Exercise 3-bar-charts-and-heatmaps.ipynb

{"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.7.9","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"**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","metadata":{}},{"cell_type":"markdown","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\nYou'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://i.imgur.com/Oh06Fu1.png)\n\nYou'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\nRun the next cell to import and configure the Python libraries that you need to complete the exercise.","metadata":{}},{"cell_type":"code","source":"import pandas as pd\npd.plotting.register_matplotlib_converters()\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\nprint(\"Setup Complete\")","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:01:36.990260Z","iopub.execute_input":"2021-06-18T08:01:36.990798Z","iopub.status.idle":"2021-06-18T08:01:37.918226Z","shell.execute_reply.started":"2021-06-18T08:01:36.990713Z","shell.execute_reply":"2021-06-18T08:01:37.917451Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"Setup Complete\n","output_type":"stream"}]},{"cell_type":"markdown","source":"The questions below will give you feedback on your work. Run the following cell to set up our feedback system.","metadata":{}},{"cell_type":"code","source":"# Set up code checking\nimport os\nif not os.path.exists(\"../input/ign_scores.csv\"):\n    os.symlink(\"../input/data-for-datavis/ign_scores.csv\", \"../input/ign_scores.csv\") \nfrom learntools.core import binder\nbinder.bind(globals())\nfrom learntools.data_viz_to_coder.ex3 import *\nprint(\"Setup Complete\")","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:01:43.621116Z","iopub.execute_input":"2021-06-18T08:01:43.621612Z","iopub.status.idle":"2021-06-18T08:01:43.694449Z","shell.execute_reply.started":"2021-06-18T08:01:43.621578Z","shell.execute_reply":"2021-06-18T08:01:43.693446Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"Setup Complete\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Step 1: Load the data\n\nRead the IGN data file into `ign_data`.  Use the `\"Platform\"` column to label the rows.","metadata":{}},{"cell_type":"code","source":"# Path of the file to read\nign_filepath = \"../input/ign_scores.csv\"\n\n# Fill in the line below to read the file into a variable ign_data\nign_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\nstep_1.check()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:06:47.702625Z","iopub.execute_input":"2021-06-18T08:06:47.702986Z","iopub.status.idle":"2021-06-18T08:06:47.719810Z","shell.execute_reply.started":"2021-06-18T08:06:47.702956Z","shell.execute_reply":"2021-06-18T08:06:47.718599Z"},"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 0.5, \"interactionType\": 1, \"questionType\": 1, \"questionId\": \"1_LoadIGNData\", \"learnToolsVersion\": \"0.3.4\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Correct","text/markdown":"<span style=\"color:#33cc33\">Correct</span>"},"metadata":{}}]},{"cell_type":"code","source":"# Lines below will give you a hint or solution code\n#step_1.hint()\n#step_1.solution()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:06:57.116332Z","iopub.execute_input":"2021-06-18T08:06:57.116658Z","iopub.status.idle":"2021-06-18T08:06:57.119636Z","shell.execute_reply.started":"2021-06-18T08:06:57.116630Z","shell.execute_reply":"2021-06-18T08:06:57.118891Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":"## Step 2: Review the data\n\nUse a Python command to print the entire dataset.","metadata":{}},{"cell_type":"code","source":"# Print the data\nign_data# Your code here","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:07:31.268694Z","iopub.execute_input":"2021-06-18T08:07:31.269157Z","iopub.status.idle":"2021-06-18T08:07:31.299286Z","shell.execute_reply.started":"2021-06-18T08:07:31.269128Z","shell.execute_reply":"2021-06-18T08:07:31.298340Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"                        Action  Action, Adventure  Adventure  Fighting  \\\nPlatform                                                                 \nDreamcast             6.882857           7.511111   6.281818  8.200000   \nGame Boy Advance      6.373077           7.507692   6.057143  6.226316   \nGame Boy Color        6.272727           8.166667   5.307692  4.500000   \nGameCube              6.532584           7.608333   6.753846  7.422222   \nNintendo 3DS          6.670833           7.481818   7.414286  6.614286   \nNintendo 64           6.649057           8.250000   7.000000  5.681250   \nNintendo DS           5.903608           7.240000   6.259804  6.320000   \nNintendo DSi          6.827027           8.500000   6.090909  7.500000   \nPC                    6.805791           7.334746   7.136798  7.166667   \nPlayStation           6.016406           7.933333   6.313725  6.553731   \nPlayStation 2         6.467361           7.250000   6.315152  7.306349   \nPlayStation 3         6.853819           7.306154   6.820988  7.710938   \nPlayStation 4         7.550000           7.835294   7.388571  7.280000   \nPlayStation Portable  6.467797           7.000000   6.938095  6.822222   \nPlayStation Vita      7.173077           6.133333   8.057143  7.527273   \nWii                   6.262718           7.294643   6.234043  6.733333   \nWireless              7.041699           7.312500   6.972414  6.740000   \nXbox                  6.819512           7.479032   6.821429  7.029630   \nXbox 360              6.719048           7.137838   6.857353  7.552239   \nXbox One              7.702857           7.566667   7.254545  7.171429   \niPhone                6.865445           7.764286   7.745833  6.087500   \n\n                      Platformer    Puzzle       RPG    Racing   Shooter  \\\nPlatform                                                                   \nDreamcast               8.340000  8.088889  7.700000  7.042500  7.616667   \nGame Boy Advance        6.970588  6.532143  7.542857  6.657143  6.444444   \nGame Boy Color          6.352941  6.583333  7.285714  5.897436  4.500000   \nGameCube                6.665714  6.133333  7.890909  6.852632  6.981818   \nNintendo 3DS            7.503448  8.000000  7.719231  6.900000  7.033333   \nNintendo 64             6.889655  7.461538  6.050000  6.939623  8.042857   \nNintendo DS             6.840000  6.604615  7.222619  6.038636  6.965217   \nNintendo DSi            7.250000  6.810526  7.166667  6.563636  6.500000   \nPC                      7.410938  6.924706  7.759930  7.032418  7.084878   \nPlayStation             6.579070  6.757895  7.910000  6.773387  6.424000   \nPlayStation 2           7.068421  6.354545  7.473077  6.585065  6.641667   \nPlayStation 3           7.735714  7.350000  7.436111  6.978571  7.219553   \nPlayStation 4           8.390909  7.400000  7.944000  7.590000  7.804444   \nPlayStation Portable    7.194737  6.726667  6.817778  6.401961  7.071053   \nPlayStation Vita        8.568750  8.250000  7.337500  6.300000  7.660000   \nWii                     7.054255  6.426984  7.410345  5.011667  6.479798   \nWireless                7.509091  7.360550  8.260000  6.898305  6.906780   \nXbox                    7.303448  5.125000  8.277778  7.021591  7.485417   \nXbox 360                7.559574  7.141026  7.650000  6.996154  7.338153   \nXbox One                6.733333  8.100000  8.291667  8.163636  8.020000   \niPhone                  7.471930  7.810784  7.185185  7.315789  6.995588   \n\n                      Simulation    Sports  Strategy  \nPlatform                                              \nDreamcast               7.628571  7.272222  6.433333  \nGame Boy Advance        6.928571  6.694444  7.175000  \nGame Boy Color          5.900000  5.790698  7.400000  \nGameCube                8.028571  7.481319  7.116667  \nNintendo 3DS            7.700000  6.388889  7.900000  \nNintendo 64             5.675000  6.967857  6.900000  \nNintendo DS             5.874359  5.936667  6.644737  \nNintendo DSi            5.195652  5.644444  6.566667  \nPC                      7.104889  6.902424  7.310207  \nPlayStation             6.918182  6.751220  6.496875  \nPlayStation 2           7.152632  7.197826  7.238889  \nPlayStation 3           7.142857  7.485816  7.355172  \nPlayStation 4           9.250000  7.430000  6.566667  \nPlayStation Portable    6.761538  6.956790  6.550000  \nPlayStation Vita        5.725000  7.130000  8.900000  \nWii                     6.327027  5.966901  6.975000  \nWireless                7.802857  7.417699  7.542857  \nXbox                    7.155556  7.884397  7.313333  \nXbox 360                7.325000  7.317857  7.112245  \nXbox One                7.733333  7.331818  8.500000  \niPhone                  7.328571  7.152174  7.534921  ","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>Action</th>\n      <th>Action, Adventure</th>\n      <th>Adventure</th>\n      <th>Fighting</th>\n      <th>Platformer</th>\n      <th>Puzzle</th>\n      <th>RPG</th>\n      <th>Racing</th>\n      <th>Shooter</th>\n      <th>Simulation</th>\n      <th>Sports</th>\n      <th>Strategy</th>\n    </tr>\n    <tr>\n      <th>Platform</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Dreamcast</th>\n      <td>6.882857</td>\n      <td>7.511111</td>\n      <td>6.281818</td>\n      <td>8.200000</td>\n      <td>8.340000</td>\n      <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    </tr>\n    <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    </tr>\n    <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    </tr>\n    <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    </tr>\n    <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    </tr>\n    <tr>\n      <th>Nintendo DSi</th>\n      <td>6.827027</td>\n      <td>8.500000</td>\n      <td>6.090909</td>\n      <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    </tr>\n    <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    </tr>\n    <tr>\n      <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    </tr>\n    <tr>\n      <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    </tr>\n    <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    </tr>\n    <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>"},"metadata":{}}]},{"cell_type":"markdown","source":"The dataset that you've just printed shows the average score, by platform and genre.  Use the data to answer the questions below.","metadata":{}},{"cell_type":"code","source":"# Fill in the line below: What is the highest average score received by PC games,\n# for any genre?\nhigh_score = 7.759930 \n\n# Fill in the line below: 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.)\nworst_genre = 'Simulation'\n\n# Check your answers\nstep_2.check()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:10:02.085229Z","iopub.execute_input":"2021-06-18T08:10:02.085623Z","iopub.status.idle":"2021-06-18T08:10:02.092229Z","shell.execute_reply.started":"2021-06-18T08:10:02.085591Z","shell.execute_reply":"2021-06-18T08:10:02.091515Z"},"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 0.5, \"interactionType\": 1, \"questionType\": 1, \"questionId\": \"2_ReviewData\", \"learnToolsVersion\": \"0.3.4\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Correct","text/markdown":"<span style=\"color:#33cc33\">Correct</span>"},"metadata":{}}]},{"cell_type":"code","source":"# Lines below will give you a hint or solution code\n#step_2.hint()\n#step_2.solution()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Step 3: Which platform is best?\n\nSince 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\nCreate a bar chart that shows the average score for **racing** games, for each platform.  Your chart should have one bar for each platform. ","metadata":{}},{"cell_type":"code","source":"# Bar chart showing average score for racing games by platform\nsns.barplot(x=ign_data['Racing'], y=ign_data.index) # Your code here\n\n# Check your answer\nstep_3.a.check()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:10:32.822196Z","iopub.execute_input":"2021-06-18T08:10:32.822559Z","iopub.status.idle":"2021-06-18T08:10:33.144434Z","shell.execute_reply.started":"2021-06-18T08:10:32.822525Z","shell.execute_reply":"2021-06-18T08:10:33.143364Z"},"trusted":true},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 0.5, \"interactionType\": 1, \"questionType\": 2, \"questionId\": \"3.1_PlotRacing\", \"learnToolsVersion\": \"0.3.4\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Correct","text/markdown":"<span style=\"color:#33cc33\">Correct</span>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"# Lines below will give you a hint or solution code\n#step_3.a.hint()\n#step_3.a.solution_plot()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Part B\n\nBased 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?","metadata":{}},{"cell_type":"code","source":"#step_3.b.hint()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Check your answer (Run this code cell to receive credit!)\nstep_3.b.solution()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:10:57.288861Z","iopub.execute_input":"2021-06-18T08:10:57.289202Z","iopub.status.idle":"2021-06-18T08:10:57.296099Z","shell.execute_reply.started":"2021-06-18T08:10:57.289171Z","shell.execute_reply":"2021-06-18T08:10:57.295052Z"},"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","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}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"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.","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."},"metadata":{}}]},{"cell_type":"markdown","source":"## Step 4: All possible combinations!\n\nEventually, 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\nUse the data to create a heatmap of average score by genre and platform.  ","metadata":{}},{"cell_type":"code","source":"# Heatmap showing average game score by platform and genre\nsns.heatmap(ign_data, annot=True) # Your code here\n\n# Check your answer\nstep_4.a.check()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:11:25.209345Z","iopub.execute_input":"2021-06-18T08:11:25.209681Z","iopub.status.idle":"2021-06-18T08:11:26.260751Z","shell.execute_reply.started":"2021-06-18T08:11:25.209650Z","shell.execute_reply":"2021-06-18T08:11:26.259568Z"},"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","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\": \"\"}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Correct","text/markdown":"<span style=\"color:#33cc33\">Correct</span>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"# Lines below will give you a hint or solution code\n#step_4.a.hint()\n#step_4.a.solution_plot()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:11:35.325413Z","iopub.execute_input":"2021-06-18T08:11:35.325789Z","iopub.status.idle":"2021-06-18T08:11:35.329009Z","shell.execute_reply.started":"2021-06-18T08:11:35.325756Z","shell.execute_reply":"2021-06-18T08:11:35.327960Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"markdown","source":"#### Part B\n\nWhich combination of genre and platform receives the highest average ratings?  Which combination receives the lowest average rankings?","metadata":{}},{"cell_type":"code","source":"#step_4.b.hint()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:11:42.605877Z","iopub.execute_input":"2021-06-18T08:11:42.606206Z","iopub.status.idle":"2021-06-18T08:11:42.609800Z","shell.execute_reply.started":"2021-06-18T08:11:42.606178Z","shell.execute_reply":"2021-06-18T08:11:42.608883Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"# Check your answer (Run this code cell to receive credit!)\nstep_4.b.solution()","metadata":{"execution":{"iopub.status.busy":"2021-06-18T08:11:46.111215Z","iopub.execute_input":"2021-06-18T08:11:46.111702Z","iopub.status.idle":"2021-06-18T08:11:46.118098Z","shell.execute_reply.started":"2021-06-18T08:11:46.111670Z","shell.execute_reply":"2021-06-18T08:11:46.117081Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"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}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"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).","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)."},"metadata":{}}]},{"cell_type":"markdown","source":"# Keep going\n\nMove on to learn all about **[scatter plots](https://www.kaggle.com/alexisbcook/scatter-plots)**!","metadata":{}},{"cell_type":"markdown","source":"---\n\n\n\n\n*Have questions or comments? Visit the [Learn Discussion forum](https://www.kaggle.com/learn-forum/161291) to chat with other Learners.*","metadata":{}}]}