yuura-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bf33892e-c95e-4c3f-8b2a-73ced0adffc9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from datetime import timedelta\n",
    "import warnings as wrn\n",
    "from utils.helper import *\n",
    "wrn.filterwarnings('ignore', category = DeprecationWarning) \n",
    "wrn.filterwarnings('ignore', category = FutureWarning) \n",
    "wrn.filterwarnings('ignore', category = UserWarning)\n",
    "wrn.filterwarnings('ignore', category = RuntimeWarning)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a8a2b33d-1295-43cf-b551-fbed8e2d5f40",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_PATH = \"data/\"\n",
    "USERNAME = \"Yuura Yozakura\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4739b5c7-05c8-401b-ab33-e814b94dcb52",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>url</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>note</th>\n",
       "      <th>Last Update</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Lanjut Dimas Ukin</td>\n",
       "      <td>381</td>\n",
       "      <td>23-December-2022</td>\n",
       "      <td>https://www.youtube.com/watch?v=bAtLNkWhqU8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Game Dev</td>\n",
       "      <td>01:43:06</td>\n",
       "      <td>16:00</td>\n",
       "      <td>17:43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>555</td>\n",
       "      <td>25-December-2022</td>\n",
       "      <td>https://www.youtube.com/watch?v=OhhvLMM6M4I</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>03:01:04</td>\n",
       "      <td>21:00</td>\n",
       "      <td>00:01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ga jadi peprwork pen main proseka</td>\n",
       "      <td>508</td>\n",
       "      <td>26-December-2022</td>\n",
       "      <td>https://www.youtube.com/watch?v=hrIoaiHk5eU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:34:18</td>\n",
       "      <td>16:00</td>\n",
       "      <td>18:34</td>\n",
       "      <td>proseka, getting over it, parampaa</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>Speedrun ga siii</td>\n",
       "      <td>411</td>\n",
       "      <td>27-December-2022</td>\n",
       "      <td>https://www.youtube.com/watch?v=SuTE-wq0aDc</td>\n",
       "      <td>Parampaa Quiz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:36:58</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ga usah nonton ini</td>\n",
       "      <td>906</td>\n",
       "      <td>29-December-2022</td>\n",
       "      <td>https://youtu.be/Cx_woUGbx9M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Media Share</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:12:22</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views  \\\n",
       "37  38                                  Lanjut Dimas Ukin    381   \n",
       "38  39  Reading YOUR Story: Choosen Title on Description!    555   \n",
       "39  40                  Ga jadi peprwork pen main proseka    508   \n",
       "40  41                                   Speedrun ga siii    411   \n",
       "41  42                                 Ga usah nonton ini    906   \n",
       "\n",
       "                date                                          url  \\\n",
       "37  23-December-2022  https://www.youtube.com/watch?v=bAtLNkWhqU8   \n",
       "38  25-December-2022  https://www.youtube.com/watch?v=OhhvLMM6M4I   \n",
       "39  26-December-2022  https://www.youtube.com/watch?v=hrIoaiHk5eU   \n",
       "40  27-December-2022  https://www.youtube.com/watch?v=SuTE-wq0aDc   \n",
       "41  29-December-2022                 https://youtu.be/Cx_woUGbx9M   \n",
       "\n",
       "        game_name    content_name         topic  duration start_stream  \\\n",
       "37            NaN             NaN      Game Dev  01:43:06        16:00   \n",
       "38            NaN  Bed Time Story  Storytelling  03:01:04        21:00   \n",
       "39            NaN             NaN          Game  02:34:18        16:00   \n",
       "40  Parampaa Quiz             NaN          Game  02:36:58        19:30   \n",
       "41            NaN     Media Share     Free Talk  03:12:22        19:30   \n",
       "\n",
       "   end_stream                                note Last Update  \n",
       "37      17:43                                 NaN         NaN  \n",
       "38      00:01                                 NaN         NaN  \n",
       "39      18:34  proseka, getting over it, parampaa         NaN  \n",
       "40      22:06                                 NaN         NaN  \n",
       "41      22:42                                 NaN         NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(DATA_PATH + \"Database Yuura Yozakura Content List - db.csv\")\n",
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e0fa271b-1067-45c1-9339-9b708ce249b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(42, 13)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cdedb500-5ece-44f1-89e6-96a40d908004",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 42 entries, 0 to 41\n",
      "Data columns (total 13 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   id            42 non-null     int64 \n",
      " 1   title         42 non-null     object\n",
      " 2   views         42 non-null     int64 \n",
      " 3   date          42 non-null     object\n",
      " 4   url           42 non-null     object\n",
      " 5   game_name     13 non-null     object\n",
      " 6   content_name  15 non-null     object\n",
      " 7   topic         42 non-null     object\n",
      " 8   duration      42 non-null     object\n",
      " 9   start_stream  42 non-null     object\n",
      " 10  end_stream    42 non-null     object\n",
      " 11  note          3 non-null      object\n",
      " 12  Last Update   2 non-null      object\n",
      "dtypes: int64(2), object(11)\n",
      "memory usage: 4.4+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1049d825-f2d3-4653-8a49-402f77938654",
   "metadata": {},
   "outputs": [],
   "source": [
    "COLS = ['url', 'note', \"Last Update\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "621ee18b-28e1-4dee-96a1-34452fc1b00b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(COLS, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "649056a7-578e-4433-8470-224cf2173e1a",
   "metadata": {},
   "source": [
    "### Impute missing values with `UNKNOWN` value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6518f93c-8628-4ece-a811-1ce70187a441",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>uk ngobrol sambil kenalan lagi</td>\n",
       "      <td>429</td>\n",
       "      <td>30-September-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:57:12</td>\n",
       "      <td>19:30</td>\n",
       "      <td>21:27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Reading you a bed time story</td>\n",
       "      <td>310</td>\n",
       "      <td>2-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:19:38</td>\n",
       "      <td>21:30</td>\n",
       "      <td>22:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Ssssttt bisik aja kita biar ga kedengeran</td>\n",
       "      <td>357</td>\n",
       "      <td>6-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:37:32</td>\n",
       "      <td>20:30</td>\n",
       "      <td>22:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pokoknya horror game aja</td>\n",
       "      <td>320</td>\n",
       "      <td>7-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:49:56</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Katanya sih mo lanjut reaksi, tpi ga tau deh s...</td>\n",
       "      <td>712</td>\n",
       "      <td>13-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:02</td>\n",
       "      <td>20:00</td>\n",
       "      <td>21:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Continue to read you a bed time story</td>\n",
       "      <td>233</td>\n",
       "      <td>16-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:16:30</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Selamat datang di dunia tipu tipu</td>\n",
       "      <td>487</td>\n",
       "      <td>19-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Meme Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:56:36</td>\n",
       "      <td>20:30</td>\n",
       "      <td>22:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Gaming Corner: Mencoba gamenya kak Ethel!!</td>\n",
       "      <td>243</td>\n",
       "      <td>21-October-2022</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:23:18</td>\n",
       "      <td>19:00</td>\n",
       "      <td>20:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>YUURAOKE!!! Permisi mo ngamen</td>\n",
       "      <td>482</td>\n",
       "      <td>22-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:30:57</td>\n",
       "      <td>14:00</td>\n",
       "      <td>16:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Guerilla Gaming Corner: bukan part 2</td>\n",
       "      <td>251</td>\n",
       "      <td>23-October-2022</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:33:26</td>\n",
       "      <td>12:30</td>\n",
       "      <td>14:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Reading you The Story of Momotaro until you fe...</td>\n",
       "      <td>295</td>\n",
       "      <td>23-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:32:36</td>\n",
       "      <td>21:30</td>\n",
       "      <td>23:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Menilai masakan kalian</td>\n",
       "      <td>531</td>\n",
       "      <td>27-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Food Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:36:04</td>\n",
       "      <td>20:30</td>\n",
       "      <td>23:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Guerilla Gaming Corner: maju sini lo rhythm game</td>\n",
       "      <td>377</td>\n",
       "      <td>29-October-2022</td>\n",
       "      <td>Muse Dash</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:14:52</td>\n",
       "      <td>16:15</td>\n",
       "      <td>19:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Reading you The Story of SaruKani until you fe...</td>\n",
       "      <td>279</td>\n",
       "      <td>30-October-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:42:16</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>dah lama ga ngobrol sama profesional streamer</td>\n",
       "      <td>557</td>\n",
       "      <td>1-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:30:04</td>\n",
       "      <td>20:30</td>\n",
       "      <td>23:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Guerilla Gaming Corner: Mainin game yang dikas...</td>\n",
       "      <td>424</td>\n",
       "      <td>4-November-2022</td>\n",
       "      <td>Getting Over It</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:58:11</td>\n",
       "      <td>16:45</td>\n",
       "      <td>18:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Gutten morgen para makhluk hidup</td>\n",
       "      <td>358</td>\n",
       "      <td>5-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:53:00</td>\n",
       "      <td>08:00</td>\n",
       "      <td>09:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Reading you Story until you fall asleep</td>\n",
       "      <td>290</td>\n",
       "      <td>6-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:34:18</td>\n",
       "      <td>22:00</td>\n",
       "      <td>23:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Gaming Corner: Stream Genshin pake potato PC</td>\n",
       "      <td>352</td>\n",
       "      <td>7-November-2022</td>\n",
       "      <td>Genshin Impact</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:24:22</td>\n",
       "      <td>18:30</td>\n",
       "      <td>19:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Malming ayo nonton bareng!!! aku ada kuaci ama...</td>\n",
       "      <td>251</td>\n",
       "      <td>12-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Watchalong</td>\n",
       "      <td>02:11:34</td>\n",
       "      <td>20:00</td>\n",
       "      <td>22:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Reading you Story: ちからたろう until you fall asleep</td>\n",
       "      <td>239</td>\n",
       "      <td>13-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:41:06</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Kuitung aku main ini sejam aja yak</td>\n",
       "      <td>283</td>\n",
       "      <td>16-November-2022</td>\n",
       "      <td>Everybody Must Die</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:06:34</td>\n",
       "      <td>19:00</td>\n",
       "      <td>21:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Mencoba game puzzle aesthetic✨</td>\n",
       "      <td>218</td>\n",
       "      <td>17-November-2022</td>\n",
       "      <td>When The Past Around</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:38:28</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Reading you Story: つるのおんがえし until you fall asleep</td>\n",
       "      <td>228</td>\n",
       "      <td>20-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:36:32</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Kapan hari tu aku bongkar gudang...</td>\n",
       "      <td>371</td>\n",
       "      <td>22-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:50</td>\n",
       "      <td>19:30</td>\n",
       "      <td>21:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Reading you Story:うらしまたろう until you fall asleep</td>\n",
       "      <td>267</td>\n",
       "      <td>27-November-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>02:00:07</td>\n",
       "      <td>21:45</td>\n",
       "      <td>23:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Speedrun ikz; lemme show you how beeg my brain is</td>\n",
       "      <td>370</td>\n",
       "      <td>30-November-2022</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:20:38</td>\n",
       "      <td>19:00</td>\n",
       "      <td>22:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Reading YOUR Story: Me and My Livium</td>\n",
       "      <td>292</td>\n",
       "      <td>04-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:29:48</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Pengen coba tes personality online ga si</td>\n",
       "      <td>576</td>\n",
       "      <td>07-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:35:20</td>\n",
       "      <td>19:30</td>\n",
       "      <td>23:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Part 2!! Sudah saatnya kita tamatkan game ini ...</td>\n",
       "      <td>248</td>\n",
       "      <td>08-December-2022</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:42:58</td>\n",
       "      <td>19:30</td>\n",
       "      <td>21:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Guerilla Stream: Gaming Corner. Daru dulu peng...</td>\n",
       "      <td>404</td>\n",
       "      <td>10-December-2022</td>\n",
       "      <td>Ann</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>04:38:03</td>\n",
       "      <td>19:30</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Welcome to YOZAKURA CASINO!!</td>\n",
       "      <td>625</td>\n",
       "      <td>11-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Yozakura Casino</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>03:31:46</td>\n",
       "      <td>13:30</td>\n",
       "      <td>17:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>284</td>\n",
       "      <td>11-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:02:06</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Temenin aku jaga lilin sepulang sekolah</td>\n",
       "      <td>437</td>\n",
       "      <td>15-December-2022</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:19:08</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>KARAOKE Special 2k!! Arigato!!!</td>\n",
       "      <td>666</td>\n",
       "      <td>18-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:23:07</td>\n",
       "      <td>13:30</td>\n",
       "      <td>15:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>lets talk about childhood?</td>\n",
       "      <td>609</td>\n",
       "      <td>21-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:16:40</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>lu tu ada masalah apa sih Ray</td>\n",
       "      <td>431</td>\n",
       "      <td>22-December-2022</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:35:23</td>\n",
       "      <td>19:30</td>\n",
       "      <td>23:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Lanjut Dimas Ukin</td>\n",
       "      <td>381</td>\n",
       "      <td>23-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game Dev</td>\n",
       "      <td>01:43:06</td>\n",
       "      <td>16:00</td>\n",
       "      <td>17:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>555</td>\n",
       "      <td>25-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>03:01:04</td>\n",
       "      <td>21:00</td>\n",
       "      <td>00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ga jadi peprwork pen main proseka</td>\n",
       "      <td>508</td>\n",
       "      <td>26-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:34:18</td>\n",
       "      <td>16:00</td>\n",
       "      <td>18:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>Speedrun ga siii</td>\n",
       "      <td>411</td>\n",
       "      <td>27-December-2022</td>\n",
       "      <td>Parampaa Quiz</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:36:58</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ga usah nonton ini</td>\n",
       "      <td>906</td>\n",
       "      <td>29-December-2022</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Media Share</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:12:22</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views  \\\n",
       "0    1                     uk ngobrol sambil kenalan lagi    429   \n",
       "1    2                       Reading you a bed time story    310   \n",
       "2    3          Ssssttt bisik aja kita biar ga kedengeran    357   \n",
       "3    4                           Pokoknya horror game aja    320   \n",
       "4    5  Katanya sih mo lanjut reaksi, tpi ga tau deh s...    712   \n",
       "5    6             Continue to read you a bed time story     233   \n",
       "6    7                 Selamat datang di dunia tipu tipu     487   \n",
       "7    8         Gaming Corner: Mencoba gamenya kak Ethel!!    243   \n",
       "8    9                      YUURAOKE!!! Permisi mo ngamen    482   \n",
       "9   10               Guerilla Gaming Corner: bukan part 2    251   \n",
       "10  11  Reading you The Story of Momotaro until you fe...    295   \n",
       "11  12                             Menilai masakan kalian    531   \n",
       "12  13   Guerilla Gaming Corner: maju sini lo rhythm game    377   \n",
       "13  14  Reading you The Story of SaruKani until you fe...    279   \n",
       "14  15      dah lama ga ngobrol sama profesional streamer    557   \n",
       "15  16  Guerilla Gaming Corner: Mainin game yang dikas...    424   \n",
       "16  17                   Gutten morgen para makhluk hidup    358   \n",
       "17  18            Reading you Story until you fall asleep    290   \n",
       "18  19       Gaming Corner: Stream Genshin pake potato PC    352   \n",
       "19  20  Malming ayo nonton bareng!!! aku ada kuaci ama...    251   \n",
       "20  21    Reading you Story: ちからたろう until you fall asleep    239   \n",
       "21  22                Kuitung aku main ini sejam aja yak     283   \n",
       "22  23                     Mencoba game puzzle aesthetic✨    218   \n",
       "23  24  Reading you Story: つるのおんがえし until you fall asleep    228   \n",
       "24  25                Kapan hari tu aku bongkar gudang...    371   \n",
       "25  26    Reading you Story:うらしまたろう until you fall asleep    267   \n",
       "26  27  Speedrun ikz; lemme show you how beeg my brain is    370   \n",
       "27  28               Reading YOUR Story: Me and My Livium    292   \n",
       "28  29           Pengen coba tes personality online ga si    576   \n",
       "29  30  Part 2!! Sudah saatnya kita tamatkan game ini ...    248   \n",
       "30  31  Guerilla Stream: Gaming Corner. Daru dulu peng...    404   \n",
       "31  32                       Welcome to YOZAKURA CASINO!!    625   \n",
       "32  33  Reading YOUR Story: Choosen Title on Description!    284   \n",
       "33  34            Temenin aku jaga lilin sepulang sekolah    437   \n",
       "34  35                    KARAOKE Special 2k!! Arigato!!!    666   \n",
       "35  36                         lets talk about childhood?    609   \n",
       "36  37                      lu tu ada masalah apa sih Ray    431   \n",
       "37  38                                  Lanjut Dimas Ukin    381   \n",
       "38  39  Reading YOUR Story: Choosen Title on Description!    555   \n",
       "39  40                  Ga jadi peprwork pen main proseka    508   \n",
       "40  41                                   Speedrun ga siii    411   \n",
       "41  42                                 Ga usah nonton ini    906   \n",
       "\n",
       "                 date             game_name     content_name         topic  \\\n",
       "0   30-September-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "1      2-October-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "2      6-October-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "3      7-October-2022               UNKNOWN          UNKNOWN          Game   \n",
       "4     13-October-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "5     16-October-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "6     19-October-2022               UNKNOWN      Meme Review     Free Talk   \n",
       "7     21-October-2022                 Boxes          UNKNOWN          Game   \n",
       "8     22-October-2022               UNKNOWN          UNKNOWN       Karaoke   \n",
       "9     23-October-2022                 Boxes          UNKNOWN          Game   \n",
       "10    23-October-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "11    27-October-2022               UNKNOWN      Food Review     Free Talk   \n",
       "12    29-October-2022             Muse Dash          UNKNOWN          Game   \n",
       "13    30-October-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "14    1-November-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "15    4-November-2022       Getting Over It          UNKNOWN          Game   \n",
       "16    5-November-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "17    6-November-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "18    7-November-2022        Genshin Impact          UNKNOWN          Game   \n",
       "19   12-November-2022               UNKNOWN          UNKNOWN    Watchalong   \n",
       "20   13-November-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "21   16-November-2022    Everybody Must Die          UNKNOWN          Game   \n",
       "22   17-November-2022  When The Past Around          UNKNOWN          Game   \n",
       "23   20-November-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "24   22-November-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "25   27-November-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "26   30-November-2022             Helltaker          UNKNOWN          Game   \n",
       "27   04-December-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "28   07-December-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "29   08-December-2022             Helltaker          UNKNOWN          Game   \n",
       "30   10-December-2022                   Ann          UNKNOWN          Game   \n",
       "31   11-December-2022               UNKNOWN  Yozakura Casino       Karaoke   \n",
       "32   11-December-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "33   15-December-2022             Detention          UNKNOWN          Game   \n",
       "34   18-December-2022               UNKNOWN          UNKNOWN       Karaoke   \n",
       "35   21-December-2022               UNKNOWN          UNKNOWN     Free Talk   \n",
       "36   22-December-2022             Detention          UNKNOWN          Game   \n",
       "37   23-December-2022               UNKNOWN          UNKNOWN      Game Dev   \n",
       "38   25-December-2022               UNKNOWN   Bed Time Story  Storytelling   \n",
       "39   26-December-2022               UNKNOWN          UNKNOWN          Game   \n",
       "40   27-December-2022         Parampaa Quiz          UNKNOWN          Game   \n",
       "41   29-December-2022               UNKNOWN      Media Share     Free Talk   \n",
       "\n",
       "    duration start_stream end_stream  \n",
       "0   01:57:12        19:30      21:27  \n",
       "1   01:19:38        21:30      22:49  \n",
       "2   01:37:32        20:30      22:07  \n",
       "3   01:49:56        21:00      22:49  \n",
       "4   01:59:02        20:00      21:59  \n",
       "5   01:16:30        21:00      22:16  \n",
       "6   01:56:36        20:30      22:26  \n",
       "7   01:23:18        19:00      20:23  \n",
       "8   02:30:57        14:00      16:30  \n",
       "9   01:33:26        12:30      14:03  \n",
       "10  01:32:36        21:30      23:02  \n",
       "11  02:36:04        20:30      23:06  \n",
       "12  03:14:52        16:15      19:29  \n",
       "13  01:42:16        21:00      22:42  \n",
       "14  02:30:04        20:30      23:00  \n",
       "15  01:58:11        16:45      18:43  \n",
       "16  01:53:00        08:00      09:53  \n",
       "17  01:34:18        22:00      23:34  \n",
       "18  01:24:22        18:30      19:54  \n",
       "19  02:11:34        20:00      22:11  \n",
       "20  01:41:06        21:00      22:41  \n",
       "21  02:06:34        19:00      21:06  \n",
       "22  02:38:28        19:30      22:08  \n",
       "23  01:36:32        21:00      22:36  \n",
       "24  01:59:50        19:30      21:29  \n",
       "25  02:00:07        21:45      23:45  \n",
       "26  03:20:38        19:00      22:20  \n",
       "27  01:29:48        21:00      22:29  \n",
       "28  03:35:20        19:30      23:05  \n",
       "29  01:42:58        19:30      21:12  \n",
       "30  04:38:03        19:30      00:08  \n",
       "31  03:31:46        13:30      17:01  \n",
       "32  01:02:06        21:00      22:02  \n",
       "33  03:19:08        19:30      22:49  \n",
       "34  02:23:07        13:30      15:53  \n",
       "35  03:16:40        19:30      22:46  \n",
       "36  03:35:23        19:30      23:05  \n",
       "37  01:43:06        16:00      17:43  \n",
       "38  03:01:04        21:00      00:01  \n",
       "39  02:34:18        16:00      18:34  \n",
       "40  02:36:58        19:30      22:06  \n",
       "41  03:12:22        19:30      22:42  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "impute_missing_values(data=data, columns = [\"game_name\", \"content_name\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a73aa461-2e91-4b35-a219-cf659d94c6b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id              0\n",
       "title           0\n",
       "views           0\n",
       "date            0\n",
       "game_name       0\n",
       "content_name    0\n",
       "topic           0\n",
       "duration        0\n",
       "start_stream    0\n",
       "end_stream      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eadfc235-4a97-4b29-9e94-ef9dfb0ec94b",
   "metadata": {},
   "source": [
    "### Convert Data into datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54fa5a23-78f0-4e8e-9bf9-c4957c88e48f",
   "metadata": {},
   "source": [
    "#### Get Days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f604cf7b-1ea6-49aa-9bc9-f4e5e6ff3c19",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>uk ngobrol sambil kenalan lagi</td>\n",
       "      <td>429</td>\n",
       "      <td>2022-09-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:57:12</td>\n",
       "      <td>19:30</td>\n",
       "      <td>21:27</td>\n",
       "      <td>Jum'at</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Reading you a bed time story</td>\n",
       "      <td>310</td>\n",
       "      <td>2022-10-02</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:19:38</td>\n",
       "      <td>21:30</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Ssssttt bisik aja kita biar ga kedengeran</td>\n",
       "      <td>357</td>\n",
       "      <td>2022-10-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:37:32</td>\n",
       "      <td>20:30</td>\n",
       "      <td>22:07</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pokoknya horror game aja</td>\n",
       "      <td>320</td>\n",
       "      <td>2022-10-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:49:56</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Jum'at</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Katanya sih mo lanjut reaksi, tpi ga tau deh s...</td>\n",
       "      <td>712</td>\n",
       "      <td>2022-10-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:02</td>\n",
       "      <td>20:00</td>\n",
       "      <td>21:59</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Continue to read you a bed time story</td>\n",
       "      <td>233</td>\n",
       "      <td>2022-10-16</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:16:30</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:16</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Selamat datang di dunia tipu tipu</td>\n",
       "      <td>487</td>\n",
       "      <td>2022-10-19</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Meme Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:56:36</td>\n",
       "      <td>20:30</td>\n",
       "      <td>22:26</td>\n",
       "      <td>Rabu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Gaming Corner: Mencoba gamenya kak Ethel!!</td>\n",
       "      <td>243</td>\n",
       "      <td>2022-10-21</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:23:18</td>\n",
       "      <td>19:00</td>\n",
       "      <td>20:23</td>\n",
       "      <td>Jum'at</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>YUURAOKE!!! Permisi mo ngamen</td>\n",
       "      <td>482</td>\n",
       "      <td>2022-10-22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:30:57</td>\n",
       "      <td>14:00</td>\n",
       "      <td>16:30</td>\n",
       "      <td>Sabtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Guerilla Gaming Corner: bukan part 2</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:33:26</td>\n",
       "      <td>12:30</td>\n",
       "      <td>14:03</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Reading you The Story of Momotaro until you fe...</td>\n",
       "      <td>295</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:32:36</td>\n",
       "      <td>21:30</td>\n",
       "      <td>23:02</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Menilai masakan kalian</td>\n",
       "      <td>531</td>\n",
       "      <td>2022-10-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Food Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:36:04</td>\n",
       "      <td>20:30</td>\n",
       "      <td>23:06</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Guerilla Gaming Corner: maju sini lo rhythm game</td>\n",
       "      <td>377</td>\n",
       "      <td>2022-10-29</td>\n",
       "      <td>Muse Dash</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:14:52</td>\n",
       "      <td>16:15</td>\n",
       "      <td>19:29</td>\n",
       "      <td>Sabtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Reading you The Story of SaruKani until you fe...</td>\n",
       "      <td>279</td>\n",
       "      <td>2022-10-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:42:16</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>dah lama ga ngobrol sama profesional streamer</td>\n",
       "      <td>557</td>\n",
       "      <td>2022-11-01</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:30:04</td>\n",
       "      <td>20:30</td>\n",
       "      <td>23:00</td>\n",
       "      <td>Selasa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Guerilla Gaming Corner: Mainin game yang dikas...</td>\n",
       "      <td>424</td>\n",
       "      <td>2022-11-04</td>\n",
       "      <td>Getting Over It</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:58:11</td>\n",
       "      <td>16:45</td>\n",
       "      <td>18:43</td>\n",
       "      <td>Jum'at</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Gutten morgen para makhluk hidup</td>\n",
       "      <td>358</td>\n",
       "      <td>2022-11-05</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:53:00</td>\n",
       "      <td>08:00</td>\n",
       "      <td>09:53</td>\n",
       "      <td>Sabtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Reading you Story until you fall asleep</td>\n",
       "      <td>290</td>\n",
       "      <td>2022-11-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:34:18</td>\n",
       "      <td>22:00</td>\n",
       "      <td>23:34</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Gaming Corner: Stream Genshin pake potato PC</td>\n",
       "      <td>352</td>\n",
       "      <td>2022-11-07</td>\n",
       "      <td>Genshin Impact</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:24:22</td>\n",
       "      <td>18:30</td>\n",
       "      <td>19:54</td>\n",
       "      <td>Senin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Malming ayo nonton bareng!!! aku ada kuaci ama...</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-11-12</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Watchalong</td>\n",
       "      <td>02:11:34</td>\n",
       "      <td>20:00</td>\n",
       "      <td>22:11</td>\n",
       "      <td>Sabtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Reading you Story: ちからたろう until you fall asleep</td>\n",
       "      <td>239</td>\n",
       "      <td>2022-11-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:41:06</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:41</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Kuitung aku main ini sejam aja yak</td>\n",
       "      <td>283</td>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>Everybody Must Die</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:06:34</td>\n",
       "      <td>19:00</td>\n",
       "      <td>21:06</td>\n",
       "      <td>Rabu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Mencoba game puzzle aesthetic✨</td>\n",
       "      <td>218</td>\n",
       "      <td>2022-11-17</td>\n",
       "      <td>When The Past Around</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:38:28</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:08</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Reading you Story: つるのおんがえし until you fall asleep</td>\n",
       "      <td>228</td>\n",
       "      <td>2022-11-20</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:36:32</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:36</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Kapan hari tu aku bongkar gudang...</td>\n",
       "      <td>371</td>\n",
       "      <td>2022-11-22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:50</td>\n",
       "      <td>19:30</td>\n",
       "      <td>21:29</td>\n",
       "      <td>Selasa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Reading you Story:うらしまたろう until you fall asleep</td>\n",
       "      <td>267</td>\n",
       "      <td>2022-11-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>02:00:07</td>\n",
       "      <td>21:45</td>\n",
       "      <td>23:45</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Speedrun ikz; lemme show you how beeg my brain is</td>\n",
       "      <td>370</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:20:38</td>\n",
       "      <td>19:00</td>\n",
       "      <td>22:20</td>\n",
       "      <td>Rabu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Reading YOUR Story: Me and My Livium</td>\n",
       "      <td>292</td>\n",
       "      <td>2022-12-04</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:29:48</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:29</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Pengen coba tes personality online ga si</td>\n",
       "      <td>576</td>\n",
       "      <td>2022-12-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:35:20</td>\n",
       "      <td>19:30</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Rabu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Part 2!! Sudah saatnya kita tamatkan game ini ...</td>\n",
       "      <td>248</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:42:58</td>\n",
       "      <td>19:30</td>\n",
       "      <td>21:12</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Guerilla Stream: Gaming Corner. Daru dulu peng...</td>\n",
       "      <td>404</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>Ann</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>04:38:03</td>\n",
       "      <td>19:30</td>\n",
       "      <td>00:08</td>\n",
       "      <td>Sabtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Welcome to YOZAKURA CASINO!!</td>\n",
       "      <td>625</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Yozakura Casino</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>03:31:46</td>\n",
       "      <td>13:30</td>\n",
       "      <td>17:01</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>284</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:02:06</td>\n",
       "      <td>21:00</td>\n",
       "      <td>22:02</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Temenin aku jaga lilin sepulang sekolah</td>\n",
       "      <td>437</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:19:08</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>KARAOKE Special 2k!! Arigato!!!</td>\n",
       "      <td>666</td>\n",
       "      <td>2022-12-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:23:07</td>\n",
       "      <td>13:30</td>\n",
       "      <td>15:53</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>lets talk about childhood?</td>\n",
       "      <td>609</td>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:16:40</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:46</td>\n",
       "      <td>Rabu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>lu tu ada masalah apa sih Ray</td>\n",
       "      <td>431</td>\n",
       "      <td>2022-12-22</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:35:23</td>\n",
       "      <td>19:30</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Lanjut Dimas Ukin</td>\n",
       "      <td>381</td>\n",
       "      <td>2022-12-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game Dev</td>\n",
       "      <td>01:43:06</td>\n",
       "      <td>16:00</td>\n",
       "      <td>17:43</td>\n",
       "      <td>Jum'at</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>555</td>\n",
       "      <td>2022-12-25</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>03:01:04</td>\n",
       "      <td>21:00</td>\n",
       "      <td>00:01</td>\n",
       "      <td>Minggu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ga jadi peprwork pen main proseka</td>\n",
       "      <td>508</td>\n",
       "      <td>2022-12-26</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:34:18</td>\n",
       "      <td>16:00</td>\n",
       "      <td>18:34</td>\n",
       "      <td>Senin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>Speedrun ga siii</td>\n",
       "      <td>411</td>\n",
       "      <td>2022-12-27</td>\n",
       "      <td>Parampaa Quiz</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:36:58</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:06</td>\n",
       "      <td>Selasa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ga usah nonton ini</td>\n",
       "      <td>906</td>\n",
       "      <td>2022-12-29</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Media Share</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:12:22</td>\n",
       "      <td>19:30</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Kamis</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "0    1                     uk ngobrol sambil kenalan lagi    429 2022-09-30   \n",
       "1    2                       Reading you a bed time story    310 2022-10-02   \n",
       "2    3          Ssssttt bisik aja kita biar ga kedengeran    357 2022-10-06   \n",
       "3    4                           Pokoknya horror game aja    320 2022-10-07   \n",
       "4    5  Katanya sih mo lanjut reaksi, tpi ga tau deh s...    712 2022-10-13   \n",
       "5    6             Continue to read you a bed time story     233 2022-10-16   \n",
       "6    7                 Selamat datang di dunia tipu tipu     487 2022-10-19   \n",
       "7    8         Gaming Corner: Mencoba gamenya kak Ethel!!    243 2022-10-21   \n",
       "8    9                      YUURAOKE!!! Permisi mo ngamen    482 2022-10-22   \n",
       "9   10               Guerilla Gaming Corner: bukan part 2    251 2022-10-23   \n",
       "10  11  Reading you The Story of Momotaro until you fe...    295 2022-10-23   \n",
       "11  12                             Menilai masakan kalian    531 2022-10-27   \n",
       "12  13   Guerilla Gaming Corner: maju sini lo rhythm game    377 2022-10-29   \n",
       "13  14  Reading you The Story of SaruKani until you fe...    279 2022-10-30   \n",
       "14  15      dah lama ga ngobrol sama profesional streamer    557 2022-11-01   \n",
       "15  16  Guerilla Gaming Corner: Mainin game yang dikas...    424 2022-11-04   \n",
       "16  17                   Gutten morgen para makhluk hidup    358 2022-11-05   \n",
       "17  18            Reading you Story until you fall asleep    290 2022-11-06   \n",
       "18  19       Gaming Corner: Stream Genshin pake potato PC    352 2022-11-07   \n",
       "19  20  Malming ayo nonton bareng!!! aku ada kuaci ama...    251 2022-11-12   \n",
       "20  21    Reading you Story: ちからたろう until you fall asleep    239 2022-11-13   \n",
       "21  22                Kuitung aku main ini sejam aja yak     283 2022-11-16   \n",
       "22  23                     Mencoba game puzzle aesthetic✨    218 2022-11-17   \n",
       "23  24  Reading you Story: つるのおんがえし until you fall asleep    228 2022-11-20   \n",
       "24  25                Kapan hari tu aku bongkar gudang...    371 2022-11-22   \n",
       "25  26    Reading you Story:うらしまたろう until you fall asleep    267 2022-11-27   \n",
       "26  27  Speedrun ikz; lemme show you how beeg my brain is    370 2022-11-30   \n",
       "27  28               Reading YOUR Story: Me and My Livium    292 2022-12-04   \n",
       "28  29           Pengen coba tes personality online ga si    576 2022-12-07   \n",
       "29  30  Part 2!! Sudah saatnya kita tamatkan game ini ...    248 2022-12-08   \n",
       "30  31  Guerilla Stream: Gaming Corner. Daru dulu peng...    404 2022-12-10   \n",
       "31  32                       Welcome to YOZAKURA CASINO!!    625 2022-12-11   \n",
       "32  33  Reading YOUR Story: Choosen Title on Description!    284 2022-12-11   \n",
       "33  34            Temenin aku jaga lilin sepulang sekolah    437 2022-12-15   \n",
       "34  35                    KARAOKE Special 2k!! Arigato!!!    666 2022-12-18   \n",
       "35  36                         lets talk about childhood?    609 2022-12-21   \n",
       "36  37                      lu tu ada masalah apa sih Ray    431 2022-12-22   \n",
       "37  38                                  Lanjut Dimas Ukin    381 2022-12-23   \n",
       "38  39  Reading YOUR Story: Choosen Title on Description!    555 2022-12-25   \n",
       "39  40                  Ga jadi peprwork pen main proseka    508 2022-12-26   \n",
       "40  41                                   Speedrun ga siii    411 2022-12-27   \n",
       "41  42                                 Ga usah nonton ini    906 2022-12-29   \n",
       "\n",
       "               game_name     content_name         topic  duration  \\\n",
       "0                UNKNOWN          UNKNOWN     Free Talk  01:57:12   \n",
       "1                UNKNOWN   Bed Time Story  Storytelling  01:19:38   \n",
       "2                UNKNOWN          UNKNOWN     Free Talk  01:37:32   \n",
       "3                UNKNOWN          UNKNOWN          Game  01:49:56   \n",
       "4                UNKNOWN          UNKNOWN     Free Talk  01:59:02   \n",
       "5                UNKNOWN   Bed Time Story  Storytelling  01:16:30   \n",
       "6                UNKNOWN      Meme Review     Free Talk  01:56:36   \n",
       "7                  Boxes          UNKNOWN          Game  01:23:18   \n",
       "8                UNKNOWN          UNKNOWN       Karaoke  02:30:57   \n",
       "9                  Boxes          UNKNOWN          Game  01:33:26   \n",
       "10               UNKNOWN   Bed Time Story  Storytelling  01:32:36   \n",
       "11               UNKNOWN      Food Review     Free Talk  02:36:04   \n",
       "12             Muse Dash          UNKNOWN          Game  03:14:52   \n",
       "13               UNKNOWN   Bed Time Story  Storytelling  01:42:16   \n",
       "14               UNKNOWN          UNKNOWN     Free Talk  02:30:04   \n",
       "15       Getting Over It          UNKNOWN          Game  01:58:11   \n",
       "16               UNKNOWN          UNKNOWN     Free Talk  01:53:00   \n",
       "17               UNKNOWN   Bed Time Story  Storytelling  01:34:18   \n",
       "18        Genshin Impact          UNKNOWN          Game  01:24:22   \n",
       "19               UNKNOWN          UNKNOWN    Watchalong  02:11:34   \n",
       "20               UNKNOWN   Bed Time Story  Storytelling  01:41:06   \n",
       "21    Everybody Must Die          UNKNOWN          Game  02:06:34   \n",
       "22  When The Past Around          UNKNOWN          Game  02:38:28   \n",
       "23               UNKNOWN   Bed Time Story  Storytelling  01:36:32   \n",
       "24               UNKNOWN          UNKNOWN     Free Talk  01:59:50   \n",
       "25               UNKNOWN   Bed Time Story  Storytelling  02:00:07   \n",
       "26             Helltaker          UNKNOWN          Game  03:20:38   \n",
       "27               UNKNOWN   Bed Time Story  Storytelling  01:29:48   \n",
       "28               UNKNOWN          UNKNOWN     Free Talk  03:35:20   \n",
       "29             Helltaker          UNKNOWN          Game  01:42:58   \n",
       "30                   Ann          UNKNOWN          Game  04:38:03   \n",
       "31               UNKNOWN  Yozakura Casino       Karaoke  03:31:46   \n",
       "32               UNKNOWN   Bed Time Story  Storytelling  01:02:06   \n",
       "33             Detention          UNKNOWN          Game  03:19:08   \n",
       "34               UNKNOWN          UNKNOWN       Karaoke  02:23:07   \n",
       "35               UNKNOWN          UNKNOWN     Free Talk  03:16:40   \n",
       "36             Detention          UNKNOWN          Game  03:35:23   \n",
       "37               UNKNOWN          UNKNOWN      Game Dev  01:43:06   \n",
       "38               UNKNOWN   Bed Time Story  Storytelling  03:01:04   \n",
       "39               UNKNOWN          UNKNOWN          Game  02:34:18   \n",
       "40         Parampaa Quiz          UNKNOWN          Game  02:36:58   \n",
       "41               UNKNOWN      Media Share     Free Talk  03:12:22   \n",
       "\n",
       "   start_stream end_stream    days  \n",
       "0         19:30      21:27  Jum'at  \n",
       "1         21:30      22:49  Minggu  \n",
       "2         20:30      22:07   Kamis  \n",
       "3         21:00      22:49  Jum'at  \n",
       "4         20:00      21:59   Kamis  \n",
       "5         21:00      22:16  Minggu  \n",
       "6         20:30      22:26    Rabu  \n",
       "7         19:00      20:23  Jum'at  \n",
       "8         14:00      16:30   Sabtu  \n",
       "9         12:30      14:03  Minggu  \n",
       "10        21:30      23:02  Minggu  \n",
       "11        20:30      23:06   Kamis  \n",
       "12        16:15      19:29   Sabtu  \n",
       "13        21:00      22:42  Minggu  \n",
       "14        20:30      23:00  Selasa  \n",
       "15        16:45      18:43  Jum'at  \n",
       "16        08:00      09:53   Sabtu  \n",
       "17        22:00      23:34  Minggu  \n",
       "18        18:30      19:54   Senin  \n",
       "19        20:00      22:11   Sabtu  \n",
       "20        21:00      22:41  Minggu  \n",
       "21        19:00      21:06    Rabu  \n",
       "22        19:30      22:08   Kamis  \n",
       "23        21:00      22:36  Minggu  \n",
       "24        19:30      21:29  Selasa  \n",
       "25        21:45      23:45  Minggu  \n",
       "26        19:00      22:20    Rabu  \n",
       "27        21:00      22:29  Minggu  \n",
       "28        19:30      23:05    Rabu  \n",
       "29        19:30      21:12   Kamis  \n",
       "30        19:30      00:08   Sabtu  \n",
       "31        13:30      17:01  Minggu  \n",
       "32        21:00      22:02  Minggu  \n",
       "33        19:30      22:49   Kamis  \n",
       "34        13:30      15:53  Minggu  \n",
       "35        19:30      22:46    Rabu  \n",
       "36        19:30      23:05   Kamis  \n",
       "37        16:00      17:43  Jum'at  \n",
       "38        21:00      00:01  Minggu  \n",
       "39        16:00      18:34   Senin  \n",
       "40        19:30      22:06  Selasa  \n",
       "41        19:30      22:42   Kamis  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "convert_date_to_days(data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72334ac2-3de6-488f-be0f-b04fbca3339c",
   "metadata": {},
   "source": [
    "#### Get Hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "eb034a8f-d6cc-4700-89a8-b139ba72981d",
   "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",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>uk ngobrol sambil kenalan lagi</td>\n",
       "      <td>429</td>\n",
       "      <td>2022-09-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:57:12</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>21:27</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Reading you a bed time story</td>\n",
       "      <td>310</td>\n",
       "      <td>2022-10-02</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:19:38</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Ssssttt bisik aja kita biar ga kedengeran</td>\n",
       "      <td>357</td>\n",
       "      <td>2022-10-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:37:32</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>22:07</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pokoknya horror game aja</td>\n",
       "      <td>320</td>\n",
       "      <td>2022-10-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:49:56</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Katanya sih mo lanjut reaksi, tpi ga tau deh s...</td>\n",
       "      <td>712</td>\n",
       "      <td>2022-10-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:02</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>21:59</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Continue to read you a bed time story</td>\n",
       "      <td>233</td>\n",
       "      <td>2022-10-16</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:16:30</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:16</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Selamat datang di dunia tipu tipu</td>\n",
       "      <td>487</td>\n",
       "      <td>2022-10-19</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Meme Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:56:36</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>22:26</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Gaming Corner: Mencoba gamenya kak Ethel!!</td>\n",
       "      <td>243</td>\n",
       "      <td>2022-10-21</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:23:18</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>20:23</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>YUURAOKE!!! Permisi mo ngamen</td>\n",
       "      <td>482</td>\n",
       "      <td>2022-10-22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:30:57</td>\n",
       "      <td>14:00:00</td>\n",
       "      <td>16:30</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Guerilla Gaming Corner: bukan part 2</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:33:26</td>\n",
       "      <td>12:30:00</td>\n",
       "      <td>14:03</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Reading you The Story of Momotaro until you fe...</td>\n",
       "      <td>295</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:32:36</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>23:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Menilai masakan kalian</td>\n",
       "      <td>531</td>\n",
       "      <td>2022-10-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Food Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:36:04</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>23:06</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Guerilla Gaming Corner: maju sini lo rhythm game</td>\n",
       "      <td>377</td>\n",
       "      <td>2022-10-29</td>\n",
       "      <td>Muse Dash</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:14:52</td>\n",
       "      <td>16:15:00</td>\n",
       "      <td>19:29</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Reading you The Story of SaruKani until you fe...</td>\n",
       "      <td>279</td>\n",
       "      <td>2022-10-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:42:16</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>dah lama ga ngobrol sama profesional streamer</td>\n",
       "      <td>557</td>\n",
       "      <td>2022-11-01</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:30:04</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>23:00</td>\n",
       "      <td>Selasa</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Guerilla Gaming Corner: Mainin game yang dikas...</td>\n",
       "      <td>424</td>\n",
       "      <td>2022-11-04</td>\n",
       "      <td>Getting Over It</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:58:11</td>\n",
       "      <td>16:45:00</td>\n",
       "      <td>18:43</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Gutten morgen para makhluk hidup</td>\n",
       "      <td>358</td>\n",
       "      <td>2022-11-05</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:53:00</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>09:53</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Reading you Story until you fall asleep</td>\n",
       "      <td>290</td>\n",
       "      <td>2022-11-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:34:18</td>\n",
       "      <td>22:00:00</td>\n",
       "      <td>23:34</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Gaming Corner: Stream Genshin pake potato PC</td>\n",
       "      <td>352</td>\n",
       "      <td>2022-11-07</td>\n",
       "      <td>Genshin Impact</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:24:22</td>\n",
       "      <td>18:30:00</td>\n",
       "      <td>19:54</td>\n",
       "      <td>Senin</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Malming ayo nonton bareng!!! aku ada kuaci ama...</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-11-12</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Watchalong</td>\n",
       "      <td>02:11:34</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>22:11</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Reading you Story: ちからたろう until you fall asleep</td>\n",
       "      <td>239</td>\n",
       "      <td>2022-11-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:41:06</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:41</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Kuitung aku main ini sejam aja yak</td>\n",
       "      <td>283</td>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>Everybody Must Die</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:06:34</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>21:06</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Mencoba game puzzle aesthetic✨</td>\n",
       "      <td>218</td>\n",
       "      <td>2022-11-17</td>\n",
       "      <td>When The Past Around</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:38:28</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:08</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Reading you Story: つるのおんがえし until you fall asleep</td>\n",
       "      <td>228</td>\n",
       "      <td>2022-11-20</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:36:32</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:36</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Kapan hari tu aku bongkar gudang...</td>\n",
       "      <td>371</td>\n",
       "      <td>2022-11-22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:50</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>21:29</td>\n",
       "      <td>Selasa</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Reading you Story:うらしまたろう until you fall asleep</td>\n",
       "      <td>267</td>\n",
       "      <td>2022-11-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>02:00:07</td>\n",
       "      <td>21:45:00</td>\n",
       "      <td>23:45</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Speedrun ikz; lemme show you how beeg my brain is</td>\n",
       "      <td>370</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:20:38</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>22:20</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Reading YOUR Story: Me and My Livium</td>\n",
       "      <td>292</td>\n",
       "      <td>2022-12-04</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:29:48</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:29</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Pengen coba tes personality online ga si</td>\n",
       "      <td>576</td>\n",
       "      <td>2022-12-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:35:20</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Part 2!! Sudah saatnya kita tamatkan game ini ...</td>\n",
       "      <td>248</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:42:58</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>21:12</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Guerilla Stream: Gaming Corner. Daru dulu peng...</td>\n",
       "      <td>404</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>Ann</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>04:38:03</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>00:08</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Welcome to YOZAKURA CASINO!!</td>\n",
       "      <td>625</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Yozakura Casino</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>03:31:46</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>17:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>284</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:02:06</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Temenin aku jaga lilin sepulang sekolah</td>\n",
       "      <td>437</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:19:08</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>KARAOKE Special 2k!! Arigato!!!</td>\n",
       "      <td>666</td>\n",
       "      <td>2022-12-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:23:07</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>15:53</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>lets talk about childhood?</td>\n",
       "      <td>609</td>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:16:40</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:46</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>lu tu ada masalah apa sih Ray</td>\n",
       "      <td>431</td>\n",
       "      <td>2022-12-22</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:35:23</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Lanjut Dimas Ukin</td>\n",
       "      <td>381</td>\n",
       "      <td>2022-12-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game Dev</td>\n",
       "      <td>01:43:06</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>17:43</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>555</td>\n",
       "      <td>2022-12-25</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>03:01:04</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>00:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ga jadi peprwork pen main proseka</td>\n",
       "      <td>508</td>\n",
       "      <td>2022-12-26</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:34:18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>18:34</td>\n",
       "      <td>Senin</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>Speedrun ga siii</td>\n",
       "      <td>411</td>\n",
       "      <td>2022-12-27</td>\n",
       "      <td>Parampaa Quiz</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:36:58</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:06</td>\n",
       "      <td>Selasa</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ga usah nonton ini</td>\n",
       "      <td>906</td>\n",
       "      <td>2022-12-29</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Media Share</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:12:22</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "0    1                     uk ngobrol sambil kenalan lagi    429 2022-09-30   \n",
       "1    2                       Reading you a bed time story    310 2022-10-02   \n",
       "2    3          Ssssttt bisik aja kita biar ga kedengeran    357 2022-10-06   \n",
       "3    4                           Pokoknya horror game aja    320 2022-10-07   \n",
       "4    5  Katanya sih mo lanjut reaksi, tpi ga tau deh s...    712 2022-10-13   \n",
       "5    6             Continue to read you a bed time story     233 2022-10-16   \n",
       "6    7                 Selamat datang di dunia tipu tipu     487 2022-10-19   \n",
       "7    8         Gaming Corner: Mencoba gamenya kak Ethel!!    243 2022-10-21   \n",
       "8    9                      YUURAOKE!!! Permisi mo ngamen    482 2022-10-22   \n",
       "9   10               Guerilla Gaming Corner: bukan part 2    251 2022-10-23   \n",
       "10  11  Reading you The Story of Momotaro until you fe...    295 2022-10-23   \n",
       "11  12                             Menilai masakan kalian    531 2022-10-27   \n",
       "12  13   Guerilla Gaming Corner: maju sini lo rhythm game    377 2022-10-29   \n",
       "13  14  Reading you The Story of SaruKani until you fe...    279 2022-10-30   \n",
       "14  15      dah lama ga ngobrol sama profesional streamer    557 2022-11-01   \n",
       "15  16  Guerilla Gaming Corner: Mainin game yang dikas...    424 2022-11-04   \n",
       "16  17                   Gutten morgen para makhluk hidup    358 2022-11-05   \n",
       "17  18            Reading you Story until you fall asleep    290 2022-11-06   \n",
       "18  19       Gaming Corner: Stream Genshin pake potato PC    352 2022-11-07   \n",
       "19  20  Malming ayo nonton bareng!!! aku ada kuaci ama...    251 2022-11-12   \n",
       "20  21    Reading you Story: ちからたろう until you fall asleep    239 2022-11-13   \n",
       "21  22                Kuitung aku main ini sejam aja yak     283 2022-11-16   \n",
       "22  23                     Mencoba game puzzle aesthetic✨    218 2022-11-17   \n",
       "23  24  Reading you Story: つるのおんがえし until you fall asleep    228 2022-11-20   \n",
       "24  25                Kapan hari tu aku bongkar gudang...    371 2022-11-22   \n",
       "25  26    Reading you Story:うらしまたろう until you fall asleep    267 2022-11-27   \n",
       "26  27  Speedrun ikz; lemme show you how beeg my brain is    370 2022-11-30   \n",
       "27  28               Reading YOUR Story: Me and My Livium    292 2022-12-04   \n",
       "28  29           Pengen coba tes personality online ga si    576 2022-12-07   \n",
       "29  30  Part 2!! Sudah saatnya kita tamatkan game ini ...    248 2022-12-08   \n",
       "30  31  Guerilla Stream: Gaming Corner. Daru dulu peng...    404 2022-12-10   \n",
       "31  32                       Welcome to YOZAKURA CASINO!!    625 2022-12-11   \n",
       "32  33  Reading YOUR Story: Choosen Title on Description!    284 2022-12-11   \n",
       "33  34            Temenin aku jaga lilin sepulang sekolah    437 2022-12-15   \n",
       "34  35                    KARAOKE Special 2k!! Arigato!!!    666 2022-12-18   \n",
       "35  36                         lets talk about childhood?    609 2022-12-21   \n",
       "36  37                      lu tu ada masalah apa sih Ray    431 2022-12-22   \n",
       "37  38                                  Lanjut Dimas Ukin    381 2022-12-23   \n",
       "38  39  Reading YOUR Story: Choosen Title on Description!    555 2022-12-25   \n",
       "39  40                  Ga jadi peprwork pen main proseka    508 2022-12-26   \n",
       "40  41                                   Speedrun ga siii    411 2022-12-27   \n",
       "41  42                                 Ga usah nonton ini    906 2022-12-29   \n",
       "\n",
       "               game_name     content_name         topic  duration  \\\n",
       "0                UNKNOWN          UNKNOWN     Free Talk  01:57:12   \n",
       "1                UNKNOWN   Bed Time Story  Storytelling  01:19:38   \n",
       "2                UNKNOWN          UNKNOWN     Free Talk  01:37:32   \n",
       "3                UNKNOWN          UNKNOWN          Game  01:49:56   \n",
       "4                UNKNOWN          UNKNOWN     Free Talk  01:59:02   \n",
       "5                UNKNOWN   Bed Time Story  Storytelling  01:16:30   \n",
       "6                UNKNOWN      Meme Review     Free Talk  01:56:36   \n",
       "7                  Boxes          UNKNOWN          Game  01:23:18   \n",
       "8                UNKNOWN          UNKNOWN       Karaoke  02:30:57   \n",
       "9                  Boxes          UNKNOWN          Game  01:33:26   \n",
       "10               UNKNOWN   Bed Time Story  Storytelling  01:32:36   \n",
       "11               UNKNOWN      Food Review     Free Talk  02:36:04   \n",
       "12             Muse Dash          UNKNOWN          Game  03:14:52   \n",
       "13               UNKNOWN   Bed Time Story  Storytelling  01:42:16   \n",
       "14               UNKNOWN          UNKNOWN     Free Talk  02:30:04   \n",
       "15       Getting Over It          UNKNOWN          Game  01:58:11   \n",
       "16               UNKNOWN          UNKNOWN     Free Talk  01:53:00   \n",
       "17               UNKNOWN   Bed Time Story  Storytelling  01:34:18   \n",
       "18        Genshin Impact          UNKNOWN          Game  01:24:22   \n",
       "19               UNKNOWN          UNKNOWN    Watchalong  02:11:34   \n",
       "20               UNKNOWN   Bed Time Story  Storytelling  01:41:06   \n",
       "21    Everybody Must Die          UNKNOWN          Game  02:06:34   \n",
       "22  When The Past Around          UNKNOWN          Game  02:38:28   \n",
       "23               UNKNOWN   Bed Time Story  Storytelling  01:36:32   \n",
       "24               UNKNOWN          UNKNOWN     Free Talk  01:59:50   \n",
       "25               UNKNOWN   Bed Time Story  Storytelling  02:00:07   \n",
       "26             Helltaker          UNKNOWN          Game  03:20:38   \n",
       "27               UNKNOWN   Bed Time Story  Storytelling  01:29:48   \n",
       "28               UNKNOWN          UNKNOWN     Free Talk  03:35:20   \n",
       "29             Helltaker          UNKNOWN          Game  01:42:58   \n",
       "30                   Ann          UNKNOWN          Game  04:38:03   \n",
       "31               UNKNOWN  Yozakura Casino       Karaoke  03:31:46   \n",
       "32               UNKNOWN   Bed Time Story  Storytelling  01:02:06   \n",
       "33             Detention          UNKNOWN          Game  03:19:08   \n",
       "34               UNKNOWN          UNKNOWN       Karaoke  02:23:07   \n",
       "35               UNKNOWN          UNKNOWN     Free Talk  03:16:40   \n",
       "36             Detention          UNKNOWN          Game  03:35:23   \n",
       "37               UNKNOWN          UNKNOWN      Game Dev  01:43:06   \n",
       "38               UNKNOWN   Bed Time Story  Storytelling  03:01:04   \n",
       "39               UNKNOWN          UNKNOWN          Game  02:34:18   \n",
       "40         Parampaa Quiz          UNKNOWN          Game  02:36:58   \n",
       "41               UNKNOWN      Media Share     Free Talk  03:12:22   \n",
       "\n",
       "   start_stream end_stream    days  hours  \n",
       "0      19:30:00      21:27  Jum'at     19  \n",
       "1      21:30:00      22:49  Minggu     21  \n",
       "2      20:30:00      22:07   Kamis     20  \n",
       "3      21:00:00      22:49  Jum'at     21  \n",
       "4      20:00:00      21:59   Kamis     20  \n",
       "5      21:00:00      22:16  Minggu     21  \n",
       "6      20:30:00      22:26    Rabu     20  \n",
       "7      19:00:00      20:23  Jum'at     19  \n",
       "8      14:00:00      16:30   Sabtu     14  \n",
       "9      12:30:00      14:03  Minggu     12  \n",
       "10     21:30:00      23:02  Minggu     21  \n",
       "11     20:30:00      23:06   Kamis     20  \n",
       "12     16:15:00      19:29   Sabtu     16  \n",
       "13     21:00:00      22:42  Minggu     21  \n",
       "14     20:30:00      23:00  Selasa     20  \n",
       "15     16:45:00      18:43  Jum'at     16  \n",
       "16     08:00:00      09:53   Sabtu      8  \n",
       "17     22:00:00      23:34  Minggu     22  \n",
       "18     18:30:00      19:54   Senin     18  \n",
       "19     20:00:00      22:11   Sabtu     20  \n",
       "20     21:00:00      22:41  Minggu     21  \n",
       "21     19:00:00      21:06    Rabu     19  \n",
       "22     19:30:00      22:08   Kamis     19  \n",
       "23     21:00:00      22:36  Minggu     21  \n",
       "24     19:30:00      21:29  Selasa     19  \n",
       "25     21:45:00      23:45  Minggu     21  \n",
       "26     19:00:00      22:20    Rabu     19  \n",
       "27     21:00:00      22:29  Minggu     21  \n",
       "28     19:30:00      23:05    Rabu     19  \n",
       "29     19:30:00      21:12   Kamis     19  \n",
       "30     19:30:00      00:08   Sabtu     19  \n",
       "31     13:30:00      17:01  Minggu     13  \n",
       "32     21:00:00      22:02  Minggu     21  \n",
       "33     19:30:00      22:49   Kamis     19  \n",
       "34     13:30:00      15:53  Minggu     13  \n",
       "35     19:30:00      22:46    Rabu     19  \n",
       "36     19:30:00      23:05   Kamis     19  \n",
       "37     16:00:00      17:43  Jum'at     16  \n",
       "38     21:00:00      00:01  Minggu     21  \n",
       "39     16:00:00      18:34   Senin     16  \n",
       "40     19:30:00      22:06  Selasa     19  \n",
       "41     19:30:00      22:42   Kamis     19  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_hours(data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69b56c88-54b2-4562-b623-0232f31582da",
   "metadata": {},
   "source": [
    "### Get count days for Livestream "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "23eff205-145f-4c6b-b937-d54999715f0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Minggu    14\n",
       "Kamis      8\n",
       "Jum'at     5\n",
       "Rabu       5\n",
       "Sabtu      5\n",
       "Selasa     3\n",
       "Senin      2\n",
       "Name: days, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"days\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8b1f350a-fe9d-44cc-8ea3-0283ed62fed0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selama 3 bulan ini, Yuura sudah melakukan stream sebanyak 42 kali\n"
     ]
    }
   ],
   "source": [
    "print(f\"Selama 3 bulan ini, Yuura sudah melakukan stream sebanyak {len(data.index)} kali\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "497b0588-ef8d-4fd9-84c6-afb9126bf7c1",
   "metadata": {},
   "source": [
    "### Plot Livestream Days in 3 months "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "59b5f8cf-c43d-4305-9e32-2b93fddff63e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_count_days(data=data, username=USERNAME)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7357d3c9-acf8-4e48-ac25-eb62bce7c484",
   "metadata": {},
   "source": [
    "### Get Average Views based on Days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8dcb033e-29dd-4f95-97fa-c0f15228a7a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "get_avg_days = round(data.groupby([\"days\"])['views'].mean().reindex([\"Senin\",\"Selasa\",\"Rabu\",\"Kamis\",\"Jum'at\",\"Sabtu\",\"Minggu\"]), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "39ccfb35-5400-41cf-84c2-703040fb22ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "days\n",
       "Senin     430.00\n",
       "Selasa    446.33\n",
       "Rabu      465.00\n",
       "Kamis     480.00\n",
       "Jum'at    359.40\n",
       "Sabtu     374.40\n",
       "Minggu    343.86\n",
       "Name: views, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_avg_days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c7049a35-1756-4921-974d-24254801ae45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_avg_days_views(data=data,\n",
    "                    var_name=get_avg_days,\n",
    "                    username=USERNAME)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcfc19e8-1114-455e-904a-5d895809a8d1",
   "metadata": {},
   "source": [
    "### Get count hours livestream "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "47ca90c3-f6b7-4f6f-a460-dda95ead2ba5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19    14\n",
       "21    11\n",
       "20     6\n",
       "16     4\n",
       "13     2\n",
       "14     1\n",
       "12     1\n",
       "8      1\n",
       "22     1\n",
       "18     1\n",
       "Name: hours, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"hours\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1911a54d-a2de-460c-bf38-594344d738d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_count_hours(data=data, username=USERNAME)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84d0b8ca-910a-4f88-a19a-fcb75a2662d8",
   "metadata": {},
   "source": [
    "### Trend Views in 3 months "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "45ac20be-3c59-4de6-872e-ccb85b43c9a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2022-09-30 00:00:00'), Timestamp('2022-12-29 00:00:00'))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(data[\"date\"]), max(data[\"date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0481c988-e2d4-434b-936b-75d43ed09d60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_trend_views(data=data, username=USERNAME, max_limit=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "bcaf5ebc-b152-439c-ae74-80067bbf19c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "218"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_views = min(data[\"views\"])\n",
    "min_views"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "31f8d0da-13fa-4dc8-bcfc-51da1f57c42f",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Mencoba game puzzle aesthetic✨</td>\n",
       "      <td>218</td>\n",
       "      <td>2022-11-17</td>\n",
       "      <td>When The Past Around</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:38:28</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:08</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                           title  views       date  \\\n",
       "22  23  Mencoba game puzzle aesthetic✨    218 2022-11-17   \n",
       "\n",
       "               game_name content_name topic  duration start_stream end_stream  \\\n",
       "22  When The Past Around      UNKNOWN  Game  02:38:28     19:30:00      22:08   \n",
       "\n",
       "     days  hours  \n",
       "22  Kamis     19  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"views\"] == min_views]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d33d41a7-dcc4-48b0-92bd-0ef0eec5f1c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "906"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_views = max(data[\"views\"])\n",
    "max_views"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "00ccda53-a07f-42e9-996f-cfc862fada17",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ga usah nonton ini</td>\n",
       "      <td>906</td>\n",
       "      <td>2022-12-29</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Media Share</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:12:22</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id               title  views       date game_name content_name  \\\n",
       "41  42  Ga usah nonton ini    906 2022-12-29   UNKNOWN  Media Share   \n",
       "\n",
       "        topic  duration start_stream end_stream   days  hours  \n",
       "41  Free Talk  03:12:22     19:30:00      22:42  Kamis     19  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"views\"] == max_views]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1218f157-28a2-4c5f-b216-9490bb783f25",
   "metadata": {},
   "source": [
    "### Views distribution "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8ac62d2d-33ea-48a0-ae27-993c21a07d6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(data=data, col=\"views\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b364c393-37df-4c2d-8476-1c48bdf29e07",
   "metadata": {},
   "source": [
    "### Get average views "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e7e77156-8deb-4e7b-a1af-704e11dc56bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "401.1190476190476"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean = np.average(data['views'])\n",
    "mean"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "268a9e88-21e9-4145-be80-a2d9142e35b6",
   "metadata": {},
   "source": [
    "### Get median views "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1aa61464-ad09-4d2f-8cd8-3c47f667e2c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "370.5"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "median = np.median(data['views'])\n",
    "median"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28ea3d91-d21d-43fd-a14e-12ae42128eb0",
   "metadata": {},
   "source": [
    "### Get average views in each hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "308dd5c5-838c-499f-a221-7b7fe754ab0c",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>uk ngobrol sambil kenalan lagi</td>\n",
       "      <td>429</td>\n",
       "      <td>2022-09-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:57:12</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>21:27</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Reading you a bed time story</td>\n",
       "      <td>310</td>\n",
       "      <td>2022-10-02</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:19:38</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Ssssttt bisik aja kita biar ga kedengeran</td>\n",
       "      <td>357</td>\n",
       "      <td>2022-10-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:37:32</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>22:07</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pokoknya horror game aja</td>\n",
       "      <td>320</td>\n",
       "      <td>2022-10-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:49:56</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Katanya sih mo lanjut reaksi, tpi ga tau deh s...</td>\n",
       "      <td>712</td>\n",
       "      <td>2022-10-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:02</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>21:59</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                                              title  views       date  \\\n",
       "0   1                     uk ngobrol sambil kenalan lagi    429 2022-09-30   \n",
       "1   2                       Reading you a bed time story    310 2022-10-02   \n",
       "2   3          Ssssttt bisik aja kita biar ga kedengeran    357 2022-10-06   \n",
       "3   4                           Pokoknya horror game aja    320 2022-10-07   \n",
       "4   5  Katanya sih mo lanjut reaksi, tpi ga tau deh s...    712 2022-10-13   \n",
       "\n",
       "  game_name    content_name         topic  duration start_stream end_stream  \\\n",
       "0   UNKNOWN         UNKNOWN     Free Talk  01:57:12     19:30:00      21:27   \n",
       "1   UNKNOWN  Bed Time Story  Storytelling  01:19:38     21:30:00      22:49   \n",
       "2   UNKNOWN         UNKNOWN     Free Talk  01:37:32     20:30:00      22:07   \n",
       "3   UNKNOWN         UNKNOWN          Game  01:49:56     21:00:00      22:49   \n",
       "4   UNKNOWN         UNKNOWN     Free Talk  01:59:02     20:00:00      21:59   \n",
       "\n",
       "     days  hours  \n",
       "0  Jum'at     19  \n",
       "1  Minggu     21  \n",
       "2   Kamis     20  \n",
       "3  Jum'at     21  \n",
       "4   Kamis     20  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "710deabd",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Welcome to YOZAKURA CASINO!!</td>\n",
       "      <td>625</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Yozakura Casino</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>03:31:46</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>17:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "      <td>211.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>KARAOKE Special 2k!! Arigato!!!</td>\n",
       "      <td>666</td>\n",
       "      <td>2022-12-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:23:07</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>15:53</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "      <td>143.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                            title  views       date game_name  \\\n",
       "31  32     Welcome to YOZAKURA CASINO!!    625 2022-12-11   UNKNOWN   \n",
       "34  35  KARAOKE Special 2k!! Arigato!!!    666 2022-12-18   UNKNOWN   \n",
       "\n",
       "       content_name    topic  duration start_stream end_stream    days  hours  \\\n",
       "31  Yozakura Casino  Karaoke  03:31:46     13:30:00      17:01  Minggu     13   \n",
       "34          UNKNOWN  Karaoke  02:23:07     13:30:00      15:53  Minggu     13   \n",
       "\n",
       "    convert_duration_minutes  \n",
       "31                    211.77  \n",
       "34                    143.12  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"hours\"] == 13]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "618d0a20-c9df-40fe-93e0-e18a59fa3336",
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_views_hours = round(data.groupby(['hours'])[\"views\"].mean(), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f30b3dc6-2882-4346-af15-f0ce45783f8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hours\n",
       "8     358.00\n",
       "12    251.00\n",
       "13    645.50\n",
       "14    482.00\n",
       "16    422.50\n",
       "18    352.00\n",
       "19    424.00\n",
       "20    482.50\n",
       "21    300.18\n",
       "22    290.00\n",
       "Name: views, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_views_hours"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad313b59-045d-41f6-85e5-f100ab1f99db",
   "metadata": {},
   "source": [
    "### Plot Average Views in each Hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "f644e2b2-f88c-4b62-b6bf-9b6e7924d59f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_avg_views_hours(data=data, var_name=avg_views_hours, username=USERNAME)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2826d0ec-cf76-4422-9cc6-6fabc865b773",
   "metadata": {},
   "source": [
    "### Convert Timestamp duration to Minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d99615a3-74ee-4334-b88c-566f7c45a046",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>uk ngobrol sambil kenalan lagi</td>\n",
       "      <td>429</td>\n",
       "      <td>2022-09-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:57:12</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>21:27</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>19</td>\n",
       "      <td>117.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Reading you a bed time story</td>\n",
       "      <td>310</td>\n",
       "      <td>2022-10-02</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:19:38</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>79.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Ssssttt bisik aja kita biar ga kedengeran</td>\n",
       "      <td>357</td>\n",
       "      <td>2022-10-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:37:32</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>22:07</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "      <td>97.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pokoknya horror game aja</td>\n",
       "      <td>320</td>\n",
       "      <td>2022-10-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:49:56</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>21</td>\n",
       "      <td>109.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Katanya sih mo lanjut reaksi, tpi ga tau deh s...</td>\n",
       "      <td>712</td>\n",
       "      <td>2022-10-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:02</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>21:59</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "      <td>119.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Continue to read you a bed time story</td>\n",
       "      <td>233</td>\n",
       "      <td>2022-10-16</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:16:30</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:16</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>76.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Selamat datang di dunia tipu tipu</td>\n",
       "      <td>487</td>\n",
       "      <td>2022-10-19</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Meme Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:56:36</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>22:26</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>20</td>\n",
       "      <td>116.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Gaming Corner: Mencoba gamenya kak Ethel!!</td>\n",
       "      <td>243</td>\n",
       "      <td>2022-10-21</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:23:18</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>20:23</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>19</td>\n",
       "      <td>83.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>YUURAOKE!!! Permisi mo ngamen</td>\n",
       "      <td>482</td>\n",
       "      <td>2022-10-22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:30:57</td>\n",
       "      <td>14:00:00</td>\n",
       "      <td>16:30</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>14</td>\n",
       "      <td>150.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Guerilla Gaming Corner: bukan part 2</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:33:26</td>\n",
       "      <td>12:30:00</td>\n",
       "      <td>14:03</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>12</td>\n",
       "      <td>93.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Reading you The Story of Momotaro until you fe...</td>\n",
       "      <td>295</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:32:36</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>23:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>92.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Menilai masakan kalian</td>\n",
       "      <td>531</td>\n",
       "      <td>2022-10-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Food Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:36:04</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>23:06</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "      <td>156.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Guerilla Gaming Corner: maju sini lo rhythm game</td>\n",
       "      <td>377</td>\n",
       "      <td>2022-10-29</td>\n",
       "      <td>Muse Dash</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:14:52</td>\n",
       "      <td>16:15:00</td>\n",
       "      <td>19:29</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>16</td>\n",
       "      <td>194.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Reading you The Story of SaruKani until you fe...</td>\n",
       "      <td>279</td>\n",
       "      <td>2022-10-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:42:16</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>102.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>dah lama ga ngobrol sama profesional streamer</td>\n",
       "      <td>557</td>\n",
       "      <td>2022-11-01</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:30:04</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>23:00</td>\n",
       "      <td>Selasa</td>\n",
       "      <td>20</td>\n",
       "      <td>150.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Guerilla Gaming Corner: Mainin game yang dikas...</td>\n",
       "      <td>424</td>\n",
       "      <td>2022-11-04</td>\n",
       "      <td>Getting Over It</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:58:11</td>\n",
       "      <td>16:45:00</td>\n",
       "      <td>18:43</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>16</td>\n",
       "      <td>118.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Gutten morgen para makhluk hidup</td>\n",
       "      <td>358</td>\n",
       "      <td>2022-11-05</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:53:00</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>09:53</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>8</td>\n",
       "      <td>113.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Reading you Story until you fall asleep</td>\n",
       "      <td>290</td>\n",
       "      <td>2022-11-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:34:18</td>\n",
       "      <td>22:00:00</td>\n",
       "      <td>23:34</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>22</td>\n",
       "      <td>94.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Gaming Corner: Stream Genshin pake potato PC</td>\n",
       "      <td>352</td>\n",
       "      <td>2022-11-07</td>\n",
       "      <td>Genshin Impact</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:24:22</td>\n",
       "      <td>18:30:00</td>\n",
       "      <td>19:54</td>\n",
       "      <td>Senin</td>\n",
       "      <td>18</td>\n",
       "      <td>84.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Malming ayo nonton bareng!!! aku ada kuaci ama...</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-11-12</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Watchalong</td>\n",
       "      <td>02:11:34</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>22:11</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>20</td>\n",
       "      <td>131.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Reading you Story: ちからたろう until you fall asleep</td>\n",
       "      <td>239</td>\n",
       "      <td>2022-11-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:41:06</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:41</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>101.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Kuitung aku main ini sejam aja yak</td>\n",
       "      <td>283</td>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>Everybody Must Die</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:06:34</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>21:06</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>126.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Mencoba game puzzle aesthetic✨</td>\n",
       "      <td>218</td>\n",
       "      <td>2022-11-17</td>\n",
       "      <td>When The Past Around</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:38:28</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:08</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "      <td>158.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Reading you Story: つるのおんがえし until you fall asleep</td>\n",
       "      <td>228</td>\n",
       "      <td>2022-11-20</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:36:32</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:36</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>96.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Kapan hari tu aku bongkar gudang...</td>\n",
       "      <td>371</td>\n",
       "      <td>2022-11-22</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:59:50</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>21:29</td>\n",
       "      <td>Selasa</td>\n",
       "      <td>19</td>\n",
       "      <td>119.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Reading you Story:うらしまたろう until you fall asleep</td>\n",
       "      <td>267</td>\n",
       "      <td>2022-11-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>02:00:07</td>\n",
       "      <td>21:45:00</td>\n",
       "      <td>23:45</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>120.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Speedrun ikz; lemme show you how beeg my brain is</td>\n",
       "      <td>370</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:20:38</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>22:20</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>200.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Reading YOUR Story: Me and My Livium</td>\n",
       "      <td>292</td>\n",
       "      <td>2022-12-04</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:29:48</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:29</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>89.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Pengen coba tes personality online ga si</td>\n",
       "      <td>576</td>\n",
       "      <td>2022-12-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:35:20</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>215.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Part 2!! Sudah saatnya kita tamatkan game ini ...</td>\n",
       "      <td>248</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:42:58</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>21:12</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "      <td>102.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Guerilla Stream: Gaming Corner. Daru dulu peng...</td>\n",
       "      <td>404</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>Ann</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>04:38:03</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>00:08</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>19</td>\n",
       "      <td>278.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Welcome to YOZAKURA CASINO!!</td>\n",
       "      <td>625</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Yozakura Casino</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>03:31:46</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>17:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "      <td>211.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>284</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:02:06</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>62.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Temenin aku jaga lilin sepulang sekolah</td>\n",
       "      <td>437</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:19:08</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "      <td>199.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>KARAOKE Special 2k!! Arigato!!!</td>\n",
       "      <td>666</td>\n",
       "      <td>2022-12-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:23:07</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>15:53</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "      <td>143.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>lets talk about childhood?</td>\n",
       "      <td>609</td>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:16:40</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:46</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>196.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>lu tu ada masalah apa sih Ray</td>\n",
       "      <td>431</td>\n",
       "      <td>2022-12-22</td>\n",
       "      <td>Detention</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:35:23</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "      <td>215.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Lanjut Dimas Ukin</td>\n",
       "      <td>381</td>\n",
       "      <td>2022-12-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game Dev</td>\n",
       "      <td>01:43:06</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>17:43</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>16</td>\n",
       "      <td>103.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>555</td>\n",
       "      <td>2022-12-25</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>03:01:04</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>00:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>181.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ga jadi peprwork pen main proseka</td>\n",
       "      <td>508</td>\n",
       "      <td>2022-12-26</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:34:18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>18:34</td>\n",
       "      <td>Senin</td>\n",
       "      <td>16</td>\n",
       "      <td>154.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>Speedrun ga siii</td>\n",
       "      <td>411</td>\n",
       "      <td>2022-12-27</td>\n",
       "      <td>Parampaa Quiz</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:36:58</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:06</td>\n",
       "      <td>Selasa</td>\n",
       "      <td>19</td>\n",
       "      <td>156.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Ga usah nonton ini</td>\n",
       "      <td>906</td>\n",
       "      <td>2022-12-29</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Media Share</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:12:22</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "      <td>192.37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "0    1                     uk ngobrol sambil kenalan lagi    429 2022-09-30   \n",
       "1    2                       Reading you a bed time story    310 2022-10-02   \n",
       "2    3          Ssssttt bisik aja kita biar ga kedengeran    357 2022-10-06   \n",
       "3    4                           Pokoknya horror game aja    320 2022-10-07   \n",
       "4    5  Katanya sih mo lanjut reaksi, tpi ga tau deh s...    712 2022-10-13   \n",
       "5    6             Continue to read you a bed time story     233 2022-10-16   \n",
       "6    7                 Selamat datang di dunia tipu tipu     487 2022-10-19   \n",
       "7    8         Gaming Corner: Mencoba gamenya kak Ethel!!    243 2022-10-21   \n",
       "8    9                      YUURAOKE!!! Permisi mo ngamen    482 2022-10-22   \n",
       "9   10               Guerilla Gaming Corner: bukan part 2    251 2022-10-23   \n",
       "10  11  Reading you The Story of Momotaro until you fe...    295 2022-10-23   \n",
       "11  12                             Menilai masakan kalian    531 2022-10-27   \n",
       "12  13   Guerilla Gaming Corner: maju sini lo rhythm game    377 2022-10-29   \n",
       "13  14  Reading you The Story of SaruKani until you fe...    279 2022-10-30   \n",
       "14  15      dah lama ga ngobrol sama profesional streamer    557 2022-11-01   \n",
       "15  16  Guerilla Gaming Corner: Mainin game yang dikas...    424 2022-11-04   \n",
       "16  17                   Gutten morgen para makhluk hidup    358 2022-11-05   \n",
       "17  18            Reading you Story until you fall asleep    290 2022-11-06   \n",
       "18  19       Gaming Corner: Stream Genshin pake potato PC    352 2022-11-07   \n",
       "19  20  Malming ayo nonton bareng!!! aku ada kuaci ama...    251 2022-11-12   \n",
       "20  21    Reading you Story: ちからたろう until you fall asleep    239 2022-11-13   \n",
       "21  22                Kuitung aku main ini sejam aja yak     283 2022-11-16   \n",
       "22  23                     Mencoba game puzzle aesthetic✨    218 2022-11-17   \n",
       "23  24  Reading you Story: つるのおんがえし until you fall asleep    228 2022-11-20   \n",
       "24  25                Kapan hari tu aku bongkar gudang...    371 2022-11-22   \n",
       "25  26    Reading you Story:うらしまたろう until you fall asleep    267 2022-11-27   \n",
       "26  27  Speedrun ikz; lemme show you how beeg my brain is    370 2022-11-30   \n",
       "27  28               Reading YOUR Story: Me and My Livium    292 2022-12-04   \n",
       "28  29           Pengen coba tes personality online ga si    576 2022-12-07   \n",
       "29  30  Part 2!! Sudah saatnya kita tamatkan game ini ...    248 2022-12-08   \n",
       "30  31  Guerilla Stream: Gaming Corner. Daru dulu peng...    404 2022-12-10   \n",
       "31  32                       Welcome to YOZAKURA CASINO!!    625 2022-12-11   \n",
       "32  33  Reading YOUR Story: Choosen Title on Description!    284 2022-12-11   \n",
       "33  34            Temenin aku jaga lilin sepulang sekolah    437 2022-12-15   \n",
       "34  35                    KARAOKE Special 2k!! Arigato!!!    666 2022-12-18   \n",
       "35  36                         lets talk about childhood?    609 2022-12-21   \n",
       "36  37                      lu tu ada masalah apa sih Ray    431 2022-12-22   \n",
       "37  38                                  Lanjut Dimas Ukin    381 2022-12-23   \n",
       "38  39  Reading YOUR Story: Choosen Title on Description!    555 2022-12-25   \n",
       "39  40                  Ga jadi peprwork pen main proseka    508 2022-12-26   \n",
       "40  41                                   Speedrun ga siii    411 2022-12-27   \n",
       "41  42                                 Ga usah nonton ini    906 2022-12-29   \n",
       "\n",
       "               game_name     content_name         topic  duration  \\\n",
       "0                UNKNOWN          UNKNOWN     Free Talk  01:57:12   \n",
       "1                UNKNOWN   Bed Time Story  Storytelling  01:19:38   \n",
       "2                UNKNOWN          UNKNOWN     Free Talk  01:37:32   \n",
       "3                UNKNOWN          UNKNOWN          Game  01:49:56   \n",
       "4                UNKNOWN          UNKNOWN     Free Talk  01:59:02   \n",
       "5                UNKNOWN   Bed Time Story  Storytelling  01:16:30   \n",
       "6                UNKNOWN      Meme Review     Free Talk  01:56:36   \n",
       "7                  Boxes          UNKNOWN          Game  01:23:18   \n",
       "8                UNKNOWN          UNKNOWN       Karaoke  02:30:57   \n",
       "9                  Boxes          UNKNOWN          Game  01:33:26   \n",
       "10               UNKNOWN   Bed Time Story  Storytelling  01:32:36   \n",
       "11               UNKNOWN      Food Review     Free Talk  02:36:04   \n",
       "12             Muse Dash          UNKNOWN          Game  03:14:52   \n",
       "13               UNKNOWN   Bed Time Story  Storytelling  01:42:16   \n",
       "14               UNKNOWN          UNKNOWN     Free Talk  02:30:04   \n",
       "15       Getting Over It          UNKNOWN          Game  01:58:11   \n",
       "16               UNKNOWN          UNKNOWN     Free Talk  01:53:00   \n",
       "17               UNKNOWN   Bed Time Story  Storytelling  01:34:18   \n",
       "18        Genshin Impact          UNKNOWN          Game  01:24:22   \n",
       "19               UNKNOWN          UNKNOWN    Watchalong  02:11:34   \n",
       "20               UNKNOWN   Bed Time Story  Storytelling  01:41:06   \n",
       "21    Everybody Must Die          UNKNOWN          Game  02:06:34   \n",
       "22  When The Past Around          UNKNOWN          Game  02:38:28   \n",
       "23               UNKNOWN   Bed Time Story  Storytelling  01:36:32   \n",
       "24               UNKNOWN          UNKNOWN     Free Talk  01:59:50   \n",
       "25               UNKNOWN   Bed Time Story  Storytelling  02:00:07   \n",
       "26             Helltaker          UNKNOWN          Game  03:20:38   \n",
       "27               UNKNOWN   Bed Time Story  Storytelling  01:29:48   \n",
       "28               UNKNOWN          UNKNOWN     Free Talk  03:35:20   \n",
       "29             Helltaker          UNKNOWN          Game  01:42:58   \n",
       "30                   Ann          UNKNOWN          Game  04:38:03   \n",
       "31               UNKNOWN  Yozakura Casino       Karaoke  03:31:46   \n",
       "32               UNKNOWN   Bed Time Story  Storytelling  01:02:06   \n",
       "33             Detention          UNKNOWN          Game  03:19:08   \n",
       "34               UNKNOWN          UNKNOWN       Karaoke  02:23:07   \n",
       "35               UNKNOWN          UNKNOWN     Free Talk  03:16:40   \n",
       "36             Detention          UNKNOWN          Game  03:35:23   \n",
       "37               UNKNOWN          UNKNOWN      Game Dev  01:43:06   \n",
       "38               UNKNOWN   Bed Time Story  Storytelling  03:01:04   \n",
       "39               UNKNOWN          UNKNOWN          Game  02:34:18   \n",
       "40         Parampaa Quiz          UNKNOWN          Game  02:36:58   \n",
       "41               UNKNOWN      Media Share     Free Talk  03:12:22   \n",
       "\n",
       "   start_stream end_stream    days  hours  convert_duration_minutes  \n",
       "0      19:30:00      21:27  Jum'at     19                    117.20  \n",
       "1      21:30:00      22:49  Minggu     21                     79.63  \n",
       "2      20:30:00      22:07   Kamis     20                     97.53  \n",
       "3      21:00:00      22:49  Jum'at     21                    109.93  \n",
       "4      20:00:00      21:59   Kamis     20                    119.03  \n",
       "5      21:00:00      22:16  Minggu     21                     76.50  \n",
       "6      20:30:00      22:26    Rabu     20                    116.60  \n",
       "7      19:00:00      20:23  Jum'at     19                     83.30  \n",
       "8      14:00:00      16:30   Sabtu     14                    150.95  \n",
       "9      12:30:00      14:03  Minggu     12                     93.43  \n",
       "10     21:30:00      23:02  Minggu     21                     92.60  \n",
       "11     20:30:00      23:06   Kamis     20                    156.07  \n",
       "12     16:15:00      19:29   Sabtu     16                    194.87  \n",
       "13     21:00:00      22:42  Minggu     21                    102.27  \n",
       "14     20:30:00      23:00  Selasa     20                    150.07  \n",
       "15     16:45:00      18:43  Jum'at     16                    118.18  \n",
       "16     08:00:00      09:53   Sabtu      8                    113.00  \n",
       "17     22:00:00      23:34  Minggu     22                     94.30  \n",
       "18     18:30:00      19:54   Senin     18                     84.37  \n",
       "19     20:00:00      22:11   Sabtu     20                    131.57  \n",
       "20     21:00:00      22:41  Minggu     21                    101.10  \n",
       "21     19:00:00      21:06    Rabu     19                    126.57  \n",
       "22     19:30:00      22:08   Kamis     19                    158.47  \n",
       "23     21:00:00      22:36  Minggu     21                     96.53  \n",
       "24     19:30:00      21:29  Selasa     19                    119.83  \n",
       "25     21:45:00      23:45  Minggu     21                    120.12  \n",
       "26     19:00:00      22:20    Rabu     19                    200.63  \n",
       "27     21:00:00      22:29  Minggu     21                     89.80  \n",
       "28     19:30:00      23:05    Rabu     19                    215.33  \n",
       "29     19:30:00      21:12   Kamis     19                    102.97  \n",
       "30     19:30:00      00:08   Sabtu     19                    278.05  \n",
       "31     13:30:00      17:01  Minggu     13                    211.77  \n",
       "32     21:00:00      22:02  Minggu     21                     62.10  \n",
       "33     19:30:00      22:49   Kamis     19                    199.13  \n",
       "34     13:30:00      15:53  Minggu     13                    143.12  \n",
       "35     19:30:00      22:46    Rabu     19                    196.67  \n",
       "36     19:30:00      23:05   Kamis     19                    215.38  \n",
       "37     16:00:00      17:43  Jum'at     16                    103.10  \n",
       "38     21:00:00      00:01  Minggu     21                    181.07  \n",
       "39     16:00:00      18:34   Senin     16                    154.30  \n",
       "40     19:30:00      22:06  Selasa     19                    156.97  \n",
       "41     19:30:00      22:42   Kamis     19                    192.37  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "convert_timestamp_to_minutes(data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caf3ed28-bed0-4d01-81ac-39f268e611d0",
   "metadata": {},
   "source": [
    "### Average per minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "574c190e-1ba2-43fe-8b72-e04503a0a983",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "135.8757142857143"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_duration = np.average(data['convert_duration_minutes'])\n",
    "mean_duration"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32db4963-8e5f-4bb6-a862-8cffe5472eec",
   "metadata": {},
   "source": [
    "### Distribution Plot Stream Duration "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d77419bd-9085-4fce-b435-01d883c64512",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(data=data, col=\"convert_duration_minutes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feab0583-c87d-478e-b828-9771f85d455f",
   "metadata": {},
   "source": [
    "### Get average Stream Duration by Days "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3f2908ba-20e9-4628-aca2-3186f647753c",
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_stream_duration_days = round(data.groupby('days')['convert_duration_minutes'].mean().reindex([\"Senin\",\"Selasa\",\"Rabu\",\"Kamis\",\"Jum'at\",\"Sabtu\",\"Minggu\"]), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9c56fde9-c822-4159-bb30-66e7999c2d50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "days\n",
       "Senin     119.34\n",
       "Selasa    142.29\n",
       "Rabu      171.16\n",
       "Kamis     155.12\n",
       "Jum'at    106.34\n",
       "Sabtu     173.69\n",
       "Minggu    110.31\n",
       "Name: convert_duration_minutes, dtype: float64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_stream_duration_days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "cfcc364c-6906-4adf-8d47-7d4db507542d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_avg_duration_stream_days(data=data, var_name=avg_stream_duration_days, username=USERNAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "bc99b666",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Selamat datang di dunia tipu tipu</td>\n",
       "      <td>487</td>\n",
       "      <td>2022-10-19</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Meme Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:56:36</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>22:26</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>20</td>\n",
       "      <td>116.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Kuitung aku main ini sejam aja yak</td>\n",
       "      <td>283</td>\n",
       "      <td>2022-11-16</td>\n",
       "      <td>Everybody Must Die</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:06:34</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>21:06</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>126.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Speedrun ikz; lemme show you how beeg my brain is</td>\n",
       "      <td>370</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>Helltaker</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:20:38</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>22:20</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>200.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Pengen coba tes personality online ga si</td>\n",
       "      <td>576</td>\n",
       "      <td>2022-12-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:35:20</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>215.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>lets talk about childhood?</td>\n",
       "      <td>609</td>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:16:40</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:46</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>196.67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
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       "    id                                              title  views       date  \\\n",
       "6    7                 Selamat datang di dunia tipu tipu     487 2022-10-19   \n",
       "21  22                Kuitung aku main ini sejam aja yak     283 2022-11-16   \n",
       "26  27  Speedrun ikz; lemme show you how beeg my brain is    370 2022-11-30   \n",
       "28  29           Pengen coba tes personality online ga si    576 2022-12-07   \n",
       "35  36                         lets talk about childhood?    609 2022-12-21   \n",
       "\n",
       "             game_name content_name      topic  duration start_stream  \\\n",
       "6              UNKNOWN  Meme Review  Free Talk  01:56:36     20:30:00   \n",
       "21  Everybody Must Die      UNKNOWN       Game  02:06:34     19:00:00   \n",
       "26           Helltaker      UNKNOWN       Game  03:20:38     19:00:00   \n",
       "28             UNKNOWN      UNKNOWN  Free Talk  03:35:20     19:30:00   \n",
       "35             UNKNOWN      UNKNOWN  Free Talk  03:16:40     19:30:00   \n",
       "\n",
       "   end_stream  days  hours  convert_duration_minutes  \n",
       "6       22:26  Rabu     20                    116.60  \n",
       "21      21:06  Rabu     19                    126.57  \n",
       "26      22:20  Rabu     19                    200.63  \n",
       "28      23:05  Rabu     19                    215.33  \n",
       "35      22:46  Rabu     19                    196.67  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
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    }
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   "source": [
    "data[data[\"days\"] == \"Rabu\"]"
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   "cell_type": "code",
   "execution_count": 39,
   "id": "5bcc3c7a-9c4b-446d-9568-53a5868c1a8e",
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       "      <th>8</th>\n",
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       "      <td>YUURAOKE!!! Permisi mo ngamen</td>\n",
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       "      <td>UNKNOWN</td>\n",
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       "      <td>Sabtu</td>\n",
       "      <td>16</td>\n",
       "      <td>194.87</td>\n",
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       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Gutten morgen para makhluk hidup</td>\n",
       "      <td>358</td>\n",
       "      <td>2022-11-05</td>\n",
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       "      <td>UNKNOWN</td>\n",
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       "      <td>08:00:00</td>\n",
       "      <td>09:53</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>8</td>\n",
       "      <td>113.00</td>\n",
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       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Malming ayo nonton bareng!!! aku ada kuaci ama...</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-11-12</td>\n",
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       "      <td>UNKNOWN</td>\n",
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       "      <td>02:11:34</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>22:11</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>20</td>\n",
       "      <td>131.57</td>\n",
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       "      <th>30</th>\n",
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       "      <td>Guerilla Stream: Gaming Corner. Daru dulu peng...</td>\n",
       "      <td>404</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>Ann</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>04:38:03</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>00:08</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>19</td>\n",
       "      <td>278.05</td>\n",
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       "    id                                              title  views       date  \\\n",
       "8    9                      YUURAOKE!!! Permisi mo ngamen    482 2022-10-22   \n",
       "12  13   Guerilla Gaming Corner: maju sini lo rhythm game    377 2022-10-29   \n",
       "16  17                   Gutten morgen para makhluk hidup    358 2022-11-05   \n",
       "19  20  Malming ayo nonton bareng!!! aku ada kuaci ama...    251 2022-11-12   \n",
       "30  31  Guerilla Stream: Gaming Corner. Daru dulu peng...    404 2022-12-10   \n",
       "\n",
       "    game_name content_name       topic  duration start_stream end_stream  \\\n",
       "8     UNKNOWN      UNKNOWN     Karaoke  02:30:57     14:00:00      16:30   \n",
       "12  Muse Dash      UNKNOWN        Game  03:14:52     16:15:00      19:29   \n",
       "16    UNKNOWN      UNKNOWN   Free Talk  01:53:00     08:00:00      09:53   \n",
       "19    UNKNOWN      UNKNOWN  Watchalong  02:11:34     20:00:00      22:11   \n",
       "30        Ann      UNKNOWN        Game  04:38:03     19:30:00      00:08   \n",
       "\n",
       "     days  hours  convert_duration_minutes  \n",
       "8   Sabtu     14                    150.95  \n",
       "12  Sabtu     16                    194.87  \n",
       "16  Sabtu      8                    113.00  \n",
       "19  Sabtu     20                    131.57  \n",
       "30  Sabtu     19                    278.05  "
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    "data[data[\"days\"] == \"Sabtu\"]"
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   "execution_count": 40,
   "id": "79a3b2b4-1ad9-4bdb-b96a-b9ca9a4af2b6",
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       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
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       "      <th>26</th>\n",
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       "      <td>Speedrun ikz; lemme show you how beeg my brain is</td>\n",
       "      <td>370</td>\n",
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       "      <td>19:00:00</td>\n",
       "      <td>22:20</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
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       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Pengen coba tes personality online ga si</td>\n",
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       "      <td>2022-12-07</td>\n",
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       "      <td>19:30:00</td>\n",
       "      <td>23:05</td>\n",
       "      <td>Rabu</td>\n",
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       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>lets talk about childhood?</td>\n",
       "      <td>609</td>\n",
       "      <td>2022-12-21</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>03:16:40</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:46</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>19</td>\n",
       "      <td>196.67</td>\n",
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       "    id                                              title  views       date  \\\n",
       "6    7                 Selamat datang di dunia tipu tipu     487 2022-10-19   \n",
       "21  22                Kuitung aku main ini sejam aja yak     283 2022-11-16   \n",
       "26  27  Speedrun ikz; lemme show you how beeg my brain is    370 2022-11-30   \n",
       "28  29           Pengen coba tes personality online ga si    576 2022-12-07   \n",
       "35  36                         lets talk about childhood?    609 2022-12-21   \n",
       "\n",
       "             game_name content_name      topic  duration start_stream  \\\n",
       "6              UNKNOWN  Meme Review  Free Talk  01:56:36     20:30:00   \n",
       "21  Everybody Must Die      UNKNOWN       Game  02:06:34     19:00:00   \n",
       "26           Helltaker      UNKNOWN       Game  03:20:38     19:00:00   \n",
       "28             UNKNOWN      UNKNOWN  Free Talk  03:35:20     19:30:00   \n",
       "35             UNKNOWN      UNKNOWN  Free Talk  03:16:40     19:30:00   \n",
       "\n",
       "   end_stream  days  hours  convert_duration_minutes  \n",
       "6       22:26  Rabu     20                    116.60  \n",
       "21      21:06  Rabu     19                    126.57  \n",
       "26      22:20  Rabu     19                    200.63  \n",
       "28      23:05  Rabu     19                    215.33  \n",
       "35      22:46  Rabu     19                    196.67  "
      ]
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   "source": [
    "data[data[\"days\"] == \"Rabu\"]"
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   "cell_type": "code",
   "execution_count": 41,
   "id": "797f2a5b-b4f4-4b92-8277-7c45c3a20567",
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       "      <td>14:03</td>\n",
       "      <td>Minggu</td>\n",
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       "      <td>23:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
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       "      <td>Reading you The Story of SaruKani until you fe...</td>\n",
       "      <td>279</td>\n",
       "      <td>2022-10-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:42:16</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>102.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Reading you Story until you fall asleep</td>\n",
       "      <td>290</td>\n",
       "      <td>2022-11-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:34:18</td>\n",
       "      <td>22:00:00</td>\n",
       "      <td>23:34</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>22</td>\n",
       "      <td>94.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Reading you Story: ちからたろう until you fall asleep</td>\n",
       "      <td>239</td>\n",
       "      <td>2022-11-13</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:41:06</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:41</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>101.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Reading you Story: つるのおんがえし until you fall asleep</td>\n",
       "      <td>228</td>\n",
       "      <td>2022-11-20</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:36:32</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:36</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>96.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Reading you Story:うらしまたろう until you fall asleep</td>\n",
       "      <td>267</td>\n",
       "      <td>2022-11-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>02:00:07</td>\n",
       "      <td>21:45:00</td>\n",
       "      <td>23:45</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>120.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Reading YOUR Story: Me and My Livium</td>\n",
       "      <td>292</td>\n",
       "      <td>2022-12-04</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:29:48</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:29</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>89.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Welcome to YOZAKURA CASINO!!</td>\n",
       "      <td>625</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Yozakura Casino</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>03:31:46</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>17:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "      <td>211.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>284</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:02:06</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>62.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>KARAOKE Special 2k!! Arigato!!!</td>\n",
       "      <td>666</td>\n",
       "      <td>2022-12-18</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Karaoke</td>\n",
       "      <td>02:23:07</td>\n",
       "      <td>13:30:00</td>\n",
       "      <td>15:53</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>13</td>\n",
       "      <td>143.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>555</td>\n",
       "      <td>2022-12-25</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>03:01:04</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>00:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>181.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "1    2                       Reading you a bed time story    310 2022-10-02   \n",
       "5    6             Continue to read you a bed time story     233 2022-10-16   \n",
       "9   10               Guerilla Gaming Corner: bukan part 2    251 2022-10-23   \n",
       "10  11  Reading you The Story of Momotaro until you fe...    295 2022-10-23   \n",
       "13  14  Reading you The Story of SaruKani until you fe...    279 2022-10-30   \n",
       "17  18            Reading you Story until you fall asleep    290 2022-11-06   \n",
       "20  21    Reading you Story: ちからたろう until you fall asleep    239 2022-11-13   \n",
       "23  24  Reading you Story: つるのおんがえし until you fall asleep    228 2022-11-20   \n",
       "25  26    Reading you Story:うらしまたろう until you fall asleep    267 2022-11-27   \n",
       "27  28               Reading YOUR Story: Me and My Livium    292 2022-12-04   \n",
       "31  32                       Welcome to YOZAKURA CASINO!!    625 2022-12-11   \n",
       "32  33  Reading YOUR Story: Choosen Title on Description!    284 2022-12-11   \n",
       "34  35                    KARAOKE Special 2k!! Arigato!!!    666 2022-12-18   \n",
       "38  39  Reading YOUR Story: Choosen Title on Description!    555 2022-12-25   \n",
       "\n",
       "   game_name     content_name         topic  duration start_stream end_stream  \\\n",
       "1    UNKNOWN   Bed Time Story  Storytelling  01:19:38     21:30:00      22:49   \n",
       "5    UNKNOWN   Bed Time Story  Storytelling  01:16:30     21:00:00      22:16   \n",
       "9      Boxes          UNKNOWN          Game  01:33:26     12:30:00      14:03   \n",
       "10   UNKNOWN   Bed Time Story  Storytelling  01:32:36     21:30:00      23:02   \n",
       "13   UNKNOWN   Bed Time Story  Storytelling  01:42:16     21:00:00      22:42   \n",
       "17   UNKNOWN   Bed Time Story  Storytelling  01:34:18     22:00:00      23:34   \n",
       "20   UNKNOWN   Bed Time Story  Storytelling  01:41:06     21:00:00      22:41   \n",
       "23   UNKNOWN   Bed Time Story  Storytelling  01:36:32     21:00:00      22:36   \n",
       "25   UNKNOWN   Bed Time Story  Storytelling  02:00:07     21:45:00      23:45   \n",
       "27   UNKNOWN   Bed Time Story  Storytelling  01:29:48     21:00:00      22:29   \n",
       "31   UNKNOWN  Yozakura Casino       Karaoke  03:31:46     13:30:00      17:01   \n",
       "32   UNKNOWN   Bed Time Story  Storytelling  01:02:06     21:00:00      22:02   \n",
       "34   UNKNOWN          UNKNOWN       Karaoke  02:23:07     13:30:00      15:53   \n",
       "38   UNKNOWN   Bed Time Story  Storytelling  03:01:04     21:00:00      00:01   \n",
       "\n",
       "      days  hours  convert_duration_minutes  \n",
       "1   Minggu     21                     79.63  \n",
       "5   Minggu     21                     76.50  \n",
       "9   Minggu     12                     93.43  \n",
       "10  Minggu     21                     92.60  \n",
       "13  Minggu     21                    102.27  \n",
       "17  Minggu     22                     94.30  \n",
       "20  Minggu     21                    101.10  \n",
       "23  Minggu     21                     96.53  \n",
       "25  Minggu     21                    120.12  \n",
       "27  Minggu     21                     89.80  \n",
       "31  Minggu     13                    211.77  \n",
       "32  Minggu     21                     62.10  \n",
       "34  Minggu     13                    143.12  \n",
       "38  Minggu     21                    181.07  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"days\"] == \"Minggu\"]"
   ]
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   "execution_count": 42,
   "id": "f3b71e54-0de7-4a4d-8570-6c745c7a1d02",
   "metadata": {},
   "outputs": [
    {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Guerilla Stream: Gaming Corner. Daru dulu peng...</td>\n",
       "      <td>404</td>\n",
       "      <td>2022-12-10</td>\n",
       "      <td>Ann</td>\n",
       "      <td>UNKNOWN</td>\n",
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       "      <td>04:38:03</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>00:08</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>19</td>\n",
       "      <td>278.05</td>\n",
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       "    id                                              title  views       date  \\\n",
       "30  31  Guerilla Stream: Gaming Corner. Daru dulu peng...    404 2022-12-10   \n",
       "\n",
       "   game_name content_name topic  duration start_stream end_stream   days  \\\n",
       "30       Ann      UNKNOWN  Game  04:38:03     19:30:00      00:08  Sabtu   \n",
       "\n",
       "    hours  convert_duration_minutes  \n",
       "30     19                    278.05  "
      ]
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   "source": [
    "data[data[\"convert_duration_minutes\"] == max(data[\"convert_duration_minutes\"])]"
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   "execution_count": 43,
   "id": "05f9b677-91d2-4ea7-ab05-618046912b5e",
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   "outputs": [
    {
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       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>284</td>\n",
       "      <td>2022-12-11</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
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       "      <td>01:02:06</td>\n",
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       "      <td>22:02</td>\n",
       "      <td>Minggu</td>\n",
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       "    id                                              title  views       date  \\\n",
       "32  33  Reading YOUR Story: Choosen Title on Description!    284 2022-12-11   \n",
       "\n",
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       "\n",
       "      days  hours  convert_duration_minutes  \n",
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   "id": "b42ad8a0-70be-4176-b886-b4d0b5f36208",
   "metadata": {},
   "source": [
    "### Check Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "e0443a0f-742b-44e9-a009-7680f45526f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlation(data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10a7237d-b173-4c92-8e73-972eb7b4a136",
   "metadata": {},
   "source": [
    "- Berdasarkan hasil scatter plot dapat dilihat, kalo Yuura melakukan livestream di durasi 100-130 an menit. Terlihat disitu terdapat cluster"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21760a7c-df8e-41d7-a6de-dead7ca89c63",
   "metadata": {},
   "source": [
    "### Yuura Livestream Topics "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "5b02f094-9afe-4fc5-a5b8-e0ae9270e7fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_livestream_topic(data=data, col_name=\"topic\", username=USERNAME)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d141cfc4-9665-4637-ba42-c11817ea298b",
   "metadata": {},
   "source": [
    "### Storytelling Topic "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "815cb8e0-6a86-433a-b50d-4bb0a45e0813",
   "metadata": {},
   "outputs": [],
   "source": [
    "storytelling = data[data[\"topic\"] == \"Storytelling\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "9e0c43f7-02e3-45a8-a123-7e0eb44684d4",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Reading you a bed time story</td>\n",
       "      <td>310</td>\n",
       "      <td>2022-10-02</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:19:38</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>79.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Continue to read you a bed time story</td>\n",
       "      <td>233</td>\n",
       "      <td>2022-10-16</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:16:30</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:16</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>76.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Reading you The Story of Momotaro until you fe...</td>\n",
       "      <td>295</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:32:36</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>23:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>92.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Reading you The Story of SaruKani until you fe...</td>\n",
       "      <td>279</td>\n",
       "      <td>2022-10-30</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:42:16</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:42</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>102.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Reading you Story until you fall asleep</td>\n",
       "      <td>290</td>\n",
       "      <td>2022-11-06</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:34:18</td>\n",
       "      <td>22:00:00</td>\n",
       "      <td>23:34</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>22</td>\n",
       "      <td>94.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "1    2                       Reading you a bed time story    310 2022-10-02   \n",
       "5    6             Continue to read you a bed time story     233 2022-10-16   \n",
       "10  11  Reading you The Story of Momotaro until you fe...    295 2022-10-23   \n",
       "13  14  Reading you The Story of SaruKani until you fe...    279 2022-10-30   \n",
       "17  18            Reading you Story until you fall asleep    290 2022-11-06   \n",
       "\n",
       "   game_name    content_name         topic  duration start_stream end_stream  \\\n",
       "1    UNKNOWN  Bed Time Story  Storytelling  01:19:38     21:30:00      22:49   \n",
       "5    UNKNOWN  Bed Time Story  Storytelling  01:16:30     21:00:00      22:16   \n",
       "10   UNKNOWN  Bed Time Story  Storytelling  01:32:36     21:30:00      23:02   \n",
       "13   UNKNOWN  Bed Time Story  Storytelling  01:42:16     21:00:00      22:42   \n",
       "17   UNKNOWN  Bed Time Story  Storytelling  01:34:18     22:00:00      23:34   \n",
       "\n",
       "      days  hours  convert_duration_minutes  \n",
       "1   Minggu     21                     79.63  \n",
       "5   Minggu     21                     76.50  \n",
       "10  Minggu     21                     92.60  \n",
       "13  Minggu     21                    102.27  \n",
       "17  Minggu     22                     94.30  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "storytelling.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "227d93de-ae65-419c-a5c9-03e9a7d595ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
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       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Reading YOUR Story: Choosen Title on Description!</td>\n",
       "      <td>555</td>\n",
       "      <td>2022-12-25</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>03:01:04</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>00:01</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>181.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "38  39  Reading YOUR Story: Choosen Title on Description!    555 2022-12-25   \n",
       "\n",
       "   game_name    content_name         topic  duration start_stream end_stream  \\\n",
       "38   UNKNOWN  Bed Time Story  Storytelling  03:01:04     21:00:00      00:01   \n",
       "\n",
       "      days  hours  convert_duration_minutes  \n",
       "38  Minggu     21                    181.07  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "storytelling[storytelling[\"views\"] == max(storytelling[\"views\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "099fceb5-e740-4931-8eeb-1fd33cec6290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
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       "      <th>convert_duration_minutes</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Reading you Story: つるのおんがえし until you fall asleep</td>\n",
       "      <td>228</td>\n",
       "      <td>2022-11-20</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:36:32</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:36</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>96.53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "23  24  Reading you Story: つるのおんがえし until you fall asleep    228 2022-11-20   \n",
       "\n",
       "   game_name    content_name         topic  duration start_stream end_stream  \\\n",
       "23   UNKNOWN  Bed Time Story  Storytelling  01:36:32     21:00:00      22:36   \n",
       "\n",
       "      days  hours  convert_duration_minutes  \n",
       "23  Minggu     21                     96.53  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "storytelling[storytelling[\"views\"] == min(storytelling[\"views\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "5d474a6f-bb30-4ff5-af0e-c8def153751b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.dates import DateFormatter\n",
    "plt.figure(figsize=(20,9))\n",
    "ax = sns.lineplot(x = \"date\", y = \"views\", data=storytelling, marker='o', ci=None)\n",
    "plt.ylim(0, 1000)\n",
    "plt.title('Yuura Yozakura Storytelling Trend Views', fontsize=12)\n",
    "plt.xlabel('Date', fontsize=12)\n",
    "plt.ylabel('Views', fontsize=12)\n",
    "# plt.show()\n",
    "date_form = DateFormatter(\"%m-%d-%y\")\n",
    "ax.xaxis.set_major_formatter(date_form)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17dc9715-6e95-4c77-97c7-780dd8404aa3",
   "metadata": {},
   "source": [
    "### Game Topic "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8854e0b1-0485-4444-b98c-a481a6a8e43b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_game = data[data['topic'] == 'Game']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "88a3f999-6ebc-4b3e-9185-303a02b77714",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Pokoknya horror game aja</td>\n",
       "      <td>320</td>\n",
       "      <td>2022-10-07</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:49:56</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>21</td>\n",
       "      <td>109.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Gaming Corner: Mencoba gamenya kak Ethel!!</td>\n",
       "      <td>243</td>\n",
       "      <td>2022-10-21</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:23:18</td>\n",
       "      <td>19:00:00</td>\n",
       "      <td>20:23</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>19</td>\n",
       "      <td>83.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Guerilla Gaming Corner: bukan part 2</td>\n",
       "      <td>251</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>Boxes</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:33:26</td>\n",
       "      <td>12:30:00</td>\n",
       "      <td>14:03</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>12</td>\n",
       "      <td>93.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Guerilla Gaming Corner: maju sini lo rhythm game</td>\n",
       "      <td>377</td>\n",
       "      <td>2022-10-29</td>\n",
       "      <td>Muse Dash</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>03:14:52</td>\n",
       "      <td>16:15:00</td>\n",
       "      <td>19:29</td>\n",
       "      <td>Sabtu</td>\n",
       "      <td>16</td>\n",
       "      <td>194.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Guerilla Gaming Corner: Mainin game yang dikas...</td>\n",
       "      <td>424</td>\n",
       "      <td>2022-11-04</td>\n",
       "      <td>Getting Over It</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>01:58:11</td>\n",
       "      <td>16:45:00</td>\n",
       "      <td>18:43</td>\n",
       "      <td>Jum'at</td>\n",
       "      <td>16</td>\n",
       "      <td>118.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "3    4                           Pokoknya horror game aja    320 2022-10-07   \n",
       "7    8         Gaming Corner: Mencoba gamenya kak Ethel!!    243 2022-10-21   \n",
       "9   10               Guerilla Gaming Corner: bukan part 2    251 2022-10-23   \n",
       "12  13   Guerilla Gaming Corner: maju sini lo rhythm game    377 2022-10-29   \n",
       "15  16  Guerilla Gaming Corner: Mainin game yang dikas...    424 2022-11-04   \n",
       "\n",
       "          game_name content_name topic  duration start_stream end_stream  \\\n",
       "3           UNKNOWN      UNKNOWN  Game  01:49:56     21:00:00      22:49   \n",
       "7             Boxes      UNKNOWN  Game  01:23:18     19:00:00      20:23   \n",
       "9             Boxes      UNKNOWN  Game  01:33:26     12:30:00      14:03   \n",
       "12        Muse Dash      UNKNOWN  Game  03:14:52     16:15:00      19:29   \n",
       "15  Getting Over It      UNKNOWN  Game  01:58:11     16:45:00      18:43   \n",
       "\n",
       "      days  hours  convert_duration_minutes  \n",
       "3   Jum'at     21                    109.93  \n",
       "7   Jum'at     19                     83.30  \n",
       "9   Minggu     12                     93.43  \n",
       "12   Sabtu     16                    194.87  \n",
       "15  Jum'at     16                    118.18  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_game.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6841ea3-fecd-4eb0-a0c7-c18943e1be75",
   "metadata": {},
   "source": [
    "### Game List "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "8fbb55a9-dba6-4411-ac86-96c10bb3d734",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "plt.title(f'{USERNAME} Live Stream Topics')\n",
    "ax = sns.countplot(y=data_game['game_name'], alpha=0.8, order = data_game['game_name'].value_counts().index)\n",
    "ax.bar_label(ax.containers[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "ce69e06c-9d01-4690-9aea-cc84b14ff10c",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ga jadi peprwork pen main proseka</td>\n",
       "      <td>508</td>\n",
       "      <td>2022-12-26</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:34:18</td>\n",
       "      <td>16:00:00</td>\n",
       "      <td>18:34</td>\n",
       "      <td>Senin</td>\n",
       "      <td>16</td>\n",
       "      <td>154.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                              title  views       date game_name  \\\n",
       "39  40  Ga jadi peprwork pen main proseka    508 2022-12-26   UNKNOWN   \n",
       "\n",
       "   content_name topic  duration start_stream end_stream   days  hours  \\\n",
       "39      UNKNOWN  Game  02:34:18     16:00:00      18:34  Senin     16   \n",
       "\n",
       "    convert_duration_minutes  \n",
       "39                     154.3  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_game[data_game[\"views\"] == max(data_game[\"views\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "0a5d9368-74fc-433b-9f96-d9e42443e598",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Mencoba game puzzle aesthetic✨</td>\n",
       "      <td>218</td>\n",
       "      <td>2022-11-17</td>\n",
       "      <td>When The Past Around</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Game</td>\n",
       "      <td>02:38:28</td>\n",
       "      <td>19:30:00</td>\n",
       "      <td>22:08</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>19</td>\n",
       "      <td>158.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                           title  views       date  \\\n",
       "22  23  Mencoba game puzzle aesthetic✨    218 2022-11-17   \n",
       "\n",
       "               game_name content_name topic  duration start_stream end_stream  \\\n",
       "22  When The Past Around      UNKNOWN  Game  02:38:28     19:30:00      22:08   \n",
       "\n",
       "     days  hours  convert_duration_minutes  \n",
       "22  Kamis     19                    158.47  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_game[data_game[\"views\"] == min(data_game[\"views\"])]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a328ceb0-e4c5-427d-8eda-7e244ca3c10e",
   "metadata": {},
   "source": [
    "### Content Name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "53da9267-523b-45a8-87cd-4e281a905596",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_content = data[data[\"content_name\"] != \"UNKNOWN\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "ef33cce2-336c-4214-8361-1088419e4ef8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Bed Time Story', 'Meme Review', 'Food Review', 'Yozakura Casino',\n",
       "       'Media Share'], dtype=object)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_content[\"content_name\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "ce4bafb7-54e2-4a52-aa60-d1fe3ce7baa1",
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>views</th>\n",
       "      <th>date</th>\n",
       "      <th>game_name</th>\n",
       "      <th>content_name</th>\n",
       "      <th>topic</th>\n",
       "      <th>duration</th>\n",
       "      <th>start_stream</th>\n",
       "      <th>end_stream</th>\n",
       "      <th>days</th>\n",
       "      <th>hours</th>\n",
       "      <th>convert_duration_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Reading you a bed time story</td>\n",
       "      <td>310</td>\n",
       "      <td>2022-10-02</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:19:38</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>22:49</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>79.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Continue to read you a bed time story</td>\n",
       "      <td>233</td>\n",
       "      <td>2022-10-16</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:16:30</td>\n",
       "      <td>21:00:00</td>\n",
       "      <td>22:16</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>76.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Selamat datang di dunia tipu tipu</td>\n",
       "      <td>487</td>\n",
       "      <td>2022-10-19</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Meme Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>01:56:36</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>22:26</td>\n",
       "      <td>Rabu</td>\n",
       "      <td>20</td>\n",
       "      <td>116.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Reading you The Story of Momotaro until you fe...</td>\n",
       "      <td>295</td>\n",
       "      <td>2022-10-23</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Bed Time Story</td>\n",
       "      <td>Storytelling</td>\n",
       "      <td>01:32:36</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>23:02</td>\n",
       "      <td>Minggu</td>\n",
       "      <td>21</td>\n",
       "      <td>92.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Menilai masakan kalian</td>\n",
       "      <td>531</td>\n",
       "      <td>2022-10-27</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>Food Review</td>\n",
       "      <td>Free Talk</td>\n",
       "      <td>02:36:04</td>\n",
       "      <td>20:30:00</td>\n",
       "      <td>23:06</td>\n",
       "      <td>Kamis</td>\n",
       "      <td>20</td>\n",
       "      <td>156.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                              title  views       date  \\\n",
       "1    2                       Reading you a bed time story    310 2022-10-02   \n",
       "5    6             Continue to read you a bed time story     233 2022-10-16   \n",
       "6    7                 Selamat datang di dunia tipu tipu     487 2022-10-19   \n",
       "10  11  Reading you The Story of Momotaro until you fe...    295 2022-10-23   \n",
       "11  12                             Menilai masakan kalian    531 2022-10-27   \n",
       "\n",
       "   game_name    content_name         topic  duration start_stream end_stream  \\\n",
       "1    UNKNOWN  Bed Time Story  Storytelling  01:19:38     21:30:00      22:49   \n",
       "5    UNKNOWN  Bed Time Story  Storytelling  01:16:30     21:00:00      22:16   \n",
       "6    UNKNOWN     Meme Review     Free Talk  01:56:36     20:30:00      22:26   \n",
       "10   UNKNOWN  Bed Time Story  Storytelling  01:32:36     21:30:00      23:02   \n",
       "11   UNKNOWN     Food Review     Free Talk  02:36:04     20:30:00      23:06   \n",
       "\n",
       "      days  hours  convert_duration_minutes  \n",
       "1   Minggu     21                     79.63  \n",
       "5   Minggu     21                     76.50  \n",
       "6     Rabu     20                    116.60  \n",
       "10  Minggu     21                     92.60  \n",
       "11   Kamis     20                    156.07  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_content.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "a95e352a-dccc-4fd6-bb68-5fa16de9a9ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGFr5l0A4262/z551ZMeOO8yAADYjRmRAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAsDXzLoBxl577xXzjpY+cdxkr7gaPO3beJQAAsAVGJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQYKe2cePG7L///lm3bt28SwEAYJGdJkhUVVfV0Yuer6mqc6rqrTuwhsOmc55eVZ+tqqdcib4+vD1r210ddthhOeGEE+ZdBgAAS+w0QSLJhUnWVdVe0/P7JfnvOdRxbHcflOTnkjyzqm58RTrp7rtv16p2Uxs2bMh1r3vdeZcBAMASO1OQSJK3J3ng9PjQJMcsbKiqa1TVUVX18ao6raoeMrUfVlVvqqrjq+pLVfWHVfXUaZ+PVNV1p/1uUVUnVNUpVfXBqrr11grp7m8n+XySG07HP7qqPjaNVrykqvaoqj+oqr9bVONhVfXi6fH3F7U/Y6r7jKp6ztT2R1V1+PT4/1TVe6fH96mqV13J+wgAACtqZwsSr0nyG1W1Z5LbJ/noom3PTPLe7r5zknsl+fuqusa0bV2S30xylyTPS3JRd98xyUlJfnva54gkT+zug5M8Pcm/bK2QqrpJkj2TnFFVt0nyyCQ/N41WXJbkUUlel+RXFx32yCTHLunn/kluOdV2UJKDq2pDkg8kuce02yFJ9q6qqyb5+SQf3Ew9j6+qk6vq5G9fcMnWSgcAgBW3Zt4FLNbdZ1TVgZmNRrxtyeb7J3lwVT19er5nkptMj9/X3RckuaCqzkty/NR+ZpLbV9XeSe6e5LiqWujvZ7ZQxiOr6l5JbpXkcd19cVXdJ8nBST4+Hb9Xkm919zlV9cWquluSz03H/Odm6r5/ktOm53tnFixemVmouGaSS5KcmlmguEeSwzdzb47ILAzlDgdet7dQOwAA7BA7VZCYvCXJPyS5Z5LrLWqvJL/W3Wct3rmq7prZG/EFly96fnlm13iVJN+bRhO25dju/sOqWp/kP6rq7dO5/627/3Rz+yd5RJLPJnljdy99k19Jnt/dL1l6YFVtSvLYJB9OckZmIy23SPKZZdQJAABzs7NNbUqSo5I8t7vPXNL+jiRPrGlIoKruuNwOu/v8JF+qql+fjq2qusM2jjkpydFJnpTkPUkeXlX7T8dft6puOu36hiQPzWwU5djNdPWOJBunUZFU1QEL/WQ2venp078fTPL7SU7fTBjZbR166KFZv359zjrrrKxduzZHHnnkvEsCACA74YhEd38tyYs2s+kvk7wwszULlWRTkl8Z6PpRSf61qp6V5KqZrcf4xDaO+dvMphz9dZJnJXlnVV0lyaVJnpDky9393ar6dJLbdvfHNnM975zWWJw0ZaDvJ3l0km9lFh6emeSk7r6wqi7OZtZH7M6OOeaYbe8EAMAOVz78Xn3ucOB1+x3PvN+8y1hxN3jc5gZ4AADYUarqlO4+ZHPbdsapTQAAwE5OkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBszbwLYNxV9715bvC4Y+ddBgAAuzEjEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAw9bMuwDGbfrupmw8duO8y1hxRz3yqHmXAADAFhiRAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAzbZpCoqutX1ZFV9fbp+W2r6ndWvjQAAGBntZwRiVckeUeSG03P/yvJk1eoHgAAYBVYTpDYt7tfm+TyJOnuHyW5bEWrAgAAdmrLCRIXVtX1knSSVNXdkpy3olUBAAA7tTXL2OepSd6S5BZV9Z9J9kvy8BWtCgAA2KltM0h096lV9QtJbpWkkpzV3ZeueGUAAMBOa5tBoqr2SPLLSQ6c9r9/VaW7/3GFawMAAHZSy5nadHySi5OcmWnBNQAAsHtbTpBY2923X/FKAACAVWM539r09qq6/4pXAgAArBrLGZH4SJI3VtVVklya2YLr7u5rrWhlAADATms5QeIFSdYnObO7e4XrAQAAVoHlTG36XJJPChEAAMCC5YxInJ3kxKp6e5JLFhp9/SsAAOy+lhMkvjT9XW36AwAAdnPL+WXr5+yIQgAAgNVjOb9svV+SP0pyuyR7LrR3971XsC4AAGAntpzF1q9O8tkkN0vynCSbknx8BWsCAAB2cssJEtfr7iOTXNrd7+/ujUnutsJ1AQAAO7HlLLa+dPr37Kp6YJKvJ1m7ciUBAAA7u+UEib+qqn2SPC3Ji5NcK8lTVrQqAABgp7acb2166/TwvCT3WtlyAACA1WC539r0uCQHLt5/WisBAADshpYztenNST6Y5N1JLlvZcgAAgNVgOUHi6t39xyteCQAAsGos5+tf31pVv7zilQAAAKvGcoLEkzILEz+oqvOr6oKqOn+lCwMAAHZey/nWpmtubXtV3a67P7X9SgIAAHZ2yxmR2Jajt0MfsFkbN27M/vvvn3Xr1s27FAAAFtkeQaK2Qx9bP0HVZVV1+qK/A69kfwdW1Se30P6D6RyfrqpXVtVVr+A5XlZVt70ydZIcdthhOeGEE+ZdBgAASyznW5u2pbdDH9vyg+4+aAecJ0m+0N0HVdUeSd6V5BFJXj3aSXf/7navbDe0YcOGbNq0ad5lAACwxPYYkZiLqjqoqj5SVWdU1Rur6jrbaD+4qj5RVSclecK2+u/uy5J8LMkBi45/f1WdUlXvqKobVtVtqupji2o6sKrOmB6fWFWHTI/vX1UnVdWpVXVcVe1dVXepqjdM2x8yjYRcrar2rKovbufbBQAA29X2CBI/3A59bMtei6Y1vXFqe2WSP+7u2yc5M8lfbKP95UkO7+71yzlhVe2Z5K5JTpimN704ycO7++AkRyV5Xnd/JsnVqurm02GPTPLaJf3sm+RZSe7b3XdKcnKSpyY5Nckdp93ukeSTSe48nfOjm6nn8VV1clWdfPH5Fy/nEgAAYMVsM0hU1Xu21tbdd9veRW3GD7r7oOnvYVW1T5Jrd/f7p+3/lmTDQPvWFojfoqpOT/LtJF/p7jOS3CrJuiTvmrY9K8naaf/XZjb9KZkFiWOX9He3JLdN8p/TsY9JctPu/lGSz1fVbZLcJck/JtmQWaj44NKiuvuI7j6kuw/Z81p7bqV8AABYeVtcIzF9In/1JPtO04MWFlVfK8mNdkBt21Nl+Ws5FtZI3DDJiVX14CRfSvKpLYxmHJvkuGmaUnf35zZz7nd196GbOfaDSX4pyaVJ3p3kFUn2SPL0ZdYKAABzsbURid9LckqSW0//Lvy9Ock/r3xpW9bd5yX5blXdY2r6rSTv30r795KcV1U/P7U/ahnnODvJnyT50yRnJdmvqtYnSVVdtapuN+33hSSXJfnf+enRiCT5SJKfq6r/NR179ar62WnbB5I8OclJ3X1Okutldr/9Lsfk0EMPzfr163PWWWdl7dq1OfLII+ddEgAA2cqIRHe/KMmLquqJ3f3iHVjTcj0myf+rqqsn+WKSx26j/bFJjqqqi5K8Y5nneFOSZ2e2buHhSf5pmia1JskL8+M3/Mcm+fskN1vaQXefU1WHJTmmqn5man5Wkv/KbC3E9TMLFElyRpJvdfeO+CasVeGYY46ZdwkAAGxGLec9a1XdPcmBWRQ8uvuVK1cWW7PvLfbtB//1g+ddxoo76pFHzbsEAIDdWlWd0t2HbG7bNn9HoqqOTnKLJKdnNoUnma03ECQAAGA3tZwfpDskyW1NtwEAABYs53ckPpnkBitdCAAAsHosZ0Ri3ySfnn7B+ZKFxu7e9SfpAwAAm7WcIPHslS4CAABYXbYZJLr7/VV10yS37O53T1+rusfKlwYAAOystrlGoqoel+R1SV4yNR2Q2e8rAAAAu6nlLLZ+QpKfS3J+knT355Lsv5JFAQAAO7flBIlLuvuHC0+qak1mvyMBAADsppYTJN5fVX+WZK+qul+S45Icv7JlAQAAO7PlBIk/SXJOkjOT/F6St3X3M1e0KgAAYKe2nK9/fWJ3vyjJSxcaqupJUxsAALAbWs6IxGM203bYdq4DAABYRbY4IlFVhyb5zSQ3q6q3LNp0zSTfXunCAACAndfWpjZ9OMnZSfZN8oJF7RckOWMliwIAAHZuWwwS3f3lJF9Osn7HlQMAAKwGy/ll61+tqs9V1XlVdX5VXVBV5++I4gAAgJ3Tcr616e+SPKi7P7PSxQAAAKvDcr616ZtCBAAAsNhyRiROrqpjk7wpySULjd39hpUqCgAA2LktJ0hcK8lFSe6/qK2TCBIAALCb2maQ6O7H7ohCAACA1WM539q0tqreWFXfqqpvVtXrq2rtjigOAADYOS1nsfXLk7wlyY2SHJDk+KkNAADYTS0nSOzX3S/v7h9Nf69Ist8K1wUAAOzElhMkzq2qR1fVHtPfo5N8e6ULAwAAdl7LCRIbkzwiyTeSnJ3k4UkswAYAgN3Ycr7+9S+TPKa7v5skVXXdJP+QWcAAAAB2Q8sZkbj9QohIku7+TpI7rlxJAADAzm45QeIqVXWdhSfTiMRyRjIAAIBd1HICwQuSfLiqXpfZL1o/IsnzVrQqAABgp7acX7Z+ZVWdnOTeSSrJr3b3p1e8MgAAYKe1rClKU3AQHgAAgCTWOqxKB17nwBz1yKPmXQYAALux5Sy2BgAA+AmCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhq2ZdwGMu+jLX84pj3v8vMtYcQe/9Ih5lwAAwBYYkQAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBgp3axo0bs//++2fdunXzLgUAgEVWLEjUzIeq6pcWtT2iqk64kv3es6reeuUr3OZ59q6ql1TVF6rqU1X1gaq66xXo57lVdd+VqHF3cNhhh+WEE67Uf2QAAFgBa1aq4+7uqvr9JMdV1fuS7JHkeUkesFLn3JaqWtPdP1rm7i9L8qUkt+zuy6vq5kluM3rO7v7z0WP4sQ0bNmTTpk3zLgMAgCVWdGpTd38yyfFJ/jjJXyR5VZIXVNUZVfWRqrp9klTV26rq9OnvvKp6TFUdWFUfrKpTp7+7L+2/qu5cVadV1c2r6sSqOmRq37eqNk2PD6uq46rq+CTvnEYa3jP1eWZVPWQz/d4iyV2TPKu7L5+u5Yvd/R/T9jdV1SnTSMXjp7Y9quoVVfXJqd+nTO2vqKqHT483VdVzFp371lP7dac+f+K+AADAzmrFRiQWeU6SU5P8MMmHkpzW3Q+tqnsneWWSg7r7l5Okqg5O8vIkb0pyaZL7dffFVXXLJMckOWSh0ylYvDjJQ7r7K1W1tRrWJ7l9d3+nqtYkeVh3n19V+yb5SFW9pbt70f63S3J6d1+2hf42Tn3tleTjVfX6JAcmOaC71031XXsLx57b3Xeqqv8vydOT/O50j37qviw+aAosj0+SG+y999auFQAAVtyKL7bu7guTHJvk6CR3m/5Nd783yfWqap9kNoowbfvN7j4vyVWTvLSqzkxyXJLbLur2NkmOSPKg7v7KMsp4V3d/Z3pcSf66qs5I8u4kByS5/uBlHV5Vn0jykSQ3TnLLJF9McvOqenFVPSDJ+Vs49g3Tv6dkFj6S5OezhfuyoLuP6O5DuvuQ6+y552C5AACwfe2ob226fPrb3LBBV9UeSV6T5LnTdKgkeUqSbya5Q2YjEVdbdMzZSS5OcsdFbT/Kj69n6TvtCxc9flSS/ZIc3N0HTedYuv+nktyhqn7q/lTVPZPcN8n67r5DktOS7Nnd351qPTHJEzJbY7E5l0z/XpYfjwht9r5s4XgAAJi7Hf31rx/I7I38whvyc7v7/CR/k+SM7n7Non33SXL2tEbhtzJbrL3ge0kemNnIwj2ntk1JDp4eP3wrNeyT5FvdfWlV3SvJTZfu0N1fSHJykufUNGeqqm45rafYJ8l3u/uiaY3D3abt+ya5Sne/Psn/TnKnbdyLxbZ0X3Z7hx56aNavX5+zzjora9euzZFHHjnvkgAAyI5ZI7HYs5O8fJpWdFGSx0ztT0/yqao6fXr+50n+Jcnrq+rXk7wvPzmqkO7+ZlU9KMnbq2pjkn9I8tqq+q0k791KDa9OcnxVnZzk9CSf3cJ+v5vkBUk+X1UXJfl2kmckOSPJ70/XcFZm05uS2RSply8axfjTrdSw1LOz+fuy2zvmmGPmXQIAAJtRP7nGmNXgtvvt10c/9GHzLmPFHfzSI+ZdAgDAbq2qTunuQza3zS9bAwAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAw9bMuwDGXf2mN83BLz1i3mUAALAbMyIBAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBhggQAADBszbwLYNx3v/n9HPt/PjDvMlbcI5+yYd4lAACwBUYkAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYYIEAAAwTJBgp7Zx48bsv//+Wbdu3bxLAQBgkVURJKqqq+roRc/XVNU5VfXWwX5OrKpDpsdvq6prDxz7K1V1WlV9oqo+XVW/N7W/oqoePlIHy3fYYYflhBNOmHcZAAAssWbeBSzThUnWVdVe3f2DJPdL8t9XpsPu/uXl7ltVV01yRJK7dPfXqupnkhx4Zc4/9VtJqrsvv7J97ao2bNiQTZs2zbsMAACWWBUjEpO3J3ng9PjQJMcsbKiqa1TVUVX18WnU4CFT+15V9ZqqOqOqjk2y16JjNlXVvtPjN1XVKVX1qap6/GbOfc3MQte3k6S7L+nusxZt31BVH66qLy6MTlTV3lX1nqo6tarOXFTTgVX1mar6lySnJrlxVT1jqv2MqnrO9rldAACwclZTkHhNkt+oqj2T3D7JRxdte2aS93b3nZPcK8nfV9U1kvxBkou6+/ZJnpfk4C30vbG7D05ySJLDq+p6izd293eSvCXJl6vqmKp6VFUtvnc3TPLzSX4lyd9MbRcneVh332mq6QXTCESS3CrJK7v7jtPjWya5S5KDkhxcVRuWFlhVj6+qk6vq5PMv/N5WbxQAAKy0VRMkuvuMzKYTHZrkbUs23z/Jn1TV6UlOTLJnkpsk2ZDkVYuOP2ML3R9eVZ9I8pEkN87sjf3S8/9ukvsk+ViSpyc5atHmN3X35d396STXn9oqyV9X1RlJ3p3kgEXbvtzdH1lU+/2TnJbZCMWtt3D+I7r7kO4+5FrXuPYWLgMAAHaM1bJGYsFbkvxDknsmWTxqUEl+bcl0o0wDAL21Dqvqnknum2R9d19UVSdmFkR+SnefmeTMaeH3l5IcNm26ZEktSfKoJPslObi7L62qTYv6vXDJ/s/v7pdsrU4AANiZrJoRiclRSZ47vaFf7B1Jnrgwdaiq7ji1fyCzN/SpqnWZTYlaap8k351CxK2T3G3pDtN6h3suajooyZe3Ues+Sb41hYh7JbnpFvZ7R5KNVbX3dK4Dqmr/bfS92zj00EOzfv36nHXWWVm7dm2OPPLIeZcEAEBW2YhEd38tyYs2s+kvk7wwyRlTmNiU2XqFf03y8ml60emZTUta6oQkvz/tc1Zm05uWqiR/VFUvSfKDzEYUDttGua9OcnxVnTyd+7NbuKZ3VtVtkpw05aDvJ3l0km9to//dwjHHHLPtnQAA2OGqe6szf9gJ3eLGt+6/fuoR8y5jxT3yKT+15hwAgB2oqk7p7kM2t221TW0CAAB2AoIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSAAAAMMECQAAYJggAQAADBMkAACAYWvmXQDjrnP9vfPIp2yYdxkAAOzGjEgAAADDBAkAAGCYIAEAAAwTJAAAgGGCBAAAMEyQAAAAhgkSAADAMEECAAAYJkgAAADDqrvnXQODquqCJGfNuw62m32TnDvvIthuvJ67Fq/nrsXruWvxeu4YN+3u/Ta3Yc2OroTt4qzuPmTeRbB9VNXJXs9dh9dz1+L13LV4PXctXs/5M7UJAAAYJkgAAADDBInV6Yh5F8B25fXctXg9dy1ez12L13PX4vWcM4utAQCAYUYkAACAYYLEKlNVD6iqs6rq81X1J/Ouhyuuqm5cVe+rqs9U1aeq6knzrokrp6r2qKrTquqt866FK6+qrl1Vr6uqz07/PV0/75q4YqrqKdP/zn6yqo6pqj3nXRNjquqoqvpWVX1yUdt1q+pdVfW56d/rzLPG3ZEgsYpU1R5J/jnJLyW5bZJDq+q2862KK+FHSZ7W3bdJcrckT/B6rnpPSvKZeRfBdvOiJCd0962T3CFe21Wpqg5IcniSQ7p7XZI9kvzGfKviCnhFkgcsafuTJO/p7lsmec/0nB1IkFhd7pLk8939xe7+YZLXJHnInGviCurus7v71OnxBZm9STlgvlVxRVXV2iQPTPKyedfClVdV10qyIcmRSdLdP+zu7821KK6MNUn2qqo1Sa6e5OtzrodB3f2BJN9Z0vyQJP82Pf63JA/dkTUhSKw2ByT56qLnX4s3nruEqjowyR2TfHTOpXDFvTDJHyW5fM51sH3cPMk5SV4+TVd7WVVdY95FMa67/zvJPyT5SpKzk5zX3e+cb1VsJ9fv7rOT2YdzSfafcz27HUFidanNtPnarVWuqvZO8vokT+7u8+ddD+Oq6leSfKu7T5l3LWw3a5LcKcm/dvcdk1wY0yZWpWne/EOS3CzJjZJco6oePd+qYNcgSKwuX0ty40XP18bw7KpWVVfNLES8urvfMO96uMJ+LsmDq2pTZlMO711Vr5pvSVxJX0vyte5eGCV8XWbBgtXnvkm+1N3ndPelSd6Q5O5zront45tVdcMkmf791pzr2e0IEqvLx5PcsqpuVlVXy2yx2FvmXBNXUFVVZvOvP9Pd/zjverjiuvtPu3ttdx+Y2X8v39vdPvFcxbr7G0m+WlW3mpruk+TTcyyJK+4rSe5WVVef/nf3PrFwflfxliSPmR4/Jsmb51jLbmnNvAtg+br7R1X1h0nekdm3ThzV3Z+ac1lccT+X5LeSnFlVp09tf9bdb5tfScAiT0zy6umDmy8meeyc6+EK6O6PVtXrkpya2bflnRa/iLzqVNUxSe6ZZN+q+lqSv0jyN0leW1W/k1lg/PX5Vbh78svWAADAMFObAACAYYIEAAAwTJAAAACGCRIAAMAwQQIAABgmSADAIlX15Kq6+rzrANjZ+fpXAFhk+oXyQ7r73HnXArAzMyIBwKpTVb9dVWdU1Seq6uiqumlVvWdqe09V3WTa7xVV9fBFx31/+veeVXViVb2uqj5bVa+umcOT3CjJ+6rqffO5OoDVwS9bA7CqVNXtkjwzyc9197lVdd0k/5bkld39b1W1Mck/JXnoNrq6Y5LbJfl6kv+c+vunqnpqknsZkQDYOiMSAKw2907yuoU3+t39nSTrk/z7tP3oJD+/jH4+1t1f6+7Lk5ye5MDtXyrArkuQAGC1qSTbWuC3sP1Hmf6/rqoqydUW7XPJoseXxSg9wBBBAoDV5j1JHlFV10uSaWrTh5P8xrT9UUk+ND3elOTg6fFDklx1Gf1fkOSa26tYgF2VT18AWFW6+1NV9bwk76+qy5KcluTwJEdV1TOSnJPksdPuL03y5qr6WGYB5MJlnOKIJG+vqrO7+17b/woAdg2+/hUAABhmahMAADBMkAAAAIYJEgAAwDBBAgAAGCZIAAAAwwQJAABgmCABAAAMEyQAAIBh/z/fNxTzHQZiBgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "plt.title(f'{USERNAME} Content Name')\n",
    "ax = sns.countplot(y=data_content['content_name'], alpha=0.8, order = data_content['content_name'].value_counts().index)\n",
    "ax.bar_label(ax.containers[0])\n",
    "plt.show()"
   ]
  }
 ],
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