ipynb/streamchik.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# \"Стримчик\". План на 2017 год\n",
    "\n",
    "**Цели исследования:**\n",
    "\n",
    "Проанализировать данные, найти возможные ошибки, составить портрети пользователей, проверить несколько гипотез, и выяснить, в каких регионах каким образом планировать продажи.\n",
    "\n",
    "**Гипотезы:**\n",
    "\n",
    "- Оценки пользователей игр Xbox One и PC значимо не отличаются.\n",
    "- Оценки пользователей игр Action и Sports значимо отличаются.\n",
    "\n",
    "**Ход исследования:**\n",
    "\n",
    "Полученные данные необходимо проверить на качество - привести данные к необходимому типу, заполнить пропуски. После этого можно будет провести исследовательский анализ данных и проверить несколько статистических гипотез.\n",
    "\n",
    "**Этапы:**\n",
    "\n",
    "- [Получение данных](#getting)\n",
    "- [Предобработка данных](#processing)\n",
    "- [Исследование данных](#research)\n",
    "- [Конструирование портретов пользователей](#users)\n",
    "- [Проверка гипотез](#hypothesis)\n",
    "- [Общий вывод](#resume)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats as st\n",
    "\n",
    "random_state = 42"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='getting'></a>\n",
    "## Загрузка и подготовка данных\n",
    "\n",
    "\n",
    "Считаем данные, приведём их в порядок, начнем исследование"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports     41.36   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform     29.08   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing     15.68   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports     15.61   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing     11.27   \n",
       "\n",
       "   EU_sales  JP_sales  Other_sales  Critic_Score User_Score Rating  \n",
       "0     28.96      3.77         8.45          76.0          8      E  \n",
       "1      3.58      6.81         0.77           NaN        NaN    NaN  \n",
       "2     12.76      3.79         3.29          82.0        8.3      E  \n",
       "3     10.93      3.28         2.95          80.0          8      E  \n",
       "4      8.89     10.22         1.00           NaN        NaN    NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('/datasets/games.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.columns = data.columns.str.lower()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='processing'></a>\n",
    "## Обработка данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Пропущенные значения"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_b91ab_row0_col0{\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_b91ab_row1_col0{\n",
       "            background-color:  #ef886b;\n",
       "            color:  #000000;\n",
       "        }#T_b91ab_row2_col0{\n",
       "            background-color:  #f08b6e;\n",
       "            color:  #000000;\n",
       "        }#T_b91ab_row3_col0{\n",
       "            background-color:  #4358cb;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_b91ab_row4_col0,#T_b91ab_row5_col0,#T_b91ab_row6_col0,#T_b91ab_row7_col0,#T_b91ab_row8_col0,#T_b91ab_row9_col0,#T_b91ab_row10_col0{\n",
       "            background-color:  #3b4cc0;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_b91ab_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >0</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_b91ab_level0_row0\" class=\"row_heading level0 row0\" >critic_score</th>\n",
       "                        <td id=\"T_b91ab_row0_col0\" class=\"data row0 col0\" >51.300000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row1\" class=\"row_heading level0 row1\" >rating</th>\n",
       "                        <td id=\"T_b91ab_row1_col0\" class=\"data row1 col0\" >40.500000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row2\" class=\"row_heading level0 row2\" >user_score</th>\n",
       "                        <td id=\"T_b91ab_row2_col0\" class=\"data row2 col0\" >40.100000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row3\" class=\"row_heading level0 row3\" >year_of_release</th>\n",
       "                        <td id=\"T_b91ab_row3_col0\" class=\"data row3 col0\" >1.600000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row4\" class=\"row_heading level0 row4\" >name</th>\n",
       "                        <td id=\"T_b91ab_row4_col0\" class=\"data row4 col0\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row5\" class=\"row_heading level0 row5\" >platform</th>\n",
       "                        <td id=\"T_b91ab_row5_col0\" class=\"data row5 col0\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row6\" class=\"row_heading level0 row6\" >genre</th>\n",
       "                        <td id=\"T_b91ab_row6_col0\" class=\"data row6 col0\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row7\" class=\"row_heading level0 row7\" >na_sales</th>\n",
       "                        <td id=\"T_b91ab_row7_col0\" class=\"data row7 col0\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row8\" class=\"row_heading level0 row8\" >eu_sales</th>\n",
       "                        <td id=\"T_b91ab_row8_col0\" class=\"data row8 col0\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row9\" class=\"row_heading level0 row9\" >jp_sales</th>\n",
       "                        <td id=\"T_b91ab_row9_col0\" class=\"data row9 col0\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_b91ab_level0_row10\" class=\"row_heading level0 row10\" >other_sales</th>\n",
       "                        <td id=\"T_b91ab_row10_col0\" class=\"data row10 col0\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f0eae3f54f0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(round(data.isna().mean()*100,1).sort_values(ascending=False)).style.background_gradient('coolwarm')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "В датасете довольно много пропущенных значений, связанных с рейтингами. Это могло произойти, потому что:\n",
    "1. Игра может быть свежей, и не успеть набрать достаточно рейтинга\n",
    "2. Игра может быть просто непопулярной"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Пропущенных имен, годов выпуска и жанров совсем мало, от них лучше сразу избавиться. На рейтинши стоит посмотреть повнимательнее и подумать, как их заполнить."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                0.000000\n",
       "platform            0.000000\n",
       "year_of_release     0.000000\n",
       "genre               0.000000\n",
       "na_sales            0.000000\n",
       "eu_sales            0.000000\n",
       "jp_sales            0.000000\n",
       "other_sales         0.000000\n",
       "critic_score       51.453418\n",
       "user_score         40.166626\n",
       "rating             40.598395\n",
       "dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.dropna(subset=['name', 'genre', 'year_of_release'])\n",
    "# после очистки данных года можно заменить его тип на целое число. Не бывает годов с дробной частью\n",
    "data['year_of_release'] = data['year_of_release'].astype('int')\n",
    "data.isna().sum() / data.shape[0] * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Распределение похоже на нормальное, но с несколькими аномальными пиками.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['critic_score'].hist(figsize=(20, 5), bins=40)\n",
    "plt.title('Распределение оценок критиков')\n",
    "plt.xlabel('Оценка')\n",
    "plt.ylabel('Количество оценок');\n",
    "print('''Распределение похоже на нормальное, но с несколькими аномальными пиками.''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Оценки пользователей больше похожи на распределение Пуассона. Также много оценок tbd.\n",
      "Рейтинг TBD (To Be Determined — «будет определено») — это способ оценки проектов или задач, \n",
      "которые еще не были выполнены, но вынуждены быть оценены.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['user_score'].value_counts().plot(kind='bar', figsize=(20, 5))\n",
    "plt.title('Распределение оценок пользователей')\n",
    "plt.xlabel('Оценка')\n",
    "plt.ylabel('Количество оценок')\n",
    "plt.xticks(rotation=90);\n",
    "print('''Оценки пользователей больше похожи на распределение Пуассона. Также много оценок tbd.\n",
    "Рейтинг TBD (To Be Determined — «будет определено») — это способ оценки проектов или задач, \n",
    "которые еще не были выполнены, но вынуждены быть оценены.''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['rating'].value_counts().plot(kind='bar', figsize=(20, 5))\n",
    "plt.title('Распределение рейтинга')\n",
    "plt.xlabel('Рейтинг')\n",
    "plt.ylabel('Количество игр');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Не проставленный рейтинг может нести определенную информацию о данных. Возможно, его ставят не на все типы игр. Вместо пропусков поставим заглушку \"U\" - unknown.\n",
    "\n",
    "Оценки пользователей и критиков тоже можно заглушить нулями, чтобы они не влияли на расчеты"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['user_score'] = data['user_score'].fillna(0.0)\n",
    "data.loc[data['user_score'] == 'tbd', 'user_score'] = 0.0\n",
    "\n",
    "data['user_score'] = data['user_score'].astype('float')\n",
    "data['critic_score'] = data['critic_score'].fillna(0)\n",
    "\n",
    "data.loc[:, 'rating'] = data['rating'].fillna('U')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Появился один большой пик в нуле. Его можно будет отфильтровать при вычислениях. \n",
      "В любом случае, когда критик оценивает игру, он не ставит ноль баллов\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['critic_score'].hist(figsize=(20, 5), bins=40)\n",
    "plt.title('Распределение оценок критиков')\n",
    "plt.xlabel('Оценка')\n",
    "plt.ylabel('Количество оценок');\n",
    "print('''Появился один большой пик в нуле. Его можно будет отфильтровать при вычислениях. \n",
    "В любом случае, когда критик оценивает игру, он не ставит ноль баллов''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Оценки пользователей тоже обзавелись пиком в нуле. \n",
      "Его тоже можно отфильтровать. Пользователи не ставят ноль при оценке\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['user_score'].value_counts().plot(kind='bar', figsize=(20, 5))\n",
    "plt.title('Распределение оценок пользователей')\n",
    "plt.xlabel('Оценка')\n",
    "plt.ylabel('Количество оценок')\n",
    "plt.xticks(rotation=90);\n",
    "print('''Оценки пользователей тоже обзавелись пиком в нуле. \n",
    "Его тоже можно отфильтровать. Пользователи не ставят ноль при оценке''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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",
       "      <th>total_sales</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>76.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>E</td>\n",
       "      <td>82.54</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>U</td>\n",
       "      <td>40.24</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>82.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>E</td>\n",
       "      <td>35.52</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>80.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>E</td>\n",
       "      <td>32.77</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>U</td>\n",
       "      <td>31.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       name platform  year_of_release         genre  na_sales  \\\n",
       "0                Wii Sports      Wii             2006        Sports     41.36   \n",
       "1         Super Mario Bros.      NES             1985      Platform     29.08   \n",
       "2            Mario Kart Wii      Wii             2008        Racing     15.68   \n",
       "3         Wii Sports Resort      Wii             2009        Sports     15.61   \n",
       "4  Pokemon Red/Pokemon Blue       GB             1996  Role-Playing     11.27   \n",
       "\n",
       "   eu_sales  jp_sales  other_sales  critic_score  user_score rating  \\\n",
       "0     28.96      3.77         8.45          76.0         8.0      E   \n",
       "1      3.58      6.81         0.77           0.0         0.0      U   \n",
       "2     12.76      3.79         3.29          82.0         8.3      E   \n",
       "3     10.93      3.28         2.95          80.0         8.0      E   \n",
       "4      8.89     10.22         1.00           0.0         0.0      U   \n",
       "\n",
       "   total_sales  \n",
       "0        82.54  \n",
       "1        40.24  \n",
       "2        35.52  \n",
       "3        32.77  \n",
       "4        31.38  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Посчитаем общие продажи игры во всех регионах\n",
    "data['total_sales'] = data['na_sales'] + data['eu_sales'] +data['jp_sales'] + data['other_sales']\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Дубли"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Явных дублей в датасете нет. Могут быть неявные\n"
     ]
    }
   ],
   "source": [
    "data.duplicated().sum()\n",
    "print('Явных дублей в датасете нет. Могут быть неявные')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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",
       "      <th>total_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16230</th>\n",
       "      <td>Madden NFL 13</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2012</td>\n",
       "      <td>Sports</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>E</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                name platform  year_of_release   genre  na_sales  eu_sales  \\\n",
       "16230  Madden NFL 13      PS3             2012  Sports       0.0      0.01   \n",
       "\n",
       "       jp_sales  other_sales  critic_score  user_score rating  total_sales  \n",
       "16230       0.0          0.0          83.0         5.5      E         0.01  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.duplicated(['name', 'platform', 'year_of_release'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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",
       "      <th>total_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Madden NFL 13</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2012</td>\n",
       "      <td>Sports</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.23</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>E</td>\n",
       "      <td>2.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16230</th>\n",
       "      <td>Madden NFL 13</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2012</td>\n",
       "      <td>Sports</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>E</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                name platform  year_of_release   genre  na_sales  eu_sales  \\\n",
       "604    Madden NFL 13      PS3             2012  Sports      2.11      0.22   \n",
       "16230  Madden NFL 13      PS3             2012  Sports      0.00      0.01   \n",
       "\n",
       "       jp_sales  other_sales  critic_score  user_score rating  total_sales  \n",
       "604         0.0         0.23          83.0         5.5      E         2.56  \n",
       "16230       0.0         0.00          83.0         5.5      E         0.01  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['name'] == 'Madden NFL 13') & (data['platform'] == 'PS3') & (data['year_of_release'] == 2012)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Нашелся один дубликат. Избавимся от него, а данные по продажам в Европе можно просто прибавить."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(16230)\n",
    "data.loc[604, 'eu_sales'] += 0.01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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",
       "      <th>total_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Madden NFL 13</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2012</td>\n",
       "      <td>Sports</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.23</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>E</td>\n",
       "      <td>2.56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name platform  year_of_release   genre  na_sales  eu_sales  \\\n",
       "604  Madden NFL 13      PS3             2012  Sports      2.11      0.23   \n",
       "\n",
       "     jp_sales  other_sales  critic_score  user_score rating  total_sales  \n",
       "604       0.0         0.23          83.0         5.5      E         2.56  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['name'] == 'Madden NFL 13') & (data['platform'] == 'PS3') & (data['year_of_release'] == 2012)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Вывод:**\n",
    "\n",
    "В данных достаточно много пропусков. Нужно будет учесть это при дальнейшем исследовании и проверке гипотез. Также есть дубликат, от него удалось избавиться."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='research'></a>\n",
    "## Исследовательский анализ данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Выпуск игр в разные годы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby('year_of_release')['name'].count().plot(figsize=(20,5))\n",
    "plt.title('Выпуск игр в разные годы')\n",
    "plt.xlabel('Год выпуска')\n",
    "plt.ylabel('Количество игр')\n",
    "plt.annotate('Не все данные\\nза 2016\\nдостуны', (2015, 320));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "На графике видно, что выпуск видеоигр сильно рос в период с 1995 по 2009 годы. После игр стало выходить гораздо меньше. Это может быть связано как с тем, что некоторые платформы стали уходить с рынка, так и с тем, что игры становились более технически сложными и на их выпуск стало требоваться больше времени."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Изменение продаж по платформам"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_sales_platforms = data.groupby('platform')['total_sales'].sum().sort_values(ascending=False).index[:7]\n",
    "max_sales_platforms_by_year = (data[data['platform'].isin(max_sales_platforms)]\n",
    "                               .pivot_table(index=['platform', 'year_of_release']\n",
    "                                            ,values='total_sales'\n",
    "                                            ,aggfunc='sum')\n",
    "                               .reset_index())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.lineplot(ax=ax,\n",
    "             data=max_sales_platforms_by_year,\n",
    "             x='year_of_release',\n",
    "             y='total_sales',\n",
    "             hue='platform')\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('Год')\n",
    "plt.ylabel('Суммарные продажи (млн.)')\n",
    "plt.title('Суммарные продажи по годам у разных платформ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Стоит обратить внимание на платформу DS. Там есть странная точка в 1985 году. Она станна тем, что платформа вышла в 2004 году. Посмотрим на неё повнимательнее."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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",
       "      <th>total_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15957</th>\n",
       "      <td>Strongest Tokyo University Shogi DS</td>\n",
       "      <td>DS</td>\n",
       "      <td>1985</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>U</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      name platform  year_of_release   genre  \\\n",
       "15957  Strongest Tokyo University Shogi DS       DS             1985  Action   \n",
       "\n",
       "       na_sales  eu_sales  jp_sales  other_sales  critic_score  user_score  \\\n",
       "15957       0.0       0.0      0.02          0.0           0.0         0.0   \n",
       "\n",
       "      rating  total_sales  \n",
       "15957      U         0.02  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['platform'] == 'DS') \n",
    "     &\n",
    "     (data['year_of_release'] == 1985)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Удивительно, но игра действительно была выпущена в 1985 году. Наверное, она была портирована на DS. Значение можно переписать. \n",
    "\n",
    "https://arcadetemple.com/strongest-tokyo-university-shogi-ds-sales-numbers/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.loc[data['name'] == 'Strongest Tokyo University Shogi DS', 'year_of_release'] = 2004"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_sales_platforms = data.groupby('platform')['total_sales'].sum().sort_values(ascending=False).index[:7]\n",
    "max_sales_platforms_by_year = (data[data['platform'].isin(max_sales_platforms)]\n",
    "                               .pivot_table(index=['platform', 'year_of_release']\n",
    "                                            ,values='total_sales'\n",
    "                                            ,aggfunc='sum')\n",
    "                               .reset_index())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.lineplot(ax=ax,\n",
    "             data=max_sales_platforms_by_year,\n",
    "             x='year_of_release',\n",
    "             y='total_sales',\n",
    "             hue='platform')\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('Год')\n",
    "plt.ylabel('Суммарные продажи (млн.)')\n",
    "plt.title('Суммарные продажи по годам у разных платформ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "В среднем платформы живут 7 лет\n"
     ]
    }
   ],
   "source": [
    "# Определим средний жизненный цикл платформы\n",
    "lifecycles = []\n",
    "for platform in data['platform'].unique():\n",
    "    if platform in ('PS4', 'XOne'):\n",
    "        pass\n",
    "    else:\n",
    "        lifecycles.append(data[data['platform'] == platform]['year_of_release'].max() \\\n",
    "        - data[data['platform'] == platform]['year_of_release'].min())\n",
    "import statistics\n",
    "\n",
    "print(f'В среднем платформы живут {statistics.mean(lifecycles)} лет')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как долго будет жить платформа, зависит в первую очередь от самрй платформы. Можно увидеть, как платформы, вышедшие примерно в одно время, показывают разный жизненный цикл. Например, PS3 и X360 похожи друг на друга, вышли примерно в одно время и показали похожую динамику. При этом Wii, вышедшая даже чуть позже них, продемонстрировала гораздо более резкий пик и спад. \n",
    "\n",
    "Что касается платформы PS2, видно, как разко изменились продажи, когда вышла модель нового поколения - PS3, они стали падать менее интенсивно. Можно прежположить, что с выходом PS3 стоимость PS2 резко упала, и её начали покупать те, кто не был готов платить за неё полную стоимость.\n",
    "\n",
    "Также видно, что чем дальше в будущее, тем более мощные устройства появляются на рынке и тем медленнее они устаревают. Жизненные циклы платформ становятся дольше.\n",
    "\n",
    "В среднем платформы живут 7 лет."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Лидеры продаж за актуальный период"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Актуальный период можно взять с 2015 года. Взяв период раньше, мы можем начать анализировать отжившие тренды\n",
    "actual_data = data[data['year_of_release'] >= 2013]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "platform\n",
       "PS4     314.14\n",
       "PS3     181.43\n",
       "XOne    159.32\n",
       "3DS     143.25\n",
       "X360    136.80\n",
       "WiiU     64.63\n",
       "PC       39.43\n",
       "PSV      32.99\n",
       "Wii      13.66\n",
       "PSP       3.50\n",
       "DS        1.54\n",
       "Name: total_sales, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actual_data.groupby('platform')['total_sales'].sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.boxplot(ax=ax,\n",
    "            y='total_sales', \n",
    "            x='platform', \n",
    "            data=actual_data)\n",
    "plt.title('Глобальные продажи в разбивке по платформам')\n",
    "plt.xlabel('Платформы')\n",
    "plt.ylabel('Продажи (млн.)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видно, что в данных много выбросов. Прежде, чем продолжать анализ, следует избавиться от них."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.boxplot(ax=ax,\n",
    "            y='total_sales', \n",
    "            x='platform', \n",
    "            data=actual_data[actual_data['total_sales'] <= 0.7])\n",
    "plt.title('Распределение продаж по платформам-лидерам')\n",
    "plt.xlabel('Платформа')\n",
    "plt.ylabel('Продажи (млн.)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "X360 и XOne лидируютпоказывает более высокую медиану. Это платформы одной компании, они - прямые конкуренты. Хотя XOne более новая платформа, X360 не спешит сдавать ей позиции. Также высокие продажи показывают PlayStation с платформами PS4 и PS3 и Nintendo с платформами Wii, WiiU и DS. PC держит неплохую позицию.    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Влияние отзывов на продажи\n",
    "\n",
    "Возьмём несколько популярных в актуальном периоде платформ и исследуем, как отзывы влияют на продажи."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_critic = actual_data[(actual_data['critic_score'] > 0)]\n",
    "actual_popular_platforms_c = data_critic.groupby('platform')['total_sales'].sum().sort_values(ascending=False).index[:3]\n",
    "actual_popular_data_c = data_critic[data_critic['platform'].isin(actual_popular_platforms_c)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Коэффициент корреляции платформы PS4: 41.0 %\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Коэффициент корреляции платформы XOne: 42.0 %\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Коэффициент корреляции платформы PS3: 33.0 %\n"
     ]
    }
   ],
   "source": [
    "for platform in actual_popular_platforms_c:\n",
    "    fig, ax = plt.subplots(figsize=(20,6))\n",
    "    plt.scatter(x=actual_popular_data_c[actual_popular_data_c['platform'] == platform]['critic_score'], \n",
    "                y=actual_popular_data_c[actual_popular_data_c['platform'] == platform]['total_sales'])\n",
    "    plt.xticks([x for x in range(10, 100, 5)])\n",
    "    plt.title(f'Влияние оценок критиков на продажи игр {platform}')\n",
    "    plt.xlabel('Оценка критика')\n",
    "    plt.ylabel('Продажи (млн.)')\n",
    "    plt.show();\n",
    "    corr_critic = actual_popular_data_c[actual_popular_data_c['platform'] == platform][['critic_score', 'total_sales']].corr()\n",
    "    print(f'''Коэффициент корреляции платформы {platform}: {corr_critic.iloc[0, 1].round(2) * 100} %''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Проведем аналогичное с оценкой пользователей\n",
    "\n",
    "data_user = actual_data[(actual_data['user_score'] > 0)]\n",
    "actual_popular_platforms_u = data_critic.groupby('platform')['total_sales'].sum().sort_values(ascending=False).index[:3]\n",
    "actual_popular_data_u = data_critic[data_critic['platform'].isin(actual_popular_platforms_u)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Коэффициент корреляции платформы PS4: -0.0 %\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Коэффициент корреляции платформы XOne: -1.0 %\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Коэффициент корреляции платформы PS3: 3.0 %\n"
     ]
    }
   ],
   "source": [
    "for platform in actual_popular_platforms_u:\n",
    "    fig, ax = plt.subplots(figsize=(20,6))\n",
    "    plt.scatter(x=actual_popular_data_u[actual_popular_data_u['platform'] == platform]['critic_score'], \n",
    "                y=actual_popular_data_u[actual_popular_data_u['platform'] == platform]['total_sales'])\n",
    "    plt.xticks([x for x in range(10, 100, 5)])\n",
    "    plt.title(f'Влияние оценок пользователей на продажи игр {platform}')\n",
    "    plt.xlabel('Оценка критика')\n",
    "    plt.ylabel('Продажи (млн.)')\n",
    "    plt.show();\n",
    "    corr_critic = actual_popular_data_u[actual_popular_data_u['platform'] == platform][['user_score', 'total_sales']].corr()\n",
    "    print(f'''Коэффициент корреляции платформы {platform}: {corr_critic.iloc[0, 1].round(2) * 100} %''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Вывод об оценках**\n",
    "\n",
    "В целом можно увидеть, что оценки критиков сильно влияют на продажи трех популярных платформ. Влияние оценок пользователей близко к нулю."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Жанры"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "sns.boxplot(ax=ax,\n",
    "            y='total_sales', \n",
    "            x='genre', \n",
    "            data=actual_data[actual_data['total_sales'] <= 0.6])\n",
    "plt.title('Распределение продаж по платформам-лидерам')\n",
    "plt.xlabel('Платформа')\n",
    "plt.ylabel('Продажи (млн.)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Вывод о жанрах**\n",
    "\n",
    "*Shooter, Racing и Sports* - более популярны. Возможно, потому что они во-первых, более простые и понятные, во-вторых, более динамичные.\n",
    "\n",
    "*Strategy, Puzzle и Adventure* - в принципе выпускается мало игр всех трёх типов, а у *Strategy* ещё и порог входа очень высокий. Эти игры более медленные, они требуют большего умственного напряжения, а мозг не любит напрягаться."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='users'></a>\n",
    "## Портреты пользователей"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Платформы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Популярные платформы в разных регионах:\n",
      "\n",
      "Северная Америка: ['PS4' 'XOne' 'X360' 'PS3' '3DS']\n",
      "Европа:           ['PS4' 'PS3' 'XOne' 'X360' '3DS']\n",
      "Япония:           ['3DS' 'PS3' 'PSV' 'PS4' 'WiiU']\n"
     ]
    }
   ],
   "source": [
    "leaders_na = actual_data.groupby('platform')['na_sales'].sum().sort_values(ascending=False).index[:5]\n",
    "leaders_eu = actual_data.groupby('platform')['eu_sales'].sum().sort_values(ascending=False).index[:5]\n",
    "leaders_jp = actual_data.groupby('platform')['jp_sales'].sum().sort_values(ascending=False).index[:5]\n",
    "\n",
    "print(f'''Популярные платформы в разных регионах:\n",
    "\n",
    "Северная Америка: {leaders_na.values}\n",
    "Европа:           {leaders_eu.values}\n",
    "Япония:           {leaders_jp.values}''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "actual_data.groupby('platform')['na_sales'].sum().sort_values(ascending=False).plot(kind='bar', figsize=(20,5))\n",
    "plt.title('Популярные платформы в Северной Америке')\n",
    "plt.xlabel('Платформа')\n",
    "plt.ylabel('Продажи (млн.)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "actual_data.groupby('platform')['eu_sales'].sum().sort_values(ascending=False).plot(kind='bar', figsize=(20,5))\n",
    "plt.title('Популярные платформы в Европе')\n",
    "plt.xlabel('Платформа')\n",
    "plt.ylabel('Продажи (млн.)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "actual_data.groupby('platform')['jp_sales'].sum().sort_values(ascending=False).plot(kind='bar', figsize=(20,5))\n",
    "plt.title('Популярные платформы в Японии')\n",
    "plt.xlabel('Платформа')\n",
    "plt.ylabel('Продажи (млн.)');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "В Америке и Европе лидируют - *PS4* и *XOne*. В целом топы западных стран очень похожи.\n",
    "\n",
    "В Японии самая популярная платформа - *Nintento*. Весь остальной топ занимает PlayStation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Жанры"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Популярные жанры в разных регионах:\n",
      "\n",
      "Северная Америка: ['Action' 'Shooter' 'Sports' 'Role-Playing' 'Misc']\n",
      "Европа:           ['Action' 'Shooter' 'Sports' 'Role-Playing' 'Racing']\n",
      "Япония:           ['Role-Playing' 'Action' 'Misc' 'Fighting' 'Shooter']\n"
     ]
    }
   ],
   "source": [
    "genres_na = actual_data.groupby('genre')['na_sales'].sum().sort_values(ascending=False).index[:5]\n",
    "genres_eu = actual_data.groupby('genre')['eu_sales'].sum().sort_values(ascending=False).index[:5]\n",
    "genres_jp = actual_data.groupby('genre')['jp_sales'].sum().sort_values(ascending=False).index[:5]\n",
    "\n",
    "print(f'''Популярные жанры в разных регионах:\n",
    "\n",
    "Северная Америка: {genres_na.values}\n",
    "Европа:           {genres_eu.values}\n",
    "Япония:           {genres_jp.values}''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Жанры в Америке и Европе почти идентичны поп популярности. В Японии уже довольно сильно отличаются. Скорее всего это связано с менталитетом и культурой. Европа и Америка в целом очень похожи друг на друга, Япония же несколько отличается. В целом все регионы любят Action, Shooter и RPG. Есть и незначительные местные отличия. В Европе больше любят Racing, в Японии Fighting и Misc. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Влияние ESRB на продажи"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating_na = actual_data.groupby('rating')['na_sales'].sum().sort_values(ascending=False)\n",
    "rating_eu = actual_data.groupby('rating')['eu_sales'].sum().sort_values(ascending=False)\n",
    "rating_jp = actual_data.groupby('rating')['jp_sales'].sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rating\n",
       "M       165.21\n",
       "U        89.42\n",
       "E        79.05\n",
       "E10+     54.24\n",
       "T        49.79\n",
       "Name: na_sales, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_na"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rating\n",
       "M       145.32\n",
       "E        83.36\n",
       "U        78.91\n",
       "E10+     42.69\n",
       "T        41.95\n",
       "Name: eu_sales, dtype: float64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_eu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rating\n",
       "U       85.05\n",
       "T       20.59\n",
       "E       15.14\n",
       "M       14.11\n",
       "E10+     5.89\n",
       "Name: jp_sales, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_jp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Можно заметить, что в США и Европе более популярны игры *M* - для взрослых. Далее следуют игры *E* - для всех. В Японии не так много игр в принципе имеют рейтинг. Специфика рейтинга ESRB, такова, что он применяется главным образом для игр, реализуемых в США и Канаде. Отсюда и отсутствие рейтинга для игр в других регионах. Данных о Японии не так много, чтобы делать выводы о том, что рейтинги их игр сильно отличаются от западных."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='hypothesis'></a>\n",
    "## Проверка гипотез"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Одинаковы ли средние рейтинги пользователей Xbox One и PC?\n",
    "\n",
    "<strong>Нулевая гипотеза:</strong> в среднем рейтинги пользователей Xbox One не отличаются от рейтингов пользователей PC<br>\n",
    "<strong>Альтернативная гипотеза:</strong> в среднем рейтинги пользователей Xbox One отличаются от рейтингов пользователей PC\n",
    "\n",
    "Чтобы проверить эту гипотезу, понадобится двустороннее сравнение средних двух выборок."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Средние оценки пользователей:\n",
      "Xbox One: 7.0\n",
      "PC: 6.0\n",
      "\n",
      "p-значение: 0.14759594013430463 \n",
      "\n",
      "Не получилось отвергнуть нулевую гипотезу. \n",
      "Средние оценки пользователей Xbox One не отличаются от средних оценок пользователей PC.\n"
     ]
    }
   ],
   "source": [
    "xone_user_score = actual_data[(actual_data['platform'] == 'XOne')\n",
    "                              &\n",
    "                              (actual_data['user_score'] > 0)]['user_score']\n",
    "pc_user_score = actual_data[(actual_data['platform'] == 'PC')\n",
    "                            &\n",
    "                            (actual_data['user_score'] > 0)]['user_score']\n",
    "results = st.ttest_ind(pc_user_score, \n",
    "                       xone_user_score, \n",
    "                       alternative='two-sided', \n",
    "                       equal_var=False)\n",
    "alpha = 0.05 \n",
    "\n",
    "print(f'''Средние оценки пользователей:\n",
    "Xbox One: {xone_user_score.mean().round()}\n",
    "PC: {pc_user_score.mean().round()}\\n''')\n",
    "\n",
    "print('p-значение:', results.pvalue, '\\n')\n",
    "\n",
    "if results.pvalue < alpha:\n",
    "    print('''Отвергаем нулевую гипотезу. \n",
    "Средние оценки пользователей Xbox One отличаются от средних оценок пользователей PC.''')\n",
    "else:\n",
    "    print('''Не получилось отвергнуть нулевую гипотезу. \n",
    "Средние оценки пользователей Xbox One не отличаются от средних оценок пользователей PC.''') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Разные ли средние пользовательские рейтинги у жанров Action и Sports?\n",
    "\n",
    "<strong>Нулевая гипотеза:</strong> в среднем пользовательские рейтинги жанра Action не отличаются от рейтингов жанра Sports<br>\n",
    "<strong>Альтернативная гипотеза:</strong> в среднем пользовательские рейтинги жанра Action отличаются от рейтингов жанра Sports\n",
    "\n",
    "Чтобы проверить эту гипотезу, также понадобится двустороннее сравнение средних двух выборок. Поскольку данных по *Action* сильно больше, возьмём оттуда рандомизированную выборку размера 389. Именно столько данных есть в выборке *Sports*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Средние оценки пользователей:\n",
      "Action: 7.0\n",
      "Sports: 5.0\n",
      "\n",
      "p-значение: 1.4460039700704315e-20 \n",
      "\n",
      "Отвергаем нулевую гипотезу. \n",
      "Средние пользовательские оценки Action отличаются от средних оценок Sports.\n"
     ]
    }
   ],
   "source": [
    "action_user_score = actual_data[(actual_data['genre'] == 'Action')\n",
    "                                &\n",
    "                                (actual_data['user_score'] > 0)]['user_score']\n",
    "sports_user_score = actual_data[(actual_data['genre'] == 'Sports')\n",
    "                                &\n",
    "                                (actual_data['user_score'] > 0)]['user_score']\n",
    "\n",
    "results = st.ttest_ind(sports_user_score, \n",
    "                       action_user_score, \n",
    "                       alternative='two-sided', \n",
    "                       equal_var=False)\n",
    "alpha = 0.05 \n",
    "\n",
    "print(f'''Средние оценки пользователей:\n",
    "Action: {action_user_score.mean().round()}\n",
    "Sports: {sports_user_score.mean().round()}\\n''')\n",
    "\n",
    "print('p-значение:', results.pvalue, '\\n')\n",
    "\n",
    "if results.pvalue < alpha:\n",
    "    print('''Отвергаем нулевую гипотезу. \n",
    "Средние пользовательские оценки Action отличаются от средних оценок Sports.''')\n",
    "else:\n",
    "    print('''Не получилось отвергнуть нулевую гипотезу. \n",
    "Средние пользовательские оценки Action отличаются от средних оценок Sports.''') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='resume'></a>\n",
    "## Общий вывод\n",
    "\n",
    "**Что мы сделали:**\n",
    "- Заполнили пропуски в данных;\n",
    "- Удалили неявные дубликаты;\n",
    "- Визуально оценили распределение данных в различных срезах;\n",
    "- Составили портреты пользователей из разных стран;\n",
    "- Проверили несколько гипотез;\n",
    "\n",
    "**Выводы:**\n",
    "- Чаще всего встречаются игры с рейтингом M, если рейтинг вообще заполнен, что происходит далеко не всегда;\n",
    "- Период жизни игровой платформы около 7 лет;\n",
    "- Самые популярные платформы: PlayStation, Xbox, Nintendo;\n",
    "- Оценки критиков распределены вокруг 70 баллов. Это говорит о том, что выходящие игры в основном как минимум неплохие;\n",
    "- Пользователи более тепло оценивают игры. Чаще встречаются оценки 7.0-8.0;\n",
    "- Доверяют же пользователи больше оценкам критиков, чем оценкам других пользователей. Оценки критиков влияют на продажи, оценки пользователей - почти нет;\n",
    "- В разных регионах популярны разные платформы и жанры. В Японии больше любят платформу Nintendo и жанры Action и RPG, в США и Европе - PlayStation, чаще играют в Shooter и Action;\n",
    "- Несмотря на высокую популярность жанров Sports и Action, оценки этих жанров значимо отличаются;\n",
    "- Что касается PC, то его оценки значимо не отличаются от оценок Xbox; \n",
    "\n",
    "\n",
    "**Рекомендации:**\n",
    "- Общие:\n",
    "-- Следить за оценками критиков в первую очередь и пользователей - во вторую. Закупать игры с высокими оценками;\n",
    "-- Action, Shooter и RPG популярны во всех регионах. Их надо завозить в большом количестве;\n",
    "-- PlayStation популярна во всех регионах. Игры для неё обязательно нужны везде;\n",
    "\n",
    "- Америка и Европа\n",
    "-- Очень похожи друг на друга. Помимо Action, Shooter и RPG они любят игры жанра Sports.\n",
    "-- В Американских филиалах стоит представить чуть больше инди-игр, а в Европейских - гоночных.\n",
    "\n",
    "- В Японии \n",
    "-- Доминирует Nintendo, нужно обеспечить игры этой платформы в первую очередь, а PlayStation уже во вторую;\n",
    "-- Здесь популярны игры жанра Adventure;\n",
    "-- Рейтинг в Японии мало что значит;"
   ]
  }
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