Links Analysis Cross-Platforms/YouTube_URLs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "726a693c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from helpers import (\n",
    "    URLS,\n",
    "    get_urls,\n",
    "    urls_df,\n",
    "    one_link_df,\n",
    "    one_link_urls,\n",
    "    one_link_urls_with_count,\n",
    "    df_more_than_link, more_than_one_link_with_count\n",
    ")\n",
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b56cd59",
   "metadata": {},
   "source": [
    "# YouTube Data URLs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2d321f99",
   "metadata": {},
   "outputs": [],
   "source": [
    "yt_filter_path =  \"../urls\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98b6b525",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
    "<ul>\n",
    "<li><a href=\"#Comments\"><b>Comments</b></a></li>\n",
    "<li><a href=\"#Videos\">Videos</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9598ae2d",
   "metadata": {},
   "source": [
    "<a id='Comments'></a>\n",
    "\n",
    "## Comments\n",
    "\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#4\">4 Months</a></li>\n",
    " <li><a href=\"#12\">December</a></li>  \n",
    "\n",
    " </ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2d287c23",
   "metadata": {},
   "outputs": [],
   "source": [
    "yt_comments_path = \"../../youtube/[CSV] Combined by year [6893 videos](videos, comments and channels) (final 25Dec21)/comments filter by year(based on comment year Not main video)/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "798d2bff",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments21 = pd.read_csv(yt_comments_path + \"comments_data_2021.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a85b84f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments20 = pd.read_csv(yt_comments_path + \"comments_data_2020.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "14bbdf66",
   "metadata": {},
   "outputs": [
    {
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       "      <th>id</th>\n",
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       "      <th>snippet.topLevelComment.snippet.updatedAt</th>\n",
       "      <th>snippet.canReply</th>\n",
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       "      <th>0</th>\n",
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       "      <td>True</td>\n",
       "      <td>213.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'kind': 'youtube#comment', 'etag': 'XxrLRzbE...</td>\n",
       "      <td>NaN</td>\n",
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       "<p>1 rows × 25 columns</p>\n",
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       "   Unnamed: 0                   kind                         etag  \\\n",
       "0         0.0  youtube#commentThread  HWRVF49a2ObDyvftwuVdJKNhyD8   \n",
       "\n",
       "                           id snippet.videoId snippet.topLevelComment.kind  \\\n",
       "0  UgyWYCQS7evmvfmJS-N4AaABAg     14SUI93R_k8              youtube#comment   \n",
       "\n",
       "  snippet.topLevelComment.etag  snippet.topLevelComment.id  \\\n",
       "0  Iovx9zUM7fOXxqPCM-3iKToEaKw  UgyWYCQS7evmvfmJS-N4AaABAg   \n",
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       "  snippet.topLevelComment.snippet.videoId  \\\n",
       "0                             14SUI93R_k8   \n",
       "\n",
       "  snippet.topLevelComment.snippet.textDisplay  ...  \\\n",
       "0             Are you going to see Aquaman 2?  ...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.canRate  \\\n",
       "0                                    True   \n",
       "\n",
       "  snippet.topLevelComment.snippet.viewerRating  \\\n",
       "0                                         none   \n",
       "\n",
       "  snippet.topLevelComment.snippet.likeCount  \\\n",
       "0                                      94.0   \n",
       "\n",
       "  snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                   2021-03-19 17:03:31+00:00   \n",
       "\n",
       "  snippet.topLevelComment.snippet.updatedAt  snippet.canReply  \\\n",
       "0                      2021-03-19T17:03:31Z              True   \n",
       "\n",
       "  snippet.totalReplyCount  snippet.isPublic  \\\n",
       "0                   213.0              True   \n",
       "\n",
       "                                    replies.comments  \\\n",
       "0  [{'kind': 'youtube#comment', 'etag': 'XxrLRzbE...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.moderationStatus  \n",
       "0                                              NaN  \n",
       "\n",
       "[1 rows x 25 columns]"
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     "execution_count": 6,
     "metadata": {},
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   "source": [
    "df_comments21.head(1)"
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   "cell_type": "code",
   "execution_count": 7,
   "id": "9c699279",
   "metadata": {},
   "outputs": [
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       "      <th>kind</th>\n",
       "      <th>etag</th>\n",
       "      <th>id</th>\n",
       "      <th>snippet.videoId</th>\n",
       "      <th>snippet.topLevelComment.kind</th>\n",
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       "      <td>WravDADRj2DkMDO6UpH_bj7ZLRk</td>\n",
       "      <td>Ugzoo_58ATK2o_8MKMt4AaABAg</td>\n",
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       "      <td>True</td>\n",
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       "      <td>True</td>\n",
       "      <td>[{'kind': 'youtube#comment', 'etag': 'yzcD-AJc...</td>\n",
       "      <td>NaN</td>\n",
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       "   Unnamed: 0                   kind                         etag  \\\n",
       "0         0.0  youtube#commentThread  WravDADRj2DkMDO6UpH_bj7ZLRk   \n",
       "\n",
       "                           id snippet.videoId snippet.topLevelComment.kind  \\\n",
       "0  Ugzoo_58ATK2o_8MKMt4AaABAg     _vfN675NT0k              youtube#comment   \n",
       "\n",
       "  snippet.topLevelComment.etag  snippet.topLevelComment.id  \\\n",
       "0  fC6bDu-6NHX0XmKcEMENIfgYHMo  Ugzoo_58ATK2o_8MKMt4AaABAg   \n",
       "\n",
       "  snippet.topLevelComment.snippet.videoId  \\\n",
       "0                             _vfN675NT0k   \n",
       "\n",
       "         snippet.topLevelComment.snippet.textDisplay  ...  \\\n",
       "0  Johnny Depp is a wife beater . Eff him. Why wo...  ...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.canRate  \\\n",
       "0                                    True   \n",
       "\n",
       "  snippet.topLevelComment.snippet.viewerRating  \\\n",
       "0                                         none   \n",
       "\n",
       "  snippet.topLevelComment.snippet.likeCount  \\\n",
       "0                                       0.0   \n",
       "\n",
       "  snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                   2020-11-10 20:49:15+00:00   \n",
       "\n",
       "  snippet.topLevelComment.snippet.updatedAt  snippet.canReply  \\\n",
       "0                      2020-11-10T20:49:15Z              True   \n",
       "\n",
       "  snippet.totalReplyCount  snippet.isPublic  \\\n",
       "0                     1.0              True   \n",
       "\n",
       "                                    replies.comments  \\\n",
       "0  [{'kind': 'youtube#comment', 'etag': 'yzcD-AJc...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.moderationStatus  \n",
       "0                                              NaN  \n",
       "\n",
       "[1 rows x 25 columns]"
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df_comments20.head(1)"
   ]
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  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "88a02bf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'kind', 'etag', 'id', 'snippet.videoId',\n",
       "       'snippet.topLevelComment.kind', 'snippet.topLevelComment.etag',\n",
       "       'snippet.topLevelComment.id', 'snippet.topLevelComment.snippet.videoId',\n",
       "       'snippet.topLevelComment.snippet.textDisplay',\n",
       "       'snippet.topLevelComment.snippet.textOriginal',\n",
       "       'snippet.topLevelComment.snippet.authorDisplayName',\n",
       "       'snippet.topLevelComment.snippet.authorProfileImageUrl',\n",
       "       'snippet.topLevelComment.snippet.authorChannelUrl',\n",
       "       'snippet.topLevelComment.snippet.authorChannelId.value',\n",
       "       'snippet.topLevelComment.snippet.canRate',\n",
       "       'snippet.topLevelComment.snippet.viewerRating',\n",
       "       'snippet.topLevelComment.snippet.likeCount',\n",
       "       'snippet.topLevelComment.snippet.publishedAt',\n",
       "       'snippet.topLevelComment.snippet.updatedAt', 'snippet.canReply',\n",
       "       'snippet.totalReplyCount', 'snippet.isPublic', 'replies.comments',\n",
       "       'snippet.topLevelComment.snippet.moderationStatus'],\n",
       "      dtype='object')"
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     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
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    "df_comments20.columns"
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  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f20b80a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "cu20 = URLS(df_comments20)\n",
    "cu21 = URLS(df_comments21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "48a7a1e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4 months data\n",
    "df_comments_4_months = cu21.months_filteration(\n",
    "    datetime_column=\"snippet.topLevelComment.snippet.publishedAt\", start=\"2021-01-01 00:00:00\", end=\"2021-05-01 00:00:00\"\n",
    ")\n",
    "\n",
    "# dec data\n",
    "df_comments_dec = cu20.months_filteration(\n",
    "    datetime_column=\"snippet.topLevelComment.snippet.publishedAt\", start=\"2020-12-01 00:00:00\", end=\"2021-01-01 00:00:00\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b8d0032f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('2021-01-01 00:00:19+00:00', '2021-04-30 23:59:24+00:00')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months[\n",
    "    \"snippet.topLevelComment.snippet.publishedAt\"\n",
    "].min(), df_comments_4_months[\"snippet.topLevelComment.snippet.publishedAt\"].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2a5ebaa6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('2020-12-01 00:00:20+00:00', '2020-12-31 23:59:44+00:00')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_dec[\n",
    "    \"snippet.topLevelComment.snippet.publishedAt\"\n",
    "].min(), df_comments_dec[\"snippet.topLevelComment.snippet.publishedAt\"].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad2d6ef8",
   "metadata": {},
   "source": [
    "### 4 Months\n",
    "<a id='4'></a>\n",
    "\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one4\">One Link</a></li>\n",
    " <li><a href=\"#more4\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4e6664d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months[\"urls\"] = df_comments_4_months[\n",
    "    \"snippet.topLevelComment.snippet.textOriginal\"\n",
    "].apply(lambda x: get_urls(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3d2e2b76",
   "metadata": {},
   "outputs": [
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       "      <td>youtube#comment</td>\n",
       "      <td>Iovx9zUM7fOXxqPCM-3iKToEaKw</td>\n",
       "      <td>UgyWYCQS7evmvfmJS-N4AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>Are you going to see Aquaman 2?</td>\n",
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       "      <td>2021-03-19T17:03:31Z</td>\n",
       "      <td>True</td>\n",
       "      <td>213.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'kind': 'youtube#comment', 'etag': 'XxrLRzbE...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.0</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>PzEL8-eTSA65LFvuXi9JDnqCm9A</td>\n",
       "      <td>Ugz4bx6uKXOHWkzp6-94AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>laFGFQSR-rq6DpO7tjC14DUeqzc</td>\n",
       "      <td>Ugz4bx6uKXOHWkzp6-94AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>pirate all of DC&amp;#39;s movies until amber hear...</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2021-04-29 20:44:50+00:00</td>\n",
       "      <td>2021-04-29T20:44:50Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.0</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>iY1kwxwrMKv5M0EhkdBxPIwKBEw</td>\n",
       "      <td>Ugz2-gJSSeSsUQ3kghp4AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>uxkBaTBbUaoyuwywyS7uVAjkwj8</td>\n",
       "      <td>Ugz2-gJSSeSsUQ3kghp4AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>Well I liked you Jason. Liked.</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2021-04-20 06:30:30+00:00</td>\n",
       "      <td>2021-04-20T06:30:30Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8.0</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>stqlyr38DAI_LIPh9ZfXPtdsLxE</td>\n",
       "      <td>UgwDXEI_MSk7QkEKF2J4AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>ZnLyjbZqIA0gc4pSDJkj3HCpbSU</td>\n",
       "      <td>UgwDXEI_MSk7QkEKF2J4AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>Sack here</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2021-04-15 15:34:59+00:00</td>\n",
       "      <td>2021-04-15T15:34:59Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.0</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>1UNP418JrN4kCCyNixCHxgz5eJI</td>\n",
       "      <td>UgytonoSS5GVWFacgPl4AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>jYaXJil7ZV3aQbLMTyeMYncgkeA</td>\n",
       "      <td>UgytonoSS5GVWFacgPl4AaABAg</td>\n",
       "      <td>14SUI93R_k8</td>\n",
       "      <td>Tbh idc about any of this Iâ€™m just a dc fan ...</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2021-04-14 19:45:03+00:00</td>\n",
       "      <td>2021-04-14T19:45:03Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</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",
       "      <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>268140</th>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>lwYucAibDuerAgUZLQ3_tHi-oK8</td>\n",
       "      <td>UgzpE6FlkzOn9UlqQ9x4AaABAg</td>\n",
       "      <td>6ZhuwlKgdzA</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>mjdPWfp1aX2VUkA26oTJTR1sn3Y</td>\n",
       "      <td>UgzpE6FlkzOn9UlqQ9x4AaABAg</td>\n",
       "      <td>6ZhuwlKgdzA</td>\n",
       "      <td>That horse looks so sad</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2021-04-23 22:30:26+00:00</td>\n",
       "      <td>2021-04-23T22:30:26Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268141</th>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>ZpKTz8xaDjoJpQFqOkqvN9mnUBQ</td>\n",
       "      <td>UgziJtu1aMY3rXEpBaZ4AaABAg</td>\n",
       "      <td>6ZhuwlKgdzA</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>KzCQgH6vXFGBnl71B2AseDIAa9g</td>\n",
       "      <td>UgziJtu1aMY3rXEpBaZ4AaABAg</td>\n",
       "      <td>6ZhuwlKgdzA</td>\n",
       "      <td>I forgot to mention Amanda posted this on Inst...</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2021-04-23 22:27:12+00:00</td>\n",
       "      <td>2021-04-23T22:27:12Z</td>\n",
       "      <td>True</td>\n",
       "      <td>8.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'kind': 'youtube#comment', 'etag': '11jvhWIm...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268142</th>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>qdfDncLw3i_Dw67XWyQ23JRCZWc</td>\n",
       "      <td>UgxbhWjZvFAUccljYld4AaABAg</td>\n",
       "      <td>6ZhuwlKgdzA</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>jzfj1neolpf17zn1dF7aMHt-e08</td>\n",
       "      <td>UgxbhWjZvFAUccljYld4AaABAg</td>\n",
       "      <td>6ZhuwlKgdzA</td>\n",
       "      <td>The horse looks distressed. The expression on ...</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2021-04-23 22:26:28+00:00</td>\n",
       "      <td>2021-04-23T22:26:28Z</td>\n",
       "      <td>True</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'kind': 'youtube#comment', 'etag': 't6OyXEh1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268143</th>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>mfSy9fPvkc9MbdLbonIsa0urDRk</td>\n",
       "      <td>UgxqYrQUL7V1ttA9xCR4AaABAg</td>\n",
       "      <td>89Bg1GryUKw</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>qemvV2OXUlR6N6GPNDGHcStTlgo</td>\n",
       "      <td>UgxqYrQUL7V1ttA9xCR4AaABAg</td>\n",
       "      <td>89Bg1GryUKw</td>\n",
       "      <td>Could not agree more. Well said</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2021-01-27 04:40:16+00:00</td>\n",
       "      <td>2021-01-27T04:40:29Z</td>\n",
       "      <td>True</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'kind': 'youtube#comment', 'etag': 'Hw30yMmH...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268144</th>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>JCGAM22lKBVTwxBHoFZmkuZMdiE</td>\n",
       "      <td>UgyLcrLMaZ4kSRHVafR4AaABAg</td>\n",
       "      <td>89Bg1GryUKw</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>CGe_-9G-A_4Wg9M8BClmIX3laiM</td>\n",
       "      <td>UgyLcrLMaZ4kSRHVafR4AaABAg</td>\n",
       "      <td>89Bg1GryUKw</td>\n",
       "      <td>Yes agree you said it like is.  Thanks</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2021-01-27 06:06:31+00:00</td>\n",
       "      <td>2021-01-27T06:06:31Z</td>\n",
       "      <td>True</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[{'kind': 'youtube#comment', 'etag': 'bUaxJ4aY...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>268145 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                   kind                         etag  \\\n",
       "0              0.0  youtube#commentThread  HWRVF49a2ObDyvftwuVdJKNhyD8   \n",
       "1              6.0  youtube#commentThread  PzEL8-eTSA65LFvuXi9JDnqCm9A   \n",
       "2              7.0  youtube#commentThread  iY1kwxwrMKv5M0EhkdBxPIwKBEw   \n",
       "3              8.0  youtube#commentThread  stqlyr38DAI_LIPh9ZfXPtdsLxE   \n",
       "4              9.0  youtube#commentThread  1UNP418JrN4kCCyNixCHxgz5eJI   \n",
       "...            ...                    ...                          ...   \n",
       "268140         NaN  youtube#commentThread  lwYucAibDuerAgUZLQ3_tHi-oK8   \n",
       "268141         NaN  youtube#commentThread  ZpKTz8xaDjoJpQFqOkqvN9mnUBQ   \n",
       "268142         NaN  youtube#commentThread  qdfDncLw3i_Dw67XWyQ23JRCZWc   \n",
       "268143         NaN  youtube#commentThread  mfSy9fPvkc9MbdLbonIsa0urDRk   \n",
       "268144         NaN  youtube#commentThread  JCGAM22lKBVTwxBHoFZmkuZMdiE   \n",
       "\n",
       "                                id snippet.videoId  \\\n",
       "0       UgyWYCQS7evmvfmJS-N4AaABAg     14SUI93R_k8   \n",
       "1       Ugz4bx6uKXOHWkzp6-94AaABAg     14SUI93R_k8   \n",
       "2       Ugz2-gJSSeSsUQ3kghp4AaABAg     14SUI93R_k8   \n",
       "3       UgwDXEI_MSk7QkEKF2J4AaABAg     14SUI93R_k8   \n",
       "4       UgytonoSS5GVWFacgPl4AaABAg     14SUI93R_k8   \n",
       "...                            ...             ...   \n",
       "268140  UgzpE6FlkzOn9UlqQ9x4AaABAg     6ZhuwlKgdzA   \n",
       "268141  UgziJtu1aMY3rXEpBaZ4AaABAg     6ZhuwlKgdzA   \n",
       "268142  UgxbhWjZvFAUccljYld4AaABAg     6ZhuwlKgdzA   \n",
       "268143  UgxqYrQUL7V1ttA9xCR4AaABAg     89Bg1GryUKw   \n",
       "268144  UgyLcrLMaZ4kSRHVafR4AaABAg     89Bg1GryUKw   \n",
       "\n",
       "       snippet.topLevelComment.kind snippet.topLevelComment.etag  \\\n",
       "0                   youtube#comment  Iovx9zUM7fOXxqPCM-3iKToEaKw   \n",
       "1                   youtube#comment  laFGFQSR-rq6DpO7tjC14DUeqzc   \n",
       "2                   youtube#comment  uxkBaTBbUaoyuwywyS7uVAjkwj8   \n",
       "3                   youtube#comment  ZnLyjbZqIA0gc4pSDJkj3HCpbSU   \n",
       "4                   youtube#comment  jYaXJil7ZV3aQbLMTyeMYncgkeA   \n",
       "...                             ...                          ...   \n",
       "268140              youtube#comment  mjdPWfp1aX2VUkA26oTJTR1sn3Y   \n",
       "268141              youtube#comment  KzCQgH6vXFGBnl71B2AseDIAa9g   \n",
       "268142              youtube#comment  jzfj1neolpf17zn1dF7aMHt-e08   \n",
       "268143              youtube#comment  qemvV2OXUlR6N6GPNDGHcStTlgo   \n",
       "268144              youtube#comment  CGe_-9G-A_4Wg9M8BClmIX3laiM   \n",
       "\n",
       "        snippet.topLevelComment.id snippet.topLevelComment.snippet.videoId  \\\n",
       "0       UgyWYCQS7evmvfmJS-N4AaABAg                             14SUI93R_k8   \n",
       "1       Ugz4bx6uKXOHWkzp6-94AaABAg                             14SUI93R_k8   \n",
       "2       Ugz2-gJSSeSsUQ3kghp4AaABAg                             14SUI93R_k8   \n",
       "3       UgwDXEI_MSk7QkEKF2J4AaABAg                             14SUI93R_k8   \n",
       "4       UgytonoSS5GVWFacgPl4AaABAg                             14SUI93R_k8   \n",
       "...                            ...                                     ...   \n",
       "268140  UgzpE6FlkzOn9UlqQ9x4AaABAg                             6ZhuwlKgdzA   \n",
       "268141  UgziJtu1aMY3rXEpBaZ4AaABAg                             6ZhuwlKgdzA   \n",
       "268142  UgxbhWjZvFAUccljYld4AaABAg                             6ZhuwlKgdzA   \n",
       "268143  UgxqYrQUL7V1ttA9xCR4AaABAg                             89Bg1GryUKw   \n",
       "268144  UgyLcrLMaZ4kSRHVafR4AaABAg                             89Bg1GryUKw   \n",
       "\n",
       "              snippet.topLevelComment.snippet.textDisplay  ...  \\\n",
       "0                         Are you going to see Aquaman 2?  ...   \n",
       "1       pirate all of DC&#39;s movies until amber hear...  ...   \n",
       "2                          Well I liked you Jason. Liked.  ...   \n",
       "3                                               Sack here  ...   \n",
       "4       Tbh idc about any of this Iâ€™m just a dc fan ...  ...   \n",
       "...                                                   ...  ...   \n",
       "268140                            That horse looks so sad  ...   \n",
       "268141  I forgot to mention Amanda posted this on Inst...  ...   \n",
       "268142  The horse looks distressed. The expression on ...  ...   \n",
       "268143                    Could not agree more. Well said  ...   \n",
       "268144             Yes agree you said it like is.  Thanks  ...   \n",
       "\n",
       "       snippet.topLevelComment.snippet.viewerRating  \\\n",
       "0                                              none   \n",
       "1                                              none   \n",
       "2                                              none   \n",
       "3                                              none   \n",
       "4                                              none   \n",
       "...                                             ...   \n",
       "268140                                         none   \n",
       "268141                                         none   \n",
       "268142                                         none   \n",
       "268143                                         none   \n",
       "268144                                         none   \n",
       "\n",
       "       snippet.topLevelComment.snippet.likeCount  \\\n",
       "0                                           94.0   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "...                                          ...   \n",
       "268140                                       9.0   \n",
       "268141                                      39.0   \n",
       "268142                                       9.0   \n",
       "268143                                       4.0   \n",
       "268144                                       1.0   \n",
       "\n",
       "       snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                        2021-03-19 17:03:31+00:00   \n",
       "1                        2021-04-29 20:44:50+00:00   \n",
       "2                        2021-04-20 06:30:30+00:00   \n",
       "3                        2021-04-15 15:34:59+00:00   \n",
       "4                        2021-04-14 19:45:03+00:00   \n",
       "...                                            ...   \n",
       "268140                   2021-04-23 22:30:26+00:00   \n",
       "268141                   2021-04-23 22:27:12+00:00   \n",
       "268142                   2021-04-23 22:26:28+00:00   \n",
       "268143                   2021-01-27 04:40:16+00:00   \n",
       "268144                   2021-01-27 06:06:31+00:00   \n",
       "\n",
       "       snippet.topLevelComment.snippet.updatedAt snippet.canReply  \\\n",
       "0                           2021-03-19T17:03:31Z             True   \n",
       "1                           2021-04-29T20:44:50Z             True   \n",
       "2                           2021-04-20T06:30:30Z             True   \n",
       "3                           2021-04-15T15:34:59Z             True   \n",
       "4                           2021-04-14T19:45:03Z             True   \n",
       "...                                          ...              ...   \n",
       "268140                      2021-04-23T22:30:26Z             True   \n",
       "268141                      2021-04-23T22:27:12Z             True   \n",
       "268142                      2021-04-23T22:26:28Z             True   \n",
       "268143                      2021-01-27T04:40:29Z             True   \n",
       "268144                      2021-01-27T06:06:31Z             True   \n",
       "\n",
       "        snippet.totalReplyCount snippet.isPublic  \\\n",
       "0                         213.0             True   \n",
       "1                           0.0             True   \n",
       "2                           0.0             True   \n",
       "3                           0.0             True   \n",
       "4                           0.0             True   \n",
       "...                         ...              ...   \n",
       "268140                      0.0             True   \n",
       "268141                      8.0             True   \n",
       "268142                      1.0             True   \n",
       "268143                      1.0             True   \n",
       "268144                      1.0             True   \n",
       "\n",
       "                                         replies.comments  \\\n",
       "0       [{'kind': 'youtube#comment', 'etag': 'XxrLRzbE...   \n",
       "1                                                     NaN   \n",
       "2                                                     NaN   \n",
       "3                                                     NaN   \n",
       "4                                                     NaN   \n",
       "...                                                   ...   \n",
       "268140                                                NaN   \n",
       "268141  [{'kind': 'youtube#comment', 'etag': '11jvhWIm...   \n",
       "268142  [{'kind': 'youtube#comment', 'etag': 't6OyXEh1...   \n",
       "268143  [{'kind': 'youtube#comment', 'etag': 'Hw30yMmH...   \n",
       "268144  [{'kind': 'youtube#comment', 'etag': 'bUaxJ4aY...   \n",
       "\n",
       "       snippet.topLevelComment.snippet.moderationStatus urls  \n",
       "0                                                   NaN   []  \n",
       "1                                                   NaN   []  \n",
       "2                                                   NaN   []  \n",
       "3                                                   NaN   []  \n",
       "4                                                   NaN   []  \n",
       "...                                                 ...  ...  \n",
       "268140                                              NaN   []  \n",
       "268141                                              NaN   []  \n",
       "268142                                              NaN   []  \n",
       "268143                                              NaN   []  \n",
       "268144                                              NaN   []  \n",
       "\n",
       "[268145 rows x 26 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b30bbb17",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months[\"n_urls\"] = df_comments_4_months.urls.apply(lambda x: len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2212e63b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls = urls_df(df_comments_4_months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1309b9c1",
   "metadata": {},
   "outputs": [
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     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6503d80b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1065"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bb6e49d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "268145"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "163b593e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # save data\n",
    "# df_comments_4_months_urls.to_csv(\n",
    "#     yt_filter_path + \"df_comments_4_months_urls.csv\", index=False\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "80d37b48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                          [https://youtu.be/mw3IiyXZJds]\n",
       "1       [https://www.change.org/p/dc-entertainment-rem...\n",
       "2       [https://youtube.com/channel/UCEFfB8EGTj3EL6ut...\n",
       "3       [https://bit.ly/3txAgy1, https://youtu.be/YVPy...\n",
       "4       [https://www.google.com/amp/s/www.throwbacks.c...\n",
       "                              ...                        \n",
       "1060    [https://t.co/yWkf2d2APp?amp=1, https://referr...\n",
       "1061    [https://www.change.org/p/dc-entertainment-rem...\n",
       "1062    [https://www.youtube.com/watch?v=FdM479D1s4o&t...\n",
       "1063    [https://youtube.com/playlist?list=PL0zUoY_CXU...\n",
       "1064        [https://www.youtube.com/watch?v=VjQ2t_yNHQs]\n",
       "Name: urls, Length: 1065, dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls[\"urls\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d81a6373",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1     1003\n",
       "2       24\n",
       "7       20\n",
       "3        5\n",
       "5        5\n",
       "8        4\n",
       "10       1\n",
       "20       1\n",
       "4        1\n",
       "6        1\n",
       "Name: n_urls, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls.n_urls.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "205bb7fc",
   "metadata": {},
   "source": [
    "<a id='one4'></a>\n",
    "#### One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one4\">One Link</a></li>\n",
    " <li><a href=\"#more4\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bbd5140c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_1_link = one_link_df(df_comments_4_months_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "92f820d0",
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "   Unnamed: 0                   kind                         etag  \\\n",
       "0       246.0  youtube#commentThread  qdoqrw3cE0__VDupjhlNX__WB70   \n",
       "\n",
       "                           id snippet.videoId snippet.topLevelComment.kind  \\\n",
       "0  UgzMkTI7AmxUZWcWj5B4AaABAg     QBCEXSVjBrM              youtube#comment   \n",
       "\n",
       "  snippet.topLevelComment.etag  snippet.topLevelComment.id  \\\n",
       "0  A_cfWgYhmBQ9QUCuztUvQz2_KWg  UgzMkTI7AmxUZWcWj5B4AaABAg   \n",
       "\n",
       "  snippet.topLevelComment.snippet.videoId  \\\n",
       "0                             QBCEXSVjBrM   \n",
       "\n",
       "         snippet.topLevelComment.snippet.textDisplay  ...  \\\n",
       "0  <a href=\"https://youtu.be/mw3IiyXZJds\">https:/...  ...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                   2021-02-03 16:34:18+00:00   \n",
       "\n",
       "  snippet.topLevelComment.snippet.updatedAt snippet.canReply  \\\n",
       "0                      2021-02-03T16:34:18Z             True   \n",
       "\n",
       "  snippet.totalReplyCount snippet.isPublic  replies.comments  \\\n",
       "0                     0.0             True               NaN   \n",
       "\n",
       "  snippet.topLevelComment.snippet.moderationStatus  \\\n",
       "0                                              NaN   \n",
       "\n",
       "                             urls n_urls                           url  \n",
       "0  [https://youtu.be/mw3IiyXZJds]      1  https://youtu.be/mw3IiyXZJds  \n",
       "\n",
       "[1 rows x 28 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d55c82bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'kind', 'etag', 'id', 'snippet.videoId',\n",
       "       'snippet.topLevelComment.kind', 'snippet.topLevelComment.etag',\n",
       "       'snippet.topLevelComment.id', 'snippet.topLevelComment.snippet.videoId',\n",
       "       'snippet.topLevelComment.snippet.textDisplay',\n",
       "       'snippet.topLevelComment.snippet.textOriginal',\n",
       "       'snippet.topLevelComment.snippet.authorDisplayName',\n",
       "       'snippet.topLevelComment.snippet.authorProfileImageUrl',\n",
       "       'snippet.topLevelComment.snippet.authorChannelUrl',\n",
       "       'snippet.topLevelComment.snippet.authorChannelId.value',\n",
       "       'snippet.topLevelComment.snippet.canRate',\n",
       "       'snippet.topLevelComment.snippet.viewerRating',\n",
       "       'snippet.topLevelComment.snippet.likeCount',\n",
       "       'snippet.topLevelComment.snippet.publishedAt',\n",
       "       'snippet.topLevelComment.snippet.updatedAt', 'snippet.canReply',\n",
       "       'snippet.totalReplyCount', 'snippet.isPublic', 'replies.comments',\n",
       "       'snippet.topLevelComment.snippet.moderationStatus', 'urls', 'n_urls',\n",
       "       'url'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e7ffe4be",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_comments_4_months_urls_1_link = one_link_urls(df_comments_4_months_urls_1_link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "36e23503",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['https://youtu.be/mw3IiyXZJds']),\n",
       "       list(['https://www.change.org/p/dc-entertainment-remove-amber-heard-from-aquaman-2']),\n",
       "       list(['https://youtube.com/channel/UCEFfB8EGTj3EL6utWXTN0CQ']),\n",
       "       ...,\n",
       "       list(['https://www.change.org/p/dc-entertainment-remove-amber-heard-from-aquaman-2/w']),\n",
       "       list(['https://youtube.com/playlist?list=PL0zUoY_CXUlQ6TVrNAI8YDd3CVdYAiKBx']),\n",
       "       list(['https://www.youtube.com/watch?v=VjQ2t_yNHQs'])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_comments_4_months_urls_1_link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ce20bf2b",
   "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>Unnamed: 0</th>\n",
       "      <th>kind</th>\n",
       "      <th>etag</th>\n",
       "      <th>id</th>\n",
       "      <th>snippet.videoId</th>\n",
       "      <th>snippet.topLevelComment.kind</th>\n",
       "      <th>snippet.topLevelComment.etag</th>\n",
       "      <th>snippet.topLevelComment.id</th>\n",
       "      <th>snippet.topLevelComment.snippet.videoId</th>\n",
       "      <th>snippet.topLevelComment.snippet.textDisplay</th>\n",
       "      <th>...</th>\n",
       "      <th>snippet.topLevelComment.snippet.publishedAt</th>\n",
       "      <th>snippet.topLevelComment.snippet.updatedAt</th>\n",
       "      <th>snippet.canReply</th>\n",
       "      <th>snippet.totalReplyCount</th>\n",
       "      <th>snippet.isPublic</th>\n",
       "      <th>replies.comments</th>\n",
       "      <th>snippet.topLevelComment.snippet.moderationStatus</th>\n",
       "      <th>urls</th>\n",
       "      <th>n_urls</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>246.0</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>qdoqrw3cE0__VDupjhlNX__WB70</td>\n",
       "      <td>UgzMkTI7AmxUZWcWj5B4AaABAg</td>\n",
       "      <td>QBCEXSVjBrM</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>A_cfWgYhmBQ9QUCuztUvQz2_KWg</td>\n",
       "      <td>UgzMkTI7AmxUZWcWj5B4AaABAg</td>\n",
       "      <td>QBCEXSVjBrM</td>\n",
       "      <td>&lt;a href=\"https://youtu.be/mw3IiyXZJds\"&gt;https:/...</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-02-03 16:34:18+00:00</td>\n",
       "      <td>2021-02-03T16:34:18Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[https://youtu.be/mw3IiyXZJds]</td>\n",
       "      <td>1</td>\n",
       "      <td>https://youtu.be/mw3IiyXZJds</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                   kind                         etag  \\\n",
       "0       246.0  youtube#commentThread  qdoqrw3cE0__VDupjhlNX__WB70   \n",
       "\n",
       "                           id snippet.videoId snippet.topLevelComment.kind  \\\n",
       "0  UgzMkTI7AmxUZWcWj5B4AaABAg     QBCEXSVjBrM              youtube#comment   \n",
       "\n",
       "  snippet.topLevelComment.etag  snippet.topLevelComment.id  \\\n",
       "0  A_cfWgYhmBQ9QUCuztUvQz2_KWg  UgzMkTI7AmxUZWcWj5B4AaABAg   \n",
       "\n",
       "  snippet.topLevelComment.snippet.videoId  \\\n",
       "0                             QBCEXSVjBrM   \n",
       "\n",
       "         snippet.topLevelComment.snippet.textDisplay  ...  \\\n",
       "0  <a href=\"https://youtu.be/mw3IiyXZJds\">https:/...  ...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                   2021-02-03 16:34:18+00:00   \n",
       "\n",
       "  snippet.topLevelComment.snippet.updatedAt snippet.canReply  \\\n",
       "0                      2021-02-03T16:34:18Z             True   \n",
       "\n",
       "  snippet.totalReplyCount snippet.isPublic  replies.comments  \\\n",
       "0                     0.0             True               NaN   \n",
       "\n",
       "  snippet.topLevelComment.snippet.moderationStatus  \\\n",
       "0                                              NaN   \n",
       "\n",
       "                             urls n_urls                           url  \n",
       "0  [https://youtu.be/mw3IiyXZJds]      1  https://youtu.be/mw3IiyXZJds  \n",
       "\n",
       "[1 rows x 28 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bbfa55ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def one_link_urls_with_count_(one_link_df, user_column, url_column=\"url\"):\n",
    "    users = []\n",
    "    u = []\n",
    "    for url in one_link_df[url_column].values:\n",
    "        nn = tuple(set(one_link_df[one_link_df.url == url][user_column]))\n",
    "        n = one_link_df[one_link_df.url == url][user_column].nunique()\n",
    "        if n != 0:\n",
    "            users.append(n)\n",
    "            u.append(nn)\n",
    "\n",
    "    one_link_df[\"n_users\"] = users\n",
    "    one_link_df[\"users\"] = u\n",
    "    temp_urls = []\n",
    "    for i in one_link_df[[\"url\", \"n_users\", \"users\"]].values:\n",
    "        temp_urls.append((i[0], i[1], i[2]))\n",
    "    data_last = dict(Counter(temp_urls))\n",
    "    links_last = []\n",
    "    nusers_last = []\n",
    "    count_last = []\n",
    "    users_last = []\n",
    "    for url_users, count in data_last.items():\n",
    "        links_last.append(url_users[0])\n",
    "        count_last.append(count)\n",
    "        nusers_last.append(url_users[1])\n",
    "        users_last.append(url_users[2])\n",
    "\n",
    "    return (\n",
    "        pd.DataFrame({\"link\": links_last, \"count\": count_last, \"n_users\": nusers_last, \"users\": users_last})\n",
    "        .sort_values(\"n_users\", ascending=False)\n",
    "        .reset_index()\n",
    "        .drop(columns=\"index\")\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "eb33d203",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "84b46966",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count = one_link_urls_with_count_(\n",
    "    df_comments_4_months_urls_1_link, user_column=\"snippet.topLevelComment.snippet.authorChannelId.value\", url_column=\"url\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1d4d286b",
   "metadata": {
    "scrolled": true
   },
   "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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://youtu.be/hBH5O1ukpq8</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>(UCxvfMZaw79EewtnFFw1T47g, UCWJRWgl9PpMReKTWro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>(UCRhOnSeQrFi26ZqyhMT46Sw, UCrKT7YkiQmbbJMK3AU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(UCVjREGBBN52ogzxslcZqF7g, UC-6uqENH9jqg46pGK7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>playmovieoncinemax.blogspot.com/tt0974015/plyon</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>(UCzajfgjq_JM2OE1JrRCxbSw, UCA79ujbc5BWK59_ZyB...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>watchanddownloadnow.blogspot.com/tt0974015/wandw</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>(UCW6Ub6clisF6vzkc1pi6iLw, UCbygNj9U5fH-Ci5ISD...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>https://www.youtube.com/watch?v=t9QGgo2HvE0&amp;t=74s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCeIHQFVdYtTSCITQ4lVBp1g,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>https://www.youtube.com/watch?v=yOCMGkKkhnM</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCYlIq0VMzTG_G0J1ZbEmo-A,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>https://youtu.be/9jZSrxs3mrs</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC0JJ1p6PmIUIxop2kzd6v8g,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>https://www.youtube.com/watch?v=Y8FwSj8IH4o</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCnHM1IZNeOf8CWbDAEa9myQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>https://www.youtube.com/watch?v=VjQ2t_yNHQs</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC7Hd4zHy7uXeOyZeikqgdUA,)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>695 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  link  count  n_users  \\\n",
       "0                         https://youtu.be/hBH5O1ukpq8     11        7   \n",
       "1    https://www.change.org/p/dc-entertainment-remo...     10        7   \n",
       "2    https://www.change.org/p/dc-entertainment-remo...     15        5   \n",
       "3      playmovieoncinemax.blogspot.com/tt0974015/plyon      9        5   \n",
       "4     watchanddownloadnow.blogspot.com/tt0974015/wandw      6        5   \n",
       "..                                                 ...    ...      ...   \n",
       "690  https://www.youtube.com/watch?v=t9QGgo2HvE0&t=74s      1        1   \n",
       "691        https://www.youtube.com/watch?v=yOCMGkKkhnM      1        1   \n",
       "692                       https://youtu.be/9jZSrxs3mrs      1        1   \n",
       "693        https://www.youtube.com/watch?v=Y8FwSj8IH4o      1        1   \n",
       "694        https://www.youtube.com/watch?v=VjQ2t_yNHQs      1        1   \n",
       "\n",
       "                                                 users  \n",
       "0    (UCxvfMZaw79EewtnFFw1T47g, UCWJRWgl9PpMReKTWro...  \n",
       "1    (UCRhOnSeQrFi26ZqyhMT46Sw, UCrKT7YkiQmbbJMK3AU...  \n",
       "2    (UCVjREGBBN52ogzxslcZqF7g, UC-6uqENH9jqg46pGK7...  \n",
       "3    (UCzajfgjq_JM2OE1JrRCxbSw, UCA79ujbc5BWK59_ZyB...  \n",
       "4    (UCW6Ub6clisF6vzkc1pi6iLw, UCbygNj9U5fH-Ci5ISD...  \n",
       "..                                                 ...  \n",
       "690                        (UCeIHQFVdYtTSCITQ4lVBp1g,)  \n",
       "691                        (UCYlIq0VMzTG_G0J1ZbEmo-A,)  \n",
       "692                        (UC0JJ1p6PmIUIxop2kzd6v8g,)  \n",
       "693                        (UCnHM1IZNeOf8CWbDAEa9myQ,)  \n",
       "694                        (UC7Hd4zHy7uXeOyZeikqgdUA,)  \n",
       "\n",
       "[695 rows x 4 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "24cefba2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('UCxvfMZaw79EewtnFFw1T47g',\n",
       " 'UCWJRWgl9PpMReKTWro8eJbg',\n",
       " 'UCJjOIuv9zS5QJDZs1VWmR7Q',\n",
       " 'UCZ80wTVpuQtEG7kifw8PY5Q',\n",
       " 'UCnuR-hKnQXoWn5YB-0cTt5Q',\n",
       " 'UC_iPNFxGu2Uh2etsbU9okkw',\n",
       " 'UCSv37cw6HsYWszG7nODGshg')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count[df_comments_4_months_urls_1_link_ith_users_count.n_users == 7].users[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "00b86b9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count[\n",
    "    df_comments_4_months_urls_1_link_ith_users_count.n_users == 7\n",
    "].users[0] == df_comments_4_months_urls_1_link_ith_users_count[\n",
    "    df_comments_4_months_urls_1_link_ith_users_count.n_users == 7\n",
    "].users[\n",
    "    1\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a5cd4911",
   "metadata": {},
   "outputs": [],
   "source": [
    "def same_users(t1, t2):\n",
    "    if set(t1) == set(t2):\n",
    "        return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5a8491a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "same_users(\n",
    "    df_comments_4_months_urls_1_link_ith_users_count[\n",
    "        df_comments_4_months_urls_1_link_ith_users_count.n_users == 7\n",
    "    ].users[0],\n",
    "    df_comments_4_months_urls_1_link_ith_users_count[\n",
    "        df_comments_4_months_urls_1_link_ith_users_count.n_users == 7\n",
    "    ].users[1],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c9851e0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "same_users((1,2,3), (3,1,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8e8b4f28",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('UCxvfMZaw79EewtnFFw1T47g',\n",
       " 'UCWJRWgl9PpMReKTWro8eJbg',\n",
       " 'UCJjOIuv9zS5QJDZs1VWmR7Q',\n",
       " 'UCZ80wTVpuQtEG7kifw8PY5Q',\n",
       " 'UCnuR-hKnQXoWn5YB-0cTt5Q',\n",
       " 'UC_iPNFxGu2Uh2etsbU9okkw',\n",
       " 'UCSv37cw6HsYWszG7nODGshg')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count[df_comments_4_months_urls_1_link_ith_users_count.n_users == 7].users[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "6dea6b1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count[\"n_urls\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8046002d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count[\n",
    "    \"n_urls\"\n",
    "] = df_comments_4_months_urls_1_link_ith_users_count[\"n_urls\"].apply(lambda x: {x})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "72147f83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://youtu.be/hBH5O1ukpq8</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>(UCxvfMZaw79EewtnFFw1T47g, UCWJRWgl9PpMReKTWro...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>(UCRhOnSeQrFi26ZqyhMT46Sw, UCrKT7YkiQmbbJMK3AU...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>(UCVjREGBBN52ogzxslcZqF7g, UC-6uqENH9jqg46pGK7...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>playmovieoncinemax.blogspot.com/tt0974015/plyon</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>(UCzajfgjq_JM2OE1JrRCxbSw, UCA79ujbc5BWK59_ZyB...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>watchanddownloadnow.blogspot.com/tt0974015/wandw</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>(UCW6Ub6clisF6vzkc1pi6iLw, UCbygNj9U5fH-Ci5ISD...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>https://www.youtube.com/watch?v=t9QGgo2HvE0&amp;t=74s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCeIHQFVdYtTSCITQ4lVBp1g,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>https://www.youtube.com/watch?v=yOCMGkKkhnM</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCYlIq0VMzTG_G0J1ZbEmo-A,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>https://youtu.be/9jZSrxs3mrs</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC0JJ1p6PmIUIxop2kzd6v8g,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>https://www.youtube.com/watch?v=Y8FwSj8IH4o</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCnHM1IZNeOf8CWbDAEa9myQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>https://www.youtube.com/watch?v=VjQ2t_yNHQs</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC7Hd4zHy7uXeOyZeikqgdUA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>695 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  link  count  n_users  \\\n",
       "0                         https://youtu.be/hBH5O1ukpq8     11        7   \n",
       "1    https://www.change.org/p/dc-entertainment-remo...     10        7   \n",
       "2    https://www.change.org/p/dc-entertainment-remo...     15        5   \n",
       "3      playmovieoncinemax.blogspot.com/tt0974015/plyon      9        5   \n",
       "4     watchanddownloadnow.blogspot.com/tt0974015/wandw      6        5   \n",
       "..                                                 ...    ...      ...   \n",
       "690  https://www.youtube.com/watch?v=t9QGgo2HvE0&t=74s      1        1   \n",
       "691        https://www.youtube.com/watch?v=yOCMGkKkhnM      1        1   \n",
       "692                       https://youtu.be/9jZSrxs3mrs      1        1   \n",
       "693        https://www.youtube.com/watch?v=Y8FwSj8IH4o      1        1   \n",
       "694        https://www.youtube.com/watch?v=VjQ2t_yNHQs      1        1   \n",
       "\n",
       "                                                 users n_urls  \n",
       "0    (UCxvfMZaw79EewtnFFw1T47g, UCWJRWgl9PpMReKTWro...    {1}  \n",
       "1    (UCRhOnSeQrFi26ZqyhMT46Sw, UCrKT7YkiQmbbJMK3AU...    {1}  \n",
       "2    (UCVjREGBBN52ogzxslcZqF7g, UC-6uqENH9jqg46pGK7...    {1}  \n",
       "3    (UCzajfgjq_JM2OE1JrRCxbSw, UCA79ujbc5BWK59_ZyB...    {1}  \n",
       "4    (UCW6Ub6clisF6vzkc1pi6iLw, UCbygNj9U5fH-Ci5ISD...    {1}  \n",
       "..                                                 ...    ...  \n",
       "690                        (UCeIHQFVdYtTSCITQ4lVBp1g,)    {1}  \n",
       "691                        (UCYlIq0VMzTG_G0J1ZbEmo-A,)    {1}  \n",
       "692                        (UC0JJ1p6PmIUIxop2kzd6v8g,)    {1}  \n",
       "693                        (UCnHM1IZNeOf8CWbDAEa9myQ,)    {1}  \n",
       "694                        (UC7Hd4zHy7uXeOyZeikqgdUA,)    {1}  \n",
       "\n",
       "[695 rows x 5 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "26131532",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_comments_4_months_urls_1_link_ith_users_count.to_csv(\n",
    "#     yt_filter_path\n",
    "#     + \"df_comments_4_months_urls_1_link.csv\",\n",
    "#     index=False,\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c23edf",
   "metadata": {},
   "source": [
    "<a id='more4'></a>\n",
    "#### More Than One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one4\">One Link</a></li>\n",
    " <li><a href=\"#more4\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fce8c96c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_more = df_more_than_link(df_comments_4_months_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9f4befc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def more_than_one_link_with_count(df, column_user, column_urls):\n",
    "    user_link_m = []\n",
    "    n_urls = []\n",
    "    for user_links in df[[column_user, column_urls]].values:\n",
    "\n",
    "        for link in user_links[1]:\n",
    "            user_link_m.append((user_links[0], link, len(user_links[1])))\n",
    "    temp = pd.DataFrame(\n",
    "        {\n",
    "            \"link\": [i[1] for i in user_link_m],\n",
    "            \"user\": [i[0] for i in user_link_m],\n",
    "            \"n_urls\": [i[2] for i in user_link_m],\n",
    "        }\n",
    "    )\n",
    "    links = temp[\"link\"].unique()\n",
    "    last_links = []\n",
    "    last_u = []\n",
    "    last_c = []\n",
    "    last_n = []\n",
    "    last_nu = []\n",
    "    for link in links:\n",
    "        last_c.append(temp[temp[\"link\"] == link].shape[0])\n",
    "        last_u.append(temp[temp[\"link\"] == link][\"user\"].nunique())\n",
    "        last_nu.append(set((temp[temp[\"link\"] == link][\"user\"].unique())))\n",
    "        last_n.append(set(temp[temp[\"link\"] == link][\"n_urls\"].values))\n",
    "        last_links.append(link)\n",
    "\n",
    "    return pd.DataFrame(\n",
    "        {\n",
    "            \"link\": last_links,\n",
    "            \"count\": last_c,\n",
    "            \"n_users\": last_u,\n",
    "            \"users\": last_nu,\n",
    "            \"n_urls\": last_n,\n",
    "        }\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "eb0ee83e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_more_link_with_users_count = more_than_one_link_with_count(\n",
    "    df_comments_4_months_urls_more,\n",
    "    \"snippet.topLevelComment.snippet.authorChannelId.value\",\n",
    "    \"urls\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d6059e76",
   "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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://bit.ly/3txAgy1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCpf78xcANIGhaCqX65dZbEA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://youtu.be/YVPyBraRags</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCpf78xcANIGhaCqX65dZbEA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://t.co/yWkf2d2APp?amp=1</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 6, 7}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://referral.rumble.com/dszVtP5hNXYLXqL89</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 7}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.youtube.com/channel/UCt4dtZ67qO3xW...</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 6, 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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>https://youtu.be/wYYHIQulxIg</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCFn5lWv1FwR7LXE_MG0zrFw}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>https://youtu.be/jWqHBv9IXI4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>https://youtu.be/lJSb_VH-P_c</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>https://www.youtube.com/watch?v=FdM479D1s4o&amp;t=...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCIYdxT4DDaOA9-TDkesAEiA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>https://www.instagram.com/p/CJEdjaNDQe5/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCIYdxT4DDaOA9-TDkesAEiA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  link  count  n_users  \\\n",
       "0                               https://bit.ly/3txAgy1      3        1   \n",
       "1                         https://youtu.be/YVPyBraRags      1        1   \n",
       "2                        https://t.co/yWkf2d2APp?amp=1     18        1   \n",
       "3        https://referral.rumble.com/dszVtP5hNXYLXqL89     22        1   \n",
       "4    https://www.youtube.com/channel/UCt4dtZ67qO3xW...     24        1   \n",
       "..                                                 ...    ...      ...   \n",
       "109                       https://youtu.be/wYYHIQulxIg      1        1   \n",
       "110                       https://youtu.be/jWqHBv9IXI4      1        1   \n",
       "111                       https://youtu.be/lJSb_VH-P_c      1        1   \n",
       "112  https://www.youtube.com/watch?v=FdM479D1s4o&t=...      1        1   \n",
       "113           https://www.instagram.com/p/CJEdjaNDQe5/      1        1   \n",
       "\n",
       "                          users     n_urls  \n",
       "0    {UCpf78xcANIGhaCqX65dZbEA}        {2}  \n",
       "1    {UCpf78xcANIGhaCqX65dZbEA}        {2}  \n",
       "2    {UC8AGq7bm-x4teGcvQonvnPw}  {8, 6, 7}  \n",
       "3    {UC8AGq7bm-x4teGcvQonvnPw}     {8, 7}  \n",
       "4    {UC8AGq7bm-x4teGcvQonvnPw}  {8, 6, 7}  \n",
       "..                          ...        ...  \n",
       "109  {UCFn5lWv1FwR7LXE_MG0zrFw}        {2}  \n",
       "110  {UC8AGq7bm-x4teGcvQonvnPw}        {8}  \n",
       "111  {UC8AGq7bm-x4teGcvQonvnPw}        {8}  \n",
       "112  {UCIYdxT4DDaOA9-TDkesAEiA}        {2}  \n",
       "113  {UCIYdxT4DDaOA9-TDkesAEiA}        {2}  \n",
       "\n",
       "[114 rows x 5 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_more_link_with_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ec0edddc",
   "metadata": {},
   "outputs": [],
   "source": [
    "saving = \"URLs_Data/Youtube/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "f8e343b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls.to_csv(saving + \"df_comments_4_months_urls.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "66a3ac00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://youtu.be/hBH5O1ukpq8</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>(UCxvfMZaw79EewtnFFw1T47g, UCWJRWgl9PpMReKTWro...</td>\n",
       "      <td>{1}</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>(UCRhOnSeQrFi26ZqyhMT46Sw, UCrKT7YkiQmbbJMK3AU...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                link  count  n_users  \\\n",
       "0                       https://youtu.be/hBH5O1ukpq8     11        7   \n",
       "1  https://www.change.org/p/dc-entertainment-remo...     10        7   \n",
       "\n",
       "                                               users n_urls  \n",
       "0  (UCxvfMZaw79EewtnFFw1T47g, UCWJRWgl9PpMReKTWro...    {1}  \n",
       "1  (UCRhOnSeQrFi26ZqyhMT46Sw, UCrKT7YkiQmbbJMK3AU...    {1}  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_1_link_ith_users_count.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "c22c3a06",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_comments_4_months_urls_1_link_ith_users_count.to_csv(\n",
    "#     saving + \"df_comments_4_months_urls_1_link_with_users_count.csv\", index=False\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "45d513dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://bit.ly/3txAgy1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCpf78xcANIGhaCqX65dZbEA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://youtu.be/YVPyBraRags</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCpf78xcANIGhaCqX65dZbEA}</td>\n",
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       "                           link  count  n_users                       users  \\\n",
       "0        https://bit.ly/3txAgy1      3        1  {UCpf78xcANIGhaCqX65dZbEA}   \n",
       "1  https://youtu.be/YVPyBraRags      1        1  {UCpf78xcANIGhaCqX65dZbEA}   \n",
       "\n",
       "  n_urls  \n",
       "0    {2}  \n",
       "1    {2}  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_more_link_with_users_count.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ba9c151d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_with_users_count = pd.concat(\n",
    "    [\n",
    "        df_comments_4_months_urls_1_link_ith_users_count,\n",
    "        df_comments_4_months_urls_more_link_with_users_count,\n",
    "    ]\n",
    ").sort_values(\"count\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "95c66389",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_4_months_urls_with_users_count.to_csv(\n",
    "    saving + \"df_comments_4_months_urls_with_users_count.csv\", index=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "80403e4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://www.patreon.com/user?u=21542407</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 6, 7}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.youtube.com/channel/UCt4dtZ67qO3xW...</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 6, 7}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://www.bitchute.com/channel/a3WbPaAzRKWN/</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 6, 7}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://www.subscribestar.com/nerdettesnewsstand</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 6, 7}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://www.youtube.com/channel/UC8AGq7bm-x4te...</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC8AGq7bm-x4teGcvQonvnPw}</td>\n",
       "      <td>{8, 6, 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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>https://www.therichest.com/world-entertainment...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCZGlWoZH05lgtI6usBFEdNg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>https://pagesix.com/2020/11/02/how-johnny-depp...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCDAGTaS4rsKoUuK7P6kPD8w,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>https://www.courttv.com/news/amber-heard-witne...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCW8V34FPMQ3rMQoqCgoFhQA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>https://youtu.be/ZUa11ih4abM</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCdOFxKAIiUSaYuUM43R6gyA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>https://www.instagram.com/p/CJEdjaNDQe5/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCIYdxT4DDaOA9-TDkesAEiA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>809 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  link  count  n_users  \\\n",
       "7              https://www.patreon.com/user?u=21542407     24        1   \n",
       "4    https://www.youtube.com/channel/UCt4dtZ67qO3xW...     24        1   \n",
       "5       https://www.bitchute.com/channel/a3WbPaAzRKWN/     24        1   \n",
       "8     https://www.subscribestar.com/nerdettesnewsstand     24        1   \n",
       "6    https://www.youtube.com/channel/UC8AGq7bm-x4te...     24        1   \n",
       "..                                                 ...    ...      ...   \n",
       "296  https://www.therichest.com/world-entertainment...      1        1   \n",
       "297  https://pagesix.com/2020/11/02/how-johnny-depp...      1        1   \n",
       "298  https://www.courttv.com/news/amber-heard-witne...      1        1   \n",
       "299                       https://youtu.be/ZUa11ih4abM      1        1   \n",
       "113           https://www.instagram.com/p/CJEdjaNDQe5/      1        1   \n",
       "\n",
       "                           users     n_urls  \n",
       "7     {UC8AGq7bm-x4teGcvQonvnPw}  {8, 6, 7}  \n",
       "4     {UC8AGq7bm-x4teGcvQonvnPw}  {8, 6, 7}  \n",
       "5     {UC8AGq7bm-x4teGcvQonvnPw}  {8, 6, 7}  \n",
       "8     {UC8AGq7bm-x4teGcvQonvnPw}  {8, 6, 7}  \n",
       "6     {UC8AGq7bm-x4teGcvQonvnPw}  {8, 6, 7}  \n",
       "..                           ...        ...  \n",
       "296  (UCZGlWoZH05lgtI6usBFEdNg,)        {1}  \n",
       "297  (UCDAGTaS4rsKoUuK7P6kPD8w,)        {1}  \n",
       "298  (UCW8V34FPMQ3rMQoqCgoFhQA,)        {1}  \n",
       "299  (UCdOFxKAIiUSaYuUM43R6gyA,)        {1}  \n",
       "113   {UCIYdxT4DDaOA9-TDkesAEiA}        {2}  \n",
       "\n",
       "[809 rows x 5 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_4_months_urls_with_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "7048c88b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_comments_4_months_urls_more_link_with_users_count.to_csv(\n",
    "#     yt_filter_path\n",
    "#     + \"df_comments_4_months_urls_more.csv\",\n",
    "#     index=False,\n",
    "# )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f92b6f3a",
   "metadata": {},
   "source": [
    "### December\n",
    "<a id='12'></a>\n",
    "\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one12\">One Link</a></li>\n",
    " <li><a href=\"#more12\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c5faca2",
   "metadata": {},
   "source": [
    "<a id='one12'></a>\n",
    "#### One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one12\">One Link</a></li>\n",
    " <li><a href=\"#more12\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "915727de",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec[\"urls\"] = df_comments_dec[\n",
    "    \"snippet.topLevelComment.snippet.textOriginal\"\n",
    "].apply(lambda x: get_urls(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "ad8f4b1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>kind</th>\n",
       "      <th>etag</th>\n",
       "      <th>id</th>\n",
       "      <th>snippet.videoId</th>\n",
       "      <th>snippet.topLevelComment.kind</th>\n",
       "      <th>snippet.topLevelComment.etag</th>\n",
       "      <th>snippet.topLevelComment.id</th>\n",
       "      <th>snippet.topLevelComment.snippet.videoId</th>\n",
       "      <th>snippet.topLevelComment.snippet.textDisplay</th>\n",
       "      <th>...</th>\n",
       "      <th>snippet.topLevelComment.snippet.viewerRating</th>\n",
       "      <th>snippet.topLevelComment.snippet.likeCount</th>\n",
       "      <th>snippet.topLevelComment.snippet.publishedAt</th>\n",
       "      <th>snippet.topLevelComment.snippet.updatedAt</th>\n",
       "      <th>snippet.canReply</th>\n",
       "      <th>snippet.totalReplyCount</th>\n",
       "      <th>snippet.isPublic</th>\n",
       "      <th>replies.comments</th>\n",
       "      <th>snippet.topLevelComment.snippet.moderationStatus</th>\n",
       "      <th>urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>3zjB6fncclwM6wDcH0ZqYn72nGo</td>\n",
       "      <td>UgwlYeNl9rWPcvxVB914AaABAg</td>\n",
       "      <td>ht92feHGR9M</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>LlMSpcBCT8ZQkacocUa0dInznew</td>\n",
       "      <td>UgwlYeNl9rWPcvxVB914AaABAg</td>\n",
       "      <td>ht92feHGR9M</td>\n",
       "      <td>Where&amp;#39;s the site or link to remove her? I ...</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2020-12-17 22:23:36+00:00</td>\n",
       "      <td>2020-12-17T22:23:36Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.0</td>\n",
       "      <td>youtube#commentThread</td>\n",
       "      <td>AN1UcpP0T8D4uEJUsSfusd7P2ow</td>\n",
       "      <td>UgyYnH9QmQJep_zoZ6x4AaABAg</td>\n",
       "      <td>ht92feHGR9M</td>\n",
       "      <td>youtube#comment</td>\n",
       "      <td>j-SLTZmX-QijCYKkZAjaqMb97mE</td>\n",
       "      <td>UgyYnH9QmQJep_zoZ6x4AaABAg</td>\n",
       "      <td>ht92feHGR9M</td>\n",
       "      <td>When they will remove Amber Heard &amp;quot;Mera&amp;q...</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2020-12-14 10:17:52+00:00</td>\n",
       "      <td>2020-12-14T10:17:52Z</td>\n",
       "      <td>True</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                   kind                         etag  \\\n",
       "0         3.0  youtube#commentThread  3zjB6fncclwM6wDcH0ZqYn72nGo   \n",
       "1         4.0  youtube#commentThread  AN1UcpP0T8D4uEJUsSfusd7P2ow   \n",
       "\n",
       "                           id snippet.videoId snippet.topLevelComment.kind  \\\n",
       "0  UgwlYeNl9rWPcvxVB914AaABAg     ht92feHGR9M              youtube#comment   \n",
       "1  UgyYnH9QmQJep_zoZ6x4AaABAg     ht92feHGR9M              youtube#comment   \n",
       "\n",
       "  snippet.topLevelComment.etag  snippet.topLevelComment.id  \\\n",
       "0  LlMSpcBCT8ZQkacocUa0dInznew  UgwlYeNl9rWPcvxVB914AaABAg   \n",
       "1  j-SLTZmX-QijCYKkZAjaqMb97mE  UgyYnH9QmQJep_zoZ6x4AaABAg   \n",
       "\n",
       "  snippet.topLevelComment.snippet.videoId  \\\n",
       "0                             ht92feHGR9M   \n",
       "1                             ht92feHGR9M   \n",
       "\n",
       "         snippet.topLevelComment.snippet.textDisplay  ...  \\\n",
       "0  Where&#39;s the site or link to remove her? I ...  ...   \n",
       "1  When they will remove Amber Heard &quot;Mera&q...  ...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.viewerRating  \\\n",
       "0                                         none   \n",
       "1                                         none   \n",
       "\n",
       "  snippet.topLevelComment.snippet.likeCount  \\\n",
       "0                                       0.0   \n",
       "1                                       0.0   \n",
       "\n",
       "  snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                   2020-12-17 22:23:36+00:00   \n",
       "1                   2020-12-14 10:17:52+00:00   \n",
       "\n",
       "  snippet.topLevelComment.snippet.updatedAt snippet.canReply  \\\n",
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       "1                      2020-12-14T10:17:52Z             True   \n",
       "\n",
       "   snippet.totalReplyCount snippet.isPublic  replies.comments  \\\n",
       "0                      0.0             True               NaN   \n",
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       "\n",
       "  snippet.topLevelComment.snippet.moderationStatus urls  \n",
       "0                                              NaN   []  \n",
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       "\n",
       "[2 rows x 26 columns]"
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     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_dec.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "168bd759",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec[\"n_urls\"] = df_comments_dec.urls.apply(lambda x: len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "364e93e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls = urls_df(df_comments_dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "e73a8f9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_1_link = one_link_df(df_comments_dec_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "634a9f1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 60,
     "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "cefd401e",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_comments_dec_urls_1_link = one_link_urls(df_comments_dec_urls_1_link)"
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  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "0e060999",
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       "      dtype=object)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_comments_dec_urls_1_link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "ba3d6df8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_1_link_ith_users_count = one_link_urls_with_count_(\n",
    "    df_comments_dec_urls_1_link,\n",
    "    user_column=\"snippet.topLevelComment.snippet.authorChannelId.value\",\n",
    "    url_column=\"url\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "639a7eb3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>link</th>\n",
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      ],
      "text/plain": [
       "                                                link  count  n_users  \\\n",
       "0  https://www.change.org/p/dc-entertainment-remo...     27       17   \n",
       "1  https://www.change.org/p/dc-entertainment-remo...     25        8   \n",
       "\n",
       "                                               users  \n",
       "0  (UCRhOnSeQrFi26ZqyhMT46Sw, UCy_gFHCCUKvZwxmjO8...  \n",
       "1  (UCU2M0iVIvIE-WDrr7Zq1UTw, UCdN2Cdc4yVq0n6VJAd...  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_dec_urls_1_link_ith_users_count.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "baae1fea",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_1_link_ith_users_count[\"n_urls\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "130746f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_1_link_ith_users_count[\n",
    "    \"n_urls\"\n",
    "] = df_comments_dec_urls_1_link_ith_users_count[\"n_urls\"].apply(lambda x: {x})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "4eae97cc",
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "                                                link  count  n_users  \\\n",
       "0  https://www.change.org/p/dc-entertainment-remo...     27       17   \n",
       "1  https://www.change.org/p/dc-entertainment-remo...     25        8   \n",
       "\n",
       "                                               users n_urls  \n",
       "0  (UCRhOnSeQrFi26ZqyhMT46Sw, UCy_gFHCCUKvZwxmjO8...    {1}  \n",
       "1  (UCU2M0iVIvIE-WDrr7Zq1UTw, UCdN2Cdc4yVq0n6VJAd...    {1}  "
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    "df_comments_dec_urls_1_link_ith_users_count.head(2)"
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  },
  {
   "cell_type": "markdown",
   "id": "5153bda7",
   "metadata": {},
   "source": [
    "<a id='more4'></a>\n",
    "#### More Than One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one4\">One Link</a></li>\n",
    " <li><a href=\"#more4\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "7a61bfe7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_urls_more = df_more_than_link(df_comments_dec_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "c64fbcec",
   "metadata": {},
   "outputs": [
    {
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       "      <td>[http://chng.it/JDQLmRqM, http://chng.it/kDLjc...</td>\n",
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       "      <td>Ugzs4VDTeHlhveLnxDV4AaABAg</td>\n",
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       "      <td>[https://www.nickwallis.com/depp-trial, www.co...</td>\n",
       "      <td>2</td>\n",
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       "   Unnamed: 0                   kind                         etag  \\\n",
       "0        45.0  youtube#commentThread  vrjHSvKbOnocmVhHX6Fcia0NPZU   \n",
       "1        46.0  youtube#commentThread  2KoPBnkGH6Wxq7H-6mUO3mDacgM   \n",
       "\n",
       "                           id snippet.videoId snippet.topLevelComment.kind  \\\n",
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       "0  Sign this petition to rid Amber Heard off AQUA...  ...   \n",
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       "  snippet.topLevelComment.snippet.likeCount  \\\n",
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       "\n",
       "  snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                   2020-12-16 14:07:13+00:00   \n",
       "1                   2020-12-13 13:19:59+00:00   \n",
       "\n",
       "  snippet.topLevelComment.snippet.updatedAt snippet.canReply  \\\n",
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       "1                      2020-12-13T13:19:59Z             True   \n",
       "\n",
       "  snippet.totalReplyCount  snippet.isPublic replies.comments  \\\n",
       "0                     0.0              True              NaN   \n",
       "1                     0.0              True              NaN   \n",
       "\n",
       "   snippet.topLevelComment.snippet.moderationStatus  \\\n",
       "0                                               NaN   \n",
       "1                                               NaN   \n",
       "\n",
       "                                                urls n_urls  \n",
       "0  [http://chng.it/JDQLmRqM, http://chng.it/kDLjc...      2  \n",
       "1  [https://www.nickwallis.com/depp-trial, www.co...      2  \n",
       "\n",
       "[2 rows x 27 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_dec_urls_urls_more.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "436a6ab6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>46.0</td>\n",
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       "      <td>2KoPBnkGH6Wxq7H-6mUO3mDacgM</td>\n",
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       "      <td>8oNYOv4o8zM</td>\n",
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       "      <td>dPa_GyhMX36RHy9to96h1cqjpMc</td>\n",
       "      <td>Ugzs4VDTeHlhveLnxDV4AaABAg</td>\n",
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       "      <td>True</td>\n",
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       "      <td>2</td>\n",
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       "   Unnamed: 0                   kind                         etag  \\\n",
       "0        45.0  youtube#commentThread  vrjHSvKbOnocmVhHX6Fcia0NPZU   \n",
       "1        46.0  youtube#commentThread  2KoPBnkGH6Wxq7H-6mUO3mDacgM   \n",
       "\n",
       "                           id snippet.videoId snippet.topLevelComment.kind  \\\n",
       "0  Ugxe640u7xqHIhsJMal4AaABAg     8oNYOv4o8zM              youtube#comment   \n",
       "1  Ugzs4VDTeHlhveLnxDV4AaABAg     8oNYOv4o8zM              youtube#comment   \n",
       "\n",
       "  snippet.topLevelComment.etag  snippet.topLevelComment.id  \\\n",
       "0  -Dlurk_GGOv0PcxR_VTAV_q2Dv4  Ugxe640u7xqHIhsJMal4AaABAg   \n",
       "1  dPa_GyhMX36RHy9to96h1cqjpMc  Ugzs4VDTeHlhveLnxDV4AaABAg   \n",
       "\n",
       "  snippet.topLevelComment.snippet.videoId  \\\n",
       "0                             8oNYOv4o8zM   \n",
       "1                             8oNYOv4o8zM   \n",
       "\n",
       "         snippet.topLevelComment.snippet.textDisplay  ...  \\\n",
       "0  Sign this petition to rid Amber Heard off AQUA...  ...   \n",
       "1  The evidence is out there, free too look.. <a ...  ...   \n",
       "\n",
       "  snippet.topLevelComment.snippet.likeCount  \\\n",
       "0                                       0.0   \n",
       "1                                       1.0   \n",
       "\n",
       "  snippet.topLevelComment.snippet.publishedAt  \\\n",
       "0                   2020-12-16 14:07:13+00:00   \n",
       "1                   2020-12-13 13:19:59+00:00   \n",
       "\n",
       "  snippet.topLevelComment.snippet.updatedAt snippet.canReply  \\\n",
       "0                      2020-12-16T14:07:13Z             True   \n",
       "1                      2020-12-13T13:19:59Z             True   \n",
       "\n",
       "  snippet.totalReplyCount  snippet.isPublic replies.comments  \\\n",
       "0                     0.0              True              NaN   \n",
       "1                     0.0              True              NaN   \n",
       "\n",
       "   snippet.topLevelComment.snippet.moderationStatus  \\\n",
       "0                                               NaN   \n",
       "1                                               NaN   \n",
       "\n",
       "                                                urls n_urls  \n",
       "0  [http://chng.it/JDQLmRqM, http://chng.it/kDLjc...      2  \n",
       "1  [https://www.nickwallis.com/depp-trial, www.co...      2  \n",
       "\n",
       "[2 rows x 27 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_dec_urls_urls_more.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "3a1a93fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_urls_more_with_users_count = more_than_one_link_with_count(\n",
    "    df_comments_dec_urls_urls_more,\n",
    "    \"snippet.topLevelComment.snippet.authorChannelId.value\",\n",
    "    \"urls\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "de3ff3f2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://chng.it/JDQLmRqM</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCzPh-hVAOwz_1JaIESN7pLg}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://chng.it/kDLjcZR8</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCzPh-hVAOwz_1JaIESN7pLg}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.nickwallis.com/depp-trial</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>{UC0zMcGW8MNF7VJ7ynQriobw, UCcznsgxHHFxREHlQtQ...</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>www.courttv.com/news/amber-heard-witness-state...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC0zMcGW8MNF7VJ7ynQriobw}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://youtu.be/ajWdkuvrT6s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCJe-CRMfqyJhrAQN2GGE1OA}</td>\n",
       "      <td>{5}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>https://youtu.be/-WJoxStLvsM</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCS2bWzIm50_wWjBvQjhEwfQ}</td>\n",
       "      <td>{19}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>https://www.bitchute.com/video/-WJoxStLvsM</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCS2bWzIm50_wWjBvQjhEwfQ}</td>\n",
       "      <td>{19}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>https://www.facebook.com/Steven.Work/posts/102...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCS2bWzIm50_wWjBvQjhEwfQ}</td>\n",
       "      <td>{19}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>https://youtu.be/ew3XxEowAA8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCSJfdXQunfQdoj8w1u3UcSA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>https://youtu.be/rVYo2cz6_ME</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCSJfdXQunfQdoj8w1u3UcSA}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>139 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  link  count  n_users  \\\n",
       "0                              http://chng.it/JDQLmRqM      6        1   \n",
       "1                              http://chng.it/kDLjcZR8      6        1   \n",
       "2                https://www.nickwallis.com/depp-trial      7        2   \n",
       "3    www.courttv.com/news/amber-heard-witness-state...      6        1   \n",
       "4                         https://youtu.be/ajWdkuvrT6s      1        1   \n",
       "..                                                 ...    ...      ...   \n",
       "134                       https://youtu.be/-WJoxStLvsM      1        1   \n",
       "135         https://www.bitchute.com/video/-WJoxStLvsM      1        1   \n",
       "136  https://www.facebook.com/Steven.Work/posts/102...      1        1   \n",
       "137                       https://youtu.be/ew3XxEowAA8      1        1   \n",
       "138                       https://youtu.be/rVYo2cz6_ME      1        1   \n",
       "\n",
       "                                                 users n_urls  \n",
       "0                           {UCzPh-hVAOwz_1JaIESN7pLg}    {2}  \n",
       "1                           {UCzPh-hVAOwz_1JaIESN7pLg}    {2}  \n",
       "2    {UC0zMcGW8MNF7VJ7ynQriobw, UCcznsgxHHFxREHlQtQ...    {2}  \n",
       "3                           {UC0zMcGW8MNF7VJ7ynQriobw}    {2}  \n",
       "4                           {UCJe-CRMfqyJhrAQN2GGE1OA}    {5}  \n",
       "..                                                 ...    ...  \n",
       "134                         {UCS2bWzIm50_wWjBvQjhEwfQ}   {19}  \n",
       "135                         {UCS2bWzIm50_wWjBvQjhEwfQ}   {19}  \n",
       "136                         {UCS2bWzIm50_wWjBvQjhEwfQ}   {19}  \n",
       "137                         {UCSJfdXQunfQdoj8w1u3UcSA}    {2}  \n",
       "138                         {UCSJfdXQunfQdoj8w1u3UcSA}    {2}  \n",
       "\n",
       "[139 rows x 5 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comments_dec_urls_urls_more_with_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "f26cb3e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_with_users_count = pd.concat(\n",
    "    [\n",
    "        df_comments_dec_urls_1_link_ith_users_count,\n",
    "        df_comments_dec_urls_urls_more_with_users_count,\n",
    "    ]\n",
    ").sort_values(\"count\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "50b87d68",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_comments_dec_urls_with_users_count.to_csv(\n",
    "    saving + \"df_comments_dec_urls_with_users_count.csv\", index=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e48743ea",
   "metadata": {},
   "source": [
    "<a id='Videos'></a>\n",
    "\n",
    "## Videos\n",
    "\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#4v\">4 Months</a></li>\n",
    " <li><a href=\"#12v\">December</a></li>  \n",
    "\n",
    " </ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "4ebb81fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "yt_videos_path = \"../../youtube/[CSV] Combined by year [6893 videos](videos, comments and channels) (final 25Dec21)/combined files for videos by year/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "497f6884",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_20 = pd.read_csv(yt_videos_path + \"youtube_data_2020.csv\")\n",
    "df_videos_21 = pd.read_csv(yt_videos_path + \"youtube_data_2021.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "bc0111ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>...</th>\n",
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       "      <td>2020-12-30 16:25:16+00:00</td>\n",
       "      <td>UCNoGr_InOOlv0XhHO9KC3Hg</td>\n",
       "      <td>solving a rubik's cube everyday until amber he...</td>\n",
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       "      <td>NaN</td>\n",
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       "   Unnamed: 0           id  Unnamed: 0.1           kind  \\\n",
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       "0                   2.0                     0.0                         0   \n",
       "\n",
       "   statistics.commentCount snippet.defaultLanguage  \\\n",
       "0                      0.0                     NaN   \n",
       "\n",
       "   contentDetails.contentRating.ytRating  \\\n",
       "0                                    NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.blocked  \\\n",
       "0                                       NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.allowed  year  \n",
       "0                                      NaN  2020  \n",
       "\n",
       "[1 rows x 53 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_20.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "d003900d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>jason momoa defends amber heard after aquaman ...</td>\n",
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       "      <td>71.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2021</td>\n",
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       "<p>1 rows × 53 columns</p>\n",
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      "text/plain": [
       "   Unnamed: 0           id  Unnamed: 0.1           kind  \\\n",
       "0           0  14SUI93R_k8           0.0  youtube#video   \n",
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       "                          etag        snippet.publishedAt  \\\n",
       "0  zUX2H4amXbJxvecYfsO-9mMha7c  2021-03-19 17:00:30+00:00   \n",
       "\n",
       "          snippet.channelId  \\\n",
       "0  UC-NINtNMPM75eaqh07RCy_Q   \n",
       "\n",
       "                                       snippet.title  \\\n",
       "0  jason momoa defends amber heard after aquaman ...   \n",
       "\n",
       "                                 snippet.description  \\\n",
       "0  jason momoa defends amber heard after aquaman ...   \n",
       "\n",
       "                   snippet.thumbnails.default.url  ...  statistics.viewCount  \\\n",
       "0  https://i.ytimg.com/vi/14SUI93R_k8/default.jpg  ...                 32001   \n",
       "\n",
       "   statistics.likeCount statistics.dislikeCount  statistics.favoriteCount  \\\n",
       "0                1394.0                    71.0                         0   \n",
       "\n",
       "   statistics.commentCount snippet.defaultLanguage  \\\n",
       "0                    942.0                     NaN   \n",
       "\n",
       "   contentDetails.contentRating.ytRating  \\\n",
       "0                                    NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.blocked  \\\n",
       "0                                       NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.allowed  year  \n",
       "0                                      NaN  2021  \n",
       "\n",
       "[1 rows x 53 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_21.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "1679d9c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2164"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_comments_4_months[\"snippet.videoId\"].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "c2176877",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_id_4_months = pd.DataFrame(\n",
    "    {\"id\": df_comments_4_months[\"snippet.videoId\"].unique()}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "74d29ae9",
   "metadata": {},
   "outputs": [
    {
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       "      <th>2160</th>\n",
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       "      <th>2163</th>\n",
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       "2162  6ZhuwlKgdzA\n",
       "2163  89Bg1GryUKw\n",
       "\n",
       "[2164 rows x 1 columns]"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_id_4_months"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "171db026",
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 90,
     "metadata": {},
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   ],
   "source": [
    "df_videos_21.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "53277b00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "732"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "len(set(df_videos_21.id.unique()).intersection(set(df_comments_4_months[\"snippet.videoId\"].unique())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "adb8b071",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months = pd.merge(df_videos_id_4_months, df_videos_21, left_on=\"id\", right_on=\"id\", how=\"inner\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "fb49bab7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 93,
     "metadata": {},
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   "source": [
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   ]
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  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "1e85419e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'Unnamed: 0', 'Unnamed: 0.1', 'kind', 'etag',\n",
       "       'snippet.publishedAt', 'snippet.channelId', 'snippet.title',\n",
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       "       'statistics.dislikeCount', 'statistics.favoriteCount',\n",
       "       'statistics.commentCount', 'snippet.defaultLanguage',\n",
       "       'contentDetails.contentRating.ytRating',\n",
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       "      dtype='object')"
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     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df_videos_4_months.columns"
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  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "06b73f27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Jason Momoa Defends Amber Heard After Aquaman ...\n",
       "1      Due to all the drama caused by the divorce of ...\n",
       "2      In today's video we are going to share what em...\n",
       "3      CANCELLED! Aquaman spinoff CANNED! Aquaman 2 a...\n",
       "4      Amber Heard Officially FIRED From Aquaman 2 Ro...\n",
       "                             ...                        \n",
       "727    Amber Heard Blocks Literally EVERYONE on Twitt...\n",
       "728    Today Amber Heard first statement on social me...\n",
       "729    \"You Saved Me\" Johnny Depp Thanks His Supporte...\n",
       "730    Does Amber Heard Treat this Horse Good or Bad?...\n",
       "731                                             Enjoy. 🤣\n",
       "Name: snippet.localized.description, Length: 732, dtype: object"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months[\"snippet.localized.description\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "5b7a4b3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months[\"urls\"] = df_videos_4_months[\"snippet.localized.description\"].astype(str).apply(lambda x: get_urls(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "8b910fce",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months[\"n_urls\"] = df_videos_4_months[\"urls\"].apply(lambda x: len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "6946e7e2",
   "metadata": {},
   "outputs": [
    {
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       "      <td>2021-04-08 17:30:01+00:00</td>\n",
       "      <td>UCMAwi5fm2yOSEeKd_Qv0Z2Q</td>\n",
       "      <td>cancelled! aquaman spinoff canned! aquaman 2 a...</td>\n",
       "      <td>cancelled! aquaman spinoff canned! aquaman 2 a...</td>\n",
       "      <td>https://i.ytimg.com/vi/FMpQwj2OT8Q/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://www.paypal.com/cgi-bin/webscr?cmd=_s-...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>QBCEXSVjBrM</td>\n",
       "      <td>65</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>xXl32Sr1R-l2N5pinKT3VepbfDg</td>\n",
       "      <td>2021-01-23 17:00:19+00:00</td>\n",
       "      <td>UCbiT0LUIbQj6CQScvWHJeKQ</td>\n",
       "      <td>amber heard officially fired from aquaman 2 ro...</td>\n",
       "      <td>amber heard officially fired from aquaman 2 ro...</td>\n",
       "      <td>https://i.ytimg.com/vi/QBCEXSVjBrM/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>969.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1157.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://www.youtube.com/channel/UCbiT0LUIbQj6...</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",
       "      <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>727</th>\n",
       "      <td>1j4fHKp8Yms</td>\n",
       "      <td>762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>p8C52C1TxaHa__D4cyoRpFshvi8</td>\n",
       "      <td>2021-04-12 13:58:28+00:00</td>\n",
       "      <td>UCeooMl4PFAM9kLPHvavt2KQ</td>\n",
       "      <td>amber heard blocks literally everyone on twitt...</td>\n",
       "      <td>amber heard blocks literally everyone on twitt...</td>\n",
       "      <td>https://i.ytimg.com/vi/1j4fHKp8Yms/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://twitter.com/EnterHacker, https://chri...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>ri0kM4nr2nI</td>\n",
       "      <td>1514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>0J8iriI5v9V_QTv3rGnexl1cY9I</td>\n",
       "      <td>2021-01-17 01:08:44+00:00</td>\n",
       "      <td>UCRiHOWmvylppT35sDAlP35Q</td>\n",
       "      <td>amber heard still lying... and not apologizing...</td>\n",
       "      <td>today amber heard first statement on social me...</td>\n",
       "      <td>https://i.ytimg.com/vi/ri0kM4nr2nI/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://www.change.org/p/dc-entertainment-rem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>QgMabpFX9OU</td>\n",
       "      <td>4814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>UAPOHrD7LncESX64itddhC8R4L8</td>\n",
       "      <td>2021-04-27 21:52:29+00:00</td>\n",
       "      <td>UCIQz7nN_zTfIoSOh7HasYIQ</td>\n",
       "      <td>\"you saved me\" johnny depp thanks his supporte...</td>\n",
       "      <td>\"you saved me\" johnny depp thanks his supporte...</td>\n",
       "      <td>https://i.ytimg.com/vi/QgMabpFX9OU/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://www.youtube.com/watch?v=u-m_Q7FS91I, ...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>6ZhuwlKgdzA</td>\n",
       "      <td>4448</td>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>uR0_UFH1nOAu3UiKpwMIQ8oKVUg</td>\n",
       "      <td>2021-04-23 22:25:09+00:00</td>\n",
       "      <td>UCeooMl4PFAM9kLPHvavt2KQ</td>\n",
       "      <td>does amber heard treat this horse good or bad?</td>\n",
       "      <td>does amber heard treat this horse good or bad?...</td>\n",
       "      <td>https://i.ytimg.com/vi/6ZhuwlKgdzA/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://twitter.com/EnterHacker, https://chri...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>89Bg1GryUKw</td>\n",
       "      <td>3241</td>\n",
       "      <td>NaN</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>gj-aCKESzoYN04ETOvaGEVsNrsE</td>\n",
       "      <td>2021-01-26 22:08:25+00:00</td>\n",
       "      <td>UCJmjLwHbwoK4a3BX_IGxBTg</td>\n",
       "      <td>i support johnny depp because amber heard isn'...</td>\n",
       "      <td>enjoy. 🤣</td>\n",
       "      <td>https://i.ytimg.com/vi/89Bg1GryUKw/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>732 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id  Unnamed: 0  Unnamed: 0.1           kind  \\\n",
       "0    14SUI93R_k8           0           0.0  youtube#video   \n",
       "1    Dvh09e0TPJ4           6           0.0  youtube#video   \n",
       "2    I7GfS45bcwA          17           0.0  youtube#video   \n",
       "3    FMpQwj2OT8Q          45           0.0  youtube#video   \n",
       "4    QBCEXSVjBrM          65           0.0  youtube#video   \n",
       "..           ...         ...           ...            ...   \n",
       "727  1j4fHKp8Yms         762           NaN  youtube#video   \n",
       "728  ri0kM4nr2nI        1514           NaN  youtube#video   \n",
       "729  QgMabpFX9OU        4814           NaN  youtube#video   \n",
       "730  6ZhuwlKgdzA        4448           NaN  youtube#video   \n",
       "731  89Bg1GryUKw        3241           NaN  youtube#video   \n",
       "\n",
       "                            etag        snippet.publishedAt  \\\n",
       "0    zUX2H4amXbJxvecYfsO-9mMha7c  2021-03-19 17:00:30+00:00   \n",
       "1    4u7I4SS34RQx1C6unGTM6QVxt8I  2021-02-19 22:52:43+00:00   \n",
       "2    IWILnyzb7PQqy06rWpID_RJrZSc  2021-02-20 20:15:16+00:00   \n",
       "3    DgprwoFqcrWkombPAgY-wQxVWyY  2021-04-08 17:30:01+00:00   \n",
       "4    xXl32Sr1R-l2N5pinKT3VepbfDg  2021-01-23 17:00:19+00:00   \n",
       "..                           ...                        ...   \n",
       "727  p8C52C1TxaHa__D4cyoRpFshvi8  2021-04-12 13:58:28+00:00   \n",
       "728  0J8iriI5v9V_QTv3rGnexl1cY9I  2021-01-17 01:08:44+00:00   \n",
       "729  UAPOHrD7LncESX64itddhC8R4L8  2021-04-27 21:52:29+00:00   \n",
       "730  uR0_UFH1nOAu3UiKpwMIQ8oKVUg  2021-04-23 22:25:09+00:00   \n",
       "731  gj-aCKESzoYN04ETOvaGEVsNrsE  2021-01-26 22:08:25+00:00   \n",
       "\n",
       "            snippet.channelId  \\\n",
       "0    UC-NINtNMPM75eaqh07RCy_Q   \n",
       "1    UCgvSv4X_fb6fbZQR6kqTyWQ   \n",
       "2    UCO6cSNvOaDs-kjALLQLNhQw   \n",
       "3    UCMAwi5fm2yOSEeKd_Qv0Z2Q   \n",
       "4    UCbiT0LUIbQj6CQScvWHJeKQ   \n",
       "..                        ...   \n",
       "727  UCeooMl4PFAM9kLPHvavt2KQ   \n",
       "728  UCRiHOWmvylppT35sDAlP35Q   \n",
       "729  UCIQz7nN_zTfIoSOh7HasYIQ   \n",
       "730  UCeooMl4PFAM9kLPHvavt2KQ   \n",
       "731  UCJmjLwHbwoK4a3BX_IGxBTg   \n",
       "\n",
       "                                         snippet.title  \\\n",
       "0    jason momoa defends amber heard after aquaman ...   \n",
       "1        amber heard replaced in the aquaman 2 movie?!   \n",
       "2    emilia clarke's thoughts on being amber heard'...   \n",
       "3    cancelled! aquaman spinoff canned! aquaman 2 a...   \n",
       "4    amber heard officially fired from aquaman 2 ro...   \n",
       "..                                                 ...   \n",
       "727  amber heard blocks literally everyone on twitt...   \n",
       "728  amber heard still lying... and not apologizing...   \n",
       "729  \"you saved me\" johnny depp thanks his supporte...   \n",
       "730     does amber heard treat this horse good or bad?   \n",
       "731  i support johnny depp because amber heard isn'...   \n",
       "\n",
       "                                   snippet.description  \\\n",
       "0    jason momoa defends amber heard after aquaman ...   \n",
       "1    due to all the drama caused by the divorce of ...   \n",
       "2    in today's video we are going to share what em...   \n",
       "3    cancelled! aquaman spinoff canned! aquaman 2 a...   \n",
       "4    amber heard officially fired from aquaman 2 ro...   \n",
       "..                                                 ...   \n",
       "727  amber heard blocks literally everyone on twitt...   \n",
       "728  today amber heard first statement on social me...   \n",
       "729  \"you saved me\" johnny depp thanks his supporte...   \n",
       "730  does amber heard treat this horse good or bad?...   \n",
       "731                                           enjoy. 🤣   \n",
       "\n",
       "                     snippet.thumbnails.default.url  ...  \\\n",
       "0    https://i.ytimg.com/vi/14SUI93R_k8/default.jpg  ...   \n",
       "1    https://i.ytimg.com/vi/Dvh09e0TPJ4/default.jpg  ...   \n",
       "2    https://i.ytimg.com/vi/I7GfS45bcwA/default.jpg  ...   \n",
       "3    https://i.ytimg.com/vi/FMpQwj2OT8Q/default.jpg  ...   \n",
       "4    https://i.ytimg.com/vi/QBCEXSVjBrM/default.jpg  ...   \n",
       "..                                              ...  ...   \n",
       "727  https://i.ytimg.com/vi/1j4fHKp8Yms/default.jpg  ...   \n",
       "728  https://i.ytimg.com/vi/ri0kM4nr2nI/default.jpg  ...   \n",
       "729  https://i.ytimg.com/vi/QgMabpFX9OU/default.jpg  ...   \n",
       "730  https://i.ytimg.com/vi/6ZhuwlKgdzA/default.jpg  ...   \n",
       "731  https://i.ytimg.com/vi/89Bg1GryUKw/default.jpg  ...   \n",
       "\n",
       "     statistics.dislikeCount  statistics.favoriteCount  \\\n",
       "0                       71.0                         0   \n",
       "1                        7.0                         0   \n",
       "2                       23.0                         0   \n",
       "3                       22.0                         0   \n",
       "4                      969.0                         0   \n",
       "..                       ...                       ...   \n",
       "727                      2.0                         0   \n",
       "728                      0.0                         0   \n",
       "729                     39.0                         0   \n",
       "730                      2.0                         0   \n",
       "731                      0.0                         0   \n",
       "\n",
       "    statistics.commentCount  snippet.defaultLanguage  \\\n",
       "0                     942.0                      NaN   \n",
       "1                      92.0                      NaN   \n",
       "2                      80.0                      NaN   \n",
       "3                     402.0                      NaN   \n",
       "4                    1157.0                      NaN   \n",
       "..                      ...                      ...   \n",
       "727                   150.0                      NaN   \n",
       "728                    19.0                      NaN   \n",
       "729                   373.0                       en   \n",
       "730                   206.0                      NaN   \n",
       "731                     4.0                      NaN   \n",
       "\n",
       "     contentDetails.contentRating.ytRating  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      NaN   \n",
       "4                                      NaN   \n",
       "..                                     ...   \n",
       "727                                    NaN   \n",
       "728                                    NaN   \n",
       "729                                    NaN   \n",
       "730                                    NaN   \n",
       "731                                    NaN   \n",
       "\n",
       "    contentDetails.regionRestriction.blocked  \\\n",
       "0                                        NaN   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "..                                       ...   \n",
       "727                                      NaN   \n",
       "728                                      NaN   \n",
       "729                                      NaN   \n",
       "730                                      NaN   \n",
       "731                                      NaN   \n",
       "\n",
       "     contentDetails.regionRestriction.allowed  year  \\\n",
       "0                                         NaN  2021   \n",
       "1                                         NaN  2021   \n",
       "2                                         NaN  2021   \n",
       "3                                         NaN  2021   \n",
       "4                                         NaN  2021   \n",
       "..                                        ...   ...   \n",
       "727                                       NaN  2021   \n",
       "728                                       NaN  2021   \n",
       "729                                       NaN  2021   \n",
       "730                                       NaN  2021   \n",
       "731                                       NaN  2021   \n",
       "\n",
       "                                                  urls  n_urls  \n",
       "0    [http://bit.ly/2xB5CqA, https://bit.ly/3qF38D7...       9  \n",
       "1      [https://www.instagram.com/celebrity23insider/]       1  \n",
       "2                              [http://bit.ly/32rc7vI]       1  \n",
       "3    [https://www.paypal.com/cgi-bin/webscr?cmd=_s-...       2  \n",
       "4    [https://www.youtube.com/channel/UCbiT0LUIbQj6...       2  \n",
       "..                                                 ...     ...  \n",
       "727  [https://twitter.com/EnterHacker, https://chri...       6  \n",
       "728  [https://www.change.org/p/dc-entertainment-rem...       1  \n",
       "729  [https://www.youtube.com/watch?v=u-m_Q7FS91I, ...       5  \n",
       "730  [https://twitter.com/EnterHacker, https://chri...       6  \n",
       "731                                                 []       0  \n",
       "\n",
       "[732 rows x 55 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "583467b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months.to_csv(saving + \"df_videos_urls_4_months.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02104b78",
   "metadata": {},
   "source": [
    "<a id='one4v'></a>\n",
    "#### One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one4v\">One Link</a></li>\n",
    " <li><a href=\"#more4v\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "ed67ebf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_1_link = one_link_df(df_videos_4_months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "d02ea59b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>id</th>\n",
       "      <th>Unnamed: 0</th>\n",
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       "      <th>snippet.channelId</th>\n",
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       "      <td>92.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://www.instagram.com/celebrity23insider/]</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.instagram.com/celebrity23insider/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  Unnamed: 0  Unnamed: 0.1           kind  \\\n",
       "0  Dvh09e0TPJ4           6           0.0  youtube#video   \n",
       "\n",
       "                          etag        snippet.publishedAt  \\\n",
       "0  4u7I4SS34RQx1C6unGTM6QVxt8I  2021-02-19 22:52:43+00:00   \n",
       "\n",
       "          snippet.channelId                                  snippet.title  \\\n",
       "0  UCgvSv4X_fb6fbZQR6kqTyWQ  amber heard replaced in the aquaman 2 movie?!   \n",
       "\n",
       "                                 snippet.description  \\\n",
       "0  due to all the drama caused by the divorce of ...   \n",
       "\n",
       "                   snippet.thumbnails.default.url  ...  \\\n",
       "0  https://i.ytimg.com/vi/Dvh09e0TPJ4/default.jpg  ...   \n",
       "\n",
       "   statistics.favoriteCount  statistics.commentCount snippet.defaultLanguage  \\\n",
       "0                         0                     92.0                     NaN   \n",
       "\n",
       "   contentDetails.contentRating.ytRating  \\\n",
       "0                                    NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.blocked  \\\n",
       "0                                       NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.allowed  year  \\\n",
       "0                                      NaN  2021   \n",
       "\n",
       "                                              urls n_urls  \\\n",
       "0  [https://www.instagram.com/celebrity23insider/]      1   \n",
       "\n",
       "                                             url  \n",
       "0  https://www.instagram.com/celebrity23insider/  \n",
       "\n",
       "[1 rows x 56 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months_urls_1_link.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "21c0679e",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_videos_4_months_urls_1_link = one_link_urls(df_videos_4_months_urls_1_link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "d4df5349",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['https://www.instagram.com/celebrity23insider/']),\n",
       "       list(['http://bit.ly/32rc7vI']), list(['https://bit.ly/3kzplQd']),\n",
       "       list(['https://www.youtube.com/c/TuCOSMOPOLIS']),\n",
       "       list(['http://youtube.com/channel/UCylyoo597NuFFyJS_HwHubQ?sub_confirmation=1']),\n",
       "       list(['https://bit.ly/30kR4eB']),\n",
       "       list(['http://youtube.com/channel/UCylyoo597NuFFyJS_HwHubQ?sub_confirmation=1']),\n",
       "       list(['https://bit.ly/3vX5q2R']),\n",
       "       list(['https://mypetstrendy.com']),\n",
       "       list(['www.phoenixspringtarot.com']),\n",
       "       list(['https://www.instagram.com/celebrity23insider/']),\n",
       "       list(['https://movieburnerentertainment.org']),\n",
       "       list(['https://www.patreon.com/martindecoder']),\n",
       "       list(['https://support.google.com/youtube/an']),\n",
       "       list(['https://www.instagram.com/8pm.tube/']),\n",
       "       list(['https://www.youtube.com/channel/UCAmaiEYnoTgj-dmjp8DpepQ?sub_confirmation=1']),\n",
       "       list(['https://www.indiegogo.com/projects/stealing-solo-fandom-menace-edition#/']),\n",
       "       list(['https://m.facebook.com/Hollywood-chatter-109531677503816/?ref=bookmarks']),\n",
       "       list(['https://www.youtube.com/channel/UC-lZTlG05ETwyjDS1JQCv3w/featured?sub_confirmation=1']),\n",
       "       list(['https://twitter.com/OriginalGuest/status/924740676872437771/photo/1']),\n",
       "       list(['http://youtube.com/channel/UCylyoo597NuFFyJS_HwHubQ?sub_confirmation=1']),\n",
       "       list(['https://tinyurl.com/y5pshr2t']),\n",
       "       list(['https://bit.ly/3kzplQd']),\n",
       "       list(['https://www.patreon.com/user/creators?u=27641110']),\n",
       "       list(['https://www.instagram.com/celebrity23insider/']),\n",
       "       list(['http://youtube.com/channel/UCylyoo597NuFFyJS_HwHubQ?sub_confirmation=1']),\n",
       "       list(['https://www.youtube.com/channel/UCSAcQWrCnU0HhtiNinSywcw?sub_confirmation=1']),\n",
       "       list(['https://www.youtube.com/channel/UCG2QYlhnYYxksvv6ve11ijw/join']),\n",
       "       list(['https://www.youtube.com/channel/UC-lZTlG05ETwyjDS1JQCv3w/featured?sub_confirmation=1']),\n",
       "       list(['https://www.youtube.com/channel/UC-lZTlG05ETwyjDS1JQCv3w/featured?sub_confirmation=1']),\n",
       "       list(['https://www.youtube.com/channel/UCPI3TK8asGa2BfBTykknXcg/videos#JusticeForJohnnyDepp']),\n",
       "       list(['https://cosmicbook.news/amber-heard-censors-instagram-aquaman-2?fbclid=IwAR00vMFQ_P1Yls4Sj7D4STMIHS4JFoAxurYLV3uumoD98DaOGjOtJ2Dj3YI']),\n",
       "       list(['https://youtu.be/bwt0KcJh-zc']),\n",
       "       list(['https://www.youtube.com/watch?v=S_0XGTAJAgQ&t=117s']),\n",
       "       list(['https://bit.ly/39ks2Rl']),\n",
       "       list(['https://www.youtube.com/channel/UCG2QYlhnYYxksvv6ve11ijw/join']),\n",
       "       list(['https://www.youtube.com/channel/UCG2QYlhnYYxksvv6ve11ijw/join']),\n",
       "       list(['https://www.washingtonexec.com']),\n",
       "       list(['https://www.youtube.com/watch?v=GhwxJfqI3tE']),\n",
       "       list(['https://www.youtube.com/channel/UCJEY8C5wd0K99HYvQdVi6Vw?sub_confirmation=1']),\n",
       "       list(['https://bit.ly/30kR4eB']),\n",
       "       list(['https://www.youtube.com/channel/UCWHvqSU3G3d0R4ffddVD02w']),\n",
       "       list(['https://youtu.be/-t-1wygFTWs']),\n",
       "       list(['https://support.google.com/youtube/an']),\n",
       "       list(['https://bit.ly/mannixplus']),\n",
       "       list(['https://www.nykaa.com/l-oreal-paris-infallible-24h-fresh-wear-foundation/p/452549?productId=452549&ptype=product&searchRedirect=1&skuId=452558']),\n",
       "       list(['https://www.youtube.com/channel/UCPI3']),\n",
       "       list(['https://www.youtube.com/channel/UCG2QYlhnYYxksvv6ve11ijw/join']),\n",
       "       list(['https://www.instagram.com/celebrity23insider/']),\n",
       "       list(['https://www.instagram.com/celebrity23insider/']),\n",
       "       list(['https://www.youtube.com/watch?v=rRph7yXKuDc&t=27s']),\n",
       "       list(['https://www.patreon.com/lowcarbdownunder']),\n",
       "       list(['https://support.google.com/youtube/an']),\n",
       "       list(['https://www.nickiswift.com/214843/celebs-who-cant-stand-johnny-depp/']),\n",
       "       list(['https://www.instagram.com/imyk14/']),\n",
       "       list(['https://www.youtube.com/channel/UCAmaiEYnoTgj-dmjp8DpepQ?sub_confirmation=1']),\n",
       "       list(['https://www.youtube.com/channel/UCXN6PNVpx8t-7xH5K22lX0g?sub_confirmation=1']),\n",
       "       list(['https://www.instagram.com/celebrity23insider/']),\n",
       "       list(['https://youtube.com/user/zrul90']),\n",
       "       list(['https://www.looper.com/372354/why-meras-costume-from-the-snyder-cut-makes-no-sense/']),\n",
       "       list(['https://www.paypal.com/paypalme/777kurono777']),\n",
       "       list(['https://cutt.ly/nwA71ka\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b\\u200b...\\u200b']),\n",
       "       list(['http://youtube.com/channel/UCylyoo597NuFFyJS_HwHubQ?sub_confirmation=1']),\n",
       "       list(['https://www.youtube.com/channel/UC-lZTlG05ETwyjDS1JQCv3w/featured?sub_confirmation=1']),\n",
       "       list(['https://www.youtube.com/c/TuCOSMOPOLIS']),\n",
       "       list(['https://www.paypal.com/paypalme/777kurono777']),\n",
       "       list(['https://youtube.com/user/zrul90']),\n",
       "       list(['https://www.youtube.com/channel/UCG2QYlhnYYxksvv6ve11ijw/join']),\n",
       "       list(['https://www.youtube.com/channel/UCAmaiEYnoTgj-dmjp8DpepQ?sub_confirmation=1']),\n",
       "       list(['https://80b08171-ce73-4488-b369-fe3934b0504a.filesusr.com/ugd/5df505_c0be9b5abbe648fb91f943b0e81fb02b.pdf']),\n",
       "       list(['https://youtube.com/user/zrul90']),\n",
       "       list(['https://www.patreon.com/psychicgossip?fan_landing=true']),\n",
       "       list(['https://www.change.org/p/dc-entertainment-remove-amber-heard-from-aquaman-2'])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_videos_4_months_urls_1_link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "ab8c96c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "      <th>id</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>kind</th>\n",
       "      <th>etag</th>\n",
       "      <th>snippet.publishedAt</th>\n",
       "      <th>snippet.channelId</th>\n",
       "      <th>snippet.title</th>\n",
       "      <th>snippet.description</th>\n",
       "      <th>snippet.thumbnails.default.url</th>\n",
       "      <th>...</th>\n",
       "      <th>statistics.favoriteCount</th>\n",
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       "      <th>contentDetails.regionRestriction.allowed</th>\n",
       "      <th>year</th>\n",
       "      <th>urls</th>\n",
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       "      <th>url</th>\n",
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       "      <td>4u7I4SS34RQx1C6unGTM6QVxt8I</td>\n",
       "      <td>2021-02-19 22:52:43+00:00</td>\n",
       "      <td>UCgvSv4X_fb6fbZQR6kqTyWQ</td>\n",
       "      <td>amber heard replaced in the aquaman 2 movie?!</td>\n",
       "      <td>due to all the drama caused by the divorce of ...</td>\n",
       "      <td>https://i.ytimg.com/vi/Dvh09e0TPJ4/default.jpg</td>\n",
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       "      <td>2021</td>\n",
       "      <td>[https://www.instagram.com/celebrity23insider/]</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.instagram.com/celebrity23insider/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  Unnamed: 0  Unnamed: 0.1           kind  \\\n",
       "0  Dvh09e0TPJ4           6           0.0  youtube#video   \n",
       "\n",
       "                          etag        snippet.publishedAt  \\\n",
       "0  4u7I4SS34RQx1C6unGTM6QVxt8I  2021-02-19 22:52:43+00:00   \n",
       "\n",
       "          snippet.channelId                                  snippet.title  \\\n",
       "0  UCgvSv4X_fb6fbZQR6kqTyWQ  amber heard replaced in the aquaman 2 movie?!   \n",
       "\n",
       "                                 snippet.description  \\\n",
       "0  due to all the drama caused by the divorce of ...   \n",
       "\n",
       "                   snippet.thumbnails.default.url  ...  \\\n",
       "0  https://i.ytimg.com/vi/Dvh09e0TPJ4/default.jpg  ...   \n",
       "\n",
       "   statistics.favoriteCount  statistics.commentCount snippet.defaultLanguage  \\\n",
       "0                         0                     92.0                     NaN   \n",
       "\n",
       "   contentDetails.contentRating.ytRating  \\\n",
       "0                                    NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.blocked  \\\n",
       "0                                       NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.allowed  year  \\\n",
       "0                                      NaN  2021   \n",
       "\n",
       "                                              urls n_urls  \\\n",
       "0  [https://www.instagram.com/celebrity23insider/]      1   \n",
       "\n",
       "                                             url  \n",
       "0  https://www.instagram.com/celebrity23insider/  \n",
       "\n",
       "[1 rows x 56 columns]"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months_urls_1_link.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "92607abd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_1_link_with_users_count = one_link_urls_with_count_(\n",
    "    df_videos_4_months_urls_1_link, user_column=\"snippet.channelId\", url_column=\"url\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "30abea5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2</td>\n",
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       "      <td>1</td>\n",
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       "      <td>(UCG-mgv-RGb6KgmVRg78e7vA,)</td>\n",
       "    </tr>\n",
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       "      <td>(UCeooMl4PFAM9kLPHvavt2KQ,)</td>\n",
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       "      <td>(UCXN6PNVpx8t-7xH5K22lX0g,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://youtube.com/user/zrul90</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC7pYkdpCfDo7U1j4_pbF5Iw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://www.looper.com/372354/why-meras-costum...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCP1iRaFlS5EYjJBryFV9JPw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://www.paypal.com/paypalme/777kurono777</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUwneOC8l4m9T0ype97vFIA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://cutt.ly/nwA71ka​​​​​​​​​​​​​​...​</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAW07Km-Nr4LP-qWZ_h8enA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://80b08171-ce73-4488-b369-fe3934b0504a.f...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://www.patreon.com/psychicgossip?fan_land...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCzuhlcxgDfceKHjCZW7V5aA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://bit.ly/39ks2Rl</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCZgcz-HR4SyLxE9NIu3DV3g,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://cosmicbook.news/amber-heard-censors-in...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC_jwYANHgWXCa6wReG5gCvg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://youtu.be/bwt0KcJh-zc</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCQcYtsqfQytq5wtqu7A7lrw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>http://bit.ly/32rc7vI</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCO6cSNvOaDs-kjALLQLNhQw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>https://bit.ly/3kzplQd</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCIQz7nN_zTfIoSOh7HasYIQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>http://youtube.com/channel/UCylyoo597NuFFyJS_H...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCylyoo597NuFFyJS_HwHubQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>https://bit.ly/30kR4eB</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCOYSRJk3xtdIGYQzhuFRxhg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>https://bit.ly/3vX5q2R</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCf2phVQFaoCvGc067DodxTg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>https://mypetstrendy.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCALj-LgCzClFrGScEExVdOg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>www.phoenixspringtarot.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCZLOqOYVeMxVaB-_fagiBnw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>https://movieburnerentertainment.org</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC5XldeFMlk2H5i8CEtp6aIg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>https://www.patreon.com/martindecoder</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCtMVmrzY6bouXT4Zd48V6LA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>https://www.instagram.com/8pm.tube/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCPI3TK8asGa2BfBTykknXcg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>https://www.youtube.com/channel/UCAmaiEYnoTgj-...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAmaiEYnoTgj-dmjp8DpepQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>https://www.indiegogo.com/projects/stealing-so...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCkWaGQyPzg2aUoMMpEd_T_A,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>https://m.facebook.com/Hollywood-chatter-10953...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCzjR-sAyIP-SweVoPCPDH-Q,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>https://www.youtube.com/channel/UC-lZTlG05ETwy...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC-lZTlG05ETwyjDS1JQCv3w,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>https://twitter.com/OriginalGuest/status/92474...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>https://tinyurl.com/y5pshr2t</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAXR2zenCwvRIyQd9ydtfaA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>https://www.patreon.com/user/creators?u=27641110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClJKvbcGXPaC1tAEOPwVkwQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>https://www.youtube.com/channel/UCSAcQWrCnU0Hh...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCSAcQWrCnU0HhtiNinSywcw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>https://www.youtube.com/channel/UCG2QYlhnYYxks...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCG2QYlhnYYxksvv6ve11ijw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>https://www.youtube.com/channel/UCPI3TK8asGa2B...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCRiHOWmvylppT35sDAlP35Q,)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 link  count  n_users  \\\n",
       "0              https://www.youtube.com/c/TuCOSMOPOLIS      2        2   \n",
       "1               https://support.google.com/youtube/an      3        2   \n",
       "2       https://www.instagram.com/celebrity23insider/      6        1   \n",
       "3            https://www.patreon.com/lowcarbdownunder      1        1   \n",
       "4                      https://www.washingtonexec.com      1        1   \n",
       "5         https://www.youtube.com/watch?v=GhwxJfqI3tE      1        1   \n",
       "6   https://www.youtube.com/channel/UCJEY8C5wd0K99...      1        1   \n",
       "7   https://www.youtube.com/channel/UCWHvqSU3G3d0R...      1        1   \n",
       "8                        https://youtu.be/-t-1wygFTWs      1        1   \n",
       "9                           https://bit.ly/mannixplus      1        1   \n",
       "10  https://www.nykaa.com/l-oreal-paris-infallible...      1        1   \n",
       "11              https://www.youtube.com/channel/UCPI3      1        1   \n",
       "12  https://www.youtube.com/watch?v=rRph7yXKuDc&t=27s      1        1   \n",
       "13  https://www.nickiswift.com/214843/celebs-who-c...      1        1   \n",
       "14  https://www.youtube.com/watch?v=S_0XGTAJAgQ&t=...      1        1   \n",
       "15                  https://www.instagram.com/imyk14/      1        1   \n",
       "16  https://www.youtube.com/channel/UCXN6PNVpx8t-7...      1        1   \n",
       "17                    https://youtube.com/user/zrul90      3        1   \n",
       "18  https://www.looper.com/372354/why-meras-costum...      1        1   \n",
       "19       https://www.paypal.com/paypalme/777kurono777      2        1   \n",
       "20          https://cutt.ly/nwA71ka​​​​​​​​​​​​​​...​      1        1   \n",
       "21  https://80b08171-ce73-4488-b369-fe3934b0504a.f...      1        1   \n",
       "22  https://www.patreon.com/psychicgossip?fan_land...      1        1   \n",
       "23                             https://bit.ly/39ks2Rl      1        1   \n",
       "24  https://cosmicbook.news/amber-heard-censors-in...      1        1   \n",
       "25                       https://youtu.be/bwt0KcJh-zc      1        1   \n",
       "26                              http://bit.ly/32rc7vI      1        1   \n",
       "27                             https://bit.ly/3kzplQd      2        1   \n",
       "28  http://youtube.com/channel/UCylyoo597NuFFyJS_H...      5        1   \n",
       "29                             https://bit.ly/30kR4eB      2        1   \n",
       "30                             https://bit.ly/3vX5q2R      1        1   \n",
       "31                           https://mypetstrendy.com      1        1   \n",
       "32                         www.phoenixspringtarot.com      1        1   \n",
       "33               https://movieburnerentertainment.org      1        1   \n",
       "34              https://www.patreon.com/martindecoder      1        1   \n",
       "35                https://www.instagram.com/8pm.tube/      1        1   \n",
       "36  https://www.youtube.com/channel/UCAmaiEYnoTgj-...      3        1   \n",
       "37  https://www.indiegogo.com/projects/stealing-so...      1        1   \n",
       "38  https://m.facebook.com/Hollywood-chatter-10953...      1        1   \n",
       "39  https://www.youtube.com/channel/UC-lZTlG05ETwy...      4        1   \n",
       "40  https://twitter.com/OriginalGuest/status/92474...      1        1   \n",
       "41                       https://tinyurl.com/y5pshr2t      1        1   \n",
       "42   https://www.patreon.com/user/creators?u=27641110      1        1   \n",
       "43  https://www.youtube.com/channel/UCSAcQWrCnU0Hh...      1        1   \n",
       "44  https://www.youtube.com/channel/UCG2QYlhnYYxks...      5        1   \n",
       "45  https://www.youtube.com/channel/UCPI3TK8asGa2B...      1        1   \n",
       "46  https://www.change.org/p/dc-entertainment-remo...      1        1   \n",
       "\n",
       "                                                users  \n",
       "0   (UCqaeiJRfjlDE-A1RYhYeXaw, UCztBECmIMzSGHNyVaW...  \n",
       "1   (UCtwD0AlYSlAYv7eXu8UxtEg, UC-00bNSHaBikLCRZGs...  \n",
       "2                         (UCgvSv4X_fb6fbZQR6kqTyWQ,)  \n",
       "3                         (UCcTTiHZtNpiqD2EubIO5HFw,)  \n",
       "4                         (UCQpADaPZpDb8HwwScpJ2OPQ,)  \n",
       "5                         (UC7-Y24pEfzWhclO31LpCvcA,)  \n",
       "6                         (UCJEY8C5wd0K99HYvQdVi6Vw,)  \n",
       "7                         (UCWHvqSU3G3d0R4ffddVD02w,)  \n",
       "8                         (UCy_0qosy5lVteUgbJuirEvg,)  \n",
       "9                         (UCxvE6krmQKUsfekdbgvzuZw,)  \n",
       "10                        (UCG-mgv-RGb6KgmVRg78e7vA,)  \n",
       "11                        (UCUINm_sTF9Q_ESf8fO25OdQ,)  \n",
       "12                        (UCeooMl4PFAM9kLPHvavt2KQ,)  \n",
       "13                        (UC1DGpYiEiqBrQtYXFbLhMVQ,)  \n",
       "14                        (UC4D28Aqgoiy_RKxMkcgS4ew,)  \n",
       "15                        (UCTv5zCmZCtWvfBEZFAAqu4Q,)  \n",
       "16                        (UCXN6PNVpx8t-7xH5K22lX0g,)  \n",
       "17                        (UC7pYkdpCfDo7U1j4_pbF5Iw,)  \n",
       "18                        (UCP1iRaFlS5EYjJBryFV9JPw,)  \n",
       "19                        (UCUwneOC8l4m9T0ype97vFIA,)  \n",
       "20                        (UCAW07Km-Nr4LP-qWZ_h8enA,)  \n",
       "21                        (UCUINm_sTF9Q_ESf8fO25OdQ,)  \n",
       "22                        (UCzuhlcxgDfceKHjCZW7V5aA,)  \n",
       "23                        (UCZgcz-HR4SyLxE9NIu3DV3g,)  \n",
       "24                        (UC_jwYANHgWXCa6wReG5gCvg,)  \n",
       "25                        (UCQcYtsqfQytq5wtqu7A7lrw,)  \n",
       "26                        (UCO6cSNvOaDs-kjALLQLNhQw,)  \n",
       "27                        (UCIQz7nN_zTfIoSOh7HasYIQ,)  \n",
       "28                        (UCylyoo597NuFFyJS_HwHubQ,)  \n",
       "29                        (UCOYSRJk3xtdIGYQzhuFRxhg,)  \n",
       "30                        (UCf2phVQFaoCvGc067DodxTg,)  \n",
       "31                        (UCALj-LgCzClFrGScEExVdOg,)  \n",
       "32                        (UCZLOqOYVeMxVaB-_fagiBnw,)  \n",
       "33                        (UC5XldeFMlk2H5i8CEtp6aIg,)  \n",
       "34                        (UCtMVmrzY6bouXT4Zd48V6LA,)  \n",
       "35                        (UCPI3TK8asGa2BfBTykknXcg,)  \n",
       "36                        (UCAmaiEYnoTgj-dmjp8DpepQ,)  \n",
       "37                        (UCkWaGQyPzg2aUoMMpEd_T_A,)  \n",
       "38                        (UCzjR-sAyIP-SweVoPCPDH-Q,)  \n",
       "39                        (UC-lZTlG05ETwyjDS1JQCv3w,)  \n",
       "40                        (UCUINm_sTF9Q_ESf8fO25OdQ,)  \n",
       "41                        (UCAXR2zenCwvRIyQd9ydtfaA,)  \n",
       "42                        (UClJKvbcGXPaC1tAEOPwVkwQ,)  \n",
       "43                        (UCSAcQWrCnU0HhtiNinSywcw,)  \n",
       "44                        (UCG2QYlhnYYxksvv6ve11ijw,)  \n",
       "45                        (UCUINm_sTF9Q_ESf8fO25OdQ,)  \n",
       "46                        (UCRiHOWmvylppT35sDAlP35Q,)  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months_urls_1_link_with_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "0695bebf",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_1_link_with_users_count[\"n_urls\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "c4286a4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_1_link_with_users_count[\n",
    "    \"n_urls\"\n",
    "] = df_videos_4_months_urls_1_link_with_users_count[\"n_urls\"].apply(lambda x: {x})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "95d39e85",
   "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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.youtube.com/c/TuCOSMOPOLIS</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCqaeiJRfjlDE-A1RYhYeXaw, UCztBECmIMzSGHNyVaW...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://support.google.com/youtube/an</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCtwD0AlYSlAYv7eXu8UxtEg, UC-00bNSHaBikLCRZGs...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.instagram.com/celebrity23insider/</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCgvSv4X_fb6fbZQR6kqTyWQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.patreon.com/lowcarbdownunder</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCcTTiHZtNpiqD2EubIO5HFw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.washingtonexec.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCQpADaPZpDb8HwwScpJ2OPQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://www.youtube.com/watch?v=GhwxJfqI3tE</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC7-Y24pEfzWhclO31LpCvcA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://www.youtube.com/channel/UCJEY8C5wd0K99...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCJEY8C5wd0K99HYvQdVi6Vw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://www.youtube.com/channel/UCWHvqSU3G3d0R...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCWHvqSU3G3d0R4ffddVD02w,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://youtu.be/-t-1wygFTWs</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCy_0qosy5lVteUgbJuirEvg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https://bit.ly/mannixplus</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCxvE6krmQKUsfekdbgvzuZw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https://www.nykaa.com/l-oreal-paris-infallible...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCG-mgv-RGb6KgmVRg78e7vA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https://www.youtube.com/channel/UCPI3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>https://www.youtube.com/watch?v=rRph7yXKuDc&amp;t=27s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCeooMl4PFAM9kLPHvavt2KQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>https://www.nickiswift.com/214843/celebs-who-c...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC1DGpYiEiqBrQtYXFbLhMVQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https://www.youtube.com/watch?v=S_0XGTAJAgQ&amp;t=...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC4D28Aqgoiy_RKxMkcgS4ew,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https://www.instagram.com/imyk14/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCTv5zCmZCtWvfBEZFAAqu4Q,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https://www.youtube.com/channel/UCXN6PNVpx8t-7...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCXN6PNVpx8t-7xH5K22lX0g,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://youtube.com/user/zrul90</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC7pYkdpCfDo7U1j4_pbF5Iw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://www.looper.com/372354/why-meras-costum...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCP1iRaFlS5EYjJBryFV9JPw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://www.paypal.com/paypalme/777kurono777</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUwneOC8l4m9T0ype97vFIA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://cutt.ly/nwA71ka​​​​​​​​​​​​​​...​</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAW07Km-Nr4LP-qWZ_h8enA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://80b08171-ce73-4488-b369-fe3934b0504a.f...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://www.patreon.com/psychicgossip?fan_land...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCzuhlcxgDfceKHjCZW7V5aA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://bit.ly/39ks2Rl</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCZgcz-HR4SyLxE9NIu3DV3g,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://cosmicbook.news/amber-heard-censors-in...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC_jwYANHgWXCa6wReG5gCvg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://youtu.be/bwt0KcJh-zc</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCQcYtsqfQytq5wtqu7A7lrw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>http://bit.ly/32rc7vI</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCO6cSNvOaDs-kjALLQLNhQw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>https://bit.ly/3kzplQd</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCIQz7nN_zTfIoSOh7HasYIQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>http://youtube.com/channel/UCylyoo597NuFFyJS_H...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCylyoo597NuFFyJS_HwHubQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>https://bit.ly/30kR4eB</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCOYSRJk3xtdIGYQzhuFRxhg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>https://bit.ly/3vX5q2R</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCf2phVQFaoCvGc067DodxTg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>https://mypetstrendy.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCALj-LgCzClFrGScEExVdOg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>www.phoenixspringtarot.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCZLOqOYVeMxVaB-_fagiBnw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>https://movieburnerentertainment.org</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC5XldeFMlk2H5i8CEtp6aIg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>https://www.patreon.com/martindecoder</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCtMVmrzY6bouXT4Zd48V6LA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>https://www.instagram.com/8pm.tube/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCPI3TK8asGa2BfBTykknXcg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>https://www.youtube.com/channel/UCAmaiEYnoTgj-...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAmaiEYnoTgj-dmjp8DpepQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>https://www.indiegogo.com/projects/stealing-so...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCkWaGQyPzg2aUoMMpEd_T_A,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>https://m.facebook.com/Hollywood-chatter-10953...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCzjR-sAyIP-SweVoPCPDH-Q,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>https://www.youtube.com/channel/UC-lZTlG05ETwy...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC-lZTlG05ETwyjDS1JQCv3w,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>https://twitter.com/OriginalGuest/status/92474...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>https://tinyurl.com/y5pshr2t</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAXR2zenCwvRIyQd9ydtfaA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>https://www.patreon.com/user/creators?u=27641110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClJKvbcGXPaC1tAEOPwVkwQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>https://www.youtube.com/channel/UCSAcQWrCnU0Hh...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCSAcQWrCnU0HhtiNinSywcw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>https://www.youtube.com/channel/UCG2QYlhnYYxks...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCG2QYlhnYYxksvv6ve11ijw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>https://www.youtube.com/channel/UCPI3TK8asGa2B...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCRiHOWmvylppT35sDAlP35Q,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 link  count  n_users  \\\n",
       "0              https://www.youtube.com/c/TuCOSMOPOLIS      2        2   \n",
       "1               https://support.google.com/youtube/an      3        2   \n",
       "2       https://www.instagram.com/celebrity23insider/      6        1   \n",
       "3            https://www.patreon.com/lowcarbdownunder      1        1   \n",
       "4                      https://www.washingtonexec.com      1        1   \n",
       "5         https://www.youtube.com/watch?v=GhwxJfqI3tE      1        1   \n",
       "6   https://www.youtube.com/channel/UCJEY8C5wd0K99...      1        1   \n",
       "7   https://www.youtube.com/channel/UCWHvqSU3G3d0R...      1        1   \n",
       "8                        https://youtu.be/-t-1wygFTWs      1        1   \n",
       "9                           https://bit.ly/mannixplus      1        1   \n",
       "10  https://www.nykaa.com/l-oreal-paris-infallible...      1        1   \n",
       "11              https://www.youtube.com/channel/UCPI3      1        1   \n",
       "12  https://www.youtube.com/watch?v=rRph7yXKuDc&t=27s      1        1   \n",
       "13  https://www.nickiswift.com/214843/celebs-who-c...      1        1   \n",
       "14  https://www.youtube.com/watch?v=S_0XGTAJAgQ&t=...      1        1   \n",
       "15                  https://www.instagram.com/imyk14/      1        1   \n",
       "16  https://www.youtube.com/channel/UCXN6PNVpx8t-7...      1        1   \n",
       "17                    https://youtube.com/user/zrul90      3        1   \n",
       "18  https://www.looper.com/372354/why-meras-costum...      1        1   \n",
       "19       https://www.paypal.com/paypalme/777kurono777      2        1   \n",
       "20          https://cutt.ly/nwA71ka​​​​​​​​​​​​​​...​      1        1   \n",
       "21  https://80b08171-ce73-4488-b369-fe3934b0504a.f...      1        1   \n",
       "22  https://www.patreon.com/psychicgossip?fan_land...      1        1   \n",
       "23                             https://bit.ly/39ks2Rl      1        1   \n",
       "24  https://cosmicbook.news/amber-heard-censors-in...      1        1   \n",
       "25                       https://youtu.be/bwt0KcJh-zc      1        1   \n",
       "26                              http://bit.ly/32rc7vI      1        1   \n",
       "27                             https://bit.ly/3kzplQd      2        1   \n",
       "28  http://youtube.com/channel/UCylyoo597NuFFyJS_H...      5        1   \n",
       "29                             https://bit.ly/30kR4eB      2        1   \n",
       "30                             https://bit.ly/3vX5q2R      1        1   \n",
       "31                           https://mypetstrendy.com      1        1   \n",
       "32                         www.phoenixspringtarot.com      1        1   \n",
       "33               https://movieburnerentertainment.org      1        1   \n",
       "34              https://www.patreon.com/martindecoder      1        1   \n",
       "35                https://www.instagram.com/8pm.tube/      1        1   \n",
       "36  https://www.youtube.com/channel/UCAmaiEYnoTgj-...      3        1   \n",
       "37  https://www.indiegogo.com/projects/stealing-so...      1        1   \n",
       "38  https://m.facebook.com/Hollywood-chatter-10953...      1        1   \n",
       "39  https://www.youtube.com/channel/UC-lZTlG05ETwy...      4        1   \n",
       "40  https://twitter.com/OriginalGuest/status/92474...      1        1   \n",
       "41                       https://tinyurl.com/y5pshr2t      1        1   \n",
       "42   https://www.patreon.com/user/creators?u=27641110      1        1   \n",
       "43  https://www.youtube.com/channel/UCSAcQWrCnU0Hh...      1        1   \n",
       "44  https://www.youtube.com/channel/UCG2QYlhnYYxks...      5        1   \n",
       "45  https://www.youtube.com/channel/UCPI3TK8asGa2B...      1        1   \n",
       "46  https://www.change.org/p/dc-entertainment-remo...      1        1   \n",
       "\n",
       "                                                users n_urls  \n",
       "0   (UCqaeiJRfjlDE-A1RYhYeXaw, UCztBECmIMzSGHNyVaW...    {1}  \n",
       "1   (UCtwD0AlYSlAYv7eXu8UxtEg, UC-00bNSHaBikLCRZGs...    {1}  \n",
       "2                         (UCgvSv4X_fb6fbZQR6kqTyWQ,)    {1}  \n",
       "3                         (UCcTTiHZtNpiqD2EubIO5HFw,)    {1}  \n",
       "4                         (UCQpADaPZpDb8HwwScpJ2OPQ,)    {1}  \n",
       "5                         (UC7-Y24pEfzWhclO31LpCvcA,)    {1}  \n",
       "6                         (UCJEY8C5wd0K99HYvQdVi6Vw,)    {1}  \n",
       "7                         (UCWHvqSU3G3d0R4ffddVD02w,)    {1}  \n",
       "8                         (UCy_0qosy5lVteUgbJuirEvg,)    {1}  \n",
       "9                         (UCxvE6krmQKUsfekdbgvzuZw,)    {1}  \n",
       "10                        (UCG-mgv-RGb6KgmVRg78e7vA,)    {1}  \n",
       "11                        (UCUINm_sTF9Q_ESf8fO25OdQ,)    {1}  \n",
       "12                        (UCeooMl4PFAM9kLPHvavt2KQ,)    {1}  \n",
       "13                        (UC1DGpYiEiqBrQtYXFbLhMVQ,)    {1}  \n",
       "14                        (UC4D28Aqgoiy_RKxMkcgS4ew,)    {1}  \n",
       "15                        (UCTv5zCmZCtWvfBEZFAAqu4Q,)    {1}  \n",
       "16                        (UCXN6PNVpx8t-7xH5K22lX0g,)    {1}  \n",
       "17                        (UC7pYkdpCfDo7U1j4_pbF5Iw,)    {1}  \n",
       "18                        (UCP1iRaFlS5EYjJBryFV9JPw,)    {1}  \n",
       "19                        (UCUwneOC8l4m9T0ype97vFIA,)    {1}  \n",
       "20                        (UCAW07Km-Nr4LP-qWZ_h8enA,)    {1}  \n",
       "21                        (UCUINm_sTF9Q_ESf8fO25OdQ,)    {1}  \n",
       "22                        (UCzuhlcxgDfceKHjCZW7V5aA,)    {1}  \n",
       "23                        (UCZgcz-HR4SyLxE9NIu3DV3g,)    {1}  \n",
       "24                        (UC_jwYANHgWXCa6wReG5gCvg,)    {1}  \n",
       "25                        (UCQcYtsqfQytq5wtqu7A7lrw,)    {1}  \n",
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      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months_urls_1_link_with_users_count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d7dbe1e",
   "metadata": {},
   "source": [
    "<a id='more4v'></a>\n",
    "#### More Than One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one4v\">One Link</a></li>\n",
    " <li><a href=\"#more4v\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "a7a7e2df",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_more = df_more_than_link(df_videos_4_months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "390bd0c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>14SUI93R_k8</td>\n",
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       "      <td>youtube#video</td>\n",
       "      <td>zUX2H4amXbJxvecYfsO-9mMha7c</td>\n",
       "      <td>2021-03-19 17:00:30+00:00</td>\n",
       "      <td>UC-NINtNMPM75eaqh07RCy_Q</td>\n",
       "      <td>jason momoa defends amber heard after aquaman ...</td>\n",
       "      <td>jason momoa defends amber heard after aquaman ...</td>\n",
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       "      <td>942.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>[http://bit.ly/2xB5CqA, https://bit.ly/3qF38D7...</td>\n",
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       "      <td>youtube#video</td>\n",
       "      <td>DgprwoFqcrWkombPAgY-wQxVWyY</td>\n",
       "      <td>2021-04-08 17:30:01+00:00</td>\n",
       "      <td>UCMAwi5fm2yOSEeKd_Qv0Z2Q</td>\n",
       "      <td>cancelled! aquaman spinoff canned! aquaman 2 a...</td>\n",
       "      <td>cancelled! aquaman spinoff canned! aquaman 2 a...</td>\n",
       "      <td>https://i.ytimg.com/vi/FMpQwj2OT8Q/default.jpg</td>\n",
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       "      <td>22.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>[https://www.paypal.com/cgi-bin/webscr?cmd=_s-...</td>\n",
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       "<p>2 rows × 55 columns</p>\n",
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       "            id  Unnamed: 0  Unnamed: 0.1           kind  \\\n",
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       "\n",
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       "1  DgprwoFqcrWkombPAgY-wQxVWyY  2021-04-08 17:30:01+00:00   \n",
       "\n",
       "          snippet.channelId  \\\n",
       "0  UC-NINtNMPM75eaqh07RCy_Q   \n",
       "1  UCMAwi5fm2yOSEeKd_Qv0Z2Q   \n",
       "\n",
       "                                       snippet.title  \\\n",
       "0  jason momoa defends amber heard after aquaman ...   \n",
       "1  cancelled! aquaman spinoff canned! aquaman 2 a...   \n",
       "\n",
       "                                 snippet.description  \\\n",
       "0  jason momoa defends amber heard after aquaman ...   \n",
       "1  cancelled! aquaman spinoff canned! aquaman 2 a...   \n",
       "\n",
       "                   snippet.thumbnails.default.url  ...  \\\n",
       "0  https://i.ytimg.com/vi/14SUI93R_k8/default.jpg  ...   \n",
       "1  https://i.ytimg.com/vi/FMpQwj2OT8Q/default.jpg  ...   \n",
       "\n",
       "   statistics.dislikeCount  statistics.favoriteCount statistics.commentCount  \\\n",
       "0                     71.0                         0                   942.0   \n",
       "1                     22.0                         0                   402.0   \n",
       "\n",
       "   snippet.defaultLanguage  contentDetails.contentRating.ytRating  \\\n",
       "0                      NaN                                    NaN   \n",
       "1                      NaN                                    NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.blocked  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.allowed  year  \\\n",
       "0                                       NaN  2021   \n",
       "1                                       NaN  2021   \n",
       "\n",
       "                                                urls  n_urls  \n",
       "0  [http://bit.ly/2xB5CqA, https://bit.ly/3qF38D7...       9  \n",
       "1  [https://www.paypal.com/cgi-bin/webscr?cmd=_s-...       2  \n",
       "\n",
       "[2 rows x 55 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months_urls_more.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "26d20112",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_more_link_with_users_count = more_than_one_link_with_count(df_videos_4_months_urls_more,\n",
    "                             \"snippet.channelId\",\n",
    "                             \"urls\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "636c1201",
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
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       "      <td>18</td>\n",
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       "      <td>{UC-NINtNMPM75eaqh07RCy_Q}</td>\n",
       "      <td>{7, 8, 9, 10, 13}</td>\n",
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       "      <td>https://www.instagram.com/thejohnnyrogers/</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC-NINtNMPM75eaqh07RCy_Q}</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://twitter.com/uptownduck00</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC-NINtNMPM75eaqh07RCy_Q}</td>\n",
       "      <td>{8, 9, 7}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.instagram.com/informoverload</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC-NINtNMPM75eaqh07RCy_Q}</td>\n",
       "      <td>{7, 8, 9, 10, 13}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <th>1434</th>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <th>1435</th>\n",
       "      <td>https://www.instagram.com/lataquillagdl/</td>\n",
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       "      <td>1</td>\n",
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       "      <td>{4}</td>\n",
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       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>https://www.facebook.com/LaTaquillaGDL/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCkl6pxm4S3TX0R9jkY2fLOg}</td>\n",
       "      <td>{4}</td>\n",
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       "      <th>1437</th>\n",
       "      <td>https://www.instagram.com/lenyn12/</td>\n",
       "      <td>1</td>\n",
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       "      <td>{UCkl6pxm4S3TX0R9jkY2fLOg}</td>\n",
       "      <td>{4}</td>\n",
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       "      <th>1438</th>\n",
       "      <td>https://www.youtube.com/channel/UCak7GgON2G8r1...</td>\n",
       "      <td>1</td>\n",
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       "      <td>{4}</td>\n",
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       "                                                   link  count  n_users  \\\n",
       "0                                 http://bit.ly/2xB5CqA     18        1   \n",
       "1                                https://bit.ly/3qF38D7     36        1   \n",
       "2            https://www.instagram.com/thejohnnyrogers/     11        1   \n",
       "3                      https://twitter.com/uptownduck00      4        1   \n",
       "4              https://www.instagram.com/informoverload     18        1   \n",
       "...                                                 ...    ...      ...   \n",
       "1434                       https://youtu.be/OuCclSJLIxI      1        1   \n",
       "1435           https://www.instagram.com/lataquillagdl/      1        1   \n",
       "1436            https://www.facebook.com/LaTaquillaGDL/      1        1   \n",
       "1437                 https://www.instagram.com/lenyn12/      1        1   \n",
       "1438  https://www.youtube.com/channel/UCak7GgON2G8r1...      1        1   \n",
       "\n",
       "                           users             n_urls  \n",
       "0     {UC-NINtNMPM75eaqh07RCy_Q}  {7, 8, 9, 10, 13}  \n",
       "1     {UC-NINtNMPM75eaqh07RCy_Q}  {7, 8, 9, 10, 13}  \n",
       "2     {UC-NINtNMPM75eaqh07RCy_Q}     {9, 10, 13, 7}  \n",
       "3     {UC-NINtNMPM75eaqh07RCy_Q}          {8, 9, 7}  \n",
       "4     {UC-NINtNMPM75eaqh07RCy_Q}  {7, 8, 9, 10, 13}  \n",
       "...                          ...                ...  \n",
       "1434  {UCVraSltSET7CHmEulDTqMXA}                {4}  \n",
       "1435  {UCkl6pxm4S3TX0R9jkY2fLOg}                {4}  \n",
       "1436  {UCkl6pxm4S3TX0R9jkY2fLOg}                {4}  \n",
       "1437  {UCkl6pxm4S3TX0R9jkY2fLOg}                {4}  \n",
       "1438  {UCkl6pxm4S3TX0R9jkY2fLOg}                {4}  \n",
       "\n",
       "[1439 rows x 5 columns]"
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     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months_urls_more_link_with_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "feecfd56",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_with_users_count = pd.concat(\n",
    "    [\n",
    "        df_videos_4_months_urls_1_link_with_users_count,\n",
    "        df_videos_4_months_urls_more_link_with_users_count,\n",
    "    ]\n",
    ").sort_values(\"count\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "5cfd2de2",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https://support.google.com/youtube/answer/1620...</td>\n",
       "      <td>44</td>\n",
       "      <td>4</td>\n",
       "      <td>{UCzlicyYuPMjtF9VVvJr-PeA, UCbiT0LUIbQj6CQScvW...</td>\n",
       "      <td>{2, 3}</td>\n",
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       "      <th>9</th>\n",
       "      <td>https://www.patreon.com/thatumbrellaguy</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCMAwi5fm2yOSEeKd_Qv0Z2Q}</td>\n",
       "      <td>{2, 3}</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://www.paypal.com/cgi-bin/webscr?cmd=_s-x...</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
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       "      <td>{2, 3}</td>\n",
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       "      <td>https://bit.ly/3qF38D7</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
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       "      <th>621</th>\n",
       "      <td>https://indyplanet.com/night-knight-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCcGmCxvcLP0Jkn0HKUt6kJQ}</td>\n",
       "      <td>{10}</td>\n",
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       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>https://www.paypal.me/MrNailsin</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCcGmCxvcLP0Jkn0HKUt6kJQ}</td>\n",
       "      <td>{10}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>https://boundingintocomics.com/2021/02/27/rumo...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCcGmCxvcLP0Jkn0HKUt6kJQ}</td>\n",
       "      <td>{10}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>https://www.airy-youtube-downloader.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCayZHNob_pvVyP3mJuHIIiA}</td>\n",
       "      <td>{16}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>https://www.youtube.com/channel/UCak7GgON2G8r1...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCkl6pxm4S3TX0R9jkY2fLOg}</td>\n",
       "      <td>{4}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1486 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   link  count  n_users  \\\n",
       "11    https://support.google.com/youtube/answer/1620...     44        4   \n",
       "9               https://www.patreon.com/thatumbrellaguy     43        1   \n",
       "8     https://www.paypal.com/cgi-bin/webscr?cmd=_s-x...     43        1   \n",
       "1                                https://bit.ly/3qF38D7     36        1   \n",
       "10    https://www.youtube.com/channel/UCbiT0LUIbQj6C...     31        1   \n",
       "...                                                 ...    ...      ...   \n",
       "621               https://indyplanet.com/night-knight-1      1        1   \n",
       "620                     https://www.paypal.me/MrNailsin      1        1   \n",
       "619   https://boundingintocomics.com/2021/02/27/rumo...      1        1   \n",
       "618             https://www.airy-youtube-downloader.com      1        1   \n",
       "1438  https://www.youtube.com/channel/UCak7GgON2G8r1...      1        1   \n",
       "\n",
       "                                                  users             n_urls  \n",
       "11    {UCzlicyYuPMjtF9VVvJr-PeA, UCbiT0LUIbQj6CQScvW...             {2, 3}  \n",
       "9                            {UCMAwi5fm2yOSEeKd_Qv0Z2Q}             {2, 3}  \n",
       "8                            {UCMAwi5fm2yOSEeKd_Qv0Z2Q}             {2, 3}  \n",
       "1                            {UC-NINtNMPM75eaqh07RCy_Q}  {7, 8, 9, 10, 13}  \n",
       "10                           {UCbiT0LUIbQj6CQScvWHJeKQ}                {2}  \n",
       "...                                                 ...                ...  \n",
       "621                          {UCcGmCxvcLP0Jkn0HKUt6kJQ}               {10}  \n",
       "620                          {UCcGmCxvcLP0Jkn0HKUt6kJQ}               {10}  \n",
       "619                          {UCcGmCxvcLP0Jkn0HKUt6kJQ}               {10}  \n",
       "618                          {UCayZHNob_pvVyP3mJuHIIiA}               {16}  \n",
       "1438                         {UCkl6pxm4S3TX0R9jkY2fLOg}                {4}  \n",
       "\n",
       "[1486 rows x 5 columns]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_4_months_urls_with_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "7dabeb6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_4_months_urls_with_users_count.to_csv(\n",
    "    saving + \"df_videos_4_months_urls_with_users_count.csv\", index=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b035e210",
   "metadata": {},
   "source": [
    "### December\n",
    "<a id='12v'></a>\n",
    "\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one12v\">One Link</a></li>\n",
    " <li><a href=\"#more12v\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "12dcab2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_id_dec = pd.DataFrame({\"id\": df_comments_dec[\"snippet.videoId\"]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "03e9eef8",
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   "outputs": [
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     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "df_videos_id_dec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "91b7cab4",
   "metadata": {},
   "outputs": [
    {
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       "   Unnamed: 0           id  Unnamed: 0.1           kind  \\\n",
       "0           1  9rC1gEB5wSk           0.0  youtube#video   \n",
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       "                          etag        snippet.publishedAt  \\\n",
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       "\n",
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       "\n",
       "                                       snippet.title snippet.description  \\\n",
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       "\n",
       "                   snippet.thumbnails.default.url  ...  statistics.viewCount  \\\n",
       "0  https://i.ytimg.com/vi/9rC1gEB5wSk/default.jpg  ...                     4   \n",
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       "   statistics.likeCount statistics.dislikeCount  statistics.favoriteCount  \\\n",
       "0                   2.0                     0.0                         0   \n",
       "\n",
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       "0                      0.0                     NaN   \n",
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       "0                                      NaN  2020  \n",
       "\n",
       "[1 rows x 53 columns]"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_20.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "cb2a4971",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec = pd.merge(df_videos_id_dec, df_videos_20, left_on=\"id\", right_on=\"id\", how=\"inner\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "917a4bc0",
   "metadata": {},
   "outputs": [
    {
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       "      <td>NaN</td>\n",
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     "execution_count": 130,
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "3b1e42bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec.drop_duplicates(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "ab58a570",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec[\"urls\"] = (\n",
    "    df_videos_dec[\"snippet.description\"].astype(str).apply(lambda x: get_urls(x))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "cb782655",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec[\"n_urls\"] = df_videos_dec.urls.apply(lambda x: len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "022cd877",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls = urls_df(df_videos_dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "0a91ed3c",
   "metadata": {},
   "outputs": [
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       "      <td>119.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[http://bit.ly/32rc7vi, https://youtu.be/jny-d...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-elJS12UOnI</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>mAmIq8QQtvY_jCUzbM9Wt7vbuSo</td>\n",
       "      <td>2020-11-23 04:06:35+00:00</td>\n",
       "      <td>UC4gD0czpXVv_LpADTSU624g</td>\n",
       "      <td>amber heard coming to the mcu as sue storm in ...</td>\n",
       "      <td>📢 new enamel pins on pre-order here - http://w...</td>\n",
       "      <td>https://i.ytimg.com/vi/-elJS12UOnI/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1116.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[http://www.shopclownfish.com, https://www.you...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>uxgCPIx7sM0</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>1JKQNzTSnPs4P2IDyfwQ47EHz_8</td>\n",
       "      <td>2020-05-09 15:15:04+00:00</td>\n",
       "      <td>UCda8lNA3iwSoV1r3o-ViEhQ</td>\n",
       "      <td>elon musk responde a la acusación de que amber...</td>\n",
       "      <td>los mejores tops, videos de noticias, temas vi...</td>\n",
       "      <td>https://i.ytimg.com/vi/uxgCPIx7sM0/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[https://www.youtube.com/channel/ucykcdzfwugnk...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HXSgBFYg1lc</td>\n",
       "      <td>99</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>GTlCViRthIa5JRpw1dlcquYud6s</td>\n",
       "      <td>2020-07-23 13:04:23+00:00</td>\n",
       "      <td>UC3l-bobp_xuBlL_lRRS5RmA</td>\n",
       "      <td>johnny depp entrance v amber heard entrance da...</td>\n",
       "      <td>technology: \\r\\n\\r\\nbest mobile microphone: ht...</td>\n",
       "      <td>https://i.ytimg.com/vi/HXSgBFYg1lc/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>103.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1443.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[https://youtu.be/pxc_ybn8v_g, https://youtu.b...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MBQGRxdwEGU</td>\n",
       "      <td>155</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>oFAirBfpjFBG3d_MIkqgyUXaAzU</td>\n",
       "      <td>2020-02-09 15:20:27+00:00</td>\n",
       "      <td>UCk_wmXvLDO4wg7a_dxbjZAA</td>\n",
       "      <td>johnny depp controversy get amber heard fired ...</td>\n",
       "      <td>hello friends aaj hum baat karne wale hai aqua...</td>\n",
       "      <td>https://i.ytimg.com/vi/MBQGRxdwEGU/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>155.0</td>\n",
       "      <td>0</td>\n",
       "      <td>411.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[https://goo.gl/5qj6fk, https://goo.gl/tyah3a,...</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  Unnamed: 0  Unnamed: 0.1           kind  \\\n",
       "0  ht92feHGR9M          69           0.0  youtube#video   \n",
       "1  -elJS12UOnI          70           0.0  youtube#video   \n",
       "2  uxgCPIx7sM0          75           0.0  youtube#video   \n",
       "3  HXSgBFYg1lc          99           0.0  youtube#video   \n",
       "4  MBQGRxdwEGU         155           0.0  youtube#video   \n",
       "\n",
       "                          etag        snippet.publishedAt  \\\n",
       "0  zNkBfCV1TBeKMnDzDWZlqnoNpVM  2020-09-08 20:15:10+00:00   \n",
       "1  mAmIq8QQtvY_jCUzbM9Wt7vbuSo  2020-11-23 04:06:35+00:00   \n",
       "2  1JKQNzTSnPs4P2IDyfwQ47EHz_8  2020-05-09 15:15:04+00:00   \n",
       "3  GTlCViRthIa5JRpw1dlcquYud6s  2020-07-23 13:04:23+00:00   \n",
       "4  oFAirBfpjFBG3d_MIkqgyUXaAzU  2020-02-09 15:20:27+00:00   \n",
       "\n",
       "          snippet.channelId  \\\n",
       "0  UCO6cSNvOaDs-kjALLQLNhQw   \n",
       "1  UC4gD0czpXVv_LpADTSU624g   \n",
       "2  UCda8lNA3iwSoV1r3o-ViEhQ   \n",
       "3  UC3l-bobp_xuBlL_lRRS5RmA   \n",
       "4  UCk_wmXvLDO4wg7a_dxbjZAA   \n",
       "\n",
       "                                       snippet.title  \\\n",
       "0  remove amber heard from aquaman 2 petition cou...   \n",
       "1  amber heard coming to the mcu as sue storm in ...   \n",
       "2  elon musk responde a la acusación de que amber...   \n",
       "3  johnny depp entrance v amber heard entrance da...   \n",
       "4  johnny depp controversy get amber heard fired ...   \n",
       "\n",
       "                                 snippet.description  \\\n",
       "0  remove amber heard from aquaman 2 petition cou...   \n",
       "1  📢 new enamel pins on pre-order here - http://w...   \n",
       "2  los mejores tops, videos de noticias, temas vi...   \n",
       "3  technology: \\r\\n\\r\\nbest mobile microphone: ht...   \n",
       "4  hello friends aaj hum baat karne wale hai aqua...   \n",
       "\n",
       "                   snippet.thumbnails.default.url  ...  \\\n",
       "0  https://i.ytimg.com/vi/ht92feHGR9M/default.jpg  ...   \n",
       "1  https://i.ytimg.com/vi/-elJS12UOnI/default.jpg  ...   \n",
       "2  https://i.ytimg.com/vi/uxgCPIx7sM0/default.jpg  ...   \n",
       "3  https://i.ytimg.com/vi/HXSgBFYg1lc/default.jpg  ...   \n",
       "4  https://i.ytimg.com/vi/MBQGRxdwEGU/default.jpg  ...   \n",
       "\n",
       "   statistics.dislikeCount  statistics.favoriteCount statistics.commentCount  \\\n",
       "0                      6.0                         0                   119.0   \n",
       "1                     60.0                         0                  1116.0   \n",
       "2                      8.0                         0                   162.0   \n",
       "3                    103.0                         0                  1443.0   \n",
       "4                    155.0                         0                   411.0   \n",
       "\n",
       "   snippet.defaultLanguage  contentDetails.contentRating.ytRating  \\\n",
       "0                      NaN                                    NaN   \n",
       "1                       en                                    NaN   \n",
       "2                      NaN                                    NaN   \n",
       "3                      NaN                                    NaN   \n",
       "4                      NaN                                    NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.blocked  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "2                                      NaN   \n",
       "3                                      NaN   \n",
       "4                                      NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.allowed  year  \\\n",
       "0                                       NaN  2020   \n",
       "1                                       NaN  2020   \n",
       "2                                       NaN  2020   \n",
       "3                                       NaN  2020   \n",
       "4                                       NaN  2020   \n",
       "\n",
       "                                                urls  n_urls  \n",
       "0  [http://bit.ly/32rc7vi, https://youtu.be/jny-d...       2  \n",
       "1  [http://www.shopclownfish.com, https://www.you...      10  \n",
       "2  [https://www.youtube.com/channel/ucykcdzfwugnk...       5  \n",
       "3  [https://youtu.be/pxc_ybn8v_g, https://youtu.b...      12  \n",
       "4  [https://goo.gl/5qj6fk, https://goo.gl/tyah3a,...      16  \n",
       "\n",
       "[5 rows x 55 columns]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_dec_urls.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "b4ac0207",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save data\n",
    "df_videos_dec_urls.to_csv(\n",
    "    saving + \"df_videos_dec_urls.csv\", index=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fc93ae1",
   "metadata": {},
   "source": [
    "<a id='one12v'></a>\n",
    "#### One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one12v\">One Link</a></li>\n",
    " <li><a href=\"#more12v\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "1152f559",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_1_link = one_link_df(df_videos_dec_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "05f5c5ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>id</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>kind</th>\n",
       "      <th>etag</th>\n",
       "      <th>snippet.publishedAt</th>\n",
       "      <th>snippet.channelId</th>\n",
       "      <th>snippet.title</th>\n",
       "      <th>snippet.description</th>\n",
       "      <th>snippet.thumbnails.default.url</th>\n",
       "      <th>...</th>\n",
       "      <th>statistics.favoriteCount</th>\n",
       "      <th>statistics.commentCount</th>\n",
       "      <th>snippet.defaultLanguage</th>\n",
       "      <th>contentDetails.contentRating.ytRating</th>\n",
       "      <th>contentDetails.regionRestriction.blocked</th>\n",
       "      <th>contentDetails.regionRestriction.allowed</th>\n",
       "      <th>year</th>\n",
       "      <th>urls</th>\n",
       "      <th>n_urls</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ZgdOxbOLDU8</td>\n",
       "      <td>183</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>Szh-Nb2P4Cg-4dCpmB3ROL_ZxZQ</td>\n",
       "      <td>2020-11-19 17:00:15+00:00</td>\n",
       "      <td>UC-RQtY6MpSkCkaTRQP6G8PQ</td>\n",
       "      <td>the chaotic timeline of johnny depp and amber ...</td>\n",
       "      <td>johnny depp and amber heard have had a chaotic...</td>\n",
       "      <td>https://i.ytimg.com/vi/ZgdOxbOLDU8/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[https://www.youtube.com/channel/uc-rqty6mpskc...</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.youtube.com/channel/uc-rqty6mpskck...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  Unnamed: 0  Unnamed: 0.1           kind  \\\n",
       "0  ZgdOxbOLDU8         183           0.0  youtube#video   \n",
       "\n",
       "                          etag        snippet.publishedAt  \\\n",
       "0  Szh-Nb2P4Cg-4dCpmB3ROL_ZxZQ  2020-11-19 17:00:15+00:00   \n",
       "\n",
       "          snippet.channelId  \\\n",
       "0  UC-RQtY6MpSkCkaTRQP6G8PQ   \n",
       "\n",
       "                                       snippet.title  \\\n",
       "0  the chaotic timeline of johnny depp and amber ...   \n",
       "\n",
       "                                 snippet.description  \\\n",
       "0  johnny depp and amber heard have had a chaotic...   \n",
       "\n",
       "                   snippet.thumbnails.default.url  ...  \\\n",
       "0  https://i.ytimg.com/vi/ZgdOxbOLDU8/default.jpg  ...   \n",
       "\n",
       "   statistics.favoriteCount  statistics.commentCount snippet.defaultLanguage  \\\n",
       "0                         0                     21.0                     NaN   \n",
       "\n",
       "   contentDetails.contentRating.ytRating  \\\n",
       "0                                    NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.blocked  \\\n",
       "0                                       NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.allowed  year  \\\n",
       "0                                      NaN  2020   \n",
       "\n",
       "                                                urls n_urls  \\\n",
       "0  [https://www.youtube.com/channel/uc-rqty6mpskc...      1   \n",
       "\n",
       "                                                 url  \n",
       "0  https://www.youtube.com/channel/uc-rqty6mpskck...  \n",
       "\n",
       "[1 rows x 56 columns]"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_dec_urls_1_link.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "e98eef98",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_videos_dec_urls_1_link = one_link_urls(df_videos_dec_urls_1_link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "59b744b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_1_link_ith_users_count = one_link_urls_with_count_(\n",
    "    df_videos_dec_urls_1_link,\n",
    "    user_column=\"snippet.channelId\",\n",
    "    url_column=\"url\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "bdd495be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>(UCnVLwveOtxRSS8wXYYWrVGA, UClx_IR8_yVIKdFVUTd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.youtube.com/c/tucosmopolis</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCqaeiJRfjlDE-A1RYhYeXaw, UCH3P5m6Y7e_RaiPa6F...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.looper.com/168440/stephen-kings-th...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCP1iRaFlS5EYjJBryFV9JPw, UCS-4NlbHYyfL8z9FiZ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.nickiswift.com/15613/double-life-a...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCi77VxMBRwL32pZAXcMGKhw, UC1DGpYiEiqBrQtYXFb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.youtube.com/channel/uc-rqty6mpskck...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC-RQtY6MpSkCkaTRQP6G8PQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://www.youtube.com/channel/uc0rpd-lnyw6x6...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC0rPD-lnyw6x6vBAR9SOtcw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://www.dailymail.co.uk/news/article-79667...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCKwY6wt3swWB3a2NJyE6qpA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://bit.ly/mannixplus</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCxvE6krmQKUsfekdbgvzuZw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://www.youtube.com/watch?v=jcjwf9lafxc&amp;t=2s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UChey7iyRnGa6WgScGqzK3HA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https://www.paypal.com/cgi-bin/webscr?cmd=_s-x...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https://www.thehotline.org/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClttYZ0PbTyWBuXF7SnTIJQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>www.haveitalldaily.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC24cQazdgQThFUQDDryD73A,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>www.patreon.com/darthnews</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClx_IR8_yVIKdFVUTdmaZTw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>http://bit.ly/networthnow</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCf3KufyCovztfQUT53zOg_Q,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https://www.instagram.com/salesdevil/?hl=en</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UChcBzmPt3F3Z2GtinkctqXw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https://wegotthiscovered.com/movies/pay-amber-...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCNRpbMhrfnrKLRLahNDIQeg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https://www.youtube.com/watch?v=-t_pzplyvag</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCTWv3oYrqh_DNAtr8Hm_zGw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://www.copyright.gov/fair-use/mo</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCWoVWRyKD_PNlv0Qb_uiiOA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://youtu.be/n9agz-wonba</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCPFVCStBw-7Za10l_q9EG-w,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://www.paypal.com/paypalme/777kurono777</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUwneOC8l4m9T0ype97vFIA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://www.nickwallis.com/depp-trial</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCg0C-N_MPYYOXyF4T3jMxNQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://youtu.be/itltfcxr9ck</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://www.youtube.com/cinepop?sub_confirmati...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCtW6JCKs-OGy1C-Dcx5W23A,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://youtu.be/vdp9nvqmixw</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClx_IR8_yVIKdFVUTdmaZTw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://www.youtube.com/channel/ucfwe_odi1ytbd...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCfwE_ODI1YTbdjkzuSi1Nag,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://www.nickiswift.com/202178/the-real-rea...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC1DGpYiEiqBrQtYXFbLhMVQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>https://www.youtube.com/channel/ucg0c-n_mpyyox...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCoZWWgdgIyDuhjnu3qsTI0w,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>facebook.com/gendercynical</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAP15LQvtqCTbb24f9fVotA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>https://instagram.com/iamnitinnk</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCB2nAFgsGTvRnbssdRzo-IQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>https://www.looper.com/276240/what-j-k-rowling...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCP1iRaFlS5EYjJBryFV9JPw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>https://gum.co/nlpyr</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC5zIX8qBAl2CUIyF9AeTjaA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>https://bit.ly/2ilps9j</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCcsUJuzLymOw4STb_ZugeUQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>https://www.youtube.com/user/nocopyrightsounds</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCfkCCns5Z-FGOGAXsAjT43g,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>https://www.youtube.com/watch?v=o3dbfiow_mk&amp;t=29s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAIycRkUrsSP73CZIYFLCWw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>http://www.patreon.com/dalasreview</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUqvWUXerEGX33z3wmOnPrw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>https://mlstudios.my</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCSkOqbajcG6-jguycOHzhDg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>https://www.liveabusefree.com</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCvsx4mTL00o5NisMGUdOtnQ,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>https://www.news.com.au/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCtWWry0cgjWi9C0Ye9sh6og,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>https://bit.ly/2o3l5vc</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC-701RNNHEXLtb7-Wy_K-eg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>https://www.youtube.com/watch?v=nqzs5izsa68</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UChey7iyRnGa6WgScGqzK3HA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>https://soydecine.com/johnny-depp-fue-maltrata...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC_hMVMyWaeiBGB9jgJiSyqA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>https://9xbuddy.in/process?url=https://youtu.b...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCdv9MtPQ1PMGGuhJ7c5hUuA,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>https://youtu.be/hwkb80xzdus</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAIycRkUrsSP73CZIYFLCWw,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>instagram.com/psychicbellalove</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCFrR3ymX8eTNqHhyTUMnIDg,)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>https://www.youtube.com/watch?v=sbemrfndokm</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCLXvj56wzfk6jBHCJYXqAkw,)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 link  count  n_users  \\\n",
       "0   https://www.change.org/p/dc-entertainment-remo...      3        3   \n",
       "1              https://www.youtube.com/c/tucosmopolis      2        2   \n",
       "2   https://www.looper.com/168440/stephen-kings-th...      2        2   \n",
       "3   https://www.nickiswift.com/15613/double-life-a...      2        2   \n",
       "4   https://www.youtube.com/channel/uc-rqty6mpskck...      1        1   \n",
       "5   https://www.youtube.com/channel/uc0rpd-lnyw6x6...      1        1   \n",
       "6   https://www.dailymail.co.uk/news/article-79667...      1        1   \n",
       "7                           https://bit.ly/mannixplus      1        1   \n",
       "8    https://www.youtube.com/watch?v=jcjwf9lafxc&t=2s      1        1   \n",
       "9   https://www.paypal.com/cgi-bin/webscr?cmd=_s-x...      3        1   \n",
       "10                        https://www.thehotline.org/      1        1   \n",
       "11                             www.haveitalldaily.com      1        1   \n",
       "12                          www.patreon.com/darthnews      1        1   \n",
       "13                          http://bit.ly/networthnow      1        1   \n",
       "14        https://www.instagram.com/salesdevil/?hl=en      1        1   \n",
       "15  https://wegotthiscovered.com/movies/pay-amber-...      1        1   \n",
       "16        https://www.youtube.com/watch?v=-t_pzplyvag      1        1   \n",
       "17              https://www.copyright.gov/fair-use/mo      1        1   \n",
       "18                       https://youtu.be/n9agz-wonba      1        1   \n",
       "19       https://www.paypal.com/paypalme/777kurono777      1        1   \n",
       "20              https://www.nickwallis.com/depp-trial      1        1   \n",
       "21                       https://youtu.be/itltfcxr9ck      1        1   \n",
       "22  https://www.youtube.com/cinepop?sub_confirmati...      1        1   \n",
       "23                       https://youtu.be/vdp9nvqmixw      1        1   \n",
       "24  https://www.youtube.com/channel/ucfwe_odi1ytbd...      5        1   \n",
       "25  https://www.nickiswift.com/202178/the-real-rea...      1        1   \n",
       "26  https://www.youtube.com/channel/ucg0c-n_mpyyox...      1        1   \n",
       "27                         facebook.com/gendercynical      1        1   \n",
       "28                   https://instagram.com/iamnitinnk      1        1   \n",
       "29  https://www.looper.com/276240/what-j-k-rowling...      1        1   \n",
       "30                               https://gum.co/nlpyr      1        1   \n",
       "31                             https://bit.ly/2ilps9j      2        1   \n",
       "32     https://www.youtube.com/user/nocopyrightsounds      3        1   \n",
       "33  https://www.youtube.com/watch?v=o3dbfiow_mk&t=29s      1        1   \n",
       "34                 http://www.patreon.com/dalasreview      1        1   \n",
       "35                               https://mlstudios.my      1        1   \n",
       "36                      https://www.liveabusefree.com      5        1   \n",
       "37                           https://www.news.com.au/      1        1   \n",
       "38                             https://bit.ly/2o3l5vc      1        1   \n",
       "39        https://www.youtube.com/watch?v=nqzs5izsa68      1        1   \n",
       "40  https://soydecine.com/johnny-depp-fue-maltrata...      1        1   \n",
       "41  https://9xbuddy.in/process?url=https://youtu.b...      1        1   \n",
       "42                       https://youtu.be/hwkb80xzdus      1        1   \n",
       "43                     instagram.com/psychicbellalove      1        1   \n",
       "44        https://www.youtube.com/watch?v=sbemrfndokm      1        1   \n",
       "\n",
       "                                                users  \n",
       "0   (UCnVLwveOtxRSS8wXYYWrVGA, UClx_IR8_yVIKdFVUTd...  \n",
       "1   (UCqaeiJRfjlDE-A1RYhYeXaw, UCH3P5m6Y7e_RaiPa6F...  \n",
       "2   (UCP1iRaFlS5EYjJBryFV9JPw, UCS-4NlbHYyfL8z9FiZ...  \n",
       "3   (UCi77VxMBRwL32pZAXcMGKhw, UC1DGpYiEiqBrQtYXFb...  \n",
       "4                         (UC-RQtY6MpSkCkaTRQP6G8PQ,)  \n",
       "5                         (UC0rPD-lnyw6x6vBAR9SOtcw,)  \n",
       "6                         (UCKwY6wt3swWB3a2NJyE6qpA,)  \n",
       "7                         (UCxvE6krmQKUsfekdbgvzuZw,)  \n",
       "8                         (UChey7iyRnGa6WgScGqzK3HA,)  \n",
       "9                         (UCUINm_sTF9Q_ESf8fO25OdQ,)  \n",
       "10                        (UClttYZ0PbTyWBuXF7SnTIJQ,)  \n",
       "11                        (UC24cQazdgQThFUQDDryD73A,)  \n",
       "12                        (UClx_IR8_yVIKdFVUTdmaZTw,)  \n",
       "13                        (UCf3KufyCovztfQUT53zOg_Q,)  \n",
       "14                        (UChcBzmPt3F3Z2GtinkctqXw,)  \n",
       "15                        (UCNRpbMhrfnrKLRLahNDIQeg,)  \n",
       "16                        (UCTWv3oYrqh_DNAtr8Hm_zGw,)  \n",
       "17                        (UCWoVWRyKD_PNlv0Qb_uiiOA,)  \n",
       "18                        (UCPFVCStBw-7Za10l_q9EG-w,)  \n",
       "19                        (UCUwneOC8l4m9T0ype97vFIA,)  \n",
       "20                        (UCg0C-N_MPYYOXyF4T3jMxNQ,)  \n",
       "21                        (UCUINm_sTF9Q_ESf8fO25OdQ,)  \n",
       "22                        (UCtW6JCKs-OGy1C-Dcx5W23A,)  \n",
       "23                        (UClx_IR8_yVIKdFVUTdmaZTw,)  \n",
       "24                        (UCfwE_ODI1YTbdjkzuSi1Nag,)  \n",
       "25                        (UC1DGpYiEiqBrQtYXFbLhMVQ,)  \n",
       "26                        (UCoZWWgdgIyDuhjnu3qsTI0w,)  \n",
       "27                        (UCAP15LQvtqCTbb24f9fVotA,)  \n",
       "28                        (UCB2nAFgsGTvRnbssdRzo-IQ,)  \n",
       "29                        (UCP1iRaFlS5EYjJBryFV9JPw,)  \n",
       "30                        (UC5zIX8qBAl2CUIyF9AeTjaA,)  \n",
       "31                        (UCcsUJuzLymOw4STb_ZugeUQ,)  \n",
       "32                        (UCfkCCns5Z-FGOGAXsAjT43g,)  \n",
       "33                        (UCAIycRkUrsSP73CZIYFLCWw,)  \n",
       "34                        (UCUqvWUXerEGX33z3wmOnPrw,)  \n",
       "35                        (UCSkOqbajcG6-jguycOHzhDg,)  \n",
       "36                        (UCvsx4mTL00o5NisMGUdOtnQ,)  \n",
       "37                        (UCtWWry0cgjWi9C0Ye9sh6og,)  \n",
       "38                        (UC-701RNNHEXLtb7-Wy_K-eg,)  \n",
       "39                        (UChey7iyRnGa6WgScGqzK3HA,)  \n",
       "40                        (UC_hMVMyWaeiBGB9jgJiSyqA,)  \n",
       "41                        (UCdv9MtPQ1PMGGuhJ7c5hUuA,)  \n",
       "42                        (UCAIycRkUrsSP73CZIYFLCWw,)  \n",
       "43                        (UCFrR3ymX8eTNqHhyTUMnIDg,)  \n",
       "44                        (UCLXvj56wzfk6jBHCJYXqAkw,)  "
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_dec_urls_1_link_ith_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "3932bf56",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_1_link_ith_users_count[\"n_urls\"] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "82b6a747",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_1_link_ith_users_count[\n",
    "    \"n_urls\"\n",
    "] = df_videos_dec_urls_1_link_ith_users_count[\"n_urls\"].apply(lambda x: {x})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "272fe6ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.change.org/p/dc-entertainment-remo...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>(UCnVLwveOtxRSS8wXYYWrVGA, UClx_IR8_yVIKdFVUTd...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.youtube.com/c/tucosmopolis</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCqaeiJRfjlDE-A1RYhYeXaw, UCH3P5m6Y7e_RaiPa6F...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.looper.com/168440/stephen-kings-th...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCP1iRaFlS5EYjJBryFV9JPw, UCS-4NlbHYyfL8z9FiZ...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.nickiswift.com/15613/double-life-a...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>(UCi77VxMBRwL32pZAXcMGKhw, UC1DGpYiEiqBrQtYXFb...</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.youtube.com/channel/uc-rqty6mpskck...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC-RQtY6MpSkCkaTRQP6G8PQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://www.youtube.com/channel/uc0rpd-lnyw6x6...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC0rPD-lnyw6x6vBAR9SOtcw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://www.dailymail.co.uk/news/article-79667...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCKwY6wt3swWB3a2NJyE6qpA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://bit.ly/mannixplus</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCxvE6krmQKUsfekdbgvzuZw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://www.youtube.com/watch?v=jcjwf9lafxc&amp;t=2s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UChey7iyRnGa6WgScGqzK3HA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https://www.paypal.com/cgi-bin/webscr?cmd=_s-x...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https://www.thehotline.org/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClttYZ0PbTyWBuXF7SnTIJQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>www.haveitalldaily.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC24cQazdgQThFUQDDryD73A,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>www.patreon.com/darthnews</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClx_IR8_yVIKdFVUTdmaZTw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>http://bit.ly/networthnow</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCf3KufyCovztfQUT53zOg_Q,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https://www.instagram.com/salesdevil/?hl=en</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UChcBzmPt3F3Z2GtinkctqXw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https://wegotthiscovered.com/movies/pay-amber-...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCNRpbMhrfnrKLRLahNDIQeg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https://www.youtube.com/watch?v=-t_pzplyvag</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCTWv3oYrqh_DNAtr8Hm_zGw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://www.copyright.gov/fair-use/mo</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCWoVWRyKD_PNlv0Qb_uiiOA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://youtu.be/n9agz-wonba</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCPFVCStBw-7Za10l_q9EG-w,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://www.paypal.com/paypalme/777kurono777</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUwneOC8l4m9T0ype97vFIA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://www.nickwallis.com/depp-trial</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCg0C-N_MPYYOXyF4T3jMxNQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://youtu.be/itltfcxr9ck</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUINm_sTF9Q_ESf8fO25OdQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://www.youtube.com/cinepop?sub_confirmati...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCtW6JCKs-OGy1C-Dcx5W23A,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://youtu.be/vdp9nvqmixw</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UClx_IR8_yVIKdFVUTdmaZTw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://www.youtube.com/channel/ucfwe_odi1ytbd...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCfwE_ODI1YTbdjkzuSi1Nag,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://www.nickiswift.com/202178/the-real-rea...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC1DGpYiEiqBrQtYXFbLhMVQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>https://www.youtube.com/channel/ucg0c-n_mpyyox...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCoZWWgdgIyDuhjnu3qsTI0w,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>facebook.com/gendercynical</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAP15LQvtqCTbb24f9fVotA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>https://instagram.com/iamnitinnk</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCB2nAFgsGTvRnbssdRzo-IQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>https://www.looper.com/276240/what-j-k-rowling...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCP1iRaFlS5EYjJBryFV9JPw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>https://gum.co/nlpyr</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC5zIX8qBAl2CUIyF9AeTjaA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>https://bit.ly/2ilps9j</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCcsUJuzLymOw4STb_ZugeUQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>https://www.youtube.com/user/nocopyrightsounds</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCfkCCns5Z-FGOGAXsAjT43g,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>https://www.youtube.com/watch?v=o3dbfiow_mk&amp;t=29s</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAIycRkUrsSP73CZIYFLCWw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>http://www.patreon.com/dalasreview</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCUqvWUXerEGX33z3wmOnPrw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>https://mlstudios.my</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCSkOqbajcG6-jguycOHzhDg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>https://www.liveabusefree.com</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCvsx4mTL00o5NisMGUdOtnQ,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>https://www.news.com.au/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCtWWry0cgjWi9C0Ye9sh6og,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>https://bit.ly/2o3l5vc</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC-701RNNHEXLtb7-Wy_K-eg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>https://www.youtube.com/watch?v=nqzs5izsa68</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UChey7iyRnGa6WgScGqzK3HA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>https://soydecine.com/johnny-depp-fue-maltrata...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UC_hMVMyWaeiBGB9jgJiSyqA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>https://9xbuddy.in/process?url=https://youtu.b...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCdv9MtPQ1PMGGuhJ7c5hUuA,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>https://youtu.be/hwkb80xzdus</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCAIycRkUrsSP73CZIYFLCWw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>instagram.com/psychicbellalove</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCFrR3ymX8eTNqHhyTUMnIDg,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>https://www.youtube.com/watch?v=sbemrfndokm</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>(UCLXvj56wzfk6jBHCJYXqAkw,)</td>\n",
       "      <td>{1}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 link  count  n_users  \\\n",
       "0   https://www.change.org/p/dc-entertainment-remo...      3        3   \n",
       "1              https://www.youtube.com/c/tucosmopolis      2        2   \n",
       "2   https://www.looper.com/168440/stephen-kings-th...      2        2   \n",
       "3   https://www.nickiswift.com/15613/double-life-a...      2        2   \n",
       "4   https://www.youtube.com/channel/uc-rqty6mpskck...      1        1   \n",
       "5   https://www.youtube.com/channel/uc0rpd-lnyw6x6...      1        1   \n",
       "6   https://www.dailymail.co.uk/news/article-79667...      1        1   \n",
       "7                           https://bit.ly/mannixplus      1        1   \n",
       "8    https://www.youtube.com/watch?v=jcjwf9lafxc&t=2s      1        1   \n",
       "9   https://www.paypal.com/cgi-bin/webscr?cmd=_s-x...      3        1   \n",
       "10                        https://www.thehotline.org/      1        1   \n",
       "11                             www.haveitalldaily.com      1        1   \n",
       "12                          www.patreon.com/darthnews      1        1   \n",
       "13                          http://bit.ly/networthnow      1        1   \n",
       "14        https://www.instagram.com/salesdevil/?hl=en      1        1   \n",
       "15  https://wegotthiscovered.com/movies/pay-amber-...      1        1   \n",
       "16        https://www.youtube.com/watch?v=-t_pzplyvag      1        1   \n",
       "17              https://www.copyright.gov/fair-use/mo      1        1   \n",
       "18                       https://youtu.be/n9agz-wonba      1        1   \n",
       "19       https://www.paypal.com/paypalme/777kurono777      1        1   \n",
       "20              https://www.nickwallis.com/depp-trial      1        1   \n",
       "21                       https://youtu.be/itltfcxr9ck      1        1   \n",
       "22  https://www.youtube.com/cinepop?sub_confirmati...      1        1   \n",
       "23                       https://youtu.be/vdp9nvqmixw      1        1   \n",
       "24  https://www.youtube.com/channel/ucfwe_odi1ytbd...      5        1   \n",
       "25  https://www.nickiswift.com/202178/the-real-rea...      1        1   \n",
       "26  https://www.youtube.com/channel/ucg0c-n_mpyyox...      1        1   \n",
       "27                         facebook.com/gendercynical      1        1   \n",
       "28                   https://instagram.com/iamnitinnk      1        1   \n",
       "29  https://www.looper.com/276240/what-j-k-rowling...      1        1   \n",
       "30                               https://gum.co/nlpyr      1        1   \n",
       "31                             https://bit.ly/2ilps9j      2        1   \n",
       "32     https://www.youtube.com/user/nocopyrightsounds      3        1   \n",
       "33  https://www.youtube.com/watch?v=o3dbfiow_mk&t=29s      1        1   \n",
       "34                 http://www.patreon.com/dalasreview      1        1   \n",
       "35                               https://mlstudios.my      1        1   \n",
       "36                      https://www.liveabusefree.com      5        1   \n",
       "37                           https://www.news.com.au/      1        1   \n",
       "38                             https://bit.ly/2o3l5vc      1        1   \n",
       "39        https://www.youtube.com/watch?v=nqzs5izsa68      1        1   \n",
       "40  https://soydecine.com/johnny-depp-fue-maltrata...      1        1   \n",
       "41  https://9xbuddy.in/process?url=https://youtu.b...      1        1   \n",
       "42                       https://youtu.be/hwkb80xzdus      1        1   \n",
       "43                     instagram.com/psychicbellalove      1        1   \n",
       "44        https://www.youtube.com/watch?v=sbemrfndokm      1        1   \n",
       "\n",
       "                                                users n_urls  \n",
       "0   (UCnVLwveOtxRSS8wXYYWrVGA, UClx_IR8_yVIKdFVUTd...    {1}  \n",
       "1   (UCqaeiJRfjlDE-A1RYhYeXaw, UCH3P5m6Y7e_RaiPa6F...    {1}  \n",
       "2   (UCP1iRaFlS5EYjJBryFV9JPw, UCS-4NlbHYyfL8z9FiZ...    {1}  \n",
       "3   (UCi77VxMBRwL32pZAXcMGKhw, UC1DGpYiEiqBrQtYXFb...    {1}  \n",
       "4                         (UC-RQtY6MpSkCkaTRQP6G8PQ,)    {1}  \n",
       "5                         (UC0rPD-lnyw6x6vBAR9SOtcw,)    {1}  \n",
       "6                         (UCKwY6wt3swWB3a2NJyE6qpA,)    {1}  \n",
       "7                         (UCxvE6krmQKUsfekdbgvzuZw,)    {1}  \n",
       "8                         (UChey7iyRnGa6WgScGqzK3HA,)    {1}  \n",
       "9                         (UCUINm_sTF9Q_ESf8fO25OdQ,)    {1}  \n",
       "10                        (UClttYZ0PbTyWBuXF7SnTIJQ,)    {1}  \n",
       "11                        (UC24cQazdgQThFUQDDryD73A,)    {1}  \n",
       "12                        (UClx_IR8_yVIKdFVUTdmaZTw,)    {1}  \n",
       "13                        (UCf3KufyCovztfQUT53zOg_Q,)    {1}  \n",
       "14                        (UChcBzmPt3F3Z2GtinkctqXw,)    {1}  \n",
       "15                        (UCNRpbMhrfnrKLRLahNDIQeg,)    {1}  \n",
       "16                        (UCTWv3oYrqh_DNAtr8Hm_zGw,)    {1}  \n",
       "17                        (UCWoVWRyKD_PNlv0Qb_uiiOA,)    {1}  \n",
       "18                        (UCPFVCStBw-7Za10l_q9EG-w,)    {1}  \n",
       "19                        (UCUwneOC8l4m9T0ype97vFIA,)    {1}  \n",
       "20                        (UCg0C-N_MPYYOXyF4T3jMxNQ,)    {1}  \n",
       "21                        (UCUINm_sTF9Q_ESf8fO25OdQ,)    {1}  \n",
       "22                        (UCtW6JCKs-OGy1C-Dcx5W23A,)    {1}  \n",
       "23                        (UClx_IR8_yVIKdFVUTdmaZTw,)    {1}  \n",
       "24                        (UCfwE_ODI1YTbdjkzuSi1Nag,)    {1}  \n",
       "25                        (UC1DGpYiEiqBrQtYXFbLhMVQ,)    {1}  \n",
       "26                        (UCoZWWgdgIyDuhjnu3qsTI0w,)    {1}  \n",
       "27                        (UCAP15LQvtqCTbb24f9fVotA,)    {1}  \n",
       "28                        (UCB2nAFgsGTvRnbssdRzo-IQ,)    {1}  \n",
       "29                        (UCP1iRaFlS5EYjJBryFV9JPw,)    {1}  \n",
       "30                        (UC5zIX8qBAl2CUIyF9AeTjaA,)    {1}  \n",
       "31                        (UCcsUJuzLymOw4STb_ZugeUQ,)    {1}  \n",
       "32                        (UCfkCCns5Z-FGOGAXsAjT43g,)    {1}  \n",
       "33                        (UCAIycRkUrsSP73CZIYFLCWw,)    {1}  \n",
       "34                        (UCUqvWUXerEGX33z3wmOnPrw,)    {1}  \n",
       "35                        (UCSkOqbajcG6-jguycOHzhDg,)    {1}  \n",
       "36                        (UCvsx4mTL00o5NisMGUdOtnQ,)    {1}  \n",
       "37                        (UCtWWry0cgjWi9C0Ye9sh6og,)    {1}  \n",
       "38                        (UC-701RNNHEXLtb7-Wy_K-eg,)    {1}  \n",
       "39                        (UChey7iyRnGa6WgScGqzK3HA,)    {1}  \n",
       "40                        (UC_hMVMyWaeiBGB9jgJiSyqA,)    {1}  \n",
       "41                        (UCdv9MtPQ1PMGGuhJ7c5hUuA,)    {1}  \n",
       "42                        (UCAIycRkUrsSP73CZIYFLCWw,)    {1}  \n",
       "43                        (UCFrR3ymX8eTNqHhyTUMnIDg,)    {1}  \n",
       "44                        (UCLXvj56wzfk6jBHCJYXqAkw,)    {1}  "
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_dec_urls_1_link_ith_users_count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbf2f018",
   "metadata": {},
   "source": [
    "<a id='more4'></a>\n",
    "#### More Than One Link\n",
    "\n",
    "><ul>\n",
    " <li><a href=\"#one4\">One Link</a></li>\n",
    " <li><a href=\"#more4\">More Than One Link</a></li>  \n",
    "\n",
    " </ul>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "d538bb70",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_urls_more = df_more_than_link(df_videos_dec_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "6261c734",
   "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>id</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>kind</th>\n",
       "      <th>etag</th>\n",
       "      <th>snippet.publishedAt</th>\n",
       "      <th>snippet.channelId</th>\n",
       "      <th>snippet.title</th>\n",
       "      <th>snippet.description</th>\n",
       "      <th>snippet.thumbnails.default.url</th>\n",
       "      <th>...</th>\n",
       "      <th>statistics.dislikeCount</th>\n",
       "      <th>statistics.favoriteCount</th>\n",
       "      <th>statistics.commentCount</th>\n",
       "      <th>snippet.defaultLanguage</th>\n",
       "      <th>contentDetails.contentRating.ytRating</th>\n",
       "      <th>contentDetails.regionRestriction.blocked</th>\n",
       "      <th>contentDetails.regionRestriction.allowed</th>\n",
       "      <th>year</th>\n",
       "      <th>urls</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ht92feHGR9M</td>\n",
       "      <td>69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>zNkBfCV1TBeKMnDzDWZlqnoNpVM</td>\n",
       "      <td>2020-09-08 20:15:10+00:00</td>\n",
       "      <td>UCO6cSNvOaDs-kjALLQLNhQw</td>\n",
       "      <td>remove amber heard from aquaman 2 petition cou...</td>\n",
       "      <td>remove amber heard from aquaman 2 petition cou...</td>\n",
       "      <td>https://i.ytimg.com/vi/ht92feHGR9M/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[http://bit.ly/32rc7vi, https://youtu.be/jny-d...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-elJS12UOnI</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>youtube#video</td>\n",
       "      <td>mAmIq8QQtvY_jCUzbM9Wt7vbuSo</td>\n",
       "      <td>2020-11-23 04:06:35+00:00</td>\n",
       "      <td>UC4gD0czpXVv_LpADTSU624g</td>\n",
       "      <td>amber heard coming to the mcu as sue storm in ...</td>\n",
       "      <td>📢 new enamel pins on pre-order here - http://w...</td>\n",
       "      <td>https://i.ytimg.com/vi/-elJS12UOnI/default.jpg</td>\n",
       "      <td>...</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1116.0</td>\n",
       "      <td>en</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>[http://www.shopclownfish.com, https://www.you...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  Unnamed: 0  Unnamed: 0.1           kind  \\\n",
       "0  ht92feHGR9M          69           0.0  youtube#video   \n",
       "1  -elJS12UOnI          70           0.0  youtube#video   \n",
       "\n",
       "                          etag        snippet.publishedAt  \\\n",
       "0  zNkBfCV1TBeKMnDzDWZlqnoNpVM  2020-09-08 20:15:10+00:00   \n",
       "1  mAmIq8QQtvY_jCUzbM9Wt7vbuSo  2020-11-23 04:06:35+00:00   \n",
       "\n",
       "          snippet.channelId  \\\n",
       "0  UCO6cSNvOaDs-kjALLQLNhQw   \n",
       "1  UC4gD0czpXVv_LpADTSU624g   \n",
       "\n",
       "                                       snippet.title  \\\n",
       "0  remove amber heard from aquaman 2 petition cou...   \n",
       "1  amber heard coming to the mcu as sue storm in ...   \n",
       "\n",
       "                                 snippet.description  \\\n",
       "0  remove amber heard from aquaman 2 petition cou...   \n",
       "1  📢 new enamel pins on pre-order here - http://w...   \n",
       "\n",
       "                   snippet.thumbnails.default.url  ...  \\\n",
       "0  https://i.ytimg.com/vi/ht92feHGR9M/default.jpg  ...   \n",
       "1  https://i.ytimg.com/vi/-elJS12UOnI/default.jpg  ...   \n",
       "\n",
       "   statistics.dislikeCount  statistics.favoriteCount statistics.commentCount  \\\n",
       "0                      6.0                         0                   119.0   \n",
       "1                     60.0                         0                  1116.0   \n",
       "\n",
       "   snippet.defaultLanguage  contentDetails.contentRating.ytRating  \\\n",
       "0                      NaN                                    NaN   \n",
       "1                       en                                    NaN   \n",
       "\n",
       "  contentDetails.regionRestriction.blocked  \\\n",
       "0                                      NaN   \n",
       "1                                      NaN   \n",
       "\n",
       "   contentDetails.regionRestriction.allowed  year  \\\n",
       "0                                       NaN  2020   \n",
       "1                                       NaN  2020   \n",
       "\n",
       "                                                urls  n_urls  \n",
       "0  [http://bit.ly/32rc7vi, https://youtu.be/jny-d...       2  \n",
       "1  [http://www.shopclownfish.com, https://www.you...      10  \n",
       "\n",
       "[2 rows x 55 columns]"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_dec_urls_urls_more.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "f939af8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_more_with_users_count = more_than_one_link_with_count(df_videos_dec_urls_urls_more,\n",
    "                             \"snippet.channelId\",\n",
    "                             \"urls\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "d76e047a",
   "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>link</th>\n",
       "      <th>count</th>\n",
       "      <th>n_users</th>\n",
       "      <th>users</th>\n",
       "      <th>n_urls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://bit.ly/32rc7vi</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCO6cSNvOaDs-kjALLQLNhQw}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://youtu.be/jny-dp3lgcg</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCO6cSNvOaDs-kjALLQLNhQw}</td>\n",
       "      <td>{2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://www.shopclownfish.com</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC4gD0czpXVv_LpADTSU624g}</td>\n",
       "      <td>{10}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.youtube.com/c/clownfishtv</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC4gD0czpXVv_LpADTSU624g}</td>\n",
       "      <td>{9, 10}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.youtube.com/channel/uchlb7rolzvap0...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>{UC4gD0czpXVv_LpADTSU624g}</td>\n",
       "      <td>{9, 10}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1964</th>\n",
       "      <td>https://plus.google.com/+somoytvnetupdate</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCxHoBXkY88Tb8z1Ssj6CWsQ}</td>\n",
       "      <td>{6}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1965</th>\n",
       "      <td>http://www.youtube.com/somoytvnetupdate</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCxHoBXkY88Tb8z1Ssj6CWsQ}</td>\n",
       "      <td>{6}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>http://www.facebook.com/somoynews.tv</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCxHoBXkY88Tb8z1Ssj6CWsQ}</td>\n",
       "      <td>{6}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>http://www.twitter.com/somoytv</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCxHoBXkY88Tb8z1Ssj6CWsQ}</td>\n",
       "      <td>{6}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968</th>\n",
       "      <td>https://www.instagram.com/valensinfiltro_/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>{UCFlok-afs4gSHWSoSbMdGqg}</td>\n",
       "      <td>{11}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1969 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   link  count  n_users  \\\n",
       "0                                 http://bit.ly/32rc7vi     16        1   \n",
       "1                          https://youtu.be/jny-dp3lgcg     16        1   \n",
       "2                          http://www.shopclownfish.com      2        1   \n",
       "3                 https://www.youtube.com/c/clownfishtv      3        1   \n",
       "4     https://www.youtube.com/channel/uchlb7rolzvap0...      3        1   \n",
       "...                                                 ...    ...      ...   \n",
       "1964          https://plus.google.com/+somoytvnetupdate      1        1   \n",
       "1965            http://www.youtube.com/somoytvnetupdate      1        1   \n",
       "1966               http://www.facebook.com/somoynews.tv      1        1   \n",
       "1967                     http://www.twitter.com/somoytv      1        1   \n",
       "1968         https://www.instagram.com/valensinfiltro_/      1        1   \n",
       "\n",
       "                           users   n_urls  \n",
       "0     {UCO6cSNvOaDs-kjALLQLNhQw}      {2}  \n",
       "1     {UCO6cSNvOaDs-kjALLQLNhQw}      {2}  \n",
       "2     {UC4gD0czpXVv_LpADTSU624g}     {10}  \n",
       "3     {UC4gD0czpXVv_LpADTSU624g}  {9, 10}  \n",
       "4     {UC4gD0czpXVv_LpADTSU624g}  {9, 10}  \n",
       "...                          ...      ...  \n",
       "1964  {UCxHoBXkY88Tb8z1Ssj6CWsQ}      {6}  \n",
       "1965  {UCxHoBXkY88Tb8z1Ssj6CWsQ}      {6}  \n",
       "1966  {UCxHoBXkY88Tb8z1Ssj6CWsQ}      {6}  \n",
       "1967  {UCxHoBXkY88Tb8z1Ssj6CWsQ}      {6}  \n",
       "1968  {UCFlok-afs4gSHWSoSbMdGqg}     {11}  \n",
       "\n",
       "[1969 rows x 5 columns]"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_videos_dec_urls_more_with_users_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "025b8c1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_with_users_count = pd.concat(\n",
    "    [\n",
    "        df_videos_dec_urls_1_link_ith_users_count,\n",
    "        df_videos_dec_urls_more_with_users_count,\n",
    "    ]\n",
    ").sort_values(\"count\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "b5f7e5a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_videos_dec_urls_with_users_count.to_csv(\n",
    "    saving + \"df_videos_dec_urls_with_users_count.csv\", index=False\n",
    ")"
   ]
  }
 ],
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