Bar-charts-and-Heatmaps.ipynb

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    "**This notebook is an exercise in the [Data Visualization](https://www.kaggle.com/learn/data-visualization) course.  You can reference the tutorial at [this link](https://www.kaggle.com/alexisbcook/bar-charts-and-heatmaps).**\n",
    "\n",
    "---\n"
   ]
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   "source": [
    "In this exercise, you will use your new knowledge to propose a solution to a real-world scenario.  To succeed, you will need to import data into Python, answer questions using the data, and generate **bar charts** and **heatmaps** to understand patterns in the data.\n",
    "\n",
    "## Scenario\n",
    "\n",
    "You've recently decided to create your very own video game!  As an avid reader of [IGN Game Reviews](https://www.ign.com/reviews/games), you hear about all of the most recent game releases, along with the ranking they've received from experts, ranging from 0 (_Disaster_) to 10 (_Masterpiece_).\n",
    "\n",
    "![ex2_ign](https://storage.googleapis.com/kaggle-media/learn/images/Oh06Fu1.png)\n",
    "\n",
    "You're interested in using [IGN reviews](https://www.ign.com/reviews/games) to guide the design of your upcoming game.  Thankfully, someone has summarized the rankings in a really useful CSV file that you can use to guide your analysis.\n",
    "\n",
    "## Setup\n",
    "\n",
    "Run the next cell to import and configure the Python libraries that you need to complete the exercise."
   ]
  },
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     "text": [
      "Setup Complete\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.plotting.register_matplotlib_converters()\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "print(\"Setup Complete\")"
   ]
  },
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   "source": [
    "The questions below will give you feedback on your work. Run the following cell to set up our feedback system."
   ]
  },
  {
   "cell_type": "code",
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     "text": [
      "Setup Complete\n"
     ]
    }
   ],
   "source": [
    "# Set up code checking\n",
    "import os\n",
    "if not os.path.exists(\"../input/ign_scores.csv\"):\n",
    "    os.symlink(\"../input/data-for-datavis/ign_scores.csv\", \"../input/ign_scores.csv\") \n",
    "from learntools.core import binder\n",
    "binder.bind(globals())\n",
    "from learntools.data_viz_to_coder.ex3 import *\n",
    "print(\"Setup Complete\")"
   ]
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   "source": [
    "## Step 1: Load the data\n",
    "\n",
    "Read the IGN data file into `ign_data`.  Use the `\"Platform\"` column to label the rows."
   ]
  },
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      "text/markdown": [
       "<span style=\"color:#33cc33\">Correct</span>"
      ],
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       "Correct"
      ]
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   "source": [
    "# Path of the file to read\n",
    "ign_filepath = \"../input/ign_scores.csv\"\n",
    "\n",
    "# Fill in the line below to read the file into a variable ign_data\n",
    "ign_data = pd.read_csv(ign_filepath, index_col=\"Platform\")\n",
    "\n",
    "# Run the line below with no changes to check that you've loaded the data correctly\n",
    "step_1.check()"
   ]
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    {
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       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 1, \"questionId\": \"1_LoadIGNData\", \"learnToolsVersion\": \"0.3.4\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"
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      "text/markdown": [
       "<span style=\"color:#33cc99\">Solution:</span> \n",
       "```python\n",
       "ign_data = pd.read_csv(ign_filepath, index_col=\"Platform\")\n",
       "```"
      ],
      "text/plain": [
       "Solution: \n",
       "```python\n",
       "ign_data = pd.read_csv(ign_filepath, index_col=\"Platform\")\n",
       "```"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "# Lines below will give you a hint or solution code\n",
    "#step_1.hint()\n",
    "step_1.solution()"
   ]
  },
  {
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    "tags": []
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   "source": [
    "## Step 2: Review the data\n",
    "\n",
    "Use a Python command to print the entire dataset."
   ]
  },
  {
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       "      <td>8.088889</td>\n",
       "      <td>7.700000</td>\n",
       "      <td>7.042500</td>\n",
       "      <td>7.616667</td>\n",
       "      <td>7.628571</td>\n",
       "      <td>7.272222</td>\n",
       "      <td>6.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Game Boy Advance</th>\n",
       "      <td>6.373077</td>\n",
       "      <td>7.507692</td>\n",
       "      <td>6.057143</td>\n",
       "      <td>6.226316</td>\n",
       "      <td>6.970588</td>\n",
       "      <td>6.532143</td>\n",
       "      <td>7.542857</td>\n",
       "      <td>6.657143</td>\n",
       "      <td>6.444444</td>\n",
       "      <td>6.928571</td>\n",
       "      <td>6.694444</td>\n",
       "      <td>7.175000</td>\n",
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       "    <tr>\n",
       "      <th>Game Boy Color</th>\n",
       "      <td>6.272727</td>\n",
       "      <td>8.166667</td>\n",
       "      <td>5.307692</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>6.352941</td>\n",
       "      <td>6.583333</td>\n",
       "      <td>7.285714</td>\n",
       "      <td>5.897436</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>5.790698</td>\n",
       "      <td>7.400000</td>\n",
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       "    <tr>\n",
       "      <th>GameCube</th>\n",
       "      <td>6.532584</td>\n",
       "      <td>7.608333</td>\n",
       "      <td>6.753846</td>\n",
       "      <td>7.422222</td>\n",
       "      <td>6.665714</td>\n",
       "      <td>6.133333</td>\n",
       "      <td>7.890909</td>\n",
       "      <td>6.852632</td>\n",
       "      <td>6.981818</td>\n",
       "      <td>8.028571</td>\n",
       "      <td>7.481319</td>\n",
       "      <td>7.116667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nintendo 3DS</th>\n",
       "      <td>6.670833</td>\n",
       "      <td>7.481818</td>\n",
       "      <td>7.414286</td>\n",
       "      <td>6.614286</td>\n",
       "      <td>7.503448</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.719231</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>7.033333</td>\n",
       "      <td>7.700000</td>\n",
       "      <td>6.388889</td>\n",
       "      <td>7.900000</td>\n",
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       "    <tr>\n",
       "      <th>Nintendo 64</th>\n",
       "      <td>6.649057</td>\n",
       "      <td>8.250000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>5.681250</td>\n",
       "      <td>6.889655</td>\n",
       "      <td>7.461538</td>\n",
       "      <td>6.050000</td>\n",
       "      <td>6.939623</td>\n",
       "      <td>8.042857</td>\n",
       "      <td>5.675000</td>\n",
       "      <td>6.967857</td>\n",
       "      <td>6.900000</td>\n",
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       "    <tr>\n",
       "      <th>Nintendo DS</th>\n",
       "      <td>5.903608</td>\n",
       "      <td>7.240000</td>\n",
       "      <td>6.259804</td>\n",
       "      <td>6.320000</td>\n",
       "      <td>6.840000</td>\n",
       "      <td>6.604615</td>\n",
       "      <td>7.222619</td>\n",
       "      <td>6.038636</td>\n",
       "      <td>6.965217</td>\n",
       "      <td>5.874359</td>\n",
       "      <td>5.936667</td>\n",
       "      <td>6.644737</td>\n",
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       "      <th>Nintendo DSi</th>\n",
       "      <td>6.827027</td>\n",
       "      <td>8.500000</td>\n",
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       "      <td>7.500000</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>6.810526</td>\n",
       "      <td>7.166667</td>\n",
       "      <td>6.563636</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>5.195652</td>\n",
       "      <td>5.644444</td>\n",
       "      <td>6.566667</td>\n",
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       "    <tr>\n",
       "      <th>PC</th>\n",
       "      <td>6.805791</td>\n",
       "      <td>7.334746</td>\n",
       "      <td>7.136798</td>\n",
       "      <td>7.166667</td>\n",
       "      <td>7.410938</td>\n",
       "      <td>6.924706</td>\n",
       "      <td>7.759930</td>\n",
       "      <td>7.032418</td>\n",
       "      <td>7.084878</td>\n",
       "      <td>7.104889</td>\n",
       "      <td>6.902424</td>\n",
       "      <td>7.310207</td>\n",
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       "      <th>PlayStation</th>\n",
       "      <td>6.016406</td>\n",
       "      <td>7.933333</td>\n",
       "      <td>6.313725</td>\n",
       "      <td>6.553731</td>\n",
       "      <td>6.579070</td>\n",
       "      <td>6.757895</td>\n",
       "      <td>7.910000</td>\n",
       "      <td>6.773387</td>\n",
       "      <td>6.424000</td>\n",
       "      <td>6.918182</td>\n",
       "      <td>6.751220</td>\n",
       "      <td>6.496875</td>\n",
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       "      <th>PlayStation 2</th>\n",
       "      <td>6.467361</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>6.315152</td>\n",
       "      <td>7.306349</td>\n",
       "      <td>7.068421</td>\n",
       "      <td>6.354545</td>\n",
       "      <td>7.473077</td>\n",
       "      <td>6.585065</td>\n",
       "      <td>6.641667</td>\n",
       "      <td>7.152632</td>\n",
       "      <td>7.197826</td>\n",
       "      <td>7.238889</td>\n",
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       "    <tr>\n",
       "      <th>PlayStation 3</th>\n",
       "      <td>6.853819</td>\n",
       "      <td>7.306154</td>\n",
       "      <td>6.820988</td>\n",
       "      <td>7.710938</td>\n",
       "      <td>7.735714</td>\n",
       "      <td>7.350000</td>\n",
       "      <td>7.436111</td>\n",
       "      <td>6.978571</td>\n",
       "      <td>7.219553</td>\n",
       "      <td>7.142857</td>\n",
       "      <td>7.485816</td>\n",
       "      <td>7.355172</td>\n",
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       "    <tr>\n",
       "      <th>PlayStation 4</th>\n",
       "      <td>7.550000</td>\n",
       "      <td>7.835294</td>\n",
       "      <td>7.388571</td>\n",
       "      <td>7.280000</td>\n",
       "      <td>8.390909</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>7.944000</td>\n",
       "      <td>7.590000</td>\n",
       "      <td>7.804444</td>\n",
       "      <td>9.250000</td>\n",
       "      <td>7.430000</td>\n",
       "      <td>6.566667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PlayStation Portable</th>\n",
       "      <td>6.467797</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.938095</td>\n",
       "      <td>6.822222</td>\n",
       "      <td>7.194737</td>\n",
       "      <td>6.726667</td>\n",
       "      <td>6.817778</td>\n",
       "      <td>6.401961</td>\n",
       "      <td>7.071053</td>\n",
       "      <td>6.761538</td>\n",
       "      <td>6.956790</td>\n",
       "      <td>6.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PlayStation Vita</th>\n",
       "      <td>7.173077</td>\n",
       "      <td>6.133333</td>\n",
       "      <td>8.057143</td>\n",
       "      <td>7.527273</td>\n",
       "      <td>8.568750</td>\n",
       "      <td>8.250000</td>\n",
       "      <td>7.337500</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>7.660000</td>\n",
       "      <td>5.725000</td>\n",
       "      <td>7.130000</td>\n",
       "      <td>8.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wii</th>\n",
       "      <td>6.262718</td>\n",
       "      <td>7.294643</td>\n",
       "      <td>6.234043</td>\n",
       "      <td>6.733333</td>\n",
       "      <td>7.054255</td>\n",
       "      <td>6.426984</td>\n",
       "      <td>7.410345</td>\n",
       "      <td>5.011667</td>\n",
       "      <td>6.479798</td>\n",
       "      <td>6.327027</td>\n",
       "      <td>5.966901</td>\n",
       "      <td>6.975000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wireless</th>\n",
       "      <td>7.041699</td>\n",
       "      <td>7.312500</td>\n",
       "      <td>6.972414</td>\n",
       "      <td>6.740000</td>\n",
       "      <td>7.509091</td>\n",
       "      <td>7.360550</td>\n",
       "      <td>8.260000</td>\n",
       "      <td>6.898305</td>\n",
       "      <td>6.906780</td>\n",
       "      <td>7.802857</td>\n",
       "      <td>7.417699</td>\n",
       "      <td>7.542857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xbox</th>\n",
       "      <td>6.819512</td>\n",
       "      <td>7.479032</td>\n",
       "      <td>6.821429</td>\n",
       "      <td>7.029630</td>\n",
       "      <td>7.303448</td>\n",
       "      <td>5.125000</td>\n",
       "      <td>8.277778</td>\n",
       "      <td>7.021591</td>\n",
       "      <td>7.485417</td>\n",
       "      <td>7.155556</td>\n",
       "      <td>7.884397</td>\n",
       "      <td>7.313333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xbox 360</th>\n",
       "      <td>6.719048</td>\n",
       "      <td>7.137838</td>\n",
       "      <td>6.857353</td>\n",
       "      <td>7.552239</td>\n",
       "      <td>7.559574</td>\n",
       "      <td>7.141026</td>\n",
       "      <td>7.650000</td>\n",
       "      <td>6.996154</td>\n",
       "      <td>7.338153</td>\n",
       "      <td>7.325000</td>\n",
       "      <td>7.317857</td>\n",
       "      <td>7.112245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xbox One</th>\n",
       "      <td>7.702857</td>\n",
       "      <td>7.566667</td>\n",
       "      <td>7.254545</td>\n",
       "      <td>7.171429</td>\n",
       "      <td>6.733333</td>\n",
       "      <td>8.100000</td>\n",
       "      <td>8.291667</td>\n",
       "      <td>8.163636</td>\n",
       "      <td>8.020000</td>\n",
       "      <td>7.733333</td>\n",
       "      <td>7.331818</td>\n",
       "      <td>8.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>iPhone</th>\n",
       "      <td>6.865445</td>\n",
       "      <td>7.764286</td>\n",
       "      <td>7.745833</td>\n",
       "      <td>6.087500</td>\n",
       "      <td>7.471930</td>\n",
       "      <td>7.810784</td>\n",
       "      <td>7.185185</td>\n",
       "      <td>7.315789</td>\n",
       "      <td>6.995588</td>\n",
       "      <td>7.328571</td>\n",
       "      <td>7.152174</td>\n",
       "      <td>7.534921</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Action  Action, Adventure  Adventure  Fighting  \\\n",
       "Platform                                                                 \n",
       "Dreamcast             6.882857           7.511111   6.281818  8.200000   \n",
       "Game Boy Advance      6.373077           7.507692   6.057143  6.226316   \n",
       "Game Boy Color        6.272727           8.166667   5.307692  4.500000   \n",
       "GameCube              6.532584           7.608333   6.753846  7.422222   \n",
       "Nintendo 3DS          6.670833           7.481818   7.414286  6.614286   \n",
       "Nintendo 64           6.649057           8.250000   7.000000  5.681250   \n",
       "Nintendo DS           5.903608           7.240000   6.259804  6.320000   \n",
       "Nintendo DSi          6.827027           8.500000   6.090909  7.500000   \n",
       "PC                    6.805791           7.334746   7.136798  7.166667   \n",
       "PlayStation           6.016406           7.933333   6.313725  6.553731   \n",
       "PlayStation 2         6.467361           7.250000   6.315152  7.306349   \n",
       "PlayStation 3         6.853819           7.306154   6.820988  7.710938   \n",
       "PlayStation 4         7.550000           7.835294   7.388571  7.280000   \n",
       "PlayStation Portable  6.467797           7.000000   6.938095  6.822222   \n",
       "PlayStation Vita      7.173077           6.133333   8.057143  7.527273   \n",
       "Wii                   6.262718           7.294643   6.234043  6.733333   \n",
       "Wireless              7.041699           7.312500   6.972414  6.740000   \n",
       "Xbox                  6.819512           7.479032   6.821429  7.029630   \n",
       "Xbox 360              6.719048           7.137838   6.857353  7.552239   \n",
       "Xbox One              7.702857           7.566667   7.254545  7.171429   \n",
       "iPhone                6.865445           7.764286   7.745833  6.087500   \n",
       "\n",
       "                      Platformer    Puzzle       RPG    Racing   Shooter  \\\n",
       "Platform                                                                   \n",
       "Dreamcast               8.340000  8.088889  7.700000  7.042500  7.616667   \n",
       "Game Boy Advance        6.970588  6.532143  7.542857  6.657143  6.444444   \n",
       "Game Boy Color          6.352941  6.583333  7.285714  5.897436  4.500000   \n",
       "GameCube                6.665714  6.133333  7.890909  6.852632  6.981818   \n",
       "Nintendo 3DS            7.503448  8.000000  7.719231  6.900000  7.033333   \n",
       "Nintendo 64             6.889655  7.461538  6.050000  6.939623  8.042857   \n",
       "Nintendo DS             6.840000  6.604615  7.222619  6.038636  6.965217   \n",
       "Nintendo DSi            7.250000  6.810526  7.166667  6.563636  6.500000   \n",
       "PC                      7.410938  6.924706  7.759930  7.032418  7.084878   \n",
       "PlayStation             6.579070  6.757895  7.910000  6.773387  6.424000   \n",
       "PlayStation 2           7.068421  6.354545  7.473077  6.585065  6.641667   \n",
       "PlayStation 3           7.735714  7.350000  7.436111  6.978571  7.219553   \n",
       "PlayStation 4           8.390909  7.400000  7.944000  7.590000  7.804444   \n",
       "PlayStation Portable    7.194737  6.726667  6.817778  6.401961  7.071053   \n",
       "PlayStation Vita        8.568750  8.250000  7.337500  6.300000  7.660000   \n",
       "Wii                     7.054255  6.426984  7.410345  5.011667  6.479798   \n",
       "Wireless                7.509091  7.360550  8.260000  6.898305  6.906780   \n",
       "Xbox                    7.303448  5.125000  8.277778  7.021591  7.485417   \n",
       "Xbox 360                7.559574  7.141026  7.650000  6.996154  7.338153   \n",
       "Xbox One                6.733333  8.100000  8.291667  8.163636  8.020000   \n",
       "iPhone                  7.471930  7.810784  7.185185  7.315789  6.995588   \n",
       "\n",
       "                      Simulation    Sports  Strategy  \n",
       "Platform                                              \n",
       "Dreamcast               7.628571  7.272222  6.433333  \n",
       "Game Boy Advance        6.928571  6.694444  7.175000  \n",
       "Game Boy Color          5.900000  5.790698  7.400000  \n",
       "GameCube                8.028571  7.481319  7.116667  \n",
       "Nintendo 3DS            7.700000  6.388889  7.900000  \n",
       "Nintendo 64             5.675000  6.967857  6.900000  \n",
       "Nintendo DS             5.874359  5.936667  6.644737  \n",
       "Nintendo DSi            5.195652  5.644444  6.566667  \n",
       "PC                      7.104889  6.902424  7.310207  \n",
       "PlayStation             6.918182  6.751220  6.496875  \n",
       "PlayStation 2           7.152632  7.197826  7.238889  \n",
       "PlayStation 3           7.142857  7.485816  7.355172  \n",
       "PlayStation 4           9.250000  7.430000  6.566667  \n",
       "PlayStation Portable    6.761538  6.956790  6.550000  \n",
       "PlayStation Vita        5.725000  7.130000  8.900000  \n",
       "Wii                     6.327027  5.966901  6.975000  \n",
       "Wireless                7.802857  7.417699  7.542857  \n",
       "Xbox                    7.155556  7.884397  7.313333  \n",
       "Xbox 360                7.325000  7.317857  7.112245  \n",
       "Xbox One                7.733333  7.331818  8.500000  \n",
       "iPhone                  7.328571  7.152174  7.534921  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the data\n",
    "ign_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffa85b28",
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     "status": "completed"
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    "tags": []
   },
   "source": [
    "The dataset that you've just printed shows the average score, by platform and genre.  Use the data to answer the questions below."
   ]
  },
  {
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   "id": "de0d1fd2",
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   "outputs": [
    {
     "data": {
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       "<span style=\"color:#33cc33\">Correct</span>"
      ],
      "text/plain": [
       "Correct"
      ]
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fill in the line below: What is the highest average score received by PC games,\n",
    "# for any genre?\n",
    "high_score = 7.759930\n",
    "# On the Playstation Vita platform, which genre has the \n",
    "# lowest average score? Please provide the name of the column, and put your answer \n",
    "# in single quotes (e.g., 'Action', 'Adventure', 'Fighting', etc.)\n",
    "worst_genre = 'Simulation'\n",
    "# Check your answers\n",
    "step_2.check()"
   ]
  },
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   "outputs": [
    {
     "data": {
      "application/javascript": [
       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 1, \"questionId\": \"2_ReviewData\", \"learnToolsVersion\": \"0.3.4\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"
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      "text/markdown": [
       "<span style=\"color:#33cc99\">Solution:</span> \n",
       "```python\n",
       "# Print the data\n",
       "ign_data\n",
       "# What is the highest average score received by PC games, for any genre?\n",
       "high_score = 7.759930\n",
       "# On the Playstation Vita platform, which genre has the \n",
       "# lowest average score? Please provide the name of the column, and put your answer \n",
       "# in single quotes (e.g., 'Action', 'Adventure', 'Fighting', etc.)\n",
       "worst_genre = 'Simulation'\n",
       "\n",
       "```"
      ],
      "text/plain": [
       "Solution: \n",
       "```python\n",
       "# Print the data\n",
       "ign_data\n",
       "# What is the highest average score received by PC games, for any genre?\n",
       "high_score = 7.759930\n",
       "# On the Playstation Vita platform, which genre has the \n",
       "# lowest average score? Please provide the name of the column, and put your answer \n",
       "# in single quotes (e.g., 'Action', 'Adventure', 'Fighting', etc.)\n",
       "worst_genre = 'Simulation'\n",
       "\n",
       "```"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lines below will give you a hint or solution code\n",
    "#step_2.hint()\n",
    "step_2.solution()"
   ]
  },
  {
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   "id": "55e2816f",
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   },
   "source": [
    "## Step 3: Which platform is best?\n",
    "\n",
    "Since you can remember, your favorite video game has been [**Mario Kart Wii**](https://www.ign.com/games/mario-kart-wii), a racing game released for the Wii platform in 2008.  And, IGN agrees with you that it is a great game -- their rating for this game is a whopping 8.9!  Inspired by the success of this game, you're considering creating your very own racing game for the Wii platform.\n",
    "\n",
    "#### Part A\n",
    "\n",
    "Create a bar chart that shows the average score for **racing** games, for each platform.  Your chart should have one bar for each platform. "
   ]
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     "data": {
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       "<span style=\"color:#33cc33\">Correct</span>"
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       "Correct"
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     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bar chart showing average score for racing games by platform\n",
    "# Set the width and height of the figure\n",
    "plt.figure(figsize=(8, 6))\n",
    "# Bar chart showing average score for racing games by platform\n",
    "sns.barplot(x=ign_data['Racing'], y=ign_data.index)\n",
    "# Add label for horizontal axis\n",
    "plt.xlabel(\"\")\n",
    "# Add label for vertical axis\n",
    "plt.title(\"Average Score for Racing Games, by Platform\")\n",
    "\n",
    "# Check your answer\n",
    "step_3.a.check()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4b06deea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-26T14:55:59.434632Z",
     "iopub.status.busy": "2023-05-26T14:55:59.434206Z",
     "iopub.status.idle": "2023-05-26T14:56:00.016767Z",
     "shell.execute_reply": "2023-05-26T14:56:00.015507Z"
    },
    "papermill": {
     "duration": 0.59821,
     "end_time": "2023-05-26T14:56:00.019635",
     "exception": false,
     "start_time": "2023-05-26T14:55:59.421425",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 2, \"questionId\": \"3.1_PlotRacing\", \"learnToolsVersion\": \"0.3.4\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:#33cc99\">Solution:</span> \n",
       "```python\n",
       "# Set the width and height of the figure\n",
       "plt.figure(figsize=(8, 6))\n",
       "# Bar chart showing average score for racing games by platform\n",
       "sns.barplot(x=ign_data['Racing'], y=ign_data.index)\n",
       "# Add label for horizontal axis\n",
       "plt.xlabel(\"\")\n",
       "# Add label for vertical axis\n",
       "plt.title(\"Average Score for Racing Games, by Platform\")\n",
       "\n",
       "```"
      ],
      "text/plain": [
       "Solution: \n",
       "```python\n",
       "# Set the width and height of the figure\n",
       "plt.figure(figsize=(8, 6))\n",
       "# Bar chart showing average score for racing games by platform\n",
       "sns.barplot(x=ign_data['Racing'], y=ign_data.index)\n",
       "# Add label for horizontal axis\n",
       "plt.xlabel(\"\")\n",
       "# Add label for vertical axis\n",
       "plt.title(\"Average Score for Racing Games, by Platform\")\n",
       "\n",
       "```"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lines below will give you a hint or solution code\n",
    "#step_3.a.hint()\n",
    "step_3.a.solution_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26ae8b9f",
   "metadata": {
    "papermill": {
     "duration": 0.012394,
     "end_time": "2023-05-26T14:56:00.044692",
     "exception": false,
     "start_time": "2023-05-26T14:56:00.032298",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Part B\n",
    "\n",
    "Based on the bar chart, do you expect a racing game for the **Wii** platform to receive a high rating?  If not, what gaming platform seems to be the best alternative?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c195bcec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-26T14:56:00.073607Z",
     "iopub.status.busy": "2023-05-26T14:56:00.072962Z",
     "iopub.status.idle": "2023-05-26T14:56:00.077515Z",
     "shell.execute_reply": "2023-05-26T14:56:00.076699Z"
    },
    "papermill": {
     "duration": 0.022418,
     "end_time": "2023-05-26T14:56:00.079819",
     "exception": false,
     "start_time": "2023-05-26T14:56:00.057401",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#step_3.b.hint()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dc1c08ec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-26T14:56:00.107412Z",
     "iopub.status.busy": "2023-05-26T14:56:00.106731Z",
     "iopub.status.idle": "2023-05-26T14:56:00.115640Z",
     "shell.execute_reply": "2023-05-26T14:56:00.114623Z"
    },
    "papermill": {
     "duration": 0.025615,
     "end_time": "2023-05-26T14:56:00.118155",
     "exception": false,
     "start_time": "2023-05-26T14:56:00.092540",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 4, \"questionId\": \"3.2_ThinkRacing\", \"learnToolsVersion\": \"0.3.4\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:#33cc99\">Solution:</span> Based on the data, we should not expect a racing game for the Wii platform to receive a high rating.  In fact, on average, racing games for Wii score lower than any other platform.  Xbox One seems to be the best alternative, since it has the highest average ratings."
      ],
      "text/plain": [
       "Solution: Based on the data, we should not expect a racing game for the Wii platform to receive a high rating.  In fact, on average, racing games for Wii score lower than any other platform.  Xbox One seems to be the best alternative, since it has the highest average ratings."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check your answer (Run this code cell to receive credit!)\n",
    "step_3.b.solution()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ff5c2f2",
   "metadata": {
    "papermill": {
     "duration": 0.012842,
     "end_time": "2023-05-26T14:56:00.144196",
     "exception": false,
     "start_time": "2023-05-26T14:56:00.131354",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Step 4: All possible combinations!\n",
    "\n",
    "Eventually, you decide against creating a racing game for Wii, but you're still committed to creating your own video game!  Since your gaming interests are pretty broad (_... you generally love most video games_), you decide to use the IGN data to inform your new choice of genre and platform.\n",
    "\n",
    "#### Part A\n",
    "\n",
    "Use the data to create a heatmap of average score by genre and platform.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c3a46dbe",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-26T14:56:00.172487Z",
     "iopub.status.busy": "2023-05-26T14:56:00.172057Z",
     "iopub.status.idle": "2023-05-26T14:56:01.566572Z",
     "shell.execute_reply": "2023-05-26T14:56:01.565538Z"
    },
    "papermill": {
     "duration": 1.412915,
     "end_time": "2023-05-26T14:56:01.570340",
     "exception": false,
     "start_time": "2023-05-26T14:56:00.157425",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 0.5, \"interactionType\": 1, \"questionType\": 2, \"questionId\": \"4.1_PlotHeat\", \"learnToolsVersion\": \"0.3.4\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:#33cc33\">Correct</span>"
      ],
      "text/plain": [
       "Correct"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap showing average game score by platform and genre\n",
    "# Set the width and height of the figure\n",
    "plt.figure(figsize=(10,10))\n",
    "# Heatmap showing average game score by platform and genre\n",
    "sns.heatmap(ign_data, annot=True)\n",
    "# Add label for horizontal axis\n",
    "plt.xlabel(\"Genre\")\n",
    "# Add label for vertical axis\n",
    "plt.title(\"Average Game Score, by Platform and Genre\")\n",
    "\n",
    "# Check your answer\n",
    "step_4.a.check()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7d118b59",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-26T14:56:01.605370Z",
     "iopub.status.busy": "2023-05-26T14:56:01.604602Z",
     "iopub.status.idle": "2023-05-26T14:56:03.119177Z",
     "shell.execute_reply": "2023-05-26T14:56:03.117816Z"
    },
    "papermill": {
     "duration": 1.536615,
     "end_time": "2023-05-26T14:56:03.123564",
     "exception": false,
     "start_time": "2023-05-26T14:56:01.586949",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 2, \"questionId\": \"4.1_PlotHeat\", \"learnToolsVersion\": \"0.3.4\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color:#33cc99\">Solution:</span> \n",
       "```python\n",
       "# Set the width and height of the figure\n",
       "plt.figure(figsize=(10,10))\n",
       "# Heatmap showing average game score by platform and genre\n",
       "sns.heatmap(ign_data, annot=True)\n",
       "# Add label for horizontal axis\n",
       "plt.xlabel(\"Genre\")\n",
       "# Add label for vertical axis\n",
       "plt.title(\"Average Game Score, by Platform and Genre\")\n",
       "\n",
       "```"
      ],
      "text/plain": [
       "Solution: \n",
       "```python\n",
       "# Set the width and height of the figure\n",
       "plt.figure(figsize=(10,10))\n",
       "# Heatmap showing average game score by platform and genre\n",
       "sns.heatmap(ign_data, annot=True)\n",
       "# Add label for horizontal axis\n",
       "plt.xlabel(\"Genre\")\n",
       "# Add label for vertical axis\n",
       "plt.title(\"Average Game Score, by Platform and Genre\")\n",
       "\n",
       "```"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lines below will give you a hint or solution code\n",
    "#step_4.a.hint()\n",
    "step_4.a.solution_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5acbdbc",
   "metadata": {
    "papermill": {
     "duration": 0.018289,
     "end_time": "2023-05-26T14:56:03.160639",
     "exception": false,
     "start_time": "2023-05-26T14:56:03.142350",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Part B\n",
    "\n",
    "Which combination of genre and platform receives the highest average ratings?  Which combination receives the lowest average rankings?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c990b335",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-26T14:56:03.202473Z",
     "iopub.status.busy": "2023-05-26T14:56:03.201516Z",
     "iopub.status.idle": "2023-05-26T14:56:03.206669Z",
     "shell.execute_reply": "2023-05-26T14:56:03.205590Z"
    },
    "papermill": {
     "duration": 0.028696,
     "end_time": "2023-05-26T14:56:03.209344",
     "exception": false,
     "start_time": "2023-05-26T14:56:03.180648",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#step_4.b.hint()"
   ]
  },
  {
   "cell_type": "code",
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    {
     "data": {
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       "parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 4, \"questionId\": \"4.2_ThinkHeat\", \"learnToolsVersion\": \"0.3.4\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"
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      "text/markdown": [
       "<span style=\"color:#33cc99\">Solution:</span> **Simulation** games for **Playstation 4** receive the highest average ratings (9.2). **Shooting** and **Fighting** games for **Game Boy Color** receive the lowest average rankings (4.5)."
      ],
      "text/plain": [
       "Solution: **Simulation** games for **Playstation 4** receive the highest average ratings (9.2). **Shooting** and **Fighting** games for **Game Boy Color** receive the lowest average rankings (4.5)."
      ]
     },
     "metadata": {},
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   "source": [
    "# Check your answer (Run this code cell to receive credit!)\n",
    "step_4.b.solution()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78ca8803",
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     "status": "completed"
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    "tags": []
   },
   "source": [
    "# Keep going\n",
    "\n",
    "Move on to learn all about **[scatter plots](https://www.kaggle.com/alexisbcook/scatter-plots)**!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bd7d985",
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   "source": [
    "---\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "*Have questions or comments? Visit the [course discussion forum](https://www.kaggle.com/learn/data-visualization/discussion) to chat with other learners.*"
   ]
  }
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