{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fPlTKxK1JXoc"
   },
   "source": [
    "# Members of the group\n",
    "Guilherme Werneck de Oliveira - 12054632\n",
    "\n",
    "Jiang Zhi - 9778706\n",
    "\n",
    "Caio Andrade - 9797232\n",
    "\n",
    "Tiago Bomventi - 3690177\n",
    "\n",
    "Ricardo Mikio Morita - 5412562"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "sWYTi5bOl7Z1"
   },
   "source": [
    "# Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eH83kXcyJXoi"
   },
   "source": [
    "## Name of the dataset\n",
    "Dataset: Video Game Sales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gBv-AMSDJXoj"
   },
   "source": [
    "## Abstract\n",
    "The video game sales dataset contains data about the release of games between 2004 and 2012 with information about the publishers, game sales around the world, genre, ESRB rating and game score (user and critic)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "d-bTCdblJXoq"
   },
   "source": [
    "## Questions to the dataset\n",
    "\n",
    "These question is from the last assignment.\n",
    "\n",
    "Question 1: Year of release X genre: How was the evolution of each genre over time?\n",
    "\n",
    "Question 2: What is the relationship between critical scores versus users versus sales? Did more popular games score higher than users or critics?\n",
    "\n",
    "Question 3: How is the sale of different regions of the planet by game genre?\n",
    "\n",
    "Question 4: What is the relationship between game evaluation and game sales?\n",
    "\n",
    "Question 5: Which games have been the most sold in the context of quarantine?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "id": "aPoZ-m0cra_4"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from cycler import cycler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "id": "RvwGzqPSr9pv"
   },
   "outputs": [],
   "source": [
    "gdata = pd.read_csv(\"https://raw.githubusercontent.com/wtamu-cisresearch/scraper/master/gamedata-20140215-11_53_10.csv\", skiprows=1)\n",
    "\n",
    "# converting 'user score' to float\n",
    "gdata['user score (float)'] = pd.to_numeric(gdata['user score'], errors = 'coerce')\n",
    "# converting 'release date' to datetime\n",
    "gdata['release date (datetime)'] = pd.to_datetime(gdata['release date'], format='%b %d, %Y', errors = 'coerce')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bxQVcjuBofUM"
   },
   "source": [
    "#### Question 1: Year of release X genre: How was the evolution of each genre over time?\n",
    "\n",
    "Game's releases start to grow from 2006. All genres seem to reach their maximum releases between the years 2009 and 2011. Exception for the action genre. It reached the highest releases numbers in 2012 and is characterized as the genre with the highest peak. After 2012 releases the pattern change and realeases numbers starts to fall."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 472
    },
    "id": "KAUIe1IGn3zR",
    "outputId": "049288bb-e1d2-4c63-d2a2-ccb56e75f76c"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#redefining palette color to avoid same color in the legend\n",
    "palette = ['#ff0000', '#663600', '#a3cc00', '#80ffc3', '#0088ff', '#d9bfff', '#a6296c', '#8c4646', '#ff8800', '#5e664d', '#269991', '#1d3f73', '#7e468c', '#d96236', '#7f2200']\n",
    "#setting prop cycle on default rc parameter\n",
    "plt.rc( 'axes', prop_cycle = ( cycler( 'color', palette ) ) )\n",
    "\n",
    "gdata.groupby(['release year', 'genre'])['global sales'].count().unstack().plot(title='nunber of released games by genre')\n",
    "\n",
    "#restoring default\n",
    "mpl.rcParams.update(mpl.rcParamsDefault)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BiOuNBhLokBd"
   },
   "source": [
    "#### Question 2: What is the relationship between critical scores versus users versus sales? Did more popular games score higher than users or critics?\n",
    "\n",
    "Looking at the scatter matrix. Critical score and user score seem to have a positive linear relationship.\n",
    "\n",
    "Scores also seem to affect sales (in general). Biggests sales numbers are concentrated with high critic scores and user scores. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 950
    },
    "id": "tZP1gdrcokBg",
    "outputId": "c5660ff8-5d2e-443d-9862-e5f6284fbf71"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 49 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_matrix = pd.plotting.scatter_matrix(\n",
    "    gdata[['critic score', 'user score (float)', 'user count',\n",
    "           'north america sales', 'europe sales', \n",
    "           'japan sales', 'rest of world sales']],\n",
    "    figsize  = [12, 12],\n",
    "    marker   = \".\",\n",
    "    diagonal = \"kde\"\n",
    ")\n",
    "\n",
    "for ax in scatter_matrix.ravel():\n",
    "    ax.set_xlabel(ax.get_xlabel(), fontsize = 10, rotation = 90)\n",
    "    ax.set_ylabel(ax.get_ylabel(), fontsize = 10, rotation = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GxR9Rzz8om1q"
   },
   "source": [
    "#### Question 3: How is the sale of different regions of the planet by game genre?\n",
    "\n",
    "North america sales dominate in all genres, follow by europe sales. Japan sales have similar numbers with rest of world sales, except for racing, shooter, role-playing. Japan sales are high in relation to others sales in role-playing genre and are low in shooter genre."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 646
    },
    "id": "8-B-FeY6om1r",
    "outputId": "74f5e9d2-b20c-4ffa-d6c8-a33e279408d7"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c1dd9390>"
      ]
     },
     "execution_count": 37,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (15, 8))\n",
    "ax = fig.gca()\n",
    "gdata.groupby(['genre'])['north america sales', 'europe sales', 'japan sales', 'rest of world sales'].sum().plot(kind=\"bar\", title='sales by genre', ax = ax)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "szRBNGL7Qd-u"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vjbWRc3pondM"
   },
   "source": [
    "#### Question 4: What is the relationship between game evaluation and game sales?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QPIUYgA9hQ3w"
   },
   "source": [
    "When the game is good rated, can be that not to many people know about the game."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 523
    },
    "id": "GXYxSChupAIw",
    "outputId": "f3360ec8-2aad-4ab7-9818-e664284f8129"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c1c2e860>"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (15, 8))\n",
    "ax = fig.gca()\n",
    "genre_gdata = gdata[gdata['genre'].isin([\"Racing\", \"Fighting\", \"Shooter\"])]\n",
    "genre_gdata.groupby(['critic score', 'genre'])['global sales'].count().unstack(fill_value=0).plot(ax = ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "K3Eh3c6Poprs"
   },
   "source": [
    "#### Question 5: Which games have been the most sold in the context of quarantine?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EEJ42S7Yqf8p"
   },
   "source": [
    "The dataset have information from the year 2004 to year 2012, so we can't relate the information with the context of quarantine, the timeline is different. We can try these with some old diseases, but at that time the quarantine don't exist, maybe there is a relation as people stay at home. In 2009-2010 the H1N1 Swine Flu happened."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 524
    },
    "id": "DP-kXQqNopru",
    "outputId": "1e9afdd0-b2d5-4b2b-d903-a2f4cd39b979"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c26e9c50>"
      ]
     },
     "execution_count": 39,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (15, 8))\n",
    "ax = fig.gca()\n",
    "genre_gdata = gdata[gdata['release year'].isin([\"2007\", \"2008\", \"2009\", \"2010\", \"2011\"])]\n",
    "genre_gdata.groupby(['release year', 'genre'])['global sales'].count().unstack().plot(ax = ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "i_GBRJNsJXor"
   },
   "source": [
    "## EDA\n",
    "Present your EDA strategy:\n",
    " - Discover more about the variable's statistical distributions. Is gaussian or not? Is simetrical or not? With outliers or not?\n",
    " - Try two find relations between variables\n",
    " - Look for independent variables, try to find the important variables \n",
    "\n",
    "The strategy for EDA exploration will be test\n",
    " - descritive statistics, line plots, histograms, box-plots, scatter-plots\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "V5MuUxnYJXov"
   },
   "source": [
    "## Some examples of analysis/visualizations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 851
    },
    "id": "I-i2pbRGR0hB",
    "outputId": "e102813f-8658-4262-8bf8-47b9b8d88a99"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5441 entries, 0 to 5440\n",
      "Data columns (total 20 columns):\n",
      " #   Column                   Non-Null Count  Dtype         \n",
      "---  ------                   --------------  -----         \n",
      " 0   name                     5441 non-null   object        \n",
      " 1   platform                 5441 non-null   object        \n",
      " 2   release year             5322 non-null   float64       \n",
      " 3   genre                    5441 non-null   object        \n",
      " 4   publisher                5431 non-null   object        \n",
      " 5   north america sales      5441 non-null   float64       \n",
      " 6   europe sales             5441 non-null   float64       \n",
      " 7   japan sales              5441 non-null   float64       \n",
      " 8   rest of world sales      5441 non-null   float64       \n",
      " 9   global sales             5441 non-null   float64       \n",
      " 10  release date             3736 non-null   object        \n",
      " 11  critic score             3000 non-null   float64       \n",
      " 12  critic outof             3000 non-null   float64       \n",
      " 13  critic count             3000 non-null   float64       \n",
      " 14  user score               3677 non-null   object        \n",
      " 15  user count               2806 non-null   float64       \n",
      " 16  developer                3714 non-null   object        \n",
      " 17  rating                   3664 non-null   object        \n",
      " 18  user score (float)       2806 non-null   float64       \n",
      " 19  release date (datetime)  3687 non-null   datetime64[ns]\n",
      "dtypes: datetime64[ns](1), float64(11), object(8)\n",
      "memory usage: 850.3+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "name                          0\n",
       "platform                      0\n",
       "release year                119\n",
       "genre                         0\n",
       "publisher                    10\n",
       "north america sales           0\n",
       "europe sales                  0\n",
       "japan sales                   0\n",
       "rest of world sales           0\n",
       "global sales                  0\n",
       "release date               1705\n",
       "critic score               2441\n",
       "critic outof               2441\n",
       "critic count               2441\n",
       "user score                 1764\n",
       "user count                 2635\n",
       "developer                  1727\n",
       "rating                     1777\n",
       "user score (float)         2635\n",
       "release date (datetime)    1754\n",
       "dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdata.info()\n",
    "# number of null\n",
    "gdata.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "qSyJlLBtv0H0"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ltX_4R_hJXox"
   },
   "source": [
    "1) Present the mean, variance, min, median and max values for each attribute. If the dataset has too many attibutes, choose the more significant ones. Present your code and some remarks to help the understanding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 355
    },
    "id": "ulXgc1siLlhu",
    "outputId": "2c22c1dc-c468-44cc-a22b-0623f19c1071"
   },
   "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>release year</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>critic score</th>\n",
       "      <th>critic outof</th>\n",
       "      <th>critic count</th>\n",
       "      <th>user count</th>\n",
       "      <th>user score (float)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5322.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>2806.000000</td>\n",
       "      <td>2806.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2009.543968</td>\n",
       "      <td>0.277817</td>\n",
       "      <td>0.157142</td>\n",
       "      <td>0.052636</td>\n",
       "      <td>0.055894</td>\n",
       "      <td>0.543681</td>\n",
       "      <td>67.782667</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.361667</td>\n",
       "      <td>121.135424</td>\n",
       "      <td>6.870385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.141236</td>\n",
       "      <td>0.931991</td>\n",
       "      <td>0.630900</td>\n",
       "      <td>0.222561</td>\n",
       "      <td>0.195611</td>\n",
       "      <td>1.833808</td>\n",
       "      <td>14.403006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.541082</td>\n",
       "      <td>376.859020</td>\n",
       "      <td>1.513319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2004.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>6.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.160000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>7.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2011.000000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.470000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2020.000000</td>\n",
       "      <td>41.020000</td>\n",
       "      <td>28.660000</td>\n",
       "      <td>4.870000</td>\n",
       "      <td>8.390000</td>\n",
       "      <td>81.840000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>107.000000</td>\n",
       "      <td>8457.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       release year  north america sales  ...   user count  user score (float)\n",
       "count   5322.000000          5441.000000  ...  2806.000000         2806.000000\n",
       "mean    2009.543968             0.277817  ...   121.135424            6.870385\n",
       "std        2.141236             0.931991  ...   376.859020            1.513319\n",
       "min     2004.000000             0.000000  ...     4.000000            0.500000\n",
       "25%     2008.000000             0.000000  ...    12.000000            6.100000\n",
       "50%     2010.000000             0.090000  ...    26.000000            7.200000\n",
       "75%     2011.000000             0.240000  ...    79.000000            8.000000\n",
       "max     2020.000000            41.020000  ...  8457.000000           10.000000\n",
       "\n",
       "[8 rows x 11 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdata.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "70tOgPM8JXoz"
   },
   "source": [
    "2) How well distributed are the dataset in relation the each attribute. How can you visually check that? Hint: plot a histogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "11TGPCPGpoDH"
   },
   "source": [
    "The dataset was divided as these four different types for better analysis: \n",
    " 1. sales data (sales_data): sales related data\n",
    " 2. score data (score_data): score or critic related data\n",
    " 3. categorical data (categorical_data): non-numeric data\n",
    " 4. time data (time_data): related with time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "id": "cWCytFNUSfQj"
   },
   "outputs": [],
   "source": [
    "sales_data = gdata[['north america sales', 'europe sales', 'japan sales', 'rest of world sales']]\n",
    "score_data = gdata[['critic score', 'critic outof', 'critic count', 'user score (float)', 'user count']]\n",
    "categorical_data = gdata[['platform', 'genre', 'publisher', 'developer', 'rating']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "b3RT__48xBGs"
   },
   "source": [
    "#### Sales data\n",
    "\n",
    "Sales data are dominated by outliers. Look at the mean and standard deviation from describe command. In \"north america sales\" the max value is  located forty standard deviation from the mean. Definitely sales do not follow a Gaussian distribution.\n",
    "\n",
    "Last graph, is a boxplot without outliers. We can see that most symmetric distribuition is North America Sales (median and quartile positions). The others are much less symmetrical."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 806
    },
    "id": "5OfslIs-l-rd",
    "outputId": "dedd612a-d447-47a2-fe07-689635889b94"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: UserWarning: To output multiple subplots, the figure containing the passed axes is being cleared\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>north america sales</th>\n",
       "      <th>europe sales</th>\n",
       "      <th>japan sales</th>\n",
       "      <th>rest of world sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5441.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "      <td>5441.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.277817</td>\n",
       "      <td>0.157142</td>\n",
       "      <td>0.052636</td>\n",
       "      <td>0.055894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.931991</td>\n",
       "      <td>0.630900</td>\n",
       "      <td>0.222561</td>\n",
       "      <td>0.195611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>41.020000</td>\n",
       "      <td>28.660000</td>\n",
       "      <td>4.870000</td>\n",
       "      <td>8.390000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       north america sales  europe sales  japan sales  rest of world sales\n",
       "count          5441.000000   5441.000000  5441.000000          5441.000000\n",
       "mean              0.277817      0.157142     0.052636             0.055894\n",
       "std               0.931991      0.630900     0.222561             0.195611\n",
       "min               0.000000      0.000000     0.000000             0.000000\n",
       "25%               0.000000      0.000000     0.000000             0.000000\n",
       "50%               0.090000      0.010000     0.000000             0.010000\n",
       "75%               0.240000      0.120000     0.030000             0.040000\n",
       "max              41.020000     28.660000     4.870000             8.390000"
      ]
     },
     "execution_count": 43,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 500x500 with 4 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (5,5))\n",
    "ax = fig.gca()\n",
    "sales_data.hist(ax = ax)\n",
    "\n",
    "sales_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "8J2AbJCXnVzf",
    "outputId": "f363b0d6-bd69-41ba-b534-f7809c6a470a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bc30b828>"
      ]
     },
     "execution_count": 44,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=sales_data, orient=\"h\", showfliers=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "n6F5KWT8xEYr"
   },
   "source": [
    "#### Score Data\n",
    "\n",
    "All distributions appear to be asymmetrical, that can be see through the box plot (without outliers).\n",
    "\n",
    "The \"user count\" variable does not seem to follow a Gaussian distribution, as the maximum is dozens of standard deviations from the mean. A lot of outliers.\n",
    "\n",
    "Variables \"user score\" and \"critical score\" seem to have a similar distribution. Are they related?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 960
    },
    "id": "KBrrCsZamGXX",
    "outputId": "7fc4d3da-3761-4812-8bc1-244cc20e9a6c"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: UserWarning: To output multiple subplots, the figure containing the passed axes is being cleared\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>critic score</th>\n",
       "      <th>critic outof</th>\n",
       "      <th>critic count</th>\n",
       "      <th>user score (float)</th>\n",
       "      <th>user count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3000.000000</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>2806.000000</td>\n",
       "      <td>2806.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>67.782667</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.361667</td>\n",
       "      <td>6.870385</td>\n",
       "      <td>121.135424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14.403006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.541082</td>\n",
       "      <td>1.513319</td>\n",
       "      <td>376.859020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>13.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>59.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>70.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>26.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>79.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>79.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>98.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>107.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>8457.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       critic score  critic outof  ...  user score (float)   user count\n",
       "count   3000.000000        3000.0  ...         2806.000000  2806.000000\n",
       "mean      67.782667         100.0  ...            6.870385   121.135424\n",
       "std       14.403006           0.0  ...            1.513319   376.859020\n",
       "min       13.000000         100.0  ...            0.500000     4.000000\n",
       "25%       59.000000         100.0  ...            6.100000    12.000000\n",
       "50%       70.000000         100.0  ...            7.200000    26.000000\n",
       "75%       79.000000         100.0  ...            8.000000    79.000000\n",
       "max       98.000000         100.0  ...           10.000000  8457.000000\n",
       "\n",
       "[8 rows x 5 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 6 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (7,7))\n",
    "ax = fig.gca()\n",
    "score_data.hist(ax = ax)\n",
    "\n",
    "score_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "8LkVPn3orM9B",
    "outputId": "fcd2383b-c347-4048-febc-5e2601942f1c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bdbc3438>"
      ]
     },
     "execution_count": 46,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=score_data, orient=\"h\", showfliers=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "N1G99x2yxMqM"
   },
   "source": [
    "#### Categorical Data "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bNfml2naewfX"
   },
   "source": [
    "The most popular rating is E, for Everyone, followed by T, for Teens. This was to be expected, as is the distribution of game genres, with Action games on the lead, followed by sports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 175
    },
    "id": "0yLEn_IvxQhc",
    "outputId": "ecc4d2f4-0688-4448-e45f-0012a5f7dc71"
   },
   "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>platform</th>\n",
       "      <th>genre</th>\n",
       "      <th>publisher</th>\n",
       "      <th>developer</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5441</td>\n",
       "      <td>5441</td>\n",
       "      <td>5431</td>\n",
       "      <td>3714</td>\n",
       "      <td>3664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>244</td>\n",
       "      <td>863</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Wii</td>\n",
       "      <td>Action</td>\n",
       "      <td>Electronic Arts</td>\n",
       "      <td>Ubisoft</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1338</td>\n",
       "      <td>1179</td>\n",
       "      <td>471</td>\n",
       "      <td>98</td>\n",
       "      <td>1218</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       platform   genre        publisher developer rating\n",
       "count      5441    5441             5431      3714   3664\n",
       "unique        9      12              244       863      6\n",
       "top         Wii  Action  Electronic Arts   Ubisoft      E\n",
       "freq       1338    1179              471        98   1218"
      ]
     },
     "execution_count": 47,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categorical_data.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RV9dAUs_TNQe"
   },
   "source": [
    "Games released grouped by genre:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "nE7hGPFG3NK7",
    "outputId": "0c3625f5-c5e2-4b76-a099-59373c079d66"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bf6a6eb8>"
      ]
     },
     "execution_count": 48,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "categorical_data[[\"genre\"]].value_counts().plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AHrxqERjdRV5"
   },
   "source": [
    "Games released grouped by publisher:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "ZHZ2yMO8Mm-v",
    "outputId": "1c29a3ae-17a1-4802-b69a-136de579ca5d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bd9f6550>"
      ]
     },
     "execution_count": 49,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "categorical_data[[\"publisher\"]].value_counts().head(19).plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MY2SMJZQTWO1"
   },
   "source": [
    "Games released grouped by ESRB rating:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "j-noscBfPOvB",
    "outputId": "f8548280-ec60-4bf0-cd0a-35f60d9ebe49"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bd6d29e8>"
      ]
     },
     "execution_count": 50,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "categorical_data[[\"rating\"]].value_counts().head(4).plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TMiZaUMsTYdA"
   },
   "source": [
    "Games released by Nintendo with E rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 69
    },
    "id": "-O6SdiWaU8or",
    "outputId": "8e868f3f-053c-421b-db92-34d9910a4daa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher\n",
       "Nintendo     53\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nintendo_genre = categorical_data[(categorical_data[\"rating\"]== 'E') &\n",
    "                 (categorical_data[\"publisher\"]== 'Nintendo')\n",
    "                 ]\n",
    "\n",
    "nintendo_genre[['publisher']].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 175
    },
    "id": "hXm6Lp4hWQ2X",
    "outputId": "5da6290b-3855-4663-f608-9b77933599db"
   },
   "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>platform</th>\n",
       "      <th>genre</th>\n",
       "      <th>publisher</th>\n",
       "      <th>developer</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Wii</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Ubisoft</td>\n",
       "      <td>Ubisoft</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>77</td>\n",
       "      <td>36</td>\n",
       "      <td>83</td>\n",
       "      <td>31</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       platform genre publisher developer rating\n",
       "count       136   136       136       136    136\n",
       "unique        7    10         2        55      1\n",
       "top         Wii  Misc   Ubisoft   Ubisoft      E\n",
       "freq         77    36        83        31    136"
      ]
     },
     "execution_count": 52,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "E_rating = categorical_data['rating'] == 'E'\n",
    "publisher = categorical_data['publisher'].isin([\"Nintendo\",\"Ubisoft\"]) \n",
    "\n",
    "categorical_data[E_rating & publisher].describe()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Vo9qzYAIxUGP"
   },
   "source": [
    "#### Time Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iFDEXMXpg4Yn"
   },
   "source": [
    "Most years had one or more releases that sold much more than its other contemporaries. These outliers were a common presence, though the reason why is not entirely clear at first glance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 884
    },
    "id": "gUzHa9oqxWxK",
    "outputId": "e1d1d1e1-ca9a-45a2-af4d-dc905078cee8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bbf3b1d0>"
      ]
     },
     "execution_count": 53,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_data = gdata[['release year', 'rest of world sales', 'genre']]\n",
    "#sales_data = sales_data[sales_data['genre'].isin([\"Racing\", \"Fighting\"])]\n",
    "sales_data = sales_data[sales_data['release year'].isin(range(2004, 2013, 1))]\n",
    "fig = plt.figure(figsize = (15,15))\n",
    "ax = fig.gca()\n",
    "sns.boxplot(x = \"rest of world sales\", y = \"release year\", data=sales_data, orient=\"h\", palette=\"Set3\", hue=\"genre\", ax = ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7O-TXfHwSL6z"
   },
   "source": [
    "#### Scatter Matrix\n",
    "\n",
    "Two relations are clearly noticeable with the scatter matrix.\n",
    "\n",
    "Sales in the rest of the world have a positive correlation with sales in Europe and North America, but not with Japan. Would the Japanese market have its own dynamics?\n",
    "\n",
    "\"user score\" and \"critic score\" appear to have a positive correlation. Their variations are consistent. It is natural, since the critic's rating usually reflects the rating of the users.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "7B63Z4ADSXUq",
    "outputId": "c698b308-a590-469b-812e-65a386a85e20"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:80: UserWarning: Attempting to set identical left == right == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_xlim(boundaries_list[j])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:80: UserWarning: Attempting to set identical left == right == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_xlim(boundaries_list[j])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:80: UserWarning: Attempting to set identical left == right == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_xlim(boundaries_list[j])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:81: UserWarning: Attempting to set identical bottom == top == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_ylim(boundaries_list[i])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:71: UserWarning: Attempting to set identical left == right == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_xlim(boundaries_list[i])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:81: UserWarning: Attempting to set identical bottom == top == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_ylim(boundaries_list[i])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:80: UserWarning: Attempting to set identical left == right == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_xlim(boundaries_list[j])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:80: UserWarning: Attempting to set identical left == right == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_xlim(boundaries_list[j])\n",
      "/usr/local/lib/python3.6/dist-packages/pandas/plotting/_matplotlib/misc.py:80: UserWarning: Attempting to set identical left == right == 100.0 results in singular transformations; automatically expanding.\n",
      "  ax.set_xlim(boundaries_list[j])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 49 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "numeric_data = pd.concat([sales_data, score_data], axis=1)\n",
    "\n",
    "scatter_matrix = pd.plotting.scatter_matrix(\n",
    "    numeric_data,\n",
    "    figsize  = [15, 15],\n",
    "    marker   = \".\",\n",
    "    diagonal = \"kde\"\n",
    ")\n",
    "\n",
    "for ax in scatter_matrix.ravel():\n",
    "    ax.set_xlabel(ax.get_xlabel(), fontsize = 10, rotation = 90)\n",
    "    ax.set_ylabel(ax.get_ylabel(), fontsize = 10, rotation = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "79Ej2zjZJXoz"
   },
   "source": [
    "3) Is there any attribute that can be used to better interpret the dataset? Show this in a graphic where you used this attribute to group (groupby) the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 884
    },
    "id": "Qg01FAoucEKE",
    "outputId": "906f065f-ced3-49ca-9451-4a2b9d22f9be"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bcd95d68>"
      ]
     },
     "execution_count": 55,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_data = gdata[['release year', 'rest of world sales','genre']]\n",
    "#sales_data = sales_data[sales_data['genre'].isin([\"Racing\", \"Fighting\"])]\n",
    "_data = _data[_data['release year'].isin(range(2004, 2013, 1))]\n",
    "fig = plt.figure(figsize = (15,15))\n",
    "ax = fig.gca()\n",
    "sns.boxplot(x = \"rest of world sales\", y = \"release year\", data=_data, orient=\"h\", palette=\"Set3\", hue=\"genre\", ax = ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "f_KXq-BmJXpE"
   },
   "source": [
    "4) Is there any outlier's pattern? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yMhzG_zMjf7C"
   },
   "source": [
    "As previously mentioned, there area a number of variables that had one or more outliers. Most proeminent variables are showed in the below box-plot graph.\n",
    "\n",
    "All points beyond the box plot whiskers can be considered outliers because they are positioned quite far from the center of the distribution.\n",
    "\n",
    "Look at \"user count\" variable. Their outliers are so far from de center of the box-plot that we can barely see the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "2LZvfF7hd4cQ",
    "outputId": "6c2d6100-a27b-45ce-fd30-fc7fe93eaad0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c1e0ee10>"
      ]
     },
     "execution_count": 62,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_data = gdata[['north america sales', 'europe sales', 'japan sales', 'rest of world sales']]\n",
    "numeric_data = pd.concat([sales_data, score_data], axis=1)\n",
    "sns.boxplot(data=numeric_data[['north america sales', \n",
    "                              'europe sales', \n",
    "                              'rest of world sales', \n",
    "                               'critic count']], orient=\"h\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "0-wH7j1liGe2",
    "outputId": "e202baec-0686-43a3-d4ee-38e1feff4452"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c1e92e80>"
      ]
     },
     "execution_count": 63,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=numeric_data['user count'], orient=\"h\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5AFZWIovJXpj"
   },
   "source": [
    "5) Make your own remarks about the dataset. Try to use one or more graphics to justify your remarks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "625pcaWykEeD"
   },
   "source": [
    "The dataset contains some variables that apparently do not follow a Gaussian distribution. Sales and \"user count\" seem to follow a power law. Power laws are common in situations characterized as \"the winner takes all\". This is in line with the sales phenomenon where a highly successful game often sells much times more than the average game. Therefore, outliers would be the best sellers games.\n",
    "\n",
    "The same can be said of \"user count\". The number of players of a successful game is much greater (in various orders of magnitude) than an average game.\n",
    "\n",
    "Both are not gaussian phenomenon."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LGpao7DvkCvn"
   },
   "source": [
    "About 25% of all games sold worldwide pertained to North America, followed by Europe, Japan and the rest of the World."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "e3cAwfPykDXX",
    "outputId": "0f40d82f-ce29-4e4e-9d04-c740b610d19a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bf7bffd0>"
      ]
     },
     "execution_count": 61,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_data = gdata[['north america sales', 'europe sales', 'japan sales', 'rest of world sales']]\n",
    "sns.boxplot(data=sales_data, orient=\"h\", showfliers=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "H1B5dEqOoiFD"
   },
   "source": [
    "Overall, the user score and critic score resembled each other for the most part."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 729
    },
    "id": "FZgS8gdpolJR",
    "outputId": "a72abbc3-89ab-4ff2-ffa1-8814f87aaec9"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: UserWarning: To output multiple subplots, the figure containing the passed axes is being cleared\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "critic score          67.782667\n",
       "user score (float)     6.870385\n",
       "dtype: float64"
      ]
     },
     "execution_count": 60,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Kjo7WV199pQ0bNmj//v2SpKeeesp1b5+HH35YLVq00EsvvSS73a758+dfslar1aolS5ZozJgxuuGGGzRy5EiFhoaqqKhIGzZs0C233KIXX3zR4+cQaCpGjhyp6dOn6+6779YjjzziujXKddddp48++sjVLysrSzt27FBycrKioqJ04sQJLV68WB06dFC/fv0kSWPGjNEbb7yh//f//p+2bdumW265RRUVFfr000/1xhtvuO5Z5amVK1dq8eLFuvvuu9W5c2f98MMPeuWVV2S1Wl3h44477tCYMWO0aNEiHTlyRHfeeaecTqf+9re/6Y477tCkSZP0i1/8QqmpqXr55Zddf2bbs2ePVq5cqeHDh+uOO+645FymTZumv/71rxoyZIjuv/9+xcXF6ccff9SBAwf05ptv6quvvrron9uGDRum7Oxsbd++XYmJiR4/F5dbw80336zWrVsrNTVVjzzyiLy8vPTqq69W+4tyXFyc/vznPys9PV033nijgoKCNHToUEk/3TOx8v6FzVpDvQ0S9efo0aPGfffdZ4SGhhp+fn7Gz3/+cyMtLc2w2+2GYfzntgfVvS26uls/FBcXG8nJyUarVq0MSa7bQFx464dKH3zwgTFo0CCjVatWRmBgoNGrVy/jhRdeuOicn3rqKeOmm24yQkJCjJYtWxoxMTHGnDlzjPLycrd+Bw8eNO6++24jJCTE8Pf3N7p27WrMmjXLrc9HH31kJCUlGUFBQUZAQIBxxx13GDt37qy2zpreGr5t2zYjKSnJCA4ONvz9/Y3OnTsb999/v7Fv376L1gE0B7m5uUaPHj0MX19fo2vXrsZrr71W5ZYDW7duNYYNG2a0b9/e8PX1Ndq3b2+MGjWqyi0QysvLjWeeecbo3r274efnZ7Ru3dqIi4szMjMzjVOnTrn6STLS0tIua34fffSRMWrUKKNjx46Gn5+fERYWZgwZMqTK6/fcuXPG73//eyMmJsbw9fU1QkNDjcGDBxsFBQWuPg6Hw8jMzDSio6MNi8ViREZGGjNmzHC7FYJh/HTrh5puX/PDDz8YM2bMMLp06WL4+voa11xzjXHzzTcbzz77bJVjXHV69epljB071q3tcm/94EkNH374oREfH2+0bNnSaN++vfH4448bmzdvrnKcP336tPGrX/3KCAkJMSS53Qbi3XffNSQZR44cuWRdTRmfjQgAwFXk1VdfVVpamoqKihrdx/NcaPjw4fLy8qryZ+XmhrAFAMBVxOl0qlevXho1alSVjydrTD755BP17NlT+/fvr9UtgJoSwhYAAICJeDciAACAiQhbAAAAJiJsAQAAmIiwBQAAYKKr8qamTqdTx44dU6tWrZr1B1sCVwPDMPTDDz+offv28vbm97vzcSwDrh5Xciy7KsPWsWPHLvmZdgAal6+//lodOnRo6Gk0KhzLgKtPbY5lV2XYatWqlaSfCr7UZ9vVBYfDodzcXCUmJspisZg+npmaSi1NpQ6p6dRSUx1lZWWKjIx0vW7xH/V9LKtvTeV7uybUd/XzpMYrOZZdlWGr8nS71Wqtt7AVEBAgq9V61X/DNZVamkodUtOp5VJ18Geyqur7WFbfmsr3dk2o7+pXmxprcyzjAgoAAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATeRS2OnXqJC8vryr/0tLSJElnz55VWlqa2rZtq6CgIKWkpKikpMRtG0VFRUpOTlZAQIDCwsI0bdo0nTt3ru4qAgAAaEQ8Clt79+7V8ePHXf/y8vIkSffcc48kaerUqVq3bp3WrFmj7du369ixYxoxYoRr/YqKCiUnJ6u8vFw7d+7UypUrtWLFCs2ePbsOSwIAAGg8PApboaGhioiIcP1bv369OnfurP79++vUqVNatmyZnnvuOQ0YMEBxcXFavny5du7cqV27dkmScnNzdejQIb322mvq3bu3Bg8erOzsbOXk5Ki8vNyUAgEAABpSi9quWF5ertdee03p6eny8vJSQUGBHA6HEhISXH1iYmLUsWNH5efnKz4+Xvn5+erZs6fCw8NdfZKSkjRx4kQVFhbq+uuvr3Ysu90uu93uelxWViZJcjgccjgctS3hslWOUR9jma2p1NJU6pCaTi011XG11wUAV6rWYWvt2rUqLS3V/fffL0kqLi6Wr6+vQkJC3PqFh4eruLjY1ef8oFW5vHJZTebNm6fMzMwq7bm5uQoICKhtCR6r/LNpU9BUamkqdUhNp5YL6zhz5kwDzQQAGodah61ly5Zp8ODBat++fV3Op1ozZsxQenq663FZWZkiIyOVmJgoq9Vq+vgOh0N5eXkaNGiQLBaL6eOZqanU0lTqkJpOLTXVUXkmGgCaq1qFraNHj2rLli166623XG0REREqLy9XaWmp29mtkpISRUREuPrs2bPHbVuV71as7FMdPz8/+fn5VWm3WCz1+sOpvsczU1OppanUITWdWi6soynUBABXolb32Vq+fLnCwsKUnJzsaouLi5PFYtHWrVtdbYcPH1ZRUZFsNpskyWaz6cCBAzpx4oSrT15enqxWq2JjY2tbAwAAQKPl8Zktp9Op5cuXKzU1VS1a/Gf14OBgjR07Vunp6WrTpo2sVqsmT54sm82m+Ph4SVJiYqJiY2M1ZswYzZ8/X8XFxZo5c6bS0tKqPXMFAABwtfM4bG3ZskVFRUV68MEHqyxbsGCBvL29lZKSIrvdrqSkJC1evNi13MfHR+vXr9fEiRNls9kUGBio1NRUZWVlXVkVAAAAjZTHYSsxMVGGYVS7zN/fXzk5OcrJyalx/aioKG3cuNHTYYFGp9MTG+pkO34+hubfJPXI2KzDc4bUyTYB4HLVdCw7/9hkr/DyaJtfPZ186U7NCJ+NCAAAYCLCFgAAgIkIWwAAACYibAFodioqKjRr1ixFR0erZcuW6ty5s7Kzs92uRzUMQ7Nnz1a7du3UsmVLJSQk6MiRI27bOXnypEaPHi2r1aqQkBCNHTtWp0+fru9yADRyhC0Azc4zzzyjJUuW6MUXX9Qnn3yiZ555RvPnz9cLL7zg6jN//nwtWrRIS5cu1e7duxUYGKikpCSdPXvW1Wf06NEqLCxUXl6e1q9frx07dmjChAkNURKARqzWH9cDAFernTt3atiwYa4bM3fq1El/+tOfXJ9wYRiGFi5cqJkzZ2rYsGGSpD/+8Y8KDw/X2rVrNXLkSH3yySfatGmT9u7dqz59+kiSXnjhBd1111169tln6+WjzABcHQhbAJqdm2++WS+//LI+++wzXXfddfr73/+uDz74QM8995wk6csvv1RxcbESEhJc6wQHB6tv377Kz8/XyJEjlZ+fr5CQEFfQkqSEhAR5e3tr9+7duvvuu6uMa7fbZbfbXY8rPzfS4XDI4XCYVW6DqaypKdYmNZ36/Hyqv52Tn7fh9tUTV8tz4sk+vJKaCFsAmp0nnnhCZWVliomJkY+PjyoqKjRnzhyNHj1aklRcXCxJCg8Pd1svPDzctay4uFhhYWFuy1u0aKE2bdq4+lxo3rx5yszMrNKem5urgICAK66rscrLy2voKZjqaq9v/k0XX57dx+nxNq+2+2lezj48c+ZMrbdP2ALQ7Lzxxht6/fXXtWrVKnXv3l379+/XlClT1L59e6Wmppo27owZM5Senu56XFZWpsjISCUmJspqtZo2bkNxOBzKy8vToEGDmuQHkjeV+npkbK623c/bUHYfp2bt85bd6dlNTQ9mJNXF1EznyT6sPBNdG4QtAM3OtGnT9MQTT2jkyJGSpJ49e+ro0aOaN2+eUlNTFRERIUkqKSlRu3btXOuVlJSod+/ekqSIiAidOHHCbbvnzp3TyZMnXetfyM/Pr9rPgbVYLFf1D+tLob7G7VJ3h7c7vTy+g/zV9nxczj68kpp4NyKAZufMmTPy9nY//Pn4+Mjp/OnPJdHR0YqIiNDWrVtdy8vKyrR7927ZbDZJks1mU2lpqQoKClx93nvvPTmdTvXt27ceqgBwteDMFoBmZ+jQoZozZ446duyo7t276+OPP9Zzzz2nBx98UJLk5eWlKVOm6KmnntK1116r6OhozZo1S+3bt9fw4cMlSd26ddOdd96p8ePHa+nSpXI4HJo0aZJGjhzJOxEBuCFsAWh2XnjhBc2aNUsPP/ywTpw4ofbt2+uhhx7S7NmzXX0ef/xx/fjjj5owYYJKS0vVr18/bdq0Sf7+/q4+r7/+uiZNmqSBAwfK29tbKSkpWrRoUUOUBKARI2wBaHZatWqlhQsXauHChTX28fLyUlZWlrKysmrs06ZNG61atcqMKQJoQrhmCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAE/FxPWjyOj2xoaGnAABoxjizBQAAYCLCFgAAgIkIWwAAACYibAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJiJsAQAAmIiwBQAAYCLCFgAAgIkIWwAAACYibAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJiJsAQAAmIiwBQAAYCLCFgAAgIkIWwAAACYibAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJiJsAQAAmIiwBQAAYCLCFgAAgIk8DlvffPONfv3rX6tt27Zq2bKlevbsqX379rmWG4ah2bNnq127dmrZsqUSEhJ05MgRt22cPHlSo0ePltVqVUhIiMaOHavTp09feTUAAACNjEdh6/vvv9ctt9wii8Wid999V4cOHdIf/vAHtW7d2tVn/vz5WrRokZYuXardu3crMDBQSUlJOnv2rKvP6NGjVVhYqLy8PK1fv147duzQhAkT6q4qAACARqKFJ52feeYZRUZGavny5a626Oho1/8Nw9DChQs1c+ZMDRs2TJL0xz/+UeHh4Vq7dq1GjhypTz75RJs2bdLevXvVp08fSdILL7ygu+66S88++6zat29fF3UBAAA0Ch6Frb/+9a9KSkrSPffco+3bt+tnP/uZHn74YY0fP16S9OWXX6q4uFgJCQmudYKDg9W3b1/l5+dr5MiRys/PV0hIiCtoSVJCQoK8vb21e/du3X333VXGtdvtstvtrsdlZWWSJIfDIYfD4VnFtVA5Rn2MZbamUosndfj5GGZP54r4eRuur1fzfqlpnzTGmjp16qSjR49WaX/44YeVk5Ojs2fP6rHHHtPq1atlt9uVlJSkxYsXKzw83NW3qKhIEydO1LZt2xQUFKTU1FTNmzdPLVp4dFgF0Ax4dFT45z//qSVLlig9PV2//e1vtXfvXj3yyCPy9fVVamqqiouLJcntgFT5uHJZcXGxwsLC3CfRooXatGnj6nOhefPmKTMzs0p7bm6uAgICPCnhiuTl5dXbWGZrKrVcTh3zb6qHidSB7D5Obdy4saGnccUu3CdnzpxpoJnUbO/evaqoqHA9PnjwoAYNGqR77rlHkjR16lRt2LBBa9asUXBwsCZNmqQRI0boww8/lCRVVFQoOTlZERER2rlzp44fP6777rtPFotFc+fObZCaADReHoUtp9OpPn36uA4m119/vQ4ePKilS5cqNTXVlAlK0owZM5Senu56XFZWpsjISCUmJspqtZo2biWHw6G8vDwNGjRIFovF9PHM1FRq8aSOHhmb62lWtePnbSi7j1Oz9nmrYPadDT2dWqtpn1SeiW5MQkND3R4//fTT6ty5s/r3769Tp05p2bJlWrVqlQYMGCBJWr58ubp166Zdu3YpPj5eubm5OnTokLZs2aLw8HD17t1b2dnZmj59ujIyMuTr69sQZQFopDwKW+3atVNsbKxbW7du3fSXv/xFkhQRESFJKikpUbt27Vx9SkpK1Lt3b1efEydOuG3j3LlzOnnypGv9C/n5+cnPz69Ku8ViqdfAUN/jmamp1HI5ddgrvOppNlfG7vRqkvuksddUXl6u1157Tenp6fLy8lJBQYEcDofb5VIDAOMAACAASURBVBAxMTHq2LGj8vPzFR8fr/z8fPXs2dPtLH5SUpImTpyowsJCXX/99dWO1dCXRNS3pnLZQk2aSn01XWpx/iUOnrpanhNP9uGV1ORR2Lrlllt0+PBht7bPPvtMUVFRkn66WD4iIkJbt251hauysjLt3r1bEydOlCTZbDaVlpaqoKBAcXFxkqT33ntPTqdTffv2rXUhAFAba9euVWlpqe6//35JP13q4Ovrq5CQELd+F14OUd3lEpXLatJYLomob03lsoWaXO31XepSi+w+To+3ebVdEnE5+/BKLonwKGxNnTpVN998s+bOnat7771Xe/bs0csvv6yXX35ZkuTl5aUpU6boqaee0rXXXqvo6GjNmjVL7du31/DhwyX9dCbszjvv1Pjx47V06VI5HA5NmjRJI0eO5J2IAOrdsmXLNHjw4Ho5/jT0JRH1ralctlCTplJfTZdanH+Jg93p2V8IDmYk1cXUTOfJPrySSyI8Cls33nij3n77bc2YMUNZWVmKjo7WwoULNXr0aFefxx9/XD/++KMmTJig0tJS9evXT5s2bZK/v7+rz+uvv65JkyZp4MCB8vb2VkpKihYtWlTrIgCgNo4ePaotW7borbfecrVFRESovLxcpaWlbme3SkpKXJc6REREaM+ePW7bKikpcS2rSWO5JKK+UV/jdqlLLexOL48vx7jano/L2YdXUpPH71EeMmSIhgwZUuNyLy8vZWVlKSsrq8Y+bdq00apVqzwdGgDq1PLlyxUWFqbk5GRXW1xcnCwWi7Zu3aqUlBRJ0uHDh1VUVCSbzSbpp8sh5syZoxMnTrjeXZ2Xlyer1VrlulYA4IYwAJolp9Op5cuXKzU11e3eWMHBwRo7dqzS09PVpk0bWa1WTZ48WTabTfHx8ZKkxMRExcbGasyYMZo/f76Ki4s1c+ZMpaWlVXvmCkDzRtgC0Cxt2bJFRUVFevDBB6ssW7BggesSh/NvalrJx8dH69ev18SJE2Wz2RQYGKjU1NSLntEH0HwRtgA0S4mJiTKM6t/S7u/vr5ycHOXk5NS4flRU1FX3jisADcOjD6IGAACAZwhbAAAAJiJsAQAAmIiwBQAAYCLCFgAAgIkIWwAAACYibAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJiJsAQAAmIiwBQAAYCLCFgAAgIkIWwAAACYibAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiVo09AQAAMCldXpiQ0NPAbXEmS0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgC0Cx98803+vWvf622bduqZcuW6tmzp/bt2+dabhiGZs+erXbt2qlly5ZKSEjQkSNH3LZx8uRJjR49WlarVSEhIRo7dqxOnz5d36UAaOQIWwCane+//1633HKLLBaL3n33XR06dEh/+MMf1Lp1a1ef+fPna9GiRVq6dKl2796twMBAJSUl6ezZs64+o0ePVmFhofLy8rR+/Xrt2LFDEyZMaIiSADRiLRp6AgBQ35555hlFRkZq+fLlrrbo6GjX/w3D0MKFCzVz5kwNGzZMkvTHP/5R4eHhWrt2rUaOHKlPPvlEmzZt0t69e9WnTx9J0gsvvKC77rpLzz77rNq3b1+/RQFotAhbAJqdv/71r0pKStI999yj7du362c/+5kefvhhjR8/XpL05Zdfqri4WAkJCa51goOD1bdvX+Xn52vkyJHKz89XSEiIK2hJUkJCgry9vbV7927dfffdVca12+2y2+2ux2VlZZIkh8Mhh8NhVrkNprKmplibVP/1+fkY9TKOazxvw+2rJ66Wfe7JPrySmghbAJqdf/7zn1qyZInS09P129/+Vnv37tUjjzwiX19fpaamqri4WJIUHh7utl54eLhrWXFxscLCwtyWt2jRQm3atHH1udC8efOUmZlZpT03N1cBAQF1UVqjlJeX19BTMFV91Tf/pnoZporsPk6P19m4caMJMzHP5ezDM2fO1Hr7hC0AzY7T6VSfPn00d+5cSdL111+vgwcPaunSpUpNTTVt3BkzZig9Pd31uKysTJGRkUpMTJTVajVt3IbicDiUl5enQYMGyWKxNPR06lx919cjY7PpY5zPz9tQdh+nZu3zlt3p5dG6BzOSTJpV3fJkH1aeia4NwhaAZqddu3aKjY11a+vWrZv+8pe/SJIiIiIkSSUlJWrXrp2rT0lJiXr37u3qc+LECbdtnDt3TidPnnStfyE/Pz/5+flVabdYLE0yjFSivrphr/As8NTZuE4vj8e+2vb35ezDK6mJdyMCaHZuueUWHT582K3ts88+U1RUlKSfLpaPiIjQ1q1bXcvLysq0e/du2Ww2SZLNZlNpaakKCgpcfd577z05nU717du3HqoAcLXw6MxWRkZGlesNunbtqk8//VSSdPbsWT322GNavXq17Ha7kpKStHjxYrfrHoqKijRx4kRt27ZNQUFBSk1N1bx589SiBSfZANSPqVOn6uabb9bcuXN17733as+ePXr55Zf18ssvS5K8vLw0ZcoUPfXUU7r22msVHR2tWbNmqX379ho+fLikn86E3XnnnRo/fryWLl0qh8OhSZMmaeTIkbwTEc1epyc21Pk2v3o6uc63WV88Tjjdu3fXli1b/rOB80LS1KlTtWHDBq1Zs0bBwcGaNGmSRowYoQ8//FCSVFFRoeTkZEVERGjnzp06fvy47rvvPlksFte1EwBgthtvvFFvv/22ZsyYoaysLEVHR2vhwoUaPXq0q8/jjz+uH3/8URMmTFBpaan69eunTZs2yd/f39Xn9ddf16RJkzRw4EB5e3srJSVFixYtaoiSADRiHoetFi1aVHs9wqlTp7Rs2TKtWrVKAwYMkCQtX75c3bp1065duxQfH6/c3FwdOnRIW7ZsUXh4uHr37q3s7GxNnz5dGRkZ8vX1vfKKAOAyDBkyREOGDKlxuZeXl7KyspSVlVVjnzZt2mjVqlVmTA9AE+Jx2Dpy5Ijat28vf39/2Ww2zZs3Tx07dlRBQYEcDofbfWliYmLUsWNH5efnKz4+Xvn5+erZs6fbnxWTkpI0ceJEFRYW6vrrr692zIa+N01TuldMU6nFkzrq+940njr/XjZX836paZ9czTUBQF3wKGz17dtXK1asUNeuXXX8+HFlZmbq1ltv1cGDB1VcXCxfX1+FhIS4rXPhfWmqu29N5bKaNJZ70zSle8U0lVoup46GujeNp7L7OK+6e9NU58J9ciX3pgGApsCjsDV48GDX/3v16qW+ffsqKipKb7zxhlq2bFnnk6vU0PemaUr3imkqtXhSR33fm8ZT59/LpmD2nQ09nVqraZ9cyb1pAKApuKK3AIaEhOi6667T559/rkGDBqm8vFylpaVuZ7dKSkpc13hFRERoz549btsoKSlxLatJY7k3TVO6V0xTqeVy6mioe9N4yu70apL7pCnUBABX4orus3X69Gl98cUXateuneLi4mSxWNzuS3P48GEVFRW53ZfmwIEDbjcCzMvLk9VqrXKDQQAAgKbAozNbv/nNbzR06FBFRUXp2LFjevLJJ+Xj46NRo0YpODhYY8eOVXp6utq0aSOr1arJkyfLZrMpPj5ekpSYmKjY2FiNGTNG8+fPV3FxsWbOnKm0tLRqz1wBAABc7TwKW//61780atQofffddwoNDVW/fv20a9cuhYaGSpIWLFjgutfM+Tc1reTj46P169dr4sSJstlsCgwMVGpq6kXfWg0AAHA18yhsrV69+qLL/f39lZOTo5ycnBr7REVFNYl3XAEAAFwOPhsRAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAEx0RZ+NCKBudXpigynb/erpZFO2CwC4NM5sAQAAmIiwBQAAYCLCFgAAgIkIWwAAACYibAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJiJsAQAAmKhFQ08AOF+nJzZcVj8/H0Pzb5J6ZGyWvcLL5FkBAFB7nNkCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AzU5GRoa8vLzc/sXExLiWnz17VmlpaWrbtq2CgoKUkpKikpISt20UFRUpOTlZAQEBCgsL07Rp03Tu3Ln6LgXAVaBFQ08AABpC9+7dtWXLFtfjFi3+czicOnWqNmzYoDVr1ig4OFiTJk3SiBEj9OGHH0qSKioqlJycrIiICO3cuVPHjx/XfffdJ4vForlz59Z7LQAaN8IWgGapRYsWioiIqNJ+6tQpLVu2TKtWrdKAAQMkScuXL1e3bt20a9cuxcfHKzc3V4cOHdKWLVsUHh6u3r17Kzs7W9OnT1dGRoZ8fX3ruxwAjRh/RgTQLB05ckTt27fXz3/+c40ePVpFRUWSpIKCAjkcDiUkJLj6xsTEqGPHjsrPz5ck5efnq2fPngoPD3f1SUpKUllZmQoLC+u3EACNHme2ADQ7ffv21YoVK9S1a1cdP35cmZmZuvXWW3Xw4EEVFxfL19dXISEhbuuEh4eruLhYklRcXOwWtCqXVy6rid1ul91udz0uKyuTJDkcDjkcjjqprTGprKkp1ibVf31+Pka9jOMaz9tw+9rQzHiePdmHVzI+YQtAszN48GDX/3v16qW+ffsqKipKb7zxhlq2bGnauPPmzVNmZmaV9tzcXAUEBJg2bkPLy8tr6CmYqr7qm39TvQxTRXYfZ8MMfIGNGzeatu3L2Ydnzpyp9fYJWwCavZCQEF133XX6/PPPNWjQIJWXl6u0tNTt7FZJSYnrGq+IiAjt2bPHbRuV71as7jqwSjNmzFB6errrcVlZmSIjI5WYmCir1VqXJTUKDodDeXl5GjRokCwWS0NPp87Vd309MjabPsb5/LwNZfdxatY+b9mdXvU6dnUOZiTV+TY92YeVZ6Jrg7AFoNk7ffq0vvjiC40ZM0ZxcXGyWCzaunWrUlJSJEmHDx9WUVGRbDabJMlms2nOnDk6ceKEwsLCJP30m7HValVsbGyN4/j5+cnPz69Ku8ViaZJhpBL11Q17RcMEHrvTq8HGPp+Zz/Hl7MMrGZ+wBaDZ+c1vfqOhQ4cqKipKx44d05NPPikfHx+NGjVKwcHBGjt2rNLT09WmTRtZrVZNnjxZNptN8fHxkqTExETFxsZqzJgxmj9/voqLizVz5kylpaVVG6YANG+ELQDNzr/+9S+NGjVK3333nUJDQ9WvXz/t2rVLoaGhkqQFCxbI29tbKSkpstvtSkpK0uLFi13r+/j4aP369Zo4caJsNpsCAwOVmpqqrKyshioJQCNG2ALQ7Kxevfqiy/39/ZWTk6OcnJwa+0RFRZl6wS6ApoP7bAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJrqisPX000/Ly8tLU6ZMcbWdPXtWaWlpatu2rYKCgpSSkuL6gNZKRUVFSk5OVkBAgMLCwjRt2jSdO3fuSqYCAADQKNU6bO3du1cvvfSSevXq5dY+depUrVu3TmvWrNH27dt17NgxjRgxwrW8oqJCycnJKi8v186dO7Vy5UqtWLFCs2fPrn0VAAAAjVStwtbp06c1evRovfLKK2rdurWr/dSpU1q2bJmee+45DRgwQHFxcVq+fLl27typXbt2SZJyc3N16NAhvfbaa+rdu7cGDx6s7Oxs5eTkqLy8vG6qAgAAaCRqFbbS0tKUnJyshIQEt/aCggI5HA639piYGHXs2FH5+fmSpPz8fPXs2VPh4eGuPklJSSorK1NhYWFtpgMAANBoefxB1KtXr9ZHH32kvXv3VllWXFwsX19fhYSEuLWHh4eruLjY1ef8oFW5vHJZdex2u+x2u+txWVmZJMnhcMjhcHhagscqx6iPsczW2Gvx8zEur5+34fb1alYftTTk66Sxfq8BQH3xKGx9/fXXevTRR5WXlyd/f3+z5lTFvHnzlJmZWaU9NzdXAQEB9TaPvLy8ehvLbI21lvk3edY/u4/TnIk0ADNr2bhxo2nbvtCF31tnzpypt7EBoDHyKGwVFBToxIkTuuGGG1xtFRUV2rFjh1588UVt3rxZ5eXlKi0tdTu7VVJSooiICElSRESE9uzZ47bdyncrVva50IwZM5Senu56XFZWpsjISCUmJspqtXpSQq04HA7l5eVp0KBBslgspo9npsZeS4+MzZfVz8/bUHYfp2bt85bd6WXyrMxVH7UczEgyZbvnq+l7q/JMNAA0Vx6FrYEDB+rAgQNubQ888IBiYmI0ffp0RUZGymKxaOvWrUpJSZEkHT58WEVFRbLZbJIkm82mOXPm6MSJEwoLC5P002/CVqtVsbGx1Y7r5+cnPz+/Ku0Wi6VeA0N9j2emxlqLvcKzsGF3enm8TmNlZi0N+TppjN9nAFCfPApbrVq1Uo8ePdzaAgMD1bZtW1f72LFjlZ6erjZt2shqtWry5Mmy2WyKj4+XJCUmJio2NlZjxozR/PnzVVxcrJkzZyotLa3aQAUAAHA18/gC+UtZsGCBvL29lZKSIrvdrqSkJC1evNi13MfHR+vXr9fEiRNls9kUGBio1NRUZWVl1fVUAAAAGtwVh63333/f7bG/v79ycnKUk5NT4zpRUVH1esEuAABAQ+GzEQEAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAtCsPf300/Ly8tKUKVNcbWfPnlVaWpratm2roKAgpaSkqKSkxG29oqIiJScnKyAgQGFhYZo2bZrOnTtX39MHcBUgbAFotvbu3auXXnpJvXr1cmufOnWq1q1bpzVr1mj79u06duyYRowY4VpeUVGh5ORklZeXa+fOnVq5cqVWrFih2bNn13cJAK4ChC0AzdLp06c1evRovfLKK2rdurWr/dSpU1q2bJmee+45DRgwQHFxcVq+fLl27typXbt2SZJyc3N16NAhvfbaa+rdu7cGDx6s7Oxs5eTkqLy8vKFKAtBIEbYANEtpaWlKTk5WQkKCW3tBQYEcDodbe0xMjDp27Kj8/HxJUn5+vnr27Knw8HBXn6SkJJWVlamwsLB+CgBw1WjR0BMAgPq2evVqffTRR9q7d2+VZcXFxfL19VVISIhbe3h4uIqLi119zg9alcsrl9XEbrfLbre7HpeVlUmSHA6HHA5H7YppxCpraoq1SfVfn5+PUS/juMbzNty+NjQznmdP9uGVjE/YAtCsfP3113r00UeVl5cnf3//eh173rx5yszMrNKem5urgICAep1LfcrLy2voKZiqvuqbf1O9DFNFdh9nwwx8gY0bN5q27cvZh2fOnKn19glbAJqVgoICnThxQjfccIOrraKiQjt27NCLL76ozZs3q7y8XKWlpW5nt0pKShQRESFJioiI0J49e9y2W/luxco+1ZkxY4bS09Ndj8vKyhQZGanExERZrdY6qa8xcTgcysvL06BBg2SxWBp6OnWuvuvrkbHZ9DHO5+dtKLuPU7P2ecvu9KrXsatzMCOpzrfpyT6sPBNdG4QtAM3KwIEDdeDAAbe2Bx54QDExMZo+fboiIyNlsVi0detWpaSkSJIOHz6soqIi2Ww2SZLNZtOcOXN04sQJhYWFSfrpN2Or1arY2Ngax/bz85Ofn1+VdovF0iTDSCXqqxv2ioYJPHanV4ONfT4zn+PL2YdXMj5hC0Cz0qpVK/Xo0cOtLTAwUG3btnW1jx07Vunp6WrTpo2sVqsmT54sm82m+Ph4SVJiYqJiY2M1ZswYzZ8/X8XFxZo5c6bS0tKqDVMAmjfCFgBcYMGCBfL29lZKSorsdruSkpK0ePFi13IfHx+tX79eEydOlM1mU2BgoFJTU5WVldWAswbQWBG2UGudntjQ0FMA6sT777/v9tjf3185OTnKycmpcZ2oqChTL9gF0HRwny0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMBFhCwAAwESELQAAABMRtgAAAExE2AIAADARYQsAAMBEhC0AAAATEbYAAABMRNgCAAAwEWELAADARIQtAAAAExG2AAAATETYAgAAMJFHYWvJkiXq1auXrFarrFarbDab3n33Xdfys2fPKi0tTW3btlVQUJBSUlJUUlLito2ioiIlJycrICBAYWFhmjZtms6dO1c31QAAADQyHoWtDh066Omnn1ZBQYH27dunAQMGaNiwYSosLJQkTZ06VevWrdOaNWu0fft2HTt2TCNGjHCtX1FRoeTkZJWXl2vnzp1auXKlVqxYodmzZ9dtVQAAAI1EC086Dx061O3xnDlztGTJEu3atUsdOnTQsmXLtGrVKg0YMECStHz5cnXr1k27du1SfHy8cnNzdejQIW3ZskXh4eHq3bu3srOzNX36dGVkZMjX17fuKgMAAGgEan3NVkVFhVavXq0ff/xRNptNBQUFcjgcSkhIcPWJiYlRx44dlZ+fL0nKz89Xz549FR4e7uqTlJSksrIy19kxAACApsSjM1uSdODAAdlsNp09e1ZBQUF6++23FRsbq/3798vX11chISFu/cPDw1VcXCxJKi4udgtalcsrl9XEbrfLbre7HpeVlUmSHA6HHA6HpyV4rHKM+hjLbHVZi5+PccXbqPXY3obb16tZfdTSkK+TpvC6AYAr4XHY6tq1q/bv369Tp07pzTffVGpqqrZv327G3FzmzZunzMzMKu25ubkKCAgwdezz5eXl1dtYZquLWubfVAcTuULZfZwNPYU6Y2YtGzduNG3bF7rwe+vMmTP1NjYANEYehy1fX1916dJFkhQXF6e9e/fq+eef1y9/+UuVl5ertLTU7exWSUmJIiIiJEkRERHas2eP2/Yq361Y2ac6M2bMUHp6uutxWVmZIiMjlZiYKKvV6mkJHnM4HMrLy9OgQYNksVhMH89MdVlLj4zNdTQrz/l5G8ru49Ssfd6yO70abB51oT5qOZiRZMp2z1fT91blmWgAaK48DlsXcjqdstvtiouLk8Vi0datW5WSkiJJOnz4sIqKimSz2SRJNptNc+bM0YkTJxQWFibpp9+CrVarYmNjaxzDz89Pfn5+VdotFku9hp/6Hs9MdVGLvaLhQ47d6dUo5lEXzKylIV8nTeU1AwC15VHYmjFjhgYPHqyOHTvqhx9+0KpVq/T+++9r8+bNCg4O1tixY5Wenq42bdrIarVq8uTJstlsio+PlyQlJiYqNjZWY8aM0fz581VcXKyZM2cqLS2t2jAFAABwtfMobJ04cUL33Xefjh8/ruDgYPXq1UubN2/WoEGDJEkLFiyQt7e3UlJSZLfblZSUpMWLF7vW9/Hx0fr16zVx4kTZbDYFBgYqNTVVWVlZdVsVAABAI+FR2Fq2bNlFl/v7+ysnJ0c5OTk19omKiqrXi3UBAAAa0hVfswUAANx1emJDQ08BjQgfRA0AAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJiJsAQAAmIiwBQAAYCLCFgAAgIkIWwAAACYibAEAAJiIsAUAAGAiwhYAAICJCFsAAAAmImwBAACYiLAFAABgIsIWAACAiQhbAAAAJiJsAQAAmIiwBQAAYCLCFoBmZ8mSJerVq5esVqusVqtsNpveffdd1/KzZ88qLS1Nbdu2VVBQkFJSUlRSUuK2jaKiIiUnJysgIEBhYWGaNm2azp07V9+lALgKELYANDsdOnTQ008/rYKCAu3bt08DBgzQsGHDVFhYKEmaOnWq1q1bpzVr1mj79u06duyYRowY4Vq/oqJCycnJKi8v186dO7Vy5UqtWLFCs2fPbqiSADRiLRp6AgBQ34YOHer2eM6cOVqyZIl27dqlDh06aNmyZVq1apUGDBggSVq+fLm6deumXbt2KT4+Xrm5uTp06JC2bNmi8PBw9e7dW9nZ2Zo+fboyMjLk6+vbEGUBaKQ4swWgWauoqNDq1av1448/ymazqaCgQA6HQwkJCa4+MTEx6tixo/Lz8yVJ+fn56tmzp8LDw119kpKSVFZW5jo7BgCVOLMFoFk6cOCAbDabzp49q6CgIL399tuKjY3V/v375evrq5CQELf+4eHhKi4uliQVFxe7Ba3K5ZXLamK322W3212Py8rKJEkOh0MOh6NO6mpMKmtqirVJF6/Pz8eo7+nUOT9vw+1rQzPj+8iT79ErGZ+wBaBZ6tq1q/bv369Tp07pzTffVGpqqrZv327qmPPmzVNmZmaV9tzcXAUEBJg6dkPKy8tr6CmYqrr65t/UABMxSXYfZ0NPQZK0ceNG07Z9Od+jZ86cqfX2CVsAmiVfX1916dJFkhQXF6e9e/fq+eef9f1JWQAAH6xJREFU1y9/+UuVl5ertLTU7exWSUmJIiIiJEkRERHas2eP2/Yq361Y2ac6M2bMUHp6uutxWVmZIiMjlZiYKKvVWme1NRYOh0N5eXkaNGiQLBZLQ0+nzl2svh4ZmxtoVnXHz/v/a+/ug6Mq7/6Pf/K4IUASA5OEKIHooBBBpETCilWqIREzjkjGijelqFRaulAgHUWmPHPbKFq10AjWQWJHqMpMgRIRiEFg0PAUsOWpES0/sUqSURoSQJYle/3+6GRvliQ0CXv2IXm/ZjJwzrl2z/c7e87x4+FsLqPFmW7N3R8upzss0OXo8IJcn79nW47RxjvR7UHYAgBJbrdbTqdTQ4cOVVRUlMrKypSfny9Jqqys1MmTJ2W32yVJdrtdzz33nGpqapSUlCTpP/9nHBcXp4yMjBb3YbPZZLPZmqyPiorqkGGkUWfsz9kQ+HDiK053WFD0Y+Ux1Jpj9Fr2T9gC0OnMnj1bo0ePVlpamurr67VmzRpt375dW7ZsUXx8vCZNmqSCggIlJiYqLi5O06ZNk91u1/DhwyVJOTk5ysjI0IQJE7RkyRJVVVVpzpw5cjgczYYpAJ0bYQtAp1NTU6Of/vSnOnXqlOLj43Xbbbdpy5YtGjVqlCTplVdeUXh4uPLz8+V0OpWbm6vXXnvN8/qIiAiVlJRoypQpstvt6tq1qyZOnKhFixYFqiUAQYywBaDTWbly5VW3x8TEqKioSEVFRS2O6dOnj6UP7ALoOPg9WwAAABYibAEAAFiIsAUAAGAhwhYAAICFCFsAAAAWImwBAABYiLAFAABgIcIWAACAhQhbAAAAFiJsAQAAWIiwBQAAYCHCFgAAgIUIWwAAABYibAEAAFiIsAUAAGAhwhYAAICFCFsAAAAWImwBAABYiLAFAABgIcIWAACAhQhbAAAAFiJsAQAAWIiwBQAAYCHCFgAAgIUIWwAAABYibAEAAFiIsAUAAGAhwhYAAICFCFsAAAAWImwBAABYqE1hq7CwUHfccYe6d++upKQkjRkzRpWVlV5jLly4IIfDoR49eqhbt27Kz89XdXW115iTJ08qLy9PsbGxSkpK0tNPP61Lly5dezcAAABBpk1ha8eOHXI4HNq9e7dKS0vlcrmUk5Ojc+fOecbMnDlTGzdu1Nq1a7Vjxw598803Gjt2rGd7Q0OD8vLydPHiRX3yySd66623VFxcrHnz5vmuKwAAgCAR2ZbBmzdv9louLi5WUlKSKioqdPfdd+vMmTNauXKl1qxZo3vvvVeStGrVKg0YMEC7d+/W8OHDtXXrVh09elQffvihkpOTdfvtt2vx4sWaNWuWFixYoOjoaN91BwAAEGDX9MzWmTNnJEmJiYmSpIqKCrlcLmVnZ3vG9O/fX2lpaSovL5cklZeXa9CgQUpOTvaMyc3NVV1dnY4cOXIt5QAAAASdNt3Zupzb7daMGTM0YsQIDRw4UJJUVVWl6OhoJSQkeI1NTk5WVVWVZ8zlQatxe+O25jidTjmdTs9yXV2dJMnlcsnlcrW3hVZr3Ic/9mU1X/ZiizDX/B7t3ne48fozlPmjl0CeJx3hvAGAa9HusOVwOHT48GHt2rXLl/U0q7CwUAsXLmyyfuvWrYqNjbV8/41KS0v9ti+r+aKXJcN8UMg1WpzpDnQJPmNlL5s2bbLsva905bF1/vx5v+0bAIJRu8LW1KlTVVJSop07d+qGG27wrE9JSdHFixdVW1vrdXerurpaKSkpnjF79+71er/Gbys2jrnS7NmzVVBQ4Fmuq6tT7969lZOTo7i4uPa00CYul0ulpaUaNWqUoqKiLN+flXzZy8AFW3xUVdvZwo0WZ7o1d3+4nO6wgNXhC/7o5fCCXEve93ItHVuNd6IBoLNqU9gyxmjatGlat26dtm/frvT0dK/tQ4cOVVRUlMrKypSfny9Jqqys1MmTJ2W32yVJdrtdzz33nGpqapSUlCTpP/8nHBcXp4yMjGb3a7PZZLPZmqyPiorya/jx9/6s5ItenA2BDzlOd1hQ1OELVvYSyPOko5wzANBebQpbDodDa9as0YYNG9S9e3fPM1bx8fHq0qWL4uPjNWnSJBUUFCgxMVFxcXGaNm2a7Ha7hg8fLknKyclRRkaGJkyYoCVLlqiqqkpz5syRw+FoNlABAACEsjaFreXLl0uSRo4c6bV+1apVevzxxyVJr7zyisLDw5Wfny+n06nc3Fy99tprnrEREREqKSnRlClTZLfb1bVrV02cOFGLFi26tk4AAACCUJv/GfG/iYmJUVFRkYqKiloc06dPH78+sAsAABAozI0IAABgIcIWAACAhQhbAAAAFiJsAQAAWIiwBQAAYCHCFgAAgIUIWwAAABYibAEAAFiIsAUAAGAhwhYAAICFCFsAAAAWImwBAABYiLAFoNMpLCzUHXfcoe7duyspKUljxoxRZWWl15gLFy7I4XCoR48e6tatm/Lz81VdXe015uTJk8rLy1NsbKySkpL09NNP69KlS/5sBUAIIGwB6HR27Nghh8Oh3bt3q7S0VC6XSzk5OTp37pxnzMyZM7Vx40atXbtWO3bs0DfffKOxY8d6tjc0NCgvL08XL17UJ598orfeekvFxcWaN29eIFoCEMQiA10AAPjb5s2bvZaLi4uVlJSkiooK3X333Tpz5oxWrlypNWvW6N5775UkrVq1SgMGDNDu3bs1fPhwbd26VUePHtWHH36o5ORk3X777Vq8eLFmzZqlBQsWKDo6OhCtAQhChC0And6ZM2ckSYmJiZKkiooKuVwuZWdne8b0799faWlpKi8v1/Dhw1VeXq5BgwYpOTnZMyY3N1dTpkzRkSNHNGTIkCb7cTqdcjqdnuW6ujpJksvlksvlsqS3QGrsqSP2Jl29P1uE8Xc5PmcLN15/BpoVx1FbjtFr2T9hC0Cn5na7NWPGDI0YMUIDBw6UJFVVVSk6OloJCQleY5OTk1VVVeUZc3nQatzeuK05hYWFWrhwYZP1W7duVWxs7DX3EqxKS0sDXYKlmutvybAAFGKRxZnuQJcgSdq0aZNl792aY/T8+fPtfn/CFoBOzeFw6PDhw9q1a5fl+5o9e7YKCgo8y3V1derdu7dycnIUFxdn+f79zeVyqbS0VKNGjVJUVFSgy/G5q/U3cMGWAFXlO7Zwo8WZbs3dHy6nOyzQ5ejwglyfv2dbjtHGO9HtQdgC0GlNnTpVJSUl2rlzp2644QbP+pSUFF28eFG1tbVed7eqq6uVkpLiGbN3716v92v8tmLjmCvZbDbZbLYm66OiojpkGGnUGftzNgQ+nPiK0x0WFP1YeQy15hi9lv3zbUQAnY4xRlOnTtW6deu0bds2paene20fOnSooqKiVFZW5llXWVmpkydPym63S5LsdrsOHTqkmpoaz5jS0lLFxcUpIyPDP40ACAnc2QLQ6TgcDq1Zs0YbNmxQ9+7dPc9YxcfHq0uXLoqPj9ekSZNUUFCgxMRExcXFadq0abLb7Ro+fLgkKScnRxkZGZowYYKWLFmiqqoqzZkzRw6Ho9m7VwhOfZ99v92vtUUYLRn2n38yDIY7PwhehC0Anc7y5cslSSNHjvRav2rVKj3++OOSpFdeeUXh4eHKz8+X0+lUbm6uXnvtNc/YiIgIlZSUaMqUKbLb7eratasmTpyoRYsW+asNACGCsAWg0zHmv3+VPSYmRkVFRSoqKmpxTJ8+fSz9hhSAjoFntgAAACxE2AIAALAQYQsAAMBChC0AAAAL8YB8J3D5V5v5qjIAAP7FnS0AAAALEbYAAAAsRNgCAACwEGELAADAQoQtAAAACxG2AAAALETYAgAAsBBhCwAAwEKELQAAAAsRtgAAACxE2AIAALAQYQsAAMBChC0AAAALEbYAAAAsRNgCAACwEGELAADAQoQtAAAACxG2AAAALETYAgAAsBBhCwAAwEKELQAAAAsRtgAAACxE2AIAALAQYQsAAMBChC0AAAALEbYAAAAsRNgCAACwEGELAADAQoQtAAAACxG2AAAALETYAgAAsBBhCwAAwEKELQAAAAsRtgAAACxE2AIAALAQYQsAAMBCkW19wc6dO/Xiiy+qoqJCp06d0rp16zRmzBjPdmOM5s+frzfeeEO1tbUaMWKEli9frn79+nnGnD59WtOmTdPGjRsVHh6u/Px8/f73v1e3bt180xUAL32ffd/n7/n/ns/z+XsCQEfU5jtb586d0+DBg1VUVNTs9iVLlmjp0qVasWKF9uzZo65duyo3N1cXLlzwjBk/fryOHDmi0tJSlZSUaOfOnZo8eXL7uwAAAAhSbb6zNXr0aI0ePbrZbcYYvfrqq5ozZ44eeughSdKf/vQnJScna/369Ro3bpyOHTumzZs3a9++fcrMzJQkLVu2TA888IBeeuklpaamXkM7AAAAwaXNYetqTpw4oaqqKmVnZ3vWxcfHKysrS+Xl5Ro3bpzKy8uVkJDgCVqSlJ2drfDwcO3Zs0cPP/xwk/d1Op1yOp2e5bq6OkmSy+WSy+XyZQvNatyHP/ZlBVuE+b+/hxuvP0NVR+lDCt1erjwfWjpPQvW8AQBf8WnYqqqqkiQlJyd7rU9OTvZsq6qqUlJSkncRkZFKTEz0jLlSYWGhFi5c2GT91q1bFRsb64vSW6W0tNRv+/KlJcOarluc6fZ/IRboKH1IodfLpk2bml1/5Xly/vx5f5QDAEHLp2HLKrNnz1ZBQYFnua6uTr1791ZOTo7i4uIs37/L5VJpaalGjRqlqKgoy/fnawMXbPH83RZutDjTrbn7w+V0hwWwqmvTUfqQQreXwwtyvZZbOk8a70QDQGfl07CVkpIiSaqurlavXr0866urq3X77bd7xtTU1Hi97tKlSzp9+rTn9Vey2Wyy2WxN1kdFRfk1/Ph7f77ibGj6H3CnO6zZ9aGmo/QhhV4vLZ0LV54noXjOAIAv+fT3bKWnpyslJUVlZWWedXV1ddqzZ4/sdrskyW63q7a2VhUVFZ4x27Ztk9vtVlZWli/LAQAACLg239k6e/asPv/8c8/yiRMn9OmnnyoxMVFpaWmaMWOG/vd//1f9+vVTenq65s6dq9TUVM/v4howYIDuv/9+PfXUU1qxYoVcLpemTp2qcePG8U1EAADQ4bQ5bO3fv18/+tGPPMuNz1JNnDhRxcXFeuaZZ3Tu3DlNnjxZtbW1uuuuu7R582bFxMR4XrN69WpNnTpV9913n+eXmi5dutQH7QAAAASXNoetkSNHypiWv6IeFhamRYsWadGiRS2OSUxM1Jo1a9q6awAAgJDD3IgAOp2dO3fqwQcfVGpqqsLCwrR+/Xqv7cYYzZs3T7169VKXLl2UnZ2t48ePe405ffq0xo8fr7i4OCUkJGjSpEk6e/asP9sAECIIWwA6HaYdA+BPIfF7tgDAl5h2DIA/EbYA4DJWTTsmBX7qMX8LhanOLp/OrM2vDdGptlor2Pqz4jhqyzF6LfsnbAHAZayadkwKnqnH/C2Ypzprbjqztgq1qbbaKlj6a2mKMF9ozTF6LVOPEbYAwE8CPfWYv4XCVGeXT2fWVqE61VZrBVt/V04R5gttOUavZeoxwhYAXMaqacek4Jl6zN+CuT9fTJEValNttVWw9GflMdSaY/Ra9s+3EQHgMkw7BsDXuLMFoNNh2jEA/kTYCjJ9n30/0CUAHR7TjgHwJ8IWgE6HaccA+BPPbAEAAFiIsAUAAGAhwhYAAICFeGYLABAS+AIRQhV3tgAAACxE2AIAALAQYQsAAMBChC0AAAALEbYAAAAsRNgCAACwEGELAADAQoQtAAAACxG2AAAALETYAgAAsBBhCwAAwELMjQgA8KnGOQxtEUZLhkkDF2yRsyEswFUBgcOdLQAAAAsRtgAAACxE2AIAALAQYQsAAMBChC0AAAALEbYAAAAsRNgCAACwEGELAADAQoQtAAAACxG2AAAALETYAgAAsBBhCwAAwEKELQAAAAsRtgAAACxE2AIAALAQYQsAAMBChC0AAAALEbYAAAAsRNgCAACwEGELAADAQoQtAAAACxG2AAAALETYAgAAsFBkoAsIVX2ffT/QJQAAgBBA2AIAAEHPipsctgijJcN8/rZN8M+IAAAAFuLOFgB0YjwSAViPO1sAAAAWImwBAABYiLAFAABgIcIWAACAhXhAHgBCAA+yA6GLO1sAAAAWImwBAABYiLAFAABgoU7xzNa1PuvQ+Ov8By7YImdDmI+qAgAAnUHA7mwVFRWpb9++iomJUVZWlvbu3RuoUgCg3biWAfhvAhK23n33XRUUFGj+/Pk6cOCABg8erNzcXNXU1ASiHABoF65lAFojIGHr5Zdf1lNPPaUnnnhCGRkZWrFihWJjY/Xmm28GohwAaBeuZQBaw+/PbF28eFEVFRWaPXu2Z114eLiys7NVXl7e7GucTqecTqdn+cyZM5Kk06dPy+Vy/dd9Rl46d001R7qNzp93K9IVrgZ3aD+z1VF66Sh9SKHby3fffee17HK5dP78eX333XeKioryrK+vr5ckGWP8Wp/V/H0tu9brWCCE6rHdWvQX+hp7vPK61ZxruZb5PWx9++23amhoUHJystf65ORk/eMf/2j2NYWFhVq4cGGT9enp6ZbU2Jz/8duerNdReukofUih2UvP37VtfH19veLj460pJgBC9Vrmb6F4bLcF/YW+tvbYnmtZSHwbcfbs2SooKPAsu91unT59Wj169FBYmPVpu66uTr1799ZXX32luLg4y/dnpY7SS0fpQ+o4vbTUhzFG9fX1Sk1NDWB1wSHQ1zJ/6yjHdkvoL/S1pcdruZb5PWz17NlTERERqq6u9lpfXV2tlJSUZl9js9lks9m81iUkJFhWY0vi4uI6zAHXUXrpKH1IHaeX5vroSHe0GoXytczfOsqx3RL6C32t7bG91zK/PyAfHR2toUOHqqyszLPO7XarrKxMdrvd3+UAQLtwLQPQWgH5Z8SCggJNnDhRmZmZGjZsmF599VWdO3dOTzzxRCDKAYB24VoGoDUiFixYsMDfOx04cKASEhL03HPP6aWXXpIkrV69Wrfccou/S2m1iIgIjRw5UpGRIfGY21V1lF46Sh9Sx+mlo/TRWqF4LfO3jn5M0F/o80ePYaajfR8bAAAgiDARNQAAgIUIWwAAABYibAEAAFiIsAUAAGAhwtZlCgsLdccdd6h79+5KSkrSmDFjVFlZ6TXmwoULcjgc6tGjh7p166b8/Pwmv9Qw2Dz//PMKCwvTjBkzPOtCqY+vv/5aP/nJT9SjRw916dJFgwYN0v79+z3bjTGaN2+eevXqpS5duig7O1vHjx8PYMVNNTQ0aO7cuUpPT1eXLl100003afHixV5zbAVrHzt37tSDDz6o1NRUhYWFaf369V7bW1P36dOnNX78eMXFxSkhIUGTJk3S2bNn/dkGfKw118srFRcXKywszOsnJibGTxW3zYIFC5rU2r9//6u+Zu3aterfv79iYmI0aNAgbdq0yU/Vtk/fvn2b9BgWFiaHw9Hs+GD//HxxrWpOUVGR+vbtq5iYGGVlZWnv3r1tro2wdZkdO3bI4XBo9+7dKi0tlcvlUk5Ojs6d+78JYGfOnKmNGzdq7dq12rFjh7755huNHTs2gFVf3b59+/T666/rtttu81ofKn38+9//1ogRIxQVFaUPPvhAR48e1e9+9ztdd911njFLlizR0qVLtWLFCu3Zs0ddu3ZVbm6uLly4EMDKvb3wwgtavny5/vCHP+jYsWN64YUXtGTJEi1btswzJlj7OHfunAYPHqyioqJmt7em7vHjx+vIkSMqLS1VSUmJdu7cqcmTJ/urBVigNdfL5sTFxenUqVOeny+//NJPFbfdrbfe6lXrrl27Whz7ySef6LHHHtOkSZN08OBBjRkzRmPGjNHhw4f9WHHb7Nu3z6u/0tJSSdIjjzzS4muC+fPzxbXqSu+++64KCgo0f/58HThwQIMHD1Zubq5qamraVpxBi2pqaowks2PHDmOMMbW1tSYqKsqsXbvWM+bYsWNGkikvLw9UmS2qr683/fr1M6Wlpeaee+4x06dPN8aEVh+zZs0yd911V4vb3W63SUlJMS+++KJnXW1trbHZbObPf/6zP0pslby8PPPkk096rRs7dqwZP368MSZ0+pBk1q1b51luTd1Hjx41ksy+ffs8Yz744AMTFhZmvv76a/8VD0tdeb1szqpVq0x8fLwfq2q/+fPnm8GDB7d6/I9//GOTl5fntS4rK8v8/Oc/93Vplpk+fbq56aabjNvtbnZ7KH1+7blWNWfYsGHG4XB4lhsaGkxqaqopLCxsUz3c2bqKM2fOSJISExMlSRUVFXK5XMrOzvaM6d+/v9LS0lReXh6QGq/G4XAoLy/Pq14ptPr461//qszMTD3yyCNKSkrSkCFD9MYbb3i2nzhxQlVVVV69xMfHKysrK6h6ufPOO1VWVqbPPvtMkvS3v/1Nu3bt0ujRoyWFTh9Xak3d5eXlSkhIUGZmpmdMdna2wsPDtWfPHr/XDGtceb1sydmzZ9WnTx/17t1bDz30kI4cOeKP8trl+PHjSk1N1Y033qjx48fr5MmTLY4tLy9vcq3Nzc0N6vP3chcvXtTbb7+tJ5988qqToofS53e59lxjL168qIqKCq/XhIeHKzs7u82fK2GrBW63WzNmzNCIESM0cOBASVJVVZWio6ObTBybnJysqqqqQJTZonfeeUcHDhxQYWFhk22h1Mc///lPLV++XP369dOWLVs0ZcoU/epXv9Jbb70lSZ56k5OTvV4XbL08++yzGjdunPr376+oqCgNGTJEM2bM0Pjx4yWFTh9Xak3dVVVVSkpK8toeGRmpxMTEoO4Nrdfc9bI5t9xyi958801t2LBBb7/9ttxut+68807961//8mO1rZOVlaXi4mJt3rxZy5cv14kTJ/TDH/5Q9fX1zY6vqqoKufP3cuvXr1dtba0ef/zxFseE0ud3pfZcY7/99ls1NDT45HPtuL9//xo5HA4dPnz4qv9GH6y++uorTZ8+XaWlpUH18GJ7uN1uZWZm6re//a0kaciQITp8+LBWrFihiRMnBri61nvvvfe0evVqrVmzRrfeeqs+/fRTzZgxQ6mpqSHVB9Cc1l4v7Xa71yTdd955pwYMGKDXX39dixcvtrrMNmm86yxJt912m7KystSnTx+99957mjRpUgArs8bKlSs1evRopaamtjgmlD6/YMOdrWZMnTpVJSUl+uijj3TDDTd41qekpOjixYuqra31Gl9dXa2UlBR/l9miiooK1dTU6Ac/+IEiIyMVGRmpHTt2aOnSpYqMjFRycnJI9CFJvXr1UkZGhte6AQMGeG7nN9Z75Tcpg62Xp59+2nN3a9CgQZowYYJmzpzpufMYKn1cqTV1p6SkNHmY9NKlSzp9+nRQ94bWael62RqNd3k///xzi6rznYSEBN18880t1pqSkhJy52+jL7/8Uh9++KF+9rOftel1ofT5teca27NnT0VERPjkcyVsXcYYo6lTp2rdunXatm2b0tPTvbYPHTpUUVFRKisr86yrrKzUyZMnvdJ+oN133306dOiQPv30U89PZmamxo8f7/l7KPQhSSNGjGjydfLPPvtMffr0kSSlp6crJSXFq5e6ujrt2bMnqHo5f/68wsO9T7eIiAi53W5JodPHlVpTt91uV21trSoqKjxjtm3bJrfbraysLL/XDN/4b9fL1mhoaNChQ4fUq1cvCyr0rbNnz+qLL75osVa73e51HkhSaWlpUJ+/jVatWqWkpCTl5eW16XWh9Pm15xobHR2toUOHer3G7XarrKys7Z9rmx6n7+CmTJli4uPjzfbt282pU6c8P+fPn/eM+cUvfmHS0tLMtm3bzP79+43dbjd2uz2AVbfO5d9GNCZ0+ti7d6+JjIw0zz33nDl+/LhZvXq1iY2NNW+//bZnzPPPP28SEhLMhg0bzN///nfz0EMPmfT0dPP9998HsHJvEydONNdff70pKSkxJ06cMH/5y19Mz549zTPPPOMZE6x91NfXm4MHD5qDBw8aSebll182Bw8eNF9++WWr677//vvNkCFDzJ49e8yuXbtMv379zGOPPRaoluADrbleTpgwwTz77LOe5YULF5otW7aYL774wlRUVJhx48aZmJgYc+TIkUC0cFW//vWvzfbt282JEyfMxx9/bLKzs03Pnj1NTU2NMaZpbx9//LGJjIw0L730kjl27JiZP3++iYqKMocOHQpUC63S0NBg0tLSzKxZs5psC7XPzxfXqnvvvdcsW7bMs/zOO+8Ym81miouLzdGjR83kyZNNQkKCqaqqalNthK3LSGr2Z9WqVZ4x33//vfnlL39prrvuOhMbG2sefvhhc+rUqcAV3UpXhq1Q6mPjxo1m4MCBxmazmf79+5s//vGPXtvdbreZO3euSU5ONjabzdx3332msrIyQNU2r66uzkyfPt2kpaWZmJgYc+ONN5rf/OY3xul0esYEax8fffRRs+fFxIkTjTGtq/u7774zjz32mOnWrZuJi4szTzzxhKmvrw9AN/CV1lwv77nnHs9xYowxM2bMMGlpaSY6OtokJyebBx54wBw4cMD/xbfCo48+anr16mWio6PN9ddfbx599FHz+eefe7Zf2Zsxxrz33nvm5ptvNtHR0ebWW28177//vp+rbrstW7YYSc1ea0Lt8/PFtapPnz5m/vz5XuuWLVvm6XvYsGFm9+7dba4tzJjLfoU1AAAAfIpntgAAACxE2AIAALAQYQsAAMBChC0AAAALEbYAAAAsRNgCAACwEGELAADAQoQtAAAACxG2AAAALETYAgAAsBBhCwAAwEKELQAAAAv9fyeVZ4AwSMY3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 700x700 with 2 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (7,7))\n",
    "ax = fig.gca()\n",
    "score_data[[\"critic score\",\"user score (float)\"]].hist(ax = ax)\n",
    "\n",
    "score_data[[\"critic score\",\"user score (float)\"]].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "F441OKM9rlEV"
   },
   "source": [
    "There's a bias to release action-driven games, while puzzle and strategy games have less representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "HlhAyMiErleK",
    "outputId": "d0cb2775-53f2-4d13-dad2-ed48eacf3411"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bd944ef0>"
      ]
     },
     "execution_count": 64,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "categorical_data[[\"genre\"]].value_counts().plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q_BjdLiDsq5M"
   },
   "source": [
    "Observing the distribution of games by rating, which when associated with the previous plot, we can assume that developers and publishers favor games that would be more attractive to a younger public."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "VYb80H3EsrV_",
    "outputId": "1d8dca29-9149-42bf-8ed0-beeff72cc212"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58bb3f9f60>"
      ]
     },
     "execution_count": 65,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "categorical_data[[\"rating\"]].value_counts().head(4).plot(kind=\"barh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "diejrkGJJXpn"
   },
   "source": [
    "6) Is there any symmetry that can be stressed?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "czyqCLMp4q7c"
   },
   "source": [
    "Yes, because the medians of the attributes: north america sales, criticism score and critic count are very close to the averages, as illustrated in the graphs below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "N5n9BA0B4lon",
    "outputId": "9105d6f6-e196-4ae6-b112-59616c1c8126"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c1ae6278>"
      ]
     },
     "execution_count": 66,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=gdata[\"north america sales\"], orient=\"h\", showfliers=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "Ko8FDOmNOM5j",
    "outputId": "0ee9c603-0ba2-483b-d235-6f127c966bd2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c1b371d0>"
      ]
     },
     "execution_count": 67,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Rj370/9w+NDRUuru7y/e///3qZTt37ixtbW3l+uuvH4sljrlly5aVI444ogwNDTXMcXDaaaeVJUuWjLjsM5/5TFm0aFEppXGOg1deeaU0NzeXO+64Y8TlJ510Urnwwgvrfg5vDI29ub1/+9vfSkSUBx98sHqdVatWlUqlUp577rlR7b9uTp283uDgYNxwww3x8ssvR09PT2zYsCFee+21mD9/fvU6s2bNiunTp8fatWtruNIcS5cujdNOO23E7Y2IhprD5s2bY+rUqTFz5sxYtGhRPPvssxHRODO4/fbbY86cOfG5z30uDj744DjxxBPjJz/5SXX7li1bYtu2bSPmMGnSpJg7d25dzWHY7t2749prr40lS5ZEpVJpmOPglFNOidWrV8eTTz4ZERGPPvpoPPDAA7FgwYKIaJzjYM+ePTE4OBjt7e0jLu/o6IgHHnigYeYwbG9u79q1a2Py5MkxZ86c6nXmz58fTU1NsW7dulHtr65+Ddrjjz8ePT090d/fHxMmTIhbb701jj322Ni4cWO0trbG5MmTR1y/q6srtm3bVqPV5rjhhhvi4YcfHnHucdi2bdsaYg5z586NX/7yl3H00UfHCy+8EN/97nfjYx/7WDzxxBMNM4Onn346rr766li+fHlccMEF8eCDD8Y3vvGNaG1tjcWLF1dva1dX14ifq7c5DLvtttti586dcdZZZ0VE49wXVqxYEb29vTFr1qxobm6OwcHBuOyyy2LRokUREQ1zHEycODF6enri0ksvjWOOOSa6urri+uuvj7Vr18aRRx7ZMHMYtje3d9u2bXHwwQeP2N7S0hLvfe97Rz2TugqNo48+OjZu3Bj//e9/4ze/+U0sXrw41qxZU+tljZmtW7fGsmXL4t57731TuTeS4X+tRUSccMIJMXfu3JgxY0bcdNNN0dHRUcOVjZ2hoaGYM2dOfO9734uIiBNPPDGeeOKJuOaaa2Lx4sU1Xt3Y+9nPfhYLFiyIqVOn1nopY+qmm26K6667Ln7961/HcccdFxs3boxzzz03pk6d2nDHwa9+9atYsmRJHHLIIdHc3BwnnXRSLFy4MDZs2FDrpdW9ujp10traGkceeWScfPLJcfnll8fs2bPjqquuiu7u7ti9e3fs3LlzxPW3b98e3d3dNVrtvrdhw4bYsWNHnHTSSdHS0hItLS2xZs2a+OEPfxgtLS3R1dXVEHN4o8mTJ8f73//+eOqppxrmWJgyZUoce+yxIy475phjqqeQhm/rGz9lUW9ziIh45pln4g9/+EN85StfqV7WKMfBt7/97VixYkV84QtfiOOPPz6+9KUvxTe/+c24/PLLI6KxjoMjjjgi1qxZE7t27YqtW7fG+vXr47XXXouZM2c21Bwi9u7vvbu7O3bs2DFi+549e+Kll14a9UzqKjTeaGhoKAYGBuLkk0+OcePGxerVq6vbNm3aFM8++2z09PTUcIX71rx58+Lxxx+PjRs3Vr/mzJkTixYtqn7fCHN4o127dsU//vGPmDJlSsMcCx/5yEdi06ZNIy578sknY8aMGRERcfjhh0d3d/eIOfT29sa6devqag4REb/4xS/i4IMPjtNOO616WaMcB6+88ko0NY18mG9ubo6hoaGIaKzjYNh73vOemDJlSvznP/+Ju+++O04//fSGm8Pe3N6enp7YuXPniFd87rvvvhgaGoq5c+eObofv8M2s+40VK1aUNWvWlC1btpTHHnusrFixolQqlXLPPfeUUv73o2zTp08v9913X3nooYdKT09P6enpqfGq873+UyelNMYcvvWtb5U//vGPZcuWLeUvf/lLmT9/fjnooIPKjh07SimNMYP169eXlpaWctlll5XNmzeX6667rowfP75ce+211etcccUVZfLkyeW3v/1teeyxx8rpp5/+rv4431sZHBws06dPL+edd96btjXCcbB48eJyyCGHVD/eesstt5SDDjqofOc736lepxGOg1JKueuuu8qqVavK008/Xe65554ye/bsMnfu3LJ79+5SSv3Noa+vrzzyyCPlkUceKRFRrrzyyvLII4+UZ555ppSyd7f31FNPLSeeeGJZt25deeCBB8pRRx3V2B9vXbJkSZkxY0ZpbW0t73vf+8q8efOqkVFKKa+++mr5+te/Xg444IAyfvz4csYZZ5QXXnihhiseG28MjUaYw5lnnlmmTJlSWltbyyGHHFLOPPPMEb8/ohFmUEopv/vd78oHPvCB0tbWVmbNmlV+/OMfj9g+NDRULrrootLV1VXa2trKvHnzyqZNm2q02hx33313iYi3vF2NcBz09vaWZcuWlenTp5f29vYyc+bMcuGFF5aBgYHqdRrhOCillBtvvLHMnDmztLa2lu7u7rJ06dKyc+fO6vZ6m8P9999fIuJNX4sXLy6l7N3t/fe//10WLlxYJkyYUDo7O8vZZ59d+vr6Rr0W/008AJCmrt+jAQDUltAAANIIDQAgjdAAANIIDQAgjdAAANIIDQAgjdAAANIIDQAgjdAAANIIDQAgjdAAANL8D65IMHl7jMFxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=gdata[\"critic score\"], orient=\"h\", showfliers=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "id": "MYuNbgYyONFt",
    "outputId": "c97c3864-e0af-4f52-e31b-58200bf56a04"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f58c1866978>"
      ]
     },
     "execution_count": 68,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.boxplot(data=gdata[\"critic count\"], orient=\"h\", showfliers=False)"
   ]
  },
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   "source": [
    "7) How important was EDA to help you understand the dataset?"
   ]
  },
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    "The importance of an EDA is to make easy visualize the data and understand the relationships and patterns between the attributes of the dataset.\n",
    "\n",
    "At first glance the data doesn't mean anything, after we study more, we could discern and categorize various other interesting characteristics.\n",
    "\n",
    "It also allow us to extract characteristics related to behaviors, through statistics."
   ]
  }
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