Youtube-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8f0946e5-f859-4398-a107-8694ca831ed3",
   "metadata": {},
   "source": [
    "## Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e2122525-d938-45b3-b35b-0f7444221a2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from googleapiclient.discovery import build\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c9c91b7-9d37-4d3b-9a45-24aeebe61a30",
   "metadata": {},
   "source": [
    "## Load API Key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a779c524-d26c-4e6b-8b9d-63452e8792ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load environment variables from the .env file\n",
    "load_dotenv()\n",
    "\n",
    "# Get the API key from the environment variable\n",
    "api_key = os.getenv(\"YOUTUBE_API_KEY\")\n",
    "\n",
    "# Ensure the API key is available\n",
    "if not api_key:\n",
    "    raise ValueError(\"YOUTUBE_API_KEY environment variable is not set\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35d116c5-2c16-41b0-8db5-5da98a68051f",
   "metadata": {},
   "source": [
    "## Channel Ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fddc0bbb-f0e0-4868-9818-082a63629f40",
   "metadata": {},
   "outputs": [],
   "source": [
    "channel_ids = ['UC4tjY2tTltEKePusozUxtSA', # Abel Mutua\n",
    "              'UCE3KVkSH1GwUtAAMcVcJ3QQ', # UpSyd Digital Networks\n",
    "              'UCa2gldA2ivhzMwIJRA5683w', # Lynn Ngugi\n",
    "              'UC_9xRXWjRrz_Jy7SWhUnBBw', # Obinna TV Extra\n",
    "              'UC6fVFxrbf0HDRW3B2mdWFGA', # TMI Podcast KE\n",
    "              'UC0UslOx9EYxnk_4SFSHj8hA', # DIANA BAHATI\n",
    "              'UCHVTpHXp43Giiwag5s6o8xQ', # THE WAJESUS FAMILY\n",
    "              'UCUKnloR_w6diioiPavmH8qw', # JACKIE MATUBIA TV\n",
    "              'UCkV3t4uxBsi8jYj3wjqooeQ', # NJUGUSH TV\n",
    "              'UChQXn6sL9ENIpA74qqPG1HA', # 3MenArmy Kenya\n",
    "              'UCQfjhBlCaSwqIh3T3COfCDg', # KADUSKO Tv\n",
    "              'UCqWSW6zEdoEv_0p5Vw-uLZQ', # Dr Ofweneke TV\n",
    "              'UC0YG5UA1s2gLb5tDfUCIWtg', # Churchill Television\n",
    "              'UC7MGnWilDcg157op0eKI1Tg', # Henry DeSagu\n",
    "              'UClkXE1xfSwdx07G_MkFgQGA', # Eddie Butita\n",
    "              'UCSkQTaT1wFrmPCK5d-Zr2Ng', # Awinja Nyamwalo - Jacky Vike\n",
    "              'UCjG66-ryVCszrs7k_Y2pn3Q', # Flaqo Raz\n",
    "              'UCiXj0BfxM0WQGFr9mxdR0qg', # Crazy Kennar\n",
    "              'UC5h4-WH0LAV4CWs380yM33A', # Iko Nini\n",
    "              'UCGTO34YEPTNMwM3ezPCUCIQ', # King Kaka\n",
    "              'UCWFv8hpX1Xj03kJFsP9MmRA', # Alex Kasau Katombi\n",
    "              'UCMMmy64_0rySSPUu0xohuCQ' # Thee Pluto Show\n",
    "             ]\n",
    "\n",
    "youtube = build('youtube', 'v3', developerKey=api_key)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d89613ac-1e78-423c-b34b-42b2c8d25bbb",
   "metadata": {},
   "source": [
    "## Function to get channel statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0f8a3ff1-72b1-4d2c-89cb-a7b91ce98c90",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_channel_stats(youtube, channel_ids):\n",
    "    \"\"\"\n",
    "    Retrieve statistics for multiple YouTube channels using the YouTube Data API.\n",
    "\n",
    "    Args:\n",
    "        youtube: The YouTube API client resource.\n",
    "        channel_ids: List of channel IDs to retrieve statistics.\n",
    "\n",
    "    Returns:\n",
    "        list of dict: A list containing statistics for each channel, including:\n",
    "            - Channel_name: The name of the channel.\n",
    "            - Subscribers: The number of subscribers.\n",
    "            - Views: The total number of views.\n",
    "            - Total_videos: The total number of videos uploaded.\n",
    "            - Playlist_id: The ID of the upload playlist.\n",
    "    \"\"\"\n",
    "    all_data = []\n",
    "    request = youtube.channels().list(\n",
    "        part='snippet,contentDetails,statistics',\n",
    "        id=','.join(channel_ids))\n",
    "    response = request.execute()\n",
    "    \n",
    "\n",
    "    for i in range(len(response['items'])):\n",
    "        data = dict(Channel_name = response['items'][i]['snippet']['title'],\n",
    "                   Subscribers = response['items'][i]['statistics']['subscriberCount'],\n",
    "                   Views = response['items'][i]['statistics']['viewCount'],\n",
    "                   Total_videos = response['items'][i]['statistics']['videoCount'],\n",
    "                   Playlist_id = response['items'][i]['contentDetails']['relatedPlaylists']['uploads'])\n",
    "        all_data.append(data)\n",
    "    \n",
    "    return all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "269f4549-1810-4c2d-873f-94f40d2af99c",
   "metadata": {},
   "outputs": [],
   "source": [
    "channel_stats = get_channel_stats(youtube,channel_ids)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "895898b4-3b94-4d64-8051-637dfa910b46",
   "metadata": {},
   "source": [
    "## Converting the data in ```channel_stats``` into a pandas DataFrame and storing it in the variable ```channel_data```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "47e34c86-5a8d-42c4-a6e6-f03bce525915",
   "metadata": {},
   "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>Channel_name</th>\n",
       "      <th>Subscribers</th>\n",
       "      <th>Views</th>\n",
       "      <th>Total_videos</th>\n",
       "      <th>Playlist_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Henry DeSagu</td>\n",
       "      <td>680000</td>\n",
       "      <td>106937934</td>\n",
       "      <td>633</td>\n",
       "      <td>UU7MGnWilDcg157op0eKI1Tg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JACKIE MATUBIA TV</td>\n",
       "      <td>299000</td>\n",
       "      <td>22377848</td>\n",
       "      <td>213</td>\n",
       "      <td>UUUKnloR_w6diioiPavmH8qw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Crazy Kennar</td>\n",
       "      <td>666000</td>\n",
       "      <td>169729530</td>\n",
       "      <td>631</td>\n",
       "      <td>UUiXj0BfxM0WQGFr9mxdR0qg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abel Mutua</td>\n",
       "      <td>693000</td>\n",
       "      <td>121650577</td>\n",
       "      <td>477</td>\n",
       "      <td>UU4tjY2tTltEKePusozUxtSA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3MenArmy Kenya</td>\n",
       "      <td>229000</td>\n",
       "      <td>31653062</td>\n",
       "      <td>863</td>\n",
       "      <td>UUhQXn6sL9ENIpA74qqPG1HA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Lynn Ngugi</td>\n",
       "      <td>1150000</td>\n",
       "      <td>156323858</td>\n",
       "      <td>507</td>\n",
       "      <td>UUa2gldA2ivhzMwIJRA5683w</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Churchill Television</td>\n",
       "      <td>2440000</td>\n",
       "      <td>752768969</td>\n",
       "      <td>5359</td>\n",
       "      <td>UU0YG5UA1s2gLb5tDfUCIWtg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Awinja Nyamwalo - Jacky Vike</td>\n",
       "      <td>415000</td>\n",
       "      <td>84279233</td>\n",
       "      <td>273</td>\n",
       "      <td>UUSkQTaT1wFrmPCK5d-Zr2Ng</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Eddie Butita</td>\n",
       "      <td>352000</td>\n",
       "      <td>33724059</td>\n",
       "      <td>86</td>\n",
       "      <td>UUlkXE1xfSwdx07G_MkFgQGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Thee Pluto Show</td>\n",
       "      <td>974000</td>\n",
       "      <td>253917694</td>\n",
       "      <td>1205</td>\n",
       "      <td>UUMMmy64_0rySSPUu0xohuCQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>DIANA BAHATI</td>\n",
       "      <td>1150000</td>\n",
       "      <td>231564596</td>\n",
       "      <td>861</td>\n",
       "      <td>UU0UslOx9EYxnk_4SFSHj8hA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Obinna TV Extra</td>\n",
       "      <td>376000</td>\n",
       "      <td>55180505</td>\n",
       "      <td>1210</td>\n",
       "      <td>UU_9xRXWjRrz_Jy7SWhUnBBw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Dr Ofweneke TV</td>\n",
       "      <td>108000</td>\n",
       "      <td>5734454</td>\n",
       "      <td>278</td>\n",
       "      <td>UUqWSW6zEdoEv_0p5Vw-uLZQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Iko Nini Podcast</td>\n",
       "      <td>151000</td>\n",
       "      <td>37661684</td>\n",
       "      <td>3005</td>\n",
       "      <td>UU5h4-WH0LAV4CWs380yM33A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>KADUSKO Tv</td>\n",
       "      <td>561000</td>\n",
       "      <td>223661424</td>\n",
       "      <td>639</td>\n",
       "      <td>UUQfjhBlCaSwqIh3T3COfCDg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NJUGUSH TV</td>\n",
       "      <td>669000</td>\n",
       "      <td>109310764</td>\n",
       "      <td>898</td>\n",
       "      <td>UUkV3t4uxBsi8jYj3wjqooeQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TMI Podcast KE</td>\n",
       "      <td>137000</td>\n",
       "      <td>14140796</td>\n",
       "      <td>371</td>\n",
       "      <td>UU6fVFxrbf0HDRW3B2mdWFGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>UpSyd Digital Networks</td>\n",
       "      <td>85700</td>\n",
       "      <td>11775927</td>\n",
       "      <td>670</td>\n",
       "      <td>UUE3KVkSH1GwUtAAMcVcJ3QQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>King Kaka</td>\n",
       "      <td>499000</td>\n",
       "      <td>54139610</td>\n",
       "      <td>406</td>\n",
       "      <td>UUGTO34YEPTNMwM3ezPCUCIQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alex Kasau Katombi</td>\n",
       "      <td>508000</td>\n",
       "      <td>108941759</td>\n",
       "      <td>153</td>\n",
       "      <td>UUWFv8hpX1Xj03kJFsP9MmRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Flaqo Raz</td>\n",
       "      <td>804000</td>\n",
       "      <td>147000272</td>\n",
       "      <td>259</td>\n",
       "      <td>UUjG66-ryVCszrs7k_Y2pn3Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>THE WAJESUS FAMILY</td>\n",
       "      <td>828000</td>\n",
       "      <td>184117107</td>\n",
       "      <td>844</td>\n",
       "      <td>UUHVTpHXp43Giiwag5s6o8xQ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Channel_name Subscribers      Views Total_videos  \\\n",
       "0                   Henry DeSagu      680000  106937934          633   \n",
       "1              JACKIE MATUBIA TV      299000   22377848          213   \n",
       "2                   Crazy Kennar      666000  169729530          631   \n",
       "3                     Abel Mutua      693000  121650577          477   \n",
       "4                 3MenArmy Kenya      229000   31653062          863   \n",
       "5                     Lynn Ngugi     1150000  156323858          507   \n",
       "6           Churchill Television     2440000  752768969         5359   \n",
       "7   Awinja Nyamwalo - Jacky Vike      415000   84279233          273   \n",
       "8                   Eddie Butita      352000   33724059           86   \n",
       "9                Thee Pluto Show      974000  253917694         1205   \n",
       "10                  DIANA BAHATI     1150000  231564596          861   \n",
       "11               Obinna TV Extra      376000   55180505         1210   \n",
       "12                Dr Ofweneke TV      108000    5734454          278   \n",
       "13              Iko Nini Podcast      151000   37661684         3005   \n",
       "14                    KADUSKO Tv      561000  223661424          639   \n",
       "15                    NJUGUSH TV      669000  109310764          898   \n",
       "16                TMI Podcast KE      137000   14140796          371   \n",
       "17        UpSyd Digital Networks       85700   11775927          670   \n",
       "18                     King Kaka      499000   54139610          406   \n",
       "19            Alex Kasau Katombi      508000  108941759          153   \n",
       "20                     Flaqo Raz      804000  147000272          259   \n",
       "21            THE WAJESUS FAMILY      828000  184117107          844   \n",
       "\n",
       "                 Playlist_id  \n",
       "0   UU7MGnWilDcg157op0eKI1Tg  \n",
       "1   UUUKnloR_w6diioiPavmH8qw  \n",
       "2   UUiXj0BfxM0WQGFr9mxdR0qg  \n",
       "3   UU4tjY2tTltEKePusozUxtSA  \n",
       "4   UUhQXn6sL9ENIpA74qqPG1HA  \n",
       "5   UUa2gldA2ivhzMwIJRA5683w  \n",
       "6   UU0YG5UA1s2gLb5tDfUCIWtg  \n",
       "7   UUSkQTaT1wFrmPCK5d-Zr2Ng  \n",
       "8   UUlkXE1xfSwdx07G_MkFgQGA  \n",
       "9   UUMMmy64_0rySSPUu0xohuCQ  \n",
       "10  UU0UslOx9EYxnk_4SFSHj8hA  \n",
       "11  UU_9xRXWjRrz_Jy7SWhUnBBw  \n",
       "12  UUqWSW6zEdoEv_0p5Vw-uLZQ  \n",
       "13  UU5h4-WH0LAV4CWs380yM33A  \n",
       "14  UUQfjhBlCaSwqIh3T3COfCDg  \n",
       "15  UUkV3t4uxBsi8jYj3wjqooeQ  \n",
       "16  UU6fVFxrbf0HDRW3B2mdWFGA  \n",
       "17  UUE3KVkSH1GwUtAAMcVcJ3QQ  \n",
       "18  UUGTO34YEPTNMwM3ezPCUCIQ  \n",
       "19  UUWFv8hpX1Xj03kJFsP9MmRA  \n",
       "20  UUjG66-ryVCszrs7k_Y2pn3Q  \n",
       "21  UUHVTpHXp43Giiwag5s6o8xQ  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "channel_data = pd.DataFrame(channel_stats)\n",
    "channel_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "54183b41-ca3e-4814-a21a-9800dd829725",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 22 entries, 0 to 21\n",
      "Data columns (total 5 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   Channel_name  22 non-null     object\n",
      " 1   Subscribers   22 non-null     object\n",
      " 2   Views         22 non-null     object\n",
      " 3   Total_videos  22 non-null     object\n",
      " 4   Playlist_id   22 non-null     object\n",
      "dtypes: object(5)\n",
      "memory usage: 1012.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "channel_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c8978c27-fac8-414d-9614-0174432254c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "channel_data['Subscribers'] = pd.to_numeric(channel_data['Subscribers'])\n",
    "channel_data['Views'] = pd.to_numeric(channel_data['Views'])\n",
    "channel_data['Total_videos'] = pd.to_numeric(channel_data['Total_videos'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2a8842ea-8fcc-4a48-b046-c9566c8cc3fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Channel_name    object\n",
       "Subscribers      int64\n",
       "Views            int64\n",
       "Total_videos     int64\n",
       "Playlist_id     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "channel_data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe148203-3e7e-40b2-a5d7-291fb51c30e1",
   "metadata": {},
   "source": [
    "## Visualization of Subscribers by YouTube Channel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "28431a81-4eaf-4237-adc6-72fd72c53c40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set figure size and style\n",
    "sns.set(style=\"whitegrid\", rc={'figure.figsize':(12, 8)})\n",
    "\n",
    "# Create the barplot\n",
    "ax = sns.barplot(x='Channel_name', y='Subscribers', data=channel_data)\n",
    "\n",
    "# Improve x-axis labels\n",
    "plt.xticks(rotation=45, ha='right', fontsize=10)\n",
    "\n",
    "# Add axis labels and a title\n",
    "ax.set_xlabel('YouTube Channel Name', fontsize=12)\n",
    "ax.set_ylabel('Subscribers', fontsize=12)\n",
    "ax.set_title('Subscribers by YouTube Channel', fontsize=14, weight='bold')\n",
    "\n",
    "# Adjust spacing to prevent overlap\n",
    "plt.tight_layout()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8df6ded7-6572-4426-a473-4f55f0f808cd",
   "metadata": {},
   "source": [
    "## Visualization of Views by Youtube Channel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ca87fc52-d145-4b14-90ef-e0ecb253f4b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set figure size and style\n",
    "sns.set(style=\"whitegrid\", rc={'figure.figsize':(12, 8)})\n",
    "\n",
    "# Create the barplot\n",
    "ax = sns.barplot(x='Channel_name', y='Views', data=channel_data)\n",
    "\n",
    "# Improve x-axis labels\n",
    "plt.xticks(rotation=45, ha='right', fontsize=10)\n",
    "\n",
    "# Add axis labels and a title\n",
    "ax.set_xlabel('YouTube Channel Name', fontsize=12)\n",
    "ax.set_ylabel('Views', fontsize=12)\n",
    "ax.set_title('Views by YouTube Channel', fontsize=14, weight='bold')\n",
    "\n",
    "# Adjust spacing to prevent overlap\n",
    "plt.tight_layout()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "702f5a52-cb84-4271-9c52-92597d96f74d",
   "metadata": {},
   "source": [
    "## Visualization of Total Views by Youtube Channel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1c93d753-43cb-4ec3-8b66-3e054e44cb99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set figure size and style\n",
    "sns.set(style=\"whitegrid\", rc={'figure.figsize':(12, 8)})\n",
    "\n",
    "# Create the barplot\n",
    "ax = sns.barplot(x='Channel_name', y='Total_videos', data=channel_data)\n",
    "\n",
    "# Improve x-axis labels\n",
    "plt.xticks(rotation=45, ha='right', fontsize=10)\n",
    "\n",
    "# Add axis labels and a title\n",
    "ax.set_xlabel('YouTube Channel Name', fontsize=12)\n",
    "ax.set_ylabel('Total videos', fontsize=12)\n",
    "ax.set_title('Total videos by YouTube Channel', fontsize=14, weight='bold')\n",
    "\n",
    "# Adjust spacing to prevent overlap\n",
    "plt.tight_layout()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45e65c05-363a-431d-90cd-ad392a8db62c",
   "metadata": {},
   "source": [
    "# Convert data into csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ea1f6b3d-608a-4be9-8a7e-f3d151eeedc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the data in a CSV format\n",
    "channel_data.to_csv('Youtube_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ad252841-7a8e-4461-b10d-4ff6695ebb0c",
   "metadata": {},
   "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>Channel_name</th>\n",
       "      <th>Subscribers</th>\n",
       "      <th>Views</th>\n",
       "      <th>Total_videos</th>\n",
       "      <th>Playlist_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3MenArmy Kenya</td>\n",
       "      <td>225000</td>\n",
       "      <td>31014302</td>\n",
       "      <td>861</td>\n",
       "      <td>UUhQXn6sL9ENIpA74qqPG1HA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Thee Pluto Show</td>\n",
       "      <td>972000</td>\n",
       "      <td>252902462</td>\n",
       "      <td>1205</td>\n",
       "      <td>UUMMmy64_0rySSPUu0xohuCQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DIANA BAHATI</td>\n",
       "      <td>1140000</td>\n",
       "      <td>229538748</td>\n",
       "      <td>856</td>\n",
       "      <td>UU0UslOx9EYxnk_4SFSHj8hA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UpSyd Digital Networks</td>\n",
       "      <td>82100</td>\n",
       "      <td>11243430</td>\n",
       "      <td>667</td>\n",
       "      <td>UUE3KVkSH1GwUtAAMcVcJ3QQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abel Mutua</td>\n",
       "      <td>688000</td>\n",
       "      <td>120058231</td>\n",
       "      <td>474</td>\n",
       "      <td>UU4tjY2tTltEKePusozUxtSA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Obinna TV Extra</td>\n",
       "      <td>366000</td>\n",
       "      <td>53147519</td>\n",
       "      <td>1198</td>\n",
       "      <td>UU_9xRXWjRrz_Jy7SWhUnBBw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Dr Ofweneke TV</td>\n",
       "      <td>107000</td>\n",
       "      <td>5681766</td>\n",
       "      <td>277</td>\n",
       "      <td>UUqWSW6zEdoEv_0p5Vw-uLZQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Henry DeSagu</td>\n",
       "      <td>680000</td>\n",
       "      <td>106901791</td>\n",
       "      <td>636</td>\n",
       "      <td>UU7MGnWilDcg157op0eKI1Tg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>JACKIE MATUBIA TV</td>\n",
       "      <td>299000</td>\n",
       "      <td>22344683</td>\n",
       "      <td>212</td>\n",
       "      <td>UUUKnloR_w6diioiPavmH8qw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>TMI Podcast KE</td>\n",
       "      <td>136000</td>\n",
       "      <td>14088949</td>\n",
       "      <td>371</td>\n",
       "      <td>UU6fVFxrbf0HDRW3B2mdWFGA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Lynn Ngugi</td>\n",
       "      <td>1140000</td>\n",
       "      <td>154812694</td>\n",
       "      <td>504</td>\n",
       "      <td>UUa2gldA2ivhzMwIJRA5683w</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>THE WAJESUS FAMILY</td>\n",
       "      <td>822000</td>\n",
       "      <td>182417717</td>\n",
       "      <td>836</td>\n",
       "      <td>UUHVTpHXp43Giiwag5s6o8xQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Churchill Television</td>\n",
       "      <td>2430000</td>\n",
       "      <td>750768562</td>\n",
       "      <td>5353</td>\n",
       "      <td>UU0YG5UA1s2gLb5tDfUCIWtg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>KADUSKO Tv</td>\n",
       "      <td>546000</td>\n",
       "      <td>217671386</td>\n",
       "      <td>632</td>\n",
       "      <td>UUQfjhBlCaSwqIh3T3COfCDg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NJUGUSH TV</td>\n",
       "      <td>668000</td>\n",
       "      <td>108957082</td>\n",
       "      <td>893</td>\n",
       "      <td>UUkV3t4uxBsi8jYj3wjqooeQ</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Channel_name Subscribers      Views Total_videos  \\\n",
       "0           3MenArmy Kenya      225000   31014302          861   \n",
       "1          Thee Pluto Show      972000  252902462         1205   \n",
       "2             DIANA BAHATI     1140000  229538748          856   \n",
       "3   UpSyd Digital Networks       82100   11243430          667   \n",
       "4               Abel Mutua      688000  120058231          474   \n",
       "5          Obinna TV Extra      366000   53147519         1198   \n",
       "6           Dr Ofweneke TV      107000    5681766          277   \n",
       "7             Henry DeSagu      680000  106901791          636   \n",
       "8        JACKIE MATUBIA TV      299000   22344683          212   \n",
       "9           TMI Podcast KE      136000   14088949          371   \n",
       "10              Lynn Ngugi     1140000  154812694          504   \n",
       "11      THE WAJESUS FAMILY      822000  182417717          836   \n",
       "12    Churchill Television     2430000  750768562         5353   \n",
       "13              KADUSKO Tv      546000  217671386          632   \n",
       "14              NJUGUSH TV      668000  108957082          893   \n",
       "\n",
       "                 Playlist_id  \n",
       "0   UUhQXn6sL9ENIpA74qqPG1HA  \n",
       "1   UUMMmy64_0rySSPUu0xohuCQ  \n",
       "2   UU0UslOx9EYxnk_4SFSHj8hA  \n",
       "3   UUE3KVkSH1GwUtAAMcVcJ3QQ  \n",
       "4   UU4tjY2tTltEKePusozUxtSA  \n",
       "5   UU_9xRXWjRrz_Jy7SWhUnBBw  \n",
       "6   UUqWSW6zEdoEv_0p5Vw-uLZQ  \n",
       "7   UU7MGnWilDcg157op0eKI1Tg  \n",
       "8   UUUKnloR_w6diioiPavmH8qw  \n",
       "9   UU6fVFxrbf0HDRW3B2mdWFGA  \n",
       "10  UUa2gldA2ivhzMwIJRA5683w  \n",
       "11  UUHVTpHXp43Giiwag5s6o8xQ  \n",
       "12  UU0YG5UA1s2gLb5tDfUCIWtg  \n",
       "13  UUQfjhBlCaSwqIh3T3COfCDg  \n",
       "14  UUkV3t4uxBsi8jYj3wjqooeQ  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "channel_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "8d2c89e8-c52d-4a53-9f3b-792f75cd8ade",
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_id = channel_data.loc[channel_data['Channel_name']=='Churchill Television', 'Playlist_id'].iloc[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d23cf4ff-d12f-4326-847d-df0fcaec14f7",
   "metadata": {},
   "source": [
    "## Function to get video Ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "19f37ba8-865e-4014-a588-1e8a988b167f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_vides_ids(youtube, playlist_id):\n",
    "\n",
    "    request = youtube.playlistItems().list(\n",
    "        part = 'contentDetails',\n",
    "        playlistId = playlist_id,\n",
    "        maxResults = 50)\n",
    "\n",
    "    response = request.execute()\n",
    "\n",
    "    video_ids = []\n",
    "\n",
    "    for i in range(len(response['items'])):\n",
    "        video_ids.append(response['items'][i]['contentDetails']['videoId'])\n",
    "\n",
    "    next_page_token = response.get('nextPageToken')\n",
    "    more_pages = True\n",
    "\n",
    "    while more_pages:\n",
    "        if next_page_token is None:\n",
    "            more_pages = False\n",
    "        else:\n",
    "                request = youtube.playlistItems().list(\n",
    "                    part = 'contentDetails',\n",
    "                    playlistId = playlist_id,\n",
    "                    maxResults = 50,\n",
    "                    pageToken = next_page_token)\n",
    "                response = request.execute()\n",
    "\n",
    "                for i in range(len(response['items'])):\n",
    "                    video_ids.append(response['items'][i]['contentDetails']['videoId'])\n",
    "\n",
    "                next_page_token = response.get('nextPageToken')\n",
    "    \n",
    "    return video_ids    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "1a9df08a-6034-4fde-ab75-9e119a1ede96",
   "metadata": {},
   "outputs": [],
   "source": [
    "video_ids = get_vides_ids(youtube, playlist_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09ef04f2-4f94-4e37-a9c3-a45b0c3157c3",
   "metadata": {},
   "source": [
    "## Function to get video details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "bf1373d3-d91d-4f41-8dbf-693a73e51986",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_video_details(youtube, video_ids):\n",
    "    all_video_stats = []\n",
    "    \n",
    "    for i in range(0, len(video_ids), 50):\n",
    "        # Request video details\n",
    "        request = youtube.videos().list(\n",
    "            part='snippet,statistics',\n",
    "            id=','.join(video_ids[i:i+50])\n",
    "        )\n",
    "        response = request.execute()\n",
    "        \n",
    "        # Extract details from response\n",
    "        for video in response.get('items', []):  # Handle missing 'items'\n",
    "            video_stats = dict(\n",
    "                Title=video['snippet'].get('title', 'N/A'),\n",
    "                Published_date=video['snippet'].get('publishedAt', 'N/A'),\n",
    "                Views=video['statistics'].get('viewCount', 0),\n",
    "                Likes=video['statistics'].get('likeCount', 0),\n",
    "                Favourite=video['statistics'].get('favoriteCount', 0),\n",
    "                Comments=video['statistics'].get('commentCount', 0)\n",
    "            )\n",
    "            all_video_stats.append(video_stats)\n",
    "    \n",
    "    return all_video_stats\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "b426d1c6-20a6-4b97-ace1-2da7f0374a2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "video_details = get_video_details(youtube, video_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "d0b06631-d382-40dd-9c3c-5adae056b04d",
   "metadata": {},
   "outputs": [],
   "source": [
    "video_data = pd.DataFrame(video_details)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "1df7e1c4-463f-4b8c-8fd5-303c0b0d39d4",
   "metadata": {},
   "outputs": [
    {
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       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>5345</th>\n",
       "      <td>The Churchill Show Season 3, Episode 3</td>\n",
       "      <td>2013-03-15T14:39:30Z</td>\n",
       "      <td>26487</td>\n",
       "      <td>58</td>\n",
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       "      <td>9</td>\n",
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       "    <tr>\n",
       "      <th>5346</th>\n",
       "      <td>Eric Omondi - Weight Lifting</td>\n",
       "      <td>2013-03-15T13:57:51Z</td>\n",
       "      <td>176871</td>\n",
       "      <td>700</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
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       "      <td>14872</td>\n",
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       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5348 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Title        Published_date  \\\n",
       "0     Airforce ni ya KUFORCE ISSUES- Bob Mwendwa, MC...  2024-12-17T21:00:09Z   \n",
       "1     Kenyans, STOP ROUNDING off your house to the N...  2024-12-17T15:00:05Z   \n",
       "2     Churchill Show- BBS Mall Edition|| Season 2 EPS 9  2024-12-15T17:00:41Z   \n",
       "3     Emergency ni Emergency|| Remembering Comedian ...  2024-12-14T09:30:14Z   \n",
       "4     Nishai chew Githeri mpaka nikapata DIMPLES, na...  2024-12-13T14:36:29Z   \n",
       "...                                                 ...                   ...   \n",
       "5343                      Jose wa 'nikama ndrama video'  2013-03-19T09:43:29Z   \n",
       "5344             The Churchill Show Season 3, Episode 2  2013-03-15T14:46:24Z   \n",
       "5345             The Churchill Show Season 3, Episode 3  2013-03-15T14:39:30Z   \n",
       "5346                       Eric Omondi - Weight Lifting  2013-03-15T13:57:51Z   \n",
       "5347                             Churchill Live Trailer  2013-03-15T10:57:27Z   \n",
       "\n",
       "       Views Likes Favourite Comments  \n",
       "0        767    28         0       21  \n",
       "1       3025    48         0        1  \n",
       "2      57375   463         0       52  \n",
       "3       7719   111         0       11  \n",
       "4       3559    55         0        6  \n",
       "...      ...   ...       ...      ...  \n",
       "5343   82484   190         0       59  \n",
       "5344   12873    26         0        3  \n",
       "5345   26487    58         0        9  \n",
       "5346  176871   700         0       31  \n",
       "5347   14872    18         0        7  \n",
       "\n",
       "[5348 rows x 6 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "a3a9b6ff-002d-4a5f-bcdb-9bd97ff2bdcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "video_data['Published_date'] = pd.to_datetime(video_data['Published_date']).dt.date\n",
    "video_data['Views'] = pd.to_numeric(video_data['Views'])\n",
    "video_data['Likes'] = pd.to_numeric(video_data['Likes'])\n",
    "video_data['Favorites'] = pd.to_numeric(video_data['Views'])\n",
    "video_data['Comments'] = pd.to_numeric(video_data['Comments'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "7510caf6-1093-4d3c-933c-ff6d7e0a24be",
   "metadata": {},
   "outputs": [
    {
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       "      <th>5345</th>\n",
       "      <td>The Churchill Show Season 3, Episode 3</td>\n",
       "      <td>2013-03-15</td>\n",
       "      <td>26487</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>26487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5346</th>\n",
       "      <td>Eric Omondi - Weight Lifting</td>\n",
       "      <td>2013-03-15</td>\n",
       "      <td>176871</td>\n",
       "      <td>700</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>176871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5347</th>\n",
       "      <td>Churchill Live Trailer</td>\n",
       "      <td>2013-03-15</td>\n",
       "      <td>14872</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>14872</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5348 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Title Published_date  \\\n",
       "0     Airforce ni ya KUFORCE ISSUES- Bob Mwendwa, MC...     2024-12-17   \n",
       "1     Kenyans, STOP ROUNDING off your house to the N...     2024-12-17   \n",
       "2     Churchill Show- BBS Mall Edition|| Season 2 EPS 9     2024-12-15   \n",
       "3     Emergency ni Emergency|| Remembering Comedian ...     2024-12-14   \n",
       "4     Nishai chew Githeri mpaka nikapata DIMPLES, na...     2024-12-13   \n",
       "...                                                 ...            ...   \n",
       "5343                      Jose wa 'nikama ndrama video'     2013-03-19   \n",
       "5344             The Churchill Show Season 3, Episode 2     2013-03-15   \n",
       "5345             The Churchill Show Season 3, Episode 3     2013-03-15   \n",
       "5346                       Eric Omondi - Weight Lifting     2013-03-15   \n",
       "5347                             Churchill Live Trailer     2013-03-15   \n",
       "\n",
       "       Views  Likes Favourite  Comments  Favorites  \n",
       "0        767     28         0        21        767  \n",
       "1       3025     48         0         1       3025  \n",
       "2      57375    463         0        52      57375  \n",
       "3       7719    111         0        11       7719  \n",
       "4       3559     55         0         6       3559  \n",
       "...      ...    ...       ...       ...        ...  \n",
       "5343   82484    190         0        59      82484  \n",
       "5344   12873     26         0         3      12873  \n",
       "5345   26487     58         0         9      26487  \n",
       "5346  176871    700         0        31     176871  \n",
       "5347   14872     18         0         7      14872  \n",
       "\n",
       "[5348 rows x 7 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "844c7bf2-3b66-4fae-85cc-683f27820f20",
   "metadata": {},
   "source": [
    "## Identify the top 10 videos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "16b80b33-8993-455c-a3b1-d9d6d8cca880",
   "metadata": {},
   "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>Title</th>\n",
       "      <th>Published_date</th>\n",
       "      <th>Views</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Favourite</th>\n",
       "      <th>Comments</th>\n",
       "      <th>Favorites</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3272</th>\n",
       "      <td>Best of MCA Tricky</td>\n",
       "      <td>2018-07-15</td>\n",
       "      <td>8943789</td>\n",
       "      <td>32891</td>\n",
       "      <td>0</td>\n",
       "      <td>1039</td>\n",
       "      <td>8943789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3764</th>\n",
       "      <td>Basketmouth Performance at Laugh Festival 2</td>\n",
       "      <td>2017-12-17</td>\n",
       "      <td>5741602</td>\n",
       "      <td>38395</td>\n",
       "      <td>0</td>\n",
       "      <td>973</td>\n",
       "      <td>5741602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4450</th>\n",
       "      <td>MCA Tricky Shujaa Edition Performance (unedited)</td>\n",
       "      <td>2016-10-26</td>\n",
       "      <td>4923180</td>\n",
       "      <td>28680</td>\n",
       "      <td>0</td>\n",
       "      <td>1011</td>\n",
       "      <td>4923180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5259</th>\n",
       "      <td>Exclusive The Identical Family -Twins Edition</td>\n",
       "      <td>2013-07-10</td>\n",
       "      <td>4711760</td>\n",
       "      <td>19120</td>\n",
       "      <td>0</td>\n",
       "      <td>474</td>\n",
       "      <td>4711760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3843</th>\n",
       "      <td>MCA Tricky tears MC Jessy apart</td>\n",
       "      <td>2017-11-12</td>\n",
       "      <td>4499556</td>\n",
       "      <td>22664</td>\n",
       "      <td>0</td>\n",
       "      <td>550</td>\n",
       "      <td>4499556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>Kreative Generations - Wahenga Wa Kenya</td>\n",
       "      <td>2018-11-11</td>\n",
       "      <td>3737020</td>\n",
       "      <td>15717</td>\n",
       "      <td>0</td>\n",
       "      <td>386</td>\n",
       "      <td>3737020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>Proff Hamo - Aina ya Vicheko</td>\n",
       "      <td>2015-08-19</td>\n",
       "      <td>3696781</td>\n",
       "      <td>20069</td>\n",
       "      <td>0</td>\n",
       "      <td>831</td>\n",
       "      <td>3696781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2722</th>\n",
       "      <td>Jemutai - Nani Alisema Nimenona?</td>\n",
       "      <td>2019-01-23</td>\n",
       "      <td>3557687</td>\n",
       "      <td>14628</td>\n",
       "      <td>0</td>\n",
       "      <td>390</td>\n",
       "      <td>3557687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462</th>\n",
       "      <td>Man Kush (Web Exclusive); Women, Marriage, Mon...</td>\n",
       "      <td>2016-10-18</td>\n",
       "      <td>3491742</td>\n",
       "      <td>15239</td>\n",
       "      <td>0</td>\n",
       "      <td>555</td>\n",
       "      <td>3491742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3679</th>\n",
       "      <td>Mammito - Wakamba wakienda Coast.</td>\n",
       "      <td>2018-02-05</td>\n",
       "      <td>3485335</td>\n",
       "      <td>20347</td>\n",
       "      <td>0</td>\n",
       "      <td>506</td>\n",
       "      <td>3485335</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Title Published_date  \\\n",
       "3272                                 Best of MCA Tricky     2018-07-15   \n",
       "3764        Basketmouth Performance at Laugh Festival 2     2017-12-17   \n",
       "4450   MCA Tricky Shujaa Edition Performance (unedited)     2016-10-26   \n",
       "5259      Exclusive The Identical Family -Twins Edition     2013-07-10   \n",
       "3843                    MCA Tricky tears MC Jessy apart     2017-11-12   \n",
       "2919            Kreative Generations - Wahenga Wa Kenya     2018-11-11   \n",
       "4998                       Proff Hamo - Aina ya Vicheko     2015-08-19   \n",
       "2722                   Jemutai - Nani Alisema Nimenona?     2019-01-23   \n",
       "4462  Man Kush (Web Exclusive); Women, Marriage, Mon...     2016-10-18   \n",
       "3679                  Mammito - Wakamba wakienda Coast.     2018-02-05   \n",
       "\n",
       "        Views  Likes Favourite  Comments  Favorites  \n",
       "3272  8943789  32891         0      1039    8943789  \n",
       "3764  5741602  38395         0       973    5741602  \n",
       "4450  4923180  28680         0      1011    4923180  \n",
       "5259  4711760  19120         0       474    4711760  \n",
       "3843  4499556  22664         0       550    4499556  \n",
       "2919  3737020  15717         0       386    3737020  \n",
       "4998  3696781  20069         0       831    3696781  \n",
       "2722  3557687  14628         0       390    3557687  \n",
       "4462  3491742  15239         0       555    3491742  \n",
       "3679  3485335  20347         0       506    3485335  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_videos = video_data.sort_values(by='Views', ascending=False).head(10)\n",
    "top_videos"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d59a36c-2b3b-4a1f-a962-b75c18acfdf8",
   "metadata": {},
   "source": [
    "## Visualization of the top 10 watched videos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "8bc6d78d-c6a0-4d99-b5a1-671f86380306",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "\n",
    "# Sort data to ensure bars are in descending order\n",
    "top_videos_sorted = top_videos.sort_values(by='Views', ascending=False)\n",
    "\n",
    "# Set Seaborn style and figure size\n",
    "sns.set(style=\"whitegrid\", rc={'figure.figsize': (12, 8)})\n",
    "\n",
    "# Generate gradient colors using Seaborn's palette\n",
    "palette = sns.color_palette(\"viridis\", len(top_videos_sorted))\n",
    "\n",
    "# Create the barplot with manual coloring\n",
    "ax1 = sns.barplot(\n",
    "    x='Views',\n",
    "    y='Title',\n",
    "    data=top_videos_sorted,\n",
    "    hue='Title',  # Assign hue to Title to avoid warnings\n",
    "    dodge=False,\n",
    "    legend=False,  # Disable legend as it's unnecessary here\n",
    "    palette=palette\n",
    ")\n",
    "\n",
    "# Add data labels to the bars\n",
    "for i, view in enumerate(top_videos_sorted['Views']):\n",
    "    ax1.text(view + 0.02 * max(top_videos_sorted['Views']), i, f'{view:,}', va='center', fontsize=10)\n",
    "\n",
    "# Add axis labels and a title\n",
    "ax1.set_xlabel('Views', fontsize=12)\n",
    "ax1.set_ylabel('Video Title', fontsize=12)\n",
    "ax1.set_title('Top 10 Videos by Views', fontsize=14, weight='bold')\n",
    "\n",
    "# Adjust spacing to ensure readability\n",
    "plt.tight_layout()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42363e12-d77a-4c13-9a9e-363263e8a4a6",
   "metadata": {},
   "source": [
    "## Check videos uploads by month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "0d006193-839e-43c4-a323-38c2d8368dd5",
   "metadata": {},
   "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>Title</th>\n",
       "      <th>Published_date</th>\n",
       "      <th>Views</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Favourite</th>\n",
       "      <th>Comments</th>\n",
       "      <th>Favorites</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Airforce ni ya KUFORCE ISSUES- Bob Mwendwa, MC...</td>\n",
       "      <td>2024-12-17</td>\n",
       "      <td>767</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>767</td>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kenyans, STOP ROUNDING off your house to the N...</td>\n",
       "      <td>2024-12-17</td>\n",
       "      <td>3025</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3025</td>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Churchill Show- BBS Mall Edition|| Season 2 EPS 9</td>\n",
       "      <td>2024-12-15</td>\n",
       "      <td>57375</td>\n",
       "      <td>463</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>57375</td>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Emergency ni Emergency|| Remembering Comedian ...</td>\n",
       "      <td>2024-12-14</td>\n",
       "      <td>7719</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>7719</td>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nishai chew Githeri mpaka nikapata DIMPLES, na...</td>\n",
       "      <td>2024-12-13</td>\n",
       "      <td>3559</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>3559</td>\n",
       "      <td>Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5343</th>\n",
       "      <td>Jose wa 'nikama ndrama video'</td>\n",
       "      <td>2013-03-19</td>\n",
       "      <td>82484</td>\n",
       "      <td>190</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>82484</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5344</th>\n",
       "      <td>The Churchill Show Season 3, Episode 2</td>\n",
       "      <td>2013-03-15</td>\n",
       "      <td>12873</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12873</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5345</th>\n",
       "      <td>The Churchill Show Season 3, Episode 3</td>\n",
       "      <td>2013-03-15</td>\n",
       "      <td>26487</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>26487</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5346</th>\n",
       "      <td>Eric Omondi - Weight Lifting</td>\n",
       "      <td>2013-03-15</td>\n",
       "      <td>176871</td>\n",
       "      <td>700</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>176871</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5347</th>\n",
       "      <td>Churchill Live Trailer</td>\n",
       "      <td>2013-03-15</td>\n",
       "      <td>14872</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>14872</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5348 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  Title Published_date  \\\n",
       "0     Airforce ni ya KUFORCE ISSUES- Bob Mwendwa, MC...     2024-12-17   \n",
       "1     Kenyans, STOP ROUNDING off your house to the N...     2024-12-17   \n",
       "2     Churchill Show- BBS Mall Edition|| Season 2 EPS 9     2024-12-15   \n",
       "3     Emergency ni Emergency|| Remembering Comedian ...     2024-12-14   \n",
       "4     Nishai chew Githeri mpaka nikapata DIMPLES, na...     2024-12-13   \n",
       "...                                                 ...            ...   \n",
       "5343                      Jose wa 'nikama ndrama video'     2013-03-19   \n",
       "5344             The Churchill Show Season 3, Episode 2     2013-03-15   \n",
       "5345             The Churchill Show Season 3, Episode 3     2013-03-15   \n",
       "5346                       Eric Omondi - Weight Lifting     2013-03-15   \n",
       "5347                             Churchill Live Trailer     2013-03-15   \n",
       "\n",
       "       Views  Likes Favourite  Comments  Favorites Month  \n",
       "0        767     28         0        21        767   Dec  \n",
       "1       3025     48         0         1       3025   Dec  \n",
       "2      57375    463         0        52      57375   Dec  \n",
       "3       7719    111         0        11       7719   Dec  \n",
       "4       3559     55         0         6       3559   Dec  \n",
       "...      ...    ...       ...       ...        ...   ...  \n",
       "5343   82484    190         0        59      82484   Mar  \n",
       "5344   12873     26         0         3      12873   Mar  \n",
       "5345   26487     58         0         9      26487   Mar  \n",
       "5346  176871    700         0        31     176871   Mar  \n",
       "5347   14872     18         0         7      14872   Mar  \n",
       "\n",
       "[5348 rows x 8 columns]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_data['Month'] = pd.to_datetime(video_data['Published_date']).dt.strftime('%b')\n",
    "video_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "58a659ad-5ca2-4b5b-a087-25736804ab77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>size</th>\n",
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       "  <tbody>\n",
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       "      <td>Oct</td>\n",
       "      <td>493</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Sep</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Month  size\n",
       "0    Apr   417\n",
       "1    Aug   508\n",
       "2    Dec   337\n",
       "3    Feb   345\n",
       "4    Jan   366\n",
       "5    Jul   537\n",
       "6    Jun   414\n",
       "7    Mar   425\n",
       "8    May   535\n",
       "9    Nov   461\n",
       "10   Oct   493\n",
       "11   Sep   510"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "videos_per_month = video_data.groupby('Month', as_index=False).size()\n",
    "videos_per_month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "bb62e98f-bc5a-49b7-92e8-01082609cbbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "sort_order = ['Jan', 'Feb', 'Mar', 'Apr','May', 'Jun',\n",
    "             'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "40f1ee06-a96f-4219-a478-fdb0b9ad56e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "videos_per_month.index = pd.CategoricalIndex(videos_per_month['Month'], categories=sort_order, ordered=True)\n",
    "videos_per_month = videos_per_month.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "1a456863-a90c-4ffe-bd75-8d24b9385f52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>size</th>\n",
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       "    <tr>\n",
       "      <th>Month</th>\n",
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       "      <td>537</td>\n",
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       "      <th>Aug</th>\n",
       "      <td>Aug</td>\n",
       "      <td>508</td>\n",
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       "      <td>Sep</td>\n",
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       "      <th>Oct</th>\n",
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       "      <td>493</td>\n",
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       "      <th>Nov</th>\n",
       "      <td>Nov</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>Dec</td>\n",
       "      <td>337</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Month  size\n",
       "Month            \n",
       "Jan     Jan   366\n",
       "Feb     Feb   345\n",
       "Mar     Mar   425\n",
       "Apr     Apr   417\n",
       "May     May   535\n",
       "Jun     Jun   414\n",
       "Jul     Jul   537\n",
       "Aug     Aug   508\n",
       "Sep     Sep   510\n",
       "Oct     Oct   493\n",
       "Nov     Nov   461\n",
       "Dec     Dec   337"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "videos_per_month"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bddfbb6-9b90-410e-958a-ae3f1a44b87c",
   "metadata": {},
   "source": [
    "## Visualization of Video Uploads per Month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "4ce43c80-161a-41a4-8e23-3ec51e9be974",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax2 = sns.barplot(x='Month', y='size', data=videos_per_month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da07c3c9-b4f5-46b8-a458-56807931f33c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}