Untitled1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6cd2bf04",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "76b41475",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>channel_id</th>\n",
       "      <th>channel_link</th>\n",
       "      <th>channel_name</th>\n",
       "      <th>description</th>\n",
       "      <th>keywords</th>\n",
       "      <th>avatar</th>\n",
       "      <th>country</th>\n",
       "      <th>keywords_preprocessed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>UC_rXIJpXsgiNX9yJQO1t-4A</td>\n",
       "      <td>/@MUKTHAKANMANIOFFICIAL18</td>\n",
       "      <td>MUKTHA &amp; KANMANI OFFICIAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>muktha&amp;kanmaniofficial, mukthaandkanmanioffici...</td>\n",
       "      <td>https://yt3.googleusercontent.com/Tm9DatUV_53Q...</td>\n",
       "      <td>India</td>\n",
       "      <td>mukthakanmanioffici mukthaandkanmanioffici you...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9</td>\n",
       "      <td>UCQ6mb97-kuBBp4ko6v4yKEw</td>\n",
       "      <td>/@HarshTatsuya</td>\n",
       "      <td>HarshTatsuya</td>\n",
       "      <td>Hello Gamers🎮\\n\\nI am Harsh Naidu. I upload GA...</td>\n",
       "      <td>harshtatsuya, harshnaidu, harshtatsuya, tatsuya</td>\n",
       "      <td>https://yt3.googleusercontent.com/S54D375rfTKX...</td>\n",
       "      <td>India</td>\n",
       "      <td>harshtatsuya harshnaidu harshtatsuya tatsuya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>UCJVYrcaEUk3xWX8UQEss7Rg</td>\n",
       "      <td>/@AuthenticKerala</td>\n",
       "      <td>Authentic Kerala</td>\n",
       "      <td>Hi Friends, My name is Liya. I am from Kerala....</td>\n",
       "      <td>authentickerala, authentickeralarecipes, authe...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_n8...</td>\n",
       "      <td>India</td>\n",
       "      <td>authentickerala authentickeralarecip authentic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>UCjPawyN0WAeQblXMCgNQw6Q</td>\n",
       "      <td>/@AnytimeFitnessIndiaATFITNESSIN</td>\n",
       "      <td>Anytime Fitness India</td>\n",
       "      <td>Anytime Fitness understands how important conv...</td>\n",
       "      <td>fitnessclub, gym, franchise, health, workout</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_m2...</td>\n",
       "      <td>India</td>\n",
       "      <td>fitnessclub gym franchis health workout</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>UCVh3tWYARk8wRw8EqjNL6rw</td>\n",
       "      <td>/@MadamAnthe</td>\n",
       "      <td>Madam Anthe</td>\n",
       "      <td>Anchor ga, Actress ga nannu miru chaala suppor...</td>\n",
       "      <td>actresssreevani, madamanthe, actresssreevanima...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_lw...</td>\n",
       "      <td>India</td>\n",
       "      <td>actresssreevani madamanth actresssreevanimadam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14305</th>\n",
       "      <td>96164</td>\n",
       "      <td>UC15EM1xKwmLdwr8L04s17vw</td>\n",
       "      <td>/@SuyashVlogs</td>\n",
       "      <td>Suyash Vlogs</td>\n",
       "      <td>For collaboration - teamsurajpal@gmail.com</td>\n",
       "      <td>suyash, suyashvlogs, yashitank, surajpalsingh,...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nn...</td>\n",
       "      <td>India</td>\n",
       "      <td>suyash suyashvlog yashitank surajpalsingh jolo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14306</th>\n",
       "      <td>96168</td>\n",
       "      <td>UCnzTvgqX77zZBJ5mji5bi7w</td>\n",
       "      <td>/@sachintendulkar</td>\n",
       "      <td>Sachin Tendulkar</td>\n",
       "      <td>Sachin Tendulkar's Official YouTube Channel. S...</td>\n",
       "      <td>sachin, sachintendulkar, sachinrameshtendulkar...</td>\n",
       "      <td>https://yt3.googleusercontent.com/HNuAGr7KCmSl...</td>\n",
       "      <td>India</td>\n",
       "      <td>sachin sachintendulkar sachinrameshtendulkar m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14307</th>\n",
       "      <td>96178</td>\n",
       "      <td>UCZ3hINowu5TWquWD9HlRYBg</td>\n",
       "      <td>/@RealLifeFitness.</td>\n",
       "      <td>Real Life Fitness</td>\n",
       "      <td>Real Life Fitness (#RLP) \\nA channel fitness l...</td>\n",
       "      <td>fitness, video, tutorial, workout, bodybuildin...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nv...</td>\n",
       "      <td>India</td>\n",
       "      <td>fit video tutori workout bodybuild fit yoga vi...</td>\n",
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       "    <tr>\n",
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       "      <td>96180</td>\n",
       "      <td>UCHUTERc5j2hDSETAaO6Wq9Q</td>\n",
       "      <td>/@DingDongGirls</td>\n",
       "      <td>Ding Dong Girls</td>\n",
       "      <td>Hey Friends....\\n                          Thi...</td>\n",
       "      <td>food, review, and, challenges</td>\n",
       "      <td>https://yt3.googleusercontent.com/N9exzdYXbm5T...</td>\n",
       "      <td>India</td>\n",
       "      <td>food review challeng</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14309</th>\n",
       "      <td>96183</td>\n",
       "      <td>UC4m2WvOQ2odYsrcD2dbAIbA</td>\n",
       "      <td>/@YogiFitness</td>\n",
       "      <td>Yogi Fitness</td>\n",
       "      <td>Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...</td>\n",
       "      <td>fitness, channel</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nX...</td>\n",
       "      <td>India</td>\n",
       "      <td>fit channel</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "       index                channel_id                      channel_link  \\\n",
       "0          1  UC_rXIJpXsgiNX9yJQO1t-4A         /@MUKTHAKANMANIOFFICIAL18   \n",
       "1          9  UCQ6mb97-kuBBp4ko6v4yKEw                    /@HarshTatsuya   \n",
       "2         11  UCJVYrcaEUk3xWX8UQEss7Rg                 /@AuthenticKerala   \n",
       "3         24  UCjPawyN0WAeQblXMCgNQw6Q  /@AnytimeFitnessIndiaATFITNESSIN   \n",
       "4         32  UCVh3tWYARk8wRw8EqjNL6rw                      /@MadamAnthe   \n",
       "...      ...                       ...                               ...   \n",
       "14305  96164  UC15EM1xKwmLdwr8L04s17vw                     /@SuyashVlogs   \n",
       "14306  96168  UCnzTvgqX77zZBJ5mji5bi7w                 /@sachintendulkar   \n",
       "14307  96178  UCZ3hINowu5TWquWD9HlRYBg                /@RealLifeFitness.   \n",
       "14308  96180  UCHUTERc5j2hDSETAaO6Wq9Q                   /@DingDongGirls   \n",
       "14309  96183  UC4m2WvOQ2odYsrcD2dbAIbA                     /@YogiFitness   \n",
       "\n",
       "                    channel_name  \\\n",
       "0      MUKTHA & KANMANI OFFICIAL   \n",
       "1                   HarshTatsuya   \n",
       "2               Authentic Kerala   \n",
       "3          Anytime Fitness India   \n",
       "4                    Madam Anthe   \n",
       "...                          ...   \n",
       "14305               Suyash Vlogs   \n",
       "14306           Sachin Tendulkar   \n",
       "14307          Real Life Fitness   \n",
       "14308            Ding Dong Girls   \n",
       "14309               Yogi Fitness   \n",
       "\n",
       "                                             description  \\\n",
       "0                                                    NaN   \n",
       "1      Hello Gamers🎮\\n\\nI am Harsh Naidu. I upload GA...   \n",
       "2      Hi Friends, My name is Liya. I am from Kerala....   \n",
       "3      Anytime Fitness understands how important conv...   \n",
       "4      Anchor ga, Actress ga nannu miru chaala suppor...   \n",
       "...                                                  ...   \n",
       "14305         For collaboration - teamsurajpal@gmail.com   \n",
       "14306  Sachin Tendulkar's Official YouTube Channel. S...   \n",
       "14307  Real Life Fitness (#RLP) \\nA channel fitness l...   \n",
       "14308  Hey Friends....\\n                          Thi...   \n",
       "14309  Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...   \n",
       "\n",
       "                                                keywords  \\\n",
       "0      muktha&kanmaniofficial, mukthaandkanmanioffici...   \n",
       "1        harshtatsuya, harshnaidu, harshtatsuya, tatsuya   \n",
       "2      authentickerala, authentickeralarecipes, authe...   \n",
       "3           fitnessclub, gym, franchise, health, workout   \n",
       "4      actresssreevani, madamanthe, actresssreevanima...   \n",
       "...                                                  ...   \n",
       "14305  suyash, suyashvlogs, yashitank, surajpalsingh,...   \n",
       "14306  sachin, sachintendulkar, sachinrameshtendulkar...   \n",
       "14307  fitness, video, tutorial, workout, bodybuildin...   \n",
       "14308                      food, review, and, challenges   \n",
       "14309                                   fitness, channel   \n",
       "\n",
       "                                                  avatar country  \\\n",
       "0      https://yt3.googleusercontent.com/Tm9DatUV_53Q...   India   \n",
       "1      https://yt3.googleusercontent.com/S54D375rfTKX...   India   \n",
       "2      https://yt3.googleusercontent.com/ytc/AIdro_n8...   India   \n",
       "3      https://yt3.googleusercontent.com/ytc/AIdro_m2...   India   \n",
       "4      https://yt3.googleusercontent.com/ytc/AIdro_lw...   India   \n",
       "...                                                  ...     ...   \n",
       "14305  https://yt3.googleusercontent.com/ytc/AIdro_nn...   India   \n",
       "14306  https://yt3.googleusercontent.com/HNuAGr7KCmSl...   India   \n",
       "14307  https://yt3.googleusercontent.com/ytc/AIdro_nv...   India   \n",
       "14308  https://yt3.googleusercontent.com/N9exzdYXbm5T...   India   \n",
       "14309  https://yt3.googleusercontent.com/ytc/AIdro_nX...   India   \n",
       "\n",
       "                                   keywords_preprocessed  \n",
       "0      mukthakanmanioffici mukthaandkanmanioffici you...  \n",
       "1           harshtatsuya harshnaidu harshtatsuya tatsuya  \n",
       "2      authentickerala authentickeralarecip authentic...  \n",
       "3                fitnessclub gym franchis health workout  \n",
       "4      actresssreevani madamanth actresssreevanimadam...  \n",
       "...                                                  ...  \n",
       "14305  suyash suyashvlog yashitank surajpalsingh jolo...  \n",
       "14306  sachin sachintendulkar sachinrameshtendulkar m...  \n",
       "14307  fit video tutori workout bodybuild fit yoga vi...  \n",
       "14308                               food review challeng  \n",
       "14309                                        fit channel  \n",
       "\n",
       "[14310 rows x 9 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pickle.load(open('popular_df.pkl','rb'))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2be524d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "main_df=pd.read_csv('youtube_channels_1M_clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b10f6091",
   "metadata": {},
   "outputs": [
    {
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       "      <th>channel_id</th>\n",
       "      <th>channel_link</th>\n",
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       "      <th>total_videos</th>\n",
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       "      <th>mean_views_last_30_videos</th>\n",
       "      <th>median_views_last_30_videos</th>\n",
       "      <th>std_views_last_30_videos</th>\n",
       "      <th>videos_per_week</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UCUMHFa347GD8EIRaVVuxR8Q</td>\n",
       "      <td>/@TonettaClay</td>\n",
       "      <td>Tonetta Clay</td>\n",
       "      <td>781</td>\n",
       "      <td>https://yt3.googleusercontent.com/bj2C0MOj3SMi...</td>\n",
       "      <td>My name is Tonetta or Toni for short and I'm d...</td>\n",
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       "      <td>/@FoodnHappinessVeena</td>\n",
       "      <td>Food 'n' Happiness</td>\n",
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       "      <td>Hello viewers.\\n I am Veena from Mangalore, Ka...</td>\n",
       "      <td>food n happiness, food and happiness, food, Fo...</td>\n",
       "      <td>https://yt3.googleusercontent.com/lY_u-8bLWNgA...</td>\n",
       "      <td>India</td>\n",
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       "      <td>158.0</td>\n",
       "      <td>2020-05-08</td>\n",
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       "      <td>1510.0</td>\n",
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       "      <th>2</th>\n",
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       "      <td>/@TimShieff</td>\n",
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       "      <td>166000</td>\n",
       "      <td>https://yt3.googleusercontent.com/2KC8Lj8RF3uF...</td>\n",
       "      <td>The journey of rediscovery.\\n\\nhttps://rdscvr.com</td>\n",
       "      <td>Tim, shieff, timothy, health, human, spiritual...</td>\n",
       "      <td>https://yt3.googleusercontent.com/-aNZLP23AnkX...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>27250763.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>2006-03-19</td>\n",
       "      <td>5456.933333</td>\n",
       "      <td>3430.0</td>\n",
       "      <td>4322.803149</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UCAQOeJwsgBMC74-OjjcQcJA</td>\n",
       "      <td>/@JerryAndJulieMusic</td>\n",
       "      <td>Jerry &amp; Julie Music</td>\n",
       "      <td>1090</td>\n",
       "      <td>https://yt3.googleusercontent.com/dI6Oq0iOhx-c...</td>\n",
       "      <td>Welcome to Jerry &amp; Julie Music.  We hope you w...</td>\n",
       "      <td>jerryandjuliemusic, jerryspianobar, juliesguit...</td>\n",
       "      <td>https://yt3.googleusercontent.com/c41pe3_aA75h...</td>\n",
       "      <td>United States</td>\n",
       "      <td>339906.0</td>\n",
       "      <td>913.0</td>\n",
       "      <td>2010-03-27</td>\n",
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       "      <td>113.374448</td>\n",
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       "      <td>/@KichuandYugiMagizhakam</td>\n",
       "      <td>Kichu and Yugi Magizhakam</td>\n",
       "      <td>1160</td>\n",
       "      <td>https://yt3.googleusercontent.com/CXrATV8NKPRg...</td>\n",
       "      <td>Hi friends welcome to my channel...I'm Devi mo...</td>\n",
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       "      <td>https://yt3.googleusercontent.com/FDA5pc1ZQ5jT...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>288328.0</td>\n",
       "      <td>476.0</td>\n",
       "      <td>2023-12-21</td>\n",
       "      <td>85.700000</td>\n",
       "      <td>66.0</td>\n",
       "      <td>72.032007</td>\n",
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       "      <td>https://yt3.googleusercontent.com/kg38beaTSCqz...</td>\n",
       "      <td>\\nI'm PAULET TELAN, a Filipina married to a Ca...</td>\n",
       "      <td>PAULET ARGUELLES TELAN BIL, PAULET TELAN, Paul...</td>\n",
       "      <td>https://yt3.googleusercontent.com/21fryxg8FIH3...</td>\n",
       "      <td>Canada</td>\n",
       "      <td>116986.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>2021-01-25</td>\n",
       "      <td>142.533333</td>\n",
       "      <td>71.0</td>\n",
       "      <td>233.517699</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095238</th>\n",
       "      <td>UCv9ddmW76c7aVVx4QscPn-A</td>\n",
       "      <td>/@ellyphysique4068</td>\n",
       "      <td>Elly physique</td>\n",
       "      <td>612</td>\n",
       "      <td>https://yt3.googleusercontent.com/aMeFmq78DhLq...</td>\n",
       "      <td>Be happy stay strong subscribe 🫶</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://yt3.googleusercontent.com/oKvSEr0R1K2v...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>149178.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2016-10-29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095239</th>\n",
       "      <td>UC23Wx4sNPxvfjCSlaJrus1A</td>\n",
       "      <td>/@UmaPaul-fb4he</td>\n",
       "      <td>Thali with love</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hii everyone! welcome to my virtual table!😀</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://yt3.googleusercontent.com/OYMQFT253jkN...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>296.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2024-03-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095240</th>\n",
       "      <td>UCB4ztUZpdzX30Y5vdr7J6eg</td>\n",
       "      <td>/@CrispyGreenInc</td>\n",
       "      <td>Crispy Green</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Founded in 2004 and headquartered in Fairfield...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_mz...</td>\n",
       "      <td>United States</td>\n",
       "      <td>67396.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>2012-02-04</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>53.0</td>\n",
       "      <td>60.135403</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095241</th>\n",
       "      <td>UCB018l_D1v-i2kNJXATTusg</td>\n",
       "      <td>/@uniquecraftsnl</td>\n",
       "      <td>Unique Crafts</td>\n",
       "      <td>89</td>\n",
       "      <td>https://yt3.googleusercontent.com/G1LItZfNlS8B...</td>\n",
       "      <td>Hello,\\n\\nMy name is Mark, I'm from The Nether...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nR...</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>26349.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2021-04-29</td>\n",
       "      <td>102.652174</td>\n",
       "      <td>84.0</td>\n",
       "      <td>70.680302</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1095242 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       channel_id              channel_link  \\\n",
       "0        UCUMHFa347GD8EIRaVVuxR8Q             /@TonettaClay   \n",
       "1        UC28mqg7IlYWEhrZwHb72IQA     /@FoodnHappinessVeena   \n",
       "2        UCoLwWY9zQ7Jp8aDtYUszmYg               /@TimShieff   \n",
       "3        UCAQOeJwsgBMC74-OjjcQcJA      /@JerryAndJulieMusic   \n",
       "4        UCOqwGhI1AmpWwxMYw9D_fqw  /@KichuandYugiMagizhakam   \n",
       "...                           ...                       ...   \n",
       "1095237  UCv5MGa5MlPJs-Hnb83MM86Q         /@PAULETTELANVLOG   \n",
       "1095238  UCv9ddmW76c7aVVx4QscPn-A        /@ellyphysique4068   \n",
       "1095239  UC23Wx4sNPxvfjCSlaJrus1A           /@UmaPaul-fb4he   \n",
       "1095240  UCB4ztUZpdzX30Y5vdr7J6eg          /@CrispyGreenInc   \n",
       "1095241  UCB018l_D1v-i2kNJXATTusg          /@uniquecraftsnl   \n",
       "\n",
       "                      channel_name  subscriber_count  \\\n",
       "0                     Tonetta Clay               781   \n",
       "1               Food 'n' Happiness                 0   \n",
       "2                       Tim Shieff            166000   \n",
       "3              Jerry & Julie Music              1090   \n",
       "4        Kichu and Yugi Magizhakam              1160   \n",
       "...                            ...               ...   \n",
       "1095237          PAULET TELAN VLOG               687   \n",
       "1095238              Elly physique               612   \n",
       "1095239           Thali with love                  5   \n",
       "1095240               Crispy Green                 0   \n",
       "1095241              Unique Crafts                89   \n",
       "\n",
       "                                               banner_link  \\\n",
       "0        https://yt3.googleusercontent.com/bj2C0MOj3SMi...   \n",
       "1                                                      NaN   \n",
       "2        https://yt3.googleusercontent.com/2KC8Lj8RF3uF...   \n",
       "3        https://yt3.googleusercontent.com/dI6Oq0iOhx-c...   \n",
       "4        https://yt3.googleusercontent.com/CXrATV8NKPRg...   \n",
       "...                                                    ...   \n",
       "1095237  https://yt3.googleusercontent.com/kg38beaTSCqz...   \n",
       "1095238  https://yt3.googleusercontent.com/aMeFmq78DhLq...   \n",
       "1095239                                                NaN   \n",
       "1095240                                                NaN   \n",
       "1095241  https://yt3.googleusercontent.com/G1LItZfNlS8B...   \n",
       "\n",
       "                                               description  \\\n",
       "0        My name is Tonetta or Toni for short and I'm d...   \n",
       "1        Hello viewers.\\n I am Veena from Mangalore, Ka...   \n",
       "2        The journey of rediscovery.\\n\\nhttps://rdscvr.com   \n",
       "3        Welcome to Jerry & Julie Music.  We hope you w...   \n",
       "4        Hi friends welcome to my channel...I'm Devi mo...   \n",
       "...                                                    ...   \n",
       "1095237  \\nI'm PAULET TELAN, a Filipina married to a Ca...   \n",
       "1095238                   Be happy stay strong subscribe 🫶   \n",
       "1095239        Hii everyone! welcome to my virtual table!😀   \n",
       "1095240  Founded in 2004 and headquartered in Fairfield...   \n",
       "1095241  Hello,\\n\\nMy name is Mark, I'm from The Nether...   \n",
       "\n",
       "                                                  keywords  \\\n",
       "0                                                      NaN   \n",
       "1        food n happiness, food and happiness, food, Fo...   \n",
       "2        Tim, shieff, timothy, health, human, spiritual...   \n",
       "3        jerryandjuliemusic, jerryspianobar, juliesguit...   \n",
       "4                                                      NaN   \n",
       "...                                                    ...   \n",
       "1095237  PAULET ARGUELLES TELAN BIL, PAULET TELAN, Paul...   \n",
       "1095238                                                NaN   \n",
       "1095239                                                NaN   \n",
       "1095240                                                NaN   \n",
       "1095241                                                NaN   \n",
       "\n",
       "                                                    avatar         country  \\\n",
       "0        https://yt3.googleusercontent.com/cUmKB4Zet1SX...             NaN   \n",
       "1        https://yt3.googleusercontent.com/lY_u-8bLWNgA...           India   \n",
       "2        https://yt3.googleusercontent.com/-aNZLP23AnkX...  United Kingdom   \n",
       "3        https://yt3.googleusercontent.com/c41pe3_aA75h...   United States   \n",
       "4        https://yt3.googleusercontent.com/FDA5pc1ZQ5jT...             NaN   \n",
       "...                                                    ...             ...   \n",
       "1095237  https://yt3.googleusercontent.com/21fryxg8FIH3...          Canada   \n",
       "1095238  https://yt3.googleusercontent.com/oKvSEr0R1K2v...             NaN   \n",
       "1095239  https://yt3.googleusercontent.com/OYMQFT253jkN...             NaN   \n",
       "1095240  https://yt3.googleusercontent.com/ytc/AIdro_mz...   United States   \n",
       "1095241  https://yt3.googleusercontent.com/ytc/AIdro_nR...     Netherlands   \n",
       "\n",
       "         total_views  total_videos   join_date  mean_views_last_30_videos  \\\n",
       "0           227567.0        1984.0  2015-12-08                  10.866667   \n",
       "1           592961.0         158.0  2020-05-08                1448.066667   \n",
       "2         27250763.0         372.0  2006-03-19                5456.933333   \n",
       "3           339906.0         913.0  2010-03-27                  75.966667   \n",
       "4           288328.0         476.0  2023-12-21                  85.700000   \n",
       "...              ...           ...         ...                        ...   \n",
       "1095237     116986.0         268.0  2021-01-25                 142.533333   \n",
       "1095238     149178.0         131.0  2016-10-29                        NaN   \n",
       "1095239        296.0           2.0  2024-03-09                        NaN   \n",
       "1095240      67396.0         154.0  2012-02-04                  70.000000   \n",
       "1095241      26349.0         108.0  2021-04-29                 102.652174   \n",
       "\n",
       "         median_views_last_30_videos  std_views_last_30_videos  \\\n",
       "0                                6.5                 13.922963   \n",
       "1                             1510.0                869.364401   \n",
       "2                             3430.0               4322.803149   \n",
       "3                               47.5                113.374448   \n",
       "4                               66.0                 72.032007   \n",
       "...                              ...                       ...   \n",
       "1095237                         71.0                233.517699   \n",
       "1095238                          NaN                       NaN   \n",
       "1095239                          NaN                       NaN   \n",
       "1095240                         53.0                 60.135403   \n",
       "1095241                         84.0                 70.680302   \n",
       "\n",
       "         videos_per_week  \n",
       "0                   1.50  \n",
       "1                   0.00  \n",
       "2                   0.00  \n",
       "3                   4.00  \n",
       "4                   1.25  \n",
       "...                  ...  \n",
       "1095237             0.00  \n",
       "1095238              NaN  \n",
       "1095239              NaN  \n",
       "1095240             0.00  \n",
       "1095241             0.00  \n",
       "\n",
       "[1095242 rows x 16 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "503ea2b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df=main_df[main_df['subscriber_count']>=1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "145e2beb",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df=new_df[new_df['mean_views_last_30_videos']>=6000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e98b28d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df=new_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d571cf2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns=['channel_id','channel_link','channel_name','description','keywords','avatar','country','total_views']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "76304da3",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df=new_df[columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4d6f4070",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df.dropna(subset=['keywords'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2aa1153f",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df=new_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d9cda54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def combine_keywords(df, column_name):\n",
    "    df[column_name] = df[column_name].apply(\n",
    "        lambda x: ', '.join(keyword.replace(\" \", \"\").lower() for keyword in x.split(','))\n",
    "    )\n",
    "    return df\n",
    "popular_df = combine_keywords(new_df, 'keywords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2a7a7538",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>channel_id</th>\n",
       "      <th>channel_link</th>\n",
       "      <th>channel_name</th>\n",
       "      <th>description</th>\n",
       "      <th>keywords</th>\n",
       "      <th>avatar</th>\n",
       "      <th>country</th>\n",
       "      <th>total_views</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>UC_rXIJpXsgiNX9yJQO1t-4A</td>\n",
       "      <td>/@MUKTHAKANMANIOFFICIAL18</td>\n",
       "      <td>MUKTHA &amp; KANMANI OFFICIAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>muktha&amp;kanmaniofficial, mukthaandkanmanioffici...</td>\n",
       "      <td>https://yt3.googleusercontent.com/Tm9DatUV_53Q...</td>\n",
       "      <td>India</td>\n",
       "      <td>4.824485e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9</td>\n",
       "      <td>UCQ6mb97-kuBBp4ko6v4yKEw</td>\n",
       "      <td>/@HarshTatsuya</td>\n",
       "      <td>HarshTatsuya</td>\n",
       "      <td>Hello Gamers🎮\\n\\nI am Harsh Naidu. I upload GA...</td>\n",
       "      <td>harshtatsuya, harshnaidu, harshtatsuya, tatsuya</td>\n",
       "      <td>https://yt3.googleusercontent.com/S54D375rfTKX...</td>\n",
       "      <td>India</td>\n",
       "      <td>9.067579e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>UCJVYrcaEUk3xWX8UQEss7Rg</td>\n",
       "      <td>/@AuthenticKerala</td>\n",
       "      <td>Authentic Kerala</td>\n",
       "      <td>Hi Friends, My name is Liya. I am from Kerala....</td>\n",
       "      <td>authentickerala, authentickeralarecipes, authe...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_n8...</td>\n",
       "      <td>India</td>\n",
       "      <td>2.116326e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>UCjPawyN0WAeQblXMCgNQw6Q</td>\n",
       "      <td>/@AnytimeFitnessIndiaATFITNESSIN</td>\n",
       "      <td>Anytime Fitness India</td>\n",
       "      <td>Anytime Fitness understands how important conv...</td>\n",
       "      <td>fitnessclub, gym, franchise, health, workout</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_m2...</td>\n",
       "      <td>India</td>\n",
       "      <td>2.516937e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>UCVh3tWYARk8wRw8EqjNL6rw</td>\n",
       "      <td>/@MadamAnthe</td>\n",
       "      <td>Madam Anthe</td>\n",
       "      <td>Anchor ga, Actress ga nannu miru chaala suppor...</td>\n",
       "      <td>actresssreevani, madamanthe, actresssreevanima...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_lw...</td>\n",
       "      <td>India</td>\n",
       "      <td>3.280103e+08</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",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>14305</th>\n",
       "      <td>96164</td>\n",
       "      <td>UC15EM1xKwmLdwr8L04s17vw</td>\n",
       "      <td>/@SuyashVlogs</td>\n",
       "      <td>Suyash Vlogs</td>\n",
       "      <td>For collaboration - teamsurajpal@gmail.com</td>\n",
       "      <td>suyash, suyashvlogs, yashitank, surajpalsingh,...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nn...</td>\n",
       "      <td>India</td>\n",
       "      <td>6.078824e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14306</th>\n",
       "      <td>96168</td>\n",
       "      <td>UCnzTvgqX77zZBJ5mji5bi7w</td>\n",
       "      <td>/@sachintendulkar</td>\n",
       "      <td>Sachin Tendulkar</td>\n",
       "      <td>Sachin Tendulkar's Official YouTube Channel. S...</td>\n",
       "      <td>sachin, sachintendulkar, sachinrameshtendulkar...</td>\n",
       "      <td>https://yt3.googleusercontent.com/HNuAGr7KCmSl...</td>\n",
       "      <td>India</td>\n",
       "      <td>3.503994e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14307</th>\n",
       "      <td>96178</td>\n",
       "      <td>UCZ3hINowu5TWquWD9HlRYBg</td>\n",
       "      <td>/@RealLifeFitness.</td>\n",
       "      <td>Real Life Fitness</td>\n",
       "      <td>Real Life Fitness (#RLP) \\nA channel fitness l...</td>\n",
       "      <td>fitness, video, tutorial, workout, bodybuildin...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nv...</td>\n",
       "      <td>India</td>\n",
       "      <td>1.085327e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14308</th>\n",
       "      <td>96180</td>\n",
       "      <td>UCHUTERc5j2hDSETAaO6Wq9Q</td>\n",
       "      <td>/@DingDongGirls</td>\n",
       "      <td>Ding Dong Girls</td>\n",
       "      <td>Hey Friends....\\n                          Thi...</td>\n",
       "      <td>food, review, and, challenges</td>\n",
       "      <td>https://yt3.googleusercontent.com/N9exzdYXbm5T...</td>\n",
       "      <td>India</td>\n",
       "      <td>4.291477e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14309</th>\n",
       "      <td>96183</td>\n",
       "      <td>UC4m2WvOQ2odYsrcD2dbAIbA</td>\n",
       "      <td>/@YogiFitness</td>\n",
       "      <td>Yogi Fitness</td>\n",
       "      <td>Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...</td>\n",
       "      <td>fitness, channel</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nX...</td>\n",
       "      <td>India</td>\n",
       "      <td>2.839610e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14310 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index                channel_id                      channel_link  \\\n",
       "0          1  UC_rXIJpXsgiNX9yJQO1t-4A         /@MUKTHAKANMANIOFFICIAL18   \n",
       "1          9  UCQ6mb97-kuBBp4ko6v4yKEw                    /@HarshTatsuya   \n",
       "2         11  UCJVYrcaEUk3xWX8UQEss7Rg                 /@AuthenticKerala   \n",
       "3         24  UCjPawyN0WAeQblXMCgNQw6Q  /@AnytimeFitnessIndiaATFITNESSIN   \n",
       "4         32  UCVh3tWYARk8wRw8EqjNL6rw                      /@MadamAnthe   \n",
       "...      ...                       ...                               ...   \n",
       "14305  96164  UC15EM1xKwmLdwr8L04s17vw                     /@SuyashVlogs   \n",
       "14306  96168  UCnzTvgqX77zZBJ5mji5bi7w                 /@sachintendulkar   \n",
       "14307  96178  UCZ3hINowu5TWquWD9HlRYBg                /@RealLifeFitness.   \n",
       "14308  96180  UCHUTERc5j2hDSETAaO6Wq9Q                   /@DingDongGirls   \n",
       "14309  96183  UC4m2WvOQ2odYsrcD2dbAIbA                     /@YogiFitness   \n",
       "\n",
       "                    channel_name  \\\n",
       "0      MUKTHA & KANMANI OFFICIAL   \n",
       "1                   HarshTatsuya   \n",
       "2               Authentic Kerala   \n",
       "3          Anytime Fitness India   \n",
       "4                    Madam Anthe   \n",
       "...                          ...   \n",
       "14305               Suyash Vlogs   \n",
       "14306           Sachin Tendulkar   \n",
       "14307          Real Life Fitness   \n",
       "14308            Ding Dong Girls   \n",
       "14309               Yogi Fitness   \n",
       "\n",
       "                                             description  \\\n",
       "0                                                    NaN   \n",
       "1      Hello Gamers🎮\\n\\nI am Harsh Naidu. I upload GA...   \n",
       "2      Hi Friends, My name is Liya. I am from Kerala....   \n",
       "3      Anytime Fitness understands how important conv...   \n",
       "4      Anchor ga, Actress ga nannu miru chaala suppor...   \n",
       "...                                                  ...   \n",
       "14305         For collaboration - teamsurajpal@gmail.com   \n",
       "14306  Sachin Tendulkar's Official YouTube Channel. S...   \n",
       "14307  Real Life Fitness (#RLP) \\nA channel fitness l...   \n",
       "14308  Hey Friends....\\n                          Thi...   \n",
       "14309  Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...   \n",
       "\n",
       "                                                keywords  \\\n",
       "0      muktha&kanmaniofficial, mukthaandkanmanioffici...   \n",
       "1        harshtatsuya, harshnaidu, harshtatsuya, tatsuya   \n",
       "2      authentickerala, authentickeralarecipes, authe...   \n",
       "3           fitnessclub, gym, franchise, health, workout   \n",
       "4      actresssreevani, madamanthe, actresssreevanima...   \n",
       "...                                                  ...   \n",
       "14305  suyash, suyashvlogs, yashitank, surajpalsingh,...   \n",
       "14306  sachin, sachintendulkar, sachinrameshtendulkar...   \n",
       "14307  fitness, video, tutorial, workout, bodybuildin...   \n",
       "14308                      food, review, and, challenges   \n",
       "14309                                   fitness, channel   \n",
       "\n",
       "                                                  avatar country   total_views  \n",
       "0      https://yt3.googleusercontent.com/Tm9DatUV_53Q...   India  4.824485e+07  \n",
       "1      https://yt3.googleusercontent.com/S54D375rfTKX...   India  9.067579e+07  \n",
       "2      https://yt3.googleusercontent.com/ytc/AIdro_n8...   India  2.116326e+07  \n",
       "3      https://yt3.googleusercontent.com/ytc/AIdro_m2...   India  2.516937e+06  \n",
       "4      https://yt3.googleusercontent.com/ytc/AIdro_lw...   India  3.280103e+08  \n",
       "...                                                  ...     ...           ...  \n",
       "14305  https://yt3.googleusercontent.com/ytc/AIdro_nn...   India  6.078824e+09  \n",
       "14306  https://yt3.googleusercontent.com/HNuAGr7KCmSl...   India  3.503994e+08  \n",
       "14307  https://yt3.googleusercontent.com/ytc/AIdro_nv...   India  1.085327e+07  \n",
       "14308  https://yt3.googleusercontent.com/N9exzdYXbm5T...   India  4.291477e+08  \n",
       "14309  https://yt3.googleusercontent.com/ytc/AIdro_nX...   India  2.839610e+05  \n",
       "\n",
       "[14310 rows x 9 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df=popular_df[popular_df['country']=='India']\n",
    "popular_df=popular_df.reset_index()\n",
    "popular_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8d12f86e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sampl text link punctuat remov stopword appli stem\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\djdeb\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\djdeb\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import PorterStemmer\n",
    "from nltk.tokenize import word_tokenize\n",
    "\n",
    "# Initialize NLTK data\n",
    "nltk.download('punkt')\n",
    "nltk.download('stopwords')\n",
    "\n",
    "def preprocess_text(text):\n",
    "    \"\"\"\n",
    "    Preprocesses the input text by:\n",
    "    1. Converting to lowercase\n",
    "    2. Removing punctuation\n",
    "    3. Removing stopwords\n",
    "    4. Removing whitespace\n",
    "    5. Removing links\n",
    "    6. Applying stemming\n",
    "\n",
    "    Args:\n",
    "        text (str): Input text\n",
    "\n",
    "    Returns:\n",
    "        str: Preprocessed text\n",
    "    \"\"\"\n",
    "\n",
    "    # Convert to lowercase\n",
    "    text = text.lower()\n",
    "\n",
    "    # Remove links\n",
    "    text = re.sub(r'http\\S+', '', text)\n",
    "\n",
    "    # Remove punctuation\n",
    "    text = re.sub(r'[^\\w\\s]', '', text)\n",
    "    \n",
    "    # Remove underscores\n",
    "    text = re.sub(r'_+', '', text)\n",
    "    \n",
    "    # Remove digits and numerical terms\n",
    "    text = re.sub(r'\\d+(k|m|b)?', '', text)\n",
    "\n",
    "    # Tokenize text\n",
    "    tokens = word_tokenize(text)\n",
    "\n",
    "    # Remove stopwords\n",
    "    stop_words = set(stopwords.words('english'))\n",
    "    tokens = [word for word in tokens if word not in stop_words]\n",
    "\n",
    "    # Apply stemming\n",
    "    stemmer = PorterStemmer()\n",
    "    tokens = [stemmer.stem(word) for word in tokens]\n",
    "\n",
    "    # Join tokens back into a string\n",
    "    text = ' '.join(tokens)\n",
    "\n",
    "    return text\n",
    "\n",
    "# Example usage\n",
    "text = \"   This is a sample text with __links http://example.com and punctuation! Remove stopwords and apply stemming. 🤔 1.8K\"\n",
    "print(preprocess_text(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7ab6abdb",
   "metadata": {},
   "outputs": [],
   "source": [
    "popular_df['keywords_preprocessed']=popular_df['keywords'].apply(preprocess_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bf1e69b3",
   "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>index</th>\n",
       "      <th>channel_id</th>\n",
       "      <th>channel_link</th>\n",
       "      <th>channel_name</th>\n",
       "      <th>description</th>\n",
       "      <th>keywords</th>\n",
       "      <th>avatar</th>\n",
       "      <th>country</th>\n",
       "      <th>total_views</th>\n",
       "      <th>keywords_preprocessed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>UC_rXIJpXsgiNX9yJQO1t-4A</td>\n",
       "      <td>/@MUKTHAKANMANIOFFICIAL18</td>\n",
       "      <td>MUKTHA &amp; KANMANI OFFICIAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>muktha&amp;kanmaniofficial, mukthaandkanmanioffici...</td>\n",
       "      <td>https://yt3.googleusercontent.com/Tm9DatUV_53Q...</td>\n",
       "      <td>India</td>\n",
       "      <td>4.824485e+07</td>\n",
       "      <td>mukthakanmanioffici mukthaandkanmanioffici you...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9</td>\n",
       "      <td>UCQ6mb97-kuBBp4ko6v4yKEw</td>\n",
       "      <td>/@HarshTatsuya</td>\n",
       "      <td>HarshTatsuya</td>\n",
       "      <td>Hello Gamers🎮\\n\\nI am Harsh Naidu. I upload GA...</td>\n",
       "      <td>harshtatsuya, harshnaidu, harshtatsuya, tatsuya</td>\n",
       "      <td>https://yt3.googleusercontent.com/S54D375rfTKX...</td>\n",
       "      <td>India</td>\n",
       "      <td>9.067579e+07</td>\n",
       "      <td>harshtatsuya harshnaidu harshtatsuya tatsuya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>UCJVYrcaEUk3xWX8UQEss7Rg</td>\n",
       "      <td>/@AuthenticKerala</td>\n",
       "      <td>Authentic Kerala</td>\n",
       "      <td>Hi Friends, My name is Liya. I am from Kerala....</td>\n",
       "      <td>authentickerala, authentickeralarecipes, authe...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_n8...</td>\n",
       "      <td>India</td>\n",
       "      <td>2.116326e+07</td>\n",
       "      <td>authentickerala authentickeralarecip authentic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>UCjPawyN0WAeQblXMCgNQw6Q</td>\n",
       "      <td>/@AnytimeFitnessIndiaATFITNESSIN</td>\n",
       "      <td>Anytime Fitness India</td>\n",
       "      <td>Anytime Fitness understands how important conv...</td>\n",
       "      <td>fitnessclub, gym, franchise, health, workout</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_m2...</td>\n",
       "      <td>India</td>\n",
       "      <td>2.516937e+06</td>\n",
       "      <td>fitnessclub gym franchis health workout</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>UCVh3tWYARk8wRw8EqjNL6rw</td>\n",
       "      <td>/@MadamAnthe</td>\n",
       "      <td>Madam Anthe</td>\n",
       "      <td>Anchor ga, Actress ga nannu miru chaala suppor...</td>\n",
       "      <td>actresssreevani, madamanthe, actresssreevanima...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_lw...</td>\n",
       "      <td>India</td>\n",
       "      <td>3.280103e+08</td>\n",
       "      <td>actresssreevani madamanth actresssreevanimadam...</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14305</th>\n",
       "      <td>96164</td>\n",
       "      <td>UC15EM1xKwmLdwr8L04s17vw</td>\n",
       "      <td>/@SuyashVlogs</td>\n",
       "      <td>Suyash Vlogs</td>\n",
       "      <td>For collaboration - teamsurajpal@gmail.com</td>\n",
       "      <td>suyash, suyashvlogs, yashitank, surajpalsingh,...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nn...</td>\n",
       "      <td>India</td>\n",
       "      <td>6.078824e+09</td>\n",
       "      <td>suyash suyashvlog yashitank surajpalsingh jolo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14306</th>\n",
       "      <td>96168</td>\n",
       "      <td>UCnzTvgqX77zZBJ5mji5bi7w</td>\n",
       "      <td>/@sachintendulkar</td>\n",
       "      <td>Sachin Tendulkar</td>\n",
       "      <td>Sachin Tendulkar's Official YouTube Channel. S...</td>\n",
       "      <td>sachin, sachintendulkar, sachinrameshtendulkar...</td>\n",
       "      <td>https://yt3.googleusercontent.com/HNuAGr7KCmSl...</td>\n",
       "      <td>India</td>\n",
       "      <td>3.503994e+08</td>\n",
       "      <td>sachin sachintendulkar sachinrameshtendulkar m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14307</th>\n",
       "      <td>96178</td>\n",
       "      <td>UCZ3hINowu5TWquWD9HlRYBg</td>\n",
       "      <td>/@RealLifeFitness.</td>\n",
       "      <td>Real Life Fitness</td>\n",
       "      <td>Real Life Fitness (#RLP) \\nA channel fitness l...</td>\n",
       "      <td>fitness, video, tutorial, workout, bodybuildin...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nv...</td>\n",
       "      <td>India</td>\n",
       "      <td>1.085327e+07</td>\n",
       "      <td>fit video tutori workout bodybuild fit yoga vi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14308</th>\n",
       "      <td>96180</td>\n",
       "      <td>UCHUTERc5j2hDSETAaO6Wq9Q</td>\n",
       "      <td>/@DingDongGirls</td>\n",
       "      <td>Ding Dong Girls</td>\n",
       "      <td>Hey Friends....\\n                          Thi...</td>\n",
       "      <td>food, review, and, challenges</td>\n",
       "      <td>https://yt3.googleusercontent.com/N9exzdYXbm5T...</td>\n",
       "      <td>India</td>\n",
       "      <td>4.291477e+08</td>\n",
       "      <td>food review challeng</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14309</th>\n",
       "      <td>96183</td>\n",
       "      <td>UC4m2WvOQ2odYsrcD2dbAIbA</td>\n",
       "      <td>/@YogiFitness</td>\n",
       "      <td>Yogi Fitness</td>\n",
       "      <td>Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...</td>\n",
       "      <td>fitness, channel</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nX...</td>\n",
       "      <td>India</td>\n",
       "      <td>2.839610e+05</td>\n",
       "      <td>fit channel</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14310 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index                channel_id                      channel_link  \\\n",
       "0          1  UC_rXIJpXsgiNX9yJQO1t-4A         /@MUKTHAKANMANIOFFICIAL18   \n",
       "1          9  UCQ6mb97-kuBBp4ko6v4yKEw                    /@HarshTatsuya   \n",
       "2         11  UCJVYrcaEUk3xWX8UQEss7Rg                 /@AuthenticKerala   \n",
       "3         24  UCjPawyN0WAeQblXMCgNQw6Q  /@AnytimeFitnessIndiaATFITNESSIN   \n",
       "4         32  UCVh3tWYARk8wRw8EqjNL6rw                      /@MadamAnthe   \n",
       "...      ...                       ...                               ...   \n",
       "14305  96164  UC15EM1xKwmLdwr8L04s17vw                     /@SuyashVlogs   \n",
       "14306  96168  UCnzTvgqX77zZBJ5mji5bi7w                 /@sachintendulkar   \n",
       "14307  96178  UCZ3hINowu5TWquWD9HlRYBg                /@RealLifeFitness.   \n",
       "14308  96180  UCHUTERc5j2hDSETAaO6Wq9Q                   /@DingDongGirls   \n",
       "14309  96183  UC4m2WvOQ2odYsrcD2dbAIbA                     /@YogiFitness   \n",
       "\n",
       "                    channel_name  \\\n",
       "0      MUKTHA & KANMANI OFFICIAL   \n",
       "1                   HarshTatsuya   \n",
       "2               Authentic Kerala   \n",
       "3          Anytime Fitness India   \n",
       "4                    Madam Anthe   \n",
       "...                          ...   \n",
       "14305               Suyash Vlogs   \n",
       "14306           Sachin Tendulkar   \n",
       "14307          Real Life Fitness   \n",
       "14308            Ding Dong Girls   \n",
       "14309               Yogi Fitness   \n",
       "\n",
       "                                             description  \\\n",
       "0                                                    NaN   \n",
       "1      Hello Gamers🎮\\n\\nI am Harsh Naidu. I upload GA...   \n",
       "2      Hi Friends, My name is Liya. I am from Kerala....   \n",
       "3      Anytime Fitness understands how important conv...   \n",
       "4      Anchor ga, Actress ga nannu miru chaala suppor...   \n",
       "...                                                  ...   \n",
       "14305         For collaboration - teamsurajpal@gmail.com   \n",
       "14306  Sachin Tendulkar's Official YouTube Channel. S...   \n",
       "14307  Real Life Fitness (#RLP) \\nA channel fitness l...   \n",
       "14308  Hey Friends....\\n                          Thi...   \n",
       "14309  Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...   \n",
       "\n",
       "                                                keywords  \\\n",
       "0      muktha&kanmaniofficial, mukthaandkanmanioffici...   \n",
       "1        harshtatsuya, harshnaidu, harshtatsuya, tatsuya   \n",
       "2      authentickerala, authentickeralarecipes, authe...   \n",
       "3           fitnessclub, gym, franchise, health, workout   \n",
       "4      actresssreevani, madamanthe, actresssreevanima...   \n",
       "...                                                  ...   \n",
       "14305  suyash, suyashvlogs, yashitank, surajpalsingh,...   \n",
       "14306  sachin, sachintendulkar, sachinrameshtendulkar...   \n",
       "14307  fitness, video, tutorial, workout, bodybuildin...   \n",
       "14308                      food, review, and, challenges   \n",
       "14309                                   fitness, channel   \n",
       "\n",
       "                                                  avatar country  \\\n",
       "0      https://yt3.googleusercontent.com/Tm9DatUV_53Q...   India   \n",
       "1      https://yt3.googleusercontent.com/S54D375rfTKX...   India   \n",
       "2      https://yt3.googleusercontent.com/ytc/AIdro_n8...   India   \n",
       "3      https://yt3.googleusercontent.com/ytc/AIdro_m2...   India   \n",
       "4      https://yt3.googleusercontent.com/ytc/AIdro_lw...   India   \n",
       "...                                                  ...     ...   \n",
       "14305  https://yt3.googleusercontent.com/ytc/AIdro_nn...   India   \n",
       "14306  https://yt3.googleusercontent.com/HNuAGr7KCmSl...   India   \n",
       "14307  https://yt3.googleusercontent.com/ytc/AIdro_nv...   India   \n",
       "14308  https://yt3.googleusercontent.com/N9exzdYXbm5T...   India   \n",
       "14309  https://yt3.googleusercontent.com/ytc/AIdro_nX...   India   \n",
       "\n",
       "        total_views                              keywords_preprocessed  \n",
       "0      4.824485e+07  mukthakanmanioffici mukthaandkanmanioffici you...  \n",
       "1      9.067579e+07       harshtatsuya harshnaidu harshtatsuya tatsuya  \n",
       "2      2.116326e+07  authentickerala authentickeralarecip authentic...  \n",
       "3      2.516937e+06            fitnessclub gym franchis health workout  \n",
       "4      3.280103e+08  actresssreevani madamanth actresssreevanimadam...  \n",
       "...             ...                                                ...  \n",
       "14305  6.078824e+09  suyash suyashvlog yashitank surajpalsingh jolo...  \n",
       "14306  3.503994e+08  sachin sachintendulkar sachinrameshtendulkar m...  \n",
       "14307  1.085327e+07  fit video tutori workout bodybuild fit yoga vi...  \n",
       "14308  4.291477e+08                               food review challeng  \n",
       "14309  2.839610e+05                                        fit channel  \n",
       "\n",
       "[14310 rows x 10 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "318fb9c1",
   "metadata": {},
   "source": [
    "# Let's Cluster channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "97cd3a24",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "import matplotlib.pyplot as plt\n",
    "# Convert text data into numerical features using TF-IDF\n",
    "vectorizer = TfidfVectorizer(max_features=12000)\n",
    "X = vectorizer.fit_transform(popular_df['keywords_preprocessed'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "521a7d80",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Determine the optimal number of clusters (Elbow method)\n",
    "wcss = []\n",
    "for i in range(1, 11):\n",
    "    kmeans = KMeans(n_clusters=i, init='k-means++', random_state=42)\n",
    "    kmeans.fit(X)\n",
    "    wcss.append(kmeans.inertia_)\n",
    "\n",
    "# Plot the Elbow curve\n",
    "plt.plot(range(1, 11), wcss)\n",
    "plt.title('Elbow Method')\n",
    "plt.xlabel('Number of clusters')\n",
    "plt.ylabel('WCSS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c8a020f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import silhouette_score\n",
    "# Silhouette score\n",
    "n_clusters_list = range(2, 11)\n",
    "silhouette_scores = []\n",
    "for i in n_clusters_list:\n",
    "    kmeans = KMeans(n_clusters=i, init='k-means++', random_state=42)\n",
    "    kmeans.fit(X)\n",
    "    silhouette_avg = silhouette_score(X, kmeans.labels_)\n",
    "    silhouette_scores.append(silhouette_avg)\n",
    "plt.plot(n_clusters_list, silhouette_scores)\n",
    "plt.title('Silhouette Score')\n",
    "plt.xlabel('Number of clusters')\n",
    "plt.ylabel('Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "0956f242",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\djdeb\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1416: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster Labels:\n",
      "[0 0 0 ... 3 4 3]\n"
     ]
    }
   ],
   "source": [
    "# Choose the optimal number of clusters (e.g., 5)\n",
    "optimal_clusters = 9\n",
    "\n",
    "# Perform K-Means clustering\n",
    "kmeans = KMeans(n_clusters=optimal_clusters, init='k-means++', random_state=42)\n",
    "kmeans.fit(X)\n",
    "\n",
    "# Predict cluster labels\n",
    "labels = kmeans.labels_\n",
    "\n",
    "# Print cluster labels\n",
    "print(\"Cluster Labels:\")\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9ac2c469",
   "metadata": {},
   "outputs": [],
   "source": [
    "random_indices = np.random.choice(X.shape[0], size=int(0.1 * X.shape[0]), replace=False)\n",
    "# Visualize clusters using PCA (optional)\n",
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X[random_indices].toarray())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f8486b2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize clusters\n",
    "plt.figure(figsize=(8, 6))\n",
    "for cluster in np.unique(labels[random_indices]):\n",
    "    cluster_indices = np.where(labels[random_indices] == cluster)[0]\n",
    "    plt.scatter(X_pca[cluster_indices, 0], X_pca[cluster_indices, 1], label=f'Cluster {cluster}')\n",
    "\n",
    "plt.title('Cluster Visualization')\n",
    "plt.xlabel('Principal Component 1')\n",
    "plt.ylabel('Principal Component 2')\n",
    "plt.legend(title='Clusters', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "550686e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([10779,  8099, 14069, ..., 12696,  5600, 10856])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f31273a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "popular_df['cluster']=labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "6c6f1630",
   "metadata": {},
   "outputs": [
    {
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       "      <th>channel_id</th>\n",
       "      <th>channel_link</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7654</th>\n",
       "      <td>53944</td>\n",
       "      <td>UCUrdTg4pRXMFhmoKRP_fQBA</td>\n",
       "      <td>/@GyaniBabajiindia</td>\n",
       "      <td>GyaniBabaji</td>\n",
       "      <td>Gyani Babaji, here we will explore amazing con...</td>\n",
       "      <td>india, information, megaprojectsinindia, persp...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_ky...</td>\n",
       "      <td>India</td>\n",
       "      <td>4697188.0</td>\n",
       "      <td>india inform megaprojectsinindia perspect case...</td>\n",
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       "      <th>9242</th>\n",
       "      <td>65980</td>\n",
       "      <td>UCJtxaDoElwgP2OKzgZl_eGw</td>\n",
       "      <td>/@isanket</td>\n",
       "      <td>Sanket Barot</td>\n",
       "      <td>Hi, I'm Sanket Barot, \\n\\nIn my past work expe...</td>\n",
       "      <td>startup, bussiness, casestudy</td>\n",
       "      <td>https://yt3.googleusercontent.com/fbmwxJyTxrd6...</td>\n",
       "      <td>India</td>\n",
       "      <td>1480483.0</td>\n",
       "      <td>startup bussi casestudi</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10317</th>\n",
       "      <td>72576</td>\n",
       "      <td>UCDXDA9RLrN6qG2NukatO5uw</td>\n",
       "      <td>/@CAMeenaVermaSCM</td>\n",
       "      <td>CA Meena Verma</td>\n",
       "      <td>Hy I am Meena Verma a Science Graduate and a C...</td>\n",
       "      <td>businessstrategicguru, strategiccostmanagement...</td>\n",
       "      <td>https://yt3.googleusercontent.com/9oia49T7gafN...</td>\n",
       "      <td>India</td>\n",
       "      <td>1409067.0</td>\n",
       "      <td>businessstrategicguru strategiccostmanagementa...</td>\n",
       "      <td>1</td>\n",
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       "       index                channel_id        channel_link    channel_name  \\\n",
       "7654   53944  UCUrdTg4pRXMFhmoKRP_fQBA  /@GyaniBabajiindia     GyaniBabaji   \n",
       "9242   65980  UCJtxaDoElwgP2OKzgZl_eGw           /@isanket    Sanket Barot   \n",
       "10317  72576  UCDXDA9RLrN6qG2NukatO5uw   /@CAMeenaVermaSCM  CA Meena Verma   \n",
       "\n",
       "                                             description  \\\n",
       "7654   Gyani Babaji, here we will explore amazing con...   \n",
       "9242   Hi, I'm Sanket Barot, \\n\\nIn my past work expe...   \n",
       "10317  Hy I am Meena Verma a Science Graduate and a C...   \n",
       "\n",
       "                                                keywords  \\\n",
       "7654   india, information, megaprojectsinindia, persp...   \n",
       "9242                       startup, bussiness, casestudy   \n",
       "10317  businessstrategicguru, strategiccostmanagement...   \n",
       "\n",
       "                                                  avatar country  total_views  \\\n",
       "7654   https://yt3.googleusercontent.com/ytc/AIdro_ky...   India    4697188.0   \n",
       "9242   https://yt3.googleusercontent.com/fbmwxJyTxrd6...   India    1480483.0   \n",
       "10317  https://yt3.googleusercontent.com/9oia49T7gafN...   India    1409067.0   \n",
       "\n",
       "                                   keywords_preprocessed  cluster  \n",
       "7654   india inform megaprojectsinindia perspect case...        1  \n",
       "9242                             startup bussi casestudi        1  \n",
       "10317  businessstrategicguru strategiccostmanagementa...        1  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df[popular_df['cluster']==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "3e407694",
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>346</td>\n",
       "      <td>UCHBvksOfhQYYSEa9lQW_Vaw</td>\n",
       "      <td>/@Imzyvlogs</td>\n",
       "      <td>Imzy Vlogs</td>\n",
       "      <td>Creating videos is my passion and I do it for ...</td>\n",
       "      <td>imzyallinone, imzyallinone, supercars, superbi...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_le...</td>\n",
       "      <td>India</td>\n",
       "      <td>32967152.0</td>\n",
       "      <td>imzyallinon imzyallinon supercar superbik carm...</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1039</td>\n",
       "      <td>UCK74VTJajtiAWbkfl7qHe0w</td>\n",
       "      <td>/@anjurajvlogs</td>\n",
       "      <td>Anjuraj vlogs</td>\n",
       "      <td>Hello Dostulu 😎👋\\nHere I’m Anjum…so my channel...</td>\n",
       "      <td>vlogs, cutebabyvlogs, beauty, teluguvlogs, anj...</td>\n",
       "      <td>https://yt3.googleusercontent.com/oaQUHBREawcZ...</td>\n",
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       "      <td>158241424.0</td>\n",
       "      <td>vlog cutebabyvlog beauti teluguvlog anjurajvlo...</td>\n",
       "      <td>2</td>\n",
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       "      <th>212</th>\n",
       "      <td>1372</td>\n",
       "      <td>UCo6YUFk14B15fFI3ENylObQ</td>\n",
       "      <td>/@odishaexclusive2021</td>\n",
       "      <td>Odisha exclusive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>odishaexclusive, cookingracipe, lawandorder, h...</td>\n",
       "      <td>https://yt3.googleusercontent.com/n6mRrbHkw6EG...</td>\n",
       "      <td>India</td>\n",
       "      <td>969359.0</td>\n",
       "      <td>odishaexclus cookingracip lawandord health pit...</td>\n",
       "      <td>2</td>\n",
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       "      <th>368</th>\n",
       "      <td>2262</td>\n",
       "      <td>UCA8DtVxA-ga2YHjBz6iVDPQ</td>\n",
       "      <td>/@wowvillagesoffical</td>\n",
       "      <td>Wow Villages</td>\n",
       "      <td>NaN</td>\n",
       "      <td>telanganatourism, ruraltourism, villagetourism...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_ln...</td>\n",
       "      <td>India</td>\n",
       "      <td>660973.0</td>\n",
       "      <td>telanganatour ruraltour villagetour incredible...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>2642</td>\n",
       "      <td>UCE81YzUkrvSDLgvDCnZFF1Q</td>\n",
       "      <td>/@VirtualBanjara</td>\n",
       "      <td>Virtual Banjara</td>\n",
       "      <td>Passionate about showcasing the wonders of Jai...</td>\n",
       "      <td>jaipur, foodvlogs, food, streetfood, monuments...</td>\n",
       "      <td>https://yt3.googleusercontent.com/5AGIJHQfJ7_H...</td>\n",
       "      <td>India</td>\n",
       "      <td>122661916.0</td>\n",
       "      <td>jaipur foodvlog food streetfood monument marke...</td>\n",
       "      <td>2</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>14213</th>\n",
       "      <td>95627</td>\n",
       "      <td>UCKieyGPRpMvIMn1b0rbKrqg</td>\n",
       "      <td>/@FoodZpah</td>\n",
       "      <td>FoodZpah</td>\n",
       "      <td>We visit places &amp; share with you our experienc...</td>\n",
       "      <td>food, lifestyle, kolkata, cafe, restaurant, in...</td>\n",
       "      <td>https://yt3.googleusercontent.com/CKRYAIpzZ6cP...</td>\n",
       "      <td>India</td>\n",
       "      <td>11695338.0</td>\n",
       "      <td>food lifestyl kolkata cafe restaur india fb vl...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14223</th>\n",
       "      <td>95670</td>\n",
       "      <td>UCGeGhS_akOxBWQcSmje6B-w</td>\n",
       "      <td>/@TanyaKhanijow</td>\n",
       "      <td>Tanya Khanijow</td>\n",
       "      <td>Hi Guys, I'm Tanya Khanijow. I'm a Travel Vlog...</td>\n",
       "      <td>tanya, khanijow, tanyakhanijow, travelvideos</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_mk...</td>\n",
       "      <td>India</td>\n",
       "      <td>217845768.0</td>\n",
       "      <td>tanya khanijow tanyakhanijow travelvideo</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>14239</th>\n",
       "      <td>95773</td>\n",
       "      <td>UCKYrFGPx_Hi6EJPQlaw5YZw</td>\n",
       "      <td>/@200Journeys</td>\n",
       "      <td>200Journeys</td>\n",
       "      <td>Hi, this is Dolesh here from Mumbai &amp; I make v...</td>\n",
       "      <td>travel, hotels, flights, travelvlogs, cruise, ...</td>\n",
       "      <td>https://yt3.googleusercontent.com/p8fcNr4Harkp...</td>\n",
       "      <td>India</td>\n",
       "      <td>215199746.0</td>\n",
       "      <td>travel hotel flight travelvlog cruis train jou...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14264</th>\n",
       "      <td>95959</td>\n",
       "      <td>UCmvDGQrhJSv7g9w7Ec88MBw</td>\n",
       "      <td>/@_The_savage_couple</td>\n",
       "      <td>MR &amp; MRS AGRAWAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mrandmrsagrawal, mr&amp;mrsagrawal, mrandmrsagrawa...</td>\n",
       "      <td>https://yt3.googleusercontent.com/R0mwO00BQVm9...</td>\n",
       "      <td>India</td>\n",
       "      <td>1936901.0</td>\n",
       "      <td>mrandmrsagraw mrmrsagraw mrandmrsagraw mrmrsag...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14273</th>\n",
       "      <td>95981</td>\n",
       "      <td>UChh9l6YUCu9PZnYqVymXgpg</td>\n",
       "      <td>/@ImKeerthanaSrinivasan</td>\n",
       "      <td>Keerthana Srinivasan</td>\n",
       "      <td>🌸Recording my life😊😊😊\\n\\n#Cook #Eat #Travel #E...</td>\n",
       "      <td>cookingvlogs, momanddaughter, keerthanasriniva...</td>\n",
       "      <td>https://yt3.googleusercontent.com/kOX1hUIMoWpN...</td>\n",
       "      <td>India</td>\n",
       "      <td>472866.0</td>\n",
       "      <td>cookingvlog momanddaught keerthanasrinivasan s...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>231 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index                channel_id             channel_link  \\\n",
       "56       346  UCHBvksOfhQYYSEa9lQW_Vaw              /@Imzyvlogs   \n",
       "162     1039  UCK74VTJajtiAWbkfl7qHe0w           /@anjurajvlogs   \n",
       "212     1372  UCo6YUFk14B15fFI3ENylObQ    /@odishaexclusive2021   \n",
       "368     2262  UCA8DtVxA-ga2YHjBz6iVDPQ     /@wowvillagesoffical   \n",
       "419     2642  UCE81YzUkrvSDLgvDCnZFF1Q         /@VirtualBanjara   \n",
       "...      ...                       ...                      ...   \n",
       "14213  95627  UCKieyGPRpMvIMn1b0rbKrqg               /@FoodZpah   \n",
       "14223  95670  UCGeGhS_akOxBWQcSmje6B-w          /@TanyaKhanijow   \n",
       "14239  95773  UCKYrFGPx_Hi6EJPQlaw5YZw            /@200Journeys   \n",
       "14264  95959  UCmvDGQrhJSv7g9w7Ec88MBw     /@_The_savage_couple   \n",
       "14273  95981  UChh9l6YUCu9PZnYqVymXgpg  /@ImKeerthanaSrinivasan   \n",
       "\n",
       "               channel_name  \\\n",
       "56               Imzy Vlogs   \n",
       "162          Anjuraj vlogs    \n",
       "212       Odisha exclusive    \n",
       "368            Wow Villages   \n",
       "419         Virtual Banjara   \n",
       "...                     ...   \n",
       "14213              FoodZpah   \n",
       "14223        Tanya Khanijow   \n",
       "14239           200Journeys   \n",
       "14264      MR & MRS AGRAWAL   \n",
       "14273  Keerthana Srinivasan   \n",
       "\n",
       "                                             description  \\\n",
       "56     Creating videos is my passion and I do it for ...   \n",
       "162    Hello Dostulu 😎👋\\nHere I’m Anjum…so my channel...   \n",
       "212                                                  NaN   \n",
       "368                                                  NaN   \n",
       "419    Passionate about showcasing the wonders of Jai...   \n",
       "...                                                  ...   \n",
       "14213  We visit places & share with you our experienc...   \n",
       "14223  Hi Guys, I'm Tanya Khanijow. I'm a Travel Vlog...   \n",
       "14239  Hi, this is Dolesh here from Mumbai & I make v...   \n",
       "14264                                                NaN   \n",
       "14273  🌸Recording my life😊😊😊\\n\\n#Cook #Eat #Travel #E...   \n",
       "\n",
       "                                                keywords  \\\n",
       "56     imzyallinone, imzyallinone, supercars, superbi...   \n",
       "162    vlogs, cutebabyvlogs, beauty, teluguvlogs, anj...   \n",
       "212    odishaexclusive, cookingracipe, lawandorder, h...   \n",
       "368    telanganatourism, ruraltourism, villagetourism...   \n",
       "419    jaipur, foodvlogs, food, streetfood, monuments...   \n",
       "...                                                  ...   \n",
       "14213  food, lifestyle, kolkata, cafe, restaurant, in...   \n",
       "14223       tanya, khanijow, tanyakhanijow, travelvideos   \n",
       "14239  travel, hotels, flights, travelvlogs, cruise, ...   \n",
       "14264  mrandmrsagrawal, mr&mrsagrawal, mrandmrsagrawa...   \n",
       "14273  cookingvlogs, momanddaughter, keerthanasriniva...   \n",
       "\n",
       "                                                  avatar country  total_views  \\\n",
       "56     https://yt3.googleusercontent.com/ytc/AIdro_le...   India   32967152.0   \n",
       "162    https://yt3.googleusercontent.com/oaQUHBREawcZ...   India  158241424.0   \n",
       "212    https://yt3.googleusercontent.com/n6mRrbHkw6EG...   India     969359.0   \n",
       "368    https://yt3.googleusercontent.com/ytc/AIdro_ln...   India     660973.0   \n",
       "419    https://yt3.googleusercontent.com/5AGIJHQfJ7_H...   India  122661916.0   \n",
       "...                                                  ...     ...          ...   \n",
       "14213  https://yt3.googleusercontent.com/CKRYAIpzZ6cP...   India   11695338.0   \n",
       "14223  https://yt3.googleusercontent.com/ytc/AIdro_mk...   India  217845768.0   \n",
       "14239  https://yt3.googleusercontent.com/p8fcNr4Harkp...   India  215199746.0   \n",
       "14264  https://yt3.googleusercontent.com/R0mwO00BQVm9...   India    1936901.0   \n",
       "14273  https://yt3.googleusercontent.com/kOX1hUIMoWpN...   India     472866.0   \n",
       "\n",
       "                                   keywords_preprocessed  cluster  \n",
       "56     imzyallinon imzyallinon supercar superbik carm...        2  \n",
       "162    vlog cutebabyvlog beauti teluguvlog anjurajvlo...        2  \n",
       "212    odishaexclus cookingracip lawandord health pit...        2  \n",
       "368    telanganatour ruraltour villagetour incredible...        2  \n",
       "419    jaipur foodvlog food streetfood monument marke...        2  \n",
       "...                                                  ...      ...  \n",
       "14213  food lifestyl kolkata cafe restaur india fb vl...        2  \n",
       "14223           tanya khanijow tanyakhanijow travelvideo        2  \n",
       "14239  travel hotel flight travelvlog cruis train jou...        2  \n",
       "14264  mrandmrsagraw mrmrsagraw mrandmrsagraw mrmrsag...        2  \n",
       "14273  cookingvlog momanddaught keerthanasrinivasan s...        2  \n",
       "\n",
       "[231 rows x 11 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df[popular_df['cluster']==2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ff99ddec",
   "metadata": {},
   "outputs": [
    {
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       "      <td>/@AnytimeFitnessIndiaATFITNESSIN</td>\n",
       "      <td>Anytime Fitness India</td>\n",
       "      <td>Anytime Fitness understands how important conv...</td>\n",
       "      <td>fitnessclub, gym, franchise, health, workout</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_m2...</td>\n",
       "      <td>India</td>\n",
       "      <td>2516937.0</td>\n",
       "      <td>fitnessclub gym franchis health workout</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>46</td>\n",
       "      <td>UCcqiz5DF3_XB_JQRaFqVxbQ</td>\n",
       "      <td>/@RitaSharmaFitpors</td>\n",
       "      <td>Rita Sharma</td>\n",
       "      <td>Welcome To my Channel Friends, My Name is Reet...</td>\n",
       "      <td>health, beauty, fitness, weightloss, fatloss, ...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_kN...</td>\n",
       "      <td>India</td>\n",
       "      <td>1279475.0</td>\n",
       "      <td>health beauti fit weightloss fatloss bodybuild...</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>147</td>\n",
       "      <td>UCaniRLapeBpeW2K4tSYYazA</td>\n",
       "      <td>/@WelcareFitnessEquipments</td>\n",
       "      <td>Welcare Fitness Equipments</td>\n",
       "      <td>𝗪𝗲𝗹𝗰𝗮𝗿𝗲 - \"India's Most Trusted Fitness Equipm...</td>\n",
       "      <td>welcare, fitnessequipments, welcareindia, trea...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nT...</td>\n",
       "      <td>India</td>\n",
       "      <td>2049423.0</td>\n",
       "      <td>welcar fitnessequip welcareindia treadmil welc...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>383</td>\n",
       "      <td>UCOrKehFq0mGKH9UpECKvvJw</td>\n",
       "      <td>/@WellnessOnCouch</td>\n",
       "      <td>Wellness On Couch</td>\n",
       "      <td>Health and wellbeing has never deteriorated so...</td>\n",
       "      <td>wellness, fitness, homehealthcare, selfcare, s...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ltxhmJupRN3d...</td>\n",
       "      <td>India</td>\n",
       "      <td>211369.0</td>\n",
       "      <td>well fit homehealthcar selfcar selfcaretip ora...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>469</td>\n",
       "      <td>UC4vKUpT1Tr5Axlf0fuFh2Qg</td>\n",
       "      <td>/@shapeupwithpooja-now</td>\n",
       "      <td>HydroFit By Pooja</td>\n",
       "      <td>Pooja is an internationally trained and certif...</td>\n",
       "      <td>fitness, aquaaerobics, weightloss, training, t...</td>\n",
       "      <td>https://yt3.googleusercontent.com/oOVcoLnk0uhj...</td>\n",
       "      <td>India</td>\n",
       "      <td>1265009.0</td>\n",
       "      <td>fit aquaaerob weightloss train tutori</td>\n",
       "      <td>3</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14265</th>\n",
       "      <td>95964</td>\n",
       "      <td>UCj3-o64c7SkrjvOPFEND0Zg</td>\n",
       "      <td>/@arain16</td>\n",
       "      <td>Arain 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>arain16, arain16, india, bodybuilding, motivat...</td>\n",
       "      <td>https://yt3.googleusercontent.com/6AhCIxySvKCz...</td>\n",
       "      <td>India</td>\n",
       "      <td>11132826.0</td>\n",
       "      <td>arain arain india bodybuild motivationalvideo ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14294</th>\n",
       "      <td>96099</td>\n",
       "      <td>UC18Mn7g7Nw1edBH6dDDfnkQ</td>\n",
       "      <td>/@RachitSharmaFitness</td>\n",
       "      <td>Rachit Sharma Fitness</td>\n",
       "      <td>-GOLDS GYM CERTIFIED TRAINER(2016-batch)\\nJoin...</td>\n",
       "      <td>fitness, gym, diet, nutrition</td>\n",
       "      <td>https://yt3.googleusercontent.com/Fd7IZz1fi6pi...</td>\n",
       "      <td>India</td>\n",
       "      <td>396566.0</td>\n",
       "      <td>fit gym diet nutrit</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14296</th>\n",
       "      <td>96101</td>\n",
       "      <td>UCcn-QohtLN2AOcwBwVSQkog</td>\n",
       "      <td>/@FitRaja364</td>\n",
       "      <td>FitRaja</td>\n",
       "      <td>My Instagram :- fit_raja_\\n\\n business enquiri...</td>\n",
       "      <td>gym, body, fitness, fitness, fitness, short, f...</td>\n",
       "      <td>https://yt3.googleusercontent.com/wsOvoGrYzH6B...</td>\n",
       "      <td>India</td>\n",
       "      <td>61045511.0</td>\n",
       "      <td>gym bodi fit fit fit short fitraja rajafit raj...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14307</th>\n",
       "      <td>96178</td>\n",
       "      <td>UCZ3hINowu5TWquWD9HlRYBg</td>\n",
       "      <td>/@RealLifeFitness.</td>\n",
       "      <td>Real Life Fitness</td>\n",
       "      <td>Real Life Fitness (#RLP) \\nA channel fitness l...</td>\n",
       "      <td>fitness, video, tutorial, workout, bodybuildin...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nv...</td>\n",
       "      <td>India</td>\n",
       "      <td>10853274.0</td>\n",
       "      <td>fit video tutori workout bodybuild fit yoga vi...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14309</th>\n",
       "      <td>96183</td>\n",
       "      <td>UC4m2WvOQ2odYsrcD2dbAIbA</td>\n",
       "      <td>/@YogiFitness</td>\n",
       "      <td>Yogi Fitness</td>\n",
       "      <td>Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...</td>\n",
       "      <td>fitness, channel</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nX...</td>\n",
       "      <td>India</td>\n",
       "      <td>283961.0</td>\n",
       "      <td>fit channel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>257 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index                channel_id                      channel_link  \\\n",
       "3         24  UCjPawyN0WAeQblXMCgNQw6Q  /@AnytimeFitnessIndiaATFITNESSIN   \n",
       "8         46  UCcqiz5DF3_XB_JQRaFqVxbQ               /@RitaSharmaFitpors   \n",
       "25       147  UCaniRLapeBpeW2K4tSYYazA        /@WelcareFitnessEquipments   \n",
       "61       383  UCOrKehFq0mGKH9UpECKvvJw                 /@WellnessOnCouch   \n",
       "71       469  UC4vKUpT1Tr5Axlf0fuFh2Qg            /@shapeupwithpooja-now   \n",
       "...      ...                       ...                               ...   \n",
       "14265  95964  UCj3-o64c7SkrjvOPFEND0Zg                         /@arain16   \n",
       "14294  96099  UC18Mn7g7Nw1edBH6dDDfnkQ             /@RachitSharmaFitness   \n",
       "14296  96101  UCcn-QohtLN2AOcwBwVSQkog                      /@FitRaja364   \n",
       "14307  96178  UCZ3hINowu5TWquWD9HlRYBg                /@RealLifeFitness.   \n",
       "14309  96183  UC4m2WvOQ2odYsrcD2dbAIbA                     /@YogiFitness   \n",
       "\n",
       "                     channel_name  \\\n",
       "3           Anytime Fitness India   \n",
       "8                     Rita Sharma   \n",
       "25     Welcare Fitness Equipments   \n",
       "61              Wellness On Couch   \n",
       "71              HydroFit By Pooja   \n",
       "...                           ...   \n",
       "14265                    Arain 16   \n",
       "14294       Rachit Sharma Fitness   \n",
       "14296                     FitRaja   \n",
       "14307           Real Life Fitness   \n",
       "14309                Yogi Fitness   \n",
       "\n",
       "                                             description  \\\n",
       "3      Anytime Fitness understands how important conv...   \n",
       "8      Welcome To my Channel Friends, My Name is Reet...   \n",
       "25     𝗪𝗲𝗹𝗰𝗮𝗿𝗲 - \"India's Most Trusted Fitness Equipm...   \n",
       "61     Health and wellbeing has never deteriorated so...   \n",
       "71     Pooja is an internationally trained and certif...   \n",
       "...                                                  ...   \n",
       "14265                                                NaN   \n",
       "14294  -GOLDS GYM CERTIFIED TRAINER(2016-batch)\\nJoin...   \n",
       "14296  My Instagram :- fit_raja_\\n\\n business enquiri...   \n",
       "14307  Real Life Fitness (#RLP) \\nA channel fitness l...   \n",
       "14309  Description\\n\\n* YOGI FITNESS TRAINER AND NUTR...   \n",
       "\n",
       "                                                keywords  \\\n",
       "3           fitnessclub, gym, franchise, health, workout   \n",
       "8      health, beauty, fitness, weightloss, fatloss, ...   \n",
       "25     welcare, fitnessequipments, welcareindia, trea...   \n",
       "61     wellness, fitness, homehealthcare, selfcare, s...   \n",
       "71     fitness, aquaaerobics, weightloss, training, t...   \n",
       "...                                                  ...   \n",
       "14265  arain16, arain16, india, bodybuilding, motivat...   \n",
       "14294                      fitness, gym, diet, nutrition   \n",
       "14296  gym, body, fitness, fitness, fitness, short, f...   \n",
       "14307  fitness, video, tutorial, workout, bodybuildin...   \n",
       "14309                                   fitness, channel   \n",
       "\n",
       "                                                  avatar country  total_views  \\\n",
       "3      https://yt3.googleusercontent.com/ytc/AIdro_m2...   India    2516937.0   \n",
       "8      https://yt3.googleusercontent.com/ytc/AIdro_kN...   India    1279475.0   \n",
       "25     https://yt3.googleusercontent.com/ytc/AIdro_nT...   India    2049423.0   \n",
       "61     https://yt3.googleusercontent.com/ltxhmJupRN3d...   India     211369.0   \n",
       "71     https://yt3.googleusercontent.com/oOVcoLnk0uhj...   India    1265009.0   \n",
       "...                                                  ...     ...          ...   \n",
       "14265  https://yt3.googleusercontent.com/6AhCIxySvKCz...   India   11132826.0   \n",
       "14294  https://yt3.googleusercontent.com/Fd7IZz1fi6pi...   India     396566.0   \n",
       "14296  https://yt3.googleusercontent.com/wsOvoGrYzH6B...   India   61045511.0   \n",
       "14307  https://yt3.googleusercontent.com/ytc/AIdro_nv...   India   10853274.0   \n",
       "14309  https://yt3.googleusercontent.com/ytc/AIdro_nX...   India     283961.0   \n",
       "\n",
       "                                   keywords_preprocessed  cluster  \n",
       "3                fitnessclub gym franchis health workout        3  \n",
       "8      health beauti fit weightloss fatloss bodybuild...        3  \n",
       "25     welcar fitnessequip welcareindia treadmil welc...        3  \n",
       "61     well fit homehealthcar selfcar selfcaretip ora...        3  \n",
       "71                 fit aquaaerob weightloss train tutori        3  \n",
       "...                                                  ...      ...  \n",
       "14265  arain arain india bodybuild motivationalvideo ...        3  \n",
       "14294                                fit gym diet nutrit        3  \n",
       "14296  gym bodi fit fit fit short fitraja rajafit raj...        3  \n",
       "14307  fit video tutori workout bodybuild fit yoga vi...        3  \n",
       "14309                                        fit channel        3  \n",
       "\n",
       "[257 rows x 11 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df[popular_df['cluster']==3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "55e3d4ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>342</td>\n",
       "      <td>UC0bRCOJjTu5YaBLEqXXXXHA</td>\n",
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       "      <td>travelvlog, travelling, traveller, travelandfo...</td>\n",
       "      <td>https://yt3.googleusercontent.com/K0SWyL7zbqOg...</td>\n",
       "      <td>India</td>\n",
       "      <td>507344.0</td>\n",
       "      <td>travelvlog travel travel travelandfood travela...</td>\n",
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       "      <th>227</th>\n",
       "      <td>1470</td>\n",
       "      <td>UCnwm1TTH0yTkqu20LyaAsQg</td>\n",
       "      <td>/@AakritiRanaOfficial</td>\n",
       "      <td>Aakriti Rana</td>\n",
       "      <td>I post videos about travel, fashion and lifest...</td>\n",
       "      <td>aakritirana, aakritisvlogs, indianfashionblogg...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_m9...</td>\n",
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       "      <td>1536</td>\n",
       "      <td>UClVjU25yq5t9N8eKdCkGdXg</td>\n",
       "      <td>/@LimeTrails</td>\n",
       "      <td>Priya Manore</td>\n",
       "      <td>'When life seems a chore, its time to explore!...</td>\n",
       "      <td>limetrails, travel, traveling, adventure, blog...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nS...</td>\n",
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       "      <td>5553585.0</td>\n",
       "      <td>limetrail travel travel adventur blog indiantr...</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>1626</td>\n",
       "      <td>UCW0HWm23X6wrPbB0fwoIVaQ</td>\n",
       "      <td>/@60swithanjali91</td>\n",
       "      <td>60s With Anjali</td>\n",
       "      <td>Exploring your 60s with Anjali. It is a channe...</td>\n",
       "      <td>60swithanjali, stayhappy, lifein60s, sixtyswit...</td>\n",
       "      <td>https://yt3.googleusercontent.com/wjdJwCeZGdRL...</td>\n",
       "      <td>India</td>\n",
       "      <td>569008.0</td>\n",
       "      <td>swithanjali stayhappi lifein sixtyswithanjali ...</td>\n",
       "      <td>5</td>\n",
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       "      <td>/@brightermindschannel</td>\n",
       "      <td>Brighter Minds</td>\n",
       "      <td>This channel is dedicated for education.\\n\\nIt...</td>\n",
       "      <td>learning, education, entertainment, speech, tr...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_mI...</td>\n",
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       "      <td>swapnaswonderland malayalam malayalamshort mal...</td>\n",
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       "      <td>zeeshan lakha</td>\n",
       "      <td>NaN</td>\n",
       "      <td>arvindzone, mumbikernikhil, jattprabhjot, vlog...</td>\n",
       "      <td>https://yt3.googleusercontent.com/3MDuz8rM-Hk-...</td>\n",
       "      <td>India</td>\n",
       "      <td>5635010.0</td>\n",
       "      <td>arvindzon mumbikernikhil jattprabhjot vlog zee...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>274 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index                channel_id            channel_link  \\\n",
       "55       342  UC0bRCOJjTu5YaBLEqXXXXHA           /@CubVlogssss   \n",
       "220     1447  UCiS3TlT3sZuV7PsgUEHJqZA              /@FoodLoop   \n",
       "227     1470  UCnwm1TTH0yTkqu20LyaAsQg   /@AakritiRanaOfficial   \n",
       "240     1536  UClVjU25yq5t9N8eKdCkGdXg            /@LimeTrails   \n",
       "257     1626  UCW0HWm23X6wrPbB0fwoIVaQ       /@60swithanjali91   \n",
       "...      ...                       ...                     ...   \n",
       "13947  93890  UCwXxvdxjPxzGOYTaeXRDpDA  /@brightermindschannel   \n",
       "13994  94194  UChBtTjZu8UPrmqXgzkAjI9g     /@SwapnasWonderland   \n",
       "14131  95142  UCXMVKH0ofOCtRhYgayGK--w          /@HungerKnocks   \n",
       "14215  95636  UCo494IFycE_fHQ98g26bKnw  /@walkwithanubhavsapra   \n",
       "14219  95650  UCVSAMyb1tXeZxEFsGtITSzg      /@zeeshanlakha6056   \n",
       "\n",
       "              channel_name                                        description  \\\n",
       "55               Cub Vlogs  The passion on game made us earn your love and...   \n",
       "220              Food Loop  Hello, Welcome to the channel. Here you will s...   \n",
       "227           Aakriti Rana  I post videos about travel, fashion and lifest...   \n",
       "240           Priya Manore  'When life seems a chore, its time to explore!...   \n",
       "257        60s With Anjali  Exploring your 60s with Anjali. It is a channe...   \n",
       "...                    ...                                                ...   \n",
       "13947       Brighter Minds  This channel is dedicated for education.\\n\\nIt...   \n",
       "13994  Swapna's Wonderland  Welcome to our Wonderland where you can see ou...   \n",
       "14131        Hunger Knocks  We tell you the best places to try out for foo...   \n",
       "14215       Anubhav Sapra   Welcome to the brand new channel Anubhav Sapra...   \n",
       "14219        zeeshan lakha                                                NaN   \n",
       "\n",
       "                                                keywords  \\\n",
       "55     kurnool, devotional, travelling, vlogs, food, ...   \n",
       "220    travelvlog, travelling, traveller, travelandfo...   \n",
       "227    aakritirana, aakritisvlogs, indianfashionblogg...   \n",
       "240    limetrails, travel, traveling, adventure, blog...   \n",
       "257    60swithanjali, stayhappy, lifein60s, sixtyswit...   \n",
       "...                                                  ...   \n",
       "13947  learning, education, entertainment, speech, tr...   \n",
       "13994  swapnaswonderland, malayalam, malayalamshorts,...   \n",
       "14131  food, travel, kolkata, india, city, goa, foodb...   \n",
       "14215  streetfood, foodvideos, people, culture, trave...   \n",
       "14219  arvindzone, mumbikernikhil, jattprabhjot, vlog...   \n",
       "\n",
       "                                                  avatar country  total_views  \\\n",
       "55     https://yt3.googleusercontent.com/Mf4BWF0NFb0P...   India    6870001.0   \n",
       "220    https://yt3.googleusercontent.com/K0SWyL7zbqOg...   India     507344.0   \n",
       "227    https://yt3.googleusercontent.com/ytc/AIdro_m9...   India   12589679.0   \n",
       "240    https://yt3.googleusercontent.com/ytc/AIdro_nS...   India    5553585.0   \n",
       "257    https://yt3.googleusercontent.com/wjdJwCeZGdRL...   India     569008.0   \n",
       "...                                                  ...     ...          ...   \n",
       "13947  https://yt3.googleusercontent.com/ytc/AIdro_mI...   India   49461431.0   \n",
       "13994  https://yt3.googleusercontent.com/YkOV1skcwq-n...   India   95077447.0   \n",
       "14131  https://yt3.googleusercontent.com/ytc/AIdro_mq...   India    1012831.0   \n",
       "14215  https://yt3.googleusercontent.com/N2JU66Pym8gq...   India    4962804.0   \n",
       "14219  https://yt3.googleusercontent.com/3MDuz8rM-Hk-...   India    5635010.0   \n",
       "\n",
       "                                   keywords_preprocessed  cluster  \n",
       "55     kurnool devot travel vlog food fun entertain v...        5  \n",
       "220    travelvlog travel travel travelandfood travela...        5  \n",
       "227    aakritirana aakritisvlog indianfashionblogg in...        5  \n",
       "240    limetrail travel travel adventur blog indiantr...        5  \n",
       "257    swithanjali stayhappi lifein sixtyswithanjali ...        5  \n",
       "...                                                  ...      ...  \n",
       "13947  learn educ entertain speech travel song action...        5  \n",
       "13994  swapnaswonderland malayalam malayalamshort mal...        5  \n",
       "14131  food travel kolkata india citi goa foodblogger...        5  \n",
       "14215  streetfood foodvideo peopl cultur travel stori...        5  \n",
       "14219  arvindzon mumbikernikhil jattprabhjot vlog zee...        5  \n",
       "\n",
       "[274 rows x 11 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df[popular_df['cluster']==5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "983b011c",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>1017</td>\n",
       "      <td>UCbQ3fJKqBAv6lChKOCB9DuA</td>\n",
       "      <td>/@TechWire</td>\n",
       "      <td>Tech Wire</td>\n",
       "      <td>don’t waste your time selecting the best one i...</td>\n",
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       "      <td>6</td>\n",
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       "      <th>428</th>\n",
       "      <td>2723</td>\n",
       "      <td>UCETH0PUcjW7TWhMMQqt3BHg</td>\n",
       "      <td>/@AkshayandShubham</td>\n",
       "      <td>Akshay and Shubham</td>\n",
       "      <td>Want to be a tech enthusiast🤖, then you are at...</td>\n",
       "      <td>hindi, technology, mobile, tech, reviews, smar...</td>\n",
       "      <td>https://yt3.googleusercontent.com/DSQVOpedjdu0...</td>\n",
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       "      <th>538</th>\n",
       "      <td>3483</td>\n",
       "      <td>UCix7HIJ74fUDlHDkAAcyRPA</td>\n",
       "      <td>/@gogi</td>\n",
       "      <td>Gogi Tech</td>\n",
       "      <td>On Gogi Tech you will find new Quality Video e...</td>\n",
       "      <td>tech, technology, gadgets, mobilephones, smart...</td>\n",
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       "      <th>560</th>\n",
       "      <td>3661</td>\n",
       "      <td>UC1038dBQ36pHs7r3VsqXWQQ</td>\n",
       "      <td>/@OnespotTech</td>\n",
       "      <td>Onespot Tech</td>\n",
       "      <td>At OneSpot Tech you will find everything about...</td>\n",
       "      <td>unboxing, reviews, technology, tech</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nm...</td>\n",
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       "      <td>69269884.0</td>\n",
       "      <td>unbox review technolog tech</td>\n",
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       "      <th>582</th>\n",
       "      <td>3973</td>\n",
       "      <td>UChWbGfU9LTC8_Jj-9E83Feg</td>\n",
       "      <td>/@RosagolaCreations</td>\n",
       "      <td>Rosagola Creations</td>\n",
       "      <td>NaN</td>\n",
       "      <td>rosagola, rosagolacreatons, video, tech, video...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_m-...</td>\n",
       "      <td>India</td>\n",
       "      <td>267682.0</td>\n",
       "      <td>rosagola rosagolacreaton video tech video revi...</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>14116</th>\n",
       "      <td>95024</td>\n",
       "      <td>UCSQlROGMjtl7qVBMC30liKg</td>\n",
       "      <td>/@UnboxingEngineering</td>\n",
       "      <td>Unbox Engineering</td>\n",
       "      <td>Welcome to Unbox Engineering. Unbox Engineerin...</td>\n",
       "      <td>engineering, technology, knowledge, information</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_mI...</td>\n",
       "      <td>India</td>\n",
       "      <td>4875145.0</td>\n",
       "      <td>engin technolog knowledg inform</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>14140</th>\n",
       "      <td>95181</td>\n",
       "      <td>UCnz4BK7NcEAzZToqMT24f1g</td>\n",
       "      <td>/@HackerTuber</td>\n",
       "      <td>Hacker Tuber</td>\n",
       "      <td>Hacker Tuber is one of the fastest growing You...</td>\n",
       "      <td>hackertuber, hackertubers, hacktuber, hackertu...</td>\n",
       "      <td>https://yt3.googleusercontent.com/oMskBGGYzJDt...</td>\n",
       "      <td>India</td>\n",
       "      <td>694883.0</td>\n",
       "      <td>hackertub hackertub hacktub hackertub hacktub ...</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>14197</th>\n",
       "      <td>95514</td>\n",
       "      <td>UCdqtTQjRs-aEZUIzcJrx2xw</td>\n",
       "      <td>/@TeluguTechwithSrinivas</td>\n",
       "      <td>Telugu Tech with Srinivas</td>\n",
       "      <td>Welcome to our Telugu Tech Channel, basically ...</td>\n",
       "      <td>telugu, tech, srinivas, unboxing, review, gadg...</td>\n",
       "      <td>https://yt3.googleusercontent.com/pUDuhftFEWOx...</td>\n",
       "      <td>India</td>\n",
       "      <td>124240386.0</td>\n",
       "      <td>telugu tech sriniva unbox review gadget news t...</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>14249</th>\n",
       "      <td>95815</td>\n",
       "      <td>UCxdIhjg5Dv3hMRCnYkz6-Ew</td>\n",
       "      <td>/@TheRealGadgetZone</td>\n",
       "      <td>Gadget Zone</td>\n",
       "      <td>Top 5 Cool Gadgets Review, Gadget Unboxing, Sm...</td>\n",
       "      <td>gadgets, gadgetsonamazon, gadgetsinhindi, gadg...</td>\n",
       "      <td>https://yt3.googleusercontent.com/JsyeyZo2SDGI...</td>\n",
       "      <td>India</td>\n",
       "      <td>175846696.0</td>\n",
       "      <td>gadget gadgetsonamazon gadgetsinhindi gadgetsh...</td>\n",
       "      <td>6</td>\n",
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       "      <th>14298</th>\n",
       "      <td>96106</td>\n",
       "      <td>UCB7fjXxobqfGg5HIRZPb9VQ</td>\n",
       "      <td>/@YoutubestarDillip</td>\n",
       "      <td>Youtubestar Dillip</td>\n",
       "      <td>Zero ରୁ Real Hero ହେବାକୁ ଚାହୁଁଥିଲେ ଚ୍ୟାନେଲକୁ s...</td>\n",
       "      <td>howtocreateayoutubechannelodia, youtubechannel...</td>\n",
       "      <td>https://yt3.googleusercontent.com/uxKpb31_KZj2...</td>\n",
       "      <td>India</td>\n",
       "      <td>10324832.0</td>\n",
       "      <td>howtocreateayoutubechannelodia youtubechannelk...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>630 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index                channel_id              channel_link  \\\n",
       "158     1017  UCbQ3fJKqBAv6lChKOCB9DuA                /@TechWire   \n",
       "428     2723  UCETH0PUcjW7TWhMMQqt3BHg        /@AkshayandShubham   \n",
       "538     3483  UCix7HIJ74fUDlHDkAAcyRPA                    /@gogi   \n",
       "560     3661  UC1038dBQ36pHs7r3VsqXWQQ             /@OnespotTech   \n",
       "582     3973  UChWbGfU9LTC8_Jj-9E83Feg       /@RosagolaCreations   \n",
       "...      ...                       ...                       ...   \n",
       "14116  95024  UCSQlROGMjtl7qVBMC30liKg     /@UnboxingEngineering   \n",
       "14140  95181  UCnz4BK7NcEAzZToqMT24f1g             /@HackerTuber   \n",
       "14197  95514  UCdqtTQjRs-aEZUIzcJrx2xw  /@TeluguTechwithSrinivas   \n",
       "14249  95815  UCxdIhjg5Dv3hMRCnYkz6-Ew       /@TheRealGadgetZone   \n",
       "14298  96106  UCB7fjXxobqfGg5HIRZPb9VQ       /@YoutubestarDillip   \n",
       "\n",
       "                    channel_name  \\\n",
       "158                    Tech Wire   \n",
       "428           Akshay and Shubham   \n",
       "538                    Gogi Tech   \n",
       "560                 Onespot Tech   \n",
       "582           Rosagola Creations   \n",
       "...                          ...   \n",
       "14116          Unbox Engineering   \n",
       "14140               Hacker Tuber   \n",
       "14197  Telugu Tech with Srinivas   \n",
       "14249                Gadget Zone   \n",
       "14298        Youtubestar Dillip    \n",
       "\n",
       "                                             description  \\\n",
       "158    don’t waste your time selecting the best one i...   \n",
       "428    Want to be a tech enthusiast🤖, then you are at...   \n",
       "538    On Gogi Tech you will find new Quality Video e...   \n",
       "560    At OneSpot Tech you will find everything about...   \n",
       "582                                                  NaN   \n",
       "...                                                  ...   \n",
       "14116  Welcome to Unbox Engineering. Unbox Engineerin...   \n",
       "14140  Hacker Tuber is one of the fastest growing You...   \n",
       "14197  Welcome to our Telugu Tech Channel, basically ...   \n",
       "14249  Top 5 Cool Gadgets Review, Gadget Unboxing, Sm...   \n",
       "14298  Zero ରୁ Real Hero ହେବାକୁ ଚାହୁଁଥିଲେ ଚ୍ୟାନେଲକୁ s...   \n",
       "\n",
       "                                                keywords  \\\n",
       "158    techwire, top5best, productreview, techwirerev...   \n",
       "428    hindi, technology, mobile, tech, reviews, smar...   \n",
       "538    tech, technology, gadgets, mobilephones, smart...   \n",
       "560                  unboxing, reviews, technology, tech   \n",
       "582    rosagola, rosagolacreatons, video, tech, video...   \n",
       "...                                                  ...   \n",
       "14116    engineering, technology, knowledge, information   \n",
       "14140  hackertuber, hackertubers, hacktuber, hackertu...   \n",
       "14197  telugu, tech, srinivas, unboxing, review, gadg...   \n",
       "14249  gadgets, gadgetsonamazon, gadgetsinhindi, gadg...   \n",
       "14298  howtocreateayoutubechannelodia, youtubechannel...   \n",
       "\n",
       "                                                  avatar country  total_views  \\\n",
       "158    https://yt3.googleusercontent.com/PaP6Juoq0Xoe...   India    6824989.0   \n",
       "428    https://yt3.googleusercontent.com/DSQVOpedjdu0...   India    1506757.0   \n",
       "538    https://yt3.googleusercontent.com/KKRSdo2NLzoa...   India  739607329.0   \n",
       "560    https://yt3.googleusercontent.com/ytc/AIdro_nm...   India   69269884.0   \n",
       "582    https://yt3.googleusercontent.com/ytc/AIdro_m-...   India     267682.0   \n",
       "...                                                  ...     ...          ...   \n",
       "14116  https://yt3.googleusercontent.com/ytc/AIdro_mI...   India    4875145.0   \n",
       "14140  https://yt3.googleusercontent.com/oMskBGGYzJDt...   India     694883.0   \n",
       "14197  https://yt3.googleusercontent.com/pUDuhftFEWOx...   India  124240386.0   \n",
       "14249  https://yt3.googleusercontent.com/JsyeyZo2SDGI...   India  175846696.0   \n",
       "14298  https://yt3.googleusercontent.com/uxKpb31_KZj2...   India   10324832.0   \n",
       "\n",
       "                                   keywords_preprocessed  cluster  \n",
       "158    techwir topest productreview techwirereview be...        6  \n",
       "428    hindi technolog mobil tech review smartphon te...        6  \n",
       "538    tech technolog gadget mobilephon smartphon gog...        6  \n",
       "560                          unbox review technolog tech        6  \n",
       "582    rosagola rosagolacreaton video tech video revi...        6  \n",
       "...                                                  ...      ...  \n",
       "14116                    engin technolog knowledg inform        6  \n",
       "14140  hackertub hackertub hacktub hackertub hacktub ...        6  \n",
       "14197  telugu tech sriniva unbox review gadget news t...        6  \n",
       "14249  gadget gadgetsonamazon gadgetsinhindi gadgetsh...        6  \n",
       "14298  howtocreateayoutubechannelodia youtubechannelk...        6  \n",
       "\n",
       "[630 rows x 11 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
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    }
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   "source": [
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "3feaffcb",
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   "outputs": [
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       "      <td>/@WirallyFood</td>\n",
       "      <td>Wirally Food</td>\n",
       "      <td>This page is for Food lovers, it showcases coo...</td>\n",
       "      <td>wirally, wirallyfood, bestfoodinhyderabad, bes...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_k7...</td>\n",
       "      <td>India</td>\n",
       "      <td>146469835.0</td>\n",
       "      <td>wiral wirallyfood bestfoodinhyderabad besttelu...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>133</td>\n",
       "      <td>UCERP-KnhLxM5-DqX0rwVv2w</td>\n",
       "      <td>/@ShreyasRecipe</td>\n",
       "      <td>Shreya's Recipe</td>\n",
       "      <td>Hello friends, \\nWelcome to my Channel \"Shreya...</td>\n",
       "      <td>sreyasrecipe, shreyasrecipe, recipeinenglish, ...</td>\n",
       "      <td>https://yt3.googleusercontent.com/O-4nY7k3_NbC...</td>\n",
       "      <td>India</td>\n",
       "      <td>3636205.0</td>\n",
       "      <td>sreyasrecip shreyasrecip recipeinenglish easyr...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>183</td>\n",
       "      <td>UCGSLH_5EGpS2eEkjEOkZLIg</td>\n",
       "      <td>/@NawabsKitchenFoodForAllOrphans</td>\n",
       "      <td>Nawab’s Kitchen Food For All Orphans</td>\n",
       "      <td>We are a social service YOUTUBE channel, we ma...</td>\n",
       "      <td>chicken, mutton, recipes, food, delicious, kid...</td>\n",
       "      <td>https://yt3.googleusercontent.com/bq0AvOgeayxq...</td>\n",
       "      <td>India</td>\n",
       "      <td>349565227.0</td>\n",
       "      <td>chicken mutton recip food delici kid donat coo...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>185</td>\n",
       "      <td>UC1eVTa8-e7uenX0dEASD1eg</td>\n",
       "      <td>/@FoodieTamizha</td>\n",
       "      <td>Foodie Tamizha</td>\n",
       "      <td>Welcome to Foodie Tamizha! Join me, Uma Mahesw...</td>\n",
       "      <td>foodchannel, indiancooking, foodrecipe, foodma...</td>\n",
       "      <td>https://yt3.googleusercontent.com/UfIiip8nmlo5...</td>\n",
       "      <td>India</td>\n",
       "      <td>61747407.0</td>\n",
       "      <td>foodchannel indiancook foodrecip foodmakig sna...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>252</td>\n",
       "      <td>UCS_QrWBFGGBptTWYxGTcbIg</td>\n",
       "      <td>/@cookpro6</td>\n",
       "      <td>Cook Pro 6</td>\n",
       "      <td>Anyone can cook</td>\n",
       "      <td>foodrecipe, indianfood, desiindianfood, khaana...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ggOZl8Yuk2gS...</td>\n",
       "      <td>India</td>\n",
       "      <td>208770539.0</td>\n",
       "      <td>foodrecip indianfood desiindianfood khaanakhaz...</td>\n",
       "      <td>7</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14292</th>\n",
       "      <td>96096</td>\n",
       "      <td>UCbayGn77dpNV_atSIUiVBHw</td>\n",
       "      <td>/@stanleykadhaba</td>\n",
       "      <td>Stanley Ka Dhaba</td>\n",
       "      <td>Hi guys , welcome to my channel Stanley Ka Dha...</td>\n",
       "      <td>chickenrecipes, chickenfry, fishfry, chickenco...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_m6...</td>\n",
       "      <td>India</td>\n",
       "      <td>121589540.0</td>\n",
       "      <td>chickenrecip chickenfri fishfri chickencook co...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14293</th>\n",
       "      <td>96097</td>\n",
       "      <td>UCqcEJq8oTXLFOu7YdkEASFg</td>\n",
       "      <td>/@RangersCookingShow</td>\n",
       "      <td>Rangers Cooking Show</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chickenrecipes, chickenfry, fishfry, chickenco...</td>\n",
       "      <td>https://yt3.googleusercontent.com/rkR9k_z-2j84...</td>\n",
       "      <td>India</td>\n",
       "      <td>378582347.0</td>\n",
       "      <td>chickenrecip chickenfri fishfri chickencook co...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14295</th>\n",
       "      <td>96100</td>\n",
       "      <td>UCzMOo5PyUWcrnGZen0GlY5Q</td>\n",
       "      <td>/@FoodFunVillage</td>\n",
       "      <td>Food Fun Village</td>\n",
       "      <td>Food Fun Village\\n\\nHi Welcome to my channel\\n...</td>\n",
       "      <td>cookingvideos, unclecookingindia, cookingchann...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_l2...</td>\n",
       "      <td>India</td>\n",
       "      <td>220249279.0</td>\n",
       "      <td>cookingvideo unclecookingindia cookingchannel ...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14299</th>\n",
       "      <td>96112</td>\n",
       "      <td>UCYLJJaodc8Yvt-kVoqSmJUw</td>\n",
       "      <td>/@CookingTimewithKomal</td>\n",
       "      <td>Cooking Time with Komal</td>\n",
       "      <td>\"A GOOD COOK, COOK GOOD\"  😉\\n\\nHello foodies, ...</td>\n",
       "      <td>marathirecipes, howtocook, indianrecipes, reci...</td>\n",
       "      <td>https://yt3.googleusercontent.com/ytc/AIdro_nh...</td>\n",
       "      <td>India</td>\n",
       "      <td>489636.0</td>\n",
       "      <td>marathirecip howtocook indianrecip recipesfrom...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14308</th>\n",
       "      <td>96180</td>\n",
       "      <td>UCHUTERc5j2hDSETAaO6Wq9Q</td>\n",
       "      <td>/@DingDongGirls</td>\n",
       "      <td>Ding Dong Girls</td>\n",
       "      <td>Hey Friends....\\n                          Thi...</td>\n",
       "      <td>food, review, and, challenges</td>\n",
       "      <td>https://yt3.googleusercontent.com/N9exzdYXbm5T...</td>\n",
       "      <td>India</td>\n",
       "      <td>429147713.0</td>\n",
       "      <td>food review challeng</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>506 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index                channel_id                      channel_link  \\\n",
       "20       118  UCjS-Hn6CZN0sISJSjIflECQ                     /@WirallyFood   \n",
       "23       133  UCERP-KnhLxM5-DqX0rwVv2w                   /@ShreyasRecipe   \n",
       "35       183  UCGSLH_5EGpS2eEkjEOkZLIg  /@NawabsKitchenFoodForAllOrphans   \n",
       "36       185  UC1eVTa8-e7uenX0dEASD1eg                   /@FoodieTamizha   \n",
       "45       252  UCS_QrWBFGGBptTWYxGTcbIg                        /@cookpro6   \n",
       "...      ...                       ...                               ...   \n",
       "14292  96096  UCbayGn77dpNV_atSIUiVBHw                  /@stanleykadhaba   \n",
       "14293  96097  UCqcEJq8oTXLFOu7YdkEASFg              /@RangersCookingShow   \n",
       "14295  96100  UCzMOo5PyUWcrnGZen0GlY5Q                  /@FoodFunVillage   \n",
       "14299  96112  UCYLJJaodc8Yvt-kVoqSmJUw            /@CookingTimewithKomal   \n",
       "14308  96180  UCHUTERc5j2hDSETAaO6Wq9Q                   /@DingDongGirls   \n",
       "\n",
       "                               channel_name  \\\n",
       "20                             Wirally Food   \n",
       "23                          Shreya's Recipe   \n",
       "35     Nawab’s Kitchen Food For All Orphans   \n",
       "36                           Foodie Tamizha   \n",
       "45                               Cook Pro 6   \n",
       "...                                     ...   \n",
       "14292                      Stanley Ka Dhaba   \n",
       "14293                  Rangers Cooking Show   \n",
       "14295                      Food Fun Village   \n",
       "14299               Cooking Time with Komal   \n",
       "14308                       Ding Dong Girls   \n",
       "\n",
       "                                             description  \\\n",
       "20     This page is for Food lovers, it showcases coo...   \n",
       "23     Hello friends, \\nWelcome to my Channel \"Shreya...   \n",
       "35     We are a social service YOUTUBE channel, we ma...   \n",
       "36     Welcome to Foodie Tamizha! Join me, Uma Mahesw...   \n",
       "45                                      Anyone can cook    \n",
       "...                                                  ...   \n",
       "14292  Hi guys , welcome to my channel Stanley Ka Dha...   \n",
       "14293                                                NaN   \n",
       "14295  Food Fun Village\\n\\nHi Welcome to my channel\\n...   \n",
       "14299  \"A GOOD COOK, COOK GOOD\"  😉\\n\\nHello foodies, ...   \n",
       "14308  Hey Friends....\\n                          Thi...   \n",
       "\n",
       "                                                keywords  \\\n",
       "20     wirally, wirallyfood, bestfoodinhyderabad, bes...   \n",
       "23     sreyasrecipe, shreyasrecipe, recipeinenglish, ...   \n",
       "35     chicken, mutton, recipes, food, delicious, kid...   \n",
       "36     foodchannel, indiancooking, foodrecipe, foodma...   \n",
       "45     foodrecipe, indianfood, desiindianfood, khaana...   \n",
       "...                                                  ...   \n",
       "14292  chickenrecipes, chickenfry, fishfry, chickenco...   \n",
       "14293  chickenrecipes, chickenfry, fishfry, chickenco...   \n",
       "14295  cookingvideos, unclecookingindia, cookingchann...   \n",
       "14299  marathirecipes, howtocook, indianrecipes, reci...   \n",
       "14308                      food, review, and, challenges   \n",
       "\n",
       "                                                  avatar country  total_views  \\\n",
       "20     https://yt3.googleusercontent.com/ytc/AIdro_k7...   India  146469835.0   \n",
       "23     https://yt3.googleusercontent.com/O-4nY7k3_NbC...   India    3636205.0   \n",
       "35     https://yt3.googleusercontent.com/bq0AvOgeayxq...   India  349565227.0   \n",
       "36     https://yt3.googleusercontent.com/UfIiip8nmlo5...   India   61747407.0   \n",
       "45     https://yt3.googleusercontent.com/ggOZl8Yuk2gS...   India  208770539.0   \n",
       "...                                                  ...     ...          ...   \n",
       "14292  https://yt3.googleusercontent.com/ytc/AIdro_m6...   India  121589540.0   \n",
       "14293  https://yt3.googleusercontent.com/rkR9k_z-2j84...   India  378582347.0   \n",
       "14295  https://yt3.googleusercontent.com/ytc/AIdro_l2...   India  220249279.0   \n",
       "14299  https://yt3.googleusercontent.com/ytc/AIdro_nh...   India     489636.0   \n",
       "14308  https://yt3.googleusercontent.com/N9exzdYXbm5T...   India  429147713.0   \n",
       "\n",
       "                                   keywords_preprocessed  cluster  \n",
       "20     wiral wirallyfood bestfoodinhyderabad besttelu...        7  \n",
       "23     sreyasrecip shreyasrecip recipeinenglish easyr...        7  \n",
       "35     chicken mutton recip food delici kid donat coo...        7  \n",
       "36     foodchannel indiancook foodrecip foodmakig sna...        7  \n",
       "45     foodrecip indianfood desiindianfood khaanakhaz...        7  \n",
       "...                                                  ...      ...  \n",
       "14292  chickenrecip chickenfri fishfri chickencook co...        7  \n",
       "14293  chickenrecip chickenfri fishfri chickencook co...        7  \n",
       "14295  cookingvideo unclecookingindia cookingchannel ...        7  \n",
       "14299  marathirecip howtocook indianrecip recipesfrom...        7  \n",
       "14308                               food review challeng        7  \n",
       "\n",
       "[506 rows x 11 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popular_df[popular_df['cluster']==7]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ac278a4d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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