data_exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import csv\n",
    "pooled_videos_df = pd.read_csv('pooled_videos_df.csv')\n",
    "SentiPOS = pd.read_csv('videoTitleSentiments_df_sent_structure.csv')\n",
    "ObjD = pd.read_csv('object_detection_df.csv')\n",
    "channel_df = pd.read_csv('channel_df.csv')\n",
    "socialblade_df = pd.read_csv('socialblade_df.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Exploration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Channels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import os\n",
    "from subprocess import check_output\n",
    "from wordcloud import WordCloud, STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Channel Name</th>\n",
       "      <th>Channel ID</th>\n",
       "      <th>Category</th>\n",
       "      <th>channelId</th>\n",
       "      <th>description</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>region</th>\n",
       "      <th>subscriberCount</th>\n",
       "      <th>videoCount</th>\n",
       "      <th>viewCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ChrisFix</td>\n",
       "      <td>UCes1EvRjcKU4sY_UEavndBw</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCes1EvRjcKU4sY_UEavndBw</td>\n",
       "      <td>Learn how to fix your own car with my easy to ...</td>\n",
       "      <td>2008-07-30T14:59:12Z</td>\n",
       "      <td>US</td>\n",
       "      <td>6920000</td>\n",
       "      <td>337</td>\n",
       "      <td>1020793024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>MotorTrend Channel</td>\n",
       "      <td>UCsAegdhiYLEoaFGuJFVrqFQ</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCsAegdhiYLEoaFGuJFVrqFQ</td>\n",
       "      <td>The ultimate automotive streaming service. Get...</td>\n",
       "      <td>2006-03-11T08:32:34Z</td>\n",
       "      <td>US</td>\n",
       "      <td>6580000</td>\n",
       "      <td>2214</td>\n",
       "      <td>1169502258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>carwow</td>\n",
       "      <td>UCUhFaUpnq31m6TNX2VKVSVA</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCUhFaUpnq31m6TNX2VKVSVA</td>\n",
       "      <td>On the lookout for your next car? Head to carw...</td>\n",
       "      <td>2014-01-02T16:32:13Z</td>\n",
       "      <td>US</td>\n",
       "      <td>4650000</td>\n",
       "      <td>1317</td>\n",
       "      <td>1401956976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Supercar Blondie</td>\n",
       "      <td>UCKSVUHI9rbbkXhvAXK-2uxA</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCKSVUHI9rbbkXhvAXK-2uxA</td>\n",
       "      <td>I'm Alex, that girl with the cars and I hunt d...</td>\n",
       "      <td>2007-09-12T17:33:49Z</td>\n",
       "      <td>US</td>\n",
       "      <td>4700000</td>\n",
       "      <td>239</td>\n",
       "      <td>363377842</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>155</td>\n",
       "      <td>Food Insider</td>\n",
       "      <td>UCwiTOchWeKjrJZw7S1H__1g</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UCwiTOchWeKjrJZw7S1H__1g</td>\n",
       "      <td>What you want to know about food. A division o...</td>\n",
       "      <td>2017-10-17T21:11:29Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2560000</td>\n",
       "      <td>1052</td>\n",
       "      <td>864259797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>156</td>\n",
       "      <td>Sam Chui</td>\n",
       "      <td>UCfYCRj25JJQ41JGPqiqXmJw</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UCfYCRj25JJQ41JGPqiqXmJw</td>\n",
       "      <td>My soul is in the sky! I hope my videos can br...</td>\n",
       "      <td>2007-11-04T00:22:28Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2340000</td>\n",
       "      <td>337</td>\n",
       "      <td>511078250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>bald and bankrupt</td>\n",
       "      <td>UCxDZs_ltFFvn0FDHT6kmoXA</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UCxDZs_ltFFvn0FDHT6kmoXA</td>\n",
       "      <td>Going off the map in former Soviet lands...</td>\n",
       "      <td>2018-06-12T11:56:25Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2250000</td>\n",
       "      <td>212</td>\n",
       "      <td>293687890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>158</td>\n",
       "      <td>FUNG BROS.</td>\n",
       "      <td>UC9avFXTdbSo5ATvzTRnAVFg</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC9avFXTdbSo5ATvzTRnAVFg</td>\n",
       "      <td>NEW VIDEOS MONDAYS AND THURSDAYS** Two brother...</td>\n",
       "      <td>2011-05-22T00:19:55Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2120000</td>\n",
       "      <td>873</td>\n",
       "      <td>422298713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>159</td>\n",
       "      <td>Drew Binsky</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>Hey guys! My name is Drew Binsky and I make da...</td>\n",
       "      <td>2012-07-26T03:24:35Z</td>\n",
       "      <td>US</td>\n",
       "      <td>1940000</td>\n",
       "      <td>781</td>\n",
       "      <td>379113325</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 10 columns</p>\n",
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      ],
      "text/plain": [
       "           Channel Name                Channel ID         Category  \\\n",
       "0              Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "1              ChrisFix  UCes1EvRjcKU4sY_UEavndBw  AUTO & VEHICLES   \n",
       "2    MotorTrend Channel  UCsAegdhiYLEoaFGuJFVrqFQ  AUTO & VEHICLES   \n",
       "3                carwow  UCUhFaUpnq31m6TNX2VKVSVA  AUTO & VEHICLES   \n",
       "4      Supercar Blondie  UCKSVUHI9rbbkXhvAXK-2uxA  AUTO & VEHICLES   \n",
       "..                  ...                       ...              ...   \n",
       "155        Food Insider  UCwiTOchWeKjrJZw7S1H__1g           TRAVEL   \n",
       "156            Sam Chui  UCfYCRj25JJQ41JGPqiqXmJw           TRAVEL   \n",
       "157   bald and bankrupt  UCxDZs_ltFFvn0FDHT6kmoXA           TRAVEL   \n",
       "158          FUNG BROS.  UC9avFXTdbSo5ATvzTRnAVFg           TRAVEL   \n",
       "159         Drew Binsky  UC0Ize0RLIbGdH5x4wI45G-A           TRAVEL   \n",
       "\n",
       "                    channelId  \\\n",
       "0    UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "1    UCes1EvRjcKU4sY_UEavndBw   \n",
       "2    UCsAegdhiYLEoaFGuJFVrqFQ   \n",
       "3    UCUhFaUpnq31m6TNX2VKVSVA   \n",
       "4    UCKSVUHI9rbbkXhvAXK-2uxA   \n",
       "..                        ...   \n",
       "155  UCwiTOchWeKjrJZw7S1H__1g   \n",
       "156  UCfYCRj25JJQ41JGPqiqXmJw   \n",
       "157  UCxDZs_ltFFvn0FDHT6kmoXA   \n",
       "158  UC9avFXTdbSo5ATvzTRnAVFg   \n",
       "159  UC0Ize0RLIbGdH5x4wI45G-A   \n",
       "\n",
       "                                           description           publishedAt  \\\n",
       "0    Welcome to the official home of Top Gear on Yo...  2006-03-27T10:22:50Z   \n",
       "1    Learn how to fix your own car with my easy to ...  2008-07-30T14:59:12Z   \n",
       "2    The ultimate automotive streaming service. Get...  2006-03-11T08:32:34Z   \n",
       "3    On the lookout for your next car? Head to carw...  2014-01-02T16:32:13Z   \n",
       "4    I'm Alex, that girl with the cars and I hunt d...  2007-09-12T17:33:49Z   \n",
       "..                                                 ...                   ...   \n",
       "155  What you want to know about food. A division o...  2017-10-17T21:11:29Z   \n",
       "156  My soul is in the sky! I hope my videos can br...  2007-11-04T00:22:28Z   \n",
       "157        Going off the map in former Soviet lands...  2018-06-12T11:56:25Z   \n",
       "158  NEW VIDEOS MONDAYS AND THURSDAYS** Two brother...  2011-05-22T00:19:55Z   \n",
       "159  Hey guys! My name is Drew Binsky and I make da...  2012-07-26T03:24:35Z   \n",
       "\n",
       "    region  subscriberCount  videoCount   viewCount  \n",
       "0       US          7610000        1354  3012156814  \n",
       "1       US          6920000         337  1020793024  \n",
       "2       US          6580000        2214  1169502258  \n",
       "3       US          4650000        1317  1401956976  \n",
       "4       US          4700000         239   363377842  \n",
       "..     ...              ...         ...         ...  \n",
       "155     US          2560000        1052   864259797  \n",
       "156     US          2340000         337   511078250  \n",
       "157     US          2250000         212   293687890  \n",
       "158     US          2120000         873   422298713  \n",
       "159     US          1940000         781   379113325  \n",
       "\n",
       "[160 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#join channel_df and socialblade_df\n",
    "channel_info = pd.merge(socialblade_df,channel_df, left_on='Channel ID', right_on='channelId', how='left')\n",
    "#          .drop(['id1', 'rating'], axis=1)\n",
    "channel_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Channel Name</th>\n",
       "      <th>Channel ID</th>\n",
       "      <th>Category</th>\n",
       "      <th>channelId</th>\n",
       "      <th>description</th>\n",
       "      <th>publishedAt</th>\n",
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       "      <th>viewCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>ChrisFix</td>\n",
       "      <td>UCes1EvRjcKU4sY_UEavndBw</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCes1EvRjcKU4sY_UEavndBw</td>\n",
       "      <td>Learn how to fix your own car with my easy to ...</td>\n",
       "      <td>2008-07-30T14:59:12Z</td>\n",
       "      <td>US</td>\n",
       "      <td>6920000</td>\n",
       "      <td>337</td>\n",
       "      <td>1020793024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>MotorTrend Channel</td>\n",
       "      <td>UCsAegdhiYLEoaFGuJFVrqFQ</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCsAegdhiYLEoaFGuJFVrqFQ</td>\n",
       "      <td>The ultimate automotive streaming service. Get...</td>\n",
       "      <td>2006-03-11T08:32:34Z</td>\n",
       "      <td>US</td>\n",
       "      <td>6580000</td>\n",
       "      <td>2214</td>\n",
       "      <td>1169502258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>carwow</td>\n",
       "      <td>UCUhFaUpnq31m6TNX2VKVSVA</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCUhFaUpnq31m6TNX2VKVSVA</td>\n",
       "      <td>On the lookout for your next car? Head to carw...</td>\n",
       "      <td>2014-01-02T16:32:13Z</td>\n",
       "      <td>US</td>\n",
       "      <td>4650000</td>\n",
       "      <td>1317</td>\n",
       "      <td>1401956976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Supercar Blondie</td>\n",
       "      <td>UCKSVUHI9rbbkXhvAXK-2uxA</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCKSVUHI9rbbkXhvAXK-2uxA</td>\n",
       "      <td>I'm Alex, that girl with the cars and I hunt d...</td>\n",
       "      <td>2007-09-12T17:33:49Z</td>\n",
       "      <td>US</td>\n",
       "      <td>4700000</td>\n",
       "      <td>239</td>\n",
       "      <td>363377842</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>155</td>\n",
       "      <td>Food Insider</td>\n",
       "      <td>UCwiTOchWeKjrJZw7S1H__1g</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UCwiTOchWeKjrJZw7S1H__1g</td>\n",
       "      <td>What you want to know about food. A division o...</td>\n",
       "      <td>2017-10-17T21:11:29Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2560000</td>\n",
       "      <td>1052</td>\n",
       "      <td>864259797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>156</td>\n",
       "      <td>Sam Chui</td>\n",
       "      <td>UCfYCRj25JJQ41JGPqiqXmJw</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UCfYCRj25JJQ41JGPqiqXmJw</td>\n",
       "      <td>My soul is in the sky! I hope my videos can br...</td>\n",
       "      <td>2007-11-04T00:22:28Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2340000</td>\n",
       "      <td>337</td>\n",
       "      <td>511078250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157</td>\n",
       "      <td>bald and bankrupt</td>\n",
       "      <td>UCxDZs_ltFFvn0FDHT6kmoXA</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UCxDZs_ltFFvn0FDHT6kmoXA</td>\n",
       "      <td>Going off the map in former Soviet lands...</td>\n",
       "      <td>2018-06-12T11:56:25Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2250000</td>\n",
       "      <td>212</td>\n",
       "      <td>293687890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>158</td>\n",
       "      <td>FUNG BROS.</td>\n",
       "      <td>UC9avFXTdbSo5ATvzTRnAVFg</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC9avFXTdbSo5ATvzTRnAVFg</td>\n",
       "      <td>NEW VIDEOS MONDAYS AND THURSDAYS** Two brother...</td>\n",
       "      <td>2011-05-22T00:19:55Z</td>\n",
       "      <td>US</td>\n",
       "      <td>2120000</td>\n",
       "      <td>873</td>\n",
       "      <td>422298713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>159</td>\n",
       "      <td>Drew Binsky</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>Hey guys! My name is Drew Binsky and I make da...</td>\n",
       "      <td>2012-07-26T03:24:35Z</td>\n",
       "      <td>US</td>\n",
       "      <td>1940000</td>\n",
       "      <td>781</td>\n",
       "      <td>379113325</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Channel Name                Channel ID         Category  \\\n",
       "0              Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "1              ChrisFix  UCes1EvRjcKU4sY_UEavndBw  AUTO & VEHICLES   \n",
       "2    MotorTrend Channel  UCsAegdhiYLEoaFGuJFVrqFQ  AUTO & VEHICLES   \n",
       "3                carwow  UCUhFaUpnq31m6TNX2VKVSVA  AUTO & VEHICLES   \n",
       "4      Supercar Blondie  UCKSVUHI9rbbkXhvAXK-2uxA  AUTO & VEHICLES   \n",
       "..                  ...                       ...              ...   \n",
       "155        Food Insider  UCwiTOchWeKjrJZw7S1H__1g           TRAVEL   \n",
       "156            Sam Chui  UCfYCRj25JJQ41JGPqiqXmJw           TRAVEL   \n",
       "157   bald and bankrupt  UCxDZs_ltFFvn0FDHT6kmoXA           TRAVEL   \n",
       "158          FUNG BROS.  UC9avFXTdbSo5ATvzTRnAVFg           TRAVEL   \n",
       "159         Drew Binsky  UC0Ize0RLIbGdH5x4wI45G-A           TRAVEL   \n",
       "\n",
       "                    channelId  \\\n",
       "0    UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "1    UCes1EvRjcKU4sY_UEavndBw   \n",
       "2    UCsAegdhiYLEoaFGuJFVrqFQ   \n",
       "3    UCUhFaUpnq31m6TNX2VKVSVA   \n",
       "4    UCKSVUHI9rbbkXhvAXK-2uxA   \n",
       "..                        ...   \n",
       "155  UCwiTOchWeKjrJZw7S1H__1g   \n",
       "156  UCfYCRj25JJQ41JGPqiqXmJw   \n",
       "157  UCxDZs_ltFFvn0FDHT6kmoXA   \n",
       "158  UC9avFXTdbSo5ATvzTRnAVFg   \n",
       "159  UC0Ize0RLIbGdH5x4wI45G-A   \n",
       "\n",
       "                                           description           publishedAt  \\\n",
       "0    Welcome to the official home of Top Gear on Yo...  2006-03-27T10:22:50Z   \n",
       "1    Learn how to fix your own car with my easy to ...  2008-07-30T14:59:12Z   \n",
       "2    The ultimate automotive streaming service. Get...  2006-03-11T08:32:34Z   \n",
       "3    On the lookout for your next car? Head to carw...  2014-01-02T16:32:13Z   \n",
       "4    I'm Alex, that girl with the cars and I hunt d...  2007-09-12T17:33:49Z   \n",
       "..                                                 ...                   ...   \n",
       "155  What you want to know about food. A division o...  2017-10-17T21:11:29Z   \n",
       "156  My soul is in the sky! I hope my videos can br...  2007-11-04T00:22:28Z   \n",
       "157        Going off the map in former Soviet lands...  2018-06-12T11:56:25Z   \n",
       "158  NEW VIDEOS MONDAYS AND THURSDAYS** Two brother...  2011-05-22T00:19:55Z   \n",
       "159  Hey guys! My name is Drew Binsky and I make da...  2012-07-26T03:24:35Z   \n",
       "\n",
       "    region  subscriberCount  videoCount   viewCount  \n",
       "0       US          7610000        1354  3012156814  \n",
       "1       US          6920000         337  1020793024  \n",
       "2       US          6580000        2214  1169502258  \n",
       "3       US          4650000        1317  1401956976  \n",
       "4       US          4700000         239   363377842  \n",
       "..     ...              ...         ...         ...  \n",
       "155     US          2560000        1052   864259797  \n",
       "156     US          2340000         337   511078250  \n",
       "157     US          2250000         212   293687890  \n",
       "158     US          2120000         873   422298713  \n",
       "159     US          1940000         781   379113325  \n",
       "\n",
       "[160 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "channel_info[channel_info[\"Channel ID\"]==channel_info[\"channelId\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "80047635676"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "channel_info[\"viewCount\"].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Channel Name</th>\n",
       "      <th>Channel ID</th>\n",
       "      <th>Category</th>\n",
       "      <th>channelId</th>\n",
       "      <th>description</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>region</th>\n",
       "      <th>subscriberCount</th>\n",
       "      <th>videoCount</th>\n",
       "      <th>viewCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>Cocomelon - Nursery Rhymes</td>\n",
       "      <td>UCbCmjCuTUZos6Inko4u57UQ</td>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>UCbCmjCuTUZos6Inko4u57UQ</td>\n",
       "      <td>At CoComelon, our primary goal has always been...</td>\n",
       "      <td>2006-09-01T22:18:49Z</td>\n",
       "      <td>US</td>\n",
       "      <td>95500000</td>\n",
       "      <td>570</td>\n",
       "      <td>80047635676</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Channel Name                Channel ID   Category  \\\n",
       "20  Cocomelon - Nursery Rhymes  UCbCmjCuTUZos6Inko4u57UQ  EDUCATION   \n",
       "\n",
       "                   channelId  \\\n",
       "20  UCbCmjCuTUZos6Inko4u57UQ   \n",
       "\n",
       "                                          description           publishedAt  \\\n",
       "20  At CoComelon, our primary goal has always been...  2006-09-01T22:18:49Z   \n",
       "\n",
       "   region  subscriberCount  videoCount    viewCount  \n",
       "20     US         95500000         570  80047635676  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "channel_info[channel_info[\"viewCount\"]==80047635676]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#corr Matrix\n",
    "plt.figure(figsize = (10,8))\n",
    "\n",
    "#Let's verify the correlation of each value\n",
    "sb.heatmap(channel_info[['subscriberCount','videoCount','viewCount']].corr(), annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (14,9))\n",
    "plt.subplot()\n",
    "g1 = sb.boxplot(x='Category', y='viewCount', data=channel_info, palette=\"Set1\")\n",
    "g1.set_xticklabels(g1.get_xticklabels(),rotation=60)\n",
    "g1.set_title(\"Views Distribuition by Category Names\", fontsize=20)\n",
    "g1.set_xlabel(\"\", fontsize=15)\n",
    "g1.set_ylabel(\"Views\", fontsize=15)\n",
    "\n",
    "plt.subplots_adjust(hspace = 0.9, top = 0.9)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (14,9))\n",
    "plt.subplot()\n",
    "g1 = sb.boxplot(x='Category', y='subscriberCount', data=channel_info, palette=\"Set1\")\n",
    "g1.set_xticklabels(g1.get_xticklabels(),rotation=60)\n",
    "g1.set_title(\"Subscriber Count Distribution by Category Names\", fontsize=20)\n",
    "g1.set_xlabel(\"\", fontsize=15)\n",
    "g1.set_ylabel(\"Subcriber Count\", fontsize=15)\n",
    "\n",
    "plt.subplots_adjust(hspace = 0.9, top = 0.9)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (14,9))\n",
    "plt.subplot()\n",
    "g1 = sb.boxplot(x='Category', y='videoCount', data=channel_info, palette=\"Set1\")\n",
    "g1.set_xticklabels(g1.get_xticklabels(),rotation=60)\n",
    "g1.set_title(\"Video Count Distribuition by Category Names\", fontsize=20)\n",
    "g1.set_xlabel(\"\", fontsize=15)\n",
    "g1.set_ylabel(\"Video Count\", fontsize=15)\n",
    "\n",
    "plt.subplots_adjust(hspace = 0.9, top = 0.9)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Videos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>commentCount</th>\n",
       "      <th>dislikeCount</th>\n",
       "      <th>likeCount</th>\n",
       "      <th>viewCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>407093.000</td>\n",
       "      <td>407093.000</td>\n",
       "      <td>407093.000</td>\n",
       "      <td>407093.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>1899.447</td>\n",
       "      <td>2466.455</td>\n",
       "      <td>22426.907</td>\n",
       "      <td>2273508.224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>14028.986</td>\n",
       "      <td>48830.686</td>\n",
       "      <td>144463.742</td>\n",
       "      <td>24958129.356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>13.000</td>\n",
       "      <td>9.000</td>\n",
       "      <td>71.000</td>\n",
       "      <td>6828.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>126.000</td>\n",
       "      <td>69.000</td>\n",
       "      <td>749.000</td>\n",
       "      <td>71108.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>722.000</td>\n",
       "      <td>494.000</td>\n",
       "      <td>7513.000</td>\n",
       "      <td>653540.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>2921705.000</td>\n",
       "      <td>18429502.000</td>\n",
       "      <td>24568733.000</td>\n",
       "      <td>6810774408.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       commentCount  dislikeCount    likeCount      viewCount\n",
       "count    407093.000    407093.000   407093.000     407093.000\n",
       "mean       1899.447      2466.455    22426.907    2273508.224\n",
       "std       14028.986     48830.686   144463.742   24958129.356\n",
       "min           0.000         0.000        0.000          0.000\n",
       "25%          13.000         9.000       71.000       6828.000\n",
       "50%         126.000        69.000      749.000      71108.000\n",
       "75%         722.000       494.000     7513.000     653540.000\n",
       "max     2921705.000  18429502.000 24568733.000 6810774408.000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
    "pooled_videos_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "video_cat = pd.merge(channel_info,pooled_videos_df, left_on='Channel ID', right_on='channelId', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re #add title length\n",
    "video_cat['titleLen'] = video_cat['videoTitle'].map(lambda x: len(re.findall(r'\\w+', x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Channel Name</th>\n",
       "      <th>Channel ID</th>\n",
       "      <th>Category</th>\n",
       "      <th>channelId_x</th>\n",
       "      <th>description_x</th>\n",
       "      <th>publishedAt_x</th>\n",
       "      <th>region</th>\n",
       "      <th>subscriberCount</th>\n",
       "      <th>videoCount</th>\n",
       "      <th>viewCount_x</th>\n",
       "      <th>...</th>\n",
       "      <th>description_y</th>\n",
       "      <th>publishedAt_y</th>\n",
       "      <th>videoId</th>\n",
       "      <th>thumbnails</th>\n",
       "      <th>videoTitle</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>dislikeCount</th>\n",
       "      <th>likeCount</th>\n",
       "      <th>viewCount_y</th>\n",
       "      <th>titleLen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>In this week's Top Gear, Flintoff gets his han...</td>\n",
       "      <td>2020-10-09 09:35:54</td>\n",
       "      <td>NXX338WY_Lw</td>\n",
       "      <td>https://i.ytimg.com/vi/NXX338WY_Lw/default.jpg</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "      <td>528.000</td>\n",
       "      <td>257.000</td>\n",
       "      <td>5819.000</td>\n",
       "      <td>184447.000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>From the humble new Volkswagen GTI, right down...</td>\n",
       "      <td>2020-10-09 11:21:23</td>\n",
       "      <td>dtHcdU2c71Y</td>\n",
       "      <td>https://i.ytimg.com/vi/dtHcdU2c71Y/default.jpg</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "      <td>568.000</td>\n",
       "      <td>273.000</td>\n",
       "      <td>7136.000</td>\n",
       "      <td>217619.000</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>Here's Chris Harris' take on the rocket-disgui...</td>\n",
       "      <td>2020-10-07 07:40:22</td>\n",
       "      <td>vnrtWe-RAzg</td>\n",
       "      <td>https://i.ytimg.com/vi/vnrtWe-RAzg/default.jpg</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "      <td>1091.000</td>\n",
       "      <td>408.000</td>\n",
       "      <td>10189.000</td>\n",
       "      <td>437777.000</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>16 contenders, 8,553bhp and a festival to reme...</td>\n",
       "      <td>2020-10-06 13:59:38</td>\n",
       "      <td>Ra1F0TsOCPs</td>\n",
       "      <td>https://i.ytimg.com/vi/Ra1F0TsOCPs/default.jpg</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "      <td>579.000</td>\n",
       "      <td>202.000</td>\n",
       "      <td>7126.000</td>\n",
       "      <td>191070.000</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>The 986bhp Ferrari SF90 is, unsurprisingly, no...</td>\n",
       "      <td>2020-10-06 07:36:13</td>\n",
       "      <td>fXysipmTxcQ</td>\n",
       "      <td>https://i.ytimg.com/vi/fXysipmTxcQ/default.jpg</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "      <td>888.000</td>\n",
       "      <td>168.000</td>\n",
       "      <td>9697.000</td>\n",
       "      <td>572569.000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Channel Name                Channel ID         Category  \\\n",
       "0     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "1     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "2     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "3     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "4     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "\n",
       "                channelId_x  \\\n",
       "0  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "1  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "2  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "3  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "4  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "\n",
       "                                       description_x         publishedAt_x  \\\n",
       "0  Welcome to the official home of Top Gear on Yo...  2006-03-27T10:22:50Z   \n",
       "1  Welcome to the official home of Top Gear on Yo...  2006-03-27T10:22:50Z   \n",
       "2  Welcome to the official home of Top Gear on Yo...  2006-03-27T10:22:50Z   \n",
       "3  Welcome to the official home of Top Gear on Yo...  2006-03-27T10:22:50Z   \n",
       "4  Welcome to the official home of Top Gear on Yo...  2006-03-27T10:22:50Z   \n",
       "\n",
       "  region  subscriberCount  videoCount  viewCount_x  ...  \\\n",
       "0     US          7610000        1354   3012156814  ...   \n",
       "1     US          7610000        1354   3012156814  ...   \n",
       "2     US          7610000        1354   3012156814  ...   \n",
       "3     US          7610000        1354   3012156814  ...   \n",
       "4     US          7610000        1354   3012156814  ...   \n",
       "\n",
       "                                       description_y        publishedAt_y  \\\n",
       "0  In this week's Top Gear, Flintoff gets his han...  2020-10-09 09:35:54   \n",
       "1  From the humble new Volkswagen GTI, right down...  2020-10-09 11:21:23   \n",
       "2  Here's Chris Harris' take on the rocket-disgui...  2020-10-07 07:40:22   \n",
       "3  16 contenders, 8,553bhp and a festival to reme...  2020-10-06 13:59:38   \n",
       "4  The 986bhp Ferrari SF90 is, unsurprisingly, no...  2020-10-06 07:36:13   \n",
       "\n",
       "       videoId                                      thumbnails  \\\n",
       "0  NXX338WY_Lw  https://i.ytimg.com/vi/NXX338WY_Lw/default.jpg   \n",
       "1  dtHcdU2c71Y  https://i.ytimg.com/vi/dtHcdU2c71Y/default.jpg   \n",
       "2  vnrtWe-RAzg  https://i.ytimg.com/vi/vnrtWe-RAzg/default.jpg   \n",
       "3  Ra1F0TsOCPs  https://i.ytimg.com/vi/Ra1F0TsOCPs/default.jpg   \n",
       "4  fXysipmTxcQ  https://i.ytimg.com/vi/fXysipmTxcQ/default.jpg   \n",
       "\n",
       "                                          videoTitle commentCount  \\\n",
       "0  PREVIEW: Attempting 200mph in the Jaguar XJ220...      528.000   \n",
       "1  Which car will win Top Gear Speed Week 2020? (...      568.000   \n",
       "2  Chris Harris on... the Ferrari SF90 Stradale |...     1091.000   \n",
       "3  Chris Harris vs 2020’s Best Performance Cars |...      579.000   \n",
       "4  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...      888.000   \n",
       "\n",
       "   dislikeCount  likeCount  viewCount_y  titleLen  \n",
       "0       257.000   5819.000   184447.000        11  \n",
       "1       273.000   7136.000   217619.000        14  \n",
       "2       408.000  10189.000   437777.000         9  \n",
       "3       202.000   7126.000   191070.000        13  \n",
       "4       168.000   9697.000   572569.000        11  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_cat.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Correlation Matrix of numerical variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,8))\n",
    "\n",
    "#Let's verify the correlation of each value\n",
    "sb.heatmap(video_cat[['commentCount','dislikeCount','likeCount','viewCount_y','subscriberCount','titleLen']].corr(), annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Publishing Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "video_cat[\"publishedAt\"]=pd.to_datetime(video_cat[\"publishedAt_y\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "video_cat[\"publish_Year\"]=video_cat[\"publishedAt\"].apply(lambda time:time.year)\n",
    "video_cat[\"publish_Month\"]=video_cat[\"publishedAt\"].apply(lambda time:time.month)\n",
    "video_cat[\"publishedDay\"]=video_cat[\"publishedAt\"].apply(lambda time:time.day)\n",
    "video_cat[\"publish_Day_of_Week\"]=video_cat[\"publishedAt\"].apply(lambda time:time.dayofweek)\n",
    "video_cat[\"Publish_Hour\"]=video_cat[\"publishedAt\"].apply(lambda time:time.hour)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Channel Name</th>\n",
       "      <th>Channel ID</th>\n",
       "      <th>Category</th>\n",
       "      <th>channelId_x</th>\n",
       "      <th>description_x</th>\n",
       "      <th>publishedAt_x</th>\n",
       "      <th>region</th>\n",
       "      <th>subscriberCount</th>\n",
       "      <th>videoCount</th>\n",
       "      <th>viewCount_x</th>\n",
       "      <th>...</th>\n",
       "      <th>dislikeCount</th>\n",
       "      <th>likeCount</th>\n",
       "      <th>viewCount_y</th>\n",
       "      <th>titleLen</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>publish_Year</th>\n",
       "      <th>publish_Month</th>\n",
       "      <th>publishedDay</th>\n",
       "      <th>publish_Day_of_Week</th>\n",
       "      <th>Publish_Hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>257.000</td>\n",
       "      <td>5819.000</td>\n",
       "      <td>184447.000</td>\n",
       "      <td>11</td>\n",
       "      <td>2020-10-09 09:35:54</td>\n",
       "      <td>2020</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>273.000</td>\n",
       "      <td>7136.000</td>\n",
       "      <td>217619.000</td>\n",
       "      <td>14</td>\n",
       "      <td>2020-10-09 11:21:23</td>\n",
       "      <td>2020</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>408.000</td>\n",
       "      <td>10189.000</td>\n",
       "      <td>437777.000</td>\n",
       "      <td>9</td>\n",
       "      <td>2020-10-07 07:40:22</td>\n",
       "      <td>2020</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>202.000</td>\n",
       "      <td>7126.000</td>\n",
       "      <td>191070.000</td>\n",
       "      <td>13</td>\n",
       "      <td>2020-10-06 13:59:38</td>\n",
       "      <td>2020</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>AUTO &amp; VEHICLES</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Welcome to the official home of Top Gear on Yo...</td>\n",
       "      <td>2006-03-27T10:22:50Z</td>\n",
       "      <td>US</td>\n",
       "      <td>7610000</td>\n",
       "      <td>1354</td>\n",
       "      <td>3012156814</td>\n",
       "      <td>...</td>\n",
       "      <td>168.000</td>\n",
       "      <td>9697.000</td>\n",
       "      <td>572569.000</td>\n",
       "      <td>11</td>\n",
       "      <td>2020-10-06 07:36:13</td>\n",
       "      <td>2020</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407088</td>\n",
       "      <td>Drew Binsky</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>Hey guys! My name is Drew Binsky and I make da...</td>\n",
       "      <td>2012-07-26T03:24:35Z</td>\n",
       "      <td>US</td>\n",
       "      <td>1940000</td>\n",
       "      <td>781</td>\n",
       "      <td>379113325</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>155.000</td>\n",
       "      <td>6626.000</td>\n",
       "      <td>5</td>\n",
       "      <td>2015-02-24 08:55:09</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407089</td>\n",
       "      <td>Drew Binsky</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>Hey guys! My name is Drew Binsky and I make da...</td>\n",
       "      <td>2012-07-26T03:24:35Z</td>\n",
       "      <td>US</td>\n",
       "      <td>1940000</td>\n",
       "      <td>781</td>\n",
       "      <td>379113325</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000</td>\n",
       "      <td>105.000</td>\n",
       "      <td>6104.000</td>\n",
       "      <td>6</td>\n",
       "      <td>2015-02-21 13:29:28</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407090</td>\n",
       "      <td>Drew Binsky</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>Hey guys! My name is Drew Binsky and I make da...</td>\n",
       "      <td>2012-07-26T03:24:35Z</td>\n",
       "      <td>US</td>\n",
       "      <td>1940000</td>\n",
       "      <td>781</td>\n",
       "      <td>379113325</td>\n",
       "      <td>...</td>\n",
       "      <td>2.000</td>\n",
       "      <td>132.000</td>\n",
       "      <td>10094.000</td>\n",
       "      <td>9</td>\n",
       "      <td>2015-02-19 05:40:29</td>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407091</td>\n",
       "      <td>Drew Binsky</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>Hey guys! My name is Drew Binsky and I make da...</td>\n",
       "      <td>2012-07-26T03:24:35Z</td>\n",
       "      <td>US</td>\n",
       "      <td>1940000</td>\n",
       "      <td>781</td>\n",
       "      <td>379113325</td>\n",
       "      <td>...</td>\n",
       "      <td>15.000</td>\n",
       "      <td>269.000</td>\n",
       "      <td>9403.000</td>\n",
       "      <td>8</td>\n",
       "      <td>2015-01-30 09:03:03</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407092</td>\n",
       "      <td>Drew Binsky</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>TRAVEL</td>\n",
       "      <td>UC0Ize0RLIbGdH5x4wI45G-A</td>\n",
       "      <td>Hey guys! My name is Drew Binsky and I make da...</td>\n",
       "      <td>2012-07-26T03:24:35Z</td>\n",
       "      <td>US</td>\n",
       "      <td>1940000</td>\n",
       "      <td>781</td>\n",
       "      <td>379113325</td>\n",
       "      <td>...</td>\n",
       "      <td>7.000</td>\n",
       "      <td>135.000</td>\n",
       "      <td>6467.000</td>\n",
       "      <td>6</td>\n",
       "      <td>2015-01-28 14:29:45</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>407093 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Channel Name                Channel ID         Category  \\\n",
       "0          Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "1          Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "2          Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "3          Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "4          Top Gear  UCjOl2AUblVmg2rA_cRgZkFg  AUTO & VEHICLES   \n",
       "...             ...                       ...              ...   \n",
       "407088  Drew Binsky  UC0Ize0RLIbGdH5x4wI45G-A           TRAVEL   \n",
       "407089  Drew Binsky  UC0Ize0RLIbGdH5x4wI45G-A           TRAVEL   \n",
       "407090  Drew Binsky  UC0Ize0RLIbGdH5x4wI45G-A           TRAVEL   \n",
       "407091  Drew Binsky  UC0Ize0RLIbGdH5x4wI45G-A           TRAVEL   \n",
       "407092  Drew Binsky  UC0Ize0RLIbGdH5x4wI45G-A           TRAVEL   \n",
       "\n",
       "                     channelId_x  \\\n",
       "0       UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "1       UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "2       UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "3       UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "4       UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "...                          ...   \n",
       "407088  UC0Ize0RLIbGdH5x4wI45G-A   \n",
       "407089  UC0Ize0RLIbGdH5x4wI45G-A   \n",
       "407090  UC0Ize0RLIbGdH5x4wI45G-A   \n",
       "407091  UC0Ize0RLIbGdH5x4wI45G-A   \n",
       "407092  UC0Ize0RLIbGdH5x4wI45G-A   \n",
       "\n",
       "                                            description_x  \\\n",
       "0       Welcome to the official home of Top Gear on Yo...   \n",
       "1       Welcome to the official home of Top Gear on Yo...   \n",
       "2       Welcome to the official home of Top Gear on Yo...   \n",
       "3       Welcome to the official home of Top Gear on Yo...   \n",
       "4       Welcome to the official home of Top Gear on Yo...   \n",
       "...                                                   ...   \n",
       "407088  Hey guys! My name is Drew Binsky and I make da...   \n",
       "407089  Hey guys! My name is Drew Binsky and I make da...   \n",
       "407090  Hey guys! My name is Drew Binsky and I make da...   \n",
       "407091  Hey guys! My name is Drew Binsky and I make da...   \n",
       "407092  Hey guys! My name is Drew Binsky and I make da...   \n",
       "\n",
       "               publishedAt_x region  subscriberCount  videoCount  viewCount_x  \\\n",
       "0       2006-03-27T10:22:50Z     US          7610000        1354   3012156814   \n",
       "1       2006-03-27T10:22:50Z     US          7610000        1354   3012156814   \n",
       "2       2006-03-27T10:22:50Z     US          7610000        1354   3012156814   \n",
       "3       2006-03-27T10:22:50Z     US          7610000        1354   3012156814   \n",
       "4       2006-03-27T10:22:50Z     US          7610000        1354   3012156814   \n",
       "...                      ...    ...              ...         ...          ...   \n",
       "407088  2012-07-26T03:24:35Z     US          1940000         781    379113325   \n",
       "407089  2012-07-26T03:24:35Z     US          1940000         781    379113325   \n",
       "407090  2012-07-26T03:24:35Z     US          1940000         781    379113325   \n",
       "407091  2012-07-26T03:24:35Z     US          1940000         781    379113325   \n",
       "407092  2012-07-26T03:24:35Z     US          1940000         781    379113325   \n",
       "\n",
       "        ... dislikeCount likeCount viewCount_y titleLen         publishedAt  \\\n",
       "0       ...      257.000  5819.000  184447.000       11 2020-10-09 09:35:54   \n",
       "1       ...      273.000  7136.000  217619.000       14 2020-10-09 11:21:23   \n",
       "2       ...      408.000 10189.000  437777.000        9 2020-10-07 07:40:22   \n",
       "3       ...      202.000  7126.000  191070.000       13 2020-10-06 13:59:38   \n",
       "4       ...      168.000  9697.000  572569.000       11 2020-10-06 07:36:13   \n",
       "...     ...          ...       ...         ...      ...                 ...   \n",
       "407088  ...        1.000   155.000    6626.000        5 2015-02-24 08:55:09   \n",
       "407089  ...        1.000   105.000    6104.000        6 2015-02-21 13:29:28   \n",
       "407090  ...        2.000   132.000   10094.000        9 2015-02-19 05:40:29   \n",
       "407091  ...       15.000   269.000    9403.000        8 2015-01-30 09:03:03   \n",
       "407092  ...        7.000   135.000    6467.000        6 2015-01-28 14:29:45   \n",
       "\n",
       "       publish_Year  publish_Month  publishedDay  publish_Day_of_Week  \\\n",
       "0              2020             10             9                    4   \n",
       "1              2020             10             9                    4   \n",
       "2              2020             10             7                    2   \n",
       "3              2020             10             6                    1   \n",
       "4              2020             10             6                    1   \n",
       "...             ...            ...           ...                  ...   \n",
       "407088         2015              2            24                    1   \n",
       "407089         2015              2            21                    5   \n",
       "407090         2015              2            19                    3   \n",
       "407091         2015              1            30                    4   \n",
       "407092         2015              1            28                    2   \n",
       "\n",
       "        Publish_Hour  \n",
       "0                  9  \n",
       "1                 11  \n",
       "2                  7  \n",
       "3                 13  \n",
       "4                  7  \n",
       "...              ...  \n",
       "407088             8  \n",
       "407089            13  \n",
       "407090             5  \n",
       "407091             9  \n",
       "407092            14  \n",
       "\n",
       "[407093 rows x 27 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dmap1 = {0:'Mon',1:'Tue',2:'Wed',3:'Thu',4:'Fri',5:'Sat',6:'Sun'} #Day of the week\n",
    "video_cat[\"publish_Day_of_Week\"]=video_cat[\"publish_Day_of_Week\"].map(dmap1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            Category publish_Day_of_Week  count\n",
      "0    AUTO & VEHICLES                 Fri   1367\n",
      "1    AUTO & VEHICLES                 Mon    952\n",
      "2    AUTO & VEHICLES                 Sat    549\n",
      "3    AUTO & VEHICLES                 Sun    490\n",
      "4    AUTO & VEHICLES                 Thu   1364\n",
      "..               ...                 ...    ...\n",
      "107           TRAVEL                 Sat    558\n",
      "108           TRAVEL                 Sun    537\n",
      "109           TRAVEL                 Thu    902\n",
      "110           TRAVEL                 Tue    776\n",
      "111           TRAVEL                 Wed    840\n",
      "\n",
      "[112 rows x 3 columns]\n"
     ]
    }
   ],
   "source": [
    "df11=video_cat.groupby([\"Category\",\"publish_Day_of_Week\"])['channelId_x'].size().reset_index(name='count')\n",
    "print(df11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "pivot_df = df11.pivot(index='publish_Day_of_Week', columns='Category', values='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>Category</th>\n",
       "      <th>AUTO &amp; VEHICLES</th>\n",
       "      <th>COMEDY</th>\n",
       "      <th>EDUCATION</th>\n",
       "      <th>ENTERTAINMENT</th>\n",
       "      <th>FILM</th>\n",
       "      <th>GAMING</th>\n",
       "      <th>HOW TO &amp; STYLE</th>\n",
       "      <th>MADE FOR KIDS</th>\n",
       "      <th>MUSIC</th>\n",
       "      <th>NEWS &amp; POLITICS</th>\n",
       "      <th>NONPROFIT &amp; ACTIVISM</th>\n",
       "      <th>PEOPLE &amp; BLOGS</th>\n",
       "      <th>PETS &amp; ANIMALS</th>\n",
       "      <th>SCIENCE &amp; TECHNOLOGY</th>\n",
       "      <th>SPORTS</th>\n",
       "      <th>TRAVEL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>publish_Day_of_Week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Fri</td>\n",
       "      <td>1367</td>\n",
       "      <td>2048</td>\n",
       "      <td>1858</td>\n",
       "      <td>3248</td>\n",
       "      <td>6121</td>\n",
       "      <td>3073</td>\n",
       "      <td>3142</td>\n",
       "      <td>1646</td>\n",
       "      <td>323</td>\n",
       "      <td>27632</td>\n",
       "      <td>3625</td>\n",
       "      <td>2422</td>\n",
       "      <td>1764</td>\n",
       "      <td>1353</td>\n",
       "      <td>8859</td>\n",
       "      <td>886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Mon</td>\n",
       "      <td>952</td>\n",
       "      <td>720</td>\n",
       "      <td>1348</td>\n",
       "      <td>1566</td>\n",
       "      <td>5040</td>\n",
       "      <td>2749</td>\n",
       "      <td>2677</td>\n",
       "      <td>1003</td>\n",
       "      <td>155</td>\n",
       "      <td>24544</td>\n",
       "      <td>4261</td>\n",
       "      <td>1453</td>\n",
       "      <td>2025</td>\n",
       "      <td>928</td>\n",
       "      <td>7780</td>\n",
       "      <td>803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sat</td>\n",
       "      <td>549</td>\n",
       "      <td>1122</td>\n",
       "      <td>606</td>\n",
       "      <td>1606</td>\n",
       "      <td>550</td>\n",
       "      <td>2723</td>\n",
       "      <td>1093</td>\n",
       "      <td>749</td>\n",
       "      <td>94</td>\n",
       "      <td>13220</td>\n",
       "      <td>2150</td>\n",
       "      <td>1512</td>\n",
       "      <td>454</td>\n",
       "      <td>1117</td>\n",
       "      <td>7318</td>\n",
       "      <td>558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sun</td>\n",
       "      <td>490</td>\n",
       "      <td>181</td>\n",
       "      <td>108</td>\n",
       "      <td>819</td>\n",
       "      <td>159</td>\n",
       "      <td>2494</td>\n",
       "      <td>1055</td>\n",
       "      <td>482</td>\n",
       "      <td>89</td>\n",
       "      <td>13387</td>\n",
       "      <td>2274</td>\n",
       "      <td>632</td>\n",
       "      <td>353</td>\n",
       "      <td>624</td>\n",
       "      <td>6022</td>\n",
       "      <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Thu</td>\n",
       "      <td>1364</td>\n",
       "      <td>2008</td>\n",
       "      <td>1717</td>\n",
       "      <td>2948</td>\n",
       "      <td>6722</td>\n",
       "      <td>3159</td>\n",
       "      <td>2772</td>\n",
       "      <td>1338</td>\n",
       "      <td>255</td>\n",
       "      <td>29487</td>\n",
       "      <td>4057</td>\n",
       "      <td>1767</td>\n",
       "      <td>1718</td>\n",
       "      <td>1283</td>\n",
       "      <td>9963</td>\n",
       "      <td>902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tue</td>\n",
       "      <td>1289</td>\n",
       "      <td>1679</td>\n",
       "      <td>1627</td>\n",
       "      <td>2769</td>\n",
       "      <td>5840</td>\n",
       "      <td>2998</td>\n",
       "      <td>3194</td>\n",
       "      <td>1271</td>\n",
       "      <td>250</td>\n",
       "      <td>29040</td>\n",
       "      <td>4127</td>\n",
       "      <td>1657</td>\n",
       "      <td>1848</td>\n",
       "      <td>1331</td>\n",
       "      <td>10985</td>\n",
       "      <td>776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Wed</td>\n",
       "      <td>1237</td>\n",
       "      <td>1612</td>\n",
       "      <td>1396</td>\n",
       "      <td>3016</td>\n",
       "      <td>6432</td>\n",
       "      <td>3098</td>\n",
       "      <td>3030</td>\n",
       "      <td>1284</td>\n",
       "      <td>187</td>\n",
       "      <td>30469</td>\n",
       "      <td>4216</td>\n",
       "      <td>1808</td>\n",
       "      <td>1681</td>\n",
       "      <td>1199</td>\n",
       "      <td>10949</td>\n",
       "      <td>840</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Category             AUTO & VEHICLES  COMEDY  EDUCATION  ENTERTAINMENT  FILM  \\\n",
       "publish_Day_of_Week                                                            \n",
       "Fri                             1367    2048       1858           3248  6121   \n",
       "Mon                              952     720       1348           1566  5040   \n",
       "Sat                              549    1122        606           1606   550   \n",
       "Sun                              490     181        108            819   159   \n",
       "Thu                             1364    2008       1717           2948  6722   \n",
       "Tue                             1289    1679       1627           2769  5840   \n",
       "Wed                             1237    1612       1396           3016  6432   \n",
       "\n",
       "Category             GAMING  HOW TO & STYLE  MADE FOR KIDS  MUSIC  \\\n",
       "publish_Day_of_Week                                                 \n",
       "Fri                    3073            3142           1646    323   \n",
       "Mon                    2749            2677           1003    155   \n",
       "Sat                    2723            1093            749     94   \n",
       "Sun                    2494            1055            482     89   \n",
       "Thu                    3159            2772           1338    255   \n",
       "Tue                    2998            3194           1271    250   \n",
       "Wed                    3098            3030           1284    187   \n",
       "\n",
       "Category             NEWS & POLITICS  NONPROFIT & ACTIVISM  PEOPLE & BLOGS  \\\n",
       "publish_Day_of_Week                                                          \n",
       "Fri                            27632                  3625            2422   \n",
       "Mon                            24544                  4261            1453   \n",
       "Sat                            13220                  2150            1512   \n",
       "Sun                            13387                  2274             632   \n",
       "Thu                            29487                  4057            1767   \n",
       "Tue                            29040                  4127            1657   \n",
       "Wed                            30469                  4216            1808   \n",
       "\n",
       "Category             PETS & ANIMALS  SCIENCE & TECHNOLOGY  SPORTS  TRAVEL  \n",
       "publish_Day_of_Week                                                        \n",
       "Fri                            1764                  1353    8859     886  \n",
       "Mon                            2025                   928    7780     803  \n",
       "Sat                             454                  1117    7318     558  \n",
       "Sun                             353                   624    6022     537  \n",
       "Thu                            1718                  1283    9963     902  \n",
       "Tue                            1848                  1331   10985     776  \n",
       "Wed                            1681                  1199   10949     840  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pivot_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Day of Week')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot1 = pivot_df.plot.bar(stacked=True, colormap = 'tab20')\n",
    "plt.legend(loc='best',bbox_to_anchor=(1.05, 1))\n",
    "plot1.set_ylabel(\"Video Count\", fontsize=10)\n",
    "plot1.set_xlabel(\"Day of Week\", fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df12=video_cat.groupby([\"Category\",\"Publish_Hour\"])['channelId_x'].size().reset_index(name='count')\n",
    "pivot_df2 = df12.pivot(index='Publish_Hour', columns='Category', values='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time of Day')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot2 = pivot_df2.plot.area(colormap = 'tab20')\n",
    "plt.legend(loc='best',bbox_to_anchor=(1.05, 1))\n",
    "plot2.set_ylabel(\"Video Count\", fontsize=10)\n",
    "plot2.set_xlabel(\"Time of Day\", fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "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>Category</th>\n",
       "      <th>publish_Day_of_Week</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>63</td>\n",
       "      <td>NEWS &amp; POLITICS</td>\n",
       "      <td>Fri</td>\n",
       "      <td>27632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64</td>\n",
       "      <td>NEWS &amp; POLITICS</td>\n",
       "      <td>Mon</td>\n",
       "      <td>24544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65</td>\n",
       "      <td>NEWS &amp; POLITICS</td>\n",
       "      <td>Sat</td>\n",
       "      <td>13220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66</td>\n",
       "      <td>NEWS &amp; POLITICS</td>\n",
       "      <td>Sun</td>\n",
       "      <td>13387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67</td>\n",
       "      <td>NEWS &amp; POLITICS</td>\n",
       "      <td>Thu</td>\n",
       "      <td>29487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68</td>\n",
       "      <td>NEWS &amp; POLITICS</td>\n",
       "      <td>Tue</td>\n",
       "      <td>29040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69</td>\n",
       "      <td>NEWS &amp; POLITICS</td>\n",
       "      <td>Wed</td>\n",
       "      <td>30469</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Category publish_Day_of_Week  count\n",
       "63  NEWS & POLITICS                 Fri  27632\n",
       "64  NEWS & POLITICS                 Mon  24544\n",
       "65  NEWS & POLITICS                 Sat  13220\n",
       "66  NEWS & POLITICS                 Sun  13387\n",
       "67  NEWS & POLITICS                 Thu  29487\n",
       "68  NEWS & POLITICS                 Tue  29040\n",
       "69  NEWS & POLITICS                 Wed  30469"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df11[(df11[\"Category\"] == \"NEWS & POLITICS\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Popular Untruncated Words in Titles\n",
    "First 70 characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "shortenTitle = [x[0:70] for x in video_cat['videoTitle']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['PREVIEW: Attempting 200mph in the Jaguar XJ220 | Top Gear: Series 29',\n",
       " 'Which car will win Top Gear Speed Week 2020? (4K) | The Contenders | T',\n",
       " 'Chris Harris on... the Ferrari SF90 Stradale | Top Gear',\n",
       " 'Chris Harris vs 2020’s Best Performance Cars | Top Gear Magazine Speed',\n",
       " 'FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | Top Gear: Series 29']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shortenTitle[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import collections\n",
    "import re\n",
    "import nltk\n",
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "stopwords = nltk.corpus.stopwords.words('english')\n",
    "wordcount = collections.defaultdict(int)\n",
    "pattern = r\"\\W+\"\n",
    "for sent in shortenTitle:\n",
    "    for word in sent.lower().split():\n",
    "        word = re.sub(pattern, ' ', word)\n",
    "        if word not in stopwords:\n",
    "            wordcount[word] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Remove the counted whitespace: (' ', 236120)\n",
      "Most freqent 20 words:\n",
      "trump : 18311\n",
      "news : 18252\n",
      "new : 15046\n",
      "scene : 13223\n",
      "bbc : 10204\n",
      "movieclips : 10201\n",
      "nbc : 9834\n",
      "wwe : 8897\n",
      "kids : 8242\n",
      "movie : 8092\n",
      "top : 7188\n",
      "coronavirus : 6784\n",
      "clip : 6665\n",
      "best : 6585\n",
      "baby : 6561\n",
      "today : 6473\n",
      "vs  : 6457\n",
      "vs : 6251\n",
      "us : 5850\n",
      "5 : 5704\n"
     ]
    }
   ],
   "source": [
    "# printing most common words\n",
    "to_print = 21 # whitespace was counted\n",
    "\n",
    "mc = sorted(wordcount.items(), key=lambda k_v: k_v[1], reverse=True)[:to_print] \n",
    "print(\"Remove the counted whitespace: \" + str(mc[0]))\n",
    "mc = mc[1:]\n",
    "print(\"Most freqent 20 words:\")\n",
    "for word, count in mc:\n",
    "     print(word, \":\", count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw the bar chart\n",
    "mc = dict(mc)\n",
    "names = list(mc.keys())\n",
    "values = list(mc.values())\n",
    "plt.bar(range(len(mc)),values,tick_label=names)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = WordCloud().generate_from_frequencies(wordcount)\n",
    "plt.figure()\n",
    "plt.imshow(wc, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### videos w POS, Sentiment Analysis and Object Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>videoId</th>\n",
       "      <th>sentence</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>polarity</th>\n",
       "      <th>Sentiment_Type</th>\n",
       "      <th>title_structure</th>\n",
       "      <th>first_sent_tag</th>\n",
       "      <th>first_sent_tag_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>NXX338WY_Lw</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PUNCT-VERB-NUM-NOUN-ADP-DET-PROPN-PROPN-...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>dtHcdU2c71Y</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.467</td>\n",
       "      <td>Positive</td>\n",
       "      <td>DET-NOUN-VERB-VERB-PROPN-PROPN-PROPN-PROPN-NUM...</td>\n",
       "      <td>DET</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>vnrtWe-RAzg</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PROPN-ADP-PUNCT-DET-PROPN-PROPN-PROPN-PR...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Ra1F0TsOCPs</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.400</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PROPN-ADP-NUM-PART-PROPN-PROPN-PROPN-PRO...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>fXysipmTxcQ</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PROPN-NOUN-NOUN-PUNCT-PROPN-PROPN-PROPN-...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       videoId                                           sentence  sentiment  \\\n",
       "0  NXX338WY_Lw  PREVIEW: Attempting 200mph in the Jaguar XJ220...      0.500   \n",
       "1  dtHcdU2c71Y  Which car will win Top Gear Speed Week 2020? (...      0.600   \n",
       "2  vnrtWe-RAzg  Chris Harris on... the Ferrari SF90 Stradale |...      0.500   \n",
       "3  Ra1F0TsOCPs  Chris Harris vs 2020’s Best Performance Cars |...      0.750   \n",
       "4  fXysipmTxcQ  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...      0.500   \n",
       "\n",
       "   polarity Sentiment_Type                                    title_structure  \\\n",
       "0     0.500       Positive  PROPN-PUNCT-VERB-NUM-NOUN-ADP-DET-PROPN-PROPN-...   \n",
       "1     0.467       Positive  DET-NOUN-VERB-VERB-PROPN-PROPN-PROPN-PROPN-NUM...   \n",
       "2     0.500       Positive  PROPN-PROPN-ADP-PUNCT-DET-PROPN-PROPN-PROPN-PR...   \n",
       "3     0.400       Positive  PROPN-PROPN-ADP-NUM-PART-PROPN-PROPN-PROPN-PRO...   \n",
       "4     0.500       Positive  PROPN-PROPN-NOUN-NOUN-PUNCT-PROPN-PROPN-PROPN-...   \n",
       "\n",
       "  first_sent_tag  first_sent_tag_label  \n",
       "0          PROPN                    11  \n",
       "1            DET                     5  \n",
       "2          PROPN                    11  \n",
       "3          PROPN                    11  \n",
       "4          PROPN                    11  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SentiPOS.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Join all data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "video_sentiPOS = pd.merge(SentiPOS,video_cat, left_on='videoId', right_on='videoId', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "video_all = pd.merge(video_sentiPOS,ObjD, left_on='videoId', right_on='videoId', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>videoId</th>\n",
       "      <th>sentence</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>polarity</th>\n",
       "      <th>Sentiment_Type</th>\n",
       "      <th>title_structure</th>\n",
       "      <th>first_sent_tag</th>\n",
       "      <th>first_sent_tag_label</th>\n",
       "      <th>Channel Name</th>\n",
       "      <th>Channel ID</th>\n",
       "      <th>...</th>\n",
       "      <th>viewCount_y</th>\n",
       "      <th>titleLen</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>publish_Year</th>\n",
       "      <th>publish_Month</th>\n",
       "      <th>publishedDay</th>\n",
       "      <th>publish_Day_of_Week</th>\n",
       "      <th>Publish_Hour</th>\n",
       "      <th>humanCount</th>\n",
       "      <th>humanPresence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>NXX338WY_Lw</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PUNCT-VERB-NUM-NOUN-ADP-DET-PROPN-PROPN-...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>...</td>\n",
       "      <td>184447.000</td>\n",
       "      <td>11.000</td>\n",
       "      <td>2020-10-09 09:35:54</td>\n",
       "      <td>2020.000</td>\n",
       "      <td>10.000</td>\n",
       "      <td>9.000</td>\n",
       "      <td>Fri</td>\n",
       "      <td>9.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>dtHcdU2c71Y</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.467</td>\n",
       "      <td>Positive</td>\n",
       "      <td>DET-NOUN-VERB-VERB-PROPN-PROPN-PROPN-PROPN-NUM...</td>\n",
       "      <td>DET</td>\n",
       "      <td>5</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>...</td>\n",
       "      <td>217619.000</td>\n",
       "      <td>14.000</td>\n",
       "      <td>2020-10-09 11:21:23</td>\n",
       "      <td>2020.000</td>\n",
       "      <td>10.000</td>\n",
       "      <td>9.000</td>\n",
       "      <td>Fri</td>\n",
       "      <td>11.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>vnrtWe-RAzg</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PROPN-ADP-PUNCT-DET-PROPN-PROPN-PROPN-PR...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>...</td>\n",
       "      <td>437777.000</td>\n",
       "      <td>9.000</td>\n",
       "      <td>2020-10-07 07:40:22</td>\n",
       "      <td>2020.000</td>\n",
       "      <td>10.000</td>\n",
       "      <td>7.000</td>\n",
       "      <td>Wed</td>\n",
       "      <td>7.000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Ra1F0TsOCPs</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.400</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PROPN-ADP-NUM-PART-PROPN-PROPN-PROPN-PRO...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>...</td>\n",
       "      <td>191070.000</td>\n",
       "      <td>13.000</td>\n",
       "      <td>2020-10-06 13:59:38</td>\n",
       "      <td>2020.000</td>\n",
       "      <td>10.000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>Tue</td>\n",
       "      <td>13.000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>fXysipmTxcQ</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.500</td>\n",
       "      <td>Positive</td>\n",
       "      <td>PROPN-PROPN-NOUN-NOUN-PUNCT-PROPN-PROPN-PROPN-...</td>\n",
       "      <td>PROPN</td>\n",
       "      <td>11</td>\n",
       "      <td>Top Gear</td>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>...</td>\n",
       "      <td>572569.000</td>\n",
       "      <td>11.000</td>\n",
       "      <td>2020-10-06 07:36:13</td>\n",
       "      <td>2020.000</td>\n",
       "      <td>10.000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>Tue</td>\n",
       "      <td>7.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       videoId                                           sentence  sentiment  \\\n",
       "0  NXX338WY_Lw  PREVIEW: Attempting 200mph in the Jaguar XJ220...      0.500   \n",
       "1  dtHcdU2c71Y  Which car will win Top Gear Speed Week 2020? (...      0.600   \n",
       "2  vnrtWe-RAzg  Chris Harris on... the Ferrari SF90 Stradale |...      0.500   \n",
       "3  Ra1F0TsOCPs  Chris Harris vs 2020’s Best Performance Cars |...      0.750   \n",
       "4  fXysipmTxcQ  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...      0.500   \n",
       "\n",
       "   polarity Sentiment_Type                                    title_structure  \\\n",
       "0     0.500       Positive  PROPN-PUNCT-VERB-NUM-NOUN-ADP-DET-PROPN-PROPN-...   \n",
       "1     0.467       Positive  DET-NOUN-VERB-VERB-PROPN-PROPN-PROPN-PROPN-NUM...   \n",
       "2     0.500       Positive  PROPN-PROPN-ADP-PUNCT-DET-PROPN-PROPN-PROPN-PR...   \n",
       "3     0.400       Positive  PROPN-PROPN-ADP-NUM-PART-PROPN-PROPN-PROPN-PRO...   \n",
       "4     0.500       Positive  PROPN-PROPN-NOUN-NOUN-PUNCT-PROPN-PROPN-PROPN-...   \n",
       "\n",
       "  first_sent_tag  first_sent_tag_label Channel Name                Channel ID  \\\n",
       "0          PROPN                    11     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "1            DET                     5     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "2          PROPN                    11     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "3          PROPN                    11     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "4          PROPN                    11     Top Gear  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "\n",
       "   ... viewCount_y titleLen         publishedAt publish_Year publish_Month  \\\n",
       "0  ...  184447.000   11.000 2020-10-09 09:35:54     2020.000        10.000   \n",
       "1  ...  217619.000   14.000 2020-10-09 11:21:23     2020.000        10.000   \n",
       "2  ...  437777.000    9.000 2020-10-07 07:40:22     2020.000        10.000   \n",
       "3  ...  191070.000   13.000 2020-10-06 13:59:38     2020.000        10.000   \n",
       "4  ...  572569.000   11.000 2020-10-06 07:36:13     2020.000        10.000   \n",
       "\n",
       "   publishedDay  publish_Day_of_Week  Publish_Hour humanCount humanPresence  \n",
       "0         9.000                  Fri         9.000          0             0  \n",
       "1         9.000                  Fri        11.000          0             0  \n",
       "2         7.000                  Wed         7.000          2             1  \n",
       "3         6.000                  Tue        13.000          1             1  \n",
       "4         6.000                  Tue         7.000          0             0  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_all.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['videoId', 'sentence', 'sentiment', 'polarity', 'Sentiment_Type', 'title_structure', 'first_sent_tag', 'first_sent_tag_label', 'Channel Name', 'Channel ID', 'Category', 'channelId_x', 'description_x', 'publishedAt_x', 'region', 'subscriberCount', 'videoCount', 'viewCount_x', 'channelId_y', 'description_y', 'publishedAt_y', 'thumbnails', 'videoTitle', 'commentCount', 'dislikeCount', 'likeCount', 'viewCount_y', 'titleLen', 'publishedAt', 'publish_Year', 'publish_Month', 'publishedDay', 'publish_Day_of_Week', 'Publish_Hour', 'humanCount', 'humanPresence']\n"
     ]
    }
   ],
   "source": [
    "print(video_all.columns.tolist())\n",
    "#x = channel's\n",
    "#y's = video's"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Object detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Mean')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Mean of Category\n",
    "x1 = video_all.groupby('Category').mean().reset_index()\n",
    "plt.bar(range(len(x1)), x1['humanCount'], color=\"blue\")\n",
    "\n",
    "plt.xticks(range(len(x1)), x1['Category'],rotation=80)\n",
    "plt.ylabel('Mean')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### POS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'POS tag of first word')]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = sb.countplot(y=\"first_sent_tag\", data=video_all,\n",
    "              order=video_all.first_sent_tag.value_counts().iloc[:10].index)\n",
    "ax1.set(ylabel = 'POS tag of first word')   \n",
    "# ax1.set_xticklabels(months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PROPN    206152\n",
       "NOUN      50119\n",
       "ADJ       31698\n",
       "VERB      28181\n",
       "DET       26680\n",
       "NUM       21027\n",
       "ADV       13860\n",
       "PRON      12021\n",
       "PUNCT      7998\n",
       "ADP        3880\n",
       "AUX        2789\n",
       "X          1503\n",
       "INTJ        949\n",
       "SCONJ       902\n",
       "SYM         734\n",
       "PART        127\n",
       "CCONJ        70\n",
       "Name: first_sent_tag, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_all.first_sent_tag.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2721c3e0808>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vid_sentiment = video_all.groupby([\"Category\",\"Sentiment_Type\"])[\"Sentiment_Type\"].count().unstack()\n",
    "vid_sentiment.plot(kind='bar')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}