{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hl26H2-IFWwr"
   },
   "source": [
    "## Identification of all the members of the group.\n",
    "Name: Eduardo Laurentino - nusp\n",
    "\n",
    "Name: Gabriel Brandão de Almeida - nusp 10737182\n",
    "\n",
    "Name: Rodrigo Toscano Ney - nusp 11361219"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nN5apDx_FWwt"
   },
   "source": [
    "## Name of the dataset\n",
    "Dataset: Video Game Sales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NAcRMrGeFWwv"
   },
   "source": [
    "## Abstract\n",
    "O dataset contem informações diversas sobre o mercado de jogos, como:\n",
    "- Informações de vendas dos jogos\n",
    "  - Em regioes como america do norte, europa e japão e resto do mundo.\n",
    "- Dados de pontuação dos jogos\n",
    "  - Em pontuação total por criticos e número de críticos\n",
    "  - Em pontuação total por jogadores e número de jogadores\n",
    "- Informações da plataforma dos jogos\n",
    "- Informações do ano de lançamento\n",
    "- Produta do jogo\n",
    "\n",
    "Com esses dados conseguimos fazer um EDA que responde perguntas mais básicas sobre a saude desse dataset.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mytSQH_oFWwx"
   },
   "source": [
    "### EDA\n",
    "EDA strategy:\n",
    "- Data Collection\n",
    "  - A coleta de dados é o processo de coleta de informações de uma forma sistemática estabelecida que permite testar hipóteses e avaliar resultados facilmente.\n",
    "- Data Cleaning\n",
    "  - A limpeza de dados é o processo de garantir que seus dados estejam corretos e utilizáveis, identificando quaisquer erros nos dados ou dados ausentes, corrigindo-os ou excluindo-os.\n",
    "- Data Preprocessing\n",
    "  - O pré-processamento de dados é uma técnica de mineração de dados que envolve a transformação de dados brutos em um formato compreensível. Inclui normalização e padronização, transformação, extração e seleção de recursos, etc.\n",
    "- Data Visualisation\n",
    "  -  A visualização de dados é a representação gráfica de informações e dados. Ele usa gráficos estatísticos, plotagens, gráficos de informação e outras ferramentas para comunicar informações de forma clara e eficiente."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "M0_N-cX1FWww"
   },
   "source": [
    "## Questions to the dataset\n",
    "1. Quais jogos venderam mais (Global, NA, EU, JP)? \n",
    "2. Quais jogos tem melhor avaliação (\"rate\") do público? \n",
    "3. Qual plataforma tem mais títulos?\n",
    "4. Qual a distribuição dos jogos por ano de publicação? \n",
    "5. Os jogos com melhores avaliações têm os maiores números de vendas? \n",
    "6. Os jogos com maior número de avaliações tem as melhores avaliações? \n",
    "7. Os jogos com maior venda são também os com maior número de avaliações\n",
    "(Critic_count; User_count)?  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2Zjrjeq28K7c"
   },
   "source": [
    "### Data Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 442
    },
    "id": "rq-mlhgoGaYf",
    "outputId": "5d6ebd9c-8f2b-47b6-f1f2-afe0ca61d8cb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 5322 entries, 0 to 5440\n",
      "Data columns (total 18 columns):\n",
      " #   Column               Non-Null Count  Dtype  \n",
      "---  ------               --------------  -----  \n",
      " 0   name                 5322 non-null   object \n",
      " 1   platform             5322 non-null   object \n",
      " 2   release year         5322 non-null   int64  \n",
      " 3   genre                5322 non-null   object \n",
      " 4   publisher            5322 non-null   object \n",
      " 5   north america sales  5322 non-null   float64\n",
      " 6   europe sales         5322 non-null   float64\n",
      " 7   japan sales          5322 non-null   float64\n",
      " 8   rest of world sales  5322 non-null   float64\n",
      " 9   global sales         5322 non-null   float64\n",
      " 10  release date         3646 non-null   object \n",
      " 11  critic score         2931 non-null   float64\n",
      " 12  critic outof         2931 non-null   float64\n",
      " 13  critic count         2931 non-null   float64\n",
      " 14  user score           3595 non-null   object \n",
      " 15  user count           2751 non-null   float64\n",
      " 16  developer            3625 non-null   object \n",
      " 17  rating               3583 non-null   object \n",
      "dtypes: float64(9), int64(1), object(8)\n",
      "memory usage: 790.0+ KB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/wtamu-cisresearch/scraper/master/gamedata-20140215-11_53_10.csv', skiprows=[0])\n",
    "\n",
    "df.dropna(subset = ['release year'], inplace=True)\n",
    "df['release year'] = df['release year'].astype('int')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 238
    },
    "id": "T0KY1pXTGa0C",
    "outputId": "12426329-d079-42cd-9839-d39f9abe0e7b"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>release year</th>\n",
       "      <th>genre</th>\n",
       "      <th>publisher</th>\n",
       "      <th>north america sales</th>\n",
       "      <th>europe sales</th>\n",
       "      <th>japan sales</th>\n",
       "      <th>rest of world sales</th>\n",
       "      <th>global sales</th>\n",
       "      <th>release date</th>\n",
       "      <th>critic score</th>\n",
       "      <th>critic outof</th>\n",
       "      <th>critic count</th>\n",
       "      <th>user score</th>\n",
       "      <th>user count</th>\n",
       "      <th>developer</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>Nintendo</td>\n",
       "      <td>41.02</td>\n",
       "      <td>28.66</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.39</td>\n",
       "      <td>81.84</td>\n",
       "      <td>Nov 19, 2006</td>\n",
       "      <td>76.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>229.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.07</td>\n",
       "      <td>12.36</td>\n",
       "      <td>3.71</td>\n",
       "      <td>3.19</td>\n",
       "      <td>34.33</td>\n",
       "      <td>Apr 27, 2008</td>\n",
       "      <td>82.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>503.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.38</td>\n",
       "      <td>10.71</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2.89</td>\n",
       "      <td>32.24</td>\n",
       "      <td>Jul 26, 2009</td>\n",
       "      <td>80.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Play</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>13.89</td>\n",
       "      <td>9.14</td>\n",
       "      <td>2.93</td>\n",
       "      <td>2.83</td>\n",
       "      <td>28.79</td>\n",
       "      <td>Feb 12, 2007</td>\n",
       "      <td>58.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>103.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>New Super Mario Bros. Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>13.85</td>\n",
       "      <td>6.57</td>\n",
       "      <td>4.69</td>\n",
       "      <td>2.14</td>\n",
       "      <td>27.25</td>\n",
       "      <td>Nov 15, 2009</td>\n",
       "      <td>87.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>446.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name platform  ...  developer rating\n",
       "0                 Wii Sports      Wii  ...   Nintendo      E\n",
       "1             Mario Kart Wii      Wii  ...   Nintendo      E\n",
       "2          Wii Sports Resort      Wii  ...   Nintendo      E\n",
       "3                   Wii Play      Wii  ...   Nintendo      E\n",
       "4  New Super Mario Bros. Wii      Wii  ...   Nintendo      E\n",
       "\n",
       "[5 rows x 18 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1qSKSewik0z3"
   },
   "source": [
    "1. Quais jogos venderam mais (Global, NA, EU, JP)? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
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    },
    "id": "eFgiILNNkzsc",
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   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3VkV9H2BRRIyoWhERUyJinKT2kv4tabKkaZK+VeqgygyTND0dOyCtHw20Byqq1tUkIsYCI8kS+2Uq1pI6pkr4l4ALgQGpQjwgVeM3TPu1kvRy1XIt7gKq4jkWuLPgXNpJujGdxzPpAwSS1kzfRDwv6T5gzYJjDpQ0MV27uyW1T+tnSrpM0mTgqLR8QcE13r6a2CaQJeak3yPIPpwA7AxURMQSSfen6vqzkgYXxDJf0pWSpgC/BI4GfiPp9pre4/RNyQuSbgGmA50lDZU0SdJUSct/PM/es4/SyzbAl4Dlv78yMzOzpdZYY42lr1u3bs3ixYvrPGattdYqacyaxrv99tt57733qKiooLKykk6dOi19FGFhPK1atVq63KpVq6VjRQT33nsvlZWVVFZW8tprr7HDDjuUFFuhhQsX8uMf/5h77rmHadOmcdJJJ1X7SMQRI0Zw0UUX8frrr9OnTx9mz57N8OHD6dSpE1OmTKG8vJzPPvtsueMigmuuuWZpnK+++ioHHngge+65J0888QSbbropgwYN4pZbbik55po0VqLeDaioYdtC4PCI6E2W0F+ZKqWlOIIsmewJ7A8Mk7RxRBwKLIiIXhExqoRxJgPVJa8ARMRnwHlklfiqMW8jqxqT5p4CtJVUW8X93hQzwCHA3wq2/SSbKrqTJfE3S2oH/Aj4JCJ2AH4N9IHsQwRwDrB/unblwM8KxpsdEb0joqrS/H7a749AdXedVFXUSb+fAD6V1CEtVzVlnRARfci+XThV0gZp/VrAUxHRMyIuAkYDQyNiILW/x9sAf4iIrsB2aXlnsve1j6Q9q7uQksYA/wPmkVXVq9tnsKRySeUwv7pdzMzMWqx11lmH9dZbb2nv9K233rq0ul6sQ4cOzJs3r17jz507l4022oi2bdsyduxYZs2aVa/j+/fvzzXXXLO0XeaZZ56p85gDDjiA6667bmmyP2fOnKVJeceOHZk/f36NN56+8sor7LLLLlx44YVsuOGGvP7668ydO5eNN96YVq1aceutt7JkyfJNCv379+ePf/wjixYtAuDFF1/k448/ZtasWXTq1ImTTjqJE088kcmTJ9fr/KvTFDeTCrhE0lTgEWBTspaYUuwO3BkRSyLiXeBxoO8KxlBffwaOS69PAG6MiLciorY+9tnAB5KOAZ4HPinYtjtZ8k9EzABmAdsCexasnwpMTft/DdgRGC+pEvg+sEXBeMUfUP6aflcAXYoDi4hZwJckfYXsQ8sLwCRgF7JEfXza9dRUNX8S6EyWWAMsIfsgUp3a3uNZEfFken1g+nmGLz48bUM1IqI/sDGwBrBvDfuMjIiyiCjLvmAxMzOzQjfffDNDhw6lR48eVFZWct5551W73zHHHMOwYcPYaaedlt5MWpeBAwdSXl5O9+7dueWWW9h++xprotU699xzWbRoET169KBr166ce+65dR5z4oknsvnmm9OjRw969uzJHXfcwbrrrstJJ51Et27d6N+/P337Vp8qDh06lO7du9OtWzf69etHz549+fGPf8zNN99Mz549mTFjRrWV/BNPPJEdd9yR3r17061bN374wx+yePFiHnvsMXr27MlOO+3EqFGjOO200+p1/tVRdXfBrvSg0n7AryNiueqopEHAN4DvRsQiSTOBvSNipqT5EdFeUhfgwYjoVnTscGBaRPw5Ld8K3B0Ro6uOrWG+sqoe9bTuQqB9RPxM0iPA2RHxtKTNgP9ERJcajvsHMAy4Adimtl7wdF5lwEHAcGAQMK3qvFJbyzUR8WjafxxZlf1C4OqC9ZPJ2nQ2Br4TEcfWNFdEvF+8nNp6roiIvas57i5gHPCNiDhI0hFAd+AU4KvATsBFwIER8Ymkx4DzI+Kx4ust6aZ0bvfU9B6nXZe+r5KuBF6MiOtquo7VxHwcsHPh+1L9fp0DVv4/EGsa/gePzKw5e/7555e2bJgVq+7vQ1JFVmhcVmNV1B8F1ijqae4haQ9gHeB/KYHbh2WrwnUZR9Y33jr1h+8JPF2fwCTtRZb4Xp9WzSS1lwCFT8+fB3QoOvwGsmr33SXesAnZTbWXA2OK1o8jtdIoexrO5mRV7SeA76T13YAeaf8ngd0kfTVtW0t1PEWnBBOA04GJaXki2bcG70TEXLL36oOUpG9PVtUvRanv8RjghIJe+00lbVS4Q+p33zi9bgN8E5hR8hmamZmZNVONkqhHVqY/HNhf2eMZnwV+C7wD3A6USZpGlhTWJ+m6j6wVZArZh4GfR8Q7JRxXdVPoi8DZwLcLnvhyBfAjSc8AHQuOGQvsmI6ruiG06qbVGwEkbVJHjzoRMS8iLkt974X+ALRK12EUMCgiPiXrKW8v6Xmy6npFGuc9sqr8namlZCK19NmXaDywVRqLiHgbaM0X/en/BNqkWC4l+7BQipLe44h4GLgDmJj2vYflPxytBYxO51xJ1qc+AjMzM7PVXKO0vqyuUhvJ8IjYo6ljsdq59aV5c+uLmTVnbn2x2tSn9aVRnqO+OpJ0FtkTWQbWta+ZmZm1bBFB6Q+1s5aivgXypnjqS7MUEZdGxBYR8Z+mjsXMzMzyq127dsyePbveSZmt3iKC2bNn065du5KPceuLrZbKysqivLy8qcMwM7MWaNGiRbzxxhvV/iM71rK1a9eOzTbbjLZt2y6z3q0vZmZmZqtA27Zt2XLLLZs6DFsNuPXFzMzMzCyHnKibmZmZmeWQE3UzMzMzsxxyom5mZmZmlkNO1M3MzMzMcsiJupmZmZlZDjlRNzMzMzPLISfqZmZmZmY55ETdzMzMzCyHnKibmZmZmeWQE3UzMzMzsxxyom5mZmZmlkNO1M3MzMzMcsiJupmZmZlZDjlRNzMzMzPLISfqZmZmZmY51KapAzBrDBUV7yJd0dRhWAOIGNLUIZiZmTUJV9TNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6i2ApOGSTi9YHiPphoLlKyX9TNKhks5K606WdFw1Y50v6U1Jlenn0sJ9JQ2StEkNcdwk6dV03GRJuxasP7Khz9vMzMysOfPNpC3DeOBo4CpJrYCOwNoF2/sBZ0TEk8BogIgYUct4wyOipjs1BwHTgbdq2D40Iu6RdCBwHdCj5LMwMzMza0FcUW8ZJgC7ptddyRLpeZLWk7QGsAMwOVXDr4WllfOSHrdRtW+qipcBt6eq+Zq1HPYE8NVqxpopqWN6XSbpsfR6r4Iq/jOSOpR05mZmZmbNlBP1FiAi3gIWS9qcrHo+EXiKLHkvA6ZFxGf1GPKMgqS5f8E89wDlwMCI6BURC2oZ4xBgWj3mHAL8JCJ6AXsAy40tabCkcknlML8eQ5uZmZnljxP1lmMCWZJelahPLFgeX8+xhqdEvFdEjKnnscMkVQKDgR/U47jxwP9JOhVYNyIWF+8QESMjoiwiyqB9PcMyMzMzyxcn6i3HeLKkvDtZ68uTZBX1fmRJ/KoyNCX4B0TE9Gq2L+aLv8t2VSsj4lLgRGBNYLyk7Rs/VDMzM7Om40S95ZgAHAzMiYglETEHWJcsWW/IRH0esDL94zOBPun1t6tWSto6IqZFxGXAJMCJupmZma3WnKi3HNPInvbyZNG6uRHxfgPOcxMwooSbSWtyAfC7rM+cJQXrT5c0XdJUYBHwj5UP1czMzCy/FBFNHYNZg5M6B5zW1GFYA4go6eFDZmZmzZakiuweu2W5om5mZmZmlkP+B49stdSnTyfKy12JNTMzs+bLFXUzMzMzsxxyom5mZmZmlkNO1M3MzMzMcsiJupmZmZlZDjlRNzMzMzPLISfqZmZmZmY55ETdzMzMzCyHnKibmZmZmeWQE3UzMzMzsxxyom5mZmZmlkNO1M3MzMzMcsiJupmZmZlZDjlRNzMzMzPLISfqZmZmZmY55ETdzMzMzCyHnKibmZmZmeWQE3UzMzMzsxxq09QBmDWGiop3ka5o6jCsAUQMaeoQzMzMmoQr6mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkHvUbaVIGg7Mioir0vIY4PWIODEtXwm8CbwM7BgRl0o6GfgkIm4pGut84CTgvbTqn8DMqn0lDQIejoi3Gv3EzMzMzJqYE3VbWeOBo4GrJLUCOgJrF2zvB5wREU8CowEiYkQt4w2PiJruAh0ETAecqJuZmdlqz4m6rawJwPD0uitZIr2xpPWAT4AdgMmpGl4WEaekyvn8WhLypar2JauslwG3S1oA7BoRCxr2VMzMzMzywz3qtlJSG8piSZuTVc8nAk8Bu5Il1tMi4rN6DHmGpMr0079gnnuAcmBgRPRykm5mZmarO1fUrSFMIEvS+wH/B2yaXs8la42pj2VaXyTtWuqBkgYDg7Oldes5rZmZmVm+uKJuDWE8WWLenaz15Umyino/siR+lYiIkRFRFhFl0H5VTWtmZmbWKJyoW0OYABwMzImIJRExh6ykvSsNm6jPAzo04HhmZmZmueVE3RrCNLKnvTxZtG5uRLzfgPPcBIxI/etrNuC4ZmZmZrmjiGjqGMwanNQ54LSmDsMaQMSQpg7BzMysUUmqyFp3l+WKupmZmZlZDjlRNzMzMzPLIT+e0VZLffp0orzcLRNmZmbWfLmibmZmZmaWQ07UzczMzMxyyIm6mZmZmVkOOVE3MzMzM8shJ+pmZmZmZjnkRN3MzMzMLIecqJuZmZmZ5ZATdTMzMzOzHHKibmZmZmaWQ07UzczMzMxyyIm6mZmZmVkOOVE3MzMzM8shJ+pmZmZmZjnkRN3MzMzMLIecqJuZmZmZ5ZATdTMzMzOzHHKibmZmZmaWQ22aOgCzxlBR8S7SFU0dhjWSiCFNHYKZmVmjc0XdzMzMzCyHnKibmZmZmeWQE3UzMzMzsxxqsYm6pK9I+oukVyRVSHpI0rZ1HDM//e4iaXo95xsm6VlJw4rWD5L0nqRnJL0kaYykfiWM10vSQfWJoej4mZKmSapMv79VsG3+Co55k6Qj69hHks5J5/qipLGSuq7IfGZmZmarsxZ5M6kkAfcBN0fEMWldT6AT8GIjTTsYWD8illSzbVREnJLi2Af4q6R9IuL5WsbrBZQBD61ETPtExPuStgMeBh5YibFK9ROgH9AzIj6RdCAwWlLXiFi4CuY3MzMzaxZaakV9H2BRRIyoWhERUyJinKT2kv4taXJxpbkuqVo8TNL0dOyAtH400B6oqFpXk4gYC4wkS+yR9JiksvS6Y6qEfwm4EBiQKuIDUoV6w7RfK0kvVy2XYG3gg2rOp8ZrIek4SVMlTZF0azXH/iZV2FsXbfoFcEpEfJLO92FgAjAwHTdf0vD07cO/C87pVEnPpTn/UuJ5mZmZmTVbLbKiDnQDKmrYthA4PCI+ktQReFLS6IiIEsY9gqzS3RPoCEyS9EREHCppfkT0KjG+ycAPa9oYEZ9JOg8oK6jEb0+W7F4F7A9MAdpKeigiamqRGZu+XdgKOLqa7dVeC2BH4BygX6rIr194UGrv6QAcX3jdJK0NrBUR/y2apxyoan9ZCyiPiDPSOf4aOAU4C9gyIj6VtG5N18bMzMxsddFSK+q1EXCJpKnAI8CmZC0xpdgduDMilkTEu8DjQN8VjKG+/gwcl16fANwYEW/VkqRD1vrSDegOXCupfTVxVHct9gXujoj3ASJiTsEx5wLrRMTJJX64KfY5MCq9vo3smgJMBW6X9F1gcXUHShosqVxSOaxQm72ZmZlZbrTURP1ZoE8N2wYCGwJ9UgX8XaDdqgos2Qmo6k9fzBfvU41xRMTrwLuS9gV2Bv5R6mQR8QrZee5YtGlFrsUkoE9xlT3N8xHwsaStijb1IXtPqg0v/f4m8HugN9k3Fct9GxQRIyOiLCLKsk4jMzMzs+arpSbqjwJrSBpctUJSD0l7AOsA/4uIRenGzi3qMe44sr7x1qm3ek/g6foEJmkvsv7069OqmXzxoaLwiSrzyNpLCt1AVoW+u4abVmuacyNgS2BW0aaarsWjwFGSNkjHFybl/wQuBf4uqTg+gGHA1ZLWTMfuT1Y1vyNtb1Vwnt8B/iOpFdA59e//IsXlTNzMzMxWay2yRz0iQtLhwFWSfkHWiz0TOB24HfibpGlkvdMz6jH0fcCuZP3hAfw8It4p4bgBknYHvgy8Cny74IkvVzdwK+gAACAASURBVAB3pQ8Vfy84ZixwlqRK4LcRMQoYDdyYfpC0CXBDHT3qS4C2wFmpXadQtdciIp6VdDHweDr+GWBQ1UERcXdK0kdLOigiFhSMeQ2wHjAtHfsO8K2CfT4GdpZ0DvA/YADQGrhN0jpk7ThXR8SHNV9OMzMzs+ZPK9ZGbHmUng4zPCL2aOpYVlS66Xalq+VS54DTGiIky6GIIU0dgpmZWYORVJG17i6rRVbUV0eSzgJ+RHrMoZmZmZk1by21R321ExGXRsQWEfGfpo5lZTRENd3MzMxsdeCKuq2W+vTpRHm52yPMzMys+XJF3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOeRE3czMzMwsh9o0dQBmjaGi4l2kK5o6DLOVFjGkqUMwM7Mm4oq6mZmZmVkOOVE3MzMzM8shJ+pmZmZmZjnU7BJ1SSHpyoLlIZLOb8DxW0m6WtJ0SdMkTZK0ZUONX2IMMyWNK1pXKWn6Cow1oZ77L0lzTZE0WVK/+s5Zj7l6SqosWD5W0gJJbdNyd0lT0+sJ6fcmku5prJjMzMzM8qLZJerAp8ARkjo20vgDgE2AHhHRHTgc+LCR5kJSTTf0dpDUOe2zw4qOGxH1TbQXRESviOgJ/BL4bU1jN4BpwOaSOqTlfsDzwE4FyxPgi/OIiLci4sgGmt/MzMwst5pjor4YGAmcUbxB0oaS7k1V8EmSdkvrp0laV5nZko5L62+RdEDRMBsDb0fE5wAR8UZEfJD2n18w15GSbkqvb5I0QlK5pBclHZzWt5Y0LMUyVdIP0/q9JY2TNBp4robzvIvsQwPAscCdBXN3ScdPLqx6VzduVczp3IcVfFMwgLqtDVSd+zJjS2on6cY01jOS9kn7dZX0dKrKT5W0TU2Dp2tcDuySVvUBfk+WoJN+jy86jy4r8s2CmZmZWXPTHBN1yJK5gZLWKVr/O2B4RPQFvg3ckNaPB3YDugL/BfZI63clVWwL3AUckhLNKyXtRGm6ADsD3wRGSGoH/ACYm+LpC5xU0EbTGzgtIratYbx7gSPS60OAvxVs+x9wQET0Jkvmry7YVtO4RwC9gJ7A/sAwSRtXM++a6dxnkF2/39Qw9k+ASN86HAvcnM75ZOB3EdELKAPeqOH8qowH+klaC/gceIxlE/WSW3ckDU4flsphft0HmJmZmeVYs3yOekR8JOkW4FRgQcGm/YEdJVUtry2pPTAO2BOYBfwRGCxpU+CDiPi4aOw3JG0H7Jt+/i3pqIj4dx1h3ZUqxC9J+i+wPXAg0ENSVavGOsA2wGfA0xHxai3jzQY+kHQMWTvIJwXb2gLXSuoFLAEKk/Kaxt0duDMilgDvSnqc7MPD6KL9FqQkG0m7ArdI6lbN2LsD1wBExAxJs1IcE4FfSdoM+GtEvFTLOUKWiJ9J9h5NiohXJH1V0oZA+4h4pY7jl4qIkWTftiB1jlKPMzMzM8uj5lpRB7iKrGK9VsG6VsDXUo91r4jYNCLmA0+QVdH3IKvYvgccSZYcLiciPo2If0TEUOAS4LCqTQW7tSs+rJplAT8tiGfLiHg4bf+Yuo0i+/bgzqL1ZwDvklXHy4AvFWwrZdySRMREoCOwYaljR8QdwKFkH6AekrRvHYc8SfaBYTeyJB+yKvwxBctmZmZmLU6zTdQjYg5Zm8oPClY/DPy0aiFVnImI18kSzm0i4r/Af4AhZAn8MiT1lrRJet0K6EFWiYesEr1DWn940aFHKXtizNbAVsALwBjgRwVPMdk2tXiU6j7g8jROoXX4oo/+e0DrEsYaBwxIffMbkn3D8HRtB0jaPo09u4bxBqb9tgU2B16QtBXw34i4GniA7PrVKCLmAa8Dx/NFYj4ROJ3Un25mZmbWEjXbRD25kiwBr3IqUJZuYnyOrF+6ylPAi+n1OGBTsoS92EbA39INi1PJbl69Nm07C3iQrF3j7aLjXiNLfP8BnBwRC8l6vJ8DJqfxrqMe7UYRMS8iLouIz4o2/QH4vqQpZC02pVTR70vnMwV4FPh5RLxTzX5VPeqVZBX976d2mWJ/AFpJmpb2GxQRnwJHA9PT8d2AWwAkPVT1Aaga44E10gcqyBL1rahHf7qZmZnZ6kYRdbfySvoyWR/x5hFxUnqSx3YR8WBjB9gcpKe/PBgRfr53TmQ96qc1dRhmKy1iSFOHYGZmjUxSRUSUFa8vtaJ+I9nzy3dNy28CFzVQbGZmZmZmVqTUNoytI2KApGMBIuITFTxapaWLiEFNHYOZmZmZrV5KTdQ/k7Qm6ckm6YbJTxstKrOV1KdPJ8rL3TJgZmZmzVepifqvgX8CnSXdTvYovUGNFZSZmZmZWUtXUqIeEf+SNBn4GtmzwU+LiPcbNTIzMzMzsxasPo9n3JTsmdpfAvaUdEQd+5uZmZmZ2QoqqaIu6c9k/3DNs8DnaXUAf22kuMzMzMzMWrRSe9S/FhE7NmokZmZmZma2VKmtLxMlOVE3MzMzM1tFSq2o30KWrL9D9lhGARERPRotMjMzMzOzFqzURP1PwPeAaXzRo25mZmZmZo2k1ET9vYgY3aiRmJmZmZnZUqUm6s9IugP4GwX/ImlE+KkvZmZmZmaNoNREfU2yBP3AgnV+PKOZmZmZWSMp9V8mPb6xAzEzMzMzsy+U+g8etQN+AHQF2lWtj4gTGikuMzMzM7MWrdTnqN8KfAXoDzwObAbMa6ygzMzMzMxaulIT9a9GxLnAxxFxM/BNYJfGC8vMzMzMrGUrNVFflH5/KKkbsA6wUeOEZGZmZmZmpT71ZaSk9YBzgNFAe+DcRovKzMzMzKyFU0TUvZO0BvBtoAvQNq2OiLiw8UIzW3FS54DTmjoMswYRMaSpQzAzs0YkqSIiyorXl1pRfwCYC1RQ8A8emZmZmZlZ4yg1Ud8sIr7eqJGYmZmZmdlSpd5MOkFS90aNxMzMzMzMlio1Ud8dqJD0gqSpkqZJmtqYgVnTkzRc0ukFy2Mk3VCwfKWkn0k6VNJZad3Jko6rZqzzJb0pqVLSdEmHFqx3A66ZmZlZkVJbX77RqFFYXo0HjgauktQK6AisXbC9H3BGRDxJ9jQgImJELeMNj4grJO0AjJPkR3yamZmZ1aCkinpEzKrup7GDsyY3Adg1ve4KTAfmSVovPQloB2CypEGSroXSKuQR8TywmCzxX0rSSZImSZoi6V5JX5bUQdKrktqmfdYuXDYzMzNbXZXa+mItUES8BSyWtDlZ9Xwi8BRZ8l4GTIuIz+o7rqRdgM+B94o2/TUi+kZET+B54AcRMQ94jOxfwwU4Ju23qOhYJA2WVC6pHObXNywzMzOzXHGibnWZQJakVyXqEwuWx9dzrDMkVQJXAANi+Yf4d5M0TtI0YCBZFR/gBuD49Pp44MbqBo+IkRFRlj2HtH09QzMzMzPLl1J71K3lGk+WlHcna315HTgT+IgaEuZaDI+IK2rZfhNwWERMkTQI2BsgIsZL6iJpb6B1REyv57xmZmZmzY4r6laXCcDBwJyIWBIRc4B1ydpfJjTwXB2At1P/+cCibbcAd1D/DwdmZmZmzZITdavLNLKbPp8sWjc3It5v4LnOJeuBHw/MKNp2O7AecGcDz2lmZmaWS1q+TdgsfyQdCXwrIr5X2v6dA05r5KjMVo0I/1MDZmarM0kV2T12y3KPuuWepGvInuV/UFPHYmZmZraquKJuq6WysrIoLy9v6jDMzMzM6lRTRd096mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOeRE3czMzMwsh9o0dQBmjaGi4l2kK5o6DLNGFTGkqUMwM7NG5Iq6mZmZmVkOOVE3MzMzM8shJ+orSdL8gtcHSXpR0haSTpZ0XAPPNUjSJrVsbyPpPUmX1jHGtQ0cVxdJ32nIMWuZZ3pjz2NmZmaWB07UG4ik/YCrgW9ExKyIGBERtzTwNIOAGhN14ADgReAoSWrguWvTBah3oi6pdcOHYmZmZrZ6cKLeACTtCVwPHBwRr6R150sakl4/JukySU+nivseaX1rScMkTZI0VdIPC8b8haRpkqZIulTSkUAZcLukSklrVhPKscDvgNeAXQvGOj7N+zSwW1q3jqRZklql5bUkvS6praStJf1TUoWkcZK2T/vcJOlqSRMk/TfFBHApsEeK64ziqr2kByXtnV7Pl3SlpCnArpK+m65LpaTr0jVpneaanq7BGSv9JpmZmZk1M07UV94awP3AYRExo5b92kTEzsDpwK/Tuh8AcyOiL9AXOEnSlpK+AXwL2CUiegKXR8Q9QDkwMCJ6RcSCwsEltQP2B/4G3EmWtCNpY+ACsgR9d2BHgIiYC1QCe6UhDgbGRMQiYCTw04joAwwB/lAw1cZpnIPJEnSAs4BxKa7hdVyvtYCn0nnNBgYAu0VEL2AJMBDoBWwaEd0iojtwYx1jmpmZma12nKivvEXABLKkuzZ/Tb8ryFpFAA4EjpNUCTwFbABsQ5Zw3xgRnwBExJwS4jgYGJsS+HuBw1JryS7AYxHxXkR8BowqOGYUWaIMcAwwSlJ7oB9wd4rrOrLkvMr9EfF5RDwHdCohrmJLUnwA+wF9gElprv2ArYD/AltJukbS14GPShlY0mBJ5ZLKYX7dB5iZmZnlmJ+jvvI+B44G/i3p7Ii4pIb9Pk2/l/DFdRdZ5XpM4Y6S+q9AHMcCu0uamZY3APat45jRwCWS1idLmB8lq3h/mCrc1fm04HVNffCLWfZDYLuC1wsjYknB8TdHxC+LB5DUE+gPnEx2fU+IiJlAt5pOJiJGkn0bgNQ5atrPzMzMrDlwRb0BpMr3N4GBkuqqrBcaA/xIUlsASdtKWgv4F3C8pC+n9eun/ecBHYoHkbQ2sAeweUR0iYguwE/IkvengL0kbZDmOaog7vnAJLK+9gcjYklEfAS8KumoNLZS0lyb4rhmAr0ktZLUGdi5huP+DRwpaaOq80xPzOkItIqIe4FzgN51zG9mZma22nFFvYFExJzUpvGEpPdKPOwGsjaYyekpLe+R9br/U1IvoFzSZ8BDwNnATcAISQuAXQv61A8HHo2Iwmr3A8DlwI+A84GJwIdkfemFRgF3A3sXrBsI/FHSOUBb4C/AlFrOYyqwJN0gehNwFfAq8BzwPDC5uoMi4rk0x8PpptZFZB8wFgA3Vt3oCvwSID2a8uqIOLK68czMzMxWJ4pwh4CtfrLWl9OaOgyzRhUxpKlDMDOzBiCpIiLKite79cXMzMzMLIecqJuZmZmZ5ZB71G211KdPJ8rL3RZgZmZmzZcr6mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOdSmqQMwawwVFe8iXdHUYZg1uYghTR2CmZmtIFfUzczMzMxyyIm6mZmZmVkOOVE3MzMzM8shJ+rNhKSQdFvBchtJ70l6sJ7jbCLpnnrs30XS9ILlkyRVSFqvHmMcJmnHatavK2m2JKXlXdN5bpaW15E0R1IrSQ9JWjetn1Dq3GZmZmbNlRP15uNjoJukNdPyAcCb9RlAUpuIeCsijlyRACR9D/gp0D8iPih1TuAwYLlEPSI+BN4Gdkir+gHPpN8AXwOejojPI+KgtD8R0a94LDMzM7PVjRP15uUh4Jvp9bHAnVUbJO0saaKkZyRNkLRdWj9I0mhJjwL/LqyQS2on6UZJ09Jx+9Q0saSjgbOAAyPi/bTuPEmTJE2XNLKgMv6YpKsklQO/AA4FhkmqlLR10dAT+CIx7wcML1oen8acKaljej2//pfOzMzMrHlxot68/AU4RlI7oAfwVMG2GcAeEbETcB5wScG23sCREbFX0Xg/ASIiupMl/jensYttAVxLlqS/U7D+2ojoGxHdgDWBgwu2fSkiyiLiYmA0MDQiekXEK0Vjj+eLxHwr4G6gLC33I0vkzczMzFocJ+rNSERMBbqQJdUPFW1eB7g7VcuHA10Ltv0rIuZUM+TuwG1p7BnALGDbavZ7D3gNOLpo/T6SnpI0Ddi3aM5RpZwTqaIuaUtgZkQsBCSpPdCHZT+M1ErSYEnlWSXfRXczMzNr3pyoNz+jgSsoaHtJfgOMTdXtQ4DCyvjHKznnJ8BBwMmSBkLWNgP8gaxS3x24fkXmjIiXgHVTzBPT6grgeLLEveSMOyJGpip+GbQv9TAzMzOzXHKi3vz8GbggIqYVrV+HL24uHVTiWOOAqsR7W2Bz4IXqdoyI/wFfBy6R1J8vkvL3U/W7thtU5wEdatn+JHAaXyTqE4HTSf3pZmZmZi2RE/VmJiLeiIirq9l0OfBbSc8AbUoc7g9Aq9S6MgoYFBGf1jL3q2Q3hv6ZrEXmemA6MAaYVMs8fwGGphtWi28mhSwh7wyUp+WJZP3q7k83MzOzFksR0dQxmDU4qXNkRXqzli1iSFOHYGZmdZBUkbXuLssVdTMzMzOzHHKibmZmZmaWQ6X2Mps1K336dKK83F/5m5mZWfPlirqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ45UTczMzMzyyEn6mZmZmZmOeRE3czMzMwsh5yom5mZmZnlkBN1MzMzM7MccqJuZmZmZpZDTtTNzMzMzHLIibqZmZmZWQ61aeoAzBpDRcW7SFc0dRhmuRMxpKlDMDOzErmibmZmZmaWQ07UzczMzMxyyIm6mZmZmVkOOVFfBSQNl3R6wfIYSTcULF8p6WeSDpV0Vlp3sqTjqhlrO0mPSaqU9LykkQ0Y59n13P8mSa+mWKZI2q+hYqlhvtMlfbkx5zAzMzPLCyfqq8Z4oB+ApFZAR6BrwfZ+wISIGB0RlwJExIiIuKWasa4GhkdEr4jYAbhmZYNTphVQr0Q9GRoRvYDTgRErG0tNJLVOczhRNzMzsxbBifqqMQHYNb3uCkwH5klaT9IawA7AZEmDJF0LIOl8SdU9nmFj4I2qhYiYlvYfJOmBVG1/SdKvq/ZJ1frp6ef0tK6LpBck3ZLi+ROwZqqO3y5pLUl/T5Xy6ZIG1HGOE4FN09itJQ2TNEnSVEk/TOs3lvREmmO6pD3S+mMlTUvrLiuIe376tmEK8CtgE2CspLGlXHQzMzOz5syPZ1wFIuItSYslbU5WPa9KancF5gLTIuIzSaUMNxx4VNIE4GHgxoj4MG3bGegGfAJMkvR3IIDjgV0AAU9Jehz4ANgG+H5EPAkg6ahUHUfSt4G3IuKbaXmdOuL6OnB/ev0DYG5E9E0fRMZLehg4AhgTERenCvmXJW0CXAb0STE9LOmwiLgfWAt4KiLOTDGcAOwTEe9XF4CkwcDgbGnduq6jmZmZWa65or7qTCBL0qsS9YkFy+NLHSQibiSrwN8N7A08mZJhgH9FxOyIWAD8Fdg9/dwXER9HxPy0fo+0/6yqJL0a04ADJF0maY+ImFvDfsMkvQjcQZZwAxwIHCepEngK2IDsQ8Ek4HhJ5wPdI2Ie0Bd4LCLei4jFwO3AnmmcJcC99bg2IyOiLCLKoH2ph5mZmZnlkhP1VaeqT707WavJk2QV9X5kSXzJIuKtiPhzRHwLWExWRYeser7MrnUM9XEtc7wI9CZL2C+SdF4Nuw6NiG2BXwB/TusE/DT10feKiC0j4uGIeIIsCX8TuKm6m2WLLIyIJXXsY2ZmZrZacqK+6kwADgbmRMSSiJhD1p+xK/VI1CV9XVLb9PorZNXqN9PmAyStL2lN4DCyDwfjgMMkfVnSWv/f3r3HWlaXdxh/vlxUCqaIEKoMOl6oirYdZWqFYjuSgKMSgXglNkLTBCWSQFqx6B/VNprUUDvSatqMI4wE0dp6gYhRieAljoAzMDJUSrUtRrnMqIiCeBnk7R/rd9LN9JzDTDvnrLX3ej7JyVlr7X3Wftebd2a/Z+13rQOc1rbNZ+fEvp8IPFBVlwEX0jXti3kfsE+SFwOfA86e2Ndvtpn3JwPbq+oDwIa2zxuAP0xyaBuHOR340gKvcR/w2EeIQ5IkaSY4o758ttHd7eXyXbYdtNDM9QJOAi5K8vO2fn5V3d3m22+gGxVZAVxWVZuhu41iewxgQ1XdlGTlPPteD9yc5EbgUrqxloeAncDZiwVVVZXkncBbgBOBlXQXyAb4Pt0vDmuA85PsBO4HXl9Vd7VbUl5Ldyb+qqq6YoGXWQ98NsmdVfWixeKRJEmadql6pOkITYMkZwKrq+qcvmMZguTIgnP7DkManKr5biYlSepTki3dNXYP5+iLJEmSNECOvsyIqtoIbOw5DEmSJO0lNuqaScccczibN/sRvyRJml6OvkiSJEkDZKMuSZIkDZCNuiRJkjRANuqSJEnSANmoS5IkSQNkoy5JkiQNkI26JEmSNEA26pIkSdIA2ahLkiRJA2SjLkmSJA2QjbokSZI0QDbqkiRJ0gDZqEuSJEkDZKMuSZIkDZCNuiRJkjRANuqSJEnSANmoS5IkSQO0X98BSEthy5btJH/TdxiSJGlKVb257xA8oy5JkiQNkY26JEmSNEA26pIkSdIA2aiPTJJ1Sc6bWP9ckg0T6+9J8qdJXp7kgrbtjUleP8++npHki0m2Jrk1yfq9GOfb9ta+JEmSppGN+vh8FTgOIMk+wKHAsycePw7YVFVXVtVfA1TVP1bVpfPs6++AdVW1qqqeBfz9/ze4dPYBbNQlSdKo2aiPzybg2Lb8bOAW4L4kj0vyaOBZwI1JzkzyPoAk70gy36XPTwC+N7dSVdva889MckU72/6tJG+fe047W39L+zqvbVuZ5LYkl7Z4Pggc0M7UfzjJgUmuSvKN9nOv2etZkSRJGhhvzzgyVXVnkgeTPInu7PnXgCPomvcfA9uq6pdJdmd364BrkmwCPg9cUlX3tseeDzwHeAD4epKrgAL+GPg9IMD1Sb4E/Ag4Cjijqq4DSPKqqlrVll8B3FlVL2vrvz5fMEnOAs7q1g7e7ZxIkiQNkWfUx2kTXZM+16h/bWL9q7u7k6q6hO4M/D8Da4Dr2ll5gKur6odV9TPgE8Dx7euTVfXTqrq/bX9he/535pr0eWwDTkzy7iQvrKofLxDP+qpaXVWr4aDdPQxJkqRBslEfp7k59d+iGzW5ju6M+nF0Tfxuq6o7q+riqjoFeJDuLDp0Z88f9tRH2NVPF3mNfweeR9ewvzPJX+xJjJIkSdPIRn2cNgEnA/dU1a+q6h66WZFj2YNGPcnaJPu35d8AHg/c0R4+MckhSQ4ATqX75eArwKlJfi3JgcBpbdt8dk7s+4nAA1V1GXAhXdMuSZI005xRH6dtdHd7uXyXbQdV1Q/2YD8nARcl+XlbP7+q7m7z7TcAHwdWAJdV1WaAJBvbYwAbquqmJCvn2fd64OYkNwKXAhcmeQjYCZy9BzFKkiRNpVQ90kSCtGeSnAmsrqpz+ovhyIJz+3p5SZI05armu+Hd0kiypbvG7uEcfZEkSZIGyNEX7XVVtRHY2HMYkiRJU81GXTPpmGMOZ/Pm5fvISpIkaW9z9EWSJEkaIBt1SZIkaYBs1CVJkqQBslGXJEmSBshGXZIkSRogG3VJkiRpgGzUJUmSpAFKVfUdg7TXJbkPuK3vOHp0KPCDvoPomTkwB2AOxn78YA7AHMDwc/Dkqjps143+wSPNqtuqanXfQfQlyeYxHz+YAzAHYA7GfvxgDsAcwPTmwNEXSZIkaYBs1CVJkqQBslHXrFrfdwA9G/vxgzkAcwDmYOzHD+YAzAFMaQ68mFSSJEkaIM+oS5IkSQNko66ZkmRtktuSfDvJBX3H04cktyfZlmRrks19x7McklycZEeSWya2HZLk6iTfat8f12eMS22BHLwjyR2tFrYmeWmfMS6lJEcmuTbJN5P8a5Jz2/bR1MEiORhTHTwmyQ1JvtFy8Jdt+1OSXN/eG/4pyaP6jnUpLHL8G5P810QNrOo71qWWZN8kNyX5dFufyhqwUdfMSLIv8H7gJcDRwOlJju43qt68qKpWTeOtqP6PNgJrd9l2AfCFqjoK+EJbn2Ub+d85AFjXamFVVX1mmWNaTg8Cf1ZVRwMvAN7U/v2PqQ4WygGMpw5+AZxQVb8DrALWJnkB8G66HDwd+BHwJz3GuJQWOn6A8ydqYGt/IS6bc4FbJ9ansgZs1DVLng98u6r+s6p+CXwUOKXnmLQMqurLwD27bD4F+FBb/hBw6rIGtcwWyMFoVNVdVXVjW76P7g36CEZUB4vkYDSqc39b3b99FXAC8C9t+8zWwSLHPypJVgAvAza09TClNWCjrllyBPDdifXvMbI3qaaAzyfZkuSsvoPp0eFVdVdbvhs4vM9genROkpvbaMzMjn1MSrISeC5wPSOtg11yACOqgzbysBXYAVwN/Adwb1U92J4y0+8Nux5/Vc3VwLtaDaxL8ugeQ1wO7wXeAjzU1h/PlNaAjbo0e46vqufRjQC9Kckf9B1Q36q7vdXozioB/wA8je4j8LuA9/QbztJLchDwceC8qvrJ5GNjqYN5cjCqOqiqX1XVKmAF3Setz+w5pGW16/Enh0afhgAAAfBJREFUeQ7wVro8/C5wCPDnPYa4pJKcDOyoqi19x7I32KhrltwBHDmxvqJtG5WquqN93wF8ku6Naoy2J3kCQPu+o+d4ll1VbW9v2g8BH2DGayHJ/nQN6oer6hNt86jqYL4cjK0O5lTVvcC1wLHAwUn2aw+N4r1h4vjXtrGoqqpfAJcw2zXw+8DLk9xONwJ7AnARU1oDNuqaJV8HjmpXdj8KeC1wZc8xLaskByZ57NwycBJwy+I/NbOuBM5oy2cAV/QYSy/mGtTmNGa4FtoM6geBW6vqbyceGk0dLJSDkdXBYUkObssHACfSzepfC7yyPW1m62CB4/+3iV9WQzebPbM1UFVvraoVVbWSrg+4pqpex5TWgH/wSDOl3XbsvcC+wMVV9a6eQ1pWSZ5KdxYdYD/g8jHkIMlHgDXAocB24O3Ap4CPAU8CvgO8uqpm9mLLBXKwhm7coYDbgTdMzGvPlCTHA18BtvE/c6lvo5vRHkUdLJKD0xlPHfw23YWC+9KdjPxYVf1V+7/xo3RjHzcBf9TOLs+URY7/GuAwIMBW4I0TF53OrCRrgDdX1cnTWgM26pIkSdIAOfoiSZIkDZCNuiRJkjRANuqSJEnSANmoS5IkSQNkoy5JkiQNkI26JEmSNEA26pIkSdIA2ahLkiRJA/TfAT/nvK5yhbIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_games_top10(zone = 'global sales', grid = True):\n",
    "    top = df.sort_values(by=zone, ascending=False)\n",
    "    top = top[['name',zone]].set_index('name')\n",
    "    top = top.head(10)\n",
    "    ax = top.plot(kind='barh', \n",
    "          figsize = (10, 6), \n",
    "          width = 0.45,\n",
    "          linewidth=4,\n",
    "          color='DarkBlue')\n",
    "    \n",
    "    tt = \"Top 10 Games in sales - \" + zone[:-6]\n",
    "    ax.set_title(tt)\n",
    "    plt.legend([zone])\n",
    "\n",
    "plot_games_top10('global sales')\n",
    "plot_games_top10('north america sales')\n",
    "plot_games_top10('japan sales')\n",
    "plot_games_top10('europe sales')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "653A3kAsNnw_"
   },
   "source": [
    "Podemos notar que o jogo Wii Sports leva grande vantagem no ranking de vendas global. Sendo o jogo mais comprado também nas na região da Europa e Norte América."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Wi7WGazXfS5X"
   },
   "source": [
    "2. Quais jogos tem melhor avaliação (\"rate\") do público? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 238
    },
    "id": "rehwce1FiRaz",
    "outputId": "c9a5f815-468f-4e9b-eb7d-85cdb4495392"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user score\n",
       "0.5      1\n",
       "0.7      2\n",
       "0.8      1\n",
       "0.9      2\n",
       "1.0      1\n",
       "      ... \n",
       "9.2      8\n",
       "9.3      6\n",
       "9.4      1\n",
       "9.5      2\n",
       "tbd    844\n",
       "Name: user score, Length: 91, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The reason why score is not a float - tbd values\n",
    "df.groupby(['user score'])['user score'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 577
    },
    "id": "-etKDJJdiZgg",
    "outputId": "04349775-d891-499f-eabd-895630c44672"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Score')"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "only_usr_score_df = df[df['user score'] != 'tbd']\n",
    "only_usr_score_df['user score'] = only_usr_score_df['user score'].astype('float64')\n",
    "\n",
    "only_usr_score_df = only_usr_score_df.fillna(0) \\\n",
    "                                     .groupby(['name']) \\\n",
    "                                     .agg(score_count=('user score','count'),\n",
    "                                          sum_score=('user score', 'sum')) \\\n",
    "                                     .reset_index()\n",
    "only_usr_score_df['Cross platform user score'] = only_usr_score_df['sum_score'] / only_usr_score_df['score_count']\n",
    "only_usr_score_filtered_df = only_usr_score_df[['name', 'Cross platform user score']].sort_values(['Cross platform user score', 'name'], ascending=False)\n",
    "only_usr_score_filtered_df.head(10).plot(kind='barh', x='name', figsize=(15,7), linewidth = 5, color='DarkBlue')\n",
    "\n",
    "plt.title('TOP 10 cross platform user score')\n",
    "plt.ylabel('Game')\n",
    "plt.xlabel('Score')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tlsXRnrzlB0X"
   },
   "source": [
    "3. Qual plataforma tem mais títulos? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 475
    },
    "id": "OSy0YxbllBoy",
    "outputId": "bf00dead-913a-425e-8ede-7bc9ee72208c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Count')"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plat = pd.DataFrame(df['platform'].value_counts())\n",
    "df_plat.rename(columns = {'index':'Platform','platform':'Number of releases'}, inplace=True)\n",
    "df_plat.plot(kind='barh',\n",
    "            figsize=(15,7),\n",
    "            linewidth = 5,\n",
    "            color='DarkBlue')\n",
    "plt.title('Number of releases by platform')\n",
    "plt.xlabel('Count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "j_9XGGhOOAHI"
   },
   "source": [
    "A maior parte dos jogos está distribuida nas plataformas PS3, X360, PSP e Wii."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ivUX5UwiBF1o"
   },
   "source": [
    "4. Qual a distribuição dos jogos por ano de publicação? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 404
    },
    "id": "xEfgJlbFBQFM",
    "outputId": "45025d8d-b2e9-457e-f5de-60fb0af5be83"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_year = df['release year']\n",
    "df_year = pd.DataFrame(df_year.value_counts())\n",
    "df_year = df_year.sort_values('release year' , ascending=False).reset_index()\n",
    "df_year.rename(columns = {'index':'Year','release year':'Frequency'}, inplace=True)\n",
    "\n",
    "fig = plt.figure(figsize=(15,6))\n",
    "ax=sns.barplot(x='Year', y='Frequency', data=df_year, color='DarkBlue')\n",
    "tt='Video game releases by year'\n",
    "ax.set_title(tt)\n",
    "ax.set_ylabel('Frequency')\n",
    "ax.set_xlabel('Year')\n",
    "ax.axes.get_xaxis().set_visible(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "h8oSO5X-ONUC"
   },
   "source": [
    "O dataset apresenta uma concentração de lançamentos de jogos dentre os anos de 2009 a 2011. Com declínio do númeo de lançamentos a partir de 2012."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HoDIukqRA5JQ"
   },
   "source": [
    "5. Os jogos com melhores avaliações têm os maiores números de vendas?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 899
    },
    "id": "FDKAQX_jA1d5",
    "outputId": "09bc10e1-f4cd-49fb-c19f-54e8f93aa726"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# code\n",
    "def sales_score_plot(plot_df, title):\n",
    "  plot_df = plot_df.fillna(0) \\\n",
    "               .groupby(['name']) \\\n",
    "               .agg(sales_count=('global sales', 'count'),\n",
    "                    sales_score=('global sales', 'sum')) \\\n",
    "               .reset_index()\n",
    "\n",
    "  plot_df['Cross Plartform Sales Score'] = plot_df['sales_score'] / plot_df['sales_count']\n",
    "  plot_df = plot_df[['name', 'Cross Plartform Sales Score']].sort_values(['Cross Plartform Sales Score', 'name'], ascending=False)\n",
    "  plot_df.head(10).plot(kind='barh', x='name', figsize=(15,7), linewidth = 5, color='DarkBlue')\n",
    "  plt.xlabel('Sales Score')\n",
    "  plt.title(title)\n",
    "\n",
    "\n",
    "best_rate_list = only_usr_score_filtered_df.head(10)['name'].tolist()\n",
    "df_cut = df.query('name in @best_rate_list')\n",
    "\n",
    "sales_score_plot(df_cut, 'Best Rating games cross platform sales score')\n",
    "sales_score_plot(df, 'TOP 10 Cross platform sales score')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mPy1BuNix2Rh"
   },
   "source": [
    "Podemos notar que os melhores rankeados não são necessariamente bons vendedores. Isso pode acontecer pois alguns jogos não são conhecidos e por isso quase não obtiveram ratings - se mantendo no top 10."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mi8cTdLTll_V"
   },
   "source": [
    "6. Os jogos com maior número de avaliações tem as melhores avaliações?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 111
    },
    "id": "jYQCsV46O5jS",
    "outputId": "501aab7b-abff-448e-9d82-33c08e9c093a"
   },
   "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>critic count</th>\n",
       "      <th>critic score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>critic count</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.501672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>critic score</th>\n",
       "      <td>0.501672</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              critic count  critic score\n",
       "critic count      1.000000      0.501672\n",
       "critic score      0.501672      1.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['critic count', 'critic score']].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 495
    },
    "id": "09WetkfMllzF",
    "outputId": "9e706483-95b4-4898-887f-3314a8d359cb"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  FutureWarning\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.jointplot(df['critic count'],\n",
    "                   df['critic score'],\n",
    "                   cmap='Blues',\n",
    "                   kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "w5tNtkK2Ony4"
   },
   "source": [
    "O coeficiente de correlação entre os número de avaliações e as notas atribuidas é de aproximadamente 0.5. \n",
    "\n",
    "Podemos observar que os jogos com maior número de avaliações geralemente recebem as melhores notas, porém, esta parcela representa uma porção muito pequena do dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5jMO--wd03Os"
   },
   "source": [
    "7. Os jogos com maior venda são também os com maior número de avaliações\n",
    "(Critic_count; User_count)?  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "WlzZ6Aeg2-ZG"
   },
   "outputs": [],
   "source": [
    "critic_user_corr_df = df[['critic count', 'user count']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 111
    },
    "id": "0RMUxxI902ve",
    "outputId": "7c6a93d8-0500-4de4-d92a-ead3f666204e"
   },
   "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>critic count</th>\n",
       "      <th>user count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>critic count</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.420408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user count</th>\n",
       "      <td>0.420408</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              critic count  user count\n",
       "critic count      1.000000    0.420408\n",
       "user count        0.420408    1.000000"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "critic_user_corr_df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 495
    },
    "id": "-pl60UDJ1fum",
    "outputId": "9545108f-0dc6-46d5-a403-80200d5c10d8"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  FutureWarning\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.jointplot(critic_user_corr_df['critic count'],\n",
    "                   critic_user_corr_df['user count'],\n",
    "                   cmap='Blues',\n",
    "                   kind='hex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 495
    },
    "id": "rdrRf7Yg4Ww-",
    "outputId": "d5e7bed8-ddd9-4af7-9435-96fe417e0cb6"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  FutureWarning\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.jointplot(critic_user_corr_df[critic_user_corr_df[\"user count\"] < 50]['critic count'],\n",
    "                   critic_user_corr_df[critic_user_corr_df[\"user count\"] < 50]['user count'],\n",
    "                   cmap='Blues',\n",
    "                   kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r6di5fIf4GgV"
   },
   "source": [
    "O coeficiente de correlação entre os número de avaliações e as notas atribuidas é de aproximadamente 0.4. \n",
    "\n",
    "Podemos ver que a maior partes dos jogos com notas de criticas ruins tambem sofrem de poucos users."
   ]
  }
 ],
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