videogame-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "game_data = pd.read_csv('video_games_sales.csv') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "      <th>Critic_Score</th>\n",
       "      <th>Critic_Count</th>\n",
       "      <th>User_Score</th>\n",
       "      <th>User_Count</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>82.53</td>\n",
       "      <td>76.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>8</td>\n",
       "      <td>322.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
       "      <td>82.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>709.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tetris</td>\n",
       "      <td>GB</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Puzzle</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>23.20</td>\n",
       "      <td>2.26</td>\n",
       "      <td>4.22</td>\n",
       "      <td>0.58</td>\n",
       "      <td>30.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>New Super Mario Bros.</td>\n",
       "      <td>DS</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.28</td>\n",
       "      <td>9.14</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2.88</td>\n",
       "      <td>29.80</td>\n",
       "      <td>89.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>431.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wii Play</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>13.96</td>\n",
       "      <td>9.18</td>\n",
       "      <td>2.93</td>\n",
       "      <td>2.84</td>\n",
       "      <td>28.92</td>\n",
       "      <td>58.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>129.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>New Super Mario Bros. Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>14.44</td>\n",
       "      <td>6.94</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2.24</td>\n",
       "      <td>28.32</td>\n",
       "      <td>87.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>594.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Duck Hunt</td>\n",
       "      <td>NES</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>26.93</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.47</td>\n",
       "      <td>28.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Nintendogs</td>\n",
       "      <td>DS</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Simulation</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.05</td>\n",
       "      <td>10.95</td>\n",
       "      <td>1.93</td>\n",
       "      <td>2.74</td>\n",
       "      <td>24.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mario Kart DS</td>\n",
       "      <td>DS</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.71</td>\n",
       "      <td>7.47</td>\n",
       "      <td>4.13</td>\n",
       "      <td>1.90</td>\n",
       "      <td>23.21</td>\n",
       "      <td>91.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>464.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Pokemon Gold/Pokemon Silver</td>\n",
       "      <td>GB</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.00</td>\n",
       "      <td>6.18</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.71</td>\n",
       "      <td>23.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Wii Fit</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>8.92</td>\n",
       "      <td>8.03</td>\n",
       "      <td>3.60</td>\n",
       "      <td>2.15</td>\n",
       "      <td>22.70</td>\n",
       "      <td>80.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>146.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Kinect Adventures!</td>\n",
       "      <td>X360</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Microsoft Game Studios</td>\n",
       "      <td>15.00</td>\n",
       "      <td>4.89</td>\n",
       "      <td>0.24</td>\n",
       "      <td>1.69</td>\n",
       "      <td>21.81</td>\n",
       "      <td>61.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Good Science Studio</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Wii Fit Plus</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.01</td>\n",
       "      <td>8.49</td>\n",
       "      <td>2.53</td>\n",
       "      <td>1.77</td>\n",
       "      <td>21.79</td>\n",
       "      <td>80.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>7.02</td>\n",
       "      <td>9.09</td>\n",
       "      <td>0.98</td>\n",
       "      <td>3.96</td>\n",
       "      <td>21.04</td>\n",
       "      <td>97.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>3994.0</td>\n",
       "      <td>Rockstar North</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Grand Theft Auto: San Andreas</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>9.43</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.41</td>\n",
       "      <td>10.57</td>\n",
       "      <td>20.81</td>\n",
       "      <td>95.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9</td>\n",
       "      <td>1588.0</td>\n",
       "      <td>Rockstar North</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Super Mario World</td>\n",
       "      <td>SNES</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>12.78</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.54</td>\n",
       "      <td>0.55</td>\n",
       "      <td>20.61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Brain Age: Train Your Brain in Minutes a Day</td>\n",
       "      <td>DS</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>4.74</td>\n",
       "      <td>9.20</td>\n",
       "      <td>4.16</td>\n",
       "      <td>2.04</td>\n",
       "      <td>20.15</td>\n",
       "      <td>77.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Pokemon Diamond/Pokemon Pearl</td>\n",
       "      <td>DS</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>6.38</td>\n",
       "      <td>4.46</td>\n",
       "      <td>6.04</td>\n",
       "      <td>1.36</td>\n",
       "      <td>18.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Super Mario Land</td>\n",
       "      <td>GB</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>10.83</td>\n",
       "      <td>2.71</td>\n",
       "      <td>4.18</td>\n",
       "      <td>0.42</td>\n",
       "      <td>18.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Super Mario Bros. 3</td>\n",
       "      <td>NES</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.54</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.84</td>\n",
       "      <td>0.46</td>\n",
       "      <td>17.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>X360</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>9.66</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.41</td>\n",
       "      <td>16.27</td>\n",
       "      <td>97.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>3711.0</td>\n",
       "      <td>Rockstar North</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Grand Theft Auto: Vice City</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>8.41</td>\n",
       "      <td>5.49</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.78</td>\n",
       "      <td>16.15</td>\n",
       "      <td>95.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>730.0</td>\n",
       "      <td>Rockstar North</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Pokemon Ruby/Pokemon Sapphire</td>\n",
       "      <td>GBA</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>6.06</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.38</td>\n",
       "      <td>0.50</td>\n",
       "      <td>15.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Brain Age 2: More Training in Minutes a Day</td>\n",
       "      <td>DS</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Puzzle</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>3.43</td>\n",
       "      <td>5.35</td>\n",
       "      <td>5.32</td>\n",
       "      <td>1.18</td>\n",
       "      <td>15.29</td>\n",
       "      <td>77.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Pokemon Black/Pokemon White</td>\n",
       "      <td>DS</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>5.51</td>\n",
       "      <td>3.17</td>\n",
       "      <td>5.65</td>\n",
       "      <td>0.80</td>\n",
       "      <td>15.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Gran Turismo 3: A-Spec</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Sony Computer Entertainment</td>\n",
       "      <td>6.85</td>\n",
       "      <td>5.09</td>\n",
       "      <td>1.87</td>\n",
       "      <td>1.16</td>\n",
       "      <td>14.98</td>\n",
       "      <td>95.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>8.4</td>\n",
       "      <td>314.0</td>\n",
       "      <td>Polyphony Digital</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Call of Duty: Modern Warfare 3</td>\n",
       "      <td>X360</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Activision</td>\n",
       "      <td>9.04</td>\n",
       "      <td>4.24</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1.32</td>\n",
       "      <td>14.73</td>\n",
       "      <td>88.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8713.0</td>\n",
       "      <td>Infinity Ward, Sledgehammer Games</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Pokémon Yellow: Special Pikachu Edition</td>\n",
       "      <td>GB</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>5.89</td>\n",
       "      <td>5.04</td>\n",
       "      <td>3.12</td>\n",
       "      <td>0.59</td>\n",
       "      <td>14.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Call of Duty: Black Ops 3</td>\n",
       "      <td>PS4</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Activision</td>\n",
       "      <td>6.03</td>\n",
       "      <td>5.86</td>\n",
       "      <td>0.36</td>\n",
       "      <td>2.38</td>\n",
       "      <td>14.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Call of Duty: Black Ops</td>\n",
       "      <td>X360</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Activision</td>\n",
       "      <td>9.70</td>\n",
       "      <td>3.68</td>\n",
       "      <td>0.11</td>\n",
       "      <td>1.13</td>\n",
       "      <td>14.61</td>\n",
       "      <td>87.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1454.0</td>\n",
       "      <td>Treyarch</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Pokemon X/Pokemon Y</td>\n",
       "      <td>3DS</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>5.28</td>\n",
       "      <td>4.19</td>\n",
       "      <td>4.35</td>\n",
       "      <td>0.78</td>\n",
       "      <td>14.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Call of Duty: Black Ops II</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Activision</td>\n",
       "      <td>4.99</td>\n",
       "      <td>5.73</td>\n",
       "      <td>0.65</td>\n",
       "      <td>2.42</td>\n",
       "      <td>13.79</td>\n",
       "      <td>83.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>922.0</td>\n",
       "      <td>Treyarch</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Call of Duty: Black Ops II</td>\n",
       "      <td>X360</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Activision</td>\n",
       "      <td>8.25</td>\n",
       "      <td>4.24</td>\n",
       "      <td>0.07</td>\n",
       "      <td>1.12</td>\n",
       "      <td>13.67</td>\n",
       "      <td>83.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2256.0</td>\n",
       "      <td>Treyarch</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Call of Duty: Modern Warfare 2</td>\n",
       "      <td>X360</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Activision</td>\n",
       "      <td>8.52</td>\n",
       "      <td>3.59</td>\n",
       "      <td>0.08</td>\n",
       "      <td>1.28</td>\n",
       "      <td>13.47</td>\n",
       "      <td>94.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2698.0</td>\n",
       "      <td>Infinity Ward</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Call of Duty: Modern Warfare 3</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Activision</td>\n",
       "      <td>5.54</td>\n",
       "      <td>5.73</td>\n",
       "      <td>0.49</td>\n",
       "      <td>1.57</td>\n",
       "      <td>13.32</td>\n",
       "      <td>88.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5234.0</td>\n",
       "      <td>Infinity Ward, Sledgehammer Games</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Grand Theft Auto III</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>6.99</td>\n",
       "      <td>4.51</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.30</td>\n",
       "      <td>13.10</td>\n",
       "      <td>97.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>664.0</td>\n",
       "      <td>DMA Design</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Super Smash Bros. Brawl</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>6.62</td>\n",
       "      <td>2.55</td>\n",
       "      <td>2.66</td>\n",
       "      <td>1.01</td>\n",
       "      <td>12.84</td>\n",
       "      <td>93.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>8.9</td>\n",
       "      <td>1662.0</td>\n",
       "      <td>Game Arts</td>\n",
       "      <td>T</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Name Platform  Year_of_Release  \\\n",
       "0                                     Wii Sports      Wii           2006.0   \n",
       "1                              Super Mario Bros.      NES           1985.0   \n",
       "2                                 Mario Kart Wii      Wii           2008.0   \n",
       "3                              Wii Sports Resort      Wii           2009.0   \n",
       "4                       Pokemon Red/Pokemon Blue       GB           1996.0   \n",
       "5                                         Tetris       GB           1989.0   \n",
       "6                          New Super Mario Bros.       DS           2006.0   \n",
       "7                                       Wii Play      Wii           2006.0   \n",
       "8                      New Super Mario Bros. Wii      Wii           2009.0   \n",
       "9                                      Duck Hunt      NES           1984.0   \n",
       "10                                    Nintendogs       DS           2005.0   \n",
       "11                                 Mario Kart DS       DS           2005.0   \n",
       "12                   Pokemon Gold/Pokemon Silver       GB           1999.0   \n",
       "13                                       Wii Fit      Wii           2007.0   \n",
       "14                            Kinect Adventures!     X360           2010.0   \n",
       "15                                  Wii Fit Plus      Wii           2009.0   \n",
       "16                            Grand Theft Auto V      PS3           2013.0   \n",
       "17                 Grand Theft Auto: San Andreas      PS2           2004.0   \n",
       "18                             Super Mario World     SNES           1990.0   \n",
       "19  Brain Age: Train Your Brain in Minutes a Day       DS           2005.0   \n",
       "20                 Pokemon Diamond/Pokemon Pearl       DS           2006.0   \n",
       "21                              Super Mario Land       GB           1989.0   \n",
       "22                           Super Mario Bros. 3      NES           1988.0   \n",
       "23                            Grand Theft Auto V     X360           2013.0   \n",
       "24                   Grand Theft Auto: Vice City      PS2           2002.0   \n",
       "25                 Pokemon Ruby/Pokemon Sapphire      GBA           2002.0   \n",
       "26   Brain Age 2: More Training in Minutes a Day       DS           2005.0   \n",
       "27                   Pokemon Black/Pokemon White       DS           2010.0   \n",
       "28                        Gran Turismo 3: A-Spec      PS2           2001.0   \n",
       "29                Call of Duty: Modern Warfare 3     X360           2011.0   \n",
       "30       Pokémon Yellow: Special Pikachu Edition       GB           1998.0   \n",
       "31                     Call of Duty: Black Ops 3      PS4           2015.0   \n",
       "32                       Call of Duty: Black Ops     X360           2010.0   \n",
       "33                           Pokemon X/Pokemon Y      3DS           2013.0   \n",
       "34                    Call of Duty: Black Ops II      PS3           2012.0   \n",
       "35                    Call of Duty: Black Ops II     X360           2012.0   \n",
       "36                Call of Duty: Modern Warfare 2     X360           2009.0   \n",
       "37                Call of Duty: Modern Warfare 3      PS3           2011.0   \n",
       "38                          Grand Theft Auto III      PS2           2001.0   \n",
       "39                       Super Smash Bros. Brawl      Wii           2008.0   \n",
       "\n",
       "           Genre                    Publisher  NA_Sales  EU_Sales  JP_Sales  \\\n",
       "0         Sports                     Nintendo     41.36     28.96      3.77   \n",
       "1       Platform                     Nintendo     29.08      3.58      6.81   \n",
       "2         Racing                     Nintendo     15.68     12.76      3.79   \n",
       "3         Sports                     Nintendo     15.61     10.93      3.28   \n",
       "4   Role-Playing                     Nintendo     11.27      8.89     10.22   \n",
       "5         Puzzle                     Nintendo     23.20      2.26      4.22   \n",
       "6       Platform                     Nintendo     11.28      9.14      6.50   \n",
       "7           Misc                     Nintendo     13.96      9.18      2.93   \n",
       "8       Platform                     Nintendo     14.44      6.94      4.70   \n",
       "9        Shooter                     Nintendo     26.93      0.63      0.28   \n",
       "10    Simulation                     Nintendo      9.05     10.95      1.93   \n",
       "11        Racing                     Nintendo      9.71      7.47      4.13   \n",
       "12  Role-Playing                     Nintendo      9.00      6.18      7.20   \n",
       "13        Sports                     Nintendo      8.92      8.03      3.60   \n",
       "14          Misc       Microsoft Game Studios     15.00      4.89      0.24   \n",
       "15        Sports                     Nintendo      9.01      8.49      2.53   \n",
       "16        Action         Take-Two Interactive      7.02      9.09      0.98   \n",
       "17        Action         Take-Two Interactive      9.43      0.40      0.41   \n",
       "18      Platform                     Nintendo     12.78      3.75      3.54   \n",
       "19          Misc                     Nintendo      4.74      9.20      4.16   \n",
       "20  Role-Playing                     Nintendo      6.38      4.46      6.04   \n",
       "21      Platform                     Nintendo     10.83      2.71      4.18   \n",
       "22      Platform                     Nintendo      9.54      3.44      3.84   \n",
       "23        Action         Take-Two Interactive      9.66      5.14      0.06   \n",
       "24        Action         Take-Two Interactive      8.41      5.49      0.47   \n",
       "25  Role-Playing                     Nintendo      6.06      3.90      5.38   \n",
       "26        Puzzle                     Nintendo      3.43      5.35      5.32   \n",
       "27  Role-Playing                     Nintendo      5.51      3.17      5.65   \n",
       "28        Racing  Sony Computer Entertainment      6.85      5.09      1.87   \n",
       "29       Shooter                   Activision      9.04      4.24      0.13   \n",
       "30  Role-Playing                     Nintendo      5.89      5.04      3.12   \n",
       "31       Shooter                   Activision      6.03      5.86      0.36   \n",
       "32       Shooter                   Activision      9.70      3.68      0.11   \n",
       "33  Role-Playing                     Nintendo      5.28      4.19      4.35   \n",
       "34       Shooter                   Activision      4.99      5.73      0.65   \n",
       "35       Shooter                   Activision      8.25      4.24      0.07   \n",
       "36       Shooter                   Activision      8.52      3.59      0.08   \n",
       "37       Shooter                   Activision      5.54      5.73      0.49   \n",
       "38        Action         Take-Two Interactive      6.99      4.51      0.30   \n",
       "39      Fighting                     Nintendo      6.62      2.55      2.66   \n",
       "\n",
       "    Other_Sales  Global_Sales  Critic_Score  Critic_Count User_Score  \\\n",
       "0          8.45         82.53          76.0          51.0          8   \n",
       "1          0.77         40.24           NaN           NaN        NaN   \n",
       "2          3.29         35.52          82.0          73.0        8.3   \n",
       "3          2.95         32.77          80.0          73.0          8   \n",
       "4          1.00         31.37           NaN           NaN        NaN   \n",
       "5          0.58         30.26           NaN           NaN        NaN   \n",
       "6          2.88         29.80          89.0          65.0        8.5   \n",
       "7          2.84         28.92          58.0          41.0        6.6   \n",
       "8          2.24         28.32          87.0          80.0        8.4   \n",
       "9          0.47         28.31           NaN           NaN        NaN   \n",
       "10         2.74         24.67           NaN           NaN        NaN   \n",
       "11         1.90         23.21          91.0          64.0        8.6   \n",
       "12         0.71         23.10           NaN           NaN        NaN   \n",
       "13         2.15         22.70          80.0          63.0        7.7   \n",
       "14         1.69         21.81          61.0          45.0        6.3   \n",
       "15         1.77         21.79          80.0          33.0        7.4   \n",
       "16         3.96         21.04          97.0          50.0        8.2   \n",
       "17        10.57         20.81          95.0          80.0          9   \n",
       "18         0.55         20.61           NaN           NaN        NaN   \n",
       "19         2.04         20.15          77.0          58.0        7.9   \n",
       "20         1.36         18.25           NaN           NaN        NaN   \n",
       "21         0.42         18.14           NaN           NaN        NaN   \n",
       "22         0.46         17.28           NaN           NaN        NaN   \n",
       "23         1.41         16.27          97.0          58.0        8.1   \n",
       "24         1.78         16.15          95.0          62.0        8.7   \n",
       "25         0.50         15.85           NaN           NaN        NaN   \n",
       "26         1.18         15.29          77.0          37.0        7.1   \n",
       "27         0.80         15.14           NaN           NaN        NaN   \n",
       "28         1.16         14.98          95.0          54.0        8.4   \n",
       "29         1.32         14.73          88.0          81.0        3.4   \n",
       "30         0.59         14.64           NaN           NaN        NaN   \n",
       "31         2.38         14.63           NaN           NaN        NaN   \n",
       "32         1.13         14.61          87.0          89.0        6.3   \n",
       "33         0.78         14.60           NaN           NaN        NaN   \n",
       "34         2.42         13.79          83.0          21.0        5.3   \n",
       "35         1.12         13.67          83.0          73.0        4.8   \n",
       "36         1.28         13.47          94.0         100.0        6.3   \n",
       "37         1.57         13.32          88.0          39.0        3.2   \n",
       "38         1.30         13.10          97.0          56.0        8.5   \n",
       "39         1.01         12.84          93.0          81.0        8.9   \n",
       "\n",
       "    User_Count                          Developer Rating  \n",
       "0        322.0                           Nintendo      E  \n",
       "1          NaN                                NaN    NaN  \n",
       "2        709.0                           Nintendo      E  \n",
       "3        192.0                           Nintendo      E  \n",
       "4          NaN                                NaN    NaN  \n",
       "5          NaN                                NaN    NaN  \n",
       "6        431.0                           Nintendo      E  \n",
       "7        129.0                           Nintendo      E  \n",
       "8        594.0                           Nintendo      E  \n",
       "9          NaN                                NaN    NaN  \n",
       "10         NaN                                NaN    NaN  \n",
       "11       464.0                           Nintendo      E  \n",
       "12         NaN                                NaN    NaN  \n",
       "13       146.0                           Nintendo      E  \n",
       "14       106.0                Good Science Studio      E  \n",
       "15        52.0                           Nintendo      E  \n",
       "16      3994.0                     Rockstar North      M  \n",
       "17      1588.0                     Rockstar North      M  \n",
       "18         NaN                                NaN    NaN  \n",
       "19        50.0                           Nintendo      E  \n",
       "20         NaN                                NaN    NaN  \n",
       "21         NaN                                NaN    NaN  \n",
       "22         NaN                                NaN    NaN  \n",
       "23      3711.0                     Rockstar North      M  \n",
       "24       730.0                     Rockstar North      M  \n",
       "25         NaN                                NaN    NaN  \n",
       "26        19.0                           Nintendo      E  \n",
       "27         NaN                                NaN    NaN  \n",
       "28       314.0                  Polyphony Digital      E  \n",
       "29      8713.0  Infinity Ward, Sledgehammer Games      M  \n",
       "30         NaN                                NaN    NaN  \n",
       "31         NaN                                NaN    NaN  \n",
       "32      1454.0                           Treyarch      M  \n",
       "33         NaN                                NaN    NaN  \n",
       "34       922.0                           Treyarch      M  \n",
       "35      2256.0                           Treyarch      M  \n",
       "36      2698.0                      Infinity Ward      M  \n",
       "37      5234.0  Infinity Ward, Sledgehammer Games      M  \n",
       "38       664.0                         DMA Design      M  \n",
       "39      1662.0                          Game Arts      T  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.head(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16719 entries, 0 to 16718\n",
      "Data columns (total 16 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   Name             16717 non-null  object \n",
      " 1   Platform         16719 non-null  object \n",
      " 2   Year_of_Release  16450 non-null  float64\n",
      " 3   Genre            16717 non-null  object \n",
      " 4   Publisher        16665 non-null  object \n",
      " 5   NA_Sales         16719 non-null  float64\n",
      " 6   EU_Sales         16719 non-null  float64\n",
      " 7   JP_Sales         16719 non-null  float64\n",
      " 8   Other_Sales      16719 non-null  float64\n",
      " 9   Global_Sales     16719 non-null  float64\n",
      " 10  Critic_Score     8137 non-null   float64\n",
      " 11  Critic_Count     8137 non-null   float64\n",
      " 12  User_Score       10015 non-null  object \n",
      " 13  User_Count       7590 non-null   float64\n",
      " 14  Developer        10096 non-null  object \n",
      " 15  Rating           9950 non-null   object \n",
      "dtypes: float64(9), object(7)\n",
      "memory usage: 2.0+ MB\n"
     ]
    }
   ],
   "source": [
    "game_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "      <th>Critic_Score</th>\n",
       "      <th>Critic_Count</th>\n",
       "      <th>User_Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>16450.000000</td>\n",
       "      <td>16719.000000</td>\n",
       "      <td>16719.000000</td>\n",
       "      <td>16719.000000</td>\n",
       "      <td>16719.000000</td>\n",
       "      <td>16719.000000</td>\n",
       "      <td>8137.000000</td>\n",
       "      <td>8137.000000</td>\n",
       "      <td>7590.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2006.487356</td>\n",
       "      <td>0.263330</td>\n",
       "      <td>0.145025</td>\n",
       "      <td>0.077602</td>\n",
       "      <td>0.047332</td>\n",
       "      <td>0.533543</td>\n",
       "      <td>68.967679</td>\n",
       "      <td>26.360821</td>\n",
       "      <td>162.229908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.878995</td>\n",
       "      <td>0.813514</td>\n",
       "      <td>0.503283</td>\n",
       "      <td>0.308818</td>\n",
       "      <td>0.186710</td>\n",
       "      <td>1.547935</td>\n",
       "      <td>13.938165</td>\n",
       "      <td>18.980495</td>\n",
       "      <td>561.282326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1980.000000</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>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2003.000000</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>60.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2007.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.470000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>81.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2020.000000</td>\n",
       "      <td>41.360000</td>\n",
       "      <td>28.960000</td>\n",
       "      <td>10.220000</td>\n",
       "      <td>10.570000</td>\n",
       "      <td>82.530000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>113.000000</td>\n",
       "      <td>10665.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Year_of_Release      NA_Sales      EU_Sales      JP_Sales  \\\n",
       "count     16450.000000  16719.000000  16719.000000  16719.000000   \n",
       "mean       2006.487356      0.263330      0.145025      0.077602   \n",
       "std           5.878995      0.813514      0.503283      0.308818   \n",
       "min        1980.000000      0.000000      0.000000      0.000000   \n",
       "25%        2003.000000      0.000000      0.000000      0.000000   \n",
       "50%        2007.000000      0.080000      0.020000      0.000000   \n",
       "75%        2010.000000      0.240000      0.110000      0.040000   \n",
       "max        2020.000000     41.360000     28.960000     10.220000   \n",
       "\n",
       "        Other_Sales  Global_Sales  Critic_Score  Critic_Count    User_Count  \n",
       "count  16719.000000  16719.000000   8137.000000   8137.000000   7590.000000  \n",
       "mean       0.047332      0.533543     68.967679     26.360821    162.229908  \n",
       "std        0.186710      1.547935     13.938165     18.980495    561.282326  \n",
       "min        0.000000      0.010000     13.000000      3.000000      4.000000  \n",
       "25%        0.000000      0.060000     60.000000     12.000000     10.000000  \n",
       "50%        0.010000      0.170000     71.000000     21.000000     24.000000  \n",
       "75%        0.030000      0.470000     79.000000     36.000000     81.000000  \n",
       "max       10.570000     82.530000     98.000000    113.000000  10665.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data['Genre'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "game_data['Genre'] = game_data['Genre'].fillna('extras')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data['Genre'].isnull().values.any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#lets plot genre vs no of games\n",
    "plt.style.use('fivethirtyeight')\n",
    " \n",
    "fig1, ax = plt.subplots(figsize=(12,10))\n",
    "\n",
    "ax.hist(game_data['Genre'].astype(str),rwidth=0.9,bins=13,color='lightseagreen',edgecolor='k',label=\"Genre\");\n",
    "ax.set_title('Total No. of Games in each Genre',fontsize=25,pad=30)\n",
    "ax.set_xlabel('Genre',fontsize=20)\n",
    "ax.set_ylabel('No. of Games',fontsize=20,labelpad=20)\n",
    "plt.yticks(np.arange(0,3601,200))\n",
    "ax.legend()\n",
    "\n",
    "\n",
    "plt.xticks(rotation=90);\n",
    "fig1.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "      <th>Critic_Score</th>\n",
       "      <th>Critic_Count</th>\n",
       "      <th>User_Score</th>\n",
       "      <th>User_Count</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>82.53</td>\n",
       "      <td>76.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>8</td>\n",
       "      <td>322.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
       "      <td>82.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>709.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name Platform  Year_of_Release         Genre Publisher  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports  Nintendo   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform  Nintendo   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing  Nintendo   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports  Nintendo   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
       "0     41.36     28.96      3.77         8.45         82.53          76.0   \n",
       "1     29.08      3.58      6.81         0.77         40.24           NaN   \n",
       "2     15.68     12.76      3.79         3.29         35.52          82.0   \n",
       "3     15.61     10.93      3.28         2.95         32.77          80.0   \n",
       "4     11.27      8.89     10.22         1.00         31.37           NaN   \n",
       "\n",
       "   Critic_Count User_Score  User_Count Developer Rating  \n",
       "0          51.0          8       322.0  Nintendo      E  \n",
       "1           NaN        NaN         NaN       NaN    NaN  \n",
       "2          73.0        8.3       709.0  Nintendo      E  \n",
       "3          73.0          8       192.0  Nintendo      E  \n",
       "4           NaN        NaN         NaN       NaN    NaN  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                           Nintendo\n",
       "14            Microsoft Game Studios\n",
       "16              Take-Two Interactive\n",
       "28       Sony Computer Entertainment\n",
       "29                        Activision\n",
       "                    ...             \n",
       "16561                       Commseed\n",
       "16589              UIG Entertainment\n",
       "16608                         Takuyo\n",
       "16615             Interchannel-Holon\n",
       "16648                   Red Flagship\n",
       "Name: Publisher, Length: 582, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data['Publisher'].drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
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       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
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       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
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       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "                       Name Platform  Year_of_Release         Genre Publisher  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports  Nintendo   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform  Nintendo   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing  Nintendo   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports  Nintendo   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
       "0     41.36     28.96      3.77         8.45         82.53          76.0   \n",
       "1     29.08      3.58      6.81         0.77         40.24           NaN   \n",
       "2     15.68     12.76      3.79         3.29         35.52          82.0   \n",
       "3     15.61     10.93      3.28         2.95         32.77          80.0   \n",
       "4     11.27      8.89     10.22         1.00         31.37           NaN   \n",
       "\n",
       "   Critic_Count User_Score  User_Count Developer Rating  \n",
       "0          51.0          8       322.0  Nintendo      E  \n",
       "1           NaN        NaN         NaN       NaN    NaN  \n",
       "2          73.0        8.3       709.0  Nintendo      E  \n",
       "3          73.0          8       192.0  Nintendo      E  \n",
       "4           NaN        NaN         NaN       NaN    NaN  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
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       "      <td>40.24</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
       "      <td>82.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>709.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>16714</th>\n",
       "      <td>Samurai Warriors: Sanada Maru</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Tecmo Koei</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16715</th>\n",
       "      <td>LMA Manager 2007</td>\n",
       "      <td>X360</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Codemasters</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16716</th>\n",
       "      <td>Haitaka no Psychedelica</td>\n",
       "      <td>PSV</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Idea Factory</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16717</th>\n",
       "      <td>Spirits &amp; Spells</td>\n",
       "      <td>GBA</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Wanadoo</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16718</th>\n",
       "      <td>Winning Post 8 2016</td>\n",
       "      <td>PSV</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Simulation</td>\n",
       "      <td>Tecmo Koei</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16449 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Name Platform  Year_of_Release         Genre  \\\n",
       "0                         Wii Sports      Wii           2006.0        Sports   \n",
       "1                  Super Mario Bros.      NES           1985.0      Platform   \n",
       "2                     Mario Kart Wii      Wii           2008.0        Racing   \n",
       "3                  Wii Sports Resort      Wii           2009.0        Sports   \n",
       "4           Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing   \n",
       "...                              ...      ...              ...           ...   \n",
       "16714  Samurai Warriors: Sanada Maru      PS3           2016.0        Action   \n",
       "16715               LMA Manager 2007     X360           2006.0        Sports   \n",
       "16716        Haitaka no Psychedelica      PSV           2016.0     Adventure   \n",
       "16717               Spirits & Spells      GBA           2003.0      Platform   \n",
       "16718            Winning Post 8 2016      PSV           2016.0    Simulation   \n",
       "\n",
       "          Publisher  NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \\\n",
       "0          Nintendo     41.36     28.96      3.77         8.45         82.53   \n",
       "1          Nintendo     29.08      3.58      6.81         0.77         40.24   \n",
       "2          Nintendo     15.68     12.76      3.79         3.29         35.52   \n",
       "3          Nintendo     15.61     10.93      3.28         2.95         32.77   \n",
       "4          Nintendo     11.27      8.89     10.22         1.00         31.37   \n",
       "...             ...       ...       ...       ...          ...           ...   \n",
       "16714    Tecmo Koei      0.00      0.00      0.01         0.00          0.01   \n",
       "16715   Codemasters      0.00      0.01      0.00         0.00          0.01   \n",
       "16716  Idea Factory      0.00      0.00      0.01         0.00          0.01   \n",
       "16717       Wanadoo      0.01      0.00      0.00         0.00          0.01   \n",
       "16718    Tecmo Koei      0.00      0.00      0.01         0.00          0.01   \n",
       "\n",
       "       Critic_Score  Critic_Count User_Score  User_Count Developer Rating  \n",
       "0              76.0          51.0          8       322.0  Nintendo      E  \n",
       "1               NaN           NaN        NaN         NaN       NaN    NaN  \n",
       "2              82.0          73.0        8.3       709.0  Nintendo      E  \n",
       "3              80.0          73.0          8       192.0  Nintendo      E  \n",
       "4               NaN           NaN        NaN         NaN       NaN    NaN  \n",
       "...             ...           ...        ...         ...       ...    ...  \n",
       "16714           NaN           NaN        NaN         NaN       NaN    NaN  \n",
       "16715           NaN           NaN        NaN         NaN       NaN    NaN  \n",
       "16716           NaN           NaN        NaN         NaN       NaN    NaN  \n",
       "16717           NaN           NaN        NaN         NaN       NaN    NaN  \n",
       "16718           NaN           NaN        NaN         NaN       NaN    NaN  \n",
       "\n",
       "[16449 rows x 16 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data[game_data[\"Year_of_Release\"] < 2018]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-79-1b40f1273ae9>:14: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations. \n",
      "  fig1.tight_layout()\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = game_data[\"Year_of_Release\"]\n",
    "\n",
    "\n",
    "fig2, ax = plt.subplots(figsize=(20,20))\n",
    "ax.hist(x, bins=21,rwidth=0.9,color='indianred',edgecolor='k',label='No.of video games released');\n",
    "\n",
    "\n",
    "ax.set_title('Total no. of video games released from 1980 to 2020',pad=30,fontsize=25)\n",
    "ax.set_xlabel('Years',labelpad=20,fontsize=20)\n",
    "ax.set_ylabel('Total no. of video games',labelpad=20,fontsize=20)\n",
    "plt.xticks(np.arange(min(x), max(x)+1, 2),rotation=90);\n",
    "plt.yticks(np.arange(0,3201,200));\n",
    "ax.legend()\n",
    "fig1.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
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       "      <th>Rating</th>\n",
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       "      <th>0</th>\n",
       "      <td>Wii Sports</td>\n",
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       "      <td>8</td>\n",
       "      <td>322.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
       "      <td>82.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>709.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name Platform  Year_of_Release         Genre Publisher  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports  Nintendo   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform  Nintendo   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing  Nintendo   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports  Nintendo   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
       "0     41.36     28.96      3.77         8.45         82.53          76.0   \n",
       "1     29.08      3.58      6.81         0.77         40.24           NaN   \n",
       "2     15.68     12.76      3.79         3.29         35.52          82.0   \n",
       "3     15.61     10.93      3.28         2.95         32.77          80.0   \n",
       "4     11.27      8.89     10.22         1.00         31.37           NaN   \n",
       "\n",
       "   Critic_Count User_Score  User_Count Developer Rating  \n",
       "0          51.0          8       322.0  Nintendo      E  \n",
       "1           NaN        NaN         NaN       NaN    NaN  \n",
       "2          73.0        8.3       709.0  Nintendo      E  \n",
       "3          73.0          8       192.0  Nintendo      E  \n",
       "4           NaN        NaN         NaN       NaN    NaN  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Year_of_Release</th>\n",
       "      <th>Genre</th>\n",
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       "      <th>JP_Sales</th>\n",
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       "      <th>User_Count</th>\n",
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       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>82.53</td>\n",
       "      <td>76.0</td>\n",
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       "      <td>8</td>\n",
       "      <td>322.0</td>\n",
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       "      <td>E</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
       "      <td>82.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>709.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name Platform  Year_of_Release         Genre Publisher  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports  Nintendo   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform  Nintendo   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing  Nintendo   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports  Nintendo   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
       "0     41.36     28.96      3.77         8.45         82.53          76.0   \n",
       "1     29.08      3.58      6.81         0.77         40.24           NaN   \n",
       "2     15.68     12.76      3.79         3.29         35.52          82.0   \n",
       "3     15.61     10.93      3.28         2.95         32.77          80.0   \n",
       "4     11.27      8.89     10.22         1.00         31.37           NaN   \n",
       "\n",
       "   Critic_Count User_Score  User_Count Developer Rating  \n",
       "0          51.0          8       322.0  Nintendo      E  \n",
       "1           NaN        NaN         NaN       NaN    NaN  \n",
       "2          73.0        8.3       709.0  Nintendo      E  \n",
       "3          73.0          8       192.0  Nintendo      E  \n",
       "4           NaN        NaN         NaN       NaN    NaN  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\6\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:132: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig3, ax = plt.subplots(figsize=(20,20))\n",
    "width=0.35\n",
    "eu_sales = ax.bar(x - width/2,game_data['EU_Sales'],width,label='EU Sales')\n",
    "na_sales = ax.bar(x + width/2,game_data['NA_Sales'],width,label='NA Sales')\n",
    "\n",
    "ax.set_title('Europe VS North America Sales from 1980 to 2020',pad=30,fontsize=25)\n",
    "ax.set_xlabel('Years',labelpad=20,fontsize=20)\n",
    "ax.set_ylabel('No. of Sales(in millions)',labelpad=20,fontsize=20)\n",
    "\n",
    "\n",
    "plt.xticks(np.arange(min(x), max(x)+1, 1),rotation=90);\n",
    "plt.yticks(np.arange(0,50,5));\n",
    "ax.legend(fontsize=20);\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "      <th>Critic_Score</th>\n",
       "      <th>Critic_Count</th>\n",
       "      <th>User_Score</th>\n",
       "      <th>User_Count</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>82.53</td>\n",
       "      <td>76.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>8</td>\n",
       "      <td>322.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
       "      <td>82.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>709.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name Platform  Year_of_Release         Genre Publisher  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports  Nintendo   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform  Nintendo   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing  Nintendo   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports  Nintendo   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
       "0     41.36     28.96      3.77         8.45         82.53          76.0   \n",
       "1     29.08      3.58      6.81         0.77         40.24           NaN   \n",
       "2     15.68     12.76      3.79         3.29         35.52          82.0   \n",
       "3     15.61     10.93      3.28         2.95         32.77          80.0   \n",
       "4     11.27      8.89     10.22         1.00         31.37           NaN   \n",
       "\n",
       "   Critic_Count User_Score  User_Count Developer Rating  \n",
       "0          51.0          8       322.0  Nintendo      E  \n",
       "1           NaN        NaN         NaN       NaN    NaN  \n",
       "2          73.0        8.3       709.0  Nintendo      E  \n",
       "3          73.0          8       192.0  Nintendo      E  \n",
       "4           NaN        NaN         NaN       NaN    NaN  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig4, ax = plt.subplots(figsize=(20,20))\n",
    "ax.bar(game_data['Year_of_Release'],game_data['Global_Sales'],color='yellowgreen',label='Global sales')\n",
    "\n",
    "ax.set_title('Global Sales from 1980 to 2020',pad=30,fontsize=25)\n",
    "ax.set_xlabel('Years',labelpad=20,fontsize=20)\n",
    "ax.set_ylabel('No. of Sales(in millions)',labelpad=20,fontsize=20);\n",
    "\n",
    "plt.xticks(np.arange(min(x), max(x)+1, 1),rotation=90);\n",
    "plt.yticks(np.arange(0,95,5));\n",
    "ax.legend(fontsize=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig5, ax = plt.subplots(figsize=(20,20))\n",
    "\n",
    "ax.bar(game_data['Genre'],game_data['Global_Sales'],label='Global sales w.r.t Genre',color='mediumseagreen')\n",
    "\n",
    "ax.set_title('Global sales in each Genre',pad=30,fontsize=25)\n",
    "ax.set_ylabel('No. of sales (in millions)',labelpad=20,fontsize=20)\n",
    "ax.set_xlabel('Genre',labelpad=20,fontsize=20)\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "plt.yticks(np.arange(0,105,5))\n",
    "\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "      <th>Critic_Score</th>\n",
       "      <th>Critic_Count</th>\n",
       "      <th>User_Score</th>\n",
       "      <th>User_Count</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.36</td>\n",
       "      <td>28.96</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.45</td>\n",
       "      <td>82.53</td>\n",
       "      <td>76.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>8</td>\n",
       "      <td>322.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.68</td>\n",
       "      <td>12.76</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.29</td>\n",
       "      <td>35.52</td>\n",
       "      <td>82.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>709.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.61</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.95</td>\n",
       "      <td>32.77</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>8</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name Platform  Year_of_Release         Genre Publisher  \\\n",
       "0                Wii Sports      Wii           2006.0        Sports  Nintendo   \n",
       "1         Super Mario Bros.      NES           1985.0      Platform  Nintendo   \n",
       "2            Mario Kart Wii      Wii           2008.0        Racing  Nintendo   \n",
       "3         Wii Sports Resort      Wii           2009.0        Sports  Nintendo   \n",
       "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing  Nintendo   \n",
       "\n",
       "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
       "0     41.36     28.96      3.77         8.45         82.53          76.0   \n",
       "1     29.08      3.58      6.81         0.77         40.24           NaN   \n",
       "2     15.68     12.76      3.79         3.29         35.52          82.0   \n",
       "3     15.61     10.93      3.28         2.95         32.77          80.0   \n",
       "4     11.27      8.89     10.22         1.00         31.37           NaN   \n",
       "\n",
       "   Critic_Count User_Score  User_Count Developer Rating  \n",
       "0          51.0          8       322.0  Nintendo      E  \n",
       "1           NaN        NaN         NaN       NaN    NaN  \n",
       "2          73.0        8.3       709.0  Nintendo      E  \n",
       "3          73.0          8       192.0  Nintendo      E  \n",
       "4           NaN        NaN         NaN       NaN    NaN  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig1.savefig('genre.png',dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig2.savefig('no-of-video-games-released',dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-72-51f3f62c58cd>:1: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig3.savefig('eusales-nasales.png',dpi=500)\n"
     ]
    }
   ],
   "source": [
    "fig3.savefig('eusales-nasales.png',dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-82-d1790fce0f0a>:1: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig4.savefig('global-sales.png',dpi=500)\n"
     ]
    }
   ],
   "source": [
    "fig4.savefig('global-sales.png',dpi=500)\n",
    "fig5.savefig('global-sales-genre',dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "      <th>Critic_Score</th>\n",
       "      <th>Critic_Count</th>\n",
       "      <th>User_Score</th>\n",
       "      <th>User_Count</th>\n",
       "      <th>Developer</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>NaN</td>\n",
       "      <td>GEN</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>extras</td>\n",
       "      <td>Acclaim Entertainment</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>2.39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14246</th>\n",
       "      <td>NaN</td>\n",
       "      <td>GEN</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>extras</td>\n",
       "      <td>Acclaim Entertainment</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Name Platform  Year_of_Release   Genre              Publisher  NA_Sales  \\\n",
       "659    NaN      GEN           1993.0  extras  Acclaim Entertainment      1.78   \n",
       "14246  NaN      GEN           1993.0  extras  Acclaim Entertainment      0.00   \n",
       "\n",
       "       EU_Sales  JP_Sales  Other_Sales  Global_Sales  Critic_Score  \\\n",
       "659        0.53      0.00         0.08          2.39           NaN   \n",
       "14246      0.00      0.03         0.00          0.03           NaN   \n",
       "\n",
       "       Critic_Count User_Score  User_Count Developer Rating  \n",
       "659             NaN        NaN         NaN       NaN    NaN  \n",
       "14246           NaN        NaN         NaN       NaN    NaN  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "game_data[game_data['Genre'] == 'extras']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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