best-ps4-games-eda-based-on-plotly-express.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/yaaangzhou/best-ps4-games-eda-based-on-plotly-express?scriptVersionId=133891357\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"cab51797","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-06-17T09:44:38.261628Z","iopub.status.busy":"2023-06-17T09:44:38.26125Z","iopub.status.idle":"2023-06-17T09:44:38.286145Z","shell.execute_reply":"2023-06-17T09:44:38.28504Z"},"papermill":{"duration":0.03262,"end_time":"2023-06-17T09:44:38.288144","exception":false,"start_time":"2023-06-17T09:44:38.255524","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["/kaggle/input/world-populationyearly-changedensity-by-year/world_pop.csv\n","/kaggle/input/list-of-best-selling-ps4-games/List of best-selling PlayStation 4 video games.csv\n"]}],"source":["# This Python 3 environment comes with many helpful analytics libraries installed\n","# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n","# For example, here's several helpful packages to load\n","\n","import numpy as np # linear algebra\n","import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","\n","# Input data files are available in the read-only \"../input/\" directory\n","# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n","\n","import os\n","for dirname, _, filenames in os.walk('/kaggle/input'):\n","    for filename in filenames:\n","        print(os.path.join(dirname, filename))\n","\n","# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n","# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"]},{"cell_type":"markdown","id":"98bc0321","metadata":{"papermill":{"duration":0.003984,"end_time":"2023-06-17T09:44:38.29684","exception":false,"start_time":"2023-06-17T09:44:38.292856","status":"completed"},"tags":[]},"source":["# Imports and prepare data"]},{"cell_type":"code","execution_count":2,"id":"a1d275b4","metadata":{"execution":{"iopub.execute_input":"2023-06-17T09:44:38.307254Z","iopub.status.busy":"2023-06-17T09:44:38.30623Z","iopub.status.idle":"2023-06-17T09:44:39.096487Z","shell.execute_reply":"2023-06-17T09:44:39.094922Z"},"papermill":{"duration":0.798508,"end_time":"2023-06-17T09:44:39.099217","exception":false,"start_time":"2023-06-17T09:44:38.300709","status":"completed"},"tags":[]},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import plotly.express as px"]},{"cell_type":"code","execution_count":3,"id":"e65f4be8","metadata":{"execution":{"iopub.execute_input":"2023-06-17T09:44:39.109405Z","iopub.status.busy":"2023-06-17T09:44:39.109063Z","iopub.status.idle":"2023-06-17T09:44:39.175665Z","shell.execute_reply":"2023-06-17T09:44:39.174205Z"},"papermill":{"duration":0.074261,"end_time":"2023-06-17T09:44:39.17821","exception":false,"start_time":"2023-06-17T09:44:39.103949","status":"completed"},"tags":[]},"outputs":[],"source":["df = pd.read_csv('/kaggle/input/list-of-best-selling-ps4-games/List of best-selling PlayStation 4 video games.csv')\n","df['Copies sold'] = df['Copies sold'].str.replace(' million', '').astype(float) / 1e6\n","df['Release date[a]'] = df['Release date[a]'].astype('datetime64')\n","df['Year'] = df['Release date[a]'].dt.year\n","df['Month'] = df['Release date[a]'].dt.month\n","\n","pop = pd.read_csv('/kaggle/input/world-populationyearly-changedensity-by-year/world_pop.csv')\n","df = pd.merge(df,pop[['Year','World Population']],on='Year')\n"]},{"cell_type":"code","execution_count":4,"id":"6d2bd790","metadata":{"execution":{"iopub.execute_input":"2023-06-17T09:44:39.187385Z","iopub.status.busy":"2023-06-17T09:44:39.187072Z","iopub.status.idle":"2023-06-17T09:44:39.212762Z","shell.execute_reply":"2023-06-17T09:44:39.211672Z"},"papermill":{"duration":0.0326,"end_time":"2023-06-17T09:44:39.21481","exception":false,"start_time":"2023-06-17T09:44:39.18221","status":"completed"},"tags":[]},"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>Game</th>\n","      <th>Copies sold</th>\n","      <th>Release date[a]</th>\n","      <th>Genre(s)</th>\n","      <th>Developer(s)</th>\n","      <th>Publisher(s)</th>\n","      <th>Year</th>\n","      <th>Month</th>\n","      <th>World Population</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Marvel's Spider-Man</td>\n","      <td>0.000020</td>\n","      <td>2018-09-07</td>\n","      <td>Action-adventure</td>\n","      <td>Insomniac Games</td>\n","      <td>Sony Interactive Entertainment</td>\n","      <td>2018</td>\n","      <td>9</td>\n","      <td>7,631,091,040</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>God of War</td>\n","      <td>0.000019</td>\n","      <td>2018-04-20</td>\n","      <td>Action-adventure hack and slash</td>\n","      <td>Santa Monica Studio</td>\n","      <td>Sony Interactive Entertainment</td>\n","      <td>2018</td>\n","      <td>4</td>\n","      <td>7,631,091,040</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Detroit: Become Human</td>\n","      <td>0.000005</td>\n","      <td>2018-05-25</td>\n","      <td>Adventure</td>\n","      <td>Quantic Dream</td>\n","      <td>Sony Interactive Entertainment</td>\n","      <td>2018</td>\n","      <td>5</td>\n","      <td>7,631,091,040</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Monster Hunter: World</td>\n","      <td>0.000005</td>\n","      <td>2018-01-26</td>\n","      <td>Action role-playing</td>\n","      <td>Capcom</td>\n","      <td>Capcom</td>\n","      <td>2018</td>\n","      <td>1</td>\n","      <td>7,631,091,040</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Uncharted 4: A Thief's End</td>\n","      <td>0.000016</td>\n","      <td>2016-05-10</td>\n","      <td>Action-adventure</td>\n","      <td>Naughty Dog</td>\n","      <td>Sony Interactive Entertainment</td>\n","      <td>2016</td>\n","      <td>5</td>\n","      <td>7,464,022,049</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                         Game  Copies sold Release date[a]  \\\n","0         Marvel's Spider-Man     0.000020      2018-09-07   \n","1                  God of War     0.000019      2018-04-20   \n","2       Detroit: Become Human     0.000005      2018-05-25   \n","3       Monster Hunter: World     0.000005      2018-01-26   \n","4  Uncharted 4: A Thief's End     0.000016      2016-05-10   \n","\n","                          Genre(s)         Developer(s)  \\\n","0                 Action-adventure      Insomniac Games   \n","1  Action-adventure hack and slash  Santa Monica Studio   \n","2                        Adventure        Quantic Dream   \n","3              Action role-playing               Capcom   \n","4                 Action-adventure          Naughty Dog   \n","\n","                     Publisher(s)  Year  Month World Population  \n","0  Sony Interactive Entertainment  2018      9    7,631,091,040  \n","1  Sony Interactive Entertainment  2018      4    7,631,091,040  \n","2  Sony Interactive Entertainment  2018      5    7,631,091,040  \n","3                          Capcom  2018      1    7,631,091,040  \n","4  Sony Interactive Entertainment  2016      5    7,464,022,049  "]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"markdown","id":"f3aa0711","metadata":{"papermill":{"duration":0.003716,"end_time":"2023-06-17T09:44:39.222717","exception":false,"start_time":"2023-06-17T09:44:39.219001","status":"completed"},"tags":[]},"source":["# Most Selling Games"]},{"cell_type":"code","execution_count":5,"id":"1cae4ec3","metadata":{"execution":{"iopub.execute_input":"2023-06-17T09:44:39.233971Z","iopub.status.busy":"2023-06-17T09:44:39.233577Z","iopub.status.idle":"2023-06-17T09:44:41.002409Z","shell.execute_reply":"2023-06-17T09:44:41.000663Z"},"papermill":{"duration":1.777003,"end_time":"2023-06-17T09:44:41.005502","exception":false,"start_time":"2023-06-17T09:44:39.228499","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["        <script type=\"text/javascript\">\n","        window.PlotlyConfig = {MathJaxConfig: 'local'};\n","        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n","        if (typeof require !== 'undefined') {\n","        require.undef(\"plotly\");\n","        requirejs.config({\n","            paths: {\n","                'plotly': ['https://cdn.plot.ly/plotly-2.20.0.min']\n","            }\n","        });\n","        require(['plotly'], function(Plotly) {\n","            window._Plotly = Plotly;\n","        });\n","        }\n","        </script>\n","        "]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["<div>                            <div id=\"f6d8003a-236c-40af-971d-308367b425e0\" class=\"plotly-graph-div\" style=\"height:700px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"f6d8003a-236c-40af-971d-308367b425e0\")) {                    Plotly.newPlot(                        \"f6d8003a-236c-40af-971d-308367b425e0\",                        [{\"alignmentgroup\":\"True\",\"hovertemplate\":\"Developer(s)=Square Enix<br>Game=%{x}<br>Copies sold=%{y}<extra></extra>\",\"legendgroup\":\"Square Enix\",\"marker\":{\"color\":\"rgb(102, 197, 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