diff --git "a/src/notebooks/get_videos_for_youtube_channels.ipynb" "b/src/notebooks/get_videos_for_youtube_channels.ipynb" new file mode 100644--- /dev/null +++ "b/src/notebooks/get_videos_for_youtube_channels.ipynb" @@ -0,0 +1,191 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "# prompt: please load the csv file /content/aerztekammer-youtube-channels.csv as a pandas dataframe and the csv file /content/kassenaerztliche-vereinigung-youtube-channels.csv as a pandas dataframe\n", + "\n", + "import pandas as pd\n", + "\n", + "# Load the first CSV file\n", + "aerztekammer_df = pd.read_csv('/content/aerztekammer-youtube-channels.csv')\n", + "\n", + "# Load the second CSV file\n", + "kassenaerztliche_df = pd.read_csv('/content/kassenaerztliche-vereinigung-youtube-channels.csv')\n" + ], + "metadata": { + "id": "715PrBkp-8PU" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# prompt: please combine kassenaerztliche_df and aerztekammer_df in one pandas dataframe\n", + "\n", + "combined_df = pd.concat([aerztekammer_df, kassenaerztliche_df], ignore_index=True)\n" + ], + "metadata": { + "id": "DevO3Tki_NYS" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# prompt: write a python function to get all videos from a for the input of a youtube channel id and return the list of video ids. only prepare the function. install any packages and import libraries. dont require an api key. use scrapetube\n", + "\n", + "!pip install scrapetube\n", + "\n", + "from scrapetube import get_channel\n", + "import pandas as pd\n", + "\n", + "def get_video_ids(channel_id):\n", + " video_ids = []\n", + " try:\n", + " for video in get_channel(channel_id):\n", + " video_ids.append(video['videoId'])\n", + " except Exception as e:\n", + " print(f\"An error occurred: {e}\")\n", + " return video_ids" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BW_C2y1j4864", + "outputId": "53a882dc-da56-4e8a-a009-654f288f595c" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: scrapetube in /usr/local/lib/python3.10/dist-packages (2.5.1)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from scrapetube) (2.32.3)\n", + "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from scrapetube) (4.12.2)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->scrapetube) (3.4.0)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->scrapetube) (3.10)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->scrapetube) (2.2.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->scrapetube) (2024.8.30)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# prompt: for each channel id in the combined df (combined_df.id) dataframe retrieve the list of video ids using the get_video_ids function.and save them to a column \"video_id\"\n", + "\n", + "combined_df['video_id'] = combined_df['id'].apply(get_video_ids)" + ], + "metadata": { + "id": "64ScrQY7_fAq" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# prompt: please explode the video_id column so that each row has only one video_id. please show only the explode command.\n", + "\n", + "combined_df = combined_df.explode('video_id')\n" + ], + "metadata": { + "id": "h_I8iYoGBFUQ" + }, + "execution_count": 15, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# prompt: please extract the user name which is everything after @sign from the url from the user column and add as user_name column. only show the required command\n", + "\n", + "combined_df['user_name'] = combined_df['user'].str.split('@').str[1]" + ], + "metadata": { + "id": "SRSEJo9-BSTP" + }, + "execution_count": 17, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# prompt: please visualize the value counts. x axis user_name and y axis number of videos\n", + "\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Assuming the provided code has been executed and combined_df is available\n", + "\n", + "# Calculate video counts per user\n", + "video_counts = combined_df['user_name'].value_counts()\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(12, 6)) # Adjust figure size as needed\n", + "sns.barplot(x=video_counts.index, y=video_counts.values)\n", + "plt.xlabel(\"User Name\")\n", + "plt.ylabel(\"Number of Videos\")\n", + "plt.title(\"Number of Videos per User\")\n", + "plt.xticks(rotation=45, ha=\"right\") # Rotate x-axis labels for readability\n", + "plt.tight_layout() # Adjust layout to prevent labels from overlapping\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "QDwoWXtlBsXX", + "outputId": "f20a5acf-6fea-40db-c5b3-6aa9778999e6" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# prompt: save the comvbined df to a compressed csv\n", + "\n", + "combined_df.to_csv('combined_df.csv.gz', compression='gzip', index=False)" + ], + "metadata": { + "id": "3TXnnAqdCkf2" + }, + "execution_count": 19, + "outputs": [] + } + ] +} \ No newline at end of file