{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <td>0</td>\n",
       "      <td>2kyS6SvSYSE</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>WE WANT TO TALK ABOUT OUR MARRIAGE</td>\n",
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       "      <td>False</td>\n",
       "      <td>WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http...</td>\n",
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       "      <td>3</td>\n",
       "      <td>puqaWrEC7tY</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Nickelback Lyrics: Real or Fake?</td>\n",
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       "      <td>Today we find out if Link is a Nickelback amat...</td>\n",
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       "      <td>4</td>\n",
       "      <td>d380meD0W0M</td>\n",
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       "      <td>I Dare You: GOING BALD!?</td>\n",
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       "      <td>2017-11-12T18:01:41.000Z</td>\n",
       "      <td>ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...</td>\n",
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       "      <td>False</td>\n",
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       "      <td>The Cat Who Caught the Laser</td>\n",
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       "      <td>15</td>\n",
       "      <td>2018-05-18T13:00:04.000Z</td>\n",
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       "      <td>True Facts : Ant Mutualism</td>\n",
       "      <td>zefrank1</td>\n",
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       "      <td>2018-05-18T01:00:06.000Z</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>40946</td>\n",
       "      <td>D6Oy4LfoqsU</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>I GAVE SAFIYA NYGAARD A PERFECT HAIR MAKEOVER ...</td>\n",
       "      <td>Brad Mondo</td>\n",
       "      <td>24</td>\n",
       "      <td>2018-05-18T17:34:22.000Z</td>\n",
       "      <td>I gave safiya nygaard a perfect hair makeover ...</td>\n",
       "      <td>1066451</td>\n",
       "      <td>48068</td>\n",
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       "      <td>https://i.ytimg.com/vi/D6Oy4LfoqsU/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>40947</td>\n",
       "      <td>oV0zkMe1K8s</td>\n",
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       "      <td>How Black Panther Should Have Ended</td>\n",
       "      <td>How It Should Have Ended</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-17T17:00:04.000Z</td>\n",
       "      <td>Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...</td>\n",
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       "      <td>https://i.ytimg.com/vi/oV0zkMe1K8s/default.jpg</td>\n",
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       "      <td>How Black Panther Should Have EndedWatch More ...</td>\n",
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       "      <td>40948</td>\n",
       "      <td>ooyjaVdt-jA</td>\n",
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       "      <td>Official Call of Duty®: Black Ops 4 — Multipla...</td>\n",
       "      <td>Call of Duty</td>\n",
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       "      <td>2018-05-17T17:09:38.000Z</td>\n",
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       "      <td>https://i.ytimg.com/vi/ooyjaVdt-jA/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Call of Duty: Black Ops 4 Multiplayer raises t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40949 rows × 16 columns</p>\n",
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      ],
      "text/plain": [
       "          video_id trending_date  \\\n",
       "0      2kyS6SvSYSE      17.14.11   \n",
       "1      1ZAPwfrtAFY      17.14.11   \n",
       "2      5qpjK5DgCt4      17.14.11   \n",
       "3      puqaWrEC7tY      17.14.11   \n",
       "4      d380meD0W0M      17.14.11   \n",
       "...            ...           ...   \n",
       "40944  BZt0qjTWNhw      18.14.06   \n",
       "40945  1h7KV2sjUWY      18.14.06   \n",
       "40946  D6Oy4LfoqsU      18.14.06   \n",
       "40947  oV0zkMe1K8s      18.14.06   \n",
       "40948  ooyjaVdt-jA      18.14.06   \n",
       "\n",
       "                                                   title  \\\n",
       "0                     WE WANT TO TALK ABOUT OUR MARRIAGE   \n",
       "1      The Trump Presidency: Last Week Tonight with J...   \n",
       "2      Racist Superman | Rudy Mancuso, King Bach & Le...   \n",
       "3                       Nickelback Lyrics: Real or Fake?   \n",
       "4                               I Dare You: GOING BALD!?   \n",
       "...                                                  ...   \n",
       "40944                       The Cat Who Caught the Laser   \n",
       "40945                         True Facts : Ant Mutualism   \n",
       "40946  I GAVE SAFIYA NYGAARD A PERFECT HAIR MAKEOVER ...   \n",
       "40947                How Black Panther Should Have Ended   \n",
       "40948  Official Call of Duty®: Black Ops 4 — Multipla...   \n",
       "\n",
       "                  channel_title  category_id              publish_time  \\\n",
       "0                  CaseyNeistat           22  2017-11-13T17:13:01.000Z   \n",
       "1               LastWeekTonight           24  2017-11-13T07:30:00.000Z   \n",
       "2                  Rudy Mancuso           23  2017-11-12T19:05:24.000Z   \n",
       "3         Good Mythical Morning           24  2017-11-13T11:00:04.000Z   \n",
       "4                      nigahiga           24  2017-11-12T18:01:41.000Z   \n",
       "...                         ...          ...                       ...   \n",
       "40944             AaronsAnimals           15  2018-05-18T13:00:04.000Z   \n",
       "40945                  zefrank1           22  2018-05-18T01:00:06.000Z   \n",
       "40946                Brad Mondo           24  2018-05-18T17:34:22.000Z   \n",
       "40947  How It Should Have Ended            1  2018-05-17T17:00:04.000Z   \n",
       "40948              Call of Duty           20  2018-05-17T17:09:38.000Z   \n",
       "\n",
       "                                                    tags     views   likes  \\\n",
       "0                                        SHANtell martin    748374   57527   \n",
       "1      last week tonight trump presidency|\"last week ...   2418783   97185   \n",
       "2      racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"...   3191434  146033   \n",
       "3      rhett and link|\"gmm\"|\"good mythical morning\"|\"...    343168   10172   \n",
       "4      ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...   2095731  132235   \n",
       "...                                                  ...       ...     ...   \n",
       "40944  aarons animals|\"aarons\"|\"animals\"|\"cat\"|\"cats\"...   1685609   38160   \n",
       "40945                                             [none]   1064798   60008   \n",
       "40946  I gave safiya nygaard a perfect hair makeover ...   1066451   48068   \n",
       "40947  Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...   5660813  192957   \n",
       "40948      call of duty|\"cod\"|\"activision\"|\"Black Ops 4\"  10306119  357079   \n",
       "\n",
       "       dislikes  comment_count  \\\n",
       "0          2966          15954   \n",
       "1          6146          12703   \n",
       "2          5339           8181   \n",
       "3           666           2146   \n",
       "4          1989          17518   \n",
       "...         ...            ...   \n",
       "40944      1385           2657   \n",
       "40945       382           3936   \n",
       "40946      1032           3992   \n",
       "40947      2846          13088   \n",
       "40948    212976         144795   \n",
       "\n",
       "                                       thumbnail_link  comments_disabled  \\\n",
       "0      https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg              False   \n",
       "1      https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg              False   \n",
       "2      https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg              False   \n",
       "3      https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg              False   \n",
       "4      https://i.ytimg.com/vi/d380meD0W0M/default.jpg              False   \n",
       "...                                               ...                ...   \n",
       "40944  https://i.ytimg.com/vi/BZt0qjTWNhw/default.jpg              False   \n",
       "40945  https://i.ytimg.com/vi/1h7KV2sjUWY/default.jpg              False   \n",
       "40946  https://i.ytimg.com/vi/D6Oy4LfoqsU/default.jpg              False   \n",
       "40947  https://i.ytimg.com/vi/oV0zkMe1K8s/default.jpg              False   \n",
       "40948  https://i.ytimg.com/vi/ooyjaVdt-jA/default.jpg              False   \n",
       "\n",
       "       ratings_disabled  video_error_or_removed  \\\n",
       "0                 False                   False   \n",
       "1                 False                   False   \n",
       "2                 False                   False   \n",
       "3                 False                   False   \n",
       "4                 False                   False   \n",
       "...                 ...                     ...   \n",
       "40944             False                   False   \n",
       "40945             False                   False   \n",
       "40946             False                   False   \n",
       "40947             False                   False   \n",
       "40948             False                   False   \n",
       "\n",
       "                                             description  \n",
       "0      SHANTELL'S CHANNEL - https://www.youtube.com/s...  \n",
       "1      One year after the presidential election, John...  \n",
       "2      WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http...  \n",
       "3      Today we find out if Link is a Nickelback amat...  \n",
       "4      I know it's been a while since we did this sho...  \n",
       "...                                                  ...  \n",
       "40944     The Cat Who Caught the Laser - Aaron's Animals  \n",
       "40945                                                NaN  \n",
       "40946  I had so much fun transforming Safiyas hair in...  \n",
       "40947  How Black Panther Should Have EndedWatch More ...  \n",
       "40948  Call of Duty: Black Ops 4 Multiplayer raises t...  \n",
       "\n",
       "[40949 rows x 16 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame = pandas.read_csv('USvideos.csv')\n",
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_id</th>\n",
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       "      <th>title</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2kyS6SvSYSE</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>WE WANT TO TALK ABOUT OUR MARRIAGE</td>\n",
       "      <td>CaseyNeistat</td>\n",
       "      <td>22</td>\n",
       "      <td>2017-11-13T17:13:01.000Z</td>\n",
       "      <td>SHANtell martin</td>\n",
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       "      <td>15954</td>\n",
       "      <td>https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>SHANTELL'S CHANNEL - https://www.youtube.com/s...</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1ZAPwfrtAFY</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>The Trump Presidency: Last Week Tonight with J...</td>\n",
       "      <td>LastWeekTonight</td>\n",
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       "      <td>97185</td>\n",
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       "      <td>12703</td>\n",
       "      <td>https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>One year after the presidential election, John...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>5qpjK5DgCt4</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Racist Superman | Rudy Mancuso, King Bach &amp; Le...</td>\n",
       "      <td>Rudy Mancuso</td>\n",
       "      <td>23</td>\n",
       "      <td>2017-11-12T19:05:24.000Z</td>\n",
       "      <td>racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"...</td>\n",
       "      <td>3191434</td>\n",
       "      <td>146033</td>\n",
       "      <td>5339</td>\n",
       "      <td>8181</td>\n",
       "      <td>https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>d380meD0W0M</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>I Dare You: GOING BALD!?</td>\n",
       "      <td>nigahiga</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-12T18:01:41.000Z</td>\n",
       "      <td>ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...</td>\n",
       "      <td>2095731</td>\n",
       "      <td>132235</td>\n",
       "      <td>1989</td>\n",
       "      <td>17518</td>\n",
       "      <td>https://i.ytimg.com/vi/d380meD0W0M/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I know it's been a while since we did this sho...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>5E4ZBSInqUU</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Marshmello - Blocks (Official Music Video)</td>\n",
       "      <td>marshmello</td>\n",
       "      <td>10</td>\n",
       "      <td>2017-11-13T17:00:00.000Z</td>\n",
       "      <td>marshmello|\"blocks\"|\"marshmello blocks\"|\"block...</td>\n",
       "      <td>687582</td>\n",
       "      <td>114188</td>\n",
       "      <td>1333</td>\n",
       "      <td>8371</td>\n",
       "      <td>https://i.ytimg.com/vi/5E4ZBSInqUU/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>WATCH SILENCE MUSIC VIDEO ▶ https://youtu.be/T...</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",
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       "    <tr>\n",
       "      <td>40942</td>\n",
       "      <td>ju_inUnrLc4</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>Fifth Harmony - Don't Say You Love Me</td>\n",
       "      <td>FifthHarmonyVEVO</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T07:00:08.000Z</td>\n",
       "      <td>fifth hamony|\"harmonizers\"|\"lauren\"|\"ally\"|\"no...</td>\n",
       "      <td>23502572</td>\n",
       "      <td>676467</td>\n",
       "      <td>15993</td>\n",
       "      <td>52432</td>\n",
       "      <td>https://i.ytimg.com/vi/ju_inUnrLc4/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Fifth Harmony available at iTunes http://smart...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40943</td>\n",
       "      <td>1PhPYr_9zRY</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>BTS Plays With Puppies While Answering Fan Que...</td>\n",
       "      <td>BuzzFeed Celeb</td>\n",
       "      <td>22</td>\n",
       "      <td>2018-05-18T16:39:29.000Z</td>\n",
       "      <td>BuzzFeed|\"BuzzFeedVideo\"|\"Puppy Interview\"|\"pu...</td>\n",
       "      <td>8259128</td>\n",
       "      <td>645888</td>\n",
       "      <td>4052</td>\n",
       "      <td>62610</td>\n",
       "      <td>https://i.ytimg.com/vi/1PhPYr_9zRY/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS with the PPS, the puppies. These adorable ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40945</td>\n",
       "      <td>1h7KV2sjUWY</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>True Facts : Ant Mutualism</td>\n",
       "      <td>zefrank1</td>\n",
       "      <td>22</td>\n",
       "      <td>2018-05-18T01:00:06.000Z</td>\n",
       "      <td>[none]</td>\n",
       "      <td>1064798</td>\n",
       "      <td>60008</td>\n",
       "      <td>382</td>\n",
       "      <td>3936</td>\n",
       "      <td>https://i.ytimg.com/vi/1h7KV2sjUWY/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40947</td>\n",
       "      <td>oV0zkMe1K8s</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>How Black Panther Should Have Ended</td>\n",
       "      <td>How It Should Have Ended</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-17T17:00:04.000Z</td>\n",
       "      <td>Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...</td>\n",
       "      <td>5660813</td>\n",
       "      <td>192957</td>\n",
       "      <td>2846</td>\n",
       "      <td>13088</td>\n",
       "      <td>https://i.ytimg.com/vi/oV0zkMe1K8s/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>How Black Panther Should Have EndedWatch More ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40948</td>\n",
       "      <td>ooyjaVdt-jA</td>\n",
       "      <td>18.14.06</td>\n",
       "      <td>Official Call of Duty®: Black Ops 4 — Multipla...</td>\n",
       "      <td>Call of Duty</td>\n",
       "      <td>20</td>\n",
       "      <td>2018-05-17T17:09:38.000Z</td>\n",
       "      <td>call of duty|\"cod\"|\"activision\"|\"Black Ops 4\"</td>\n",
       "      <td>10306119</td>\n",
       "      <td>357079</td>\n",
       "      <td>212976</td>\n",
       "      <td>144795</td>\n",
       "      <td>https://i.ytimg.com/vi/ooyjaVdt-jA/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Call of Duty: Black Ops 4 Multiplayer raises t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11065 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          video_id trending_date  \\\n",
       "0      2kyS6SvSYSE      17.14.11   \n",
       "1      1ZAPwfrtAFY      17.14.11   \n",
       "2      5qpjK5DgCt4      17.14.11   \n",
       "4      d380meD0W0M      17.14.11   \n",
       "12     5E4ZBSInqUU      17.14.11   \n",
       "...            ...           ...   \n",
       "40942  ju_inUnrLc4      18.14.06   \n",
       "40943  1PhPYr_9zRY      18.14.06   \n",
       "40945  1h7KV2sjUWY      18.14.06   \n",
       "40947  oV0zkMe1K8s      18.14.06   \n",
       "40948  ooyjaVdt-jA      18.14.06   \n",
       "\n",
       "                                                   title  \\\n",
       "0                     WE WANT TO TALK ABOUT OUR MARRIAGE   \n",
       "1      The Trump Presidency: Last Week Tonight with J...   \n",
       "2      Racist Superman | Rudy Mancuso, King Bach & Le...   \n",
       "4                               I Dare You: GOING BALD!?   \n",
       "12            Marshmello - Blocks (Official Music Video)   \n",
       "...                                                  ...   \n",
       "40942              Fifth Harmony - Don't Say You Love Me   \n",
       "40943  BTS Plays With Puppies While Answering Fan Que...   \n",
       "40945                         True Facts : Ant Mutualism   \n",
       "40947                How Black Panther Should Have Ended   \n",
       "40948  Official Call of Duty®: Black Ops 4 — Multipla...   \n",
       "\n",
       "                  channel_title  category_id              publish_time  \\\n",
       "0                  CaseyNeistat           22  2017-11-13T17:13:01.000Z   \n",
       "1               LastWeekTonight           24  2017-11-13T07:30:00.000Z   \n",
       "2                  Rudy Mancuso           23  2017-11-12T19:05:24.000Z   \n",
       "4                      nigahiga           24  2017-11-12T18:01:41.000Z   \n",
       "12                   marshmello           10  2017-11-13T17:00:00.000Z   \n",
       "...                         ...          ...                       ...   \n",
       "40942          FifthHarmonyVEVO           10  2018-05-18T07:00:08.000Z   \n",
       "40943            BuzzFeed Celeb           22  2018-05-18T16:39:29.000Z   \n",
       "40945                  zefrank1           22  2018-05-18T01:00:06.000Z   \n",
       "40947  How It Should Have Ended            1  2018-05-17T17:00:04.000Z   \n",
       "40948              Call of Duty           20  2018-05-17T17:09:38.000Z   \n",
       "\n",
       "                                                    tags     views   likes  \\\n",
       "0                                        SHANtell martin    748374   57527   \n",
       "1      last week tonight trump presidency|\"last week ...   2418783   97185   \n",
       "2      racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"...   3191434  146033   \n",
       "4      ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"...   2095731  132235   \n",
       "12     marshmello|\"blocks\"|\"marshmello blocks\"|\"block...    687582  114188   \n",
       "...                                                  ...       ...     ...   \n",
       "40942  fifth hamony|\"harmonizers\"|\"lauren\"|\"ally\"|\"no...  23502572  676467   \n",
       "40943  BuzzFeed|\"BuzzFeedVideo\"|\"Puppy Interview\"|\"pu...   8259128  645888   \n",
       "40945                                             [none]   1064798   60008   \n",
       "40947  Black Panther|\"HISHE\"|\"Marvel\"|\"Infinity War\"|...   5660813  192957   \n",
       "40948      call of duty|\"cod\"|\"activision\"|\"Black Ops 4\"  10306119  357079   \n",
       "\n",
       "       dislikes  comment_count  \\\n",
       "0          2966          15954   \n",
       "1          6146          12703   \n",
       "2          5339           8181   \n",
       "4          1989          17518   \n",
       "12         1333           8371   \n",
       "...         ...            ...   \n",
       "40942     15993          52432   \n",
       "40943      4052          62610   \n",
       "40945       382           3936   \n",
       "40947      2846          13088   \n",
       "40948    212976         144795   \n",
       "\n",
       "                                       thumbnail_link  comments_disabled  \\\n",
       "0      https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg              False   \n",
       "1      https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg              False   \n",
       "2      https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg              False   \n",
       "4      https://i.ytimg.com/vi/d380meD0W0M/default.jpg              False   \n",
       "12     https://i.ytimg.com/vi/5E4ZBSInqUU/default.jpg              False   \n",
       "...                                               ...                ...   \n",
       "40942  https://i.ytimg.com/vi/ju_inUnrLc4/default.jpg              False   \n",
       "40943  https://i.ytimg.com/vi/1PhPYr_9zRY/default.jpg              False   \n",
       "40945  https://i.ytimg.com/vi/1h7KV2sjUWY/default.jpg              False   \n",
       "40947  https://i.ytimg.com/vi/oV0zkMe1K8s/default.jpg              False   \n",
       "40948  https://i.ytimg.com/vi/ooyjaVdt-jA/default.jpg              False   \n",
       "\n",
       "       ratings_disabled  video_error_or_removed  \\\n",
       "0                 False                   False   \n",
       "1                 False                   False   \n",
       "2                 False                   False   \n",
       "4                 False                   False   \n",
       "12                False                   False   \n",
       "...                 ...                     ...   \n",
       "40942             False                   False   \n",
       "40943             False                   False   \n",
       "40945             False                   False   \n",
       "40947             False                   False   \n",
       "40948             False                   False   \n",
       "\n",
       "                                             description  \n",
       "0      SHANTELL'S CHANNEL - https://www.youtube.com/s...  \n",
       "1      One year after the presidential election, John...  \n",
       "2      WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http...  \n",
       "4      I know it's been a while since we did this sho...  \n",
       "12     WATCH SILENCE MUSIC VIDEO ▶ https://youtu.be/T...  \n",
       "...                                                  ...  \n",
       "40942  Fifth Harmony available at iTunes http://smart...  \n",
       "40943  BTS with the PPS, the puppies. These adorable ...  \n",
       "40945                                                NaN  \n",
       "40947  How Black Panther Should Have EndedWatch More ...  \n",
       "40948  Call of Duty: Black Ops 4 Multiplayer raises t...  \n",
       "\n",
       "[11065 rows x 16 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 喜欢数5W以上的视频\n",
    "frame[frame.likes>50000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2618681277"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 喜欢数5W以上的视频的总和\n",
    "frame[frame.likes>50000].likes.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_id</th>\n",
       "      <th>trending_date</th>\n",
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       "      <th>channel_title</th>\n",
       "      <th>category_id</th>\n",
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       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
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       "      <td>38072</td>\n",
       "      <td>7C2z4GqqS5E</td>\n",
       "      <td>18.31.05</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
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       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
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       "      <td>10</td>\n",
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       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
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       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...</td>\n",
       "      <td>107756615</td>\n",
       "      <td>5439015</td>\n",
       "      <td>194172</td>\n",
       "      <td>1197130</td>\n",
       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37247</td>\n",
       "      <td>7C2z4GqqS5E</td>\n",
       "      <td>18.27.05</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...</td>\n",
       "      <td>103786733</td>\n",
       "      <td>5386959</td>\n",
       "      <td>190567</td>\n",
       "      <td>1189456</td>\n",
       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37031</td>\n",
       "      <td>7C2z4GqqS5E</td>\n",
       "      <td>18.26.05</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...</td>\n",
       "      <td>98637739</td>\n",
       "      <td>5321402</td>\n",
       "      <td>186331</td>\n",
       "      <td>1165350</td>\n",
       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36816</td>\n",
       "      <td>7C2z4GqqS5E</td>\n",
       "      <td>18.25.05</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...</td>\n",
       "      <td>92054928</td>\n",
       "      <td>5232318</td>\n",
       "      <td>179451</td>\n",
       "      <td>1163977</td>\n",
       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36611</td>\n",
       "      <td>7C2z4GqqS5E</td>\n",
       "      <td>18.24.05</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...</td>\n",
       "      <td>87430865</td>\n",
       "      <td>5150831</td>\n",
       "      <td>172570</td>\n",
       "      <td>1142269</td>\n",
       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36397</td>\n",
       "      <td>7C2z4GqqS5E</td>\n",
       "      <td>18.23.05</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...</td>\n",
       "      <td>80738011</td>\n",
       "      <td>5053329</td>\n",
       "      <td>165853</td>\n",
       "      <td>1114809</td>\n",
       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          video_id trending_date                                title  \\\n",
       "38273  7C2z4GqqS5E      18.01.06  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "38072  7C2z4GqqS5E      18.31.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "37861  7C2z4GqqS5E      18.30.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "37655  7C2z4GqqS5E      18.29.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "37453  7C2z4GqqS5E      18.28.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "37247  7C2z4GqqS5E      18.27.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "37031  7C2z4GqqS5E      18.26.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "36816  7C2z4GqqS5E      18.25.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "36611  7C2z4GqqS5E      18.24.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "36397  7C2z4GqqS5E      18.23.05  BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "\n",
       "      channel_title  category_id              publish_time  \\\n",
       "38273       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "38072       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "37861       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "37655       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "37453       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "37247       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "37031       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "36816       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "36611       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "36397       ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "\n",
       "                                                    tags      views    likes  \\\n",
       "38273  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...  123010920  5613827   \n",
       "38072  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...  121219886  5595203   \n",
       "37861  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...  115664850  5530568   \n",
       "37655  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...  111882133  5486349   \n",
       "37453  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...  107756615  5439015   \n",
       "37247  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...  103786733  5386959   \n",
       "37031  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...   98637739  5321402   \n",
       "36816  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...   92054928  5232318   \n",
       "36611  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...   87430865  5150831   \n",
       "36397  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"FAK...   80738011  5053329   \n",
       "\n",
       "       dislikes  comment_count  \\\n",
       "38273    206892        1228655   \n",
       "38072    205565        1225326   \n",
       "37861    200995        1213172   \n",
       "37655    197638        1204867   \n",
       "37453    194172        1197130   \n",
       "37247    190567        1189456   \n",
       "37031    186331        1165350   \n",
       "36816    179451        1163977   \n",
       "36611    172570        1142269   \n",
       "36397    165853        1114809   \n",
       "\n",
       "                                       thumbnail_link  comments_disabled  \\\n",
       "38273  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "38072  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "37861  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "37655  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "37453  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "37247  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "37031  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "36816  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "36611  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "36397  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "\n",
       "       ratings_disabled  video_error_or_removed  \\\n",
       "38273             False                   False   \n",
       "38072             False                   False   \n",
       "37861             False                   False   \n",
       "37655             False                   False   \n",
       "37453             False                   False   \n",
       "37247             False                   False   \n",
       "37031             False                   False   \n",
       "36816             False                   False   \n",
       "36611             False                   False   \n",
       "36397             False                   False   \n",
       "\n",
       "                                             description  \n",
       "38273  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "38072  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "37861  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "37655  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "37453  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "37247  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "37031  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "36816  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "36611  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "36397  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 喜欢数Top10视频\n",
    "frame.sort_values('likes', ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>video_id</th>\n",
       "      <th>trending_date</th>\n",
       "      <th>title</th>\n",
       "      <th>channel_title</th>\n",
       "      <th>category_id</th>\n",
       "      <th>publish_time</th>\n",
       "      <th>tags</th>\n",
       "      <th>views</th>\n",
       "      <th>likes</th>\n",
       "      <th>dislikes</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>thumbnail_link</th>\n",
       "      <th>comments_disabled</th>\n",
       "      <th>ratings_disabled</th>\n",
       "      <th>video_error_or_removed</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>35550</td>\n",
       "      <td>7C2z4GqqS5E</td>\n",
       "      <td>18.19.05</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-18T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"</td>\n",
       "      <td>39349927</td>\n",
       "      <td>3880071</td>\n",
       "      <td>72707</td>\n",
       "      <td>692305</td>\n",
       "      <td>https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2201</td>\n",
       "      <td>kTlv5_Bs8aw</td>\n",
       "      <td>17.25.11</td>\n",
       "      <td>BTS (방탄소년단) 'MIC Drop (Steve Aoki Remix)' Offi...</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2017-11-24T09:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"</td>\n",
       "      <td>13945717</td>\n",
       "      <td>2055137</td>\n",
       "      <td>23888</td>\n",
       "      <td>395562</td>\n",
       "      <td>https://i.ytimg.com/vi/kTlv5_Bs8aw/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'MIC Drop (Steve Aoki Remix)' Offi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21173</td>\n",
       "      <td>OK3GJ0WIQ8s</td>\n",
       "      <td>18.02.03</td>\n",
       "      <td>j-hope 'Daydream (백일몽)' MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-03-01T15:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"</td>\n",
       "      <td>10695328</td>\n",
       "      <td>2050527</td>\n",
       "      <td>14711</td>\n",
       "      <td>387384</td>\n",
       "      <td>https://i.ytimg.com/vi/OK3GJ0WIQ8s/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>j-hope 'Daydream (백일몽)'\\n\\n\\nj-hope's 'Daydrea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33151</td>\n",
       "      <td>p8npDG2ulKQ</td>\n",
       "      <td>18.07.05</td>\n",
       "      <td>BTS (방탄소년단) LOVE YOURSELF 轉 Tear 'Singularity'...</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-06T15:00:02.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"</td>\n",
       "      <td>10666323</td>\n",
       "      <td>1956202</td>\n",
       "      <td>13966</td>\n",
       "      <td>285583</td>\n",
       "      <td>https://i.ytimg.com/vi/p8npDG2ulKQ/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) LOVE YOURSELF 轉 Tear 'Singularity'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3200</td>\n",
       "      <td>6ZfuNTqbHE8</td>\n",
       "      <td>17.30.11</td>\n",
       "      <td>Marvel Studios' Avengers: Infinity War Officia...</td>\n",
       "      <td>Marvel Entertainment</td>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-29T13:26:24.000Z</td>\n",
       "      <td>marvel|\"comics\"|\"comic books\"|\"nerdy\"|\"geeky\"|...</td>\n",
       "      <td>37736281</td>\n",
       "      <td>1735895</td>\n",
       "      <td>21969</td>\n",
       "      <td>241237</td>\n",
       "      <td>https://i.ytimg.com/vi/6ZfuNTqbHE8/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>There was an idea… Avengers: Infinity War. In ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70</td>\n",
       "      <td>2Vv-BfVoq4g</td>\n",
       "      <td>17.14.11</td>\n",
       "      <td>Ed Sheeran - Perfect (Official Music Video)</td>\n",
       "      <td>Ed Sheeran</td>\n",
       "      <td>10</td>\n",
       "      <td>2017-11-09T11:04:14.000Z</td>\n",
       "      <td>edsheeran|\"ed sheeran\"|\"acoustic\"|\"live\"|\"cove...</td>\n",
       "      <td>33523622</td>\n",
       "      <td>1634124</td>\n",
       "      <td>21082</td>\n",
       "      <td>85067</td>\n",
       "      <td>https://i.ytimg.com/vi/2Vv-BfVoq4g/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>🎧: https://ad.gt/yt-perfect\\n💰: https://atlant...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28156</td>\n",
       "      <td>kX0vO4vlJuU</td>\n",
       "      <td>18.06.04</td>\n",
       "      <td>BTS (방탄소년단) 'Euphoria : Theme of LOVE YOURSELF...</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-04-05T15:00:05.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"</td>\n",
       "      <td>7518332</td>\n",
       "      <td>1572997</td>\n",
       "      <td>8113</td>\n",
       "      <td>180262</td>\n",
       "      <td>https://i.ytimg.com/vi/kX0vO4vlJuU/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'Euphoria : Theme of LOVE YOURSELF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38352</td>\n",
       "      <td>D_6QmL6rExk</td>\n",
       "      <td>18.02.06</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV (Extended ...</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-06-01T15:00:01.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"fak...</td>\n",
       "      <td>5884233</td>\n",
       "      <td>1437859</td>\n",
       "      <td>6390</td>\n",
       "      <td>134721</td>\n",
       "      <td>https://i.ytimg.com/vi/D_6QmL6rExk/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BTS (방탄소년단) 'FAKE LOVE' Official MV (Extended ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33351</td>\n",
       "      <td>VYOjWnS4cMY</td>\n",
       "      <td>18.08.05</td>\n",
       "      <td>Childish Gambino - This Is America (Official V...</td>\n",
       "      <td>ChildishGambinoVEVO</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-06T04:00:07.000Z</td>\n",
       "      <td>Childish Gambino|\"Rap\"|\"This Is America\"|\"mcDJ...</td>\n",
       "      <td>31648454</td>\n",
       "      <td>1405355</td>\n",
       "      <td>51547</td>\n",
       "      <td>149473</td>\n",
       "      <td>https://i.ytimg.com/vi/VYOjWnS4cMY/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>“This is America” by Childish Gambino http://s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22174</td>\n",
       "      <td>8O_MwlZ2dEg</td>\n",
       "      <td>18.07.03</td>\n",
       "      <td>j-hope 'Airplane' MV</td>\n",
       "      <td>ibighit</td>\n",
       "      <td>10</td>\n",
       "      <td>2018-03-06T15:00:10.000Z</td>\n",
       "      <td>BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"</td>\n",
       "      <td>5275672</td>\n",
       "      <td>1401915</td>\n",
       "      <td>6268</td>\n",
       "      <td>158127</td>\n",
       "      <td>https://i.ytimg.com/vi/8O_MwlZ2dEg/default.jpg</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>j-hope 'Airplane' MV\\n\\n\\n\\nj-hope - 'Hope Wor...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          video_id trending_date  \\\n",
       "35550  7C2z4GqqS5E      18.19.05   \n",
       "2201   kTlv5_Bs8aw      17.25.11   \n",
       "21173  OK3GJ0WIQ8s      18.02.03   \n",
       "33151  p8npDG2ulKQ      18.07.05   \n",
       "3200   6ZfuNTqbHE8      17.30.11   \n",
       "70     2Vv-BfVoq4g      17.14.11   \n",
       "28156  kX0vO4vlJuU      18.06.04   \n",
       "38352  D_6QmL6rExk      18.02.06   \n",
       "33351  VYOjWnS4cMY      18.08.05   \n",
       "22174  8O_MwlZ2dEg      18.07.03   \n",
       "\n",
       "                                                   title  \\\n",
       "35550                BTS (방탄소년단) 'FAKE LOVE' Official MV   \n",
       "2201   BTS (방탄소년단) 'MIC Drop (Steve Aoki Remix)' Offi...   \n",
       "21173                         j-hope 'Daydream (백일몽)' MV   \n",
       "33151  BTS (방탄소년단) LOVE YOURSELF 轉 Tear 'Singularity'...   \n",
       "3200   Marvel Studios' Avengers: Infinity War Officia...   \n",
       "70           Ed Sheeran - Perfect (Official Music Video)   \n",
       "28156  BTS (방탄소년단) 'Euphoria : Theme of LOVE YOURSELF...   \n",
       "38352  BTS (방탄소년단) 'FAKE LOVE' Official MV (Extended ...   \n",
       "33351  Childish Gambino - This Is America (Official V...   \n",
       "22174                               j-hope 'Airplane' MV   \n",
       "\n",
       "              channel_title  category_id              publish_time  \\\n",
       "35550               ibighit           10  2018-05-18T09:00:02.000Z   \n",
       "2201                ibighit           10  2017-11-24T09:00:02.000Z   \n",
       "21173               ibighit           10  2018-03-01T15:00:02.000Z   \n",
       "33151               ibighit           10  2018-05-06T15:00:02.000Z   \n",
       "3200   Marvel Entertainment           24  2017-11-29T13:26:24.000Z   \n",
       "70               Ed Sheeran           10  2017-11-09T11:04:14.000Z   \n",
       "28156               ibighit           10  2018-04-05T15:00:05.000Z   \n",
       "38352               ibighit           10  2018-06-01T15:00:01.000Z   \n",
       "33351   ChildishGambinoVEVO           10  2018-05-06T04:00:07.000Z   \n",
       "22174               ibighit           10  2018-03-06T15:00:10.000Z   \n",
       "\n",
       "                                                    tags     views    likes  \\\n",
       "35550          BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"  39349927  3880071   \n",
       "2201           BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"  13945717  2055137   \n",
       "21173          BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"  10695328  2050527   \n",
       "33151          BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"  10666323  1956202   \n",
       "3200   marvel|\"comics\"|\"comic books\"|\"nerdy\"|\"geeky\"|...  37736281  1735895   \n",
       "70     edsheeran|\"ed sheeran\"|\"acoustic\"|\"live\"|\"cove...  33523622  1634124   \n",
       "28156          BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"   7518332  1572997   \n",
       "38352  BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"|\"fak...   5884233  1437859   \n",
       "33351  Childish Gambino|\"Rap\"|\"This Is America\"|\"mcDJ...  31648454  1405355   \n",
       "22174          BIGHIT|\"빅히트\"|\"방탄소년단\"|\"BTS\"|\"BANGTAN\"|\"방탄\"   5275672  1401915   \n",
       "\n",
       "       dislikes  comment_count  \\\n",
       "35550     72707         692305   \n",
       "2201      23888         395562   \n",
       "21173     14711         387384   \n",
       "33151     13966         285583   \n",
       "3200      21969         241237   \n",
       "70        21082          85067   \n",
       "28156      8113         180262   \n",
       "38352      6390         134721   \n",
       "33351     51547         149473   \n",
       "22174      6268         158127   \n",
       "\n",
       "                                       thumbnail_link  comments_disabled  \\\n",
       "35550  https://i.ytimg.com/vi/7C2z4GqqS5E/default.jpg              False   \n",
       "2201   https://i.ytimg.com/vi/kTlv5_Bs8aw/default.jpg              False   \n",
       "21173  https://i.ytimg.com/vi/OK3GJ0WIQ8s/default.jpg              False   \n",
       "33151  https://i.ytimg.com/vi/p8npDG2ulKQ/default.jpg              False   \n",
       "3200   https://i.ytimg.com/vi/6ZfuNTqbHE8/default.jpg              False   \n",
       "70     https://i.ytimg.com/vi/2Vv-BfVoq4g/default.jpg              False   \n",
       "28156  https://i.ytimg.com/vi/kX0vO4vlJuU/default.jpg              False   \n",
       "38352  https://i.ytimg.com/vi/D_6QmL6rExk/default.jpg              False   \n",
       "33351  https://i.ytimg.com/vi/VYOjWnS4cMY/default.jpg              False   \n",
       "22174  https://i.ytimg.com/vi/8O_MwlZ2dEg/default.jpg              False   \n",
       "\n",
       "       ratings_disabled  video_error_or_removed  \\\n",
       "35550             False                   False   \n",
       "2201              False                   False   \n",
       "21173             False                   False   \n",
       "33151             False                   False   \n",
       "3200              False                   False   \n",
       "70                False                   False   \n",
       "28156             False                   False   \n",
       "38352             False                   False   \n",
       "33351             False                   False   \n",
       "22174             False                   False   \n",
       "\n",
       "                                             description  \n",
       "35550  BTS (방탄소년단) 'FAKE LOVE' Official MVDirector : ...  \n",
       "2201   BTS (방탄소년단) 'MIC Drop (Steve Aoki Remix)' Offi...  \n",
       "21173  j-hope 'Daydream (백일몽)'\\n\\n\\nj-hope's 'Daydrea...  \n",
       "33151  BTS (방탄소년단) LOVE YOURSELF 轉 Tear 'Singularity'...  \n",
       "3200   There was an idea… Avengers: Infinity War. In ...  \n",
       "70     🎧: https://ad.gt/yt-perfect\\n💰: https://atlant...  \n",
       "28156  BTS (방탄소년단) 'Euphoria : Theme of LOVE YOURSELF...  \n",
       "38352  BTS (방탄소년단) 'FAKE LOVE' Official MV (Extended ...  \n",
       "33351  “This is America” by Childish Gambino http://s...  \n",
       "22174  j-hope 'Airplane' MV\\n\\n\\n\\nj-hope - 'Hope Wor...  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame2 = frame.drop(index=frame[frame.video_id.duplicated()].index)\n",
    "# 喜欢数Top10视频\n",
    "frame2.sort_values('likes', ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "channel_title\n",
       "12 News                     2\n",
       "1MILLION Dance Studio      33\n",
       "1theK (원더케이)               19\n",
       "20th Century Fox          135\n",
       "2CELLOS                     2\n",
       "                         ... \n",
       "ワーナー ブラザース 公式チャンネル          6\n",
       "圧倒的不審者の極み!                 12\n",
       "杰威爾音樂 JVR Music            29\n",
       "郭韋辰                         2\n",
       "영국남자 Korean Englishman      6\n",
       "Length: 2207, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 根据频道分组查看每个频道视频数量\n",
    "frame.groupby('channel_title').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "channel_title\n",
       "ESPN                                      203\n",
       "The Tonight Show Starring Jimmy Fallon    197\n",
       "Vox                                       193\n",
       "TheEllenShow                              193\n",
       "Netflix                                   193\n",
       "The Late Show with Stephen Colbert        187\n",
       "Jimmy Kimmel Live                         186\n",
       "Late Night with Seth Meyers               183\n",
       "Screen Junkies                            182\n",
       "NBA                                       181\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 找出视频数量最多的频道Top10\n",
    "frame.groupby('channel_title').size().sort_values(ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 10 Channels')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "# 绘制饼图\n",
    "top10 = frame.groupby('channel_title').size().sort_values(ascending=False)[:10]\n",
    "top10.plot.pie(figsize=(20, 10), autopct='%.2f%%')\n",
    "plt.title('Top 10 Channels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>video_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>channel_title</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>ESPN</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The Tonight Show Starring Jimmy Fallon</td>\n",
       "      <td>197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Vox</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>TheEllenShow</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Netflix</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The Late Show with Stephen Colbert</td>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Jimmy Kimmel Live</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Late Night with Seth Meyers</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Screen Junkies</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>NBA</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        video_count\n",
       "channel_title                                      \n",
       "ESPN                                            203\n",
       "The Tonight Show Starring Jimmy Fallon          197\n",
       "Vox                                             193\n",
       "TheEllenShow                                    193\n",
       "Netflix                                         193\n",
       "The Late Show with Stephen Colbert              187\n",
       "Jimmy Kimmel Live                               186\n",
       "Late Night with Seth Meyers                     183\n",
       "Screen Junkies                                  182\n",
       "NBA                                             181"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将Series转成DataFrame\n",
    "frame3 = frame.groupby('channel_title').size().sort_values(ascending=False)[:10].to_frame('video_count')\n",
    "frame3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将数据写入CVS文件\n",
    "frame3.to_csv('result.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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