08. Netflix Engagement Report 2023.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":7187788,"sourceType":"datasetVersion","datasetId":4155432}],"dockerImageVersionId":30626,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","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\nimport numpy as np # linear algebra\nimport 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\nimport os\nfor 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","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-12-20T09:09:13.245961Z","iopub.execute_input":"2023-12-20T09:09:13.246490Z","iopub.status.idle":"2023-12-20T09:09:13.756723Z","shell.execute_reply.started":"2023-12-20T09:09:13.246446Z","shell.execute_reply":"2023-12-20T09:09:13.755080Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"/kaggle/input/netflix-engagement-report-2023jan-jun/Netflix_Engagement_Report_2023_Jan-Jun_cleaned.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"movies = pd.read_csv('/kaggle/input/netflix-engagement-report-2023jan-jun/Netflix_Engagement_Report_2023_Jan-Jun_cleaned.csv')\nmovies.head()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:13.759699Z","iopub.execute_input":"2023-12-20T09:09:13.760687Z","iopub.status.idle":"2023-12-20T09:09:13.850486Z","shell.execute_reply.started":"2023-12-20T09:09:13.760628Z","shell.execute_reply":"2023-12-20T09:09:13.849143Z"},"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"                                 Title Available Globally Release Date  \\\n0            The Night Agent: Season 1                Yes    3/23/2023   \n1            Ginny & Georgia: Season 2                Yes     1/5/2023   \n2   The Glory: Season 1 // 더 글로리: 시즌 1                Yes   12/30/2022   \n3                  Wednesday: Season 1                Yes   11/23/2022   \n4  Queen Charlotte: A Bridgerton Story                Yes     5/4/2023   \n\n   Hours Viewed  \n0     812100000  \n1     665100000  \n2     622800000  \n3     507700000  \n4     503000000  ","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>Title</th>\n      <th>Available Globally</th>\n      <th>Release Date</th>\n      <th>Hours Viewed</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>The Night Agent: Season 1</td>\n      <td>Yes</td>\n      <td>3/23/2023</td>\n      <td>812100000</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Ginny &amp; Georgia: Season 2</td>\n      <td>Yes</td>\n      <td>1/5/2023</td>\n      <td>665100000</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>The Glory: Season 1 // 더 글로리: 시즌 1</td>\n      <td>Yes</td>\n      <td>12/30/2022</td>\n      <td>622800000</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Wednesday: Season 1</td>\n      <td>Yes</td>\n      <td>11/23/2022</td>\n      <td>507700000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Queen Charlotte: A Bridgerton Story</td>\n      <td>Yes</td>\n      <td>5/4/2023</td>\n      <td>503000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"movies.columns","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:13.852192Z","iopub.execute_input":"2023-12-20T09:09:13.852536Z","iopub.status.idle":"2023-12-20T09:09:13.859588Z","shell.execute_reply.started":"2023-12-20T09:09:13.852505Z","shell.execute_reply":"2023-12-20T09:09:13.858656Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"Index(['Title', 'Available Globally', 'Release Date', 'Hours Viewed'], dtype='object')"},"metadata":{}}]},{"cell_type":"code","source":"movies.info()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:13.861213Z","iopub.execute_input":"2023-12-20T09:09:13.861832Z","iopub.status.idle":"2023-12-20T09:09:13.900084Z","shell.execute_reply.started":"2023-12-20T09:09:13.861787Z","shell.execute_reply":"2023-12-20T09:09:13.898826Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 18214 entries, 0 to 18213\nData columns (total 4 columns):\n #   Column              Non-Null Count  Dtype \n---  ------              --------------  ----- \n 0   Title               18214 non-null  object\n 1   Available Globally  18214 non-null  object\n 2   Release Date        4855 non-null   object\n 3   Hours Viewed        18214 non-null  int64 \ndtypes: int64(1), object(3)\nmemory usage: 569.3+ KB\n","output_type":"stream"}]},{"cell_type":"code","source":"movies.describe(include='all')","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:13.903691Z","iopub.execute_input":"2023-12-20T09:09:13.904087Z","iopub.status.idle":"2023-12-20T09:09:13.956999Z","shell.execute_reply.started":"2023-12-20T09:09:13.904053Z","shell.execute_reply":"2023-12-20T09:09:13.955872Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"                            Title Available Globally Release Date  \\\ncount                       18214              18214         4855   \nunique                      18214                  2         1665   \ntop     The Night Agent: Season 1                 No    3/20/2020   \nfreq                            1              13700           16   \nmean                          NaN                NaN          NaN   \nstd                           NaN                NaN          NaN   \nmin                           NaN                NaN          NaN   \n25%                           NaN                NaN          NaN   \n50%                           NaN                NaN          NaN   \n75%                           NaN                NaN          NaN   \nmax                           NaN                NaN          NaN   \n\n        Hours Viewed  \ncount   1.821400e+04  \nunique           NaN  \ntop              NaN  \nfreq             NaN  \nmean    5.130954e+06  \nstd     1.871767e+07  \nmin     1.000000e+05  \n25%     2.000000e+05  \n50%     7.000000e+05  \n75%     3.400000e+06  \nmax     8.121000e+08  ","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>Title</th>\n      <th>Available Globally</th>\n      <th>Release Date</th>\n      <th>Hours Viewed</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>18214</td>\n      <td>18214</td>\n      <td>4855</td>\n      <td>1.821400e+04</td>\n    </tr>\n    <tr>\n      <th>unique</th>\n      <td>18214</td>\n      <td>2</td>\n      <td>1665</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>top</th>\n      <td>The Night Agent: Season 1</td>\n      <td>No</td>\n      <td>3/20/2020</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>freq</th>\n      <td>1</td>\n      <td>13700</td>\n      <td>16</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>5.130954e+06</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>1.871767e+07</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>1.000000e+05</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>2.000000e+05</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>7.000000e+05</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>3.400000e+06</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>8.121000e+08</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"movies.isna().sum()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:13.958417Z","iopub.execute_input":"2023-12-20T09:09:13.959328Z","iopub.status.idle":"2023-12-20T09:09:13.973600Z","shell.execute_reply.started":"2023-12-20T09:09:13.959292Z","shell.execute_reply":"2023-12-20T09:09:13.972089Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Title                     0\nAvailable Globally        0\nRelease Date          13359\nHours Viewed              0\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"movies.duplicated().sum()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:13.975376Z","iopub.execute_input":"2023-12-20T09:09:13.975809Z","iopub.status.idle":"2023-12-20T09:09:14.001367Z","shell.execute_reply.started":"2023-12-20T09:09:13.975773Z","shell.execute_reply":"2023-12-20T09:09:14.000115Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"0"},"metadata":{}}]},{"cell_type":"code","source":"movies.shape","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:14.002805Z","iopub.execute_input":"2023-12-20T09:09:14.003497Z","iopub.status.idle":"2023-12-20T09:09:14.010455Z","shell.execute_reply.started":"2023-12-20T09:09:14.003462Z","shell.execute_reply":"2023-12-20T09:09:14.008824Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"(18214, 4)"},"metadata":{}}]},{"cell_type":"code","source":"movies.nunique()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:14.012522Z","iopub.execute_input":"2023-12-20T09:09:14.013078Z","iopub.status.idle":"2023-12-20T09:09:14.041423Z","shell.execute_reply.started":"2023-12-20T09:09:14.013027Z","shell.execute_reply":"2023-12-20T09:09:14.040097Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"Title                 18214\nAvailable Globally        2\nRelease Date           1665\nHours Viewed            712\ndtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"movies['Release Date'] = pd.to_datetime(movies['Release Date'], errors='coerce')","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:14.043198Z","iopub.execute_input":"2023-12-20T09:09:14.043674Z","iopub.status.idle":"2023-12-20T09:09:14.071886Z","shell.execute_reply.started":"2023-12-20T09:09:14.043625Z","shell.execute_reply":"2023-12-20T09:09:14.070269Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"movies['Release Year'] = movies['Release Date'].dt.year","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:14.074047Z","iopub.execute_input":"2023-12-20T09:09:14.074586Z","iopub.status.idle":"2023-12-20T09:09:14.084857Z","shell.execute_reply.started":"2023-12-20T09:09:14.074526Z","shell.execute_reply":"2023-12-20T09:09:14.083523Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"movies.head()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:14.086649Z","iopub.execute_input":"2023-12-20T09:09:14.087086Z","iopub.status.idle":"2023-12-20T09:09:14.103224Z","shell.execute_reply.started":"2023-12-20T09:09:14.087050Z","shell.execute_reply":"2023-12-20T09:09:14.101913Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"                                 Title Available Globally Release Date  \\\n0            The Night Agent: Season 1                Yes   2023-03-23   \n1            Ginny & Georgia: Season 2                Yes   2023-01-05   \n2   The Glory: Season 1 // 더 글로리: 시즌 1                Yes   2022-12-30   \n3                  Wednesday: Season 1                Yes   2022-11-23   \n4  Queen Charlotte: A Bridgerton Story                Yes   2023-05-04   \n\n   Hours Viewed  Release Year  \n0     812100000        2023.0  \n1     665100000        2023.0  \n2     622800000        2022.0  \n3     507700000        2022.0  \n4     503000000        2023.0  ","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>Title</th>\n      <th>Available Globally</th>\n      <th>Release Date</th>\n      <th>Hours Viewed</th>\n      <th>Release Year</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>The Night Agent: Season 1</td>\n      <td>Yes</td>\n      <td>2023-03-23</td>\n      <td>812100000</td>\n      <td>2023.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Ginny &amp; Georgia: Season 2</td>\n      <td>Yes</td>\n      <td>2023-01-05</td>\n      <td>665100000</td>\n      <td>2023.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>The Glory: Season 1 // 더 글로리: 시즌 1</td>\n      <td>Yes</td>\n      <td>2022-12-30</td>\n      <td>622800000</td>\n      <td>2022.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Wednesday: Season 1</td>\n      <td>Yes</td>\n      <td>2022-11-23</td>\n      <td>507700000</td>\n      <td>2022.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Queen Charlotte: A Bridgerton Story</td>\n      <td>Yes</td>\n      <td>2023-05-04</td>\n      <td>503000000</td>\n      <td>2023.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:14.104423Z","iopub.execute_input":"2023-12-20T09:09:14.104738Z","iopub.status.idle":"2023-12-20T09:09:15.929638Z","shell.execute_reply.started":"2023-12-20T09:09:14.104710Z","shell.execute_reply":"2023-12-20T09:09:15.928226Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"sns.countplot(x='Available Globally', data=movies)\nplt.title('Count of Movies Available Globally')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:15.933970Z","iopub.execute_input":"2023-12-20T09:09:15.935155Z","iopub.status.idle":"2023-12-20T09:09:16.283367Z","shell.execute_reply.started":"2023-12-20T09:09:15.935110Z","shell.execute_reply":"2023-12-20T09:09:16.282176Z"},"trusted":true},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize=(10, 6))\nsns.histplot(movies['Hours Viewed'], bins=20, kde=True, color='skyblue', edgecolor='black')\nplt.xlabel('Hours Viewed')\nplt.ylabel('Frequency')\nplt.title('Distribution of Hours Viewed')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:16.285058Z","iopub.execute_input":"2023-12-20T09:09:16.286632Z","iopub.status.idle":"2023-12-20T09:09:16.936740Z","shell.execute_reply.started":"2023-12-20T09:09:16.286575Z","shell.execute_reply":"2023-12-20T09:09:16.935572Z"},"trusted":true},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize=(12, 6))\nsns.histplot(movies['Release Date'], bins=20, kde=True, color='salmon')\nplt.xlabel('Release Date')\nplt.ylabel('Frequency')\nplt.title('Distribution of Release Dates')\nplt.xticks(rotation=45)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:16.938625Z","iopub.execute_input":"2023-12-20T09:09:16.939381Z","iopub.status.idle":"2023-12-20T09:09:17.632569Z","shell.execute_reply.started":"2023-12-20T09:09:16.939336Z","shell.execute_reply":"2023-12-20T09:09:17.631081Z"},"trusted":true},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 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"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize=(12, 6))\nsns.scatterplot(x='Release Date', y='Hours Viewed', data=movies, color='coral')\nplt.xlabel('Release Date')\nplt.ylabel('Hours Viewed')\nplt.title('Relationship between Hours Viewed and Release Date')\nplt.xticks(rotation=45)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:17.634673Z","iopub.execute_input":"2023-12-20T09:09:17.635520Z","iopub.status.idle":"2023-12-20T09:09:18.203894Z","shell.execute_reply.started":"2023-12-20T09:09:17.635470Z","shell.execute_reply":"2023-12-20T09:09:18.202011Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"top_10_most_viewed = movies.sort_values(by='Hours Viewed', ascending=False)","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:18.206141Z","iopub.execute_input":"2023-12-20T09:09:18.206835Z","iopub.status.idle":"2023-12-20T09:09:18.216442Z","shell.execute_reply.started":"2023-12-20T09:09:18.206798Z","shell.execute_reply":"2023-12-20T09:09:18.214911Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"# plt.figure(figsize=(12, 6))\n# sns.barplot(x='Hours Viewed', y='Title', data=top_10_most_viewed, palette='viridis')\n# plt.xlabel('Hours Viewed')\n# plt.ylabel('Title')\n# plt.title('Top 10 Most Viewed Titles')\n# plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:18.218097Z","iopub.execute_input":"2023-12-20T09:09:18.219124Z","iopub.status.idle":"2023-12-20T09:09:18.225509Z","shell.execute_reply.started":"2023-12-20T09:09:18.219073Z","shell.execute_reply":"2023-12-20T09:09:18.224082Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(12, 6))\nsns.boxplot(x='Release Year', y='Hours Viewed', data=movies, palette='Set3')\nplt.xlabel('Release Year')\nplt.ylabel('Hours Viewed')\nplt.title('Distribution of Viewership Across Release Years')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:18.227347Z","iopub.execute_input":"2023-12-20T09:09:18.228329Z","iopub.status.idle":"2023-12-20T09:09:18.866226Z","shell.execute_reply.started":"2023-12-20T09:09:18.228280Z","shell.execute_reply":"2023-12-20T09:09:18.864619Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# plt.figure(figsize=(8, 8))\n# plt.pie(top_10_most_viewed['Hours Viewed'], labels=top_10_most_viewed['Title'], autopct='%1.1f%%', startangle=140)\n# plt.title('Proportion of Viewership for Top 10 Most Viewed Titles')\n# plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-12-20T09:09:18.870326Z","iopub.execute_input":"2023-12-20T09:09:18.871059Z","iopub.status.idle":"2023-12-20T09:09:18.875395Z","shell.execute_reply.started":"2023-12-20T09:09:18.871014Z","shell.execute_reply":"2023-12-20T09:09:18.874462Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}