F0ckEuk/CiE2qqZWeg5Nj2k+7CWkwMgS0k5IQRMhmvfAaO+OOhSbtbtRgohBIRO5zJ0MZKHLIaTL/M5PQ0L9YbvPxFJwZ/fo0Arc/jC24XMmkuX4Pxrr3udquQ8iimSe+WJoklvzW4kqOSZquN3AP/BBx9g9uzZ6Nevn23Zvffei0aNGmHixIkBB/DDhg3Dvn37sGWL41XKp556yna7SZMmqFq1Krp06YJjx46hbt26Ae1r6tSpmDRpUkDPdRYtyeyEENi7b5jczVCEc8fzYTLIP3culJa9NsEh2dzspx5DtZsb4pFJbwV1UrDqvbekaJ7P7E/QrMG3r8870fdRl/rmR9q1t50ckXf+Do33dX1PmewDxQsCRLEpEr73viZZtcecItc4nAMoIOcBhZfBYPB4PyEhQfJjgJK6qPwO4M+ePYu2bdu6LG/bti3Onj0bUCOGDx+OH374Ab/++iuqV6/udd3WrUuGGx89ehR169ZFlSpVsGPHDod1zp07BwAe582PHz8eY8aMsd3Pz89HjRo1Amp7tCSzs1h0uHr1gNzNoDBxlyn+zOEDMOn1QSWY++f40WCa5bfTz46y3bYG3zU+nVPq84RO5xK8W1lPjoJRMsKh5GTCU234SBqtEE6eMtkHir1VRBQJSssrwpwirszmayMJ9x94Dm1a/8BjfQxxTl5nf79GjRoYNGiQ81M8cndOZo5zzG2kpE+W3wF8vXr1sHTpUrz44osOy5csWYL69ev7tS0hBEaMGIFvv/0WGzduRJ06dUp9TlZWFoCSen8AkJGRgddffx3nz59HpUqVAABr165FamoqGjZs6HYbiYmJSExM9Kut5J0QAhaLf0GP2Vzk9rZvz438uVVCCAijxaWkXDjLyQ2dU9LTbC3lFmn0BxwvOukyMyGK/ftsWE+apDo5EkJgxduZyP0rz+Ux+2z0lWqVDXpfVDr2VhFRJAhVktVoZn+qVFR0CBaLzq+KRhS9Tp48CaPR6PP67iqsKZnfAfykSZPQu3dv/Prrr7Y58Fu3bsX69euxdOlSv7Y1bNgwLFq0CN999x3Kli1rm7OelpYGrVaLY8eOYdGiRfjvf/+LihUrYs+ePRg9ejQ6duyIpk2bAgC6deuGhg0b4vHHH8e0adOQm5uLCRMmYNiwYQzSw0QIgV2ZvZCX518ZQXubt8RWIjchBC58vAeGE475F3Jf+z2s5eSs9dgjXd11a92W6PGF1CdNJoPFbfDu7PwJzxUJIo31IogQwu8LKKFi0elsnwml1V/msH4i8sSan8WZrzlFIv34IoTF7W1/n0ux4fnnn3fIRm8wGAIqK+frKHKljJ30O4Dv2bMnfv/9d7z33ntYuXIlAOCWW27Bjh070KJFC7+2NXv2bABAp06dHJbPmzcPAwYMgEajwbp16zBjxgwUFhaiRo0a6NmzJyZMmGBbV61W44cffsDQoUORkZGBlJQU9O/f36FuPIWWxaILKniPZNZedPv7Pj3PaHEJ3q1YTs5/Ss127q4+fCTXhfckTquFSqtFjpu8AkqgtGGnHNZPpDyhmtbkz4VNT/lZnHk7pkX68cVi0bu97QuzWYf4+DJSN4kUTKPRhLWcXLwqwe62fBeMAqoDn56ejq++Cj7JU2kHyxo1amDTpk2lbqdWrVpYvXp10O2h4HVo/3vIhy+ZzUWK6bG/MHefQ233C3P3odIzzfzaRtUJraHSqCEMZpx97XfJ2qaUq4SxLJbqw3vLK0COrKWhlHrhSSkivSeRIkvOoMGovfhryT9zOQMH+ZyoTorjaDRNG/L3mgpL11Gs8DuAV6vVOHv2rG2+OZE9tTo55AG8koZI2Qfv1vv2PfK+sJaUk/pVmRPUgKH09cLBqJe+ZB0pC5Py+UdpowKUSOqKBBRb/J06U5ydDUtREdQpKZK2w98s81alJbVzFi1J7ux/SvbuG47bbl3JYwCRE78DeJ6kkdyUeIW1ythbkTvtD7mboVjzn79WotC+ZB3JR+qa90qbZ06RT+qKBESlyRkwALWWLEFcXJzk267z/Socv+den9eP1aR29gmRr17dx8R0RG4EdITilTDvhBCwFBU5/nNKPmL/GC+KKI+/fxOVRvof++Ap93NlLVlH8jnSrj1OPPqYZMcfpSSvIyIKVPHefTjRp29Izss4ZSYw/oy65Pk0xYqA5sB7qq8OAGaz2eNjseLkkKHQ79vn8XHnIU6RnnAkGq2amYUOt0d2ma8kTTFQWPp69j94oRzeHsqSdb5m5yVH9nOxpeyNr/P9KmhuuEGSbRERBUJ35Chyevf2+3nF2dlRM4c8GpSMuvQtMZ3BcAlabQ2eT1PUCyiAX758OSpUqCB1W6KGt+DdnWhKOBItzh3Ph7ldeAN4i+XaVWZrbfhQ14QXQmDZa9eqOtgPb5d6v76UrAv06rl9CblAy8nFCs3NN8Nw+LDtvvWCov1842CDeVVSUkwO/SQi5VDF+XcM83eIu9IorfdZstFdfmxnV2ZPpKY2RYvmJZ1icXFMhEnRye8AXqVSoV27dkxi5wN3CUjsy4m4q1Mciqy7UhxEhRAwm4vcPma/3NM6AHgg9cJisSD3jR22+7n/ZqMPdU14k0GP3KOHHZZZh7cnJIW+RrzzZ3PZ6y/j/udfCvl+S2uLECJk77ncJ1n2wbs9+/nG1lFB/rC/AHXymWGoMesjqO2CeHfDR5llnIiUQpWYKOv+ncvN+ZOnRAiBnIGDHO67ux1OZrM00+TMZv9G1eXn78GmX5sCAFJTW6BF8/kM5mOI3OdY4cIkdiHknIBECOGxTrKtFywEw+lXrvwON90c3DZ2Zz2O/PzsUtfzVt4tLS0d6S2XBP3aovEzaCkyAQbXeV7ONeEtIXzt/ad/ZEs2F6732GRw/IHPPXLIZZmv6m/dAmGx4GiHjn4/1/nkJ2fQYNT8/DPfn2/x7f0SQuC7GVlulyuJdVSQP8x26xuPHMFfd3Yr9TmcPkRESmHOy7PdtgbPoWZ/7HcuN3ekXXufj5FCp/OY7d5skqat/jp4aDzatP4h6OO7vwG8vfz83bZgvmzZxmjc6AOP7VGrA/t7hyvBHi9AlE4IgQULFjjcj9b3zO8AfsOGDRw+HyBf6nuGYjj9P/+cDzqA9yV4L01e3i5JsokqMQu9lCqNbgl1SoLbmvB6P4cE+sM+U/yy119G3ylvR9SBL06rdTv/3Zfg2Pnkpzg726+kbCajBRoffvtNBgvO/53v9vlysR8pFEwZIvP5f/x+DqcPEVGo+Hth9MTDvWy3rcFzjU/nSN0sB2cmvGy77S4A9/UY6fxaQ1XT3h9FRYdgNhchPj64snxGY17pK/mgoGAftv92hyTbkoNUnWDRzGAw4PTp03I3Iyz8DuALCwuxfv16dO/e3WH5zz//DIvFgrvuukuyxkUz5+H1kVK/s0P73/0OwM3mIq8980olV59oXEqCrcddLrlHDoVtGH2ohfPHTggBo97scF/pQlGqqNLUN1D21lsdjnGReLwjosglgqx0osvMDHl1DdOff7osq791CwDXhMfeOLdTKYn4GGxKJy9vF4zGixFbUk8IYevEC9WpkdFodLgfzZ8/vwP4cePG4c0333RZLoTAuHHjGMD7KFLre6rVyRF78PBX9k8n0BSxVfbliQ/mYu6IJ+RuRkQSQmDF25nI/etab8GqmVnoOTZd8T8iQggInU6ybP7qsqmI93Gkli/74Vx5IgqHQIJnX/l6QVeVlOQQkEfChWBP/CkBJ5WGDWfiwIFnw77fcIjEzjB34lNaABgnybYi+fsRDL8D+CNHjqBhw4Yuyxs0aICjR49K0igiJbh8vgioEFsBvC+Z4sk9k8HiELwDJdUMTAYLEhLlHVHhjafcHP6ewAq7MStnhw/HWR+f58t+OFeeiMIhTqsNWQI4X49fznPhlTAcPlD+lIDzxN8/Qbw6Naj9UehdLTwg2bYi8XshBb8D+LS0NPz111+oXbu2w/KjR48iJSW4eS4UHrF6tYooXB5/LQNfTtgudzN8IoqLS83N4dN29AYJWuOeLjMTxtOn3WayD5SU25IKRxoQycs5oenJIUPD3gbnufDF2dkwX7oEdYUKMXl8OPznq8hoszrg1162bFO0bMELwHIRQiBzd18UFPhXYpu88zuAv++++zBq1Ch8++23qFu3LoCS4P25557DvfdGbv3MaBYX55iClAex6MeLNPKKlzmHQaCkSmgXCtaSm9GMIw2I5CWKix0CaP0++YKOxIYNoT9Q0lPpT0Z6q3Bl0vdGinMRne5PvxIgOw/bLyjYA5VKFTPTP5XGbC4KafAeq+e7fgfw06ZNw3/+8x80aNAA1atXBwCcOnUKHTp0wPTp0yVvIEkvVj/ssWTRokVyN4EiUKTm5ogWusxMmC9dUuToAKXhaAWKdtbg3crfqh3WoF879PlQNM8nclQNEsLoZhnPe6PVggUL8MQTT8Tc70FAQ+i3bduGtWvXIjs7G1qtFk2bNkXHjv7XXiZ57M7qh0YN35N8u9YMk87M5iK3t+2xvuU1QghYDNcymVtvqxLifN7G2bNnEWP592KXOjTfm2BPeOqs+RnHu3UvfUVyoKRRD0qmbd4MNT77jL8b5JGlOLgs9EpR5/tVOH5PyQhX06VLthN3Xy5i6TIzkWSIjvfBVxY3ifMYwEev06dPw2g0QqPRyN2UsPI7gAdKhmB369YN3bp1k7o9FAb5+VmSXxUVQmBXZi/k5WV6Xc9TBk3Wt7zm4hcHYDp91XY/99968JpaqUAr/ghReAT7XTw9arRELSFypcvKxp/preRuBlHIWYN3wHEqkbch9XXXrY2JaUfuHDs2zWVZVnZ/tEpfznNMihq+d+n9a+TIkXj//fddln/44YcYNWqUFG2iCGSx6EoN3r3Jy9vltvc+FtkH7/YMJ/IBc2gDeKNd3VyjvhjG4mJeuaaAGOyGf9ZdtxY37dqJpKZNZWwREVH0sA6pd0cp03DkOH/Q6/92WZafn+VxBChRJPK7B/6bb77BqlWrXJa3bdsWb775JmbMmCFFuyiCdWj/u8/JQszmoqipaym1qhNaQ6VRQxjMOPtvL3yozR0x2HZ79lOPAQAq1b0pLPum6BX371BP5+zKgai7bq3DyakqKYm9KkTkwHTpUlT1QNv3qEdS77pUoz2luBCwK/MRNG/2uUtCO07hjHwGgwEJCQlyNyOs/A7gL168iLS0NJflqampuHDhgiSNosimVicz26cEVBo14jRquM7mci9UV7rPH/szJNuNFRzB4Mo+2709awknb4G+84krM7cTkbM4Dz3TkcpTj3qs/L5IcXy/evUAtmxt47K8bNnGaNzoA5d9qNX+jWII9XkvLzR4Nn36dNSoUQO9evWSuylh43cAX69ePfz0008YPny4w/Iff/wRN954o2QNIyL/GI2umVcDMXTOV0hITIJRX2zrhSf/2J9UrZqZhZ5j0xX7w2uxO9EN18mgp2z3lqIiv3vpfa0RL9WQUmY/JyI52V/EzBk0GLUXf+2yjsXi66V/KijYh+2/3SF3M0rFXFHenTx5UrLz4EjgdwA/ZswYDB8+HP/88w86d+4MAFi/fj3eeecdDp8nCoFwX2FPSExCQlJSWPcpBSX1RNj/wJ47ng+TwYKERGXWhnd3MhhpJwjhHE6qtOznvKBAFLuKs7MhdDqX37+/uv/HdtsS5G+jAI8vSpCXtwtG48WIGOEqhAVqdTJUKr9TrfntmWeewaxZs0K+H6XxO4AfNGgQ9Ho9Xn/9dUyZMgUAULt2bcyePRv9+vWTvIGRzKLT8eTKDftyc95KzHG4UMl7dWHuPtt93dZ8GVsTHsIS2MlGzoABuCEGD+JSsp4M+lpn2FcWp+GskXxsVFr2c6VdUFCSSP2MEZXGeR68KHacay6Krp1PXfjgfaBS4EOLLQnxQICV6BR0Xd2m9W0/Ii4uCXv3DcPVqwdKf4KCRFrOqM53HAn5PuyD9yVLloR8f0oRUBm5oUOHYujQofjnn3+g1WpRpkwZqdsVedwcpY60a8/5mU68lZtzPjBxuBAgjBYYTxZcu3/JJGNrwsMU4BCo4r37cOrpIRK3JjbcuHYN/rqzpCxoKEYyOPeQ89goHaVdUFASXtyITSqFZGAPJX+mBJmOnwAqhbAxXuw/8Bxa37ZKUd9B69z2SAveI5HBcAnx8eEbMXDu3DlJt2dRh34EQaACCuCtrr/+eqnaEfE0HuIqa5kPqXu0IpU/5easpeUiYbiQEsTSlUdP9Af4gxyIM6PH2G57mlMpNR4bKdR4cSM2aZs3Q9W33w7ouYJzxyVVWHhAkvM4IaT7u2zb3img53lKdlcaf5PhBUvu0at6/UVs/60TACB7z5No2eKrkO/TU4nzaBZQAL98+XIsXboUOTk5MBgMDo9lZgZeCzxa1Pl+FeIrVMCRdu3lbopHSpgv7KncHEvLlRBC+HUQDuTKoxI+B1KotWwpTjzsfohgtLzGUCred22ahnUYvdSsmefNRUU42r4DAP5tiEh6uqxs24gifwl9gGPFZRQLx9GSnlx5R/tGSrK71NQWaNF8vmxBvP3FloKCPTAaC0O+z+XLl4d8H0rjdwD//vvv46WXXsKAAQPw3XffYeDAgTh27Bj++OMPDBs2LBRtjDhxWq1kGY9DZf+B5+RuAsvNleLC3H247onGId3HimlTQrr9cInzknTv5JChYWxJdBAWC1Rx0g4di9NqodJqcWrAQNuySE2aJ5ekZs1Q83MOCSdyZtHpJOk0iZRg2L6dOYMGo9r0wEYchIPJVBLABdMzbDZHV1nAUMrP341NvzaVuxk2e/c9FfJ9nDlzJuT7UBq/A/hZs2Zhzpw56NOnD7744guMHTsWN954I1555RVcunQpFG2kECgsPCh3ExyUlthO7iFBcjCeLIAwhnY4XyzUeNfb9S6Tb4ReH5J5pEKncygTF6qkedGqODsb5suXFX+BOBz4HpCVSquF/eVG5wRv/jg9arQ0jQox+/Oh4uxslyR2SmKtvR5MXiO9/jLKlpW6ZRQOBQV75W5CVPI7gM/JyUHbtm0BAFqtFgUFJQm2Hn/8cbRp0wYffvihtC2kqOdLYjsmtCNSrkjptYoG4SyZRxQJtM2bofrcubb7wVzc0e/fL0WTyI1g8hr9eeRVVKz4E88Bif7ldwBfpUoVXLp0CbVq1ULNmjXx22+/oVmzZjh+/HhMnsRZJEysEat8SWzHhHYUSZyPhdF+bMwZNBjlnnwioOdGckk5IpKfLisbOXZTc0hZ2mZsDDhxnJVOdzQk54Dt2/2G+PgUSbcZq5SYv8rfXFKRxO8AvnPnzli1ahVatGiBgQMHYvTo0Vi+fDl27tyJBx98MBRtVDS9OfISniiZc2I7JR4Q3LEP0KL5gEG+MTlNfSjt8xDpAX5xdjYsASZ/si8pV5ob166BmsPtCRxCT47z3jlVKjKYzUWKmhK5Z+8QtEpfrpj2kLQWLFiAfv36yd2MkPA7gJ8zZw4s/5bZGDZsGCpWrIht27bh3nvvxdNPPy15A8Op2HTtBFRn0iFJ7TkxFoVGpCa2uzj/WvmyC5/uRcUQJ5+j6GIOca6DcDg/M/ASLtaScqU5M2YMai1ZgjiJE+wREVFo2Pe+b97S2m2WdF+C+lBc6M7Pz4LZXCh7hnsKjdOnT8NoNMrdjJDwO4CPi4tzOHl65JFH8Mgjj0jaKLkMXT8EmrSS252WdkLT65WTxZGUzXjqqsPtC5+yNyCcIr0HOyrk5Hh92N3IFH+TTRXv3Ye/e/VGjY9nQ52czKH3RBSTIvk3z12WdF/yHIXqWG82FzOAp4gTUB34y5cv47PPPsPBgyWZzBs2bIiBAweiQoUKkjZObnv+2VP6SkRumE5fLX0lksyZsS/I3QQHkXxyFSo5gwaj5uefOSxT2ZX/83XqiX7fPlsdeevQewbxRBTNnH9Toq08qpx5jrL3PIlbW63g7whFFL8D+F9//RX33nsvUlNT0apVKwAlteEnT56M77//Hh07dpS8keG0sddGACU98OEghIDQ6WCxGz5qvc3eJSLfGA4dkrsJDn7+JLJHYITiAkRxdrbDcQ4ATtmdhLoL8Eujy8yEpagI6hQmISKiEsIS+VOSnDmXiYukOf+tb/sRWm11t4/5k+dIuEka7W6ZvwoK9jBJMkUcvycSDhs2DL169cLx48exYsUKrFixAn/99RceeeQRDBs2LBRtDCttvBba+PAkxxFC4ETfR3G4ZbotEQtQktTpcMt0nHj0sbD15LHHkEg6F05F9giMU0OfCckxwbnXqNjuJNSXWsZ11611WZYzaDCPX0RkIwJMqBlq0XhhwRdqtdaW3yguzvP5tdlc9O8/978D7pZbLAbJ2kkUSfzugT969CiWL18OtVptW6ZWqzFmzBgsWLBA0sZFO6HTQbd7t8fHrYmdVGHIupy958mQ74OIIkPx3r2lBtOBCLbXyF3m8eLsbJgLCxFfhnMYiUi5HRJKvbBgT60KaGatT4QQ2JXZy2PZ4NJ64kM51N1kuqqo7PhEpfG7B75ly5a2ue/2Dh48iGbNmknSqFhUf+sW3Jy5Czdn7kL9rVtCuq9W6d+6LCso2BvSfZL8Bp+YhwRhkrsZRJI7OXCgrToKEcW206NGy92EsFPqRQt7FovOY/DuC+tQd3tSve4tWzOwK7N3RLyPREAAPfAjR47Es88+i6NHj6JNmzYAgN9++w0fffQR3nzzTezZcy3xW9OmzOLuqzitFiqt1qWUUijmw6tZHo9kIISAyXCtB8KoL+aPJUmieO8+nOjdGzW/+AJxycnsRSGKYfr9++VuQthF2jGvQ/vfPc45v3RpJ/bsHejTdiwW6UY15OXtgtlchPh45lQh5fM7gO/Tpw8AYOzYsW4fU6lUtmzCZrM5+BbGCCEEcvo+6jKk3jo33pptmShSLXttAnKPHrbdn/3UY6hU9yYZW0RKE8wFneK9+/BneiskNWuGWl8vYq14IiIFMJkKbfPbnbkbti5nJ1Pm7sfQKv0b/n6Q4vkdwB8/fjwU7Yh5orjYp/nwUpByqKkQAhaLzuHAbL0d7HwiIYTLdr0lQCFlsw/erc4f+1OGlkgv2JEEHIlQorTSSL68T8XZ2TjRpy9qL/464nqliMh3PG5Ghh1/9HBZZp3vnpraAi2az3c4VntKYgcAFosZdim4JFdQsAc7dz2Ali0WQa3maC5SLr8D+Fq1aoWiHWSn/tYttmRNFp3OIUO9FEzmfEm24ykhifXAnJaWjvSWSwI6ALrb9uYtrZGWlo6Gt7wTXMNJVkPnlIwkmf3UYzK3RDpmowUIotNg/ecH0GvCbdI1SAJynByXluTO12NJcXY2y8sRRblQJNqk8MrP341Nv/o+3XZ3Vr+Q12wvKNiHTb82RWpqC6S3XMre+BCwgBdGgsVPpQLFabWIS04u+ecm67JSlJaQJC9vl0vCkWC3Hcw2SRkSEpOQkMg8DPYunC6EyaCwJGwR3rt1ov8AWDiNi4goahQU7IHBcAFmc1HILzLn5+/Gzp0PwGLh74jUjNDI3YSIF7p6ERRT7BOSmM1FpZYD8XfbQOklRohIOkoseeTPCZt+3z4cbtQYN+/fh7hQjrkkIiKfeEteB/h2/rhla0kC7bS0dNSsMVzS9jkruLoPGzbehPbttiM+vgxLzZFiMIAnSajVyV4PysFum4jIUuSaBKk0Jx7pg9pLA5vKQ0RE0pHyXDEvbxdE9fBcaN6yNQMAOKyeFIOfQCdCCOhMHKJNRKQ0gYwKKN67V7IEoEREJJ+mTebZRmXKIT9/N3bu6gmTqZBJFCNEtP6dAu6B37VrFw4ePAgAaNiwIVq2bClZo+T05NonsffCXrmbQUREEonWH3Aiig08hpXQaMrJPiqzoGCPLcldi+bzma0+hFahDA7hMA6oAs8RtGjRIglbpBx+B/Dnz5/HI488go0bN6JcuXIAgCtXruCOO+7A4sWLcf3110vdxrBi8E5KJqCwRGdEEcBSVIS4ZJ5kEVFkOvXsKLmbQE6sGfSDqbhEoXf27Nkgnq3cC2d+D6EfMWIECgoKsH//fly6dAmXLl3Cvn37kJ+fj5EjR4aijbL48cEf5W5CxLHWbXeu3R6ObKGxIkETHWVz5Pw8CCFgsRtSbdHp+PmMckc7dMSJPn1gsfACGBFFHsOBA3I3ISyEiLxjdF7eLhgMF3geEYUSEuzOudXKukDjdw/8Tz/9hHXr1uGWW26xLWvYsCE++ugjdOvWTdLGyUkbH3j5NotO5xIg2P8fjXytCW9/gAv0YBeJB/hII4SAUR+6iwXerlSH8kdQCIGcvo9Ct3u3bdmRdu2R1KRxyPZJyqDLysbfvXqh1vz5UKlUUGmZTZiIwocBXuksFu/nHWZzsUMnkcUiT7WUthkbsW17J9v9LVvbIDW1KdJbfsMEdxQWfgfwFosFCQkJLssTEhLYu/Gv4/fc63D/SLv2IdmPkn4MfKkJbzYXYXfW47Zlu7P6oVX68gD2ZQiojeQbIQQWvzIWZ/48KMv+V3/4Tsi2LYqLHYJ3q+K9+0K2T1IO/b79+DO9FQBA27wZanz2mS2IZ0BPRKF05oVxcjchQOE7LpZ2Xrs7q4/D/QMHnw1lczyKi0tyWZafvwc7dz6AJk3mQK1WQ61OZtk5Chm/A/jOnTvj2Wefxddff41q1aoBAE6fPo3Ro0ejS5cukjeQPFPBLHcT3PJUE95i0SE/P9u2Xn5+FiyW6B2VEKlMBr1swTsAXDjxl2z7ptihy8q2BfNASUBfc9Ei9p4QUUgYDsr3uxoMcxiPiaX1wCtdwdV92La9re1+atmmSE9fjrg4tYytomjk97fyww8/RH5+PmrXro26deuibt26qFOnDvLz8/HBBx+Eoo0Rqf7WLbg5c5ftX/2tW+RuUthY63yGsjY8hccTH8yVuwkhV3/rFtRdt1buZpDMSobY94bFrMwLo0REBLRrux2dbt+L9u1+k60N2Xue9Gm9/II92LDxJlgs/F2JRFKNcw7FiGm/e+Br1KiBzMxMrFu3DocOHQIA3HLLLejatavkjYtkcVot4pIZvEpFSdMFYklCouswsWAJIRQ1pCxOG3i+C4o89bdugSopCSf6D4B+n+PUCf2+fTjcqDFu3r8PcWr2mBARKc2evU/j1lYroFIVlb5yiBQU+Fex6o+dD+LWVt9yhFeEsaiCPw8QQmDBggUStMZRQHXgVSoV7rzzTtx5551St4cUzmwuCvucHiGEw9x5BvORTUnBuzf8nEUn6wUb5+Dd3olHHkHtpUsj5rNKRBQ6yjoOFhTsibjpl1ev7sOuzIfRKn05f1dijMFgwOnTpyXfrt+Xgi5fvozx48fjrbfegtFoxLPPPouaNWuie/fuyMnJkbyBpCybt7TGrszeYQ1unOfO8+DnG+e/EMNR/5wcMlTuJpBMivfug6WwUO5mEBHJzqIOqK8vpCLxAnt+fhaMxossrRxjFi1aFJLt+v2tfOKJJ7Bjxw5otVqsXbsWV65cwQsvvICvv/4aI0eOxMqVK0PQTOWKxS9hXt4uWCy+1c6WomwcBUbl9H4b4xMAQ2QniAkn/b59QFKlsO1PaVMLlEhYwncMMV+5griUFP5NiIgkUtoozmg/T7QmdU5NbYEWzedDrU7mb0yUO3v2bEi263cAv3HjRqxevRq1atVCtWrVsGXLFrRt2xYdOnTAHXfcEYo2Ktrzvz4vdxPCxr7upS/D2p3X8ZT0w/651oN7KEX7DwRFJv6Il04Ywlfz91jXO5HUqBFqLpiPuGSeZBERBWvzltZITW2Kpk3mQKVSuSQ6Nhgu+7Sd3Vn90LTJJ6FoYljk5+/Gpl+b2gJ56+8Ly86Rr/wO4C9fvow6deqgUqVKSElJQZUqVQAAlStXxpUrV6Run2x8DfIOXDwQ4pYoh1p9LbD2ZVi78zrukn44B/mbt7RGWlo6mjebJ1Wzve6PIleixej3c3jxhvwZ6VC8v6RuPEvMERFJIz9/D7ZsbRPkNrJgMkX+NCdrIG9VtmxjNG70gdvfKPtzcH+FoyKU2SxfUsFYFNDElgMHDiA3NxdCCBw6dAhXr17FhQsXpG6brKS+AhYNgYP9S3B+PYG+PucgH7g2RD8U3O2PYodc89qNejPiNQz+FEEIwM/juy4rG8cfeBDV3p4G9b/VRZyrF5RWzUClZc8KEYVGNJxj+mvvvuFyN0FyBQX7sP232BvNTP4LKIDv0qWL7WBx9913Q6VScf6mF0II5Awc5LJMtvcrwAN99p4nbLezsp9wesy3mpjeOA/Rt4rFHyYKDW+Zx4NR2md03tgtqFo3DXePaObfdsM45ztWCL0eSPK/PKLh8GH8fe99Ae9X27wZanz2WcDHfV4AICJPTo99weNjofkV8X+rbTM2uvQi2/cMm81FtjnivigsjJ0RsETO/A7gjx8/LtnOp06dihUrVuDQoUPQarVo27Yt3nrrLdx88822dYqLi/Hcc89h8eLF0Ov16N69O2bNmoXKlSvb1snJycHQoUOxYcMGlClTBv3798fUqVMRH6+MzJlCp0Pxnj2Oy4qLoQpT/em4OJPjggBPAu2HwF+9us/jY/6wD3zsD+z2FwScLw5YLJaA9kX+C8XFk2i8IONLYHX2WB5MBv8+uyajfJ91i9ks2749keqChhyBsC4rG3+mtwr4+UlNm6D6rFlha3tpIwqiAS+KULQwHjrk8TFLXILk+1PF+f/7oNFUDMtQ7kiWktIQjRpOh0qlQlxcksPxSelD6HW6U/h9x10h3w+V8DvCrVWrlmQ737RpE4YNG4Zbb70VJpMJL774Irp164YDBw4gJSUFADB69Gj873//w7Jly5CWlobhw4fjwQcfxNatWwEAZrMZPXr0QJUqVbBt2zacPXsW/fr1Q0JCAt544w3J2kqhYd+Tbx/X2V8QcL44cPDQuJC3i0qE4uR26ZSXcP//TZB8u0p1/5gWWPnubrmb4bfTo0bL3QQXojh2qygU79mLo+07yN2MqBLsqAgKPyEERHEx4rTaqLwYTL5r1epb7Nz5gNzNkFRh4QHs+OO/AOCS4M6eEpPdBXOBIVI4V3eSU0Bd1MeOHcOMGTNw8OBBAEDDhg3x7LPPom7dun5t56effnK4/8UXX6BSpUrYtWsXOnbsiLy8PHz22WdYtGgROnfuDACYN28ebrnlFvz2229o06YN1qxZgwMHDmDdunWoXLkymjdvjilTpuCFF17AxIkTodFoAnmJEcFt5vcIq/Zt35NvP0TfG53uSMD74w++/M4d+xMr3prs13Mi+e/m69x3pU1DMvx7fFcSY35e0NsI9rNUc+kS5PTqHXQ7SH7BjoogeSU2bix3E8gPFosZarXnx/09NsepEoNskbI5J7izZ5/J31eh7oU3maI/iV2CqfR1wsXvAP7nn3/Gvffei+bNm6Ndu3YAgK1bt6JRo0b4/vvvceeddwbcmLy8kpOzChUqAAB27doFo9GIrl272tZp0KABatasie3bt6NNmzbYvn07mjRp4jCkvnv37hg6dCj279+PFi1auOxHr9dDr79Wjig/Pz/gNstJwPWTpIIPX2aFBkOBDsP3h5ICpFj2z/Gjfq1vNinoqOmGEAJGfXBDzlfNzMK9zzaXpkFR6p933gl6G6eefho15s8P+PkM3omUIVQ5TSg0iovPICHhZo+P+3t+ZhHhKyuqNFJk8qfI5ncAP27cOIwePRpvvvmmy/IXXngh4ADeYrFg1KhRaNeuHRr/e1U1NzcXGo0G5cqVc1i3cuXKyM3Nta1jH7xbH7c+5s7UqVMxadKkgNopFSGEw9VGi8591nVvydxUCCxgOHT41YCeFw2U0pNrP5fX27xeS7GyA1cq8fOn+/FPTkFQ2zh3PN9ljrxSPq9KYf77RNDbKN5/ACcGDJSgNRStkpo0RvXZs3nBV2EsOh2OdQ28kyiWBfVbItHP0P4Dz6P1bask+14Ji/LytFDwhC8dkeR/AH/w4EEsXbrUZfmgQYMwY8aMgBsybNgw7Nu3D1u2bAl4G74aP348xowZY7ufn5+PGjVqhHy/zuwz07v7UXLOXp8zaDC0b34c9H6DGYIe6bKyBpW+UjiYrgVqwmj2mFjw/PRd4WqRohmNhpBtWwgBEWRiRF+D99JOopwv5hgNPEEJBQN77siL4r37mG+AoksQQbNaouShhYUHYDIVIiGhjCTbMxojc/Ssr8qWbYJmTT+V7IJHqIfQX7q8E3v2BH9x3BKnjATk7qgUNE3Z78LE119/PbKyslyWZ2VloVKlSgE1Yvjw4fjhhx+wYcMGVK9e3ba8SpUqMBgMuHLlisP6586dQ5UqVWzrnDt3zuVx62PuJCYmIjU11eGfs1D3fJkvX3bJTO+8b+fs9cXZ2TBHwHB/JfcaXlVI2RH7gPHi/AOKfc+U0q7lr4cu6d2J/v1hvHRZkm09/loG+k52LINj/x6WFpAXFlxL0lZUYIDRwBEYREQUuGB7NNUSFkPJyu4v2XmFyeR+5Gq0KCjYC4ul5JxArU72+C8hoSI0mutK/edtG1L8U0H6ageAvLm9nPccb1TGOTEQQA/8k08+iaeeegp//fUX2rZtC6BkDvxbb73l0KvtCyEERowYgW+//RYbN25EnTp1HB5PT09HQkIC1q9fj549ewIADh8+jJycHGRkZAAAMjIy8Prrr+P8+fO2Cwhr165FamoqGjZs6O/LsxmybkjAz3Xm7mB1/J57Pa6fM2gwai/+2u1jJwcOAm570fO+FHB1KHP3o2jaZI5igj8luvDVtZIvxlNXYfrHc/KPikOa4OLHoc8PYGW2Kx/2zRvKmG6hCuFHSb9vP075eezy5MsJ23Fd9RSHZRsWXPtbL3z5N6/PXzEt03b7qwnbUaFK9Gd1JVISDp9XrqIjR3Ca01/8ZlEH16MpZebt/PwsmExXkZBQNuhtmUzBJzVVum3bO5W6jlIS2hkM50pfKQACMpbTVTllXVTQz4Lf3+qXX34ZZcuWxTvvvIPx48cDAKpVq4aJEydi5MiRfm1r2LBhWLRoEb777juULVvWNmc9LS0NWq0WaWlpGDx4MMaMGYMKFSogNTUVI0aMQEZGBtq0KUne0K1bNzRs2BCPP/44pk2bhtzcXEyYMAHDhg1DYmLgGSoPXz4c8HMBQP/PP1AJAaNej/MvvuTXc4uzs1GckwNTvuuwXOFwWzg9JrBaI/+Q64KCvdi6LUPuZiiaJdcxYL84x/OQXqmCd1+vwq9481p+iH9O/CXJvoNxXc3auHD2istyKS9WmY8dc7s8kJ6LC6cKHe5fOut7Zlaz09XdS7nR3cNApDQcPk/RKJgOlTiJL6BnZj6K2277LuiLZH8df1+iFkW2aE9oZ1FAx6SNgpridwCvUqkwevRojB49GgUFJQFm2bKBXUmbPXs2AKBTp04Oy+fNm4cBAwYAAN577z3ExcWhZ8+e0Ov16N69O2bNmmVbV61W44cffsDQoUORkZGBlJQU9O/fH5Mn+1emKmhOB8e/u/8nqM15er4hzr5HznE4rhFmXIi7GtR+Y4nFLjgbl/I7zFc6ydeYMDDFxwM+TCW/oICg3d6FnL8hEsq5LLdoQn8kNQfZcxFW8XEo7n4DZr75EpLMocsZQL6ruWwpEqtVY/ItIpJNyS9l4NOx4izSdjteLdwPi0UXdC+wyeQ+UTVFOuV0czv3/WsUNKsxqLNT+8Bdr9djyZIlAACtVouHH3641Of7ckUwKSkJH330ET766COP69SqVQurV6/2ocWhE64/6vmKTWy3VSh2eMzsYZiJWq2gT5yCGOITUdz9BgCA6sAV4LS87fHXm9orOCTkG1oUVnFuDuhhGF1uUYVmTpe/vJTOdfF31RvQVGEXYWKVCkCc1vGDWnfdWtsyVVISh2oT+cB06RIvggXIEqeM3zEKTNuMjVCrpT3hkXoIvcFw0afh/r4Qfp3xhFZcnHITCfsdwL//vvshKwUFBXjllVcwcuRIpKWl+RTAExERRasTD/dyWWYfhGibN0ONzz5zG8SrtFoG90T/ivNQapco2mk0FUOeQT5YarXvUwVJGn4H8KNGjUL16tWhVjteIbEmvnrvvfekaRkREVEU02Vl48/0Vm4f8xbce8PAn4iUTsTK6EGiEAloCP3OnTtdSsbl5ubihhtukKRRREREscxbcO9NUtMmqD5rVtiCeOcpAtGEF0OIQqOkPJo09eCJYlFASezcDvfjjxwREZGsivfsZRZ1iWhbtkSthV/x/IZIYqwyTBQcvwN4IQRefvllpKWlITU1FXXq1EHHjh2RkMAkGURERBQddJmZMF+6FNWjDCKFhXPgo0r2nidxa6sVvDhGFCC/A/iOHTvi8OHD0Ov1uHjxIk6ePAm9Xo927dqFon1EREQRzz77vDMhBE4OGQr9vn1hbhWV5ki79nI3gSjqFBTskaSUHFGs8juA37hxo8N9s9mM3377DS+//DIAYPPmzUhISECbNm0kaSAREVGkU5cv77G3yaLTMXgnIiIinwRVBx4A1Go12rVrh6+//hq9e/fGK6+8gooVK2L58uVStI+IiCji5QwchOI9ewJ+flKTxqg+e7b/WelZa54inEWn40iIKCQ4EZ4oYEEH8FaVK1d26Z0nIiIiBBW8A0Dx3n0BJacLV1b6aJonzuzzRKHH75hveKGD3PE7gN9TyklI06ZNA24MERERSYdZ6f2nbd4MNT77jAGGAgghIIqL5W4GkWx2Z/VDq/TlPB6RA78D+ObNm9s+RNarQiqVCkIIqFQqmM1maVtIREREFCa6rGz8md5K7mYQESE/P4sJ/8iF3wF8+/btkZWVhXHjxqFv3768IkREREREREQUBn4H8L/++itWrFiBcePGYeXKlXjvvfdYQo6IiEhiiY0bocbHHyOOc7IpBjF5HRGRewElsXvwwQdx77334sMPP8R9992Hjh07Ytq0aahXr57U7SMiIopJ+n37cbR9B9uc7LjkZAbyREREMS4u0CfGx8dj1KhROHr0KOrUqYOWLVti1KhREjaNiIiIrHOyTzz6GDMSExERxTi/e+DLly/vtgdAr9fjgw8+wIwZM6RoFxEREdnRZWbCUlQEdUqK3E0holgRomuGvBhJFDi/A/j33nuPQ/iIiIhkcKJ/f9SaPx8qlYr1yokoYrE8mu94sYOc+R3ADxgwIATNICIiotLo9+23lTjTNm+GmosWIS4u4NlwRESyYHk032Xufgyt0r/hsZ5s/A7g9+zZ4/Xxpk2bBtwYIiIi8o0uKxvHez6Emp/OQZxWC1FcjDitFgDYO08Rj72ORCUKCvZg564H0LLFIqjVTGZKAQTwzZs3h0qlcntgValUMJvNkjSMiIiIvDMcPIij7Tu4LNe2bIlaC7/iiR5FLFFcLHcTiBSjoGAfNv3aFGlp6UhvuYTH9hgXUBm533//Hddff73UbSEiIiIJ6DIzYbp4EerkZPbGExFFiby8XZx6QIEF8DVr1kSlSpWkbgsRERFJxNozz7nyRERE0SOgAP7nn3/Gddddh5SUFFSrVg1169bl1X0iIiIF0mVl40Tv3qi1ZAmDeCKiCGcwXIRGA8TFcXRVrAoogO/fv7/ttkqlQtmyZdG/f39Mnz4dCQkJkjWOiIiIgle8dx/+frgXanzyMVQqFeK0Wg6tJyKKQNu2dwIAzoePYX4H8BaLBQBgNBqRn5+PM2fOYMeOHXjppZeQnJyMqVOnSt5IIiIiCo5+/36HhHdJTZug5rx5iEtmVmMiokiTl7cLZnMR4uNT5G4KhVnAY+kSEhJQsWJFNGnSBIMHD8acOXPw1VdfSdk2IiIiCpHiPXvxZ3or/N2rN4wXLsBSVMTSXUREEYQXX2OTZJPh7rnnHmRnZ0u1OSIiIgqD4r17cbR9BxxumY4Tjz7GIJ6IwoLHmuCZzbzwGov8DuBzcnLcLjebzXj33XeDbhARERHJQ5eZCfOlSzwhJKKQ253Vj8eaIG3e0ho7dz0Ik6mQ72UM8TuAb9++Pf7880+HZbt27UKLFi2wcuVKqdpF9P/t3Xl8VPW9//H3TMBkskIIJCGExQAFYiSQaIqElkKoYF2xpSxe2cTqrSsuLb0tirXaxRaqP61tVfRWqFqsW1W8LMomS0NIWIWwB0wCQsk2C0lmfn/QOc2EJEwgyZlJXs/HI4/HzDlnznzOycyZec/3e74HAGCCwpHZOjJlimqr+EIIoPWUl+fL7XaYXUbQKy/frjVrr1Tu1u8ZY5WhfWt2gL/99ts1atQo5efnq7q6Wj/5yU80atQoXX/99crLy2uNGgEAQBty5BecOz9+8hTOjweAIFBevk25W28lxHcAzR6F/sknn1TXrl01evRoJSUlyWKxaM2aNbrqqqtaoz4AAGASZ0GBMXK9LX2oei9dyrXkASBAVVRsV+7WW5WZ8TbH6hbmUeAMGHhR/9mHHnpIzzzzjPbu3asnnniC8A4AQDvnyC/Q4Unf19mTJ1Vz6hSt8gAQgCoqtmtr3vc4Prcwj/Uys0swNLsF/tlnnzVuf+Mb39DUqVM1b948de3aVZJ03333tVx1AADAFJev+D8dHPdtn2munTt1YNQ3jPvea8l7L2Vksdm4rBEAmMw7vkBISLjZpaAVNDvAL1y40Od+YmKiXn31VUnnrkVIgAcAIPgdf3DuBZfxXkvey5Y+VMkvv0ygB+AXWomB5mt2gD906FBr1AEAAAKIa+fOZj/GO/idV/1A7/F45HE65fF4ZLFYZLXZJBH0cT4PA3F1CNvyb1dmxjKzy2iX+HGk/Wp2gG9IbW2tQkJCWmJVAACgnagf6BsTdmWaer3wgkLCz3X3JNDD43KZXQLaAJeSaz0cQ9uvZg9id/DgQU2ZMkV33323/vWvf+nGG29UaGioBg4cqO3bt7dGjQAAoB1zbt+h/dmjtHd4hvYOz9CRabfRegS0Y5kZ75hdQrvHMbT9anYL/F133aUTJ04oKipKY8aMUXx8vN577z299NJLeuCBB7R69erWqBMAAASwsLQ09X51cYOtPm6HQ4Ujs/1elyMvTx6HQ5ZwBmAC2qOQkDCzS2j38rbdpuHDXldISDit8e1MswP85s2btW7dOvXp00exsbH65z//qeHDh6t///7KyspqjRoBAECAc+7Yce689maE7n4fvK9DN9xo3JbFokPX3yBJqjl9Wp1Ed3oAuBgVFdu1Zu2Vio4epmHprxHk25FmB/iKigolJiYqJiZG4eHh6tKliySpS5cuqqioaOn6AABAAOvz1ps6Mun7kv4Tuuuy/HuguoZY68zzBnmvAznjJPmeH0+YB4DmKS/fpjVrr1RMTIYyhr/JMbQduKhB7JYvX66YmBi53W6tWrVKO3fu1JkzZ1q4NAAAEOi84V36T+iuyzZ8uJL//KcGH+vPOZre8+O96+qz5HW+gAJAM5WVbeXa8O3ERQX46dOnG7d/8IMfGLf5QAUAAHU58vLkcTobnHfs/geava7a06cVEhvLdw4AuIBR2Zvl8UjrN5w7zZmB7dqHZgd4N9flBAAA9aSsXCGrzWZ0i/dn4Lqzu3c3+3kKR2Yb3eq5ljwQnGprnXVu202spH2zWm3alv9fxv1t+bcrM2MZx8og1yLXgQcAAB1bp9hYWcPD5fF45HH4XtfZ7WjZ6zzX7VbvRfd6IHjkbr3FuL1uPYNgtxa326Hy8gLjfnl5vqqrT6lz524cK4OY39eBv+6661RWVmbc/+Uvf+lz3vupU6c0ZMiQFi0OAAAED4/HoyNTp2nv8Ayf1veGzo1vaY68PFUfPy633S633U5XUQBowLr1WcrdOlEu10mdPfuVzp79SrW19gb/OI4GJr9b4D/55BO5XC7j/lNPPaVJkyYZo9DX1NRo7969LV4gAAAIDh6HQ45t21pt/Zev+D8dHPdt47bVZtOxu+6Wc+dOSb4/FNjShyr55ZeNVia62AOBZVT2ZoWEhKu21k4rfBsrL9+u9Ru+fsHlvJega+rYSchve34H+Pr/HP5ZAACgMQM2rJfVZvPrXHh/HX9wrnH7y4cfUe9XXjbCe32O/ALty8g07tc9b97L2sQl7rwI/kDrCAkJV0hIuDwextcKVN5L0DUlKiqtjaqBF+fAAwCAS1b/h31LWJis4S17uSJXnbDuLChodHT7hjR03rw/6rfkNwfhH7gwt9v/9zGap/5xOTPjHV12WVd9vnF0iz1HRcWOFlsX/ON3gLdYLOd9CPGhBAAApHNfFItmzTbuH501W33f+Ks8QX71mvot+c3BwHoAAklISJhCQv7T8+iaEZ8pJMQmq7V5PzZ6PB5VV59u0R8C4L9mdaGfMWOGQkNDJUlOp1N33XWXIiIiJMnn/HgAANCxHJ0x8/wWcodDHhO/H/T74H0duuFG057fe916f7rqXypa+xFsOB239RVsn+Nzf/OWCT73vQE8JiZDGcPf9OsY4vF4tDVvksrK8lqsTjSP3wF++vTpPvdvu+2285a5/fbbL70iAAAQdFyNnItupk6xscbt/uvX6dh//1DO7dvbtIaWOv//Qtpba3+w99zAhbWX12og87d7e1nZVrndDoWEXPi0J7fbQXg3md8BfvHixa1ZBwAAaGcCqYXNYrG0eXhvS468PHkcDllaeNwBs5jZcwNoz7yj/0u65CsAREWlqqJiV0uVBj8xiB0AAGgVR2fNVq/n/59pz9/YDwjeEfLbg5Yc5R9A++cd/b8lEN7NQYAHAACtorkjxTfXhVr4j951d4PLWm22Fh8hH0DzBFIPnY6kttZ+wdtezR3cDm2DAA8AAIJSUZ2A3pCzdc7Lv9CyANrWtvzblZmxzOwyOpzGusw3NL05g9uh7RDgAQBAq2nNVrbmDJzX0LIej0ceh6MlS2pz7jr1u4N8WyRG0+9Iysvz5XYH/2u2PSsr26raWrs6dYowuxTUQYAHAACt5vj9D5hdwnncDoc8Ho+OzpotZ0GB2eW0mPZwLnzY0KHqs3SJ2WUA7Vrdgezqqz+wHT+oBR4CPAAAaDWu3bvNLuE87SHotlfOggLtTb1Cfd97z+xSgHbrUgayY+wC8xHgAQAA6gkbOlS9X3mZ1qc20NBI+rUV5SZVA6ApHBPNZ2qAX7t2rX7zm99o69atKi4u1jvvvKObb77ZmD9jxgy99tprPo+59tprtXz5cuP+6dOnde+99+qDDz6Q1WrVrbfeqt///veKjIxsq80AAADtjLOgQBaLhdHqAQABxdQAX1VVpaFDh2rWrFmaOHFig8uMHz9eixcvNu6Hhob6zJ82bZqKi4u1YsUKVVdXa+bMmbrzzju1dOnSVq0dAAAEt4auB8911QG0d3SDv7BA3kOmBvgJEyZowoQJTS4TGhqqhISEBuft2bNHy5cv1z//+U9lZmZKkp577jldd911euaZZ9SzZ88WrxkAALQPlrCwJud7B7urey37uoGfEdMBBKO8bbdp+LDXFRISzjGsEbXWELNLaFTAnwP/2WefqUePHuratavGjBmjJ598Ut26dZMkbdy4UV26dDHCuyTl5OTIarVq8+bNuuWWW8wqGwAABLijM2fJuX17o/Mv1BJvGz5cfZa8zhdgAEGlomK71qy9kuu8B6mADvDjx4/XxIkT1a9fPx04cEA/+clPNGHCBG3cuFEhISEqKSlRjx49fB7TqVMnxcbGqqSkpNH1ulwuuVwu4355OQOlAADQ0TQV3v3hyMtT9fHjRqt8/e74ddFaD5yPrtzmKivbKrfb0eSI9PyPAk9AB/jJkycbt9PS0nTllVcqJSVFn332mcaOHXvR63366ae1YMGCligRAAAEuf7r1ymkgcHq/Dkf/kDOOL+eg9Z64Hy8H8xxzYjP9PnG0Q3Oqx/Yt+XfrsyMZfyvAojV7AKa4/LLL1dcXJz2798vSUpISNCJEyd8lqmpqdHp06cbPW9ekubNm6eysjLjr6ioqFXrBgAAgevYD++RxWaTNTzc96+JFvXmcuTlyeNwtNj6AOBiWa3/ObbVD+xut+9xqrw8X7W19kaXR9sL6Bb4+o4dO6ZTp04pMTFRkjRixAidOXNGW7duVUZGhiRp9erVcrvdysrKanQ9oaGh541mDwAAOiZnQYE8DocsF7hkXMrKFUaLe8rKFecF/IYCP6PaAwg0BdvvMG7708Jed5n6AR9tz9QAX1lZabSmS9KhQ4eUn5+v2NhYxcbGasGCBbr11luVkJCgAwcO6NFHH1X//v117bXXSpIGDx6s8ePHa86cOXrxxRdVXV2te+65R5MnT2YEegAA4De3233Bbol1R63vFBvLNeJbCC16QNuqqNhh3C4vz7/gefD+LIO2Y2oX+tzcXA0bNkzDhg2TJM2dO1fDhg3T/PnzFRISou3bt+vGG2/UwIEDNXv2bGVkZGjdunU+redLlizRoEGDNHbsWF133XXKzs7Wn/70J7M2CQAABKGimTPldrubXuauu9uomo6Fc2sBwH+mtsCPHj26yV9dP/nkkwuuIzY2VkuXLm3JsgAAQAfj3LFTR6ZMVd83/tpooHTt3Gncbuga8Q1x1znvveb0aVmbcR58S56DXx+j4gNAcAqqc+ABAABai7/nwksXvkZ8Q/wdsb4tMCo+AC9OYwkuQTUKPQAAQGvqKF9kA31U/I7yfwACgT8/5PGeDBy0wAMAAPzb0Vmzm+xG35CGRqRvCa2xzmAZFb/0iZ+bXQKAOuitEzgI8AAAAP/mLCiQ225XSESE3y1O/oxI7/F4Aq7F2x0A9Vga+ZGiurCwjSsBgOBAgAcAAKjD29Lkb4vThQan83g8Onb3f8u5Y0ejy5ghEFribelD1eull8wuAyahW3bw8HiavkoH2g4BHgAA4BIE0uB0wcaRX6Cj06ebXQZMsi3/dqVd8Qezy4Afamud6tQp0uwyIAaxAwAA8EGrYNty7dptdgkwSXl5vmpqzphdBvxQsH0Ox8YAQYAHAACo4+is2XxRBdoI7zXz+fM/qKjYLrfb/HEzQBd6IKh45PG5BwBoed7rwbek0CtSlbRwoSwWS4Ojy1vCwjrEKM/2fftUNHmK2WUAqGNb/u3KzFh2wWMQP7YEBgI8EEQ81mpJnc/dsdZItaaWAwDwk2vnLh0c9+1G59uGD1efJa+3/xBfU2N2BQg4hEKzlZfny+12KCSk6atpbMu/XVemvdhGVaExdKEHAACop61bmhx5eQF3mTmgLbjdZ80uAfLvmHcu6DvboBo0hRZ4AACAeo7Omq3er7zcIutKWbnCp9t83dtuhyMgLucGoGPzdqNH4CPAAwAA1OMsKJDH2TItTZ1iY2UNb7prakfBObRAYPJ2o0fgI8ADAAC0orqh1ePx+HSVdzdy22Kztcvz4T0ul9klAEBQI8ADAAC0oqMzZqjPm2/KYrHoyNRpcmzb1uBydbvS29KHKvnll31CfHsN9QAA/xHgAQAAWpFzx04dmTJVvV95udHwXp8jv0D7MjJ9pnWYkeoBAI1iFHoAAIBWVv+c+gEb1mvAhvXNWocjL09uu72lSwMASYxRESxogQcAAGhjlrAwn0CfsnKFQrp2bbB1vdZu1/7sUZLOdcfv/eqrsoaH0xIPoEX5c513Qr75aIEHAABoQGt+UT06c5bPOe8HcsapaM6dsthssoaH+/7Vueycc8dO7cvI1JEpU+R2u1utPgAdjz/XeeeHQ/MR4AEAABpQdNfdrbZu5/bt501z5OWp9vRpue1235HrG7icnSO/QEemTKU1DAA6GLrQAwAANMC1c2eLrs+fsO1tla87Cn3dy8vV5SwoUO3p0wqJjaVVDAA6CAI8AABAG2hOi35Do9A3pHBkNqPTA0AHQhd6AACANtDSLfpejrw8eRpppQcAtC+0wAMAAASAARvW+wxYJ0luh8NnsLu6y0pqcB4AoP0iwAMAAAQA679HoPd3WQBoaQyMGfjoQg8AAAAA0I6d95hdAi6AAA8AAAAAUGXlLrNLwAUQ4AEAAAAACAIEeAAAAAAAggCD2AEAAAQZd73LxnnvW2w2rgcPAO0YAR4AACDI1L98nPe+LX2okl9+2QjxBHpcmtZ/7TDqOdA8BHgAAIB2wpFfoH0ZmcZ92/Dh6rPkdUI8Lorb2klyt+5z7PliXus+AdDOcA48AABAEEpZueKCyzjy8uSp190eCCR2+16zSwCCCi3wAAAAAaqp7sVWm824PWDDep/7bofjvG72AIDgR4AHAAAIQB6PR0dnzvJrWavNJmt4eCtXBAAwGwEeAAAgAHkcDjm3b/dvWY9HbrvduF93lPr6I9YzsB0ABC8CPAAAQJA7OnNWo2G/fld6BrYDgODFIHYAAABBzt+WeomB7QAgmNECDwAAEABa4nrY9Qezq4uB7QBcqpY4TuHS0AIPAAAQAI7Omn3JX469g9k1+NdIsAcAf+3YeY/ZJXR4tMADAAAEAGdBgTwOhyyXMJp8rd1+3qB1XnWn15w+LesFutG3ROBnwDygfams3GV2CR0eAR4AAKCd2J89yq/lDuSMa+VKzrGlD1XvpUtltdLpEwBaAkdTAACAAOF2ONrVOaaO/AIdmTK1XW0TAJiJFngAAIAAUTgy27jM26UITU1V8h9fvKTu6xfbhb7+YHktcWoAAOAcAjwAAEAAaYnLvLl27VLIvwevCwS0wANAy6ALPQAAQIBpb4G3JUbYBwAQ4AEAANDKvN3oAQCXhgAPAAAQYGixBgA0hAAPAAAQYJwFBfI4nZe0Dn4AAID2hwAPAADQDtGKDwDtDwEeAACgHXIWFMhtt5tdBgCgBRHgAQAA2ila4QGgfSHAAwAAtFOM/g4A7QsBHgAAIAjRsg4AHQ8BHgAAIAgV3XW32SU0Cz84AMClI8ADAAAEoAsFXtfOnX6tp9ZuD4jwfO58fLOrAIDgRoAHAAAIQC3Vwr4/e5SOTLvN9BDvLCiQx+UytQYACHYEeAAAgADkbwu7Pxx5eQxmBwDtAAEeAACgnUr+y/8at81ugQcAXDoCPAAAQDtV9F+3G7ePzpght9ttYjWSxI8IAHApTA3wa9eu1Q033KCePXvKYrHo3Xff9Znv8Xg0f/58JSYmymazKScnR4WFhT7LnD59WtOmTVN0dLS6dOmi2bNnq7Kysg23AgAAIPA5d+zUke9/39QQf+KZ35r23ADQHpga4KuqqjR06FA9//zzDc7/9a9/rWeffVYvvviiNm/erIiICF177bVyOp3GMtOmTdOuXbu0YsUK/eMf/9DatWt15513ttUmAAAABA3njp06MmWqad3paw8fNuV5AaC96GTmk0+YMEETJkxocJ7H49GiRYv005/+VDfddJMk6X//938VHx+vd999V5MnT9aePXu0fPly/fOf/1RmZqYk6bnnntN1112nZ555Rj179myzbQEAAAgGzoICue12hUREmF0KAKCZAvYc+EOHDqmkpEQ5OTnGtJiYGGVlZWnjxo2SpI0bN6pLly5GeJeknJwcWa1Wbd68udF1u1wulZeX+/wBAAB0FIFxPjwAoLkCNsCXlJRIkuLj432mx8fHG/NKSkrUo0cPn/mdOnVSbGyssUxDnn76acXExBh/ycnJLVw9AABA4AqE8+EBAM0XsAG+Nc2bN09lZWXGX1FRkdklAQAAtCnnjp06PGmSaquq5LbbucwcAAQBU8+Bb0pCQoIkqbS0VImJicb00tJSpaenG8ucOHHC53E1NTU6ffq08fiGhIaGKjQ0tOWLBgAACCKunbu0L+PcqYi24cPVZ8nrslgsJlcFAGhMwLbA9+vXTwkJCVq1apUxrby8XJs3b9aIESMkSSNGjNCZM2e0detWY5nVq1fL7XYrKyurzWsGAAAIVo68PLntdrPLAADT1e+PFEj9k0wN8JWVlcrPz1d+fr6kcwPX5efn6+jRo7JYLHrggQf05JNP6v3339eOHTt0++23q2fPnrr55pslSYMHD9b48eM1Z84cbdmyRRs2bNA999yjyZMnMwI9AACAH0KHDDFuH501m670ADq8+v2Q3NbLTKmjIaZ2oc/NzdW3vvUt4/7cuXMlSdOnT9err76qRx99VFVVVbrzzjt15swZZWdna/ny5QoLCzMes2TJEt1zzz0aO3asrFarbr31Vj377LNtvi0AAADByLV7t3HbWVAgj8MhS3i4iRUBABpjaoAfPXp0k7/yWiwWPfHEE3riiScaXSY2NlZLly5tjfIAAAAAAAgYAXsOPAAAANoeXegBIHAR4AEAAGBgFHoACFwEeAAAAAAAggABHgAAAACAIECABwAAAAAgCBDgAQAAYGAQOwAIXAR4AAAAGI7Omk2IB4AARYAHAACAwVlQII/DYXYZAIAGEOABAAAAAAgCBHgAAAAAAIIAAR4AAAAAgCBAgAcAAIAPBrEDgMBEgAcAAAAAIAgQ4AEAAOCDS8kBQGAiwAMAAMCHs6BANadOEeIBIMAQ4AEAAHCe/dmjdGTabYR4AAggBHgAAAA0yJGXJ7fdbnYZAIB/I8ADAADAR+eBA43bnA8PAIGDAA8AAAAf1fv2GbedBQW0wgNAgCDAAwAAoElHZ8xQbVUVLfEAYDICPAAAAJrk3LFT+zIyGdQOAExGgAcAAIBfHHl58jgcZpcBAB0WAR4AAACNSlm5QikrVxj33Q4HrfAAYJJOZhcAAACAwHUgZ5zP/cKR2bKlD1Xyyy/LYrHIYrPJYrGYVB0AdCwEeAAAADSLI79A+zIyJUm24cPVZ8nrhHgAaAMEeAAAAFw0R16eak+fltVmk3Suiz0AoHUQ4AEAAOCXsCuukHPnzvOmF47MNqEaAOh4GMQOAAAAfmkovAMA2g4t8AAAAGiWARvWG13m63I7HLTGA0ArIsADAACgWaw2m6zh4WaXAQAdDl3oAQAAAAAIAgR4AAAAtAiP2212CQDQrhHgAQAA0CI8LpfZJQBAu0aABwAAAAAgCBDgAQAAAAAIAgR4AAAAAACCAAEeAAAAAIAgQIAHAABAs3g8HrNLAIAOiQAPAACAZjk6azYhHgBM0MnsAgAAABBcnAUFqj5+XFabTVabzZhOqAfQHnlkMbsEAwEeAAAAzXYgZ9x508JSh5hQCQC0Lo+1s6Ras8uQRBd6AAAAtBDnrt1mlwAA7Rot8AAAAGiWlJUrjK7zVptNtXa79mePMrkqAGj/CPAAAABolk6xsbKGhxv33Q6HidUAQMdBF3oAAAA0C4PVAYA5CPAAAABoFi4jBwDmIMADAACgWZwFBXLb7WaXAQBtIpAuI0eABwAAQLPRCg+gozh3GbnAQIAHAABAszkLCuRh8DoAaFMEeAAAAAAAggABHgAAABeFLvQA0LYI8AAAALgonAcPAG2LAA8AAICLwnnwANC2CPAAAABolj5/e8vsEgCgQyLAAwAAoFmsYWFmlwAAHRIBHgAAAACAIECABwAAAAAgCBDgAQAAAAAIAgR4AAAANEvdS8e5HQ4uJQegXfPIYnYJhoAO8I8//rgsFovP36BBg4z5TqdTP/zhD9WtWzdFRkbq1ltvVWlpqYkVAwAAtH9fPvoj43bhyGwV3XW3idUAQOvyWDqbXYIhoAO8JKWmpqq4uNj4W79+vTHvwQcf1AcffKC//e1vWrNmjb788ktNnDjRxGoBAADav7NffOFz37Vzp0mVAEDH0snsAi6kU6dOSkhIOG96WVmZXn75ZS1dulRjxoyRJC1evFiDBw/Wpk2b9PWvf72tSwUAAOhQ+n3wvg7dcKPZZQBAhxHwLfCFhYXq2bOnLr/8ck2bNk1Hjx6VJG3dulXV1dXKyckxlh00aJB69+6tjRs3mlUuAABAh0F4B4C2FdAt8FlZWXr11Vf1ta99TcXFxVqwYIFGjRqlnTt3qqSkRJdddpm6dOni85j4+HiVlJQ0uV6XyyWXy2XcLy8vb43yAQAAAABoMQEd4CdMmGDcvvLKK5WVlaU+ffrorbfeks1mu+j1Pv3001qwYEFLlAgAANChpaxcoQM548wuAwA6hIDvQl9Xly5dNHDgQO3fv18JCQk6e/aszpw547NMaWlpg+fM1zVv3jyVlZUZf0VFRa1YNQAAQPtlCQ01uwQA6DCCKsBXVlbqwIEDSkxMVEZGhjp37qxVq1YZ8/fu3aujR49qxIgRTa4nNDRU0dHRPn8AAABoPk+d0xIBAK0roLvQP/zww7rhhhvUp08fffnll3rssccUEhKiKVOmKCYmRrNnz9bcuXMVGxur6Oho3XvvvRoxYgQj0AMAAAAA2p2ADvDHjh3TlClTdOrUKXXv3l3Z2dnatGmTunfvLklauHChrFarbr31VrlcLl177bV64YUXTK4aAACg4/B4PGaXAAAdRkAH+DfeeKPJ+WFhYXr++ef1/PPPt1FFAAAAqOv4Aw+aXQIAdBhBdQ48AAAAAotr1y6zSwCADoMADwAAAABAECDAAwAAAAAQBAjwAAAAAAAEAQI8AAAAAABBgAAPAAAAAEAQIMADAAAAABAECPAAAAAAAAQBAjwAAAAAAEGAAA8AAAAAQBAgwAMAAAAAEAQI8AAAAAAABAECPAAAAAAAQYAADwAAAABAECDAAwAAAAAQBAjwAAAAAAAEAQI8AAAAAABBgAAPAAAAAEAQIMADAAAAABAECPAAAAAAAAQBAjwAAAAAAEGAAA8AAAAAQBAgwAMAAAAAEAQI8AAAAAAA/JvH7AKaQIAHAAAAAODf3NbAjcmBWxkAAAAAADAQ4AEAAAAACAIEeAAAAAAAggABHgAAAACAIECABwAAAAAgCBDgAQAAAAAIAgR4AAAAAACCAAEeAAAAAIAgQIAHAAAAACAIEOABAAAAAAgCBHgAAAAAAIIAAR4AAAAAgCBAgAcAAAAAIAgQ4AEAAAAACAIEeAAAAAAAggABHgAAAACAIECABwAAAAAgCBDgAQAAAAAIAgR4AAAAAACCAAEeAAAAAIAgQIAHAAAAACAIEOABAAAAAAgCBHgAAAAAAIIAAR4AAAAAgCBAgAcAAAAAIAgQ4AEAAAAACAIEeKCd8phdAAAAAIAWRYAH2ilLvfs11hBT6gAAAADQMgjwAAAAAAAEAQI8AAAAAABBgAAPAAAAtFMeD6PiAO0JAR4AAABopyyqMbsEAC2IAA9Islj4dRoAAABAYCPAAwAAAAAQBAjwAAAAAAAEgXYT4J9//nn17dtXYWFhysrK0pYtW8wuCQAAAACAFtMuAvybb76puXPn6rHHHlNeXp6GDh2qa6+9VidOnDC7NAAAAAAAWkS7CPC/+93vNGfOHM2cOVNDhgzRiy++qPDwcL3yyitmlwYAAAAAQIvoZHYBl+rs2bPaunWr5s2bZ0yzWq3KycnRxo0bG3yMy+WSy+Uy7peVlUmSap01qr2s9qLqqHHWqvLiHtos9hqXHGerJEmes05VuKqMeU6dlcviOu8xFotLVVXu1i8uyNhVK7elUpLkcJxV9dkqn/mXue2qcIWZUVqj7CF2uV3e2w653Of/v71c8sjtsv/n/tmzclZXt3aJrcJjOeuzLZJkr6lRZW3rvumqamuM95uZatwO2V21cuvsefPcVZVSp//8Fus8e7bV9wsAIDhU1dbIedauGj8+/106/7O2pvas3DXnprk8TlmttXI4qvleiYtmV63cZyt9XmuVtbWqqa1VVW21Mb1SFtnlaDDbtIVqh9OoxW2vVI2zWlW1NcY0l5xyX8RVrDxWl7EOu73WuO3x+L8ui6c5SwegL7/8UklJSfr88881YsQIY/qjjz6qNWvWaPPmzec95vHHH9eCBQvaskwAAAAAAM5TVFSkXr16+bVs0LfAX4x58+Zp7ty5xn23263Tp0+rW7duslgsJlYGAAAAAOgIPB6PKioq1LNnT78fE/QBPi4uTiEhISotLfWZXlpaqoSEhAYfExoaqtDQUJ9pXbp0aa0SAQAAAAA4T0xMTLOWD/pB7C677DJlZGRo1apVxjS3261Vq1b5dKkHAAAAACCYBX0LvCTNnTtX06dPV2Zmpq6++motWrRIVVVVmjlzptmlAQAAAADQItpFgP/+97+vkydPav78+SopKVF6erqWL1+u+Ph4s0sDAAAAAKBFBP0o9AAAAAAAdARBfw48AAAAAAAdAQEeAAAAAIAgQIAHAAAAACAIEOABAAAAAAgCBHhcsrVr1+rgwYO67bbbNGnSJK1du9bskgAAQABZsWKF5syZo/z8fEnSn/70pzav4aOPPtJHH32kDz/8ULfccos++uijNq8BAC5Vhx2FvqKiQgkJCbLb7WaXAgAAAADogL71rW9p9erVfi/fYQN8p06dVFtba3YZAAAAAIAOrDmRvMN2oQ8JCTG7BAAAAAAA/NZhA3x1dbXZJQAAAAAA4LdOZhdglg0bNmjp0qWKiIjQb37zG7ndbrNLAgAAAAB0EKGhoVq0aFGzHtNhz4G//vrr9eGHH5pdBgAAAACgA2tOJO+wAb5z586qqakxuwwAAAAAQAfGIHZ+6KC/WwAAAAAAglSHDfDDhg0zuwQAAAAAQAfWuXPnZi3fYQP8U089pbCwMLPLAAAAAAB0UJGRkc1avsOeA2+1WulGDwAAAAAwFefA+6G5XRUAAAAAADBThw3wERERZpcAAAAAAIDfOmyAHzx4sNklAAAAAAA6sNDQ0GYtzznwAAAAAACYhHPg/ZCammp2CQAAAAAA+K3DBvif//znZpcAAAAAAIDfOmwXekm67bbbtG7dOpWWlurs2bN0qQeAINe5c2dVV1ebXQZgsFgsfL8AADQqJiZGZ86c8Xv5Dh3gLRaL2SUAAAAAADowzoEHAAAAAKCd6dABPiYmRhEREerTp4+ioqKM6f4O5d+5c2dZred2ocVi8WnR7969+3nL1ud9TpvNZkyzWCyy2WwKCQnxWbZTp07GbavVelG9B0JCQoz1dO3a1Wcd2dnZ5y17MS70OO/+8i7r3ddWq1UhISG67LLLLup5m1tH/Xq8+yU6OtpnXt39Xnf5pvZ/c/ed93nqbntISIjGjRvns1xERIQxr25dkZGRF/3/kprelvrbX/917H0t1v+/NfR6b+5ze3n/J95t9GdbIyIi1KlTJ6N+7/+tqcd6X4vebalbm/d2U/XWn9fYst73e7du3Rrcd62l/v+y7r6oP6++usco6dz+9O7Trl27+hyToqOjfd7n/h6rLlRDY0JDQ322pf7xtP6669ZW14XqrPv+k/7zOqn72eGdbrFYjOfxvhf8fU/U19Br1mq1+nxONbZN0n+2PSwszGd63e31t7amnqcx/fr189lHMTExPp+X9Z+7of9D3WXqzq//mrmU91JTn/v1t/uKK64wbntfF029fnr06NHg9ObW29T/qf66Gtq/VqtViYmJzXrOhtbZnPdq3ddvc4939Zf1/h8a+o7kj4v53uTdf/Wfr/5r4lI+g+s+T/111j22Nme/+/O+8qr/2q//uVl3nf581nuPgV71983F7ivvc1kslvOet/42eD8H6i/n3bb6+3LQoEE+973Hyy5duhjT6n8naOg7gldjx8qmvr83Nr1urZfSc7j+fo+Li2twucZqv5jP6Pr/l7r7rVevXsZ0m83ms22xsbHNfq7GNPXdpyGN5S/v8auh/XMp7/+ePXuqe/fu6tevX7Med3HfmNqJ999/X5KUnJysoqIiHT9+XJJ07bXXatGiRZKkI0eOKDMz03gx7d69W0OGDFFMTIySkpJUVlam/fv361vf+pb27NmjHTt2KDU1VWlpafrd736nmJgY9e3bVxkZGdqyZYtOnz6t1NRUWa1WJSUlqaioSMnJyfriiy+Ul5enr33ta8rIyFBZWZlef/11ZWVlKTExUUlJSVq4cKEmTJigq6++Wnv27FFBQYEiIyNltVoVFxenEydO6NixYwoNDVVqaqoqKysVHh4uu92uAQMGSJIqKyu1ZcsWPfDAA/r888914MABxcXFadq0aZo+fbpxEBs5cqRyc3MVFRWlI0eOKDU1VXl5eerVq5fCw8MVGRmp3NxcffOb39ShQ4cknfuiZrVajX1gtVoVGRmpwsJCWSwWRUREaNCgQXrnnXd00003qaKiQldeeaXmz5+vUaNGaeDAgaqoqNBbb72lpKQkSZLD4VDXrl3ldDpVVVWlbt266V//+peSk5MVHx+vQ4cO6eTJk8rJydHGjRuVmpqqXbt2KS0tTYWFhfryyy81cOBAFRUVafDgwTp48KAiIyPldrtltVo1dOhQbdy4UZMmTdKuXbuUnZ2tP/7xj4qMjFS/fv0UHR2tDz74QOnp6dq7d6+mT5+u999/XwMGDNDy5cs1atQoxcfH69lnn9WoUaOUkpKi5ORk/eUvf9FVV12lw4cPq3v37qqqqlKPHj0UHx+vyspKSVJVVZX27t2rzMxMJSUlKTo6Wk8//bTGjh2rqKgoXX/99VqyZIlxsEhKStK+ffvUv39/JScn67XXXlNmZqaSk5NVUVGh//u//1Pfvn21cuVK3XTTTTp8+LDi4uK0adMm/dd//ZfKy8t16NAhhYeHa8uWLcrKypLH49GAAQO0YsUKnT17VsOHD9fq1at1xRVXqLCwUA8++KBeeeUV9e3bV5WVlcrIyNDx48d9vgQWFxdr0KBBWr58uSSpb9++GjRokN5++21J537MioiIkMfjUXx8vPG4Q4cOKSUlRZJUUlIij8ej9evXa/z48Tp8+LD69u2r9evXa+7cufrlL3+pH//4x/rlL3+pnJwcrVixQkOHDlV5ebl69Oih8PBwJSYmymq1avHixVq4cKFWrFihgQMH6oknntDkyZN18OBBjR8/Xs8//7yysrIUHx+vXbt2KSsrS6WlpRo0aJAWLlyoO+64Q9u2bVNKSoqOHz8up9Op7Oxs7du3T1FRUSouLpbT6ZTb7ZZ07st5SUmJUlJStGvXLvXt29f4/548edK4HxERodLSUo0ZM0avvfaaHnjgAW3fvl19+vTRu+++q7KyMvXq1UsJCQn629/+pri4OMXFxSk8PFz79u1Tr169FBcXp6+++kqpqakqLS3V+vXrjdp69eqlEydOqEePHjp69Ki++c1vqqqqSocPH5YkjR8/XmvXrjU+JJKTk/XCCy/o8ssvV1pamnbs2CG3263i4mJ997vf1e9//3uNHj1abrdbo0eP1ksvvaT09HRFRkYqKipKiYmJ2rdvn66++moVFRWptLRUJSUlGjZsmKKiopSbmytJGjBggHHcGTx4sJYsWaJp06YZy/7iF7/QiBEjNH36dH366acqLS1V3759VVhYqKSkJG3fvl1Dhw7Vpk2blJaWpsrKSqWlpamiosI4tnnfU5GRkYqJidEXX3yhEydOGK+vwYMHa/Xq1SoqKtKYMWP0zjvv6JZbbtHx48flcDh06NAhjRgxQiUlJTp58qTCw8PVo0cPY73x8fFKTU3Vli1bdPXVV+utt97S5MmTtXjxYs2cOVOHDh2S3W5XWVmZhgwZon379hnv9aSkJOXm5iozM1NlZWXauHGjwsPDFRERoYSEBJWVlSkqKkrr1q1Tr169jOmFhYWKjIzU8OHDtW/fPknS8uXLlZmZqbS0NCUnJ+t3v/udunbtqq9//evKzc1VVVWVRo0apaqqKpWXl2vAgAGy2+3asmWLbrnlFq1fv15xcXGKj4+X3W7XW2+9pYyMDA0bNkxut1t/+MMflJ6erhEjRmj//v2qra1Vbm6usrKydPLkSaWlpamgoEBpaWnGe7hHjx5avXq1/vu//1vLly/XpEmT9Pnnn8vlcunkyZOaN2+eDh06pJUrV+qrr77S5MmTtWvXLkVGRurDDz/U1KlT9cUXX6iqqkqXX3657Ha7KioqdPjwYV1++eVyu93GPk9NTVV0dLRKS0uN9/Py5cuN4/748eP18ssvKz09XT169JDValVZWZny8/MVGxurvn37KioqSoWFherRo4f27t2rbt26qUePHsb7f9SoUcZr/N1331VaWpquv/56/eMf/5Db7VZKSopuvPFG/fnPf9b27du1YMECLVmyRHFxcTp48KCqq6s1YMAAJSUlqaCgQJWVlbr77rt1++23684771Rubq66d++u4uJife9739Nnn32mHj16GDV6XxubNm3S1KlT9fHHH2vgwIFat26d7rjjDr300kuaNWuW9u7dq+joaJWXlyskJEQZGRlau3atUlJSVFxcrMTERLndbkVHRxv3Kysrdc0112jRokXq3bu3IiIitHfvXsXExCgyMlJFRUUKDQ3V5ZdfrhMnTiguLk5JSUkqLi42PssSEhI0ePBgvfjiixo1apQOHTokq9Wq2NhYxcTEyO1268CBA4qKijI+873HnejoaMXExKioqEi7du0yGjpOnjypsLAwpaSkqLS0VEeOHFH37t31jW98Q1988YUiIiKMOryv5YqKCm3btk1ut1tOp1Ph4eE6duyYhg8frg0bNigpKUlhYWHGa7uyslLR0dHav3+/HA6HEfD27t2r0NBQuVwu43//8ccfKz09XQ6HQwMHDlRNTY26du2q3Nxc4ztXRESEIiMjVVBQoPDwcA0YMED79++Xx+MxXj87duyQw+FQt27dJEk7d+7UkCFDtHv3bt1www16//33NXbsWOXm5uq2227T22+/rdTUVEVERGjXrl369re/rS5dumjPnj0KDw9Xp06dVFxcrMzMTOXm5qqkpETHjh0z9o/3O2tJSYnmzZunLVu26PDhw+rdu7c6deqkkpIS47PS7XZr3bp1stlsxrHXZrPpxIkT6tmzp2w2m6xWqyoqKhQREaF169bprrvukiTjON2/f38lJibqzJkzqqqqUl5enmw2m2655RZ98cUXeuutt/Td735XQ4YM0dq1axUbG6vt27dr6tSpys3NldPp1JIlS3THHXeoqqpKbrdbH330kcaMGaPTp0/rO9/5jv7whz/o0Ucf1RdffKEhQ4boo48+Uv/+/TVw4EAtX77c+F963/spKSnG97C3335bM2fO1KeffqqEhATt2LFDI0eO1JkzZ5SamqrVq1fLbrcrIiJCd9xxhz777DNFRUXp+PHj6tKli8rLy5WamqpVq1YZP9R5v1d5v1MvW7ZMI0eONH6kXL58uQYMGKChQ4dKkvF++OqrryTJOKbt2rVL3bp1U2RkpOx2u3bu3KkxY8bo888/17hx47RmzRr17t1bYWFhuvrqq5Wbm6t9+/Zp6tSp2rp1q44eParTp08rKSlJp0+fVnp6upYtW6aoqCjjM/jQoUNyOp3KzMzU4cOHNWLECBUWFsput8tut+sHP/iBPvnkE+O7idPp1MmTJ3X11VcrMjJSx48f18aNGzVgwABFREQoIyNDn332mfFdx/vdNiUlxdim1NRU5ebmqri4WBUVFfrRj36k3bt3a9myZZo4caJcLpckqba2Vj/4wQ/05z//WfHx8crOztaKFStUUlKiiIgIjR07Vm+88YZxxbBdu3YpLi5OFotFJ0+eVFVVlXbv3q0JEyboyJEjioiIUE1Njaqrq5WZmWl8Hrz99tu69dZb9atf/Uo5OTnau3evpk6dqmXLlikrK0sHDhzQgAEDdODAAdntdn322Wd64YUX9NZbbykrK0vLli3T5MmTjeNtZmamJBnvrcjISElSWlqaNm7cqN69e2vZsmW6+uqrjXq3bduma665RlarVe+9957Gjh2rxMREVVRUqKamRtdcc40uRoc+Bx4AAAAAgGDRobvQAwAAAAAQLAjwAAAAAAAEAQI8AAAwTXV1tdklAAAQNAjwAACgzbzzzjv6zne+o759+yoyMlKjRo0yuyQAAIIGAR4AgGaaMWOGbr75Zp9pR44cUVhY2CVd6qe9e/rppzVnzhxdf/31+vDDD5Wfn6+PPvrI7LIAAAgaHfoycgAAtJSf/exnhPcmHDx4UE899ZQ2bdpkXB4IAAA0Dy3wAABcoh07dmjJkiW69957faa/+uqr6tKli8+0w4cPy2KxKD8/32f66NGjZbFYfP4WLVrks8xLL72kwYMHKywsTIMGDdILL7zQ6HpdLpdycnKUk5NjXH9Xkl555RWlpqYqNDRUiYmJuueee4x5FotF7777boPbmJ6erscff7zRfeB2u/XEE0+oV69eCg0NVXp6upYvX27M/+STT5SSkqJf/OIX6t69u6KiojRx4kQdO3ZM0rlrKje17fVdyr54/PHHz9vX3r/Ro0f7tT3e5/D+xcbGauLEiTp16lSTdQMAcCkI8AAAXKIf//jHuuGGG3TNNddc0nrmzJmj4uJiFRcXq1evXj7zlixZovnz5+sXv/iF9uzZo6eeeko/+9nP9Nprr523ntraWk2ePFmVlZV69913FRoaKkn6wx/+oB/+8Ie68847tWPHDr3//vvq37//JdXs9fvf/16//e1v9cwzz2j79u269tprdeONN6qwsFCSdPLkSRUUFKioqEgff/yxPv30U5WWlurmm2+Wx+PRDTfc0Oi213ep++Lhhx82nuuhhx7SiBEjjPt///vf/doer5UrV6q4uFgffvihtmzZol//+tctsj8BAGgIXegBALgEa9eu1SeffKIdO3Zo7969F70el8ulmJgYJSQkSJJCQkJ85j/22GP67W9/q4kTJ0qS+vXrp927d+uPf/yjpk+fbizn8Xg0c+ZM7d+/X2vWrFFkZKQx78knn9RDDz2k+++/35h21VVXXXTNdT3zzDP60Y9+pMmTJ0uSfvWrX+nTTz/VokWL9Pzzz8vtdiskJERLly5VcnKyJGnp0qVKSUnRqlWrlJOT0+i213ep+yIyMtLn9mWXXWY8t7/b49WtWzfjsTabTTExMRe3AwEA8AMt8AAAXIIf//jHmj59ugYPHtzg/LKyMiMwRkZGNnr+96lTpxQdHd3gvKqqKh04cECzZ8/2WdeTTz6pAwcO+Cz7yCOP6C9/+YuuuuoqxcbGGtNPnDihL7/8UmPHjm1ye6ZMmaLIyEglJibqO9/5jnbv3t3k8pJUXl6uL7/8UiNHjvSZPnLkSO3Zs8e4n5ycbIR3SerTp4969erV4HP86Ec/UmRkpLp3765Ro0Zp9erVLbYvWmp7JOmaa64x9ldycrIeeughv58HAIDmIsADAHCR3nnnHW3btk0LFixodJmoqCjl5+cbfw2Nul5TU6OioiL169evwXVUVlZKkv785z/7rGvnzp3atGmTz7J79uzRxx9/rDfeeEOffPKJMd1ms/m1TQsXLlR+fr4++OADVVdXa9KkSX497kK6du3a6LyGBv975JFHlJ+fr9WrVys1NVU33XSTysrKWmRftKQ333xT+fn5WrduncrKyvTwww+3yvMAACAR4AEAuCi1tbX6n//5H917771NnrNttVrVv39/469Pnz7nLbN582Y5nc5Gr4keHx+vnj176uDBgz7r6t+//3mh/y9/+YvGjx+vn//855ozZ47Ky8slnfshoW/fvlq1alWT25WQkKD+/fsrMzNT999/v3bv3q3q6uomHxMdHa2ePXtqw4YNPtM3bNigIUOGSJIGDRqkoqIiFRUVGfOPHDmiY8eOGcvUFRcXp/79+ystLU0//elPVVlZqcLCwhbZFxfiz/Z4JScnq3///srOztbMmTP1zjvv+PUcAABcDM6BBwDgIqxcuVJhYWGaN2/eJa2npKREP/vZzzRy5EiFhoaqpKRE0rkfCCoqKuRwOGSz2bRgwQLdd999iomJ0fjx4+VyuZSbm6t//etfmjt3rrE+b1fxBx98UH//+981d+5cvfTSS5Kkxx9/XHfddZd69OihCRMmqKKiQhs2bPAZPb+6ulpOp1NnzpzR66+/roEDB6pz584X3I5HHnlEjz32mFJSUpSenq7FixcrPz9fS5YskSSNGzdOgwcP1tSpU7Vw4UJJ0v3336/09HSNGTPmvPVVVFSopKREDodDL7zwgmw2m1JSUiSpRfbFpW6P16lTp1RSUqITJ07or3/9qwYNGuTX+gEAuBgEeAAALoLT6dRjjz3WZNdwf0yePFlr1qyRJCUmJvrMmz9/vpKTkzVjxgzdcccdCg8P129+8xs98sgjioiIUFpamh544IEG12u1WrV48WKlp6dr0qRJ+va3v63p06fL6XRq4cKFevjhhxUXF6fvfve7Po/zdpmPiorS8OHD9eabb/q1Hffdd5/Kysr00EMP6cSJExoyZIjef/99DRgwwKjnvffe03333advfvObslqtGjdunJ577rkGu9DPnz9f8+fPV1hYmIYMGaK3337b2NctsS8udXu8cnJyJEldunRRdna2nnvuOb/2FwAAF8Pi8Xg8ZhcBAEBHNXr0aD3++OPG9cfreuCBB5Senq4ZM2a0eV0AACDwcA48AAAmio2N1WWXXdbgvOjoaL8HnwMAAO0fLfAAAAAAAAQBWuABAAAAAAgCBHgAAAAAAIIAAR4AAAAAgCBAgAcAAAAAIAgQ4AEAAAAACAIEeAAAAAAAggABHgAAAACAIECABwAAAAAgCBDgAQAAAAAIAgR4AAAAAACCwP8Hh+P4odLSfUsAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.cluster import AgglomerativeClustering\n",
|
||
"from scipy.cluster.hierarchy import dendrogram\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Применение иерархической кластеризации\n",
|
||
"hierarchical = AgglomerativeClustering(n_clusters=optimal_clusters)\n",
|
||
"df['Hierarchical Cluster'] = hierarchical.fit_predict(df_scaled)\n",
|
||
"\n",
|
||
"# Функция для получения матрицы linkage\n",
|
||
"def get_linkage_matrix(model: AgglomerativeClustering) -> np.ndarray:\n",
|
||
" counts = np.zeros(model.children_.shape[0]) # type: ignore\n",
|
||
" n_samples = len(model.labels_)\n",
|
||
" for i, merge in enumerate(model.children_): # type: ignore\n",
|
||
" current_count = 0\n",
|
||
" for child_idx in merge:\n",
|
||
" if child_idx < n_samples:\n",
|
||
" current_count += 1\n",
|
||
" else:\n",
|
||
" current_count += counts[child_idx - n_samples]\n",
|
||
" counts[i] = current_count\n",
|
||
"\n",
|
||
" return np.column_stack([model.children_, model.distances_, counts]).astype(float)\n",
|
||
"\n",
|
||
"# Построение дендрограммы\n",
|
||
"linkage_matrix = get_linkage_matrix(hierarchical)\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"dendrogram(linkage_matrix)\n",
|
||
"plt.title(\"Дендограмма, восстановленная из модели AgglomerativeClustering\")\n",
|
||
"plt.xlabel(\"Индексы объектов\")\n",
|
||
"plt.ylabel(\"Евклидово расстояние\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# Визуализация кластеров\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"plt.scatter(df_pca[:, 0], df_pca[:, 1], c=df['Hierarchical Cluster'], cmap='viridis', edgecolor='k', alpha=0.6)\n",
|
||
"plt.title(\"Кластеры, определенные иерархической кластеризацией (PCA)\")\n",
|
||
"plt.xlabel(\"Главная компонента 1\")\n",
|
||
"plt.ylabel(\"Главная компонента 2\")\n",
|
||
"plt.colorbar(label='Кластер')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Оценка качества кластеризации\n",
|
||
"Оценим качество кластеров, сравнив коэффициенты силуэта для двух методов."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Оценка качества\n",
|
||
"silhouette_kmeans = silhouette_score(df_scaled, df['Cluster'])\n",
|
||
"silhouette_hierarchical = silhouette_score(df_scaled, df['Hierarchical Cluster'])\n",
|
||
"\n",
|
||
"print(f\"Коэффициент силуэта для K-means: {silhouette_kmeans:.4f}\")\n",
|
||
"print(f\"Коэффициент силуэта для иерархической кластеризации: {silhouette_hierarchical:.4f}\")"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"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": "3.12.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|