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legale/final_project1.ipynb

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final_project1.ipynb
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Итоговый проект 1"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import io\n",
"import pprint as pp\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# pandas setup\n",
"pd.set_option('display.max_rows', 1000)\n",
"pd.set_option('display.max_columns', 500)\n",
"pd.set_option('display.width', 1000)\n",
"pd.set_option('max_colwidth', 1000)\n",
"pd.set_option('display.width', 500)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Шаг 1\n",
"Открытие данных и просмотр в первом приближении."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Помощник info\n",
"def get_info(df):\n",
" import io\n",
" len = df.shape[0]\n",
" buf = io.StringIO()\n",
" df.info(buf=buf)\n",
" ln = buf.getvalue().splitlines()\n",
" dfa = pd.DataFrame([x.split() for x in ln[5:-2]], columns=ln[3].split())\n",
" dfa.drop('Count',axis=1, inplace=True)\n",
" dfa.columns = [ 'id', 'name', 'count', 'type']\n",
" dfa['total'] = len\n",
" dfa.loc[:, 'count'] = dfa.loc[:, 'count'].astype('int32')\n",
" dfa['nan'] = dfa['total'] - dfa['count']\n",
" dfa = dfa[[ 'id', 'name', 'count', 'nan', 'total', 'type']]\n",
" return (dfa)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def find_path(filename):\n",
" for i in ('./', '/datasets/', './gdrive/'):\n",
" if os.path.exists(i + filename): return i + filename\n",
"\n",
"fpath = find_path('games.csv')\n",
"\n",
"df = pd.read_csv(fpath)\n",
"\n",
"#сразу поменяем регистр колонок на нижний\n",
"df.columns = df.columns.str.lower()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>platform</th>\n",
" <th>year_of_release</th>\n",
" <th>genre</th>\n",
" <th>na_sales</th>\n",
" <th>eu_sales</th>\n",
" <th>jp_sales</th>\n",
" <th>other_sales</th>\n",
" <th>critic_score</th>\n",
" <th>user_score</th>\n",
" <th>rating</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Wii Sports</td>\n",
" <td>Wii</td>\n",
" <td>2006.0</td>\n",
" <td>Sports</td>\n",
" <td>41.36</td>\n",
" <td>28.96</td>\n",
" <td>3.77</td>\n",
" <td>8.45</td>\n",
" <td>76.0</td>\n",
" <td>8</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Super Mario Bros.</td>\n",
" <td>NES</td>\n",
" <td>1985.0</td>\n",
" <td>Platform</td>\n",
" <td>29.08</td>\n",
" <td>3.58</td>\n",
" <td>6.81</td>\n",
" <td>0.77</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Mario Kart Wii</td>\n",
" <td>Wii</td>\n",
" <td>2008.0</td>\n",
" <td>Racing</td>\n",
" <td>15.68</td>\n",
" <td>12.76</td>\n",
" <td>3.79</td>\n",
" <td>3.29</td>\n",
" <td>82.0</td>\n",
" <td>8.3</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Wii Sports Resort</td>\n",
" <td>Wii</td>\n",
" <td>2009.0</td>\n",
" <td>Sports</td>\n",
" <td>15.61</td>\n",
" <td>10.93</td>\n",
" <td>3.28</td>\n",
" <td>2.95</td>\n",
" <td>80.0</td>\n",
" <td>8</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Pokemon Red/Pokemon Blue</td>\n",
" <td>GB</td>\n",
" <td>1996.0</td>\n",
" <td>Role-Playing</td>\n",
" <td>11.27</td>\n",
" <td>8.89</td>\n",
" <td>10.22</td>\n",
" <td>1.00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name platform year_of_release genre na_sales eu_sales jp_sales other_sales critic_score user_score rating\n",
"0 Wii Sports Wii 2006.0 Sports 41.36 28.96 3.77 8.45 76.0 8 E\n",
"1 Super Mario Bros. NES 1985.0 Platform 29.08 3.58 6.81 0.77 NaN NaN NaN\n",
"2 Mario Kart Wii Wii 2008.0 Racing 15.68 12.76 3.79 3.29 82.0 8.3 E\n",
"3 Wii Sports Resort Wii 2009.0 Sports 15.61 10.93 3.28 2.95 80.0 8 E\n",
"4 Pokemon Red/Pokemon Blue GB 1996.0 Role-Playing 11.27 8.89 10.22 1.00 NaN NaN NaN"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" <th>count</th>\n",
" <th>nan</th>\n",
" <th>total</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>name</td>\n",
" <td>16713</td>\n",
" <td>2</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>platform</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>year_of_release</td>\n",
" <td>16446</td>\n",
" <td>269</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>genre</td>\n",
" <td>16713</td>\n",
" <td>2</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>na_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>eu_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>jp_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>other_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>critic_score</td>\n",
" <td>8137</td>\n",
" <td>8578</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>user_score</td>\n",
" <td>10014</td>\n",
" <td>6701</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>rating</td>\n",
" <td>9949</td>\n",
" <td>6766</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name count nan total type\n",
"0 0 name 16713 2 16715 object\n",
"1 1 platform 16715 0 16715 object\n",
"2 2 year_of_release 16446 269 16715 float64\n",
"3 3 genre 16713 2 16715 object\n",
"4 4 na_sales 16715 0 16715 float64\n",
"5 5 eu_sales 16715 0 16715 float64\n",
"6 6 jp_sales 16715 0 16715 float64\n",
"7 7 other_sales 16715 0 16715 float64\n",
"8 8 critic_score 8137 8578 16715 float64\n",
"9 9 user_score 10014 6701 16715 object\n",
"10 10 rating 9949 6766 16715 object"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"info = get_info(df)\n",
"info"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Описание данные из practikum\n",
"\n",
"- Name — название игры\n",
"- Platform — платформа\n",
"- Year_of_Release — год выпуска\n",
"- Genre — жанр игры\n",
"- NA_sales — продажи в Северной Америке (миллионы проданных копий)\n",
"- EU_sales — продажи в Европе (миллионы проданных копий)\n",
"- JP_sales — продажи в Японии (миллионы проданных копий)\n",
"- Other_sales — продажи в других странах (миллионы проданных копий)\n",
"- Critic_Score — оценка критиков (максимум 100)\n",
"- User_Score — оценка пользователей (максимум 10)\n",
"- Rating — рейтинг от организации ESRB (англ. Entertainment Software Rating Board). Эта ассоциация определяет рейтинг компьютерных игр и присваивает им подходящую возрастную категорию."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"### Добавление описания к себе в таблицу info\n",
"#### Добавление описания данных в info\n",
"desc_raw = '''Name — название игры\n",
"Platform — платформа\n",
"Year_of_Release — год выпуска\n",
"Genre — жанр игры\n",
"NA_sales — продажи в Северной Америке (миллионы проданных копий)\n",
"EU_sales — продажи в Европе (миллионы проданных копий)\n",
"JP_sales — продажи в Японии (миллионы проданных копий)\n",
"Other_sales — продажи в других странах (миллионы проданных копий)\n",
"Critic_Score — оценка критиков (максимум 100)\n",
"User_Score — оценка пользователей (максимум 10)\n",
"Rating — рейтинг от организации ESRB (англ. Entertainment Software Rating Board). Эта ассоциация определяет рейтинг компьютерных игр и присваивает им подходящую возрастную категорию.'''"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" <th>count</th>\n",
" <th>nan</th>\n",
" <th>total</th>\n",
" <th>type</th>\n",
" <th>desc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>name</td>\n",
" <td>16713</td>\n",
" <td>2</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" <td>название игры</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>platform</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" <td>платформа</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>year_of_release</td>\n",
" <td>16446</td>\n",
" <td>269</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>год выпуска</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>genre</td>\n",
" <td>16713</td>\n",
" <td>2</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" <td>жанр игры</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>na_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в Северной Америке (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>eu_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в Европе (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>jp_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в Японии (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>other_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в других странах (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>critic_score</td>\n",
" <td>8137</td>\n",
" <td>8578</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>оценка критиков (максимум 100)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>user_score</td>\n",
" <td>10014</td>\n",
" <td>6701</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" <td>оценка пользователей (максимум 10)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>rating</td>\n",
" <td>9949</td>\n",
" <td>6766</td>\n",
" <td>16715</td>\n",
" <td>object</td>\n",
" <td>рейтинг от организации ESRB (англ. Entertainment Software Rating Board). Эта ассоциация определяет рейтинг компьютерных игр и присваивает им подходящую возрастную категорию.</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name count nan total type desc\n",
"0 0 name 16713 2 16715 object название игры\n",
"1 1 platform 16715 0 16715 object платформа\n",
"2 2 year_of_release 16446 269 16715 float64 год выпуска\n",
"3 3 genre 16713 2 16715 object жанр игры\n",
"4 4 na_sales 16715 0 16715 float64 продажи в Северной Америке (миллионы проданных копий)\n",
"5 5 eu_sales 16715 0 16715 float64 продажи в Европе (миллионы проданных копий)\n",
"6 6 jp_sales 16715 0 16715 float64 продажи в Японии (миллионы проданных копий)\n",
"7 7 other_sales 16715 0 16715 float64 продажи в других странах (миллионы проданных копий)\n",
"8 8 critic_score 8137 8578 16715 float64 оценка критиков (максимум 100)\n",
"9 9 user_score 10014 6701 16715 object оценка пользователей (максимум 10)\n",
"10 10 rating 9949 6766 16715 object рейтинг от организации ESRB (англ. Entertainment Software Rating Board). Эта ассоциация определяет рейтинг компьютерных игр и присваивает им подходящую возрастную категорию."
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# теперь добавить описание\n",
"info['desc'] = [s[s.find(' — ')+3:] for s in desc_raw.splitlines()]\n",
"# посмотрим оригинальный порядок\n",
"info.sort_values('id')\n",
"# Все совпадает, можно продолжать\n",
"#сбросим индексы, чтобы было удобно работать\n",
"info.reset_index(drop = True, inplace = True)\n",
"info"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Вывод шаг 1"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Обозначения:\n",
"- int, string - необходимо привести к данному типу\n",
"- nan X - имеются nan значения, X - действие (remove, mean, median, 0)\n",
"- unit m, unit d - необходима конвертация единиц измерения из указанной (d - x * 10, k - x * 1000, m - x * 1000000)\n",
"- max X - максимально возможное значение после конвертации единиц измерения\n",
"\n",
"<pre>\n",
"0\t0\tName\t16713\t2\t16715\tobject\tназвание игры\n",
" - nan remove\n",
" - string\n",
"\n",
"1\t1\tPlatform\t16715\t0\t16715\tobject\tплатформа\n",
" - string\n",
"\n",
"2\t2\tYear_of_Release\t16446\t269\t16715\tfloat64\tгод выпуска\n",
" - nan 0\n",
" - int\n",
"\n",
"3\t3\tGenre\t16713\t2\t16715\tobject\tжанр игры\n",
" - nan 'unknown'\n",
" - string\n",
"\n",
"4\t4\tNA_sales\t16715\t0\t16715\tfloat64\tпродажи в Северной Америке (миллионы проданных копий)\n",
" - float\n",
"\n",
"5\t5\tEU_sales\t16715\t0\t16715\tfloat64\tпродажи в Европе (миллионы проданных копий)\n",
" - float\n",
"\n",
"6\t6\tJP_sales\t16715\t0\t16715\tfloat64\tпродажи в Японии (миллионы проданных копий)\n",
" - float\n",
"\n",
"7\t7\tOther_sales\t16715\t0\t16715\tfloat64\tпродажи в других странах (миллионы проданных копий)\n",
" - float\n",
"\n",
"8\t8\tCritic_Score\t8137\t8578\t16715\tfloat64\tоценка критиков (максимум 100)\n",
" - nan 0\n",
" - int\n",
" - max 100\n",
"\n",
"9\t9\tUser_Score\t10014\t6701\t16715\tobject\tоценка пользователей (максимум 10)\n",
" - nan 0\n",
" - int\n",
" - unit d\n",
" - max 100\n",
"\n",
"10\t10\tRating\t9949\t6766\t16715\tobject\tрейтинг от организации ESRB (англ. Entertainment Software Rating Board). Эта ассоциация определяет рейтинг компьютерных игр и присваивает им подходящую возрастную категорию.\n",
" - nan 0\n",
" - string\n",
"\n",
"</pre>"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Шаг 2 \n",
"Обработка данных по результатам первичного просмотра."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# обработка будет через функцию, поэтому результаты по первичному просмотру надо записать в виде словаря\n",
"# будем использовать максимальное 32 битное чилсо uint32, т.к. оно уместится и в int64 и в uint64\n",
"U32MAX = (1 << 32) - 1\n",
"U32MIN = -((1 << 32) - 1)\n",
"\n",
"preview_res = {\n",
" 0: [{'nan': 'remove'}, {'type': ['string']}],\n",
" 1: [{'type': ['string']}],\n",
" 2: [{'nan': 0}, {'type': ['uint32']}],\n",
" 3: [{'nan': 'unknown'}, {'type': ['string']}],\n",
" 4: [{'type': ['float64']}],\n",
" 5: [{'type': ['float64']}],\n",
" 6: [{'type': ['float64']}],\n",
" 7: [{'type': ['float64']}],\n",
" 8: [{'nan': 0}, {'type': ['uint32', 0]}, {'max': 100}],\n",
" 9: [{'nan': 0}, {'type': ['float64', 0]}, 'unit d', {'max': 100}],\n",
" 10: [{'nan': \"\"}, {'type': ['string']}],\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"id: 0 Col: name: rule: [{'nan': 'remove'}, {'type': ['string']}]\n",
"id: 1 Col: platform: rule: [{'type': ['string']}]\n",
"id: 2 Col: year_of_release: rule: [{'nan': 0}, {'type': ['uint32']}]\n",
"id: 3 Col: genre: rule: [{'nan': 'unknown'}, {'type': ['string']}]\n",
"id: 4 Col: na_sales: rule: [{'type': ['float64']}]\n",
"id: 5 Col: eu_sales: rule: [{'type': ['float64']}]\n",
"id: 6 Col: jp_sales: rule: [{'type': ['float64']}]\n",
"id: 7 Col: other_sales: rule: [{'type': ['float64']}]\n",
"id: 8 Col: critic_score: rule: [{'nan': 0}, {'type': ['uint32', 0]}, {'max': 100}]\n",
"id: 9 Col: user_score: rule: [{'nan': 0}, {'type': ['float64', 0]}, 'unit d', {'max': 100}]\n",
"id: 10 Col: rating: rule: [{'nan': ''}, {'type': ['string']}]\n",
"Обработка nan: True\n"
]
}
],
"source": [
"# функции для обработки preview res\n",
"from pandas.core.base import PandasObject\n",
"# функция для замены типа данных\n",
"# заполняет сразу nan нулями и меняет тип\n",
"def set_dtype(df=None, col=None, dtype=\"int32\", inplacenan = np.iinfo('uint32').max):\n",
" if not isinstance(df, pd.DataFrame): return print(\"df is not passed or not a pd.DataFrame\")\n",
" if col == None: return print(\"col is not passed\")\n",
" try:\n",
" if type(col) is int: \n",
" if('int' in dtype) or ('float' in dtype):\n",
" df.iloc[:, col] = pd.to_numeric(df.iloc[:, col], errors='coerce')\n",
" df.iloc[:, col].fillna(inplacenan, inplace=True)\n",
" else:\n",
" df.iloc[:, col].fillna(inplacenan, inplace=True)\n",
" df.iloc[:, col] = df.iloc[:, col].astype(dtype, errors='raise')\n",
" elif type(col) is str:\n",
" if('int' in dtype) or ('float' in dtype): \n",
" df.loc[:, col] = pd.to_numeric(df.loc[:, col], errors='coerce')\n",
" df.loc[:, col].fillna(inplacenan, inplace=True)\n",
" else:\n",
" df.loc[:, col].fillna(inplacenan, inplace=True)\n",
" df.loc[:, col] = df.loc[:, col].astype(dtype, errors='raise')\n",
" except Exception as e:\n",
" print(\"set type error col: %s type: %s\"%(col, dtype))\n",
" print(\"Exception: %s\"%(str(e)))\n",
"PandasObject.set_dtype = set_dtype\n",
"\n",
"\n",
"def fill_nan(df, col, val = 0):\n",
" new_val = 0\n",
" f = df.loc[:, col].isna()\n",
" if isinstance(val, str):\n",
" if val == 'median':\n",
" new_val = df.loc[~f, col].median()\n",
" elif val == 'mean':\n",
" new_val = df.loc[~f, col].mean()\n",
" elif val == 'remove':\n",
" df.loc[f, col].dropna(inplace = True)\n",
" return True\n",
" else:\n",
" new_val = val\n",
"\n",
" elif isinstance(val, int) or isinstance(val, float):\n",
" new_val = val\n",
" else:\n",
" print(\"error: unexpected val type\", val)\n",
" return False\n",
"\n",
" df.loc[:, col].fillna(new_val, inplace=True)\n",
" return True\n",
"\n",
"PandasObject.fill_nan = fill_nan\n",
"\n",
"def parse_preview_res(df, preview_res):\n",
" p = preview_res\n",
" for i in p:\n",
" col = df.columns[i]\n",
" print(\"id: %d Col: %s: rule: %s\"%(i, col, p[i]))\n",
" for k in p[i]:\n",
" if isinstance(k, dict) and ('nan' in k):\n",
" v = k['nan']\n",
" df.fill_nan(col, v)\n",
" elif isinstance(k, dict) and ('type' in k):\n",
" df.set_dtype(col, *k['type'])\n",
" elif k == 'unit d':\n",
" df.loc[:, col] *= 10\n",
" elif k == 'unit k':\n",
" df.loc[:, col] *= 1000\n",
" elif k == 'unit m':\n",
" df.loc[:, col] *= 1000000\n",
" elif isinstance(k, dict):\n",
" if 'max' in k:\n",
" f = (df[col] != U32MAX) & (df[col] > k['max'])\n",
" df.loc[:, col] = k['max']\n",
" elif 'min' in k:\n",
" pass\n",
" f = (df[col] != U32MAX) & (df[col] < k['min'])\n",
" df.loc[:, col] = k['min']\n",
" else:\n",
" print(\"error: id: %d unexpected key in dict\" % i)\n",
" return False\n",
" else:\n",
" print(\"error: id: %d unexpected val\" % i)\n",
" return False\n",
" return True\n",
" \n",
"\n",
"\n",
"status = parse_preview_res(df, preview_res)\n",
"print(\"Обработка nan: %s\"%status)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" <th>count</th>\n",
" <th>nan</th>\n",
" <th>total</th>\n",
" <th>type</th>\n",
" <th>desc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>name</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>string</td>\n",
" <td>название игры</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>platform</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>string</td>\n",
" <td>платформа</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>year_of_release</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>uint32</td>\n",
" <td>год выпуска</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>genre</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>string</td>\n",
" <td>жанр игры</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>na_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в Северной Америке (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>eu_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в Европе (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>jp_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в Японии (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>other_sales</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>float64</td>\n",
" <td>продажи в других странах (миллионы проданных копий)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>critic_score</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>int64</td>\n",
" <td>оценка критиков (максимум 100)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>user_score</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>int64</td>\n",
" <td>оценка пользователей (максимум 10)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>rating</td>\n",
" <td>16715</td>\n",
" <td>0</td>\n",
" <td>16715</td>\n",
" <td>string</td>\n",
" <td>рейтинг от организации ESRB (англ. Entertainment Software Rating Board). Эта ассоциация определяет рейтинг компьютерных игр и присваивает им подходящую возрастную категорию.</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name count nan total type desc\n",
"0 0 name 16715 0 16715 string название игры\n",
"1 1 platform 16715 0 16715 string платформа\n",
"2 2 year_of_release 16715 0 16715 uint32 год выпуска\n",
"3 3 genre 16715 0 16715 string жанр игры\n",
"4 4 na_sales 16715 0 16715 float64 продажи в Северной Америке (миллионы проданных копий)\n",
"5 5 eu_sales 16715 0 16715 float64 продажи в Европе (миллионы проданных копий)\n",
"6 6 jp_sales 16715 0 16715 float64 продажи в Японии (миллионы проданных копий)\n",
"7 7 other_sales 16715 0 16715 float64 продажи в других странах (миллионы проданных копий)\n",
"8 8 critic_score 16715 0 16715 int64 оценка критиков (максимум 100)\n",
"9 9 user_score 16715 0 16715 int64 оценка пользователей (максимум 10)\n",
"10 10 rating 16715 0 16715 string рейтинг от организации ESRB (англ. Entertainment Software Rating Board). Эта ассоциация определяет рейтинг компьютерных игр и присваивает им подходящую возрастную категорию."
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#визуальная проверка\n",
"info = get_info(df)\n",
"\n",
"# теперь добавить описание\n",
"info['desc'] = [s[s.find(' — ')+3:] for s in desc_raw.splitlines()]\n",
"# посмотрим оригинальный порядок\n",
"info.sort_values('id')\n",
"# Все совпадает, можно продолжать\n",
"#сбросим индексы, чтобы было удобно работать\n",
"info.reset_index(drop = True, inplace = True)\n",
"info"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>platform</th>\n",
" <th>year_of_release</th>\n",
" <th>genre</th>\n",
" <th>na_sales</th>\n",
" <th>eu_sales</th>\n",
" <th>jp_sales</th>\n",
" <th>other_sales</th>\n",
" <th>critic_score</th>\n",
" <th>user_score</th>\n",
" <th>rating</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Wii Sports</td>\n",
" <td>Wii</td>\n",
" <td>2006</td>\n",
" <td>Sports</td>\n",
" <td>41.36</td>\n",
" <td>28.96</td>\n",
" <td>3.77</td>\n",
" <td>8.45</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Super Mario Bros.</td>\n",
" <td>NES</td>\n",
" <td>1985</td>\n",
" <td>Platform</td>\n",
" <td>29.08</td>\n",
" <td>3.58</td>\n",
" <td>6.81</td>\n",
" <td>0.77</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Mario Kart Wii</td>\n",
" <td>Wii</td>\n",
" <td>2008</td>\n",
" <td>Racing</td>\n",
" <td>15.68</td>\n",
" <td>12.76</td>\n",
" <td>3.79</td>\n",
" <td>3.29</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Wii Sports Resort</td>\n",
" <td>Wii</td>\n",
" <td>2009</td>\n",
" <td>Sports</td>\n",
" <td>15.61</td>\n",
" <td>10.93</td>\n",
" <td>3.28</td>\n",
" <td>2.95</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Pokemon Red/Pokemon Blue</td>\n",
" <td>GB</td>\n",
" <td>1996</td>\n",
" <td>Role-Playing</td>\n",
" <td>11.27</td>\n",
" <td>8.89</td>\n",
" <td>10.22</td>\n",
" <td>1.00</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Tetris</td>\n",
" <td>GB</td>\n",
" <td>1989</td>\n",
" <td>Puzzle</td>\n",
" <td>23.20</td>\n",
" <td>2.26</td>\n",
" <td>4.22</td>\n",
" <td>0.58</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>New Super Mario Bros.</td>\n",
" <td>DS</td>\n",
" <td>2006</td>\n",
" <td>Platform</td>\n",
" <td>11.28</td>\n",
" <td>9.14</td>\n",
" <td>6.50</td>\n",
" <td>2.88</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Wii Play</td>\n",
" <td>Wii</td>\n",
" <td>2006</td>\n",
" <td>Misc</td>\n",
" <td>13.96</td>\n",
" <td>9.18</td>\n",
" <td>2.93</td>\n",
" <td>2.84</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>New Super Mario Bros. Wii</td>\n",
" <td>Wii</td>\n",
" <td>2009</td>\n",
" <td>Platform</td>\n",
" <td>14.44</td>\n",
" <td>6.94</td>\n",
" <td>4.70</td>\n",
" <td>2.24</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Duck Hunt</td>\n",
" <td>NES</td>\n",
" <td>1984</td>\n",
" <td>Shooter</td>\n",
" <td>26.93</td>\n",
" <td>0.63</td>\n",
" <td>0.28</td>\n",
" <td>0.47</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Nintendogs</td>\n",
" <td>DS</td>\n",
" <td>2005</td>\n",
" <td>Simulation</td>\n",
" <td>9.05</td>\n",
" <td>10.95</td>\n",
" <td>1.93</td>\n",
" <td>2.74</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Mario Kart DS</td>\n",
" <td>DS</td>\n",
" <td>2005</td>\n",
" <td>Racing</td>\n",
" <td>9.71</td>\n",
" <td>7.47</td>\n",
" <td>4.13</td>\n",
" <td>1.90</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Pokemon Gold/Pokemon Silver</td>\n",
" <td>GB</td>\n",
" <td>1999</td>\n",
" <td>Role-Playing</td>\n",
" <td>9.00</td>\n",
" <td>6.18</td>\n",
" <td>7.20</td>\n",
" <td>0.71</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Wii Fit</td>\n",
" <td>Wii</td>\n",
" <td>2007</td>\n",
" <td>Sports</td>\n",
" <td>8.92</td>\n",
" <td>8.03</td>\n",
" <td>3.60</td>\n",
" <td>2.15</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Kinect Adventures!</td>\n",
" <td>X360</td>\n",
" <td>2010</td>\n",
" <td>Misc</td>\n",
" <td>15.00</td>\n",
" <td>4.89</td>\n",
" <td>0.24</td>\n",
" <td>1.69</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Wii Fit Plus</td>\n",
" <td>Wii</td>\n",
" <td>2009</td>\n",
" <td>Sports</td>\n",
" <td>9.01</td>\n",
" <td>8.49</td>\n",
" <td>2.53</td>\n",
" <td>1.77</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Grand Theft Auto V</td>\n",
" <td>PS3</td>\n",
" <td>2013</td>\n",
" <td>Action</td>\n",
" <td>7.02</td>\n",
" <td>9.09</td>\n",
" <td>0.98</td>\n",
" <td>3.96</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Grand Theft Auto: San Andreas</td>\n",
" <td>PS2</td>\n",
" <td>2004</td>\n",
" <td>Action</td>\n",
" <td>9.43</td>\n",
" <td>0.40</td>\n",
" <td>0.41</td>\n",
" <td>10.57</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Super Mario World</td>\n",
" <td>SNES</td>\n",
" <td>1990</td>\n",
" <td>Platform</td>\n",
" <td>12.78</td>\n",
" <td>3.75</td>\n",
" <td>3.54</td>\n",
" <td>0.55</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Brain Age: Train Your Brain in Minutes a Day</td>\n",
" <td>DS</td>\n",
" <td>2005</td>\n",
" <td>Misc</td>\n",
" <td>4.74</td>\n",
" <td>9.20</td>\n",
" <td>4.16</td>\n",
" <td>2.04</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Pokemon Diamond/Pokemon Pearl</td>\n",
" <td>DS</td>\n",
" <td>2006</td>\n",
" <td>Role-Playing</td>\n",
" <td>6.38</td>\n",
" <td>4.46</td>\n",
" <td>6.04</td>\n",
" <td>1.36</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Super Mario Land</td>\n",
" <td>GB</td>\n",
" <td>1989</td>\n",
" <td>Platform</td>\n",
" <td>10.83</td>\n",
" <td>2.71</td>\n",
" <td>4.18</td>\n",
" <td>0.42</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Super Mario Bros. 3</td>\n",
" <td>NES</td>\n",
" <td>1988</td>\n",
" <td>Platform</td>\n",
" <td>9.54</td>\n",
" <td>3.44</td>\n",
" <td>3.84</td>\n",
" <td>0.46</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Grand Theft Auto V</td>\n",
" <td>X360</td>\n",
" <td>2013</td>\n",
" <td>Action</td>\n",
" <td>9.66</td>\n",
" <td>5.14</td>\n",
" <td>0.06</td>\n",
" <td>1.41</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Grand Theft Auto: Vice City</td>\n",
" <td>PS2</td>\n",
" <td>2002</td>\n",
" <td>Action</td>\n",
" <td>8.41</td>\n",
" <td>5.49</td>\n",
" <td>0.47</td>\n",
" <td>1.78</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>M</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Pokemon Ruby/Pokemon Sapphire</td>\n",
" <td>GBA</td>\n",
" <td>2002</td>\n",
" <td>Role-Playing</td>\n",
" <td>6.06</td>\n",
" <td>3.90</td>\n",
" <td>5.38</td>\n",
" <td>0.50</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Brain Age 2: More Training in Minutes a Day</td>\n",
" <td>DS</td>\n",
" <td>2005</td>\n",
" <td>Puzzle</td>\n",
" <td>3.43</td>\n",
" <td>5.35</td>\n",
" <td>5.32</td>\n",
" <td>1.18</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Pokemon Black/Pokemon White</td>\n",
" <td>DS</td>\n",
" <td>2010</td>\n",
" <td>Role-Playing</td>\n",
" <td>5.51</td>\n",
" <td>3.17</td>\n",
" <td>5.65</td>\n",
" <td>0.80</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Gran Turismo 3: A-Spec</td>\n",
" <td>PS2</td>\n",
" <td>2001</td>\n",
" <td>Racing</td>\n",
" <td>6.85</td>\n",
" <td>5.09</td>\n",
" <td>1.87</td>\n",
" <td>1.16</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>E</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Call of Duty: Modern Warfare 3</td>\n",
" <td>X360</td>\n",
" <td>2011</td>\n",
" <td>Shooter</td>\n",
" <td>9.04</td>\n",
" <td>4.24</td>\n",
" <td>0.13</td>\n",
" <td>1.32</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>M</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name platform year_of_release genre na_sales eu_sales jp_sales other_sales critic_score user_score rating\n",
"0 Wii Sports Wii 2006 Sports 41.36 28.96 3.77 8.45 100 100 E\n",
"1 Super Mario Bros. NES 1985 Platform 29.08 3.58 6.81 0.77 100 100 \n",
"2 Mario Kart Wii Wii 2008 Racing 15.68 12.76 3.79 3.29 100 100 E\n",
"3 Wii Sports Resort Wii 2009 Sports 15.61 10.93 3.28 2.95 100 100 E\n",
"4 Pokemon Red/Pokemon Blue GB 1996 Role-Playing 11.27 8.89 10.22 1.00 100 100 \n",
"5 Tetris GB 1989 Puzzle 23.20 2.26 4.22 0.58 100 100 \n",
"6 New Super Mario Bros. DS 2006 Platform 11.28 9.14 6.50 2.88 100 100 E\n",
"7 Wii Play Wii 2006 Misc 13.96 9.18 2.93 2.84 100 100 E\n",
"8 New Super Mario Bros. Wii Wii 2009 Platform 14.44 6.94 4.70 2.24 100 100 E\n",
"9 Duck Hunt NES 1984 Shooter 26.93 0.63 0.28 0.47 100 100 \n",
"10 Nintendogs DS 2005 Simulation 9.05 10.95 1.93 2.74 100 100 \n",
"11 Mario Kart DS DS 2005 Racing 9.71 7.47 4.13 1.90 100 100 E\n",
"12 Pokemon Gold/Pokemon Silver GB 1999 Role-Playing 9.00 6.18 7.20 0.71 100 100 \n",
"13 Wii Fit Wii 2007 Sports 8.92 8.03 3.60 2.15 100 100 E\n",
"14 Kinect Adventures! X360 2010 Misc 15.00 4.89 0.24 1.69 100 100 E\n",
"15 Wii Fit Plus Wii 2009 Sports 9.01 8.49 2.53 1.77 100 100 E\n",
"16 Grand Theft Auto V PS3 2013 Action 7.02 9.09 0.98 3.96 100 100 M\n",
"17 Grand Theft Auto: San Andreas PS2 2004 Action 9.43 0.40 0.41 10.57 100 100 M\n",
"18 Super Mario World SNES 1990 Platform 12.78 3.75 3.54 0.55 100 100 \n",
"19 Brain Age: Train Your Brain in Minutes a Day DS 2005 Misc 4.74 9.20 4.16 2.04 100 100 E\n",
"20 Pokemon Diamond/Pokemon Pearl DS 2006 Role-Playing 6.38 4.46 6.04 1.36 100 100 \n",
"21 Super Mario Land GB 1989 Platform 10.83 2.71 4.18 0.42 100 100 \n",
"22 Super Mario Bros. 3 NES 1988 Platform 9.54 3.44 3.84 0.46 100 100 \n",
"23 Grand Theft Auto V X360 2013 Action 9.66 5.14 0.06 1.41 100 100 M\n",
"24 Grand Theft Auto: Vice City PS2 2002 Action 8.41 5.49 0.47 1.78 100 100 M\n",
"25 Pokemon Ruby/Pokemon Sapphire GBA 2002 Role-Playing 6.06 3.90 5.38 0.50 100 100 \n",
"26 Brain Age 2: More Training in Minutes a Day DS 2005 Puzzle 3.43 5.35 5.32 1.18 100 100 E\n",
"27 Pokemon Black/Pokemon White DS 2010 Role-Playing 5.51 3.17 5.65 0.80 100 100 \n",
"28 Gran Turismo 3: A-Spec PS2 2001 Racing 6.85 5.09 1.87 1.16 100 100 E\n",
"29 Call of Duty: Modern Warfare 3 X360 2011 Shooter 9.04 4.24 0.13 1.32 100 100 M"
]
},
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"df.head(30)"
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"source": [
"## Шаг 3\n",
"Анализ данных:\n",
"1. Посмотрите, сколько игр выпускалось в разные годы. Важны ли данные за все периоды?\n",
"1. Посмотрите, как менялись продажи по платформам. Выберите платформы с наибольшими суммарными продажами и постройте распределение по годам. За какой характерный срок появляются новые и исчезают старые платформы?\n",
"1. Возьмите данные за соответствующий актуальный период. Актуальный период определите самостоятельно в результате исследования предыдущих вопросов. Основной фактор — эти данные помогут построить прогноз на 2017 год.\n",
"Не учитывайте в работе данные за предыдущие годы.\n",
"Какие платформы лидируют по продажам, растут или падают? Выберите несколько потенциально прибыльных платформ.\n",
"1. Постройте график «ящик с усами» по глобальным продажам игр в разбивке по платформам. Опишите результат.\n",
"1. Посмотрите, как влияют на продажи внутри одной популярной платформы отзывы пользователей и критиков. Постройте диаграмму рассеяния и посчитайте корреляцию между отзывами и продажами. Сформулируйте выводы.\n",
"1. Соотнесите выводы с продажами игр на других платформах.\n",
"1. Посмотрите на общее распределение игр по жанрам. Что можно сказать о самых прибыльных жанрах? Выделяются ли жанры с высокими и низкими продажами?"
]
},
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"source": [
"### 1. Посмотрите, сколько игр выпускалось в разные годы. Важны ли данные за все периоды?"
]
},
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"text": [
"No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
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},
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",
"text/plain": [
"<Figure size 1400x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"years_bar_df = df[['year_of_release','name']].groupby('year_of_release').agg('count').reset_index()\n",
"years_bar_df.columns = ['Год издания', 'Кол-во']\n",
"\n",
"fig, ax = plt.subplots(figsize=(14, 4))\n",
"# так можно получить только те значения, которые есть в столбце\n",
"x = years_bar_df['Год издания'].astype('string')\n",
"y = years_bar_df['Кол-во']\n",
"\n",
"ax.bar(x, y, width=0.85, edgecolor='#ff0000', color=\"#ffcccb\", linewidth=0.5, linestyle='-.')\n",
"ax.set_xticks(x)\n",
"ax.set_xticklabels(x, rotation=90)\n",
"\n",
"ax.set_ylabel('Кол-во')\n",
"ax.set_xlabel('Год издания')\n",
"ax.set_title('Изданные тайтлы по годам')\n",
"ax.legend()\n",
"fig.show()\n",
"\n",
"\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"По графику видно, что игры издаются очень давно, но массовое производство началось только много лет спустя. Возможно это связано с ограниченным спросом в 80-х. Однако вероятнее, что сравнительно ничтожное количество изданий в 80-х обусловлено технологиями того периода. Подтвердить эту гипотезу можно будет по объемам продаж."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Посмотрите, как менялись продажи по платформам. Выберите платформы с наибольшими суммарными продажами и постройте распределение по годам. За какой характерный срок появляются новые и исчезают старые платформы?"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"#Новый столбец с суммарными продажами\n",
"df['sales'] = df.iloc[:, 4] + df.iloc[:, 5] + df.iloc[:, 6] + df.iloc[:, 7]\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1400x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_ysp = df[['platform','year_of_release','sales']]\n",
"df_ysp.columns = ['Платформа','Год издания', 'Суммарные продажи']\n",
"df_ysp.pivot_table(index='Год издания', columns='Платформа', values='Суммарные продажи', aggfunc='sum').plot(width=0.85, kind='bar', stacked=True, figsize=(14,10), \\\n",
" title='Продажи по платформам, млн. дол. США')\n",
"plt.show()\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Объемы продаж показывают, что даже когда общее кол-во игры было незначительным, продажи на одну игру были высокими даже без учета изменения курса доллара США. С таким пересчетом продажи были бы еще выше. Если брать в качестве интегрального показателя ценности игры объемы продаж по ней, то можно сказать, что в 80-х делали шедевры. \n",
"\n",
"Т.е. низкое кол-во изданий в 80-е связано не с низким спросом на игры. Начало нового технологического периода видно уже с 1991 года."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ТОП20 игр по объемам продаж, млн. руб.\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>year_of_release</th>\n",
" <th>sales</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Wii Sports</td>\n",
" <td>2006</td>\n",
" <td>82.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Super Mario Bros.</td>\n",
" <td>1985</td>\n",
" <td>40.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Grand Theft Auto V</td>\n",
" <td>2013</td>\n",
" <td>37.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Mario Kart Wii</td>\n",
" <td>2008</td>\n",
" <td>35.52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Wii Sports Resort</td>\n",
" <td>2009</td>\n",
" <td>32.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Pokemon Red/Pokemon Blue</td>\n",
" <td>1996</td>\n",
" <td>31.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Call of Duty: Modern Warfare 3</td>\n",
" <td>2011</td>\n",
" <td>30.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Tetris</td>\n",
" <td>1989</td>\n",
" <td>30.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>New Super Mario Bros.</td>\n",
" <td>2006</td>\n",
" <td>29.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Call of Duty: Black Ops II</td>\n",
" <td>2012</td>\n",
" <td>29.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Call of Duty: Black Ops</td>\n",
" <td>2010</td>\n",
" <td>29.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Wii Play</td>\n",
" <td>2006</td>\n",
" <td>28.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>New Super Mario Bros. Wii</td>\n",
" <td>2009</td>\n",
" <td>28.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Duck Hunt</td>\n",
" <td>1984</td>\n",
" <td>28.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Call of Duty: Ghosts</td>\n",
" <td>2013</td>\n",
" <td>27.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Call of Duty: Black Ops 3</td>\n",
" <td>2015</td>\n",
" <td>25.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Call of Duty: Modern Warfare 2</td>\n",
" <td>2009</td>\n",
" <td>24.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Nintendogs</td>\n",
" <td>2005</td>\n",
" <td>24.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Mario Kart DS</td>\n",
" <td>2005</td>\n",
" <td>23.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Pokemon Gold/Pokemon Silver</td>\n",
" <td>1999</td>\n",
" <td>23.09</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name year_of_release sales\n",
"0 Wii Sports 2006 82.54\n",
"1 Super Mario Bros. 1985 40.24\n",
"2 Grand Theft Auto V 2013 37.32\n",
"3 Mario Kart Wii 2008 35.52\n",
"4 Wii Sports Resort 2009 32.77\n",
"5 Pokemon Red/Pokemon Blue 1996 31.38\n",
"6 Call of Duty: Modern Warfare 3 2011 30.60\n",
"7 Tetris 1989 30.26\n",
"8 New Super Mario Bros. 2006 29.80\n",
"9 Call of Duty: Black Ops II 2012 29.40\n",
"10 Call of Duty: Black Ops 2010 29.20\n",
"11 Wii Play 2006 28.91\n",
"12 New Super Mario Bros. Wii 2009 28.32\n",
"13 Duck Hunt 1984 28.31\n",
"14 Call of Duty: Ghosts 2013 27.39\n",
"15 Call of Duty: Black Ops 3 2015 25.67\n",
"16 Call of Duty: Modern Warfare 2 2009 24.97\n",
"17 Nintendogs 2005 24.67\n",
"18 Mario Kart DS 2005 23.21\n",
"19 Pokemon Gold/Pokemon Silver 1999 23.09"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"top20games = df[['name','year_of_release','sales']].groupby(['name','year_of_release']).agg('sum').sort_values('sales', ascending=False).head(20).reset_index()\n",
"\n",
"print(\"ТОП20 игр по объемам продаж, млн. руб.\")\n",
"top20games"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"По таблице видно, что в топах продаж есть очень старые игры, что подтверждает гипотезу о причинах малого количества изданий в 80-е. Основная масса игр в топе - современные (21 век). Т.е. шедевров с ростом кол-ва изданий стало больше. Подтверждение закона о переходе количественных изменений в качественные."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['PS2', 'X360', 'PS3', 'Wii', 'DS', 'PS', 'GBA', 'PS4', 'PSP', 'PC']"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 10 платформ с самыми продаваемыми играми\n",
"top10 = df_ysp.groupby([\"Платформа\"]).agg(\"sum\").sort_values(by='Суммарные продажи', ascending=False).head(10).reset_index()['Платформа'].tolist()\n",
"top10"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"f = df_ysp['Платформа'].isin(top10)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# используем только нужные колонки\n",
"df_ysp_top10 = df.loc[f, ['platform','year_of_release','sales']]\n",
"\n",
"#новые названия колонок\n",
"df_ysp_top10.columns = ['Платформа','Год издания', 'Суммарные продажи']\n",
"\n",
"ax = df_ysp_top10.pivot_table(index='Год издания', columns='Платформа', \n",
" values='Суммарные продажи', aggfunc='sum').plot(kind='bar', width=0.85, stacked=True, figsize=(14,7), \\\n",
" title='TOP10 платформ за все время по годам, млн. дол. США')\n",
"\n",
"\n",
"for r in ax.patches:\n",
" \n",
" h = r.get_height()\n",
" w = r.get_width() \n",
" x = r.get_x()\n",
" y = r.get_y()\n",
" \n",
" label_text = '%0.0f'%h #текст подписи к сегменту\n",
"\n",
" # ax.text(x, y, text)\n",
" label_x = x + w / 2\n",
" label_y = y + h / 2\n",
"\n",
" # подписи только к заметным сегментам (высота больше 2)\n",
" if h > 2:\n",
" ax.text(label_x, label_y, label_text, ha='center', va='center', fontsize=8)\n",
"\n",
"\n",
"\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Как видно из графика, срок жизни платформы составляет примерно 10 лет. Данные к настоящему времени сильно устарели. Из самых новых платформ у нас все еще PS4 и XBOX360. Яндексу не помешало бы обновить данные :-)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3. Возьмите данные за соответствующий актуальный период. Актуальный период определите самостоятельно в результате исследования предыдущих вопросов. Основной фактор — эти данные помогут построить прогноз на 2017 год.Не учитывайте в работе данные за предыдущие годы.Какие платформы лидируют по продажам, растут или падают? Выберите несколько потенциально прибыльных платформ."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Актуальный период взят на основе определение эпохи отдельной платформы. Примерно за 10 лет продажи игр на платформе перестают быть заметными на графике. Актуальный период будет с 1991 года, так как с этого года начинается бурный рост количества изданий.\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Актуальные период\n",
"dfa = df[df['year_of_release'] >= 1991]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfa.groupby(by='platform').agg({'sales':'sum'}).sort_values('sales').plot(kind='bar')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Первые 6 платформы из топа более чем в 2 раза сильнее остальных. Лидирующая платформа PS2 превысила продажи 1.2 млрд. дол. США. Ни PS3, ни PS4 не смогли повторить этот рекорд."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['PS2', 'X360', 'PS3', 'Wii', 'DS', 'PS', 'PS4', 'GBA', 'PSP', '3DS']"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# надо посчитать новый топ10 уже за актуальный период\n",
"top10a = dfa.groupby([\"platform\"]).agg(\"sum\").sort_values(by='sales', ascending=False).head(10).reset_index()['platform'].tolist()\n",
"top10a"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year_of_release</th>\n",
" <th>platform</th>\n",
" <th>sales</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1994</td>\n",
" <td>PS</td>\n",
" <td>6.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1995</td>\n",
" <td>PS</td>\n",
" <td>35.96</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1996</td>\n",
" <td>PS</td>\n",
" <td>94.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1997</td>\n",
" <td>PS</td>\n",
" <td>136.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1998</td>\n",
" <td>PS</td>\n",
" <td>169.49</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year_of_release platform sales\n",
"0 1994 PS 6.03\n",
"1 1995 PS 35.96\n",
"2 1996 PS 94.70\n",
"3 1997 PS 136.17\n",
"4 1998 PS 169.49"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# группировка по платформам и годам с суммой продаж\n",
"f = dfa['platform'].isin(top10a)\n",
"dfp = dfa.loc[f, ['year_of_release','platform','sales']].groupby(['year_of_release','platform']).agg('sum').reset_index()\n",
"\n",
"dfp.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year_of_release</th>\n",
" <th>sales</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1994</td>\n",
" <td>6.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1995</td>\n",
" <td>35.96</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1996</td>\n",
" <td>94.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1997</td>\n",
" <td>136.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1998</td>\n",
" <td>169.49</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year_of_release sales\n",
"0 1994 6.03\n",
"1 1995 35.96\n",
"2 1996 94.70\n",
"3 1997 136.17\n",
"4 1998 169.49"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#посчитаем суммы по годам, чтобы считать доли от них\n",
"f = dfa['platform'].isin(top10a)\n",
"dfy = dfa.loc[f, ['year_of_release','platform','sales']].groupby(['year_of_release']).agg('sum').reset_index()\n",
"dfy.head()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year_of_release</th>\n",
" <th>platform</th>\n",
" <th>sales</th>\n",
" <th>sales_year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1994</td>\n",
" <td>PS</td>\n",
" <td>6.03</td>\n",
" <td>6.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1995</td>\n",
" <td>PS</td>\n",
" <td>35.96</td>\n",
" <td>35.96</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1996</td>\n",
" <td>PS</td>\n",
" <td>94.70</td>\n",
" <td>94.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1997</td>\n",
" <td>PS</td>\n",
" <td>136.17</td>\n",
" <td>136.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1998</td>\n",
" <td>PS</td>\n",
" <td>169.49</td>\n",
" <td>169.49</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year_of_release platform sales sales_year\n",
"0 1994 PS 6.03 6.03\n",
"1 1995 PS 35.96 35.96\n",
"2 1996 PS 94.70 94.70\n",
"3 1997 PS 136.17 136.17\n",
"4 1998 PS 169.49 169.49"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#склеим все вместе\n",
"dfpy = dfp.merge(dfy, on='year_of_release', how='left')\n",
"dfpy.rename(columns={\"sales_x\": \"sales\", \"sales_y\": \"sales_year\"}, inplace=True)\n",
"dfpy.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year_of_release</th>\n",
" <th>platform</th>\n",
" <th>sales</th>\n",
" <th>sales_year</th>\n",
" <th>share</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1994</td>\n",
" <td>PS</td>\n",
" <td>6.03</td>\n",
" <td>6.03</td>\n",
" <td>100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1995</td>\n",
" <td>PS</td>\n",
" <td>35.96</td>\n",
" <td>35.96</td>\n",
" <td>100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1996</td>\n",
" <td>PS</td>\n",
" <td>94.70</td>\n",
" <td>94.70</td>\n",
" <td>100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1997</td>\n",
" <td>PS</td>\n",
" <td>136.17</td>\n",
" <td>136.17</td>\n",
" <td>100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1998</td>\n",
" <td>PS</td>\n",
" <td>169.49</td>\n",
" <td>169.49</td>\n",
" <td>100.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year_of_release platform sales sales_year share\n",
"0 1994 PS 6.03 6.03 100.0\n",
"1 1995 PS 35.96 35.96 100.0\n",
"2 1996 PS 94.70 94.70 100.0\n",
"3 1997 PS 136.17 136.17 100.0\n",
"4 1998 PS 169.49 169.49 100.0"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# посчитаем доли\n",
"dfpy['share'] = (dfpy['sales'] / dfpy['sales_year']) * 100\n",
"dfpy.head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1400x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Сделаем похожий график, но вместо абсолютных значений покажем доли платформ по годам.\n",
"# используем только нужные колонки\n",
"dfpy_top10 = dfpy.loc[:, ['platform','year_of_release','share']]\n",
"\n",
"#новые названия колонок\n",
"dfpy_top10.columns = ['Платформа','Год издания', 'Доля продаж']\n",
"\n",
"ax = dfpy_top10.pivot_table(index='Год издания', columns='Платформа', \n",
" values='Доля продаж', aggfunc='sum').plot(kind='bar', width=0.85, stacked=True, figsize=(14,4), \\\n",
" title='TOP10 платформ по годам, доли в %')\n",
"\n",
"\n",
"for r in ax.patches:\n",
" h = r.get_height()\n",
" w = r.get_width() \n",
" x = r.get_x()\n",
" y = r.get_y()\n",
" \n",
" label_text = '%0.0f'%h #текст подписи к сегменту\n",
"\n",
" # ax.text(x, y, text)\n",
" label_x = x + w / 2\n",
" label_y = y + h / 2\n",
"\n",
" # подписи только к заметным сегментам (высота больше 2)\n",
" if h > 2:\n",
" ax.text(label_x, label_y, label_text, ha='center', va='center', fontsize=8)\n",
"\n",
"\n",
"\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"По графику теперь хорошо видно распределение сил по платформам без учета общих тенденций на рынке. \n",
"- По этому графику видно, что X360 прошла свой пик и в 2017 вероятно потеряет долю рынка еще больше. \n",
"- ps4, которая в 2016 занимает практически монопольное положение на рынке находится на пике и является самой перспективной платформой. Учитывая эпоху платформы (примерно 10 лет), ps4 еще до 2024 года вероятно будет актуальной.\n",
"- Платформа 3ds занимает заметную долю на рынке с момента появления в 2011 году, которая не сильно снижается, хотя и прошла свой пик в 2014. Платформа узкого сегмента (мобильная), поэтому показатель в 22% от рынка в 2016 году является очень высоким. Эту платформу также можно отнести к перспективным."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4. Постройте ящик с усами по глобальным продажам, опишите полученный результат"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sales</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>16223.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.517225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.474365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.010000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.060000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.160000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.460000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>82.540000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sales\n",
"count 16223.000000\n",
"mean 0.517225\n",
"std 1.474365\n",
"min 0.010000\n",
"25% 0.060000\n",
"50% 0.160000\n",
"75% 0.460000\n",
"max 82.540000"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x100 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total_sales = dfa[dfa['sales']> 0][['sales']] \n",
"total_sales[['sales']].boxplot(vert=False, figsize=(15,1)).set_xlim(0, 10)\n",
"\n",
"total_sales.describe()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Хорошо видно, что основная масса игр едва ли что-то зарабатывают. Медиана на уровне 0.16 млн. дол. США, а третий квартиль не дотягивает до 0.5 млн. дол. США. При этом отдельные игры ставят абсолютные рекорды. Максимальные продажи на уровне 82.54 млн. дол. США. \n",
"Несмотря на подавляющее большинство игр, которые не зарабатывают ничего, все еще рождаются отдельные шедевры, которые становятся культовыми. Такие лейблы, как GTA и Mario знают абсолютно все. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5. Посмотрите, как влияют на продажи внутри одной популярной платформы отзывы пользователей и критиков. Постройте диаграмму рассеяния и посчитайте корреляцию между отзывами и продажами. Сформулируйте выводы."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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uGjNmjAAgkpOTHYYXVH5x6tnVc35hx0L+WPLWnRBCJCcni+DgYNG0aVNlWFZWlrDZbA7zRkVFCb1eL6ZPn64Ms++XAwYMEBUqVBAWi0UZV6tWLfHUU085fZfa4+zZs6fDd+WePXuE0WgUffr0cVqP0p4jAIhRo0Ypw2RZFj169BA6nU5cvXq10OVkZ2eLhg0bioceekgZdvr0aaFSqUTfvn2d6kiWZSGEEElJScLLy0u0atXK4Tdr3mlkWRa1atUS4eHhyjB7DGFhYeKRRx5Rhq1YsUIAEPv27XMoC4AYMWKE8rd9v8q7TkIIceDAAQFArFmzxqFe8p6jjh07JlQqlbIP5v2t3Lp1a1GvXj2HOO3f/QcOHBB0a7B5PJXKBx98gJ07d2Lnzp3YsGEDOnXqhKFDhzo1rQJyrzoX94rzjBkzYDab8corrziNS01NhYeHh0svjbHZbEhISHD4ZGRkFDlPRkYGpk+fjpEjRzrdrf7qq69gNpvxyCOPOJTZvHlzeHp64tdffy203MuXLyMyMhKDBg2Cn5+fMvy+++7DI4884nQXzlVZWVlISEjAiRMnsHjxYhiNRof3DQBATk4OEhIScO3aNVitVpfKtc9z9epV7Nu3D5s2bcJ9992nvFjHHu9rr73mMJ/9jnj+7rosFgsSEhJw5coV7Ny5E7/88gsefvjhEq1zQYobT3HuhqSmpiIhIQFJSUmFTmPf186fP4+FCxciJSUF7du3B1CybW/ft06cOIEPP/wQJpMJDzzwgDLeaDQq/05PT0dCQgLatGkDIQSOHDly03XKa+fOnUhKSsKAAQMc9mu1Wo1WrVo57deu1N23334LWZbRv39/hzKDgoJQq1atQo8VIQQmTZqExx9/HK1atSrWepR2/v3796N///54/PHHMW/evAKn0Wg0eOGFF5S/dTodXnjhBVy5cgWHDh0qcJ5vv/0WBw4cwLvvvluseArj6jouXboUs2fPxvvvv4/evXs7jLudx6/9XJL3U9BdnLz7tL01V4cOHXDu3DkkJye7tCxXubIdf/zxRwQFBWHAgAHKdFqtFq+88grS0tKwa9cuhzLt63Sz76a862k/f9uP7cOHDztM6+Hhgc2bNyMxMRH9+/eHzWYDkHu+eeKJJ3D9+nV8//33DmUWpKjvVFeUdn4g92WTzZs3V/6uUqUKevfuje3btyvrVZSpU6eiYsWKCAoKQseOHXH27FnMmTNHae1jNBrx119/Yfz48QBy73A+//zzCA4OxqhRoxwe+zh16hQWL16MefPmlfiOeGGuXbsGnU5XYHP8mymqnsvynA8AISEh6Nu3r/K3t7c3nnvuORw5cgRxcXEAcs/x9mb+NpsN165dg6enJ+rUqeO0rwJAz549IUkSvv/+ewC5LbAuXbqEJ554otA4hgwZgk8//VTZPmvWrMFjjz0Gs9lcZB2U9ByRtxm5vVl5dnY2fvrppwKXc/36dSQnJ6N9+/YO6xwREQFZljFlyhSnRyHsrTx27tyJ1NRUTJw40em8YJ8mMjISp0+fxlNPPYVr164p58j09HQ8/PDD2L17N2RZBpD7WwT4r3XJzSQmJjqcd12po0mTJqFZs2bo16+f07jU1FSlWT7dPmweT6XSsmVLh8RwwIABaNq0KUaOHIlHH33U4QVSSUlJTs8lFSUqKgorVqzA8uXLC/zx07p1a2zZsgVvv/02hgwZAg8Pj0JPRP/++6/SfMhVCxYsQFZWFt544w2nH7SnT59GcnIyAgICCpz3ypUrhZZ7/vx5AFCaN+dVr149bN++Henp6TCZTMWKd+3atXjppZcAAEFBQdi5c6fSTNBux44dSj2o1Wrcd999ePfdd5XmWwX5448/HOquVq1aiIiIUE7W58+fh0qlcmjea4/Bx8dHWV+7zz//HJ9//rnyd4sWLZya75VGceOxJ+Cu7Jt5mz17enqiZ8+eWLhwIQIDA5Xhp0+fVpoy63Q6LFu2DP3791diA4q37fPWvbe3NzZu3IjQ0FBl2IULFzBlyhR8//33Ts1vi5vgnD59GsB/z4jml//Hpyt1d/r0aQghUKtWrQLHF/YYycaNG/HPP//gyy+/dHrmzxUlnT8mJgY9evRAeno6rl27VuiPkpCQEKdjtHbt2gByu6bKe2EFyP2h+8Ybb+Dpp5/GfffdV8y1KZgr67h161blGcPExESn8bfz+M17/inK3r17MXXqVOzbt8/p4mpycnKBP+JLypXteP78edSqVcvpB7n9OM9fR/bnR28WZ2JiIqZNm4bPP//c6TujoGM3KysLSUlJ2L59u7ItJ02ahAMHDsDDw6PAd3bkdbPv1Jsp7fx2BZ0LateujYyMDFy9evWmTdSHDx+Ofv36QaVSwcfHBw0aNHBKuM1mM+bOnYu5c+fi/Pnz+PnnnzF//nwsXboUZrMZM2fOBACMHj0abdq0UR5fKkvnz593ejTAFTer57I85wNAzZo1nc5zeY+BoKAgyLKMxYsXY9myZYiKinK4uFJQ4qjVavHMM89g9erV+L//+z+sXr0ajz/+eJEXMHr06AGNRoPvvvsOPXr0wJdffomIiAiHRyrtSnuOUKlUqF69eqHrbLdlyxbMnDkTkZGRDsdX3vo6e/YsVCqVwyNH+dkf4Sjq8Q/79+/AgQMLnSY5ORm+vr5K7yrjx4/H7Nmzb3peLeg3R1F+//13bN68GT///HOBjwq2bt0aH3/8MVasWIFHH30Uer0eaWlpxVoGFR+TdipTKpUKnTp1wuLFi3H69Gk0aNBAGRcXF1es58XefPNN1KpVCwMHDizweclXX30VJ0+exIwZMzBt2rQiy6pWrRo++ugjh2FfffVVoc/fJCQkYN68eZg0aZLDHVE7WZYREBCAjRs3Fjh/cS8QlIWePXuiZs2auHLlCj788EM88cQT+P333x2eQW7VqpXyYyU2NhZz5sxB3759C33JGJB7F/i9994DAFy9ehXvv/8+OnbsiMOHDztsT1evuHbp0kW5A3Lp0iXMmTMHnTp1wsGDB296l6g4XI3HfifBlX1zypQpaN++PXJycnDo0CFMnz4dSUlJDnfIq1SpolxV37JlC1599VWEhoaWuDcF+/P66enp+Oabb9C/f39s2bIFjzzyCGw2Gx555BEkJiZiwoQJqFu3LkwmE2JiYjBo0CDlqryr7NOvX7++wPrI/4JJV+pOlmVIkoStW7dCrVY7jS8o4c/OzsbkyZPx/PPPKz+kiqM08585cwbNmjXDwoUL8eyzz2LdunVF/ohy1apVqxAdHY3t27eXuizA9XXcv38/hg0bBpPJhJkzZ6Jfv34F/oC7Hcdv3vOP3dKlS/Hdd98pf589exYPP/ww6tatiwULFiA0NBQ6nQ4//vgjFi5cWOx9ujxER0dDq9UW2K1YXv3798cff/yB8ePHo0mTJvD09IQsy+jatWuB6zl69GgEBwdj1qxZePrppwEAhw4dwueff45JkyZh9OjRTi+qzOtm36k3U9r5y0qtWrUc3tFxM1WrVsWQIUPQt29fVK9eHRs3bsTMmTPxyy+/YNu2bfj222+dXrKVmZmJ6Oho+Pn5lehOOQCcPHkSjRs3LvZ8RdVzWZ/zXfXOO+9g8uTJGDJkCGbMmAE/Pz+oVCqMGTOm0GUOGTIETZs2xcmTJ/HVV18pd90LY0/016xZg4yMDFSoUAEPPfSQU9J+u84Re/bsQa9evfDggw9i2bJlCA4OhlarxZo1a0p0Iflm7HHPmzevwJfyAf99X7Zp0wbz5s3DtGnTirxYYPfNN9847MenTp0q8tn/CRMmIDw8HA899JDDy+rsZs+ejZiYGLz44os3XTaVHSbtVObsza7zX3U7fvw4mjVr5lIZR44cweeff46IiIgCf+gDuc2WPvroIxw5cgRmsxlTp07F0aNHMW7cOKdpTSaT05d8/jeb5jVz5kx4eXkV+oKhGjVq4KeffkLbtm2LnWja736fPHnSady///4Lf3//Yt9lB4BKlSqhUqVKAHJfbOXv74/ly5djzpw5yjT+/v4O9VCzZk20bdsWu3fvLvSFdb6+vg7zdOzYESEhIVizZg0mTZqEqlWrQpZlhzvMABAfH4+kpCSnu/3BwcEO5dWpUwdt2rRBRESEQ/PTkipuPMePH0fFihVdambWqFEjJfZu3brhwoULWLduHaxWq5LQenh4KNP07dsX0dHRmDFjBh599NESbfu8ddW7d2/89ddfmD9/Ph555BH8/fffOHXqFNatW4fnnntOmS7/i/lcVaNGDQBAQECASz+K7W8gL+olafaX8oWFhbmcQC9btgxXrlxxePN5cZRm/uDgYPz4448IDAzEd999h7Fjx6J79+5OF+JiY2OdWkWcOnUKAJxe1peRkYFp06bh5Zdfdtr/SsrVdXzkkUewfPlyZGVlISIiAsOHD1fe8AwU/3gpzfGb//wDwCnJ3Lx5MywWC77//nuHc1JRjxyVhivbsWrVqvjf//4HWZYd7rb/+++/yvi8Dh48iGbNmhX51vDr16/j559/xrRp0zBlyhRluP1uW35btmzB999/r7wA69y5c3jzzTcxY8YMPPHEEzCZTOjZsyd++OEHhxdk2bnynVqU0s6fV0HreOrUKXh4eNzSC96+vr6oUaOG0vuJ/Q5i3hdy2sXExCAsLAwLFy7EmDFjir2sqKgoxMfHO7xUzRU3q+eyPucDuRcqhRAOF+7yHwNff/01OnXq5NQbSlJSkkMf9Hk1atQITZs2Rf/+/VGxYkV06tTJ6VGS/IYMGYLGjRvj4sWLGDhwYIEXE8viHCHLMs6dO+fwnZR/nb/55hsYDAZs377doSXHmjVrHMqqUaMGZFnG8ePHC0227d+tx44dc2rVlH8ab29vl75/x40bh9OnT+Obb77BJ598Ap1Op7w4ML8HH3zQYTsV9fLXiIgI7Nu3r8DHHuwqVKiA9evXo0GDBmjXrh1eeOEF7Nixo9DHyahs8Jl2KlM5OTnYsWMHdDqdww/AgwcP4uzZs4U2u81v4sSJSt+rRZk0aRIuXLiADRs2oHPnzg7PyZVUdHQ0li9fjrfffrvQhNz+TOGMGTOcxlmt1iKfeQ4ODkaTJk2wbt06h+mOHTuGHTt2oHv37qVdBSQnJyM7O/umzSXtV3aL8yPM3q2MvWx7vIsWLXKYbsGCBQBQ4A/IosorreLEk5qaih9//NHl/TI/+4/4wu5S2mw2XL9+XVm30m57m83msF3t203k6aZGCOHwxt7iCA8Ph7e3N9555x3k5OQ4jb969arD31988QWCg4OLTNofe+wxqNVqTJs2zak7HSGEU/dWqampmDVrFl599dUSvcm5tPPXrl1bedxhyZIlkGW5wIt3VqsVK1asUP7Ozs7GihUrULFiRafz0OLFi5Genl5oTxTFVZx1bNOmDdRqNUwmEz788EPs3r3bodWRux2/Be3TycnJTj+Uy4or27F79+6Ii4vDF1984TDfkiVL4OnpiQ4dOijDjx8/juPHjzu9OyC/gtYTcN4OQG4djxo1Cr1791a2R5s2bRz+/+ijj6JXr14YNWqUU9dfgOvfqYUp7fx55U8ILl68iO+++w5dunQp9QUBADh69KhTF1dAbnP148ePKy1NHnroIWzatMnpU7FiRdx///3YtGkTevbsqcx/9uxZpZnzzdjvThb3fS03q+eyPucDuReu8vYSkZKSgk8++QRNmjRRzi9qtdppX/3qq68QExNTZNlDhgxRujZ0pTVPgwYN0Lx5cxw/ftyp+127sjpHLF26VPm3EAJLly6FVqtVtpm9e7q8jwJER0c7XWjs06cPVCoVpk+f7nSX3x5jly5d4OXlhdmzZzu9x8M+TfPmzVGjRg3Mnz+/wKbm+b9/N2/ejJUrV+Ljjz9G9+7di9X6pDD2x7ieeuqpQi9A2A0fPhw6nQ4ff/wxOnfu7NIdfyod3mmnUtm6datyt+HKlSv49NNPcfr0aUycOFFpijN9+nQsXrwY1atXd7gyXJQdO3YU2C9lXj/99BMWLlyI9evXl9ndKyC3O5p69eph8ODBhU7ToUMHvPDCC5g9ezYiIyPRpUsXaLVanD59Gl999RUWL16M//u//yt0/nnz5qFbt25o3bo1nn/+eaXbL7PZXOy7g3///TfGjh2r9FkaGxuL1atXQ5ZlpztfV69exbZt2wDkvhRtzpw5MJvN6NSpk3KVOb/4+Hhs2LABQO5jAytWrIBGo1Gaezdu3BgDBw7EypUrkZSUhA4dOmD//v1Yt24d+vTpg06dOjmUd+7cOaW8mJgYLF26FN7e3mX2MjpX4/nyyy8xbdo0XL9+HRMnTnSp7MjISHh6esJqteLQoUP45JNP0Lt3b+VHxIMPPoiOHTuiSpUqSEtLw9dff40jR45g/vz5ShnF3fb2ukpPT0dERASio6OVOz9169ZFjRo1MG7cOMTExMDb2xvffPON03OOrvL29sby5cvx7LPPolmzZnjyySdRsWJFXLhwAT/88APatm2LpUuX4uDBg5g8eTK2bduGDz/8sMgfYzVq1MDMmTMxadIkREdHo0+fPvDy8kJUVBQ2bdqE4cOHO7SOOXz4MPz9/fH666+XaB1KO39eQUFBmDdvHoYOHYpnnnnG4aJKSEgI5syZg+joaNSuXRtffPEFIiMjsXLlSqfn9Hfs2IFZs2a5/NKgmynpOoaHh+OZZ57B66+/jp49eyI4ONjtjt8uXbpAp9OhZ8+eeOGFF5CWloaPPvoIAQEBuHz5cpksIy9XtuPw4cOxYsUKDBo0CIcOHUK1atXw9ddfY+/evVi0aJHShdb27duVfdloNCr1BOTWVXp6OjZs2IBnnnkG3t7eePDBBzF37lzk5OSgUqVK2LFjh9LXeF7vvPMOrly5ctPE7P3330f9+vUxe/Zsh26rANe+U4tS2vnzatiwIcLDwx26fANw08fcXLVz505MnToVvXr1wgMPPKD0yb169WpYLBblPFulSpUCW5iNGTMGgYGB6NOnj8Nw+z6etyl9fvHx8Vi0aBHmzZsHs9mMuLg4h/0AyD2Xx8TEYMOGDejbt69DK4+b1XNZn/OB3AuVzz//PA4cOIDAwECsXr0a8fHxDknwo48+iunTp2Pw4MFo06YN/v77b2zcuNHpufD8hg0bhn79+hXrPRS//PILLBZLgY8mAmVzjjAYDNi2bRsGDhyIVq1aYevWrfjhhx/wxhtvKK09evTogQULFqBr16546qmncOXKFXzwwQeoWbMm/ve//yll1axZU2n10r59ezz22GPQ6/U4cOAAQkJCMHv2bHh7e2PhwoUYOnQoWrRogaeeegq+vr44evQoMjIysG7dOqhUKnz88cfo1q0bGjRogMGDB6NSpUqIiYnBr7/+Cm9vb2zevBlA7qNpzz//PIYOHeq0n5bGpUuXlEcNirJq1Sps2rQJv/76a5m+Y4Ru4ra+q57uGgV1+WYwGESTJk3E8uXLHbqBqFy5shgyZIiIjY11KqewLt969+7tMF3+rpMSEhJESEiIGDBgQIHTlabLNwBi06ZNDtPm7wrDbuXKlaJ58+bCaDQKLy8v0ahRI/H6668XuK75/fTTT6Jt27bCaDQKb29v0bNnT3H8+PFCpy+sG6jY2FjRq1cvERgYKLRarQgODhaPPvqo+P33353mz7u9/P39RZcuXcSff/4phCi8y7e88/j4+Ii2bduKH3/80aHsnJwcMW3aNBEWFia0Wq0IDQ0VkyZNUrrQuVkM+bstKWz9Xe0yypV4+vbtK7p16yb++usvpzIL6/LN/tFoNKJq1arilVdeEdevX1eme+mll0RYWJjQ6/XCz89PPPDAA2LdunVO5buy7e3Hgv1jNBpF/fr1xcKFCx2Or+PHj4vOnTsLT09P4e/vL4YNGyaOHj3q1J1LXiiiuzH7+oaHhwuz2SwMBoOoUaOGGDRokNJN05w5c0SLFi0K7Nowf5dvdt98841o166dMJlMwmQyibp164oRI0aIkydPKtPY97eFCxcWWBc3Uxbz5+/iUAghHnroIVGlShWRmpqqTNegQQNx8OBB0bp1a2EwGETVqlXF0qVLHeaz7zfBwcEiPT3dYVxR2+BmXb65uo4FLSMhIUFUrFjRoXstdzt+v//+e3HfffcJg8EgqlWrJubMmSNWr15d4H6VX3G7fHNlOwohRHx8vBg8eLDw9/cXOp1ONGrUyOn4yn++LOxjd+nSJdG3b1/h4+MjzGaz6Nevn4iNjXXYbqdOnRJ6vV688847Dssq6HwthBCzZs0Ser1enDp1Sgjh+ndqYYozv6tdvo0YMUJs2LBB1KpVS+j1etG0adObxiHEf12+zZs3r8jpzp07J6ZMmSIeeOABERAQIDQajahYsaLo0aOHU5efBSlsX61atWqBvwPyyv9dcbOPfX8uTj27es53tcu3Hj16iO3bt4v77rtP6PV6UbduXafuTbOyssTYsWNFcHCwMBqNom3btmLfvn1O58ybdY9a0PibxVnQ+LI4R5w9e1Z06dJFeHh4iMDAQDF16lSnLttWrVql7Kd169YVa9asKfT7ZPXq1aJp06ZCr9cLX19f0aFDB7Fz506nuNu0aaN897ds2VJ89tlnDtMcOXJEPPbYY6JChQpCr9eLqlWriv79+4uff/5ZCJHbNVzXrl1FrVq1RFpamsO89uPLrrhdvgEQo0ePdpg2/3f66dOnhclkEpMmTSpwOnb5dutIQuRr70JERESF6tixIxISEpRnY+nOVNbbsWPHjujYsWOhraWio6MRFhbm1Mz4XiJJEkaMGOHQNPlu8ttvv6FTp06IiopyerdFSaa71apVq4aGDRtiy5Yt5RbD7TZo0CB8/fXXfNs53XH4TDsRERERERGRm+Iz7URERESl9MgjjxT5UkZPT0+lqza6OwUGBuLpp58usCvLkkxHRGTHpJ2IiIiolG7WO4C/v7/TS8no7lKvXj2XtrGr0xER2fGZdiIiIiIiIiI3xWfaiYiIiIiIiNwUk3YiIiIiIiIiN8Vn2gHIsozY2Fh4eXlBkqTyDoeIiIiIiIjuckIIpKamIiQkBCpV4ffTmbQDiI2NRWhoaHmHQURERERERPeYixcvonLlyoWOZ9IOwMvLC0BuZXl7e5dzNERERERERHS3S0lJQWhoqJKPFoZJO6A0iff29mbSTkRERERERLfNzR7R5ovoiIiIiIiIiNwUk3YiIiIiIiIiN8WknYiIiIiIiMhN8Zl2IiIiIqJ7lBACVqsVNputvEMhuuuo1WpoNJpSdyvOpJ2IiIiI6B6UnZ2Ny5cvIyMjo7xDIbpreXh4IDg4GDqdrsRlMGknIiIiIrrHyLKMqKgoqNVqhISEQKfTlfpuIBH9RwiB7OxsXL16FVFRUahVqxZUqpI9nc6knYiIiIjoHpOdnQ1ZlhEaGgoPD4/yDoformQ0GqHVanH+/HlkZ2fDYDCUqBy+iI6IiIiI6B5V0jt/ROSasjjGeJQSERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkpvj2eCIiIiIiKhEhBJIycmCxytBrVPDx0LLrOKIyxjvtRERERERUbFdSsvDrv1ex5X+x+OHvWGz5Xyx+/fcqrqRk3bJlWiwWvPLKKwgICIDBYEC7du1w4MABAEB0dDQkSSr0Ex0djd27d6NevXrw8PCA2WxGeHg4Tp8+rZRfrVo1LFq0qMBl9+nTB4MGDXKY1l62yWRCmzZtcPDgQWV8x44dMWbMmALLGjNmDDp27Fjoeq5duxY+Pj7K3+fPn0doaCjeeusth+XPmDEDAwYMgMlkQqVKlfDBBx84lCNJEiIiIpS/V61aBUmSlLg6duxYaH29/fbbBdbJzz//DEmS0KdPn0LX9eOPP4aPjw8OHz6sDNu1axdatmwJvV6P4OBgTJw4EVar1aEM+7KNRiOaNGmCbdu2FVpH9xIm7UREREREVCxXUrLw28mrOHs1Fd4GLSr7eMDboMXZq6n47eStS9xff/11fPPNN1i3bh0OHz6MmjVrIjw8HImJiQgNDcXly5dx+fJl7N+/HwCwf/9+ZVhoaCgqVaqEpUuX4p9//sHvv/8OlUqFF154ocTxTJ8+HZcvX8bBgwdhMpkwYsSIslpVRVxcHDp37ozevXtj5syZDuPmzZuHxo0b48iRI5g4cSJGjx6NnTt3FlhOeno6Jk+eDE9PT2XYt99+q9RP69atMXbsWOXvcePGOZUhyzLGjh3rUEZ+X375JV599VV8//33aNasGQAgJiYG3bt3R4sWLXD06FEsX74cq1atclqfYcOG4fLlyzh27BgaNmyIgQMHulxPdzM2jyciIiIiIpcJIXAsJgXJmdmoVsGkNIc36TWopjMh+lo6jsWkoJOXvkybyqenp2P58uVYu3YtunXrBgD46KOPsHPnTqxatQrjx49HUFAQACArK/eiQcWKFZVhAFCjRg3UqFFDmSY4OBhnz54tcUxeXl4ICgqCj48PfH19y/zRgOvXr6NLly5o1aoVlixZ4jS+bdu2mDhxIgCgdu3a2Lt3LxYuXIhHHnnEadq5c+eifv36Dne3/fz8lH/rdDp4eno61Fd+69atg8ViQe/evZGWluY0fuvWrRg8eDC++uorPPjgg8rwZcuWITQ0FEuXLoUkSahbty5iY2MxYcIETJkyRenL3MPDA0FBQbBarQgICIDZbHahlu5+vNNOREREREQuS8rIQUxSBgK8DE5JqiRJCPAyICYpA0kZOWW63LNnzyInJwdt27ZVhmm1WrRs2RInTpxwuZwLFy7A09MTJpMJ+/fvx9q1ax3GT5gwAZ6enggICEDHjh2xd+/eQsuyT2svK3/z9GXLlsHT0xMVKlRAq1atsHnzZpfjtFqt6N69O/7++2906dKlwAsCrVu3dvq7oLqIjY3FggUL8N5777m8/PwyMjLw1ltvYe7cudBonO/97t+/H48//jhMJhNatWrlMO7EiRNo3bq1wzq0bdsWaWlpuHTpkjLMXl9GoxHr16/HunXrShzv3YRJOxERERERucxilZFtk2HQqgscb9CqkW2TYbHKtzky14SEhCAyMhK7du2Cr68v3n33XYfx48ePR2RkJHbu3InKlSujZ8+eyM7OLrAs+7SHDx9G+/bt0b9/f9hsNmX8008/jcjISOzevRvt27fH//3f/yEmJsalONPT02E0GrFixQqMGTMGcXFxJV7nN998E/369UPjxo1LXMa8efNQp04d9OzZs8Dx+/btw4IFC3Dfffdh5MiRJVqGvb6OHDmCQYMGoV+/fkhJSSlxzHcLJu1EREREROQyvUYFnVqFrBxbgeOzcmzQqVXQa8o21ahRowZ0Op3Dne+cnBwcOHAA9evXd7kcjUaDmjVrol27dhg3bhw2btzoMN7f3x81a9ZE48aNMWnSJFy/fh0XLlwosKy8006YMAGRkZGIiopSxpvNZtSsWRMNGjTAtGnTkJ2d7XKrAA8PD3z//fcYPnw42rZtW+Cz93/++afT3/Xq1XMYFhkZia+//trp+fHiuHz5Mt57770i79Q/++yzePHFF7Fq1Sps2bIFmzZtUsbVq1cP+/btgxBCGbZ37154eXmhcuXKyjB7fTVs2BBTp05FTEyM8n6CexmTdiIiIiIicpmPhxaVfDxwJTXLIQkDcp93v5KahUo+HvDx0Jbpck0mE1566SWMHz8e27Ztw/HjxzFs2DBkZGTg+eefd6mMLVu2YO/evbhw4QL++OMPzJ07F02bNnWYxmq1IisrC9euXcPq1athNpsRGhpaYHmpqamIi4vDuXPnsHTpUnh5eaFSpUrKeJvNhqysLCQnJ2PFihXQarWoU6eOS7FqtVrlhW8rV67Enj17sGHDBodp9u7di7lz5+LUqVP44IMP8NVXX2H06NEO08yfPx+vvfYaQkJCXFpuQT744AP07dvXqa7ysj8fX7VqVcybNw8vvfQSrl27BgB4+eWXcfHiRYwaNQr//vsvvvvuO0ydOhWvvfaa8jw7kNsEPy4uDufPn8eCBQuUCyz3OibtRERERETkMkmS0LCSN8xGHaKvpSPdYoVNFki3WBF9LR1mDx0aVvK+Jf21v/vuu3j88cfx7LPPolmzZjhz5gy2b98OX19fl+a/dOkSBg4ciFq1aqFv376oVKmS05328ePHw2g0IjQ0FHv27MGmTZug1+sLLG/KlCkIDg5Gw4YNcfjwYURERMBoNCrjly5dCqPRiICAAKxevRobN24s9AJAUYKDg7F48WKMHj3aoZn82LFjcfDgQTRt2hQzZ87EggULEB4e7jCvl5cXXn/99WIvMy9ZljFr1iyXp3/hhRfQsGFDjBo1CgBQqVIl/Pjjj9i/fz8aN26MF198Ec8//7xDF3ZA7osFg4ODUbt2bXz55ZfYuHEjqlWrVqrY7waSyH957B6UkpICs9mM5ORkeHt7l3c4RERERES3VFZWFqKiohAWFgaDwVCiMq6kZOFYTApikjKQbZOhU6tQyccDDSt5I8C7ZGWS66pVq4YxY8YU2hc8uYeijjVX81B2+UZERERERMUW4G1AJy89kjJyYLHK0GtU8PHQ3pI77ET3MibtRERERERUIpIkwdekK+8wiO5qTNqJiIiIiIjuMNHR0eUdAt0mfBEdERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG54PHHH8eePXtgs9kwYMAAbNmy5ZYvk0k7ERERERERkQtGjhyJHj16wGAwICoqCp07d77ly9Tc8iUQEREREdHdSQgg8zpgzQI0BsDoC0hSeUdFdMt06tQJV69eRWJiIoKCgiDdhv2dd9qJiIiIiKj4UuOAUzuAY98C/2zK/f+pHbnDbxGLxYJXXnkFAQEBMBgMaNeuHQ4cOAAAiI6OhiRJhX6io6Oxe/du1KtXDx4eHjCbzQgPD8fp06eV8qtVq4ZFixYVuOw+ffpg0KBBDtPayzaZTGjTpg0OHjyojO/YsSPGjBlTYFljxoxBx44dC13PtWvXFroekZGRynS7du1Cy5YtodfrERwcjIkTJ8Jqtd60rCZNmrgUJwBMnDgRISEh0Ol0qFSpEiZMmABZll2OoWPHjspyjUYjmjRpgm3btinjDxw4gEceeQT+/v4wm83o0KEDDh8+rIzPW8/5P2vXrgUAJCUlYejQoahYsSK8vb3x0EMP4ejRow7rUdj+kZSUpEzz3XffoVmzZjAYDKhevTqmTZvmsC6SJCEiIkJZ19WrV0OSpCLrryyUa9K+e/du9OzZEyEhIUoF5CWEwJQpUxAcHAyj0YjOnTs7HFR5WSwWNGnSxGlHJiIiIiKiMpYaB5zeCVw7DRjNgE/V3P9fO507/BYl7q+//jq++eYbrFu3DocPH0bNmjURHh6OxMREhIaG4vLly7h8+TL2798PANi/f78yLDQ0FJUqVcLSpUvxzz//4Pfff4dKpcILL7xQ4nimT5+Oy5cv4+DBgzCZTBgxYkRZrSq8vb2V2POuk11MTAy6d++OFi1a4OjRo1i+fDlWrVqFmTNnOkwnhHAoa+zYscWKo0uXLtiyZQvOnDmDjz/+GCtXrsSGDRuKFcOwYcNw+fJlHDt2DA0bNsTAgQOVcampqRg4cCB+//13/Pnnn6hVqxa6d++O1NRUALlJvT32ypUrY9GiRcrfTzzxBACgX79+uHLlCrZu3YpDhw6hWbNmePjhh5GYmOhQDwDw008/4fLly/jmm28cYtyzZw+ee+45jB49GsePH8eKFSuwdu1azJo1q8B6SU9Px+TJk+Hp6Vms+iyJcm0en56ejsaNG2PIkCF47LHHnMbPnTsX77//PtatW4ewsDBMnjwZ4eHhOH78OAwGg8O0r7/+OkJCQpyuqBARERERURkSAog9CmQlA37V/2sOr/ME/ExA4rnc8bUDy7SpfHp6OpYvX461a9eiW7duAICPPvoIO3fuxKpVqzB+/HgEBQUBALKysgAAFStWVIYBQI0aNVCjRg1lmuDgYJw9e7bEMXl5eSEoKAg+Pj7w9fUt06bSkiQ5xG5fJ7tly5YhNDQUS5cuhSRJqFu3LmJjYzFhwgRMmTIFKlXu/dmcnBzodDqlrOImmQ899JDyb5vNBqPRCJvNVqwYPDw8EBQUBKvVioCAAJjN5gLLB4CVK1fCx8cHu3btwqOPPoqKFSsq49RqNcxms0O9/P7779i/fz+uXLkCvV4PAJg/fz4iIiLw9ddfY/jw4Uo9AEBQUBCCgoLg5+fnsNxp06Zh4sSJygWF6tWrY8aMGXj99dcxdepUp3qZO3cu6tev79Sy4VYo1zvt3bp1w8yZM9G3b1+ncUIILFq0CG+99RZ69+6N++67D5988gliY2Od7shv3boVO3bswPz5829T5ERERERE96jM60DyRcCrgKRcknKHJ1/Mna4MnT17Fjk5OWjbtq0yTKvVomXLljhx4oTL5Vy4cAGenp4wmUzYv3+/0sTabsKECfD09ERAQAA6duyIvXv3FlqWfVp7WR988IHD+GXLlsHT0xMVKlRAq1atsHnzZpfjvJkTJ06gdevWDhcK2rZti7S0NFy6dEkZlpKSApPJVGRZN4vznXfegYeHB6pXr47HH38czz33XLFisJdvNBqxfv16rFu3ThkXHx+PYcOGoVatWjCbzfD29kZaWhouXLjgUj0cPXoUaWlpqFChAjw9PZVPVFSUwwWZlJQUACi0Lo4ePYrp06c7lGFvIZCRkeEwbWxsLBYsWID33nvPpRhLy22faY+KikJcXJzD2/jMZjNatWqFffv2KcPsG3n9+vXw8PBwqWyLxYKUlBSHDxERERERucCaBdgsgMZY8HiNMXe8Navg8eUsJCQEkZGR2LVrF3x9ffHuu+86jB8/fjwiIyOxc+dOVK5cGT179kR2dnaBZdmnPXz4MNq3b4/+/fsrd6EB4Omnn0ZkZCR2796N9u3b4//+7/8QExNzS9cvv9jYWISEhBQ5zc3ifPHFF3H48GFs2LABn3/+OXbv3l2sGOzlHzlyBIMGDUK/fv2UHGzgwIGIjIzE4sWL8ccffyAyMhIVKlQotM7zS0tLQ3BwMCIjIx0+J0+exPjx4x3qQaVSOdylz1/OtGnTHMr4+++/cfr0aadW3m+++Sb69euHxo0bF6seSsptk/a4uNznYAIDAx2GBwYGKuOEEBg0aBBefPFF3H///S6XPXv2bJjNZuUTGhpadoETEREREd3NNAZArQesmQWPt2bmjtcYCh5fQjVq1IBOp3O4852Tk4MDBw6gfv36Lpej0WhQs2ZNtGvXDuPGjcPGjRsdxvv7+6NmzZpo3LgxJk2ahOvXrxd61zfvtBMmTEBkZCSioqKU8WazGTVr1kSDBg0wbdo0ZGdnF6tVQFHq1auHffv2Kc9qA8DevXvh5eWFypUrK8MOHDiApk2bFlnWzeL08/ND3bp18fTTT6Ndu3bK8+CuxmAvv2HDhpg6dSpiYmKUZ/T37t2LV155Bd27d0eDBg2g1+uRkJDgcj00a9YMcXFxynbN+/H393eoh7p16zol4HnLOXnypFMZNWvWVJr5A0BkZCS+/vprp+f2byW3TdpdsWTJEqSmpmLSpEnFmm/SpElITk5WPhcvXrxFERIRERER3WWMvoA5FEiNz32+PS8hcoebQ3OnK0MmkwkvvfQSxo8fj23btuH48eMYNmwYMjIy8Pzzz7tUxpYtW7B3715cuHABf/zxB+bOneuU0FqtVmRlZeHatWtYvXp1kTf5UlNTERcXh3PnzmHp0qXw8vJCpUqVlPE2mw1ZWVlITk7GihUroNVqUadOnZJXQh4vv/wyLl68iFGjRuHff//Fd999h6lTp+K1116DSqVCQkIC3nzzTezdu9fhxW8FKSrOZcuW4Z9//kF0dDQ2bNiAnTt3KnV2sxjsMjIyEBcXh/Pnz2PBggVKgg0AtWrVwvr163HixAn89ddfePrpp2E0FtKKowCdO3dG69at0adPH+zYsQPR0dH4448/8Oabb+LgwYPIzs7G+vXrsWDBAgwePLjQcqZMmYJPPvkE06ZNwz///IMTJ07g888/x1tvveUw3fz58/Haa6/dtPVCWXLbpN3ebCE+Pt5heHx8vDLul19+wb59+6DX6x02/P3331/kjqnX6+Ht7e3wISIiIiIiF0gSENIYMJhzXzqXnQbIttz/J54DDD65429B/9XvvvsuHn/8cTz77LNo1qwZzpw5g+3bt8PX17ULBJcuXcLAgQNRq1Yt9O3bF5UqVXK60z5+/HgYjUaEhoZiz5492LRpk/KCs/zsPV01bNgQhw8fRkREhEPCuXTpUhiNRgQEBGD16tXYuHFjmbXyrVSpEn788Ufs378fjRs3xosvvojnn39eSTI3btyI7du3Y9OmTWjZsmWRZRUV5w8//ICOHTuibt26mDZtGt544w0MGTLEpRjsPvroIwQHB6N27dr48ssvsXHjRlSrVg0AsGrVKly/fh3NmjXDs88+q3Tp5ypJkvDjjz/iwQcfxODBg1G7dm08+eSTOH/+PAIDA/H333/j7bffxuTJk/Haa68VWk54eDi2bNmCHTt2oEWLFnjggQewcOFCVK1a1WE6Ly8vvP766y7HVxYkIfJfHisfkiRh06ZN6NOnD4Dcpu8hISEYN26c0i1BSkoKAgICsHbtWjz55JO4cOGCw/PosbGxCA8Px9dff41WrVo5NMkoSkpKCsxmM5KTk5nAExEREdFdLysrC1FRUQgLCyu0ufBNpcblviU++WLuM+xqfe4d9pDGgFfBzw0T3WuKOtZczUPLtcu3tLQ0nDlzRvk7KioKkZGR8PPzQ5UqVTBmzBjMnDkTtWrVUrp8CwkJURL7KlWqOJRn776gRo0aLifsRERERERUAl5Bud26ZV7PfemcxpDbJP4W3GEnupeVa9J+8OBBdOrUSfnb3lxh4MCBWLt2LV5//XWkp6dj+PDhSEpKQrt27bBt27aSXw0kIiIiIqKyI0mAh9/NpyOiEnOb5vHlic3jiYiIiOheUibN44nopsqiebzbvoiOiIiIiIiI6F7HpJ2IiIiI6B7FRrdEt1ZZHGNM2omIiIiI7jFarRZAbv/ZRHTr2I8x+zFXEuX6IjoiIiIiIrr91Go1fHx8cOXKFQCAh4cHJL71najMCCGQkZGBK1euwMfHB2q1usRlMWknIiIiIroHBQXl9qVuT9yJqOz5+Pgox1pJMWknIiIiIroHSZKE4OBgBAQEICcnp7zDIbrraLXaUt1ht2PSTkRERER0D1Or1WWSWBDRrcEX0RERERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6qXJP23bt3o2fPnggJCYEkSYiIiHAYL4TAlClTEBwcDKPRiM6dO+P06dPK+OjoaDz//PMICwuD0WhEjRo1MHXqVGRnZ9/mNSEiIiIiIiIqe+WatKenp6Nx48b44IMPChw/d+5cvP/++/jwww/x119/wWQyITw8HFlZWQCAf//9F7IsY8WKFfjnn3+wcOFCfPjhh3jjjTdu52oQERERERER3RKSEEKUdxAAIEkSNm3ahD59+gDIvcseEhKCsWPHYty4cQCA5ORkBAYGYu3atXjyyScLLGfevHlYvnw5zp075/KyU1JSYDabkZycDG9v71KvCxEREREREVFRXM1D3faZ9qioKMTFxaFz587KMLPZjFatWmHfvn2FzpecnAw/P78iy7ZYLEhJSXH4EBEREREREbkbt03a4+LiAACBgYEOwwMDA5Vx+Z05cwZLlizBCy+8UGTZs2fPhtlsVj6hoaFlEzQRERERERFRGXLbpL24YmJi0LVrV/Tr1w/Dhg0rctpJkyYhOTlZ+Vy8ePE2RUlERERERETkOrdN2oOCggAA8fHxDsPj4+OVcXaxsbHo1KkT2rRpg5UrV960bL1eD29vb4cPERERERERkbtx26Q9LCwMQUFB+Pnnn5VhKSkp+Ouvv9C6dWtlWExMDDp27IjmzZtjzZo1UKncdpWIiIiIiIiIikVTngtPS0vDmTNnlL+joqIQGRkJPz8/VKlSBWPGjMHMmTNRq1YthIWFYfLkyQgJCVHeMG9P2KtWrYr58+fj6tWrSln578YTERERERER3WnKNWk/ePAgOnXqpPz92muvAQAGDhyItWvX4vXXX0d6ejqGDx+OpKQktGvXDtu2bYPBYAAA7Ny5E2fOnMGZM2dQuXJlh7LdpCc7IiIiIiIiohJzm37ayxP7aSciIiIiIqLb6Y7vp52IiIiIiIjoXseknYiIiIiIiMhNMWknIiIiIiIiclNM2omIiIiIiIjcFJN2IiIiIiIiIjfFpJ2IiIiIiIjITTFpJyIiIiIiInJTTNqJiIiIiIiI3BSTdiIiIiIiIiI3xaSdiIiIiIiIyE0xaSciIiIiIiJyU0zaiYiIiIiIiNwUk3YiIiIiIiIiN8WknYiIiIiIiMhNMWknIiIiIiIiclNM2omIiIiIiIjcFJN2IiIiIiIiIjfFpJ2IiIiIiIjITTFpJyIiIiIiInJTTNqJiIiIiIiI3BSTdiIiIiIiIiI3xaSdiIiIiIiIyE0xaSciIiIiIiJyU0zaiYiIiIiIiNyUpiQzXbhwocjxVapUKVEwRERERERERPSfEiXt1apVgyRJTsOFEJAkCTabrdSBEREREREREd3rSpS0HzlypKzjICIiIiIiIqJ8SpS0N27cWPm3zWbD4sWLERkZiUaNGuHVV18ts+CIiIiIiIiI7mWlfhHdxIkTMWPGDGRlZWHhwoVM2omIiIiIiIjKSKmT9u+++w6ffPIJvvzyS2zevBnffvttWcRFREREREREdM8rddIeHx+P+vXrAwAaNGiA+Pj4UgdFRERERERERGWQtAshoFLlFiNJEoQQpQ6KiIiIiIiIiEr4IjpfX1+ly7e0tDQ0bdpUSdyJiIiIiIiIqGyUKGlftGhRGYdBRERERERERPmVKGkfOHBgWcdBRERERERERPmUuE37yZMncenSJQDA/v37MWXKFHz22WdlFhgRERERERHRva5ESfuCBQtQr149VK9eHR9++CEefvhhbN26FUOHDsW0adPKOkYiIiIiIiKie1KJkvYlS5ZgwYIF+OyzzzB69GgsW7YMBw4cwMaNG7FmzZqyjpGIiIiIiIjonlSiZ9ovXbqE/v37IyQkBCqVCg888AAAoFWrVoiJiSnTAImIiIiIiIjuVSW6026z2aDVagEAGo0GGk1u7q9SqSDLctlFR0RERERERHQPK9GddgB4+OGHodFokJmZiZ49e0Kn08FqtZZlbERERERERET3tBIl7VOnTlX+3bt3b4dxjz/+eOkiIiIiIiIiIiIAgCSEEOUdRHlLSUmB2WxGcnIyvL29yzscIiIiIiIiusu5moeWuJ92IiIiIiIiIrq1StQ8XqVSQZKkQsfbbLYSB0QFS/j3X1za0Al1rBkOw+3NJGwArkGNdIMftMiGSc5BmkqHHBgBCAgYkQJPaCCggQ02aKBGDvRIgg42pMIbGboqEB4BkAweMFRuDIOXH3IsadDojNAavaAzegGyDSlXLyHt4t9QJUfDpjFD8vSHpDFAzkmDWmeGNfkS1JlXAZ0HDDU7oFrjB6HW6pBtyYQlIw3ZaSlIvHgM1rRk5GRchVqlhWTygXdIPZh8KkJjMEFn8EBOdia0OiOyszJgzcpAZuo1WNKSIKzZkHR6eAeEQWc0Qe/hCb3RBG8ff6QkJSDbkgmtVg8AyMmxQKc3FjrO/m9LZjqSr14CJBU8vH1RKaw+JJUKyYlXkJWemjsOEgABL3Mgrlw8geyUq4AE+FVuAK3JCzZLJrLSr0MICUZPMzQGE7Q6A1KuxQKSBA9vP4RUrYvUlERYMtORnZUOncEEnd4IIctISohBZkoiDJ6+0OqN0Ht4KuOSr8VCCMCnYggkSaWsl9kvAJLK8dqbkGUkJ15RlqHVGZGTnQmdwQS90VTgPAXNn23JVJYBAEkJcUi6eglCAL4BlWH2C1DqNG8s+Zfv6nKLWn7e+YpT/s3KKmr5RdWfkGVcOvsPkuKjoNboEVyjEXwqBCE58QquX7mIzJREGL394BsQCh//oDJZ79JMA6DY9XC7lGQblcW8tyO+O93trt/85+3SLM+dtps7xUJEzniM3l3u1u1Zoubx3333XZHj8z/nXpjdu3dj3rx5OHToEC5fvoxNmzahT58+ynghBKZOnYqPPvoISUlJaNu2LZYvX45atWop0yQmJmLUqFHYvHkzVCoVHn/8cSxevBienp4ur4+7N4+/8HY1VLJdv63LlAHkQIUcaGFTqyBDixyoYBAWeMhZUEMg72Ub+06U/1KOFUCK2gux2hqwajzhk3kBPkiA0ZYFLWSobswrA8iGBqlqL6SqfGFRmSCrtFDJ2dDLGTDKafBAOnS2HEgArJIaFpUeyZIvkjyrw+pZCVDrIWn1EFYLpPQESABkz4qQ1DqIHAskjR5CzoYq7WpuvBoDJGsWVFmJMGZfg17OhE3SIFPnB4tXNcAcCpEeD4+Ev+GVcw1qkQMNrNAjE1rZCrWQISBgVWuRBT1kqCFBABCwQgsrdDcqRUK2ZIBFa0K21gc2gy9UVgtU1nQIqADZCkNOEvS2dGhkCyQIWFQeSNcHQEhqaGwZuTUrARAC2Xo/2MxVoPKsCIN/NVSu9wD8Q6oCABJiz+PSiT+RefF/UCVFQ2u5BpXNAptaD6vBD7JPGIyV73OYJy/7/FkJ0YDVAmj0UOm8IGcmQSScgs6SAECCTW2E1eAHyVQBkkYPaPQw+FeDV8VQpF69qCxfZU2HrPW46XKLWn7edVTW79L/oEqKgionA7LGBNmnGoyh9xVYF4WVVdTy7fHrLNcg2etPXwGyTzVA5wFcPQGvlHMwinTYICFL5Y0MQ0WoRA48LVegkbNglQxINVWBFNYR1Vv1KNV6l2YalcELkAE5O9XlerhdSrKNymLe2xHfne5216+cnqCcm4XJv8DzmzvFfifGQkTOeIzeXe7E7elqHlomz7R/++23iIyMRMOGDdG/f3+X59u6dSv27t2L5s2b47HHHnNK2ufMmYPZs2dj3bp1CAsLw+TJk/H333/j+PHjMBgMAIBu3brh8uXLWLFiBXJycjB48GC0aNECn376qctxuHPSXh4Je15WAAIqyJCgha3Ez1NkQ4UMlR562QodrFDlS/oBe/IuIRM6ZKoNyIEOOuRACwt0thxoIJC3Q0EZKljUeiTBDIvKE1atB7J0/pAlDVQiJ3caSQuVsEKbk4YcrSdkSQ2VsEJty4I2JwUCQIWcOEgAEtUBEJIEtWyDUaQCQsAq6SHBBrWwwgOp8LalQQMZAhKyoYIECVpYIUHACjUy1UbIUEEDK9Q2KwRUuK72RZZkgl5kQAMrZKiRoK8Kq94H5rSz8JKvQwXbjURfA82N8lSwQUCFLMkDmSpvyBAwyJmwqTRI8awOEdQUsGVB5eGL6g/0AQCc+zMCtusXIKXGQ52TAn32dehtmchWeyBT6wNZ5w3ZFAhNhSqo/kAfhxNYQux5nPszAnLGdajNIVDrjMhOjIHuwq8wWa4hzRCIbFMlwJoOn+RT0IocJHrWhFytPdQ6I3LiTkKdFgNZ7wMpOw2QsyE0HlBZMyFU2kKXW9TybdmZsCXHQuXhiwo1W+DamQOwXrsAVXo8JDkHssYIyZoBqHQQXoFQ+1ZxqIvCyiooBvvy7fWnyk6GIScJOjkTOarc+lPBBt+MaHggE8lqP6RrK0BrzUBF6yV4yJnIUBlxXeWPLI03dLZMqJGTexGoUhvUemhQidbb1fUpaJrspBioL+yDCkBO5dbQ+VW6aT3cLq6sd1EXV0o67+2I7053u+sXWgPkKyehyU4BAMg6b8C/jsP5zdXludN2c6dYiMgZj9G7y526PW/bM+1z5szBgAEDsG3bNjz//POYNm2ay/N269YNM2fORN++fZ3GCSGwaNEivPXWW+jduzfuu+8+fPLJJ4iNjUVERAQA4MSJE9i2bRs+/vhjtGrVCu3atcOSJUvw+eefIzY2trSrVu4S/v23XBN2wP78hAx1KRJ2ANBChpecCfWNhLSwhytUENAjG2rY4Il0qJADjS132TJyk/rc+/MSrFBBEgLeSIVJTkaW5Am95SqMWXGwmirBaqoEY2YcDNkJyPSpCb3lGoxZ8bB6hkCGGjprBjxzEm9cKDBAJQlka32hQyZsAjAhDd7iGixCDxkqaGGFGgI2AAISVABUkCEj9ya4CjLUNisAGSpZhhoC2WoNNMiGTmRBDRk50EAHC/TWFKhyMqCWs6GBFVZIkCBDCytSJF8AAgZYoIEVWfCAQaTDKKcjxVAJOSojDFnxkFPjofevATnjOi79sw+Xju+DLT0RwiZDEtbcqCQVUg1BEJIKkKTc4UKGLe0aLp34E0LOvQwiZBmXTvwJOeM69AG1oDV6QZJUsKXGQW213LigoobQGKHJSUOO2gMZam/osxMgX4uGRmsEhAydJRHqtMuQhBWyZwiE0Rc2zyBIsBW4XLuClq9Sa6A1ekEfUAu29ETE7/8W1pQEQMiQYIPNMwjC6AvZMwQSbBA2Gbb0RFw6vg+X/tlXaFlyxnWnGOzLV+pPtkIlqXLrT3ej/gB4Z1yECWnIgQY2aCAkHdQiBzaoIAkZBmRBSGrIWhOyDP7IURmhtmZBdfUELv2zr9jrLWdcd219bmx/h+2nUkFOuQKb2gCrxgg5/QokSVVkPdwuLq13IbGVZt7bEd+d7rbXb8WakFOuQG3LgtUrFFavypBsWZDTr/x3fnNxee603dwpFiJyxmP07nIvbM9SJ+3r1q3Dxx9/jP379+O7777DmjVryiIuREVFIS4uDp07d1aGmc1mtGrVCvv27QMA7Nu3Dz4+Prj//vuVaTp37gyVSoW//vqr0LItFgtSUlIcPu4o7vMnyjsEALkJqbqMyijoDnveaQQANQQMtmxIsgydbLsxjwAg3fjvRtIsSYAkoJNz76p7WBOhtuXkTissgLBAkgQgC6iy0yBBzr2DbUmFzpaObJUBXkiFBUZY1UZo5Uxo5ExIQty42y1DBRkeSIcEAb0tBzZIUEGCFRI0N+77q26UrIKUm8oJAZWQYZNUN9bbBg+kIxtaGJGFDJjgabsOkyUeKskGK1RQQ4LqRtN6rZSj1JMMCUakQyVboZIACTbkaEyQZBmatFjYLOlQm0OQefk4MmOPQ9J7Q5WVCFljgM6aBqvaBEhq5GiM0OekQVbrocq6BpXBG1kJ0UhOvAIg93nnrIRoqM0hynM/tsxUaNMuQ5IEMrW+0NnSobIkQ5eTBqvGhBztf3FYkuOgyrqGLL0/TNlXIWsMgP29F5IKst5c4HLtClq+sl+oVJD03tAmnQHUaqiyrkHWm4EbiTQk6Ub5iZD03siMPY7My8cLLUttDnGKwb58e/0JjQEaa+7FCUmVW38e2QkwIhMSgCzJCK2wQC1nQi9nQHXjMQkAMMqpkOQcAFLutoKAZMtG5uXjxV5vtTnEpfWxb/+801gz06DKvJZ7YcPgA1VGAmyZqUXWw+3iynoXFltp5r0d8d3pbnf9Wi3pUGXaj2npv/NFRoJyfnN1ee603dwpFiJyxmP07nIvbM9SJ+2xsbF44IEHAAAPPPAAYmJiSh0UAMTFxQEAAgMDHYYHBgYq4+Li4hAQEOAwXqPRwM/PT5mmILNnz4bZbFY+oaGhZRJzWfNDYnmHAKBsuxjIvUf+3zPwhZEgIN1IflX5ps6b9EsCUIncFx9qRG7CLgQg2WyQbDbYH/6QZIsyX+6/bRCSCmrIsElqyJIKKgiohDVPnEJppi7deEggbxRSvlhy55OViwMCktKqQH3jfrx043n33Pu0OVCJ3McPoFyYwI3lCGWt1cJ640LEjXGSJrds2QJZzoFaZ4TIzoDIzgDUKkgiB5BUueuoyr3cIkMDQAYkNSTZmjvcakG2JRMAcv9vtUCtMyrrIss5UNmyIQRgVec+JqDUnUrtEIfIycgtV62FWlj/S6hvECpdgcu1K2j5DtQqqG2W3LvsshVCpXMsX63LXW+1SqmLwspS64xOMdiXb68/oVLl7leSva2JBho5B2rYbvytzt1fZOuN/e+/RzfUwvbfvmKvI2GDyM4o9nrn3bbFnUZYLbnrotYp9S/fuMBVWD3cLq6sd2GxlWbe2xHfne5212/e/dQu7/5anOW503Zzp1iIyBmP0bvLvbA9S52P2Ww2aDS5P2zVajXkO6DZwaRJk5CcnKx8Ll68WN4hFSgRfuUdAgCgLLdobjrqnOzmJyBBSBJkKTcNdhyX598SIEu5ialV0uYmSBIg1GoItVq52StUemW+3H+rIQkZNqhykywh56bbSpJmT6Ol3GbhSrP8/6IQcL74kHuJQaUk7PZU3HYjMReQoEEOrFDDCi1kCZBuJPT2Ngj25v/2tbbdSPwg3Rh3I4kXKj1UKi1s2ZmQdB6QdB6ATYaQtICQc9dRzk0yVbACUAHCBqHS5A7X6KHT557cdHojoNHDlv3fyUyl0kJW6yBJgMZmgYD6v7qTbQ5xSFqP3HJtObBJGkA47jWSnF3gcu0KWr4DmwybWg9IqhvlZDuWb8vOXW+brNRFYWXZsjOdYrAv315/kizn7lfKRRwrrCotbDfanKhgy91fVJob+5+k7B02Sf3fvmKvI0kNSedR7PXOu22LO42k0eeuiy1bqX+VSltkPdwurqx3YbGVZt7bEd+d7nbXb9791C7v/lqc5bnTdnOnWIjIGY/Ru8u9sD1LlLQ3bdoUzZo1Q7NmzZCZmYmePXuiWbNmyh33shAUFAQAiI+PdxgeHx+vjAsKCsKVK47NHKxWKxITE5VpCqLX6+Ht7e3wcUdBT35R3iEAwI2ks2zKkJX7yQVPIwG5b+NW6yBUKmSr1Dfmyb0/L24kyxIEZCEAISH7RiKSofGDTa29keDqAUkPISRAJUHWeSrJtKz3QrbaBJ2chVR4QY9MaGyZyFEZYVUZISQJVmhu3FtXIQMmCEiwqLVQQ0CGgAYC1huHj3yjZPnGy+isNy425L5dHrBBjQyYoEMOMmGAB9KRpvZFuj4QslBDAxk2iBsXJyTkCK1STyoIZMKUmxwKQEANrTUdQqWC1TMEar0JtuRYGIPrwxhSH8KSAtngB5U1C9kaT2hs6YCwQWvNhEXrCZXNAtlQAXJWCgz+1ZTuwMx+ATD4V4MtOVZ53kdt9EKOZ3BuF3Y515GtNkHWm5Gt9YTGmg5tzn9x6M1BkA0VYLAkIF1XESprFpRmDkKGypJc4HLtClq+sl/IMoQlBTk+NQGbDbKhAlSW5P8uDAhxo3w/CEsKjCH1YQyuX2hZtuRYpxjsy7fXn2TNglXjCa0tA0LOrb8MnT8yYYQAYBCZyJH0sKmMsKg8IEOCxpZ7FztT5QWh0gIQudsKEoRaB2Nw/WKvty051qX1sW//vNNojJ6QjRUgZV6HKisJsoc/1EavIuvhdnFlvQuLrTTz3o747nS3u341ehNko/2YFv+dLzz8lfObq8tzp+3mTrEQkTMeo3eXe2F7lqif9rxveM/fvVvecaURFhaGoKAg/Pzzz2jSpAmA3Lfr/fXXX3jppZcAAK1bt0ZSUhIOHTqE5s2bAwB++eUXyLKMVq1alUkc5cm/bl1cUPuW+9vjcaOBuKoUL6PLgQoZKgP0cg7UsN645+xMhgQLdLBBjSwYoUMOrGoZKpusPBNvv7+tgQyLJCEFXrCoPGEQacjSV4QsaaBJz31MI9MjCCrZCmPSGVgMFSBDDU1aLFSwIVvjAQs8UCEnDkZkIVN4Q5dzHRbJCA8pFWnCEzZJDz0sUAn5xsvHpBtvsc9NsiWooL3xMjoZKljVGgAqyCoVbDYZWpsV6WovZEsGSCIDWliRDT0sGm/IWg/YLDpYZQ00sCEHKtiggbe4DkBCFvQQUMGADGRK3pAlAe+sGNhUWiR7VIfKKxCWhLNQefihcoPWAIBzKfGwZadBSJrcehIyvLLiYFF7AELk3o2WVFB7+qNyvQeU534klQqV6z2Ac8lxsFw5rbx1U+0VBNt1PWBLy90LrJmwaj3hmRGb+/Z4Y02oKlSDNScTkFTINvhB1uW+PV6VFpvn7fG6ApdrV9jy7W/9VJsqoELj8Btvj8+AgBrqtDjl7fGySgdJrYLaVAGV69+oi9T4AstSefg5xZB3+bbsNAiVBrJVzq2/7DhkqzwAAMkeoVBn2GDEjZcqimzYJC3UkCGrVMiCAZKwQZWTfuPt8VZk6PwgV6yPyg1aF3u9VR5+rq1Pnu2fdxqVdwDUSWdz23mYAiCEDGtmeqH1cLu4tN6FxFaaeW9HfHe6216/V89A5R0AW9Z1aFJzW73ZdGaoTAH/nd9cXJ47bTd3ioWInPEYvbvcC9uzTLp8K6m0tDScOXMGQO7d+wULFqBTp07w8/NDlSpVMGfOHLz77rsOXb7973//c+ryLT4+Hh9++KHS5dv9999/13T5BrCfdvbTzn7a2U87+2kvy3lvR3x3OvbTXjbcKRYicsZj9O5yJ27PW95P+8WLF2G1WhEWFoZr165h165daNSoEWrVquVyGb/99hs6derkNHzgwIFYu3YthBCYOnUqVq5ciaSkJLRr1w7Lli1D7dq1lWkTExMxcuRIbN68GSqVCo8//jjef/99eHp6uhyHuyftQG73b5c2dEIda4bDcPvGswG4BjXSDX7QIhsmOQdpKh1yYERus3IjUuAJDQQ0sMEGDdTIgR5J0MGGVHgjQ1cFwiMAksEDhsqNYfDyQ44lDRqdEVqjF3RGL0C2IeXqJaRd/Buq5GjYNGZInv6QNAbIOWlQ68ywJl+COvMqoPOAoWYHVGv8INRaHbItmbBkpCE7LQWJF4/BmpaMnIyrUKu0kEw+8A6pB5NPRWgMJugMHsjJzoRWZ0R2VgasWRnITL0GS1oShDUbkk4P74Aw6Iwm6D08oTea4O3jj5SkBGRbMqHV6gEAOTkW6PTGQsfZ/23JTEfy1UuApIKHty8qhdWHpFLlvo0yPTV33I0m+l7mQFy5eALZKVcBCfCr3ABakxdslkxkpV/PbU7uaYbGYIJWZ0DKtVhAkuDh7YeQqnWRmpIIS2Y6srPSoTOYoNMbIWQZSQkxyExJhMHTF1q9EXoPT2Vc8rVYCAH4VAyBJKmU9TL7BThdNRSyjOTEK8oytDojcrIzoTOYoDeaCpynoPmzLZnKMgAgKSEOSVcvQQjAN6AyzH4BSp3mjSX/8l1dblHLzztfccq/WVlFLb+o+hOyjEtn/0FSfBTUGj2CazSCT4UgJCdewfUrF5GZkgijtx98A0Lh4x9UJutdmmkAFLsebpeSbKOymPd2xHenu931m/+8XZrludN2c6dYiMgZj9G7y522PW9p0r5hwwYMHDgQkiRh9erVePPNN5Geno60tDR8/fXX6NWrV6mCv93uhKSdiIiIiIiI7h6u5qEluuwwe/ZsLFy4ED/88ANefvllDBs2DImJiXj99dcxa9asEgdNRERERERERP8p0Z12g8GA06dPIzQ0FAaDAYcPH0b9+vVx+vRp3H///UhOTr4Vsd4yvNNOREREREREt9MtvdNuMpmQkZH7bPVDDz0EX19fAIAkSZCkm/XATURERERERESuKFHS3qRJExw/fhwA8OOPPyI4OBgAcOTIEdSvX7/soiMiIiIiIiK6h5Vpl2/R0dGwWq2oWbNmWRV5W7B5PBEREREREd1Ot7R5/PTp05Xm8XlVq1btjkvYiYiIiIiIiNxViZL2adOmIS0traxjISIiIiIiIqI8SpS0l2GLeiIiIiIiIiIqhKakM86fPx+enp4FjpsyZUqJAyIiIiIiIiKiXCVO2vfu3QudTuc0XJIkJu1EREREREREZaDESfumTZsQEBBQlrEQERERERERUR4leqadiIiIiIiIiG69EiXtHTp0gE6nQ0JCAhISEso6JiIiIiIiIiJCCZL2pKQk1KtXDzVr1kRgYCACAwPh7++PkSNHIikp6RaESERERERERHRvKtYz7YmJiWjdujViYmLw9NNPo169egCA48ePY+3atfj555/xxx9/wNfX95YES0RERERERHQvKVbSPn36dOh0Opw9exaBgYFO47p06YLp06dj4cKFZRokERERERER0b2oWM3jIyIiMH/+fKeEHQCCgoIwd+5cbNq0qcyCIyIiIiIiIrqXFStpv3z5Mho0aFDo+IYNGyIuLq7UQRERERERERFRMZN2f39/REdHFzo+KioKfn5+pY2JiIiIiIiIiFDMpD08PBxvvvkmsrOzncZZLBZMnjwZXbt2LbPgiIiIiIiIiO5lkhBCuDrxpUuXcP/990Ov12PEiBGoW7cuhBA4ceIEli1bBovFgoMHDyI0NPRWxlzmUlJSYDabkZycDG9v7/IOh4iIiIiIiO5yruahxXp7fOXKlbFv3z68/PLLmDRpEuz5viRJeOSRR7B06dI7LmEnIiIiIiIiclfFStoBICwsDFu3bsX169dx+vRpAEDNmjX5LDsRERERERFRGSt20m7n6+uLli1blmUsRERERERERJRHsV5ER0RERERERES3D5N2IiIiIiIiIjfFpJ2IiIiIiIjITTFpJyIiIiIiInJTTNqJiIiIiIiI3BSTdiIiIiIiIiI3xaSdiIiIiIiIyE0xaSciIiIiIiJyU0zaiYiIiIiIiNwUk3YiIiIiIiIiN8WknYiIiIiIiMhNMWknIiIiIiIiclNM2omIiIiIiIjcFJN2IiIiIiIiIjfFpJ2IiIiIiIjITTFpJyIiIiIiInJTTNqJiIiIiIiI3BSTdiIiIiIiIiI3xaSdiIiIiIiIyE0xaSciIiIiIiJyU0zaiYiIiIiIiNyU2yftqampGDNmDKpWrQqj0Yg2bdrgwIEDyvi0tDSMHDkSlStXhtFoRP369fHhhx+WY8REREREREREZUNT3gHczNChQ3Hs2DGsX78eISEh2LBhAzp37ozjx4+jUqVKeO211/DLL79gw4YNqFatGnbs2IGXX34ZISEh6NWrV3mHT0RERERERFRibn2nPTMzE9988w3mzp2LBx98EDVr1sTbb7+NmjVrYvny5QCAP/74AwMHDkTHjh1RrVo1DB8+HI0bN8b+/fvLOXoiIiIiIiKi0nHrpN1qtcJms8FgMDgMNxqN+P333wEAbdq0wffff4+YmBgIIfDrr7/i1KlT6NKlS6HlWiwWpKSkOHyIiIiIiIiI3I1bJ+1eXl5o3bo1ZsyYgdjYWNhsNmzYsAH79u3D5cuXAQBLlixB/fr1UblyZeh0OnTt2hUffPABHnzwwULLnT17Nsxms/IJDQ29XatERERERERE5DK3TtoBYP369RBCoFKlStDr9Xj//fcxYMAAqFS5oS9ZsgR//vknvv/+exw6dAjvvfceRowYgZ9++qnQMidNmoTk5GTlc/Hixdu1OkREREREREQuk4QQoryDcEV6ejpSUlIQHByMJ554Amlpafj6669hNpuxadMm9OjRQ5l26NChuHTpErZt2+ZS2SkpKTCbzUhOToa3t/etWgUiIiIiIiIiAK7noW5/p93OZDIhODgY169fx/bt29G7d2/k5OQgJydHuetup1arIctyOUVKREREREREVDbcvsu37du3QwiBOnXq4MyZMxg/fjzq1q2LwYMHQ6vVokOHDhg/fjyMRiOqVq2KXbt24ZNPPsGCBQvKO3QiIiIiIiKiUnH7pD05ORmTJk3CpUuX4Ofnh8cffxyzZs2CVqsFAHz++eeYNGkSnn76aSQmJqJq1aqYNWsWXnzxxXKOnIiIiIiIiKh07phn2m8lPtNOREREREREt9Nd90w7ERERERER0b2GSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbsrtk/bU1FSMGTMGVatWhdFoRJs2bXDgwAGHaU6cOIFevXrBbDbDZDKhRYsWuHDhQjlFTERERERERFQ23D5pHzp0KHbu3In169fj77//RpcuXdC5c2fExMQAAM6ePYt27dqhbt26+O233/C///0PkydPhsFgKOfIiYiIiIiIiEpHEkKI8g6iMJmZmfDy8sJ3332HHj16KMObN2+Obt26YebMmXjyySeh1Wqxfv36Ei8nJSUFZrMZycnJ8Pb2LovQiYiIiIiIiArlah7q1nfarVYrbDab011zo9GI33//HbIs44cffkDt2rURHh6OgIAAtGrVChEREUWWa7FYkJKS4vAhIiIiIiIicjdunbR7eXmhdevWmDFjBmJjY2Gz2bBhwwbs27cPly9fxpUrV5CWloZ3330XXbt2xY4dO9C3b1889thj2LVrV6Hlzp49G2azWfmEhobexrUiIiIiIiIico1bN48Hcp9ZHzJkCHbv3g21Wo1mzZqhdu3aOHToEH7++WdUqlQJAwYMwKeffqrM06tXL5hMJnz22WcFlmmxWGCxWJS/U1JSEBoayubxREREREREdFvcFc3jAaBGjRrYtWsX0tLScPHiRezfvx85OTmoXr06/P39odFoUL9+fYd56tWrV+Tb4/V6Pby9vR0+RERERERERO7G7ZN2O5PJhODgYFy/fh3bt29H7969odPp0KJFC5w8edJh2lOnTqFq1arlFCkRERERERFR2dCUdwA3s337dgghUKdOHZw5cwbjx49H3bp1MXjwYADA+PHj8cQTT+DBBx9Ep06dsG3bNmzevBm//fZb+QZOREREREREVEpuf6c9OTkZI0aMQN26dfHcc8+hXbt22L59O7RaLQCgb9+++PDDDzF37lw0atQIH3/8Mb755hu0a9eunCMnIiIiIiIiKh23fxHd7cB+2omIiIiIiOh2umteREdERERERER0r2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtBMRERERERG5KSbtRERERERERG6KSTsRERERERGRm2LSTkREREREROSmmLQTERERERERuSkm7URERERERERuikk7ERERERERkZti0k5ERERERETkppi0ExEREREREbkpJu1EREREREREbopJOxEREREREZGbYtJORERERERE5KY05R2AOxBCAABSUlLKORIiIiIiIiK6F9jzT3s+Whgm7QBSU1MBAKGhoeUcCREREREREd1LUlNTYTabCx0viZul9fcAWZYRGxsLLy8vSJJU3uEUKCUlBaGhobh48SK8vb3LOxwqJW7Puwu3592D2/Luwu15d+H2vHtwW95duD1LTgiB1NRUhISEQKUq/Ml13mkHoFKpULly5fIOwyXe3t48GO4i3J53F27Puwe35d2F2/Puwu159+C2vLtwe5ZMUXfY7fgiOiIiIiIiIiI3xaSdiIiIiIiIyE0xab9D6PV6TJ06FXq9vrxDoTLA7Xl34fa8e3Bb3l24Pe8u3J53D27Luwu3563HF9ERERERERERuSneaSciIiIiIiJyU0zaiYiIiIiIiNwUk3YiIiIiIiIiN8WknYiIiIiIiMhNMWm/Q3zwwQeoVq0aDAYDWrVqhf3795d3SFQCs2fPRosWLeDl5YWAgAD06dMHJ0+eLO+wqAy8++67kCQJY8aMKe9QqIRiYmLwzDPPoEKFCjAajWjUqBEOHjxY3mFRCdhsNkyePBlhYWEwGo2oUaMGZsyYAb571/3t3r0bPXv2REhICCRJQkREhMN4IQSmTJmC4OBgGI1GdO7cGadPny6fYOmmitqeOTk5mDBhAho1agSTyYSQkBA899xziI2NLb+AqUg3Oz7zevHFFyFJEhYtWnTb4rubMWm/A3zxxRd47bXXMHXqVBw+fBiNGzdGeHg4rly5Ut6hUTHt2rULI0aMwJ9//omdO3ciJycHXbp0QXp6enmHRqVw4MABrFixAvfdd195h0IldP36dbRt2xZarRZbt27F8ePH8d5778HX17e8Q6MSmDNnDpYvX46lS5fixIkTmDNnDubOnYslS5aUd2h0E+np6WjcuDE++OCDAsfPnTsX77//Pj788EP89ddfMJlMCA8PR1ZW1m2OlFxR1PbMyMjA4cOHMXnyZBw+fBjffvstTp48iV69epVDpOSKmx2fdps2bcKff/6JkJCQ2xTZ3Y9dvt0BWrVqhRYtWmDp0qUAAFmWERoailGjRmHixInlHB2VxtWrVxEQEIBdu3bhwQcfLO9wqATS0tLQrFkzLFu2DDNnzkSTJk14VfkONHHiROzduxd79uwp71CoDDz66KMIDAzEqlWrlGGPP/44jEYjNmzYUI6RUXFIkoRNmzahT58+AHLvsoeEhGDs2LEYN24cACA5ORmBgYFYu3YtnnzyyXKMlm4m//YsyIEDB9CyZUucP38eVapUuX3BUbEVtj1jYmLQqlUrbN++HT169MCYMWPYCrEM8E67m8vOzsahQ4fQuXNnZZhKpULnzp2xb9++coyMykJycjIAwM/Pr5wjoZIaMWIEevTo4XCM0p3n+++/x/33349+/fohICAATZs2xUcffVTeYVEJtWnTBj///DNOnToFADh69Ch+//13dOvWrZwjo9KIiopCXFycw/nWbDajVatW/E10l0hOToYkSfDx8SnvUKgEZFnGs88+i/Hjx6NBgwblHc5dRVPeAVDREhISYLPZEBgY6DA8MDAQ//77bzlFRWVBlmWMGTMGbdu2RcOGDcs7HCqBzz//HIcPH8aBAwfKOxQqpXPnzmH58uV47bXX8MYbb+DAgQN45ZVXoNPpMHDgwPIOj4pp4sSJSElJQd26daFWq2Gz2TBr1iw8/fTT5R0alUJcXBwAFPibyD6O7lxZWVmYMGECBgwYAG9v7/IOh0pgzpw50Gg0eOWVV8o7lLsOk3aicjJixAgcO3YMv//+e3mHQiVw8eJFjB49Gjt37oTBYCjvcKiUZFnG/fffj3feeQcA0LRpUxw7dgwffvghk/Y70JdffomNGzfi008/RYMGDRAZGYkxY8YgJCSE25PIDeXk5KB///4QQmD58uXlHQ6VwKFDh7B48WIcPnwYkiSVdzh3HTaPd3P+/v5Qq9WIj493GB4fH4+goKByiopKa+TIkdiyZQt+/fVXVK5cubzDoRI4dOgQrly5gmbNmkGj0UCj0WDXrl14//33odFoYLPZyjtEKobg4GDUr1/fYVi9evVw4cKFcoqISmP8+PGYOHEinnzySTRq1AjPPvssXn31VcyePbu8Q6NSsP/u4W+iu4s9YT9//jx27tzJu+x3qD179uDKlSuoUqWK8rvo/PnzGDt2LKpVq1be4d3xmLS7OZ1Oh+bNm+Pnn39WhsmyjJ9//hmtW7cux8ioJIQQGDlyJDZt2oRffvkFYWFh5R0SldDDDz+Mv//+G5GRkcrn/vvvx9NPP43IyEio1eryDpGKoW3btk7dL546dQpVq1Ytp4ioNDIyMqBSOf7EUavVkGW5nCKishAWFoagoCCH30QpKSn466+/+JvoDmVP2E+fPo2ffvoJFSpUKO+QqISeffZZ/O9//3P4XRQSEoLx48dj+/bt5R3eHY/N4+8Ar732GgYOHIj7778fLVu2xKJFi5Ceno7BgweXd2hUTCNGjMCnn36K7777Dl5eXsozeGazGUajsZyjo+Lw8vJyeheByWRChQoV+I6CO9Crr76KNm3a4J133kH//v2xf/9+rFy5EitXrizv0KgEevbsiVmzZqFKlSpo0KABjhw5ggULFmDIkCHlHRrdRFpaGs6cOaP8HRUVhcjISPj5+aFKlSoYM2YMZs6ciVq1aiEsLAyTJ09GSEhIkW8kp/JT1PYMDg7G//3f/+Hw4cPYsmULbDab8rvIz88POp2uvMKmQtzs+Mx/0UWr1SIoKAh16tS53aHefQTdEZYsWSKqVKkidDqdaNmypfjzzz/LOyQqAQAFftasWVPeoVEZ6NChgxg9enR5h0EltHnzZtGwYUOh1+tF3bp1xcqVK8s7JCqhlJQUMXr0aFGlShVhMBhE9erVxZtvviksFkt5h0Y38euvvxb4PTlw4EAhhBCyLIvJkyeLwMBAodfrxcMPPyxOnjxZvkFToYranlFRUYX+Lvr111/LO3QqwM2Oz/yqVq0qFi5ceFtjvFuxn3YiIiIiIiIiN8Vn2omIiIiIiIjcFJN2IiIiIiIiIjfFpJ2IiIiIiIjITTFpJyIiIiIiInJTTNqJiIiIiIiI3BSTdiIiIiIiIiI3xaSdiIiIiIiIyE0xaSciIiIiIiJyU0zaiYiIiIiIiNwUk3YiIrorDRo0CJIkFfpJSkoq7xDpDnXkyBH069cPgYGBMBgMqFWrFoYNG4ZTp04BAKKjoyFJEiIjIx3m69ixI8aMGeMwbO3atfDx8XFaRmZmJvz8/ODv7w+LxXKL1oSIiO4ETNqJiOiu1bVrV1y+fNnh880335R3WHQH27JlCx544AFYLBZs3LgRJ06cwIYNG2A2mzF58uQyW84333yDBg0aoG7duoiIiCizcomI6M7DpJ2IiO5aer0eQUFBDh8/Pz+Haex3OiMiIlCrVi0YDAaEh4fj4sWLDtMtX74cNWrUgE6nQ506dbB+/Xqn5b399ttOd/T79OmjjL927RoGDBiASpUqwcPDA40aNcJnn32mjJdlGX369MEjjzyCnJwch/js/vjjD3h7e2P79u0ACr6rO3nyZEiShEWLFrlcV7/99hskScJ9993nMPy7776DJEno2LGjU73lX9cmTZoo4wu6q/z22287TOOqmy0LAHbt2oWWLVtCr9cjODgYEydOhNVqLXY5RcnIyMDgwYPRvXt3fP/99+jcuTPCwsLQqlUrzJ8/HytWrCj2uhVm1apVeOaZZ/DMM89g1apVZVYuERHdeZi0ExHRPS8jIwOzZs3CJ598gr179yIpKQlPPvmkMn7Tpk0YPXo0xo4di2PHjuGFF17A4MGD8euvvzqV1aBBA+Wufv/+/R3GZWVloXnz5vjhhx9w7NgxDB8+HM8++yz2798PAFCpVPjss8+QlpaGoUOHOpV96tQp9OrVC++//z7Cw8MLXJdLly5h0aJFMBqNJaqLxMRE/Pnnn8rfK1asQKVKlZymE0LA29tbWdexY8eWaHmuKmpZMTEx6N69O1q0aIGjR49i+fLlWLVqFWbOnFmmMW/fvh0JCQl4/fXXCxxfUDP3kjh79iz27duH/v37o3///tizZw/Onz9fJmUTEdGdh0k7ERHd83JycrB06VK0bt0azZs3x7p16/DHH38oyfT8+fMxaNAgvPzyy6hduzZee+01PPbYY5g/f75DORaLBUajUbmrnz9xrlSpEsaNG4cmTZqgevXqGDVqFLp27Yovv/xSmcZoNGLz5s3Yt28f3nzzTWV4fHw8unbtildeeQWDBg0qdF3efPNNPPHEEwgICChRXQwZMgQfffQRAODChQs4dOgQevXq5TRdTk4OdDqdsq6enp4lWp4rLBZLkctatmwZQkNDsXTpUtStWxd9+vTBtGnT8N5770GW5TKL+fTp0wCAunXrln6lirB69Wp069YNvr6+8PPzQ3h4ONasWXNLl0lERO6LSTsREd3zNBoNWrRoofxdt25d+Pj44MSJEwCAEydOoG3btg7ztG3bVhlvd+3aNXh7exe6HJvNhhkzZqBRo0bw8/ODp6cntm/fjgsXLjhM5+/vj3r16uGdd97B2rVrYbVa0aNHD0RFRaF9+/aFln/48GFs2rQJM2bMcHnd8xs4cCAiIiKQkpKCjz/+GM888wx0Op3TdCkpKTCZTEWWtWzZMnh6eiqfd955p0Qx3axeT5w4gdatW0OSJGVY27ZtkZaWhkuXLhUr5qIIIUo8r6tsNhvWrVuHZ555Rhn2zDPPYO3atQ4XIIiI6N7BpJ2IiKiMnDt3DmFhYYWOnzdvHhYvXowJEybg119/RWRkJMLDw5Gdne0w3bfffovff/8dP/zwAw4ePIj09HQEBQXh3XffxYsvvljo28THjh2LcePGITg4uMTrUKFCBYSHh+OTTz7B6tWrMWzYsAKni42NRUhISJFlPf3004iMjFQ+L774Yoliulm9usqVmItSu3ZtAMC///5b6lgKs337dsTExOCJJ56ARqOBRqPBk08+ifPnz+Pnn3++ZcslIiL3xaSdiIjueVarFQcPHlT+PnnyJJKSklCvXj0AQL169bB3716Hefbu3Yv69esrf2dlZWH//v1F3gnfu3cvevfujWeeeQaNGzdG9erVlW7C7FJSUjBq1CjMnz8f3bt3x4wZM+Dh4YEvvvgC48aNg8lkcnpWGwC+//57nDp1CuPGjStRHeT1wgsv4I033kD16tULbQp+4MABNG3atMhyzGYzatasqXzyvwTQVbt37y6yXuvVq4d9+/Y53Anfu3cvvLy8ULly5WLFXJQuXbrA398fc+fOLXB8WXQjuGrVKjz55JMOFzsiIyPx5JNP8oV0RET3KE15B0BERFTetFotRo0ahffffx8ajQYjR47EAw88gJYtWwIAxo8fj/79+6Np06bo3LkzNm/ejG+//RY//fQTACAtLQ3Tp08HALRr1w5xcXEAcvvatlgsSE5OhtlsRq1atfD111/jjz/+gK+vLxYsWID4+HiH5H/ixImoU6cOBg8eDADw9fWFVqtVmnV/9NFHaN++PQYMGOAw39y5c7FkyRJ4eHiUuj46dOiAadOmoXXr1k7jEhISsHDhQuzduxfvvfdeqZazadMmTJo0qdA715mZmfj4449x9uxZdOvWTanXtLQ0WK1WJCYmws/PDy+//DIWLVqEUaNGYeTIkTh58iSmTp2K1157DSqVyuWYly5dik2bNhV6R9tkMuHjjz9Gv3790KtXL7zyyiuoWbMmEhIS8OWXX+LChQv4/PPPlelPnjzpMH9aWhquXr3q8Kb/vI9GXL16FZs3b8b333+Phg0bOsz73HPPoW/fvso6ExHRvYNJOxER3fM8PDwwYcIEPPXUU4iJiUH79u0d7mr26dMHixcvxvz58zF69GiEhYVhzZo1Sjdo8+fPx7x58wAANWvWdCp/9OjRWLt2Ld566y2cO3cO4eHh8PDwwPDhw9GnTx8kJycDAPbt24d169Y5JHX5NW/eHC+99BKGDx+OPXv2KMNr1qyJgQMHFjrfoEGDEB0djd9++82lOnn11VcLHL5x40Zs374dmzZtUi5qlFRycrJTYpvXF198gVdeeQUA0KpVK6fxjz32GH777TdUqlQJP/74I8aPH4/GjRvDz88Pzz//PN56661ixZyQkICzZ88WGXPv3r3xxx9/YPbs2XjqqaeQkpKC0NBQPPTQQ04tIPL2QGB36NAhfPrppw7DzGYzAOCTTz6ByWTCww8/7DTfww8/DKPRiA0bNih1QkRE9wZJ3I63qhAREbmptWvXYsyYMaVq2vz22287/D+viIgIREREYO3atSUuvyx06NABnTp1KjBGd7V27Vr89ttvBdZdZGQkxowZ4/JFCCIiojsV77QTERGVUlFdhxkMBuVOanlJTk7G2bNn8cMPP5RrHMVlNBoLrTutVstm4kREdE/gnXYiIrqnlcWddiIiIqJbhUk7ERERERERkZtil29EREREREREbopJOxEREREREZGbYtJORERERERE5KaYtNP/t1/HAgAAAACD/K2nsaMsAgAAYEraAQAAYEraAQAAYEraAQAAYEraAQAAYCo984faeDH1WQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Диаграмма рассеяния продажи - отзывы критиков PS4\n",
"fig, ax = plt.subplots(figsize=(12, 4))\n",
"# данные для отображения\n",
"tmp = dfa[dfa['platform'] == 'PS4'].groupby('name').agg('median')\n",
"tmp2 = dfa[dfa['platform'] == 'PS4'].groupby('name').agg('median')\n",
"\n",
"# скаттер для двух показателей\n",
"ax.scatter(x = tmp['sales'], y = tmp['critic_score'], alpha=0.3)\n",
"ax.scatter(x = tmp2['sales'], y = tmp2['user_score'], alpha=0.3)\n",
"\n",
"# Легенда\n",
"ax.legend(['отзывы критиков','отзывы пользователей'])\n",
"\n",
"\n",
"# подписи к осям\n",
"plt.xlabel(\"Продажи, млн. дол. США\")\n",
"plt.ylabel(\"Отзывы\")\n",
"\n",
"\n",
"# Название графика\n",
"plt.title(\"Влияние отзывов пользователей и критиков на продажи игр PS4. Диаграмма рассеяния\")\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 300x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# heatmap корреляции\n",
"\n",
"corr = dfa[dfa['platform'] == 'PS4'][['user_score','critic_score','sales']].corr()\n",
"plt.figure(figsize=(3, 2))\n",
"sns.heatmap(corr, annot=True, cmap=\"Blues\", fmt='.2f', linewidths=2)\n",
"plt.title(\"Тепловая карта корреляции \\nмежду оценками пользователей, критиков и \\nобъемами продаж на PS4\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Сильная положительная корреляция есть между оценками пользователей и критиков, но влияние оценок на продажи почти нет. На диаграмме рассеяния есть бестселлеры как с высокими оценками, так и с низкими. Хорошо видно, что вкусы критиков и пользователей почти совпадают. Корреляция 0.9. На диаграмме это также хорошо видно."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6. Соотнесите выводы с продажами игр на других платформах."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Диаграмма рассеяния продажи - отзывы критиков PS4\n",
"fig, ax = plt.subplots(figsize=(12, 4))\n",
"# данные для отображения\n",
"tmp = dfa[dfa['platform'] != 'PS4'].groupby('name').agg('median')\n",
"tmp2 = dfa[dfa['platform'] != 'PS4'].groupby('name').agg('median')\n",
"\n",
"# скаттер для двух показателей\n",
"ax.scatter(x = tmp['sales'], y = tmp['critic_score'], alpha=0.3)\n",
"ax.scatter(x = tmp2['sales'], y = tmp2['user_score'], alpha=0.3)\n",
"\n",
"# Легенда\n",
"ax.legend(['отзывы критиков','отзывы пользователей'])\n",
"\n",
"\n",
"# подписи к осям\n",
"plt.xlabel(\"Продажи, млн. дол. США\")\n",
"plt.ylabel(\"Отзывы\")\n",
"\n",
"\n",
"# Название графика\n",
"plt.title(\"Влияние отзывов пользователей и критиков на продажи игр на всех платформах, кроме PS4. Диаграмма рассеяния\")\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7fv06V1aXfXf27Fk2YcIEpqenxzQ1NdmoUaNYdnY2r66VlRXz8/Njx44dY+3bt2cikYg5OjqymJgYqXjy8/NZWFgYs7OzY6qqqszQ0JB16dKFffvtt9yjLbU9FutyTEi2T3WTZLmVHydKS0ur8vMrbydXV1dWUVHBlct6bIX8t1A3eoTUo5SUFNjY2OCbb77B7NmzFR1OvYuOjsa4ceNw9erVGlstrK2t0a5dO/z555/vKbr6J7kpjXrwIRJ0TZMQQgipJbqmSQghVah8LZMQgJImIYRU6fPPP1d0CKSRoWuahBBCSC3RNU1CCCGklihpEkIIIbVESZMQ0qQUFBTweo7KycnhjR1KyL9B1zQJIU2KWCyGjo4OIiMj0aNHD25kmqNHjyo6NNIE0N2zhJAmRSgUYsmSJQgKCkJFRQW0tbVx+PBhRYdFmgg60ySENEnPnj3D06dP0aZNG+jq6io6HNJEKPSa5uLFiyEQCGBsbMwbMQEAfv75ZwgEAggEAmRlZfHm/fXXX+jevTtatGgBLS0t+Pn54c6dO7w6I0eOhIGBAW+IpujoaAgEAt5IDjExMVBSUkJkZKRUfNbW1lwMlSdJl1qMMVhbW2PgwIFS7y0uLoaOjg4mTpxY7TYoLy/HsmXLYGtrC5FIBGtra8yfP58b7aNyLP7+/lLvnzZtmsxhwNLS0hASEgITExOIRCK0bdsW27dv59U5c+YMBAIB9u/fL/V+TU1NrgsxQPa2u3PnDvT09ODv78+NRPHq1SvMnj0bzs7O0NTUhLa2Nnx8fJCQkCDzswUCAeLj46ViFwqFUrGNHTtWamitp0+fQl1dXSo2WcaOHStzf0qmM2fO8OrHxMSgY8eOUFdXh6GhIUaPHs0buaSyqpZZOSaBQFDtYMUAcOHCBXTr1g2GhoZQU1ND69at8cUXX6C4uJhX7/HjxwgICIC+vj40NDTQuXNnqbOpyttYIBBAJBLBwcEBERERvA7fnzx5gilTpuCDDz6Auro6DAwMEBAQwItdsv+rmyp3NZeYmIiPP/4Y+vr6UFNTQ6dOnXDo0CGZ69yzZ88alwe8HVWmX79+0NHRgYaGBry8vHDx4kVeHcl3CgC0bNkSnp6eUFZWhqmpqcx9XBspKSlS8eTn56Njx46wsbFBeno6r963336LtWvXwsrKCurq6vDy8uKNmAPU/liu6jtIMkmWIStGAJg6dSoEAoFcf8tA/R5nskje++5+8fPzg0AgwOLFi6t9vyI0iubZ/Px8/Pnnnxg8eDBXFhUVBTU1Nakvi127diE4OBje3t5YuXIlioqKsGnTJnTr1g03btzgDqLt27ejd+/e8PPzQ1xcHPT09KQ+98qVKwgODsbMmTOrTG6urq7cA87Jycm8sR0FAgFGjx6NVatW4dWrV9DX1+fm/fHHH8jLy8Po0aOrXfdPPvkEO3bswMcff4zPP/8ccXFxiIiIwL1793hDKtVFZmYmOnfuzH1JGxkZ4a+//sL48eORl5fHjSTybzx9+hT9+vWDo6Mj9u3bB2Xlt4fS48ePcfDgQQQEBMDGxgaZmZmIjIyEl5cX7t69C3Nzc95y1NTUEBUVhfXr13NlO3bsgKqqqtS+lyU8PLxW9SREIhG2bdvGK7t69Sq+++47Xpmkj9X//e9/iIiIQGZmJtavX4+LFy/ixo0bMs9cBg8ejCFDhgAAzp8/jy1bttQ6Lon8/Hy0adMGw4YNg4aGBmJjY7Fq1SoUFRXh+++/B/B2/3bp0gVFRUWYPn06DAwMsGPHDgwYMAD79+/n/R0BwPz589GmTRu8efMGe/fuxfz582FsbIzx48dz63/p0iWMGDECLVu2REpKCjZt2oSePXvi7t270NDQQI8ePbBr1y5umV9//TUA4Msvv+TKunTpAuDtF3DXrl1hYWGBefPmoUWLFti3bx8GDRqEAwcOSMUHAI6OjtyysrKyMHPmTN78v//+Gz4+PujYsSMWLVoEJSUlREVFoXfv3jh//jzc3d2r3KarV69GZmZmrfdBTcrKyjB06FCkpqbi4sWLMDMz483fuXMn8vPzMXXqVBQXF2P9+vXo3bs3bt26BRMTkyqXK+tYXrduHTeKzr1797B8+XJufwJvf9xW5eHDhzKHCXxXVX/L9X2c1da5c+dw5MiROr3nvVJQR/GMsf8bYSAwMJD5+/tz5U+ePGFKSkosMDCQAWAvX75kjL0dCUFXV5eFhobylpORkcF0dHSkyjMzM5m1tTXr1asXKy0t5UYeSE5OZqmpqczU1JQNGDCAicVimfGZm5vz4rp69arUCAX3799nANimTZt47x0wYACztrbmjXDwrvj4eAaAffLJJ7zy2bNnMwDs77//5sokI0a8S9aoJ+PHj2dmZmYsKyuLVz5ixAimo6PDioqKGGP/N8KHrFEnWrRoIXPUhuTkZPbq1Svm5OTEPvjgA6nPKC4ultqeycnJTCQSsaVLl3Jlks8ODAxkBgYGrKSkhJtnb2/PRo4cKRXbuyOK3L59mykpKTEfHx8utuoEBwezFi1aSJXHxMTwRgwpLS1lxsbGrF27duzNmzdcvT///JMBYOHh4bz3l5WVMQBsyZIlMreXBGox6oosvr6+rF27dtzrGTNmMADs/PnzXFl+fj6zsbFh1tbW3PaXNYJLcXExU1JSYlOmTOHKJMdDZbGxsQwA27lzp8yYvLy8mJeXl8x5ffr0Yc7OzrwRayoqKliXLl2Yvb29VP2uXbuyXr16ca/fHQmkoqKC2dvbM29vb97fU1FREbOxsWEffvghV/buqC4vXrxgWlpa3DFS06gwslSOp6Kigo0aNYppaGiwuLg4mfXU1dXZs2fPuPK4uDgGgM2cOZMrk+dYrmpEnndjlBg2bBhr164ds7S0lOtvub6PM1lkvdfDw4PbDlWN/KNIjeKRk5CQEBw9ehQZGRkA3p5peHp6wsHBgVfvxIkTyMnJQWBgILKysrhJKBTCw8MDp0+f5tU3NjbG4cOHERcXhylTpnDlBQUF6N+/PwwNDbFnzx4oKcneDMXFxVBTU6s2dgcHB3h4eGD37t1c2atXr/DXX39h1KhRMptOJSS/pmbNmsUrl5zZynPzAmMMBw4cQP/+/cEY420nb29v5Obm4vr167z35Ofn8+q92xxeWXFxMQYMGICXL1/i6NGjMDAw4M0XiUTc9hSLxcjOzoampiY++OADqc8FgP79+0MgEHBNd+fPn8ezZ88wfPjwGtc1LCwMHTp0QEBAQI116+LatWt48eIFpkyZwtv/fn5+cHR0lNovpaWlAN6ue02Ki4uRlZWF7OxsVFRUVFnv1atXSE9Px8GDBxEbG4sePXpw844cOQJ3d3d069aNK9PU1MSECROQkpKCu3fv8paVm5uLrKwspKamYtWqVaioqOAN4qyurs79u6ysDNnZ2bCzs4Ourq7MfVadV69e4e+//8awYcN4x1V2dja8vb2RlJQk1cRdWlpa7baLj49HUlISRo4ciezsbG6ZhYWF6NOnD86dO1fltly2bBl0dHQwffr0Oq1HVebMmYPdu3dj3759VZ7dDho0CBYWFtxrd3d3eHh4VHv2VN/H8j///IOYmBhERERU+/1W3d9yfR9ntfHrr7/i6tWrWLFiRZ3e9z41iuZZV1dXtGvXDjt37sScOXMQHR2N+fPn4+nTp7x6kuuTVe2Id0eXB96OFP/mzRts27aNu64WEhKChIQEmJmZQSwWy1yWWCxGTk4OdHR0aow/KCgI06ZNw5MnT2BlZYWYmBiUlZVhzJgx1b7vyZMnUFJSgp2dHa/c1NQUurq6ePLkSY2f/a6XL18iJycHW7ZsqbJ58MWLF7zXISEhtV7+uHHjcPnyZaipqfGufUhUVFRg/fr12LhxI5KTk3nb990/SgBQUVHB6NGjsX37dnz88cfYvn07hg4dKnNfVnbhwgX88ccfOHXqFFJTU2sdf21ItrusQYYdHR1x4cIFXllOTg6A6pvKJH788Uf8+OOPAABVVVV4eHhgzZo1UsNsOTk5cU2KY8eO5TVfP3nyBB4eHlLLljTZPXnyBO3atePKKw/CrKSkhAULFmDo0KFc2Zs3bxAREYGoqCikpaXxrkPl5ubWuE6VPXz4EIwxLFy4EAsXLpRZ58WLF7ykkpOTAysrqyqXKfm7Dw4OrrJObm6u1CWY5ORkREZGYtOmTTX++K2NyMhIXL58GQDw+vXrKuvZ29tLlTk4OGDfvn0y6zfEsTxv3jx0794d/v7+VV5Hr+lvub6Ps5qIxWLMnz8fo0aNQvv27Wv9vvetUSRN4O0X98aNG+Hu7o6MjAwMGzYMq1ev5tWR/JrctWsXTE1NpZYhaYuXEIvFmDJlCjw9PTF8+HB89tlnAIDbt2/j0KFDGDNmDMLDw3kPQkukpqaioqJC6mK9LCNGjMDMmTOxe/duzJ8/Hz/99BM6depUq5HdAVR7NlpXkm00evToKr9k3j0gw8PD0b17d15Z//79Zb73+vXr+P333zFt2jRMmDABf//9N2/+8uXLsXDhQoSEhGDZsmXQ19eHkpISZsyYUeXZQEhICNzc3HD//n3ExMRUecNIZV988QW8vb3Ru3dvhY91KGkhkXVMvmvgwIGYNm0aGGNITk7G0qVL4e/vj6SkJGhpaXH1YmJikJeXh3/++QcrVqyAhYUFvvrqK7ni+/bbb+Hi4oKysjJcvXoVX331FZSVlbFo0SIAwKeffoqoqCjMmDEDnp6e0NHRgUAgwIgRI6o9G5ZFUn/27Nnw9vaWWefdH4kZGRlV1q28zG+++Qaurq4y68j6wfLll1/C3t4ewcHBOH/+fG3Cr9bly5fx9ddf4+rVq5g5cyb69esHQ0PDf73c+j6Wjx8/jpMnTyI2NrbaejX9LddVTcdZTX788UekpKTg2LFj/yqOhtZokuaoUaMwZ84cfPbZZ/j44495XyAStra2AN42u/bt27fGZW7cuBE3b97EP//8AxcXF9y+fRtbt27Ftm3b0L9/f3z11VeYMWMGxo0bBxcXF957r127BgA1DrQLAPr6+vDz88Pu3bsxatQoXLx4UWYifpeVlRUqKiqQlJTE/XoD3l6Ar+nXd1WMjIygpaUFsVhcq20EvB3+6N26QqFQZt1t27ZhwIABEAqF8Pf3x48//si70L9//3706tWLO5uSyMnJqfILxtnZGW5ubhg2bBiMjIzQq1cvnD17tsp4JU2WdW06rC3Jdr9//75Uq8b9+/el9oukmaryPqxKy5YtedtaU1MTo0aNwo0bN3hNsJIfMZXvIpw3bx40NTVhZWWF+/fvSy07MTGRF79Ex44d0bNnTwCAj48P0tLSsHLlSixcuBBKSkrYv38/goODeT9Si4uLuTPoumjdujWAty0ItTn+nj17xt38VBXJ3722tnatj+kbN27gl19+wcGDB6s8lusqJCQE8+fPx/Pnz+Hk5ISZM2fybo6SqHzHvsSDBw9k/gCv72OZMYZ58+Zh8ODB6Ny5c7V1a/pbru/jrDpFRUVYsmQJpkyZItf33vvUKK5pAm8Tz8CBA3Hz5s0qmwu9vb2hra2N5cuXSz2iArxtmpTIzMzEwoULMW3aNC4hSu7uk/x/8uTJcHFxwZQpU6RujY6JiYGuri68vLxqFf+YMWNw9+5dzJkzB0KhECNGjKjxPb6+vgAglWDXrFkD4O0XZl0JhUIMHToUBw4ckLrNHeBvI3lU/jIfMWIE5syZw7szUSgUytyWVT2qIRESEoKbN29yj4VURdKEM3LkyCrPOv6tTp06wdjYGJs3b+Y9+vPXX3/h3r17Uvtl7969MDMzq1XSfJfkLKq6L/asrCxUVFRwx7yvry+uXLnCO5MoLCzEli1bYG1tDScnp2o/882bNygvL+ea5GTts++//77KSxfVMTY2Rs+ePREZGck9ilHZu8ffL7/8AqDqSy7A2y9jW1tbfPvtt9ydpNUtE3jbPNm1a1cMGDCgrqtQJcmxb25ujpUrV+Knn37C8ePHpeodPHiQd7xfuXIFcXFx8PHx4dVriGP5l19+wc2bNxEREVFj3Zr+luv7OKvO+vXrUVhYyLsbu7FqNGeawNvb/Dds2FDlGYm2tjY2bdqEMWPGoEOHDhgxYgSMjIyQmpqKw4cPo2vXrvjhhx8AvG0e0tDQwNKlS6v8PKFQiI0bN8LT0xNRUVEICQlBZmYmvvvuO8TExKBHjx44cOAAVz85ORkAEBsbiw4dOvCaOf38/GBgYICYmBj4+PjA2Ni4xvV1cXFBcHAwtmzZgpycHHh5eeHKlSvYsWMHBg0ahF69evHqSy7YVya5BnL06FG4u7tDX18fK1aswOnTp+Hh4YHQ0FA4OTnh1atXuH79Ok6ePIlXr17VGFttrF+/Hm3atMGnn37KXa/x9/fH0qVLMW7cOHTp0gW3bt3C7t27uTOQqoSGhiIgIKDGa8jPnj2Dqqpqg96SrqKigpUrV2LcuHHw8vJCYGAg98iJtbU19zjEtWvXsHDhQhw9ehSbN2+uVTN7amoqjh49yjXPfv3117CysoKbmxsAYMqUKVBRUcEHH3wAJSUlXLhwAXv27IG/vz93zW7evHn4+eef4ePjg+nTp0NfXx87duxAcnIyDhw4IPWr/sSJE3j27BnXbLZ7924MGDAAqqqqAN7us127dkFHRwdOTk6IjY3FyZMnZV6Dro0NGzagW7ducHZ2RmhoKFq3bo3MzEzExsbi2bNnSEhIQGZmJhYtWoRt27ZhxIgRcHR0rHJ5SkpK2LZtG3x8fNC2bVuMGzcOFhYWSEtLw+nTp6GtrY0//viD957jx49LPcP5rjNnzqBXr15YtGhRnZ8HnDBhAvbs2YNJkybh9u3b0NDQ4ObZ2dmhW7dumDx5MkpKSrBu3ToYGBhg7ty5vGU0xLF8/PhxhIaG1vrSkISsv+X6Ps5qivvrr7+W+5h7rxR12y5j/3d7uOSRktrOP336NPP29mY6OjpMTU2N2drasrFjx7Jr164xxhg7c+YMA8D27NnDe5+sxwAYYyw0NJQZGhqy7Oxs7hbomiZZt0JPmTJF5udWp6ysjC1ZsoTZ2NgwFRUVZmlpycLCwni36zP29pGTmmKqfNt2ZmYmmzp1KrO0tGQqKirM1NSU9enTh23ZsoW3HSHHIyeV7dixgwFghw4dYoy9vdX8888/Z2ZmZkxdXZ117dqVxcbGSj2iUN1nVzU/ODiYAWCfffYZr25Vsb2rto+cSOzdu5e5ubkxkUjE9PX12ahRo3iPEqxcuZL973//Y7t375ZaZlWPnEgmgUDATE1N2ZAhQ9i9e/e4Ops2bWLOzs6sRYsWTFNTkzk5ObElS5awgoIC3vIfPXrEPv74Y6arq8vU1NSYu7s7+/PPP3l13j2WlZWVmZWVFZs+fTp7/fo1V+/169ds3LhxzNDQkGlqajJvb2+WmJjIrKyseMdAZdU9ciKJLygoiJmamjIVFRVmYWHB/P392f79+xljjF28eJHZ2dmxxYsX8x43Ykz24xOMMXbjxg02ZMgQZmBgwEQiEbOysmLDhg1jp06d4upIvjMGDhwoc1tU3sd//PEHA8A2b95c5XpUF8/9+/eZmpoa9yiJpN4333zDVq9ezSwtLZlIJGLdu3dnCQkJvPfKcyzX5pETdXV1lpaWxpv37n6s7d8yY/V7nMkiea+ZmRkrLCzkzavqe1bRqBu9d0h+fVa3WSS9ebz763TmzJn48ccfkZGRwfvl+T4IBAKcPn2au6ZACKne3Llz8fPPP+Phw4e1elyoJikpKbCxscE333yD2bNn10OEpDFqNNc0/+uKi4vx008/YejQoe89YRJC6u706dNYuHBhvSRM0nw0qmuajYGJiQlGjRpVbZ0uXbpw111fvHiBkydPYv/+/cjOzuYea3nfvL29ed34EUKqd/XqVUWHQP6DKGm+o02bNvjpp5+qrTNhwgTu33fv3sWoUaNgbGyM7777rsHu6KwJjRVICCENj65pEkIIIbVE1zQJIYSQWnpvzbPFxcV49eoVlJWVa/UMIyGEENLYNOiZ5smTJzFgwADo6upCXV0dFhYWCrtRhhBCCPm3Gixpbty4kRuKav369Thx4gROnDhRbQ89hBAi4e/vX6sBE0jTIxAIuElJSQnm5ub46KOPcObMGV690tJSrF+/Hm5ubtDW1oauri7atm2LCRMmcH3kyvL1119DIBDwRmmprQZpnk1KSsKsWbMwYcIEbNy4sV5H8SCEENL0ffjhhwgKCuK6nNy4cSN69+6Nw4cPc/34Dh06FH/99RcCAwMRGhqKsrIyJCYm4s8//0SXLl1kds/47NkzLF++HC1atJArrgZJmt999x1MTU3x3XffUcIkhBBSZw4ODhg9ejT3evDgwWjfvj3WrVsHHx8fXL16FX/++Se+/vprzJ8/n/feH374ocpRembPno3OnTtDLBYjKyurznHVuXn2xo0b8PHxgba2NjQ1NdGnTx9uYFaJy5cvo2PHjpgyZQpMTEwgEonQrl07bN26lauTk5PDOwUXCAT49ttva/z8nJwczJgxA5aWlhCJRLCzs8PKlSt54/6lpKRwyzx48CDv/cXFxdDT05P6vCdPnmDKlCn44IMPoK6uDgMDAwQEBCAlJYX3/ujoaAgEAqiqqkqNrhAbG8t9rmRoMQDo2bOnVPd2V69e5erWpGfPnlLbqvJUOUZra2v4+/vj+PHjcHV1hZqaGpycnPDrr79KLffx48cICAiAvr4+NDQ00LlzZxw+fFhmDIsXL5b52e+u1/nz5xEQEIBWrVpBJBLB0tISM2fOxJs3b3j1Ro4cCQMDA94wSpJtW3l9YmJioKSkhMjIyGq3keS9lbc78HaEEMnQWhK13deyVD62BAIBVFRUYG1tjTlz5qC0tJRXNycnBzNnzoS1tTVEIhFatmyJoKAg3h9qSUkJFi1aBDs7O257zZ07lze6SlRUFAQCAbZv385b/vLlyyEQCGrs8Nva2rra4+ddkm1Z3b5+9eoVZs+eDWdnZ2hqakJbWxs+Pj7cQO/A2y4pq/vcd/fLrl27YGlpCV1dXd4oHXv37oW5uTkMDQ2xcuVKqXhrcxxLYtm7dy/mz58PU1NTtGjRAgMGDJAa7F7y91Z5UGWJiRMnymzW+/bbb9GlSxcYGBhAXV0dHTt2xP79+3l16mM/jh07llc2YcIEqKmp8Zot6/s7oPJ+jI+P581LS0uDUCiEQCCQWt/ExER8/PHH0NfXh5qaGjp16lSrsXKr4uzsDENDQ27gjEePHgEAunbtKlVXKBTK7Pz93Llz2L9/f62GbqxSXTqqvX37NmvRogUzMzNjy5YtYytWrGA2NjZMJBKxy5cvc/VsbGy4jns/++wz9t1337HevXszACwiIoIxxlhpaSnbtWsX27VrF1u7di3X0XF1CgsLWfv27ZmBgQGbP38+27x5MwsKCmICgYDX8bGk82I1NTU2YMAA3jJ2797N1NTUpD4vJiaGubi4sPDwcLZlyxY2f/58pqenx6ysrHgdCUs6O1ZTU2Nr1qzhLTs0NJRb9tWrV7lyWZ1b9+rVi+vguCZeXl6sZcuW3PaSTIGBgVIdL1tZWTEHBwemq6vL5s2bx9asWcOcnZ2ZkpISO378OFcvIyODmZiYMC0tLfbll1+yNWvWMBcXF6akpMR+/fVXqRgkHWFv2rSJ+/yWLVtKrdenn37KfH192fLly1lkZCQbP348EwqF7OOPP+bVe/PmDfP09GT29vbs1atXvG0rWZ+4uDimrq7OZs2aVeM2kry38nZnjLGXL19Kdfxc230ti+TYmjBhAtu1axfbtm0bCwgIYADYggULuHr5+fmsXbt2TCgUstDQULZp0ya2bNky9r///Y/duHGDMcaYWCxmH330EdPQ0GAzZsxgkZGRbNq0aUxZWVmqw3F/f3+mo6PDUlNTGWOM3bx5k6mqqrLx48fXuG2srKyYq6ur1PHz4Ycfyjz+JNty7dq1XF1HR0fevr569SqztbVl8+bNY5GRkWzp0qXMwsKC6ejocB2GZ2Rk8D6ve/fuzNDQkFcm6cj8woULTCAQsK5du7IffviBeXh4MCMjI67T+u+//571799fakCE2h7Hko7BnZ2dWfv27dmaNWvYvHnzmJqaGnNwcGBFRUVcXS8vL6ampsaUlZVZZmYmV15UVMQNEtG2bVveNmvZsiWbMmUK++GHH9iaNWuYu7s7AyDVufm/3Y+VO14PDw9nSkpKUoMe1Pd3gGTbqampsenTp/M+6+uvv+a+8yrHcfv2baajo8OcnJzYypUr2Q8//MB69OjBBAKBzO+XdwFgU6dO5ZW9evWKCYVC1rlzZ8YYY5cuXWIAWGhoKCsrK6txmeXl5ax9+/Zs4sSJjLG3+/nd/VgbdUqagwYNYqqqquzRo0dc2fPnz5mWlhbr0aMHVyYZkSM6OpoXcJ8+fZhIJGJZWVm85VYeHaA6y5YtYy1atGAPHjzglc+bN48JhULuQJQsLzAwkCkrK7OMjAyubp8+fdjIkSOlPq/yH41EbGwsA8B27tzJlUm+UAIDA5mzszNXXlhYyLS1tbllV5c0jxw5wgCwfv361Tppytq533zzjcykCYAdOHCAK8vNzWVmZmbMzc2NK5sxYwYDwM6fP8+V5efnMxsbG2Ztbc3EYjHvs+bPn88A8PZd27ZtpZKmrO0YERHBBAIBe/LkCa88MzOTWVtbs169erHS0lJe0kxNTWWmpqZswIABUrHIUpekWdt9LUtVI16Ym5szX19f7nV4eDgDIPMLoqKigjHG2K5du5iSkhJvHzDG2ObNmxkAdvHiRa4sPT2d6evrsw8//JCVlJQwNzc31qpVK5abm1ttvIy9PSb8/PykyqdOnSrz+Nu6dSsDwNtf7x7DxcXFUvslOTmZiUQitnTpUplxBAcHMysrK5nzBgwYwGxsbLjRfSTHooaGBnv8+DFj7O1269q1K3NxceHeV9vjWPLFb2FhwfLy8ri6+/btYwDY+vXreevatm1b1r59e/btt99y5ZIfit27d5f6e3z3mCotLWXt2rVjvXv35pX/2/0oSZqRkZEMAPv+++9l1qvP7wDJtgsMDGQGBga8UWns7e2577zKSbNPnz7M2dmZN1pTRUUF69KlC7O3t69xXQGw8ePHs5cvX7IXL16wuLg41qdPHwaArV69mluel5cXA8BMTExYYGAg27Bhg9T3jMQPP/zAdHR02IsXLxhj8ifNWjfPisViHD9+HIMGDeKNjWhmZoaRI0fiwoULyMvL48pNTEwwZswY7rVQKMSMGTNQUlKCkydPyvyMoqIiZGVl4fXr1zJHGYmJiUH37t2hp6eHrKwsburbty/EYjHOnTvHq9+hQwe0bduWG139yZMnOH36tFQTBwCoq6tz/y4rK0N2djbs7Oygq6src1T1MWPGIDExkWsOPHDgAHR0dNCnTx+Z6ybBGENYWBiGDh0KDw+PauvKy9zcHIMHD+Zea2trIygoCDdu3EBGRgYA4MiRI3B3d0e3bt24epqampgwYQJSUlJw9+5d3jKLi4sBAGpqatV+duXtWFhYiKysLHTp0gWMMdy4cYNX19jYGIcPH0ZcXBymTJnClRcUFKB///4wNDTEnj17ahz1vbLc3FzesSFr7NC67mtZCgoKkJWVhbS0NGzZsgUZGRm8fX/gwAG4uLjw9oOEpEk0JiYGbdq0gaOjIy9myYDMp0+f5t5jamqKDRs24MSJE+jevTvi4+Oxfft2aGtr127D1IGkmbm6jsxFIhG3X8RiMbKzs6GpqYkPPvig1tuwslOnTsHX15f7TE1NTTg5OcHIyAg2NjYAwDWZJiQkIDs7G0Ddj+OgoCBoaWlxrz/++GOYmZnJbBodN24coqKiuNdRUVEIDg6WeTxWPqZev36N3NxcdO/eXWpb1Md+/P333zFlyhTMmTMH06ZNk1mnIb4D+vfvD4FAwDWxnj9/Hs+ePcPw4cN59V69eoW///4bw4YNQ35+PndcZ2dnw9vbG0lJSTUOSg8AP/74I4yMjGBsbAwPDw9cvHgRs2bNwowZMwC8PR6OHTuGr776Cnp6evj5558xdepUWFlZYfjw4bxrmtnZ2QgPD8fChQthZGRU42dXp9bfRi9fvkRRUZHMwU3btGmDiooK7tqAQCCAg4OD1MElGdm+qmtHixYtgpGREde+7ufnx7vmlZSUhKNHj8LIyIg39e3bF8DbztPfVfnAj46ORpcuXWBvby9V782bNwgPD+eulRoaGsLIyAg5OTnIzc2Vqm9kZAQ/Pz/u+sT27dur/IOqbPfu3bhz5w6WL19ebb1/w87OTupalYODA4D/2/ZPnjypcl9K5leWlZUFFRWVGkdwSU1NxdixY6Gvrw9NTU0YGRnBy8sLAGRux7y8PLx58wbbtm3Dxo0bAQAhISHcF6NYLK7FGv+fvn378o4NWetY130ty6effgojIyO0bNkSEydORHBwMDc4NfD2ektNt7MnJSXhzp07UsezZF+9ezyPGDECfn5+uHLlCkJDQ2v8gSYvyZeNpqZmlXUqKiqwdu1a2Nvb87bhzZs3a70NJV6/fo3CwkJYWFjUWFdSR/JdU9fj+N2/fYFAADs7O5nfSaNGjcKDBw9w5coVpKSk4MyZMzJ/cAPAn3/+ic6dO0NNTQ36+vowMjLCpk2bZG6Lf7Mf4+PjERgYCLFYXO1g8g3xHaCiooLRo0fzvvOGDh0qlfAfPnwIxhiXoCpPixYtAiD7u/pdAwcOxIkTJ3Dy5EnExcUhKysLq1ev5n3HikQifPnll7h37x6eP3+On3/+GZ07d8a+fft4PygWLFgAfX19fPrppzV+bk0a5O7Zyr+66mLChAkICAiAWCzGvXv3sGTJEgwaNAh37twB8PYP9cMPP5QaAV1CclBUNnr0aMydOxeXL1/Gjh07sGDBApnv/fTTTxEVFYUZM2bA09MTOjo6EAgEGDFiBO8mo8pCQkIQFBSETz/9FOfOncO2bdtw/vz5KtevtLQUCxcuxPjx42XG2pilpKSgVatW1d64JBaL8eGHH+LVq1f44osv4OjoiBYtWiAtLQ1jx46V2o5isRhTpkyBp6cnhg8fznV8cfv2bRw6dAhjxoxBeHh4nS7ab9iwgbdt8/LyMHToUF4defb1u+bMmYOPPvoIYrEYd+7cwdKlS8EY452Z1KSiogLOzs5Ys2aNzPmWlpa819nZ2VzLxt27d1FRUVGns/DaysjIgKamZrW35C9fvhwLFy5ESEgIli1bBn19fSgpKWHGjBm13oYSklaMunj3xrKGYGRkhP79+yMqKgomJibo2rUr7OzspOqdP38eAwYMQI8ePbBx40aYmZlBRUUFUVFR2LNnj1T9f7MfExIS4OPjgz59+mDOnDkYPXr0ex1DNyQkBG5ubrh//z5iYmJk3tgj2f+zZ8+Gt7e3zOXI2o7vatmyJXdCVBtmZmYYMWIEhg4dirZt22Lfvn2Ijo5GcnIytmzZgnXr1uH58+dc/eLiYpSVlSElJQXa2tq1HiWq1knTyMgIGhoauH//vtS8xMREKCkpcX/kNjY2uH79utTBIHnYtKoHlu3t7bmN5O3tjTdv3mD+/PlITU1Fq1atYGtri4KCgjptSAMDAwwYMAATJ07EixcvMGzYMJm3Ge/fvx/BwcFYvXo1V1ZcXFzlbcsA4OPjAzU1NYwYMQLdunWDra1ttUlz48aNePHihdTg1fVN8kuvcoJ78OABgP/b9lZWVlXuS8l8ifLyciQkJKBfv37Vfu6tW7fw4MED7NixA0FBQVz5iRMnZNbfuHEjbt68iX/++QcuLi64ffs2tm7dim3btqF///746quvMGPGDIwbNw4uLi61Wnd3d3d06tSJe11f+/pdTk5OvGO1pKQE8+fPx9dffw1zc3PY2tri9u3b1S7D1tYWCQkJ6NOnT63uop46dSry8/MRERGBsLAwrFu3DrNmzap1zLV19+5d7myjKvv370evXr3w448/8spzcnK4YfNqy9DQECoqKrwvtKpImvXMzc0B1O04BsBruQLeXi55+PAh2rdvL/PzQkJCMGrUKOjo6FT5d3vgwAGoqanh2LFjvCbtqn5A/Zv96OzsjJiYGKirqyMmJgYTJkzAzZs3pS6b1Pd3QOXPd3Nzw7Bhw2BkZIRevXrh7NmzvDqSy3cqKip1+q6uLyoqKmjfvj2SkpK4SygVFRWYPn06pk+fLlXfxsYGn332Wa1/nNf6Z6pQKMRHH32E33//ndeUkZmZiT179qBbt27cabqvry8yMjKwd+9erl5FRQXWr18PkUhU6w0p+QUqFAoBAMOGDUNsbCyOHTsmVTcnJwfl5eUylxMSEoKbN28iICCgyiYnoVAodR31+++/r7Z5UFlZGUFBQbh58yZCQkKqXZf8/Hx8/fXXmDlzJkxNTaut+289f/4cv/32G/c6Ly8PO3fuhKurK/fZvr6+uHLlCmJjY7l6hYWF2LJlC6ytreHk5MSVHz9+HLm5uRg4cGC1nyvZT5W3I2MM69evl6qbmZmJhQsXYtq0aVxC7NKlC+//kydPhouLC6ZMmSLzGre85NnXNZGc+UiuBw4dOhQJCQm8/SAh+exhw4YhLS2N9yhW5eUVFhZyr/fv34+9e/dixYoVmDdvHkaMGIEFCxZwX4T15enTp7h48SJ3XbUqsrZhTExMra5VvUtFRQWdO3fGkSNHuO1XUFCAu3fv4uXLl9z3DWMMv//+O1q1asV9odflOAaAnTt3Ij8/n3u9f/9+pKencw/Lv6tfv35o0aIFXr16hWHDhsmsI3nkovLxk5KSIvW4m+Tz/s1+7NChA1q0aAElJSVs27YNKSkpMntZq+/vgMok36djx46V+WPP2NgYPXv2RGRkJNLT06Xmv/uonrySkpKQmpoqVZ6Tk4PY2Fjo6enByMgI7dq1w2+//SY1tW3bFq1atcJvv/2G8ePH1/pz69Q8+9VXX+HEiRPo1q0bpkyZAmVlZURGRqKkpASrVq3i6o0fPx6bNm3C2LFjce3aNdjY2ODgwYM4deoUVqxYIfP5GQC4fv06fvrpJ1RUVODu3bv47rvv8L///Y+7jjFnzhwcOnQI/v7+GDt2LDp27IjCwkLcunUL+/fvR0pKisxfuf369cPLly+rvUbj7++PXbt2QUdHB05OToiNjcXJkyerjFVi2bJlmDNnDvT09Kqtd/36dRgaGlbZtFyfHBwcMH78eFy9ehUmJibYvn07MjMzeb98582bh59//hk+Pj6YPn069PX1sWPHDiQnJ+PAgQNcC8HevXsxe/ZsiEQivHnzhjfWaG5uLsRiMQ4ePIhBgwbB0dERtra2mD17NtLS0qCtrY0DBw7g9evXUjHOnj0bGhoa1XarKBQKsXHjRnh6eiIqKqrGHya1Je++riw2NhbKyspc8+z3338PNzc37lf8nDlzsH//fgQEBCAkJAQdO3bEq1evcOjQIWzevBkuLi4YM2YM9u3bh0mTJuH06dPo2rUrxGIxEhMTsW/fPhw7dgydOnXCixcvMHnyZPTq1Yu7TvPDDz9wN7VduHChXpppN23ahIiICGhoaMj8RV6Zv78/li5dinHjxqFLly64desWdu/ezbtJsC7mz58PHx8f9O3bFyNGjMDOnTtRUFAAoVAIf39/TJ48GcePH8eFCxewefNm7n21PY4l9PX10a1bN4wbNw6ZmZlYt24d7OzsEBoaKjMuoVCIe/fugTFWZXO1n58f1qxZg379+mHkyJF48eIFNmzYADs7O9y8eZOrV9/7sV27dvjiiy+wYsUKjBgxgne2XJ/fAe8KDQ1FQEAAdHR0qoxtw4YN6NatG5ydnREaGorWrVsjMzMTsbGxePbsGe95XnklJCRg5MiR8PHxQffu3aGvr4+0tDTs2LEDz58/x7p16yAUCmFoaCjzmVvJmaWsedWq6+22169fZ97e3kxTU5NpaGiwXr16sUuXLknVe/HiBQsJCWGGhoZMVVWVtWvXjm3dulXmMiW38UsmJSUl1rJlSxYcHMyePXvGq5ufn8/CwsKYnZ0dU1VVZYaGhqxLly7s22+/ZaWlpbzlVfUIi6z5r1+/ZuPGjWOGhoZMU1OTeXt7s8TERKlno6p6tKG6+ZLboteuXcurK3n2sSZ1feTEz8+PHTt2jLVv356JRCLm6Ogo9SwXY4w9evSIffzxx0xXV5epqakxd3d3qefKJLevVzdVfozg7t27rG/fvkxTU5MZGhqy0NBQlpCQwHtM48yZM1LP21XedpXXh7G3z78aGhqy7OzsKrdRXR45qe2+lqUux2p2djabNm0as7CwYKqqqly9yo/tlJaWspUrV7K2bdsykUjE9PT0WMeOHdmSJUu4xxCGDBnCtLS0WEpKCm/5v//+OwPAVq5cWW3MtX3kxN3dnQUEBLDExESpurIeOfn888+ZmZkZU1dXZ127dmWxsbEyn0mWqO6RE8YY+/HHH7lnPVesWMH8/PyYlZUV27t3LzMzM2P6+voyH2epzXEseWzi559/ZmFhYczY2Jipq6szPz8/qUcUanoUQdb8H3/8kdnb23N/b1FRUVJ/3/WxH989PouLi5mjoyP73//+x8rLy7l69fkdINl2st5f3fxHjx6xoKAgZmpqylRUVJiFhQXz9/dn+/fvr3Y9GZP9nOa7MjMz2YoVK5iXlxczMzNjysrKTE9Pj/Xu3btWnyHvIyc0CHUTY21tjXbt2uHPP/+st+UtXry4yrsGJXcU1qY3HULqwt/fH7dv366XY+vMmTPo1asXYmJi8PHHH//74Bqx+v4OIHw0CDUhhBBSS5Q0SbUGDx4MW1vbKuebmJjIfICfEEKaogZ5TpM0HWvXrq12fps2bWqsQwghTQWdaTYxKSkpdC2DNAl//vlnvV0r79mzJxhjjfZ65rlz59C/f3+Ym5vLHJ3pXenp6Rg5ciTX85qkazmA/x0QExMDR0dHqKmpwdnZucaRVEjNKGkSQoiCFRYWwsXFBRs2bKhV/ZKSEhgZGWHBggVVdvxx6dIlBAYGYvz48bhx4wYGDRqEQYMG1djpBqke3T1LCCGNiEAgwG+//Vbr5wd79uwJV1dXqR5thg8fjsLCQl7LU+fOneHq6sp71pXUDZ1pEkJIAygpKUFeXh5vqjy4eEOLjY2V6n3N29ub1wMQqTu6EYgQQuSg3qH6XpO+GKCPJUuW8MoWLVrU4H1PS2RkZMDExIRXZmJiwg0NRuRDSZMQQuRRQyf7YWFhUh2xVzdGKflvoKRJCCHyUBJWO1skEik0SZqamiIzM5NXlpmZ2eADRjR1dE2TEELkoSSsflIwT09PnDp1ild24sQJeHp6KiiipoHONAkhRB6C+jvnKCgowMOHD7nXycnJiI+Ph76+Plq1aoWwsDCkpaVh586dXJ34+HjuvS9fvkR8fDxUVVW5Ib0+++wzeHl5YfXq1fDz88Mvv/yCa9euYcuWLfUWd3NEj5wQQogc1LvMr3b+m0vLa70sSYfy7woODkZ0dDQ3KMKZM2e4ebLGsrSysuJ1CBETE4MFCxYgJSUF9vb2WLVqFXx9fWsdF5FGSZMQQuSg3m1htfPfXFj2niIh7xM1zxJCiDxquHuWNE2UNAkhRB5K9PXZHNFeJ4QQeQgVf4csef8oaRJCiDyoebZZoqRJCCHyaATPYpL3j5ImIYTIg5Jms0RJkxBC5FGPnRuQ/w5KmoQQIg8602yWKGkSQog8KGk2S5Q0CSFEHtQ82yxR0iSEEHnQmWazREmTEELkQUmzWaKkSQgh8qDODZolSpqEECIHJSW6ptkcUdKsJ2KxGAKBoNH8ITW2eAhpagRKdKbZHDXpb1Rra2usW7eOV+bq6orFixeDMYbFixejVatWEIlEMDc3x/Tp07l6JSUlmD17NiwsLNCiRQt4eHjwBoCNjo6Grq4uDh06BCcnJ4hEIqSmplYbz5kzZ+Du7o4WLVpAV1cXXbt2xZMnT7j5f/zxB/73v/9BTU0NhoaGGDx4MDfv9evXCAoKgp6eHjQ0NODj44OkpKQa46lpPQgh8hEIBNVOpGlq0kmzOgcOHMDatWsRGRmJpKQkHDx4EM7Oztz8adOmITY2Fr/88gtu3ryJgIAA9OvXj5eoioqKsHLlSmzbtg137tyBsbFxlZ9XXl6OQYMGwcvLCzdv3kRsbCwmTJjA/XEdPnwYgwcPhq+vL27cuIFTp07B3d2de//YsWNx7do1HDp0CLGxsWCMwdfXF2VlZdXGU5v1IITUnZKSUrUTaZoEjDGm6CAairW1NWbMmIEZM2ZwZa6urhg0aBC0tbURGRmJ27dvQ0VFhfe+1NRUtG7dGqmpqTA3N+fK+/btC3d3dyxfvhzR0dEYN24c4uPj4eLiUmMsr169goGBAc6cOQMvLy+p+V26dEHr1q3x008/Sc1LSkqCg4MDLl68iC5dugAAsrOzYWlpiR07diAgIEBmPLVZD1lKSkpQUlLCKxOJRBCJRDWuJyHNhe4o6b/VynJ2j35PkZD3qdn+HAoICMCbN2/QunVrhIaG4rfffkN5eTkA4NatWxCLxXBwcICmpiY3nT17Fo8ePeKWoaqqivbt29fq8/T19TF27Fh4e3ujf//+WL9+PdLT07n58fHx6NOnj8z33rt3D8rKyvDw8ODKDAwM8MEHH+DevXtVxlPb9XhXREQEdHR0eFNERESt1pOQ5oKaZ5unJn0jkJKSEt49kZY0Z1paWuL+/fs4efIkTpw4gSlTpuCbb77B2bNnUVBQAKFQiH/++QfCdwaa1dTU5P6trq5epz+OqKgoTJ8+HUePHsXevXuxYMECnDhxAp07d4a6uvq/WFPZ8dR2Pd4VFhaGWbNm8croLJMQPmqCbZ6adNI0MjLinc3l5eUhOTmZe62uro7+/fujf//+mDp1KhwdHXHr1i24ublBLBbjxYsX6N69e73G5ObmBjc3N4SFhcHT0xN79uxB586d0b59e5w6dQrjxo2Tek+bNm1QXl6OuLg4XvPs/fv34eTkVO1nybMe1BRLSM3o7tnmqUknzd69eyM6Ohr9+/eHrq4uwsPDuTOu6OhoiMVieHh4QENDAz/99BPU1dVhZWUFAwMDjBo1CkFBQVi9ejXc3Nzw8uVLnDp1Cu3bt4efn1+dY0lOTsaWLVswYMAAmJub4/79+0hKSkJQUBAAYNGiRejTpw9sbW0xYsQIlJeX48iRI/jiiy9gb2+PgQMHIjQ0FJGRkdDS0sK8efNgYWGBgQMHVvmZDg4O9b4ehJC3qAm2eWrS7QthYWHw8vKCv78//Pz8MGjQINja2gIAdHV1sXXrVnTt2hXt27fHyZMn8ccff8DAwADA26bUoKAgfP755/jggw8waNAgXL16Fa1atZIrFg0NDSQmJmLo0KFwcHDAhAkTMHXqVEycOBEA0LNnT8TExODQoUNwdXVF7969ceXKFe79UVFR6NixI/z9/eHp6QnGGI4cOSJ1E9O76ns9CCFvCZQE1U6kaWrSd88SQkhDMQ3dX+38jK0fv6dIyPvUpJtnCSGkoVDzbPNESbMeVXdH6l9//VXvNxURQhSHmmCbJ0qa9Sg+Pr7KeRYWFu8vEEJIg6NHTpon2uv1yM7OrsqpPp7DJIQ0HvXZucG5c+fQv39/mJubQyAQ4ODBgzW+58yZM+jQoQNEIhHs7OwQHR3Nm7948WKpmBwdHesUF5FGSZMQQuRQn3fPFhYWwsXFBRs2bKhV/eTkZPj5+aFXr16Ij4/HjBkz8Mknn+DYsWO8em3btkV6ejo3XbhwoU5xEWnUPEsIIXKoz+ZZHx8f+Pj41Lr+5s2bYWNjg9WrVwN42wHKhQsXsHbtWnh7e3P1lJWVYWpqWm9xEjrTJIQQudTUPFtSUoK8vDze9O5ACPKKjY1F3759eWXe3t6IjY3llSUlJcHc3BytW7fGqFGjahy+kNSMkiYhhMihpubZhhz4ICMjAyYmJrwyExMT5OXl4c2bNwAADw8PREdH4+jRo9i0aROSk5PRvXt35Ofn10sMzRU1zxJCiByUarhuqeiBDyo397Zv3x4eHh6wsrLCvn37MH78+PcWR1NDSZMQQuRQ0x2yDTnwgampKTIzM3llmZmZ0NbWrvJOfV1dXTg4OODhw4cNElNzQc2zhBAiByUlQbVTQ/L09MSpU6d4ZSdOnICnp2eV7ykoKMCjR49gZmbWoLE1dZQ0CSFEDkKhoNqpLgoKChAfH891kJKcnIz4+Hjuxp2wsDBuRCQAmDRpEh4/foy5c+ciMTERGzduxL59+zBz5kyuzuzZs3H27FmkpKTg0qVLGDx4MIRCIQIDA//9yjdj1DxLCCFyqM+uZ69du4ZevXpxryXXQoODgxEdHY309HTena82NjY4fPgwZs6cifXr16Nly5bYtm0b73GTZ8+eITAwENnZ2TAyMkK3bt1w+fJlGBkZ1V/gzRCNckIIIXJwXnii2vm3ln34niIh7xOdaRJCiByo79nmiZImIYTIgUYGa54oaRJCiBwa+g5Z0jhR0iSEEDnQINTNEyVNQgiRA51pNk+UNAkhRA6UNJsnSpqEECIHap1tnihpEkKIHOhMs3mipEkIIXKgpNk8UdIkhBA50N2zzRMlTUIIkQOdaTZPlDQJIUQOlDSbJ0qahBAiB2qebZ4oaRJCiByEdKbZLFHSJIQQOVDzbPNESZMQQuRAObN5oqRJCCFyoDPN5omSJiGEyEFINwI1S5Q0CSFEDnT3bPNESZMQQuRAd882T5Q0CSFEDnRNs3mipEkIIXKg1tnmiZImIYTIgW4Eap4oaRJCiBzommbzREmTEELkQHfPNk9Kig5AkaKjo6Grq1tjPYFAgIMHDzZ4PISQ/w4lJUG1E2mamnXSHD58OB48eMC9Xrx4MVxdXaXqpaenw8fH5z1GRghp7IRKgmon0jQ12+bZsrIyqKurQ11dvca6pqam7yGi+sUYg1gshrJys93FhDQoSovNU5M606yoqMCqVatgZ2cHkUiEVq1a4euvv0ZKSgoEAgH27t0LLy8vqKmpYffu3bzm2ejoaCxZsgQJCQkQCAQQCASIjo4GIN08++zZMwQGBkJfXx8tWrRAp06dEBcXV2N8CQkJ6NWrF7S0tKCtrY2OHTvi2rVr3PyLFy+iZ8+e0NDQgJ6eHry9vfH69WsAQElJCaZPnw5jY2OoqamhW7duuHr1KvfeM2fOQCAQ4K+//kLHjh0hEolw4cIFVFRUICIiAjY2NlBXV4eLiwv279//7zc2Ic1cfZ5pnjt3Dv3794e5uXmtLwedOXMGHTp0gEgkgp2dHfd9VdmGDRtgbW0NNTU1eHh44MqVK3WKi0hrUqchYWFh2Lp1K9auXYtu3bohPT0diYmJ3Px58+Zh9erVcHNzg5qaGo4dO8bNGz58OG7fvo2jR4/i5MmTAAAdHR2pzygoKICXlxcsLCxw6NAhmJqa4vr166ioqKgxvlGjRsHNzQ2bNm2CUChEfHw8VFRUAADx8fHo06cPQkJCsH79eigrK+P06dMQi8UAgLlz5+LAgQPYsWMHrKyssGrVKnh7e+Phw4fQ19fnreO3336L1q1bQ09PDxEREfjpp5+wefNm2Nvb49y5cxg9ejSMjIzg5eUl34YmhNTrdcvCwkK4uLggJCQEQ4YMqbF+cnIy/Pz8MGnSJOzevRunTp3CJ598AjMzM3h7ewMA9u7di1mzZmHz5s3w8PDAunXr4O3tjfv378PY2LjeYm92WBORl5fHRCIR27p1q9S85ORkBoCtW7eOVx4VFcV0dHS414sWLWIuLi5S7wfAfvvtN8YYY5GRkUxLS4tlZ2fXOUYtLS0WHR0tc15gYCDr2rWrzHkFBQVMRUWF7d69mysrLS1l5ubmbNWqVYwxxk6fPs0AsIMHD3J1iouLmYaGBrt06RJveePHj2eBgYF1jp8Q8n8m7b9T7SSvyt83VZk7dy5r27Ytr2z48OHM29ube+3u7s6mTp3KvRaLxczc3JxFRETIHRthrMmcad67dw8lJSXo06dPlXU6der0rz8nPj4ebm5uvLO72po1axY++eQT7Nq1C3379kVAQABsbW255QYEBMh836NHj1BWVoauXbtyZSoqKnB3d8e9e/d4dSuv48OHD1FUVIQPP/yQV6e0tBRubm5VxllSUoKSkhJemUgkgkgkqt2KEtIM1HSm2ZB/R7Gxsejbty+vzNvbGzNmzADw9m/8n3/+QVhYWKV4ldC3b1/Exsb+689vzprMNc3a3NDTokWL9/I5VVm8eDHu3LkDPz8//P3333BycsJvv/32r5dbWeV1LCgoAAAcPnwY8fHx3HT37t1qr2tGRERAR0eHN0VERNRLfIQ0FUKBoNqpIf+OMjIyYGJiwiszMTFBXl4e3rx5g6ysLIjFYpl1MjIy6iWG5qrJJE17e3uoq6vj1KlTci9DVVWVu4ZYlfbt2yM+Ph6vXr2S6zMcHBwwc+ZMHD9+HEOGDEFUVBS33Kpit7W1haqqKi5evMiVlZWV4erVq3Bycqrys5ycnCASiZCamgo7OzveZGlpWeX7wsLCkJuby5sq/2IlhABKguon+jtqmppM86yamhq++OILzJ07F6qqqujatStevnyJO3fuVNtkW5m1tTWSk5MRHx+Pli1bQktLS6opJTAwEMuXL8egQYMQEREBMzMz3LhxA+bm5vD09Kxy2W/evMGcOXPw8ccfw8bGBs+ePcPVq1cxdOhQAG//wJydnTFlyhRMmjQJqqqqOH36NAICAmBoaIjJkydjzpw50NfXR6tWrbBq1SoUFRVh/PjxVX6mlpYWZs+ejZkzZ6KiogLdunVDbm4uLl68CG1tbQQHB8t8HzXFElKzmu6Qbci/I1NTU2RmZvLKMjMzoa2tDXV1dQiFQgiFQpl1/ouP0DUmTeZMEwAWLlyIzz//HOHh4WjTpg2GDx+OFy9e1Pr9Q4cORb9+/dCrVy8YGRnh559/lqqjqqqK48ePw9jYGL6+vnB2dsaKFSsgFAqrXbZQKER2djaCgoLg4OCAYcOGwcfHB0uWLAHw9gz0+PHjSEhIgLu7Ozw9PfH7779zz1muWLECQ4cOxZgxY9ChQwc8fPgQx44dg56eXrWfu2zZMixcuBARERFo06YN+vXrh8OHD8PGxqbW24UQIk2oVP3UkDw9PaVapk6cOMH9cFdVVUXHjh15dSoqKnDq1Klqf9yTmgkYY0zRQRBCyH/NvCMPqp2/wteh1ssqKCjAw4cPAQBubm5Ys2YNevXqxbUshYWFIS0tDTt37gTw9pGTdu3aYerUqQgJCcHff/+N6dOn4/Dhw7xHToKDgxEZGQl3d3esW7cO+/btQ2JiotS1TlJ7TaZ5lhBC3idhPXYJdO3aNfTq1Yt7PWvWLABAcHAwoqOjkZ6ejtTUVG6+jY0NDh8+jJkzZ2L9+vVo2bIltm3bxiVM4O2z5y9fvkR4eDgyMjLg6uqKo0ePUsL8l+hMsx61bdsWT548kTkvMjISo0aNes8REUIaSvixpGrnL/W2f0+RkPeJzjTr0ZEjR1BWViZzHv26I6RpoT7ZmydKmvXIyspK0SEQQt4TGsmkeaKkSQghchDSINTNEiVNQgiRA51oNk+UNAkhRA7UPNs8UdIkhBA5NHQHBqRxoqRJCCFyUKJrms0SJU1CCJEDnWk2T5Q0CSFEDnT3bPNESZMQQuRA9wE1T5Q0CSFEDnT3bPNESZMQQuRASbN5oqRJCCFyoPuAmidKmoQQIgd65KR5oqRJCCFyoLtnmydKmoQQIgfKmc0TJU1CCJEDnWk2T5Q0CSFEDnRNs3mipEkIIXIQUNJslihpEkKIHKh5tnmipEkIqdKnv91TdAjvzfeD29SpPvVt0DxR0iSEEDkogbJmc0RJkxBC5EA3AjVPlDQJIUQOdE2zeaKkSQghcqCc2TxR0iSEEDlQ82zzREmTEELkQM2zzRONbkMIIXIQCKqf5LFhwwZYW1tDTU0NHh4euHLlSpV1y8rKsHTpUtja2kJNTQ0uLi44evQor87ixYshEAh4k6Ojo3zBEQCUNAkhRC5CgaDaqa727t2LWbNmYdGiRbh+/TpcXFzg7e2NFy9eyKy/YMECREZG4vvvv8fdu3cxadIkDB48GDdu3ODVa9u2LdLT07npwoULcq0veYuSJiGEyEFJIKh2qqs1a9YgNDQU48aNg5OTEzZv3gwNDQ1s375dZv1du3Zh/vz58PX1RevWrTF58mT4+vpi9erVvHrKysowNTXlJkNDQ7nWl7xFSZMQQuQgqGEqKSlBXl4ebyopKZG5rNLSUvzzzz/o27cvV6akpIS+ffsiNjZW5ntKSkqgpqbGK1NXV5c6k0xKSoK5uTlat26NUaNGITU1Vc41JgAlTUIIkUtNzbMRERHQ0dHhTRERETKXlZWVBbFYDBMTE165iYkJMjIyZL7H29sba9asQVJSEioqKnDixAn8+uuvSE9P5+p4eHggOjoaR48exaZNm5CcnIzu3bsjPz+//jZEM0N3zxJCiBxqGuUkLCwMs2bN4pWJRKJ6+/z169cjNDQUjo6OEAgEsLW1xbhx43jNuT4+Pty/27dvDw8PD1hZWWHfvn0YP358vcXSnNCZJiGEyKGmu2dFIhG0tbV5U1VJ09DQEEKhEJmZmbzyzMxMmJqaynyPkZERDh48iMLCQjx58gSJiYnQ1NRE69atq4xZV1cXDg4OePjwofwr3sxR0iSEEDnU5yMnqqqq6NixI06dOsWVVVRU4NSpU/D09Kz2vWpqarCwsEB5eTkOHDiAgQMHVlm3oKAAjx49gpmZWd0CJBxqniWEEDnUd49As2bNQnBwMDp16gR3d3esW7cOhYWFGDduHAAgKCgIFhYW3HXRuLg4pKWlwdXVFWlpaVi8eDEqKiowd+5cbpmzZ89G//79YWVlhefPn2PRokUQCoUIDAys19ibE0qahBAih/ruD2j48OF4+fIlwsPDkZGRAVdXVxw9epS7OSg1NRVKSv/XOFhcXIwFCxbg8ePH0NTUhK+vL3bt2gVdXV2uzrNnzxAYGIjs7GwYGRmhW7duuHz5MoyMjOo5+uZDwBhjig6CENI40SDUVbvxpPo7UN2stP5NOKSRomua/0ECgQAHDx5UdBiENGtKguon0jRR8ywhpEHYGqijj70BWumqQUddBVsvP8XN9IJq32NnqIEhziYw1VJFzptyHLufhbjUXF6d7jZ66GOvD201ZaTllmD/zQw8eV3ckKsiGyXGZonONAkhDUKkrIS03BLsS8isuTIAAw0VTPK0RNLLQqw8nYwzj14h0M0MjsYtuDodLLQw2NkYfyVmYdXpZKTlFmNKl1bQVBU21GpUqb670SP/DZQ0FWT//v1wdnaGuro6DAwM0LdvXxQWFuLq1av48MMPYWhoCB0dHXh5eeH69evVLuvp06cYNmwYdHV1oa+vj4EDByIlJYWbf+bMGbi7u6NFixbQ1dVF165d8eTJkwZeQ9Lc3c0sxOF7L3EzvXa9z3S10UV2USl+u/0CmfmlOPf4NeKf56GXnT5Xp5edAWJTchCXmouM/FLsjc9AqbgCnta6DbQWVaupGz3SNFHSVID09HQEBgYiJCQE9+7dw5kzZzBkyBAwxpCfn4/g4GBcuHABly9fhr29PXx9favs9qqsrAze3t7Q0tLC+fPncfHiRWhqaqJfv34oLS1FeXk5Bg0aBC8vL9y8eROxsbGYMGFCjb2ZEPK+2ehr4P6LIl7ZvcxC2OirAwCEAsBSVw33XxZy8xmA+y8LYf3/67xP7w659e5Emia6pqkA6enpKC8vx5AhQ2BlZQUAcHZ2BgD07t2bV3fLli3Q1dXF2bNn4e/vL7WsvXv3oqKiAtu2beP+UKOioqCrq4szZ86gU6dOyM3Nhb+/P2xtbQEAbdpUf5dgSUmJVMfSIpGoXrsAI+Rd2mpC5JeU88ryS8qhriKEipIA6qpCCJUEyCsR8+sUi2Gi+f6PTbrZp3miM00FcHFxQZ8+feDs7IyAgABs3boVr1+/BvC226zQ0FDY29tDR0cH2traKCgoqHJkgoSEBDx8+BBaWlrQ1NSEpqYm9PX1UVxcjEePHkFfXx9jx46Ft7c3+vfvj/Xr1/M6dJalLh1NE9JsUftss0RJUwGEQiFOnDiBv/76C05OTvj+++/xwQcfIDk5GcHBwYiPj8f69etx6dIlxMfHw8DAAKWlpTKXVVBQgI4dOyI+Pp43PXjwACNHjgTw9swzNjYWXbp0wd69e+Hg4IDLly9XGV9YWBhyc3N5U1hYWINsC0Ik8orF0BLxG7+0RMp4UyZGWQVDYUk5xBUM2iL+TT9aakLkvXOG+j7QjUDNEzXPKohAIEDXrl3RtWtXhIeHw8rKCr/99hsuXryIjRs3wtfXF8Dbm3yysrKqXE6HDh2wd+9eGBsbQ1tbu8p6bm5ucHNzQ1hYGDw9PbFnzx507txZZl1qiiWKkPyqCG1NNHlljsYtkPzqDQBAzICnOcVwMGrBPboiAOBg1ALnH79+3+HWuX9Z0jTQmaYCxMXFYfny5bh27RpSU1Px66+/4uXLl2jTpg3s7e2xa9cu3Lt3D3FxcRg1ahTU1au+yWHUqFEwNDTEwIEDcf78eSQnJ+PMmTOYPn06nj17huTkZISFhSE2NhZPnjzB8ePHkZSUVON1TUL+LVWhABY6IljovP0BZqChCgsdEfTU3/5W7+9khDEd/6/j8IvJOTBooYqBbY1hoqmK7jZ6cLPQxumHr7g6px9mo4u1Ltxb6cBESxXDXE0hEirh8pOc97puACCo4T/SNNGZpgJoa2vj3LlzWLduHfLy8mBlZYXVq1fDx8cHpqammDBhAjp06ABLS0ssX74cs2fPrnJZGhoaOHfuHL744gsMGTIE+fn5sLCwQJ8+faCtrY03b94gMTERO3bsQHZ2NszMzDB16lRMnDjxPa4xaY5a6anjs+5W3Osh7d/2oRr3JAc/XU+Hjpoy9NRVuPnZRWXYHPsUQ5xN4GWrh5w35fj5RjoSX/zf3bLX0/KhKXoBvzZG0BIJkZZbgo2XUpH/zs1B7wPdCNQ8Ud+zhJAqUd+zVXv8svpeiFobqf2bcEgjRWeahBAiB7qm2TxR0iSEEDlQ0myeKGkSQogc6LGS5omSJiGEyIFSZvNESZMQQuRA/cs2T5Q0CSFEDvTISfNESZMQQuRAJ5rNEyVNQgiRAzXPNk+UNAkhRA7UPNs8UdIkhBA5UP+yzRMlTUIIkQO1zjZPlDQJIUQO1LlB80RJkxBC5EA5s3mipEkIIXKgpNk8UdIkhBA5UPNs80RJkxBC5EAps3lSUnQAhBDyXyQQCKqd5LFhwwZYW1tDTU0NHh4euHLlSpV1y8rKsHTpUtja2kJNTQ0uLi44evTov1omqRklTUIIkYOSoPqprvbu3YtZs2Zh0aJFuH79OlxcXODt7Y0XL17IrL9gwQJERkbi+++/x927dzFp0iQMHjwYN27ckHuZpGYCxhhTdBCEkMbp09/uKTqE9+b7wW3qVL+orPqvTg2VumVODw8P/O9//8MPP/wAAKioqIClpSU+/fRTzJs3T6q+ubk5vvzyS0ydOpUrGzp0KNTV1fHTTz/JtUxSM7qmSQipUl0TSXNS041AJSUlKCkp4ZWJRCKIRCKpuqWlpfjnn38QFhb2f8tXUkLfvn0RGxtb5fLV1NR4Zerq6rhw4YLcyyQ1o+ZZ0qiVlJRg8eLFUl8+TR2td+NfbzXl6qeIiAjo6OjwpoiICJnLysrKglgshomJCa/cxMQEGRkZMt/j7e2NNWvWICkpCRUVFThx4gR+/fVXpKeny71MUjNKmqRRKykpwZIlS/4TX6L1idb7v7/eYWFhyM3N5U2Vz/r+rfXr18Pe3h6Ojo5QVVXFtGnTMG7cOCgp0dd6Q6KtSwghDUAkEkFbW5s3yWqaBQBDQ0MIhUJkZmbyyjMzM2FqairzPUZGRjh48CAKCwvx5MkTJCYmQlNTE61bt5Z7maRmlDQJIUTBVFVV0bFjR5w6dYorq6iowKlTp+Dp6Vnte9XU1GBhYYHy8nIcOHAAAwcO/NfLJFWjG4EIIaQRmDVrFoKDg9GpUye4u7tj3bp1KCwsxLhx4wAAQUFBsLCw4K6LxsXFIS0tDa6urkhLS8PixYtRUVGBuXPn1nqZpO4oaZJGTSQSYdGiRVU2azVVtN7Na70BYPjw4Xj58iXCw8ORkZEBV1dXHD16lLuRJzU1lXe9sri4GAsWLMDjx4+hqakJX19f7Nq1C7q6urVeJqk7ek6TEEIIqSW6pkkIIYTUEiVNQgghpJYoaRJCCCG1REmTEEIIqSVKmoQQQkgtUdIkpBE5f/48Ro8eDU9PT6SlpQEAdu3axXXC3dQ8ffoUz549415fuXIFM2bMwJYtWxQYFSFVo6RJGqVHjx5hwYIFCAwM5Mb+++uvv3Dnzh0FR9ZwDhw4AG9vb6irq+PGjRtc/6u5ublYvny5gqNrGCNHjsTp06cBABkZGfjwww9x5coVfPnll1i6dKmCoyNEGiVN0uicPXsWzs7OiIuLw6+//oqCggIAQEJCAhYtWqTg6BrOV199hc2bN2Pr1q1QUVHhyrt27Yrr168rMLKGc/v2bbi7uwMA9u3bh3bt2uHSpUvYvXs3oqOjFRscITJQ0iSNzrx58/DVV1/hxIkTUFVV5cp79+6Ny5cvKzCyhnX//n306NFDqlxHRwc5OTnvP6D3oKysjOv95+TJkxgwYAAAwNHRkRviipDGhJImaXRu3bqFwYMHS5UbGxsjKytLARG9H6ampnj48KFU+YULF7iRK5qatm3bYvPmzTh//jxOnDiBfv36AQCeP38OAwMDBUdHiDRKmqTR0dXVlXmWcePGDVhYWCggovcjNDQUn332GeLi4iAQCPD8+XPs3r0bs2fPxuTJkxUdXoNYuXIlIiMj0bNnTwQGBsLFxQUAcOjQIa7ZlpDGhPqeJY3O7NmzERcXh5iYGDg4OOD69evIzMxEUFAQgoKCmux1TcYYli9fjoiICBQVFQF424H57NmzsWzZMgVH13DEYjHy8vKgp6fHlaWkpEBDQwPGxsYKjIwQaZQ0SaNTWlqKqVOnIjo6GmKxGMrKyhCLxRg5ciSio6MhFAoVHWK9E4vFuHjxItq3bw8NDQ08fPgQBQUFcHJygqampqLDa1Dl5eU4c+YMHj16hJEjR0JLSwvPnz+HtrZ2k1938t9DSZM0KowxPH36FEZGRsjKysKtW7dQUFAANzc32NvbKzq8BqWmpoZ79+7BxsZG0aG8N0+ePEG/fv2QmpqKkpISPHjwAK1bt8Znn32GkpISbN68WdEhEsJD42mSRoUxBjs7O9y5cwf29vawtLRUdEjvTbt27fD48eNmlTQ/++wzdOrUCQkJCbwbfwYPHozQ0FAFRkaIbHQjEGlUlJSUYG9vj+zsbEWH8t599dVXmD17Nv7880+kp6cjLy+PNzVF58+fx4IFC3iPFgGAtbU11yMSIY0JnWmSRmfFihWYM2cONm3ahHbt2ik6nPfG19cXADBgwAAIBAKunDEGgUAAsVisqNAaTEVFhcz1evbsGbS0tBQQESHVo2uapNHR09NDUVERysvLoaqqCnV1dd78V69eKSiyhnX27Nlq53t5eb2nSN6f4cOHQ0dHB1u2bIGWlhZu3rwJIyMjDBw4EK1atUJUVJSiQySEh5ImaXR27NhR7fzg4OD3FAlpaM+ePYO3tzcYY0hKSkKnTp2QlJQEQ0NDnDt3jh45IY0OJU1CGpGcnBz8+OOPuHfvHoC3PeaEhIRAR0dHwZE1nPLycvzyyy+4efMmCgoK0KFDB4waNUqqhYGQxoCSJmmUxGIxDh48yEseAwYMaJLPaEpcu3aNG+VE0hvO1atX8ebNGxw/fhwdOnRQcISEEEqapNF5+PAhfH19kZaWhg8++ADA287MLS0tcfjwYdja2io4wobRvXt32NnZYevWrVBWfnuPXnl5OT755BM8fvwY586dU3CE9ePQoUO1rivpwJ2QxoKSJml0fH19wRjD7t27oa+vDwDIzs7G6NGjoaSkhMOHDys4woYhGUfT0dGRV3737l106tSJ61rvv05JqXZPujXVO4bJfxs9ckIanbNnz+Ly5ctcwgQAAwMDrFixAl27dlVgZA1LW1sbqampUknz6dOnTerxi4qKCkWHQIjcqHMD0uiIRCLk5+dLlRcUFEg9BN+UDB8+HOPHj8fevXvx9OlTPH36FL/88gs++eQTBAYGKjo8QgjoTJM0Qv7+/pgwYQJ+/PFH7oaYuLg4TJo0qUlf4/r2228hEAgQFBSE8vJyAICKigomT56MFStWKDi6hlNYWIizZ88iNTUVpaWlvHnTp09XUFSEyEbXNEmjk5OTg+DgYPzxxx9QUVEB8PaGmAEDBiA6OrpJP34BAEVFRXj06BEAwNbWFhoaGgqOqOHcuHEDvr6+KCoqQmFhIfT19ZGVlcUNC/b48WNFh0gIDyVN0mg9fPiQe+SkTZs2sLOzU3BEDSs3NxdisZh3LRd42wOSsrIytLW1FRRZw+nZsyccHBywefNm6OjoICEhASoqKhg9ejQ+++wzDBkyRNEhEsJDSZOQRsLHxwf9+/fHlClTeOWbN2/GoUOHcOTIEQVF1nB0dXURFxeHDz74ALq6uoiNjUWbNm0QFxeH4OBgJCYmKjpEQnjoRiDS6AwdOhQrV66UKl+1ahUCAgIUENH7ERcXh169ekmV9+zZE3FxcQqIqOGpqKhwj6AYGxsjNTUVAKCjo4OnT58qMjRCZKKkSRqdc+fOcSN+VObj49NkHvCXpaSkhLsBqLKysjK8efNGARE1PDc3N1y9ehXA2w7pw8PDsXv3bsyYMaNZjXBD/jsoaZJGp6pHS1RUVJrsuJIA4O7uji1btkiVb968GR07dlRARA1v+fLlMDMzAwB8/fXX0NPTw+TJk5GVlYXIyEgFR0eINHrkhDQ6zs7O2Lt3L8LDw3nlv/zyC5ycnBQUVcP76quv0LdvXyQkJKBPnz4AgFOnTuHq1as4fvy4gqNrGG3btoXktgpjY2Ns3rwZv/32G5ycnODq6qrY4AiRgW4EIo3OH3/8gSFDhmDkyJHo3bs3gLfJ4+eff0ZMTAwGDRqk2AAbUHx8PL755hvEx8dDXV0d7du3R1hYGOzt7RUdWoP46KOPMGTIEEyaNAk5OTlwdHSEiooKsrKysGbNGkyePFnRIRLCQ0mTNEqHDx/G8uXLeclj0aJFTXIg5ubM0NAQZ8+eRdu2bbFt2zZ8//33uHHjBg4cOIDw8HDukSNCGgtqniWNkp+fH/z8/BQdxnt1/fp1qKiowNnZGQDw+++/IyoqCk5OTli8eHGT7EKwqKiI61f3+PHjGDJkCJSUlNC5c2c8efJEwdERIo1uBCKNztOnT/Hs2TPu9ZUrVzBjxgyZN8k0JRMnTsSDBw8AAI8fP8bw4cOhoaGBmJgYzJ07V8HRNQw7OzscPHgQT58+xbFjx/DRRx8BAF68eNEkO3Mg/32UNEmjM3LkSJw+fRoAkJGRgb59++LKlSv48ssvsXTpUgVH13AePHjA3fwSExMDLy8v7NmzB9HR0Thw4IBig2sg4eHhmD17NqytreHh4QFPT08Ab8863dzcFBwdIdIoaZJG5/bt21xH7fv27YOzszMuXbqE3bt3Izo6WrHBNSDGGDds1smTJ7lnVS0tLZGVlaXI0BrMxx9/jNTUVFy7dg1Hjx7lyvv06YO1a9cqMDJCZKNrmqTRKSsrg0gkAvA2eUhGNnF0dER6eroiQ2tQnTp14h47OXv2LDZt2gQASE5OhomJiYKjazimpqYwNTXllUl+NBHS2NCZJml02rZti82bN+P8+fM4ceIE+vXrBwB4/vw5DAwMFBxdw1m3bh2uX7+OadOm4csvv+Q6qN+/fz+6dOmi4OgIIQA9ckIaoTNnzmDw4MHIy8tDcHAwtm/fDgCYP38+EhMT8euvvyo4wveruLgYQqGQGybt559/xoABA9CiRQsFR0ZI80NJkzRKYrEYeXl50NPT48pSUlK4cRYB4OLFi+jUqRPXlNtcaGtrIz4+Hq1bt1Z0KIQ0O9Q8SxoloVDIS5gAYG1tzSVM4G0H7mlpae87NIWj37mEKA4lTfKfRcmDEPK+UdIkhBBCaomSJiGEEFJLlDQJIYSQWqKkSf6zBAKBokNQCCsrK+7xE0LI+0U9ApFGhTGGp0+fwtjYGGpqajXWbUquXr2KiooKeHh48Mrj4uIgFArRqVMnAG+7GSSEKAadaZJGhTEGOzs7PH36tMa6+fn5TepZxalTp8pc77S0NEydOlUBERFC3kVJkzQqSkpKsLe3R3Z2tqJDee/u3r2LDh06SJW7ubnh7t27CoiIEPIuSpqk0VmxYgXmzJnT7JohRSIRMjMzpcrT09OhrExXUghpDKgbPdLo6OnpoaioCOXl5VBVVYW6ujpv/qtXrxQUWcMKDAxEeno6fv/9d+jo6AAAcnJyMGjQIBgbG2Pfvn0KjpAQQkmTNDo7duyodn5wcPB7iuT9SktLQ48ePZCdnc0NwBwfHw8TExOcOHEClpaWCo6QEEJJk5BGpLCwELt370ZCQgLU1dXRvn17BAYG0iMmhDQSlDRJo/To0SNERUXh0aNHWL9+PYyNjfHXX3+hVatWaNu2raLDI4Q0U5Q0SaNz9uxZ+Pj4oGvXrjh37hzu3buH1q1bY8WKFbh27Rr279+v6BDrzaFDh+Dj4wMVFRUcOnSo2roDBgx4T1ERQqpCSZM0Op6enggICMCsWbOgpaWFhIQEtG7dGleuXMGQIUPw7NkzRYdYb5SUlJCRkQFjY2MoKVV9M7tAIIBYLH6PkRFCZKH72Emjc+vWLezZs0eq3NjYGFlZWQqIqOFUVFTI/DchpHGi5zRJo6Orq4v09HSp8hs3bsDCwkIBEb0fO3fuRElJiVR5aWkpdu7cqYCICCHvoqRJGp0RI0bgiy++QEZGBgQCASoqKnDx4kXMnj0bQUFBig6vwYwbNw65ublS5fn5+Rg3bpwCIiKEvIuSJml0li9fDkdHR1haWqKgoABOTk7o0aMHunTpggULFig6vAbDGJM5csuzZ8+4zg4IIYpFNwKRRuvp06e4desWCgoK4ObmBnt7e0WH1CDc3NwgEAiQkJCAtm3b8rrME4vFSE5ORr9+/ahHIEIaAboRiDRalpaWsLS0hFgsxq1bt/D69Wvo6ekpOqx6N2jQIABve//x9vaGpqYmN09VVRXW1tYYOnSogqIjhFRGZ5qk0ZkxYwacnZ0xfvx4iMVieHl54dKlS9DQ0MCff/6Jnj17KjrEBrFjxw4MHz68xnFECSGKQ9c0SaOzf/9+uLi4AAD++OMPPH78GImJiZg5cya+/PJLBUfXcIKDgylhEtLI0ZkmaXTU1NTw8OFDtGzZEhMmTICGhgbWrVuH5ORkuLi4IC8vT9Eh1ht9fX08ePAAhoaG0NPTk3kjkERTHd2FkP8SuqZJGh0TExPcvXsXZmZmOHr0KDZt2gQAKCoqglAoVHB09Wvt2rXQ0tICAKxbt06xwRBCakRJkzQ648aNw7Bhw2BmZgaBQIC+ffsCAOLi4uDo6Kjg6OqXZJiz8vJyCAQCeHt7w8TERMFREUKqQs2zpFE6cOAAUlNTERAQgJYtWwJ4e6OMnp5ek+24XENDA/fu3YOVlZWiQyGEVIHONEmjs3TpUu7f27dv58178uRJk02a7u7uuHHjBiVNQhoxOtMkjY6bmxvvdVlZGZKTk6GsrAxbW1tcv35dQZE1rH379iEsLAwzZ85Ex44d0aJFC9789u3bKygyQogEJU3yn5CXl4exY8di8ODBGDNmjKLDaRCyhgYTCARc93o0NBghikdJk/xn3Lp1C/3790dKSoqiQ2kQT548qXY+NdsSonjUuQH5z8jNzZU5CkhTsWfPHpw6dQpWVla86dSpU/jll18UHR4hBHSmSRqh7777jveaMYb09HTs2rULXl5eMgeobgqsra2xZ88edOnShVceFxeHESNGIDk5WUGREUIkKGmSRsfGxob3WklJCUZGRujduzfCwsK4zgCaGjU1Ndy7d09q/R8/fgwnJycUFxcrKDJCiAQ9ckIaneZ6RmVpaYmLFy9KJc2LFy/C3NxcQVERQiqjpElIIxEaGooZM2agrKwMvXv3BgCcOnUKc+fOxeeff67g6AghADXPEtJoMMYwb948fPfddygtLQXwtsn2iy++QHh4uIKjI4QAlDQJaXQKCgpw7949qKurw97eHiKRSNEhEUL+P0qahBBCSC3Rc5qEEEJILVHSJIQQQmqJkiYhhBBSS5Q0CSGEkFqipEkIIYTUEiVNQgghpJYoaRJCCCG1REmTEEIIqaX/B/+BrzedhLqEAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 300x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# heatmap корреляции\n",
"\n",
"corr = dfa[dfa['platform'] != 'PS4'][['user_score','critic_score','sales']].corr()\n",
"plt.figure(figsize=(3, 2))\n",
"sns.heatmap(corr, annot=True, cmap=\"Blues\", fmt='.2f', linewidths=2)\n",
"plt.title(\"Тепловая карта корреляции \\nмежду оценками пользователей, критиков и \\nобъемами продаж на всех платформах кроме PS4\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Картина корреляции повторяется. Можно сделать вывод, что корреляция между продажами и оценками отсуствует и на PS4 и на всех остальных платформах."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7. Посмотрите на общее распределение игр по жанрам. Что можно сказать о самых прибыльных жанрах? Выделяются ли жанры с высокими и низкими продажами?"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Распределение игр по жанрам\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>genre</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Action</td>\n",
" <td>3238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Sports</td>\n",
" <td>2280</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Misc</td>\n",
" <td>1713</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Role-Playing</td>\n",
" <td>1470</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Adventure</td>\n",
" <td>1291</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" genre name\n",
"0 Action 3238\n",
"10 Sports 2280\n",
"3 Misc 1713\n",
"7 Role-Playing 1470\n",
"1 Adventure 1291"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfg = dfa.groupby('genre').agg('count').reset_index()[['genre','name']].sort_values('name',ascending=False)\n",
"dfg.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# добавим доли\n",
"dfg['share'] = dfg['name'] / dfg['name'].sum() * 100\n",
"\n",
"\n",
"#Уберем совсем микроскопические доли\n",
"dfg = dfg[dfg['share'] > 1]\n",
"\n",
"\n",
"# Creating dataset\n",
"labels = dfg['genre']\n",
" \n",
"data = dfg['share']\n",
"\n",
"# Creating explode data\n",
"explode = dfg['share'] / 100\n",
" \n",
"# 12 colors of rainbow\n",
"colors = ( \"#ff0000\", \"#ff8000\", \"#ffff00\", \"#80ff00\", \n",
" \"#00ff00\", \"#00ff80\", \"#00ffff\",\"#0080ff\",\n",
" \"#0000ff\", \"#8000ff\", \"#ff00ff\", \"#ff0080\")\n",
" \n",
"# Wedge properties\n",
"wp = { 'linewidth' : 1, 'edgecolor' : \"green\" }\n",
" \n",
"# Creating autocpt arguments\n",
"def func(pct, allvalues):\n",
" absolute = int(pct / 100.*np.sum(allvalues))\n",
" return \"%0.0f%%\"%pct\n",
" \n",
"# Creating plot\n",
"fig, ax = plt.subplots(figsize =(10, 7))\n",
"wedges, texts, autotexts = ax.pie(data,\n",
" autopct = lambda pct: func(pct, data),\n",
" explode = explode,\n",
" labels = labels,\n",
" shadow = True,\n",
" colors = colors,\n",
" startangle = 90,\n",
" wedgeprops = wp,\n",
" textprops = dict(color =\"#000\"))\n",
" \n",
"# Adding legend\n",
"ax.legend(wedges, labels,\n",
" title =\"Жанр\",\n",
" loc =\"upper left\",\n",
" bbox_to_anchor =(1, 0, 0.5, 1))\n",
" \n",
"plt.setp(autotexts, size = 8, weight =\"bold\")\n",
"ax.set_title(\"Распределение долей по числу игр определенного жанра\")\n",
" \n",
"# show plot\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>genre</th>\n",
" <th>sales</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Action</td>\n",
" <td>1659.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Sports</td>\n",
" <td>1275.28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Shooter</td>\n",
" <td>981.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Role-Playing</td>\n",
" <td>911.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Misc</td>\n",
" <td>781.85</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" genre sales\n",
"0 Action 1659.03\n",
"10 Sports 1275.28\n",
"8 Shooter 981.59\n",
"7 Role-Playing 911.31\n",
"3 Misc 781.85"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Тут будут жанры по продажам\n",
"dfgs = dfa.groupby('genre').agg('sum').reset_index()[['genre','sales']].sort_values('sales',ascending=False)\n",
"dfgs.head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# добавим доли\n",
"dfgs['share'] = dfgs['sales'] / dfgs['sales'].sum() * 100\n",
"\n",
"\n",
"#Уберем совсем микроскопические доли\n",
"dfgs = dfgs[dfgs['share'] > 3]\n",
"\n",
"\n",
"# Creating dataset\n",
"labels = dfgs['genre']\n",
" \n",
"data = dfgs['share']\n",
"\n",
"# Creating explode data\n",
"explode = dfgs['share'] / 100\n",
" \n",
"# 12 colors of rainbow\n",
"colors = ( \"#ff0000\", \"#ff8000\", \"#ffff00\", \"#80ff00\", \n",
" \"#00ff00\", \"#00ff80\", \"#00ffff\",\"#0080ff\",\n",
" \"#0000ff\", \"#8000ff\", \"#ff00ff\", \"#ff0080\")\n",
" \n",
"# Wedge properties\n",
"wp = { 'linewidth' : 1, 'edgecolor' : \"green\" }\n",
" \n",
"# Creating autocpt arguments\n",
"def func(pct, allvalues):\n",
" absolute = int(pct / 100.*np.sum(allvalues))\n",
" return \"%0.0f%%\"%pct\n",
" \n",
"# Creating plot\n",
"fig, ax = plt.subplots(figsize =(10, 7))\n",
"wedges, texts, autotexts = ax.pie(data,\n",
" autopct = lambda pct: func(pct, data),\n",
" explode = explode,\n",
" labels = labels,\n",
" shadow = True,\n",
" colors = colors,\n",
" startangle = 90,\n",
" wedgeprops = wp,\n",
" textprops = dict(color =\"#000\"))\n",
" \n",
"# Adding legend\n",
"ax.legend(wedges, labels,\n",
" title =\"Жанр\",\n",
" loc =\"upper left\",\n",
" bbox_to_anchor =(1, 0, 0.5, 1))\n",
" \n",
"plt.setp(autotexts, size = 8, weight =\"bold\")\n",
"ax.set_title(\"Распределение долей по объемам продаж игр определенного жанра\")\n",
" \n",
"# show plot\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Распределение долей по кол-ву игр и по суммам продаж почти совпадают, поэтому нельзя выделить какие-то жанры как более прибыльные. Лидируют3 жанра, которые в сумме покрывают половину рынка: \n",
"- action;\n",
"- sports;\n",
"- shooter;"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Вывод\n",
"Рынок видеоигр, который появился в 80-е прошел пик своей популярности в середине 2000-х. Из положительного можно отметить, что несмотря на значительное сокращение рынка от пик к 2016 году (~650 млн. дол. США) до ~150 млн. дол. США это все равно больше, чем на заре возникновения в 80-е. И тогда в 80-е, и в 2010-е издаются шедевры. Рынок по-прежнему привлекательный для инвестиций, поэтому нельзя сказать, что играть в будущем нам будет не во что. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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