EDMW_Scrapping_George_LDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import time\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "import csv\n",
    "import re\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math\n",
    "import os\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.000573635101318"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start = time.time()\n",
    "time.sleep(5)\n",
    "end = time.time()\n",
    "end - start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['file1_first150.csv', 'file2_150_600.csv', 'file3_600_800.csv', 'file4_800_1250.csv']\n"
     ]
    }
   ],
   "source": [
    "extension = 'csv'\n",
    "all_filenames = [i for i in glob.glob('file*.{}'.format(extension))]\n",
    "print(all_filenames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_csv = pd.concat([pd.read_csv(f) for f in all_filenames ])\n",
    "#export to csv\n",
    "#combined_csv.to_csv( \"combined_csv.csv\", index=False, encoding='utf-8-sig')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "eda_df = pd.read_csv('combined_csv.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>REPORTING AND EXECUTION OF BUMPER CLONES AND A...</td>\n",
       "      <td>Emperor_Hippo</td>\n",
       "      <td>04-11-2018, 10:12 AM</td>\n",
       "      <td>Dear all,  In view of recent bumper clone atta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>leinad</td>\n",
       "      <td>23-06-2008, 09:56 PM</td>\n",
       "      <td>1) Discrimination of Race, Culture, Derogatory...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Kiwi8</td>\n",
       "      <td>23-06-2008, 11:50 PM</td>\n",
       "      <td>Dear EDMWers,  I would like to remind all of y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Kiwi8</td>\n",
       "      <td>20-02-2011, 07:28 PM</td>\n",
       "      <td>Amended Infraction Points System and Banning P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Kiwi8</td>\n",
       "      <td>20-02-2011, 09:14 PM</td>\n",
       "      <td>2 points:  - Thread Digging or Rubbish/Nuisanc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Dr.Vijay</td>\n",
       "      <td>30-01-2012, 10:43 AM</td>\n",
       "      <td>Removed sticky thread in EDMW for forum respon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Dr.Vijay</td>\n",
       "      <td>06-09-2014, 08:22 PM</td>\n",
       "      <td>I've moved a few sticky threads to the feedbac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Dr.Vijay</td>\n",
       "      <td>31-12-2015, 08:12 PM</td>\n",
       "      <td>Added a link on How to preserve a discussion f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Dr.Vijay</td>\n",
       "      <td>20-06-2018, 10:44 AM</td>\n",
       "      <td>Removed the sticky thread in EDMW on \"HWZ Acco...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>Dr.Vijay</td>\n",
       "      <td>26-01-2020, 08:35 PM</td>\n",
       "      <td>PSA: Don't post important information without ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>tatsit</td>\n",
       "      <td>26-01-2020, 08:37 PM</td>\n",
       "      <td>Gong xi fa cai, dr Vijay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>boink!</td>\n",
       "      <td>26-01-2020, 08:38 PM</td>\n",
       "      <td>Okays only what supreme leader pinky say is tr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>Desmond_</td>\n",
       "      <td>26-01-2020, 08:39 PM</td>\n",
       "      <td>ok noted...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>sTiCkY</td>\n",
       "      <td>26-01-2020, 08:39 PM</td>\n",
       "      <td>happy chinese new year boss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>PatrickTheStarFish</td>\n",
       "      <td>26-01-2020, 08:39 PM</td>\n",
       "      <td>Daiji dua tiao liao    Dont play a fool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>7</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>dexterkim</td>\n",
       "      <td>26-01-2020, 08:39 PM</td>\n",
       "      <td>ok boss happy CNY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>8</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>AljuniedHougangKaKiNang</td>\n",
       "      <td>26-01-2020, 08:39 PM</td>\n",
       "      <td>PAP will win big this GE    Is this a credible...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>9</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>King.Koopa</td>\n",
       "      <td>26-01-2020, 08:40 PM</td>\n",
       "      <td>Please define credible source. Is it only thos...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>10</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>Fallingrain</td>\n",
       "      <td>26-01-2020, 08:40 PM</td>\n",
       "      <td>Lol hwz tio warning by pap liao.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>heng_ah</td>\n",
       "      <td>26-01-2020, 08:42 PM</td>\n",
       "      <td>Can put this as sticky?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>12</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>sTiCkY</td>\n",
       "      <td>26-01-2020, 08:42 PM</td>\n",
       "      <td>you called?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>13</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>fapperoo</td>\n",
       "      <td>26-01-2020, 08:43 PM</td>\n",
       "      <td>Wow more powerful than pofma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>14</td>\n",
       "      <td>[PSA] Please post responsibly to avoid mislead...</td>\n",
       "      <td>limpeh456</td>\n",
       "      <td>26-01-2020, 08:43 PM</td>\n",
       "      <td>must be order from top down nao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>[FOR NOTING] Chin Swee Road Case: Reminder Of ...</td>\n",
       "      <td>Milo T-REX</td>\n",
       "      <td>20-09-2019, 08:53 AM</td>\n",
       "      <td>A reminder that there is a gag order on this m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>[FOR NOTING] Chin Swee Road Case: Reminder Of ...</td>\n",
       "      <td>defnull</td>\n",
       "      <td>20-09-2019, 10:29 AM</td>\n",
       "      <td>ok noted..........</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3</td>\n",
       "      <td>[FOR NOTING] Chin Swee Road Case: Reminder Of ...</td>\n",
       "      <td>Ole Gunner</td>\n",
       "      <td>20-09-2019, 11:36 AM</td>\n",
       "      <td>Can guess?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4</td>\n",
       "      <td>[FOR NOTING] Chin Swee Road Case: Reminder Of ...</td>\n",
       "      <td>archkiller</td>\n",
       "      <td>20-09-2019, 11:45 AM</td>\n",
       "      <td>Mothership does that. Why not go after mothers...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5</td>\n",
       "      <td>[FOR NOTING] Chin Swee Road Case: Reminder Of ...</td>\n",
       "      <td>ahtancw</td>\n",
       "      <td>21-09-2019, 10:25 AM</td>\n",
       "      <td>Prease add one more notice for MAS CECA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6</td>\n",
       "      <td>[FOR NOTING] Chin Swee Road Case: Reminder Of ...</td>\n",
       "      <td>AlmightyOnes</td>\n",
       "      <td>21-09-2019, 01:39 PM</td>\n",
       "      <td>Simple.  We voted for this.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>7</td>\n",
       "      <td>[FOR NOTING] Chin Swee Road Case: Reminder Of ...</td>\n",
       "      <td>Dolcefarniente</td>\n",
       "      <td>26-09-2019, 03:58 PM</td>\n",
       "      <td>how come the newpaper can put the bedok ah ma ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405084</th>\n",
       "      <td>9973</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 02:58 PM</td>\n",
       "      <td>boring league</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405085</th>\n",
       "      <td>9974</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 03:12 PM</td>\n",
       "      <td>no soccer, thread move very slow. 6 months sin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405086</th>\n",
       "      <td>9975</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>kcarrey</td>\n",
       "      <td>Today, 03:25 PM</td>\n",
       "      <td>part 54 soon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405087</th>\n",
       "      <td>9976</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 03:28 PM</td>\n",
       "      <td>Millwall over Espanyol over Dusseldorf over Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405088</th>\n",
       "      <td>9977</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>kcarrey</td>\n",
       "      <td>Today, 03:31 PM</td>\n",
       "      <td>over 2 mths i totally forgotten that guy's nic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405089</th>\n",
       "      <td>9978</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 03:33 PM</td>\n",
       "      <td>Leipzig even Sheffield Wed over West Ham over ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405090</th>\n",
       "      <td>9979</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 03:34 PM</td>\n",
       "      <td>5star_pundit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405091</th>\n",
       "      <td>9980</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>53370561D</td>\n",
       "      <td>Today, 03:37 PM</td>\n",
       "      <td>Thought kcarrey is referring to stupid c0ne ac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405092</th>\n",
       "      <td>9981</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>JinBaoYing</td>\n",
       "      <td>Today, 03:38 PM</td>\n",
       "      <td>Seoul +0.75  Sangmu +0.25  Pohang FH over</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405093</th>\n",
       "      <td>9982</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>kcarrey</td>\n",
       "      <td>Today, 03:39 PM</td>\n",
       "      <td>haha yes he changed nick and asked about your ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405094</th>\n",
       "      <td>9983</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 03:39 PM</td>\n",
       "      <td>nope, coz kcarrey mentioned pics of holland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405095</th>\n",
       "      <td>9984</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 03:39 PM</td>\n",
       "      <td>who ??? which one ???</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405096</th>\n",
       "      <td>9985</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>kcarrey</td>\n",
       "      <td>Today, 03:43 PM</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405097</th>\n",
       "      <td>9986</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>lordofshanghai</td>\n",
       "      <td>Today, 03:47 PM</td>\n",
       "      <td>bro, this is my only account. i not so free to...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405098</th>\n",
       "      <td>9987</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:12 PM</td>\n",
       "      <td>this one 5star meh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405099</th>\n",
       "      <td>9988</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>patukgal</td>\n",
       "      <td>Today, 04:14 PM</td>\n",
       "      <td>LOL, even his father got send to holland by him</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405100</th>\n",
       "      <td>9989</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:17 PM</td>\n",
       "      <td>i rmb he post those pics at other threads too</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405101</th>\n",
       "      <td>9990</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>Semakdd</td>\n",
       "      <td>Today, 04:17 PM</td>\n",
       "      <td>He went Holland for wat? See windmills?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405102</th>\n",
       "      <td>9991</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:18 PM</td>\n",
       "      <td>holidays lor  but hor those pics r like years ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405103</th>\n",
       "      <td>9992</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:19 PM</td>\n",
       "      <td>lai ah  move house looooooooo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405104</th>\n",
       "      <td>9993</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>Semakdd</td>\n",
       "      <td>Today, 04:20 PM</td>\n",
       "      <td>Fwah so fast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405105</th>\n",
       "      <td>9994</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:20 PM</td>\n",
       "      <td>come come move house  new thread new huat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405106</th>\n",
       "      <td>9995</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:21 PM</td>\n",
       "      <td>5 more posts come come</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405107</th>\n",
       "      <td>9996</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:21 PM</td>\n",
       "      <td>4 more posts come come</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405108</th>\n",
       "      <td>9997</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:21 PM</td>\n",
       "      <td>3 more posts come come</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405109</th>\n",
       "      <td>9998</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:22 PM</td>\n",
       "      <td>2 more posts come come</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405110</th>\n",
       "      <td>9999</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>teddy123</td>\n",
       "      <td>Today, 04:22 PM</td>\n",
       "      <td>+1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405111</th>\n",
       "      <td>10000</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>Today, 04:22 PM</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405112</th>\n",
       "      <td>10001</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>WingChun</td>\n",
       "      <td>Today, 04:22 PM</td>\n",
       "      <td>Heading to a new thread soon....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405113</th>\n",
       "      <td>10002</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>hwzadmin</td>\n",
       "      <td>Today, 04:22 PM</td>\n",
       "      <td>Dear members, please take note that this threa...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>405114 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                                       thread_title  \\\n",
       "0                0  REPORTING AND EXECUTION OF BUMPER CLONES AND A...   \n",
       "1                0                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "2                1                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "3                3                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "4                4                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "5                5                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "6                6                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "7                7                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "8                8                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "9                0  [PSA] Please post responsibly to avoid mislead...   \n",
       "10               1  [PSA] Please post responsibly to avoid mislead...   \n",
       "11               3  [PSA] Please post responsibly to avoid mislead...   \n",
       "12               4  [PSA] Please post responsibly to avoid mislead...   \n",
       "13               5  [PSA] Please post responsibly to avoid mislead...   \n",
       "14               6  [PSA] Please post responsibly to avoid mislead...   \n",
       "15               7  [PSA] Please post responsibly to avoid mislead...   \n",
       "16               8  [PSA] Please post responsibly to avoid mislead...   \n",
       "17               9  [PSA] Please post responsibly to avoid mislead...   \n",
       "18              10  [PSA] Please post responsibly to avoid mislead...   \n",
       "19              11  [PSA] Please post responsibly to avoid mislead...   \n",
       "20              12  [PSA] Please post responsibly to avoid mislead...   \n",
       "21              13  [PSA] Please post responsibly to avoid mislead...   \n",
       "22              14  [PSA] Please post responsibly to avoid mislead...   \n",
       "23               0  [FOR NOTING] Chin Swee Road Case: Reminder Of ...   \n",
       "24               1  [FOR NOTING] Chin Swee Road Case: Reminder Of ...   \n",
       "25               3  [FOR NOTING] Chin Swee Road Case: Reminder Of ...   \n",
       "26               4  [FOR NOTING] Chin Swee Road Case: Reminder Of ...   \n",
       "27               5  [FOR NOTING] Chin Swee Road Case: Reminder Of ...   \n",
       "28               6  [FOR NOTING] Chin Swee Road Case: Reminder Of ...   \n",
       "29               7  [FOR NOTING] Chin Swee Road Case: Reminder Of ...   \n",
       "...            ...                                                ...   \n",
       "405084        9973  ~* Official Barclays Premier League Betting Se...   \n",
       "405085        9974  ~* Official Barclays Premier League Betting Se...   \n",
       "405086        9975  ~* Official Barclays Premier League Betting Se...   \n",
       "405087        9976  ~* Official Barclays Premier League Betting Se...   \n",
       "405088        9977  ~* Official Barclays Premier League Betting Se...   \n",
       "405089        9978  ~* Official Barclays Premier League Betting Se...   \n",
       "405090        9979  ~* Official Barclays Premier League Betting Se...   \n",
       "405091        9980  ~* Official Barclays Premier League Betting Se...   \n",
       "405092        9981  ~* Official Barclays Premier League Betting Se...   \n",
       "405093        9982  ~* Official Barclays Premier League Betting Se...   \n",
       "405094        9983  ~* Official Barclays Premier League Betting Se...   \n",
       "405095        9984  ~* Official Barclays Premier League Betting Se...   \n",
       "405096        9985  ~* Official Barclays Premier League Betting Se...   \n",
       "405097        9986  ~* Official Barclays Premier League Betting Se...   \n",
       "405098        9987  ~* Official Barclays Premier League Betting Se...   \n",
       "405099        9988  ~* Official Barclays Premier League Betting Se...   \n",
       "405100        9989  ~* Official Barclays Premier League Betting Se...   \n",
       "405101        9990  ~* Official Barclays Premier League Betting Se...   \n",
       "405102        9991  ~* Official Barclays Premier League Betting Se...   \n",
       "405103        9992  ~* Official Barclays Premier League Betting Se...   \n",
       "405104        9993  ~* Official Barclays Premier League Betting Se...   \n",
       "405105        9994  ~* Official Barclays Premier League Betting Se...   \n",
       "405106        9995  ~* Official Barclays Premier League Betting Se...   \n",
       "405107        9996  ~* Official Barclays Premier League Betting Se...   \n",
       "405108        9997  ~* Official Barclays Premier League Betting Se...   \n",
       "405109        9998  ~* Official Barclays Premier League Betting Se...   \n",
       "405110        9999  ~* Official Barclays Premier League Betting Se...   \n",
       "405111       10000  ~* Official Barclays Premier League Betting Se...   \n",
       "405112       10001  ~* Official Barclays Premier League Betting Se...   \n",
       "405113       10002  ~* Official Barclays Premier League Betting Se...   \n",
       "\n",
       "                 comment_author                  date  \\\n",
       "0                 Emperor_Hippo  04-11-2018, 10:12 AM   \n",
       "1                        leinad  23-06-2008, 09:56 PM   \n",
       "2                         Kiwi8  23-06-2008, 11:50 PM   \n",
       "3                         Kiwi8  20-02-2011, 07:28 PM   \n",
       "4                         Kiwi8  20-02-2011, 09:14 PM   \n",
       "5                      Dr.Vijay  30-01-2012, 10:43 AM   \n",
       "6                      Dr.Vijay  06-09-2014, 08:22 PM   \n",
       "7                      Dr.Vijay  31-12-2015, 08:12 PM   \n",
       "8                      Dr.Vijay  20-06-2018, 10:44 AM   \n",
       "9                      Dr.Vijay  26-01-2020, 08:35 PM   \n",
       "10                       tatsit  26-01-2020, 08:37 PM   \n",
       "11                       boink!  26-01-2020, 08:38 PM   \n",
       "12                     Desmond_  26-01-2020, 08:39 PM   \n",
       "13                       sTiCkY  26-01-2020, 08:39 PM   \n",
       "14           PatrickTheStarFish  26-01-2020, 08:39 PM   \n",
       "15                    dexterkim  26-01-2020, 08:39 PM   \n",
       "16      AljuniedHougangKaKiNang  26-01-2020, 08:39 PM   \n",
       "17                   King.Koopa  26-01-2020, 08:40 PM   \n",
       "18                  Fallingrain  26-01-2020, 08:40 PM   \n",
       "19                      heng_ah  26-01-2020, 08:42 PM   \n",
       "20                       sTiCkY  26-01-2020, 08:42 PM   \n",
       "21                     fapperoo  26-01-2020, 08:43 PM   \n",
       "22                    limpeh456  26-01-2020, 08:43 PM   \n",
       "23                   Milo T-REX  20-09-2019, 08:53 AM   \n",
       "24                      defnull  20-09-2019, 10:29 AM   \n",
       "25                   Ole Gunner  20-09-2019, 11:36 AM   \n",
       "26                   archkiller  20-09-2019, 11:45 AM   \n",
       "27                      ahtancw  21-09-2019, 10:25 AM   \n",
       "28                 AlmightyOnes  21-09-2019, 01:39 PM   \n",
       "29               Dolcefarniente  26-09-2019, 03:58 PM   \n",
       "...                         ...                   ...   \n",
       "405084                mrclubbie       Today, 02:58 PM   \n",
       "405085                mrclubbie       Today, 03:12 PM   \n",
       "405086                  kcarrey       Today, 03:25 PM   \n",
       "405087                mrclubbie       Today, 03:28 PM   \n",
       "405088                  kcarrey       Today, 03:31 PM   \n",
       "405089                mrclubbie       Today, 03:33 PM   \n",
       "405090                mrclubbie       Today, 03:34 PM   \n",
       "405091                53370561D       Today, 03:37 PM   \n",
       "405092               JinBaoYing       Today, 03:38 PM   \n",
       "405093                  kcarrey       Today, 03:39 PM   \n",
       "405094                mrclubbie       Today, 03:39 PM   \n",
       "405095                mrclubbie       Today, 03:39 PM   \n",
       "405096                  kcarrey       Today, 03:43 PM   \n",
       "405097           lordofshanghai       Today, 03:47 PM   \n",
       "405098                mrclubbie       Today, 04:12 PM   \n",
       "405099                 patukgal       Today, 04:14 PM   \n",
       "405100                mrclubbie       Today, 04:17 PM   \n",
       "405101                  Semakdd       Today, 04:17 PM   \n",
       "405102                mrclubbie       Today, 04:18 PM   \n",
       "405103                mrclubbie       Today, 04:19 PM   \n",
       "405104                  Semakdd       Today, 04:20 PM   \n",
       "405105                mrclubbie       Today, 04:20 PM   \n",
       "405106                mrclubbie       Today, 04:21 PM   \n",
       "405107                mrclubbie       Today, 04:21 PM   \n",
       "405108                mrclubbie       Today, 04:21 PM   \n",
       "405109                mrclubbie       Today, 04:22 PM   \n",
       "405110                 teddy123       Today, 04:22 PM   \n",
       "405111                mrclubbie       Today, 04:22 PM   \n",
       "405112                 WingChun       Today, 04:22 PM   \n",
       "405113                 hwzadmin       Today, 04:22 PM   \n",
       "\n",
       "                                                  comment  \n",
       "0       Dear all,  In view of recent bumper clone atta...  \n",
       "1       1) Discrimination of Race, Culture, Derogatory...  \n",
       "2       Dear EDMWers,  I would like to remind all of y...  \n",
       "3       Amended Infraction Points System and Banning P...  \n",
       "4       2 points:  - Thread Digging or Rubbish/Nuisanc...  \n",
       "5       Removed sticky thread in EDMW for forum respon...  \n",
       "6       I've moved a few sticky threads to the feedbac...  \n",
       "7       Added a link on How to preserve a discussion f...  \n",
       "8       Removed the sticky thread in EDMW on \"HWZ Acco...  \n",
       "9       PSA: Don't post important information without ...  \n",
       "10                              Gong xi fa cai, dr Vijay   \n",
       "11      Okays only what supreme leader pinky say is tr...  \n",
       "12                                            ok noted...  \n",
       "13                           happy chinese new year boss   \n",
       "14                Daiji dua tiao liao    Dont play a fool  \n",
       "15                                    ok boss happy CNY    \n",
       "16      PAP will win big this GE    Is this a credible...  \n",
       "17      Please define credible source. Is it only thos...  \n",
       "18                     Lol hwz tio warning by pap liao.    \n",
       "19                                Can put this as sticky?  \n",
       "20                                            you called?  \n",
       "21                           Wow more powerful than pofma  \n",
       "22                        must be order from top down nao  \n",
       "23      A reminder that there is a gag order on this m...  \n",
       "24                                     ok noted..........  \n",
       "25                                           Can guess?    \n",
       "26      Mothership does that. Why not go after mothers...  \n",
       "27                Prease add one more notice for MAS CECA  \n",
       "28                            Simple.  We voted for this.  \n",
       "29      how come the newpaper can put the bedok ah ma ...  \n",
       "...                                                   ...  \n",
       "405084                                     boring league   \n",
       "405085  no soccer, thread move very slow. 6 months sin...  \n",
       "405086                                       part 54 soon  \n",
       "405087  Millwall over Espanyol over Dusseldorf over Ma...  \n",
       "405088  over 2 mths i totally forgotten that guy's nic...  \n",
       "405089  Leipzig even Sheffield Wed over West Ham over ...  \n",
       "405090                                       5star_pundit  \n",
       "405091  Thought kcarrey is referring to stupid c0ne ac...  \n",
       "405092        Seoul +0.75  Sangmu +0.25  Pohang FH over    \n",
       "405093  haha yes he changed nick and asked about your ...  \n",
       "405094        nope, coz kcarrey mentioned pics of holland  \n",
       "405095                              who ??? which one ???  \n",
       "405096                                                     \n",
       "405097  bro, this is my only account. i not so free to...  \n",
       "405098                                 this one 5star meh  \n",
       "405099    LOL, even his father got send to holland by him  \n",
       "405100      i rmb he post those pics at other threads too  \n",
       "405101            He went Holland for wat? See windmills?  \n",
       "405102  holidays lor  but hor those pics r like years ...  \n",
       "405103                      lai ah  move house looooooooo  \n",
       "405104                                       Fwah so fast  \n",
       "405105          come come move house  new thread new huat  \n",
       "405106                             5 more posts come come  \n",
       "405107                             4 more posts come come  \n",
       "405108                             3 more posts come come  \n",
       "405109                             2 more posts come come  \n",
       "405110                                              +1     \n",
       "405111                                                NaN  \n",
       "405112                   Heading to a new thread soon....  \n",
       "405113  Dear members, please take note that this threa...  \n",
       "\n",
       "[405114 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>02-05-2020, 09:30 AM</td>\n",
       "      <td>Recite \"Namo Amituofo \" and \"Namo Guan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>03-05-2020, 01:47 PM</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 01:27 PM</td>\n",
       "      <td>Instead of worrying, why not recite Budd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:31 PM</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:39 PM</td>\n",
       "      <td>Unfortunately she made the decision to go shop...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 thread_title comment_author                  date  \\\n",
       "0          49               AUTUMN&WINTER  02-05-2020, 09:30 AM   \n",
       "1          50               AUTUMN&WINTER  03-05-2020, 01:47 PM   \n",
       "2          51               AUTUMN&WINTER  07-05-2020, 01:27 PM   \n",
       "3          52                     Laneige  07-05-2020, 01:31 PM   \n",
       "4          53                     Laneige  07-05-2020, 01:39 PM   \n",
       "\n",
       "                                             comment  \n",
       "0         Recite \"Namo Amituofo \" and \"Namo Guan ...  \n",
       "1                                                     \n",
       "2        Instead of worrying, why not recite Budd...  \n",
       "3                                                     \n",
       "4  Unfortunately she made the decision to go shop...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted_df = eda_df.copy()\n",
    "eda_sorted_df = eda_sorted_df.sort_values(by=['thread_title', 'date']).reset_index(drop=True)\n",
    "eda_sorted_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clearing empty strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#nan_value = float(\"NaN\")\n",
    "#eda_sorted_df.replace(\"\", nan_value, inplace=True)\n",
    "#eda_sorted_df.dropna(subset = [\"comment\"], inplace=True)\n",
    "#eda_sorted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>02-05-2020, 09:30 AM</td>\n",
       "      <td>Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 01:27 PM</td>\n",
       "      <td>Instead of worrying, why not recite Buddha's a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:39 PM</td>\n",
       "      <td>Unfortunately she made the decision to go shop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>07-05-2020, 04:40 PM</td>\n",
       "      <td>pls enlighten if so   Namo Amitabha Namo Buddh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 07:49 PM</td>\n",
       "      <td>Reminds me of  passed down   (mentioned at 6:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>10-05-2020, 09:31 AM</td>\n",
       "      <td>As the pandemic sweeps through the world, we r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>59</td>\n",
       "      <td></td>\n",
       "      <td>Hierophant</td>\n",
       "      <td>10-05-2020, 09:32 AM</td>\n",
       "      <td>Hokay ish noted</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>10-05-2020, 11:12 AM</td>\n",
       "      <td>https://www.zaobao.com.sg/znews/sing...200509-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>57</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>10-05-2020, 12:26 AM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>11-05-2020, 10:17 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>12-05-2020, 08:40 PM</td>\n",
       "      <td>Hope that everyone who comes to this thread is...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>16-05-2020, 12:20 PM</td>\n",
       "      <td>One recites Buddhas' or Pusas' names, whole fa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:06 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:16 PM</td>\n",
       "      <td>hope bros &amp; sis help up propagate  thanks    N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:32 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:46 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>shock</td>\n",
       "      <td>17-04-2020, 09:59 PM</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>17-04-2020, 10:00 PM</td>\n",
       "      <td>Wrong place bro. Stick to autumnwinter's threa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:13 PM</td>\n",
       "      <td>thanks! can help locate thread bro? could find...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:19 PM</td>\n",
       "      <td>I am so glad that you started this thread. Dur...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:26 PM</td>\n",
       "      <td>thanks bro &amp; all a lot for together  !   Namo ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:44 PM</td>\n",
       "      <td>Besides recitations of Namo Amituofo and Namo ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 01:12 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>lycanboy</td>\n",
       "      <td>18-04-2020, 01:14 PM</td>\n",
       "      <td>You guys praying for s-ghost ah?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>AlmightyOnes</td>\n",
       "      <td>18-04-2020, 01:19 PM</td>\n",
       "      <td>For people who wants to know more.  In English...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 02:21 PM</td>\n",
       "      <td>all for            thanks all fathers &amp; mother...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>pattanispirit</td>\n",
       "      <td>18-04-2020, 03:23 PM</td>\n",
       "      <td>2    253   2422      X                   21530...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>18-04-2020, 03:24 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 03:53 PM</td>\n",
       "      <td>I'm a believer of skillful means. Starting the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 04:09 AM</td>\n",
       "      <td>Admire your spirit. However, there are some ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405080</th>\n",
       "      <td>0</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>mister38</td>\n",
       "      <td>10-05-2020, 02:04 AM</td>\n",
       "      <td>https://www.facebook.com/joichuaoffi...2732177...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405081</th>\n",
       "      <td>1</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shaibaba87</td>\n",
       "      <td>10-05-2020, 07:11 AM</td>\n",
       "      <td>she is chio sia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405082</th>\n",
       "      <td>2</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shutterbox</td>\n",
       "      <td>10-05-2020, 07:16 AM</td>\n",
       "      <td>Her covers not bad.   Too bad her looks can't ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405086</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tanahgu</td>\n",
       "      <td>03-04-2020, 06:47 AM</td>\n",
       "      <td>the best version for me are the voice only nov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405087</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>03-04-2020, 06:58 AM</td>\n",
       "      <td>Nice. sexy bu.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405088</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>vbhelper</td>\n",
       "      <td>03-04-2020, 07:26 AM</td>\n",
       "      <td>Bookmarked</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405089</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demon85</td>\n",
       "      <td>03-04-2020, 07:57 AM</td>\n",
       "      <td>They reuse the 2 male leads from  is it?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405090</th>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ankerhamsap</td>\n",
       "      <td>03-04-2020, 08:02 AM</td>\n",
       "      <td>An irritating series, whether it's movie or dr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405091</th>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>03-04-2020, 08:43 AM</td>\n",
       "      <td>Should shout Indie!!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405092</th>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>radish</td>\n",
       "      <td>04-04-2020, 01:22 PM</td>\n",
       "      <td>the drama is not bad but there is a movie with...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405093</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>05-04-2020, 02:15 AM</td>\n",
       "      <td>Good pace for a drama.   Each episode only 30 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405094</th>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sirfeckalot</td>\n",
       "      <td>05-04-2020, 02:16 AM</td>\n",
       "      <td>Where to watch is the question</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405095</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 03:54 PM</td>\n",
       "      <td>This week only three episodes...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405096</th>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Back2Zero</td>\n",
       "      <td>09-04-2020, 03:56 PM</td>\n",
       "      <td>very lousy drama compare with previous few. Ta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405097</th>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 04:20 PM</td>\n",
       "      <td>There is one movie version which is very lousy...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405098</th>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demongod</td>\n",
       "      <td>09-04-2020, 04:32 PM</td>\n",
       "      <td>Always change the actors jin sian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405099</th>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 07:15 PM</td>\n",
       "      <td>Because the author anyhow sold the rights befo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405100</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cometdevil</td>\n",
       "      <td>09-04-2020, 07:18 PM</td>\n",
       "      <td>Is this tomb raiding series from this author n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405101</th>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>firebrand83</td>\n",
       "      <td>09-04-2020, 07:20 PM</td>\n",
       "      <td>The actress I like, hot slart from the mermaid...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405102</th>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:48 PM</td>\n",
       "      <td>Finishing soon. 15 out of 18 ep released. Look...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405103</th>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:50 PM</td>\n",
       "      <td>I watched first two now left this.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405104</th>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Polar Bear King</td>\n",
       "      <td>19-04-2020, 07:52 PM</td>\n",
       "      <td>Kitty Zhang? very fierce shandong lady  she to...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405105</th>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:54 PM</td>\n",
       "      <td>Really? what happen? she looks sexy and has bi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405106</th>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:58 PM</td>\n",
       "      <td>The same cast signed up for next five dramas. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405107</th>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:59 PM</td>\n",
       "      <td>This current drama is the best, by rating and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405108</th>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:00 PM</td>\n",
       "      <td>I thought the first one was great. the second ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405109</th>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 08:04 PM</td>\n",
       "      <td>Third one faster in pace.    Not a lot of talk...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405110</th>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:06 PM</td>\n",
       "      <td>I see. will watch the drama produce by jacky C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405111</th>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steyr69</td>\n",
       "      <td>19-04-2020, 08:08 PM</td>\n",
       "      <td>Now watching...like alot of mad running kind o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405113</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>31-03-2020, 10:54 PM</td>\n",
       "      <td>Starting tmr..</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>389915 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                            thread_title    comment_author  \\\n",
       "0               49                                             AUTUMN&WINTER   \n",
       "2               51                                             AUTUMN&WINTER   \n",
       "4               53                                                   Laneige   \n",
       "5               54                                              SimpliCity2k   \n",
       "7               56                                             AUTUMN&WINTER   \n",
       "9               58                                             AUTUMN&WINTER   \n",
       "10              59                                                Hierophant   \n",
       "11               0                                                    mryang   \n",
       "12              57                                              SimpliCity2k   \n",
       "13              60                                              SimpliCity2k   \n",
       "15              62                                             AUTUMN&WINTER   \n",
       "16              63                                             AUTUMN&WINTER   \n",
       "17               0                                              SimpliCity2k   \n",
       "18               1                                              SimpliCity2k   \n",
       "19               2                                              SimpliCity2k   \n",
       "20               3                                              SimpliCity2k   \n",
       "21               4                                                     shock   \n",
       "22               5                                          Insatiable_creat   \n",
       "23               6                                              SimpliCity2k   \n",
       "24               7                                             AUTUMN&WINTER   \n",
       "25               8                                              SimpliCity2k   \n",
       "26               9                                             AUTUMN&WINTER   \n",
       "27              13                                              SimpliCity2k   \n",
       "28              14                                                  lycanboy   \n",
       "29              15                                              AlmightyOnes   \n",
       "30              16                                              SimpliCity2k   \n",
       "31              17                                             pattanispirit   \n",
       "32              18                                                    mryang   \n",
       "33              19                                          Insatiable_creat   \n",
       "34              10                                          Insatiable_creat   \n",
       "...            ...                                     ...               ...   \n",
       "405080           0  ~~  Joi Chua sing songs for you kym ~~          mister38   \n",
       "405081           1  ~~  Joi Chua sing songs for you kym ~~        Shaibaba87   \n",
       "405082           2  ~~  Joi Chua sing songs for you kym ~~        Shutterbox   \n",
       "405086           4                                     NaN           tanahgu   \n",
       "405087           5                                     NaN         Broadwalk   \n",
       "405088           6                                     NaN          vbhelper   \n",
       "405089           7                                     NaN           demon85   \n",
       "405090           8                                     NaN       ankerhamsap   \n",
       "405091           9                                     NaN      netbookcraze   \n",
       "405092          10                                     NaN            radish   \n",
       "405093          11                                     NaN      netbookcraze   \n",
       "405094          12                                     NaN       Sirfeckalot   \n",
       "405095          13                                     NaN      netbookcraze   \n",
       "405096          14                                     NaN         Back2Zero   \n",
       "405097          15                                     NaN      netbookcraze   \n",
       "405098          16                                     NaN          demongod   \n",
       "405099          17                                     NaN      netbookcraze   \n",
       "405100          18                                     NaN        Cometdevil   \n",
       "405101          19                                     NaN       firebrand83   \n",
       "405102          20                                     NaN      netbookcraze   \n",
       "405103          21                                     NaN         Broadwalk   \n",
       "405104          22                                     NaN   Polar Bear King   \n",
       "405105          23                                     NaN         Broadwalk   \n",
       "405106          24                                     NaN      netbookcraze   \n",
       "405107          25                                     NaN      netbookcraze   \n",
       "405108          26                                     NaN         Broadwalk   \n",
       "405109          27                                     NaN      netbookcraze   \n",
       "405110          28                                     NaN         Broadwalk   \n",
       "405111          29                                     NaN           Steyr69   \n",
       "405113           1                                     NaN      netbookcraze   \n",
       "\n",
       "                        date  \\\n",
       "0       02-05-2020, 09:30 AM   \n",
       "2       07-05-2020, 01:27 PM   \n",
       "4       07-05-2020, 01:39 PM   \n",
       "5       07-05-2020, 04:40 PM   \n",
       "7       07-05-2020, 07:49 PM   \n",
       "9       10-05-2020, 09:31 AM   \n",
       "10      10-05-2020, 09:32 AM   \n",
       "11      10-05-2020, 11:12 AM   \n",
       "12      10-05-2020, 12:26 AM   \n",
       "13      11-05-2020, 10:17 PM   \n",
       "15      12-05-2020, 08:40 PM   \n",
       "16      16-05-2020, 12:20 PM   \n",
       "17      17-04-2020, 09:06 PM   \n",
       "18      17-04-2020, 09:16 PM   \n",
       "19      17-04-2020, 09:32 PM   \n",
       "20      17-04-2020, 09:46 PM   \n",
       "21      17-04-2020, 09:59 PM   \n",
       "22      17-04-2020, 10:00 PM   \n",
       "23      17-04-2020, 11:13 PM   \n",
       "24      17-04-2020, 11:19 PM   \n",
       "25      17-04-2020, 11:26 PM   \n",
       "26      17-04-2020, 11:44 PM   \n",
       "27      18-04-2020, 01:12 PM   \n",
       "28      18-04-2020, 01:14 PM   \n",
       "29      18-04-2020, 01:19 PM   \n",
       "30      18-04-2020, 02:21 PM   \n",
       "31      18-04-2020, 03:23 PM   \n",
       "32      18-04-2020, 03:24 PM   \n",
       "33      18-04-2020, 03:53 PM   \n",
       "34      18-04-2020, 04:09 AM   \n",
       "...                      ...   \n",
       "405080  10-05-2020, 02:04 AM   \n",
       "405081  10-05-2020, 07:11 AM   \n",
       "405082  10-05-2020, 07:16 AM   \n",
       "405086  03-04-2020, 06:47 AM   \n",
       "405087  03-04-2020, 06:58 AM   \n",
       "405088  03-04-2020, 07:26 AM   \n",
       "405089  03-04-2020, 07:57 AM   \n",
       "405090  03-04-2020, 08:02 AM   \n",
       "405091  03-04-2020, 08:43 AM   \n",
       "405092  04-04-2020, 01:22 PM   \n",
       "405093  05-04-2020, 02:15 AM   \n",
       "405094  05-04-2020, 02:16 AM   \n",
       "405095  09-04-2020, 03:54 PM   \n",
       "405096  09-04-2020, 03:56 PM   \n",
       "405097  09-04-2020, 04:20 PM   \n",
       "405098  09-04-2020, 04:32 PM   \n",
       "405099  09-04-2020, 07:15 PM   \n",
       "405100  09-04-2020, 07:18 PM   \n",
       "405101  09-04-2020, 07:20 PM   \n",
       "405102  19-04-2020, 07:48 PM   \n",
       "405103  19-04-2020, 07:50 PM   \n",
       "405104  19-04-2020, 07:52 PM   \n",
       "405105  19-04-2020, 07:54 PM   \n",
       "405106  19-04-2020, 07:58 PM   \n",
       "405107  19-04-2020, 07:59 PM   \n",
       "405108  19-04-2020, 08:00 PM   \n",
       "405109  19-04-2020, 08:04 PM   \n",
       "405110  19-04-2020, 08:06 PM   \n",
       "405111  19-04-2020, 08:08 PM   \n",
       "405113  31-03-2020, 10:54 PM   \n",
       "\n",
       "                                                  comment  \n",
       "0       Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin...  \n",
       "2       Instead of worrying, why not recite Buddha's a...  \n",
       "4       Unfortunately she made the decision to go shop...  \n",
       "5       pls enlighten if so   Namo Amitabha Namo Buddh...  \n",
       "7       Reminds me of  passed down   (mentioned at 6:0...  \n",
       "9       As the pandemic sweeps through the world, we r...  \n",
       "10                                        Hokay ish noted  \n",
       "11      https://www.zaobao.com.sg/znews/sing...200509-...  \n",
       "12                                          Namo Amitabha  \n",
       "13                                          Namo Amitabha  \n",
       "15      Hope that everyone who comes to this thread is...  \n",
       "16      One recites Buddhas' or Pusas' names, whole fa...  \n",
       "17                                          Namo Amitabha  \n",
       "18      hope bros & sis help up propagate  thanks    N...  \n",
       "19                                          Namo Amitabha  \n",
       "20                                          Namo Amitabha  \n",
       "21                                                    NaN  \n",
       "22      Wrong place bro. Stick to autumnwinter's threa...  \n",
       "23      thanks! can help locate thread bro? could find...  \n",
       "24      I am so glad that you started this thread. Dur...  \n",
       "25      thanks bro & all a lot for together  !   Namo ...  \n",
       "26      Besides recitations of Namo Amituofo and Namo ...  \n",
       "27                                          Namo Amitabha  \n",
       "28                       You guys praying for s-ghost ah?  \n",
       "29      For people who wants to know more.  In English...  \n",
       "30      all for            thanks all fathers & mother...  \n",
       "31      2    253   2422      X                   21530...  \n",
       "32                                          Namo Amitabha  \n",
       "33      I'm a believer of skillful means. Starting the...  \n",
       "34      Admire your spirit. However, there are some ma...  \n",
       "...                                                   ...  \n",
       "405080  https://www.facebook.com/joichuaoffi...2732177...  \n",
       "405081                                    she is chio sia  \n",
       "405082  Her covers not bad.   Too bad her looks can't ...  \n",
       "405086  the best version for me are the voice only nov...  \n",
       "405087                                     Nice. sexy bu.  \n",
       "405088                                         Bookmarked  \n",
       "405089           They reuse the 2 male leads from  is it?  \n",
       "405090  An irritating series, whether it's movie or dr...  \n",
       "405091                               Should shout Indie!!  \n",
       "405092  the drama is not bad but there is a movie with...  \n",
       "405093  Good pace for a drama.   Each episode only 30 ...  \n",
       "405094                     Where to watch is the question  \n",
       "405095                   This week only three episodes...  \n",
       "405096  very lousy drama compare with previous few. Ta...  \n",
       "405097  There is one movie version which is very lousy...  \n",
       "405098                  Always change the actors jin sian  \n",
       "405099  Because the author anyhow sold the rights befo...  \n",
       "405100  Is this tomb raiding series from this author n...  \n",
       "405101  The actress I like, hot slart from the mermaid...  \n",
       "405102  Finishing soon. 15 out of 18 ep released. Look...  \n",
       "405103                 I watched first two now left this.  \n",
       "405104  Kitty Zhang? very fierce shandong lady  she to...  \n",
       "405105  Really? what happen? she looks sexy and has bi...  \n",
       "405106  The same cast signed up for next five dramas. ...  \n",
       "405107  This current drama is the best, by rating and ...  \n",
       "405108  I thought the first one was great. the second ...  \n",
       "405109  Third one faster in pace.    Not a lot of talk...  \n",
       "405110  I see. will watch the drama produce by jacky C...  \n",
       "405111  Now watching...like alot of mad running kind o...  \n",
       "405113                                     Starting tmr..  \n",
       "\n",
       "[389915 rows x 5 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted_df['comment'] = eda_sorted_df['comment'].str.strip()\n",
    "eda_sorted_df = eda_sorted_df[eda_sorted_df.comment != '']\n",
    "eda_sorted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1210"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_list_thread_title = np.unique(eda_sorted_df['thread_title'].astype(str))\n",
    "len(unique_list_thread_title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0         02-05-2020 09:30 AM\n",
       "2           07-05-2020 01:27 \n",
       "4           07-05-2020 01:39 \n",
       "5           07-05-2020 04:40 \n",
       "7           07-05-2020 07:49 \n",
       "9         10-05-2020 09:31 AM\n",
       "10        10-05-2020 09:32 AM\n",
       "11        10-05-2020 11:12 AM\n",
       "12        10-05-2020 12:26 AM\n",
       "13          11-05-2020 10:17 \n",
       "15          12-05-2020 08:40 \n",
       "16          16-05-2020 12:20 \n",
       "17          17-04-2020 09:06 \n",
       "18          17-04-2020 09:16 \n",
       "19          17-04-2020 09:32 \n",
       "20          17-04-2020 09:46 \n",
       "21          17-04-2020 09:59 \n",
       "22          17-04-2020 10:00 \n",
       "23          17-04-2020 11:13 \n",
       "24          17-04-2020 11:19 \n",
       "25          17-04-2020 11:26 \n",
       "26          17-04-2020 11:44 \n",
       "27          18-04-2020 01:12 \n",
       "28          18-04-2020 01:14 \n",
       "29          18-04-2020 01:19 \n",
       "30          18-04-2020 02:21 \n",
       "31          18-04-2020 03:23 \n",
       "32          18-04-2020 03:24 \n",
       "33          18-04-2020 03:53 \n",
       "34        18-04-2020 04:09 AM\n",
       "                 ...         \n",
       "405080    10-05-2020 02:04 AM\n",
       "405081    10-05-2020 07:11 AM\n",
       "405082    10-05-2020 07:16 AM\n",
       "405086    03-04-2020 06:47 AM\n",
       "405087    03-04-2020 06:58 AM\n",
       "405088    03-04-2020 07:26 AM\n",
       "405089    03-04-2020 07:57 AM\n",
       "405090    03-04-2020 08:02 AM\n",
       "405091    03-04-2020 08:43 AM\n",
       "405092      04-04-2020 01:22 \n",
       "405093    05-04-2020 02:15 AM\n",
       "405094    05-04-2020 02:16 AM\n",
       "405095      09-04-2020 03:54 \n",
       "405096      09-04-2020 03:56 \n",
       "405097      09-04-2020 04:20 \n",
       "405098      09-04-2020 04:32 \n",
       "405099      09-04-2020 07:15 \n",
       "405100      09-04-2020 07:18 \n",
       "405101      09-04-2020 07:20 \n",
       "405102      19-04-2020 07:48 \n",
       "405103      19-04-2020 07:50 \n",
       "405104      19-04-2020 07:52 \n",
       "405105      19-04-2020 07:54 \n",
       "405106      19-04-2020 07:58 \n",
       "405107      19-04-2020 07:59 \n",
       "405108      19-04-2020 08:00 \n",
       "405109      19-04-2020 08:04 \n",
       "405110      19-04-2020 08:06 \n",
       "405111      19-04-2020 08:08 \n",
       "405113      31-03-2020 10:54 \n",
       "Name: date, Length: 389915, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted_df['date'] = eda_sorted_df['date'].astype(str)\n",
    "print(type(eda_sorted_df['date'][0]))\n",
    "post_freq= eda_sorted_df['date'].str.replace(',', '')\n",
    "post_freq = post_freq.str.replace('PM','').replace('AM','')\n",
    "post_freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[datetime.datetime(2020, 5, 2, 9, 30),\n",
       " datetime.datetime(2020, 5, 7, 13, 27),\n",
       " datetime.datetime(2020, 5, 7, 13, 39),\n",
       " datetime.datetime(2020, 5, 7, 16, 40),\n",
       " datetime.datetime(2020, 5, 7, 19, 49),\n",
       " datetime.datetime(2020, 5, 10, 9, 31),\n",
       " datetime.datetime(2020, 5, 10, 9, 32),\n",
       " datetime.datetime(2020, 5, 10, 11, 12),\n",
       " datetime.datetime(2020, 5, 10, 0, 26),\n",
       " datetime.datetime(2020, 5, 11, 22, 17),\n",
       " datetime.datetime(2020, 5, 12, 20, 40),\n",
       " datetime.datetime(2020, 5, 16, 12, 20),\n",
       " datetime.datetime(2020, 4, 17, 21, 6),\n",
       " datetime.datetime(2020, 4, 17, 21, 16),\n",
       " datetime.datetime(2020, 4, 17, 21, 32),\n",
       " datetime.datetime(2020, 4, 17, 21, 46),\n",
       " datetime.datetime(2020, 4, 17, 21, 59),\n",
       " datetime.datetime(2020, 4, 17, 22, 0),\n",
       " datetime.datetime(2020, 4, 17, 23, 13),\n",
       " datetime.datetime(2020, 4, 17, 23, 19),\n",
       " datetime.datetime(2020, 4, 17, 23, 26),\n",
       " datetime.datetime(2020, 4, 17, 23, 44),\n",
       " datetime.datetime(2020, 4, 18, 13, 12),\n",
       " datetime.datetime(2020, 4, 18, 13, 14),\n",
       " datetime.datetime(2020, 4, 18, 13, 19),\n",
       " datetime.datetime(2020, 4, 18, 14, 21),\n",
       " datetime.datetime(2020, 4, 18, 15, 23),\n",
       " datetime.datetime(2020, 4, 18, 15, 24),\n",
       " datetime.datetime(2020, 4, 18, 15, 53),\n",
       " datetime.datetime(2020, 4, 18, 4, 9),\n",
       " datetime.datetime(2020, 4, 18, 19, 34),\n",
       " datetime.datetime(2020, 4, 18, 9, 21),\n",
       " datetime.datetime(2020, 4, 18, 9, 29),\n",
       " datetime.datetime(2020, 4, 19, 13, 3),\n",
       " datetime.datetime(2020, 4, 19, 13, 16),\n",
       " datetime.datetime(2020, 4, 19, 13, 20),\n",
       " datetime.datetime(2020, 4, 20, 18, 53),\n",
       " datetime.datetime(2020, 4, 20, 20, 46),\n",
       " datetime.datetime(2020, 4, 20, 21, 43),\n",
       " datetime.datetime(2020, 4, 20, 21, 44),\n",
       " datetime.datetime(2020, 4, 20, 21, 45),\n",
       " datetime.datetime(2020, 4, 20, 21, 45),\n",
       " datetime.datetime(2020, 4, 20, 21, 46),\n",
       " datetime.datetime(2020, 4, 20, 21, 47),\n",
       " datetime.datetime(2020, 4, 20, 21, 49),\n",
       " datetime.datetime(2020, 4, 20, 21, 51),\n",
       " datetime.datetime(2020, 4, 20, 21, 51),\n",
       " datetime.datetime(2020, 4, 20, 21, 54),\n",
       " datetime.datetime(2020, 4, 20, 22, 1),\n",
       " datetime.datetime(2020, 4, 20, 22, 3),\n",
       " datetime.datetime(2020, 4, 20, 22, 6),\n",
       " datetime.datetime(2020, 4, 20, 22, 8),\n",
       " datetime.datetime(2020, 4, 20, 22, 8),\n",
       " datetime.datetime(2020, 4, 20, 22, 12),\n",
       " datetime.datetime(2020, 4, 20, 22, 13),\n",
       " datetime.datetime(2020, 4, 20, 22, 15),\n",
       " datetime.datetime(2020, 4, 20, 22, 19),\n",
       " datetime.datetime(2020, 4, 20, 22, 21),\n",
       " datetime.datetime(2020, 4, 20, 22, 22),\n",
       " datetime.datetime(2020, 4, 20, 22, 47),\n",
       " datetime.datetime(2020, 4, 20, 23, 3),\n",
       " datetime.datetime(2020, 4, 20, 23, 14),\n",
       " datetime.datetime(2020, 4, 20, 23, 17),\n",
       " datetime.datetime(2020, 4, 20, 23, 19),\n",
       " datetime.datetime(2020, 4, 20, 23, 21),\n",
       " datetime.datetime(2020, 4, 20, 23, 22),\n",
       " datetime.datetime(2020, 4, 20, 23, 28),\n",
       " datetime.datetime(2020, 4, 20, 23, 29),\n",
       " datetime.datetime(2020, 4, 20, 23, 32),\n",
       " datetime.datetime(2020, 4, 20, 23, 42),\n",
       " datetime.datetime(2020, 4, 21, 1, 0),\n",
       " datetime.datetime(2020, 4, 21, 13, 1),\n",
       " datetime.datetime(2020, 4, 21, 1, 23),\n",
       " datetime.datetime(2020, 4, 21, 13, 32),\n",
       " datetime.datetime(2020, 4, 21, 17, 52),\n",
       " datetime.datetime(2020, 4, 21, 20, 14),\n",
       " datetime.datetime(2020, 4, 21, 20, 17),\n",
       " datetime.datetime(2020, 4, 21, 20, 21),\n",
       " datetime.datetime(2020, 4, 21, 8, 47),\n",
       " datetime.datetime(2020, 4, 21, 20, 59),\n",
       " datetime.datetime(2020, 4, 21, 21, 3),\n",
       " datetime.datetime(2020, 4, 21, 21, 6),\n",
       " datetime.datetime(2020, 4, 21, 21, 7),\n",
       " datetime.datetime(2020, 4, 21, 21, 8),\n",
       " datetime.datetime(2020, 4, 21, 21, 9),\n",
       " datetime.datetime(2020, 4, 21, 21, 12),\n",
       " datetime.datetime(2020, 4, 21, 21, 12),\n",
       " datetime.datetime(2020, 4, 21, 21, 14),\n",
       " datetime.datetime(2020, 4, 21, 21, 30),\n",
       " datetime.datetime(2020, 4, 21, 21, 47),\n",
       " datetime.datetime(2020, 4, 21, 23, 59),\n",
       " datetime.datetime(2020, 4, 21, 0, 57),\n",
       " datetime.datetime(2020, 4, 22, 13, 36),\n",
       " datetime.datetime(2020, 4, 22, 13, 37),\n",
       " datetime.datetime(2020, 4, 22, 13, 43),\n",
       " datetime.datetime(2020, 4, 22, 13, 44),\n",
       " datetime.datetime(2020, 4, 22, 13, 48),\n",
       " datetime.datetime(2020, 4, 22, 14, 28),\n",
       " datetime.datetime(2020, 4, 22, 14, 29),\n",
       " datetime.datetime(2020, 4, 22, 14, 31),\n",
       " datetime.datetime(2020, 4, 22, 14, 36),\n",
       " datetime.datetime(2020, 4, 22, 14, 37),\n",
       " datetime.datetime(2020, 4, 22, 14, 38),\n",
       " datetime.datetime(2020, 4, 22, 14, 39),\n",
       " datetime.datetime(2020, 4, 22, 14, 43),\n",
       " datetime.datetime(2020, 4, 22, 14, 44),\n",
       " datetime.datetime(2020, 4, 22, 14, 47),\n",
       " datetime.datetime(2020, 4, 22, 14, 48),\n",
       " datetime.datetime(2020, 4, 22, 14, 53),\n",
       " datetime.datetime(2020, 4, 22, 15, 2),\n",
       " datetime.datetime(2020, 4, 22, 15, 5),\n",
       " datetime.datetime(2020, 4, 22, 15, 6),\n",
       " datetime.datetime(2020, 4, 22, 15, 10),\n",
       " datetime.datetime(2020, 4, 22, 15, 13),\n",
       " datetime.datetime(2020, 4, 22, 15, 14),\n",
       " datetime.datetime(2020, 4, 22, 15, 17),\n",
       " datetime.datetime(2020, 4, 22, 15, 18),\n",
       " datetime.datetime(2020, 4, 22, 15, 29),\n",
       " datetime.datetime(2020, 4, 22, 15, 47),\n",
       " datetime.datetime(2020, 4, 22, 15, 50),\n",
       " datetime.datetime(2020, 4, 22, 15, 54),\n",
       " datetime.datetime(2020, 4, 22, 15, 58),\n",
       " datetime.datetime(2020, 4, 22, 16, 9),\n",
       " datetime.datetime(2020, 4, 22, 16, 12),\n",
       " datetime.datetime(2020, 4, 22, 16, 18),\n",
       " datetime.datetime(2020, 4, 22, 17, 58),\n",
       " datetime.datetime(2020, 4, 22, 18, 7),\n",
       " datetime.datetime(2020, 4, 22, 18, 28),\n",
       " datetime.datetime(2020, 4, 22, 20, 53),\n",
       " datetime.datetime(2020, 4, 22, 8, 59),\n",
       " datetime.datetime(2020, 4, 22, 9, 0),\n",
       " datetime.datetime(2020, 4, 22, 21, 11),\n",
       " datetime.datetime(2020, 4, 22, 21, 14),\n",
       " datetime.datetime(2020, 4, 22, 21, 34),\n",
       " datetime.datetime(2020, 4, 22, 9, 51),\n",
       " datetime.datetime(2020, 4, 22, 22, 5),\n",
       " datetime.datetime(2020, 4, 22, 11, 38),\n",
       " datetime.datetime(2020, 4, 22, 0, 6),\n",
       " datetime.datetime(2020, 4, 22, 0, 9),\n",
       " datetime.datetime(2020, 4, 23, 17, 26),\n",
       " datetime.datetime(2020, 4, 23, 17, 28),\n",
       " datetime.datetime(2020, 4, 23, 17, 38),\n",
       " datetime.datetime(2020, 4, 23, 18, 3),\n",
       " datetime.datetime(2020, 4, 23, 18, 40),\n",
       " datetime.datetime(2020, 4, 23, 18, 43),\n",
       " datetime.datetime(2020, 4, 23, 18, 44),\n",
       " datetime.datetime(2020, 4, 23, 20, 55),\n",
       " datetime.datetime(2020, 4, 23, 21, 13),\n",
       " datetime.datetime(2020, 4, 23, 9, 14),\n",
       " datetime.datetime(2020, 4, 23, 21, 25),\n",
       " datetime.datetime(2020, 4, 23, 21, 26),\n",
       " datetime.datetime(2020, 4, 23, 12, 35),\n",
       " datetime.datetime(2020, 4, 24, 20, 39),\n",
       " datetime.datetime(2020, 4, 24, 20, 52),\n",
       " datetime.datetime(2020, 4, 24, 20, 55),\n",
       " datetime.datetime(2020, 4, 24, 20, 56),\n",
       " datetime.datetime(2020, 4, 24, 20, 59),\n",
       " datetime.datetime(2020, 4, 25, 15, 22),\n",
       " datetime.datetime(2020, 4, 25, 15, 29),\n",
       " datetime.datetime(2020, 4, 25, 23, 6),\n",
       " datetime.datetime(2020, 4, 27, 19, 25),\n",
       " datetime.datetime(2020, 4, 27, 21, 42),\n",
       " datetime.datetime(2020, 4, 27, 22, 40),\n",
       " datetime.datetime(2020, 4, 28, 10, 47),\n",
       " datetime.datetime(2020, 4, 29, 7, 32),\n",
       " datetime.datetime(2020, 4, 29, 10, 10),\n",
       " datetime.datetime(2020, 4, 29, 22, 50),\n",
       " datetime.datetime(2020, 4, 29, 22, 51),\n",
       " datetime.datetime(2020, 5, 31, 22, 55),\n",
       " datetime.datetime(2020, 5, 10, 21, 37),\n",
       " datetime.datetime(2020, 5, 10, 21, 44),\n",
       " datetime.datetime(2020, 5, 10, 21, 47),\n",
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       " datetime.datetime(2020, 5, 10, 21, 51),\n",
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       " datetime.datetime(2020, 5, 9, 18, 28),\n",
       " datetime.datetime(2020, 5, 9, 18, 37),\n",
       " datetime.datetime(2020, 5, 9, 18, 41),\n",
       " datetime.datetime(2020, 5, 9, 18, 48),\n",
       " datetime.datetime(2020, 5, 9, 19, 25),\n",
       " datetime.datetime(2020, 5, 9, 19, 29),\n",
       " datetime.datetime(2020, 5, 9, 19, 32),\n",
       " datetime.datetime(2020, 5, 9, 19, 33),\n",
       " datetime.datetime(2020, 5, 9, 19, 37),\n",
       " datetime.datetime(2020, 5, 9, 19, 41),\n",
       " datetime.datetime(2020, 5, 9, 19, 45),\n",
       " datetime.datetime(2020, 5, 9, 19, 46),\n",
       " datetime.datetime(2020, 5, 9, 20, 32),\n",
       " datetime.datetime(2020, 5, 9, 20, 35),\n",
       " ...]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime \n",
    "eda_sorted_df['date'] = eda_sorted_df['date'].str.replace('Yesterday', '18-06-2020')\n",
    "eda_sorted_df['date'] = eda_sorted_df['date'].str.replace('Today', '19-06-2020')\n",
    "\n",
    "day_of_week = []\n",
    "for date in eda_sorted_df['date']:\n",
    "    post_freq_2 = datetime.datetime.strptime(date, \"%d-%m-%Y, %I:%M %p\")\n",
    "    day_of_week.append(post_freq_2)\n",
    "day_of_week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>02-05-2020, 09:30 AM</td>\n",
       "      <td>Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin...</td>\n",
       "      <td>2020-05-02 09:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 01:27 PM</td>\n",
       "      <td>Instead of worrying, why not recite Buddha's a...</td>\n",
       "      <td>2020-05-07 13:27:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:39 PM</td>\n",
       "      <td>Unfortunately she made the decision to go shop...</td>\n",
       "      <td>2020-05-07 13:39:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>07-05-2020, 04:40 PM</td>\n",
       "      <td>pls enlighten if so   Namo Amitabha Namo Buddh...</td>\n",
       "      <td>2020-05-07 16:40:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 07:49 PM</td>\n",
       "      <td>Reminds me of  passed down   (mentioned at 6:0...</td>\n",
       "      <td>2020-05-07 19:49:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>10-05-2020, 09:31 AM</td>\n",
       "      <td>As the pandemic sweeps through the world, we r...</td>\n",
       "      <td>2020-05-10 09:31:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>59</td>\n",
       "      <td></td>\n",
       "      <td>Hierophant</td>\n",
       "      <td>10-05-2020, 09:32 AM</td>\n",
       "      <td>Hokay ish noted</td>\n",
       "      <td>2020-05-10 09:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>10-05-2020, 11:12 AM</td>\n",
       "      <td>https://www.zaobao.com.sg/znews/sing...200509-...</td>\n",
       "      <td>2020-05-10 11:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>57</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>10-05-2020, 12:26 AM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-10 00:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>11-05-2020, 10:17 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-11 22:17:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>12-05-2020, 08:40 PM</td>\n",
       "      <td>Hope that everyone who comes to this thread is...</td>\n",
       "      <td>2020-05-12 20:40:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>16-05-2020, 12:20 PM</td>\n",
       "      <td>One recites Buddhas' or Pusas' names, whole fa...</td>\n",
       "      <td>2020-05-16 12:20:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:06 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:06:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:16 PM</td>\n",
       "      <td>hope bros &amp; sis help up propagate  thanks    N...</td>\n",
       "      <td>2020-04-17 21:16:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:32 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:46 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:46:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>shock</td>\n",
       "      <td>17-04-2020, 09:59 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-17 21:59:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>17-04-2020, 10:00 PM</td>\n",
       "      <td>Wrong place bro. Stick to autumnwinter's threa...</td>\n",
       "      <td>2020-04-17 22:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:13 PM</td>\n",
       "      <td>thanks! can help locate thread bro? could find...</td>\n",
       "      <td>2020-04-17 23:13:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:19 PM</td>\n",
       "      <td>I am so glad that you started this thread. Dur...</td>\n",
       "      <td>2020-04-17 23:19:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:26 PM</td>\n",
       "      <td>thanks bro &amp; all a lot for together  !   Namo ...</td>\n",
       "      <td>2020-04-17 23:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:44 PM</td>\n",
       "      <td>Besides recitations of Namo Amituofo and Namo ...</td>\n",
       "      <td>2020-04-17 23:44:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 01:12 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 13:12:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>lycanboy</td>\n",
       "      <td>18-04-2020, 01:14 PM</td>\n",
       "      <td>You guys praying for s-ghost ah?</td>\n",
       "      <td>2020-04-18 13:14:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>AlmightyOnes</td>\n",
       "      <td>18-04-2020, 01:19 PM</td>\n",
       "      <td>For people who wants to know more.  In English...</td>\n",
       "      <td>2020-04-18 13:19:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 02:21 PM</td>\n",
       "      <td>all for            thanks all fathers &amp; mother...</td>\n",
       "      <td>2020-04-18 14:21:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>pattanispirit</td>\n",
       "      <td>18-04-2020, 03:23 PM</td>\n",
       "      <td>2    253   2422      X                   21530...</td>\n",
       "      <td>2020-04-18 15:23:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>18-04-2020, 03:24 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 15:24:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 03:53 PM</td>\n",
       "      <td>I'm a believer of skillful means. Starting the...</td>\n",
       "      <td>2020-04-18 15:53:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 04:09 AM</td>\n",
       "      <td>Admire your spirit. However, there are some ma...</td>\n",
       "      <td>2020-04-18 04:09:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405080</th>\n",
       "      <td>0</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>mister38</td>\n",
       "      <td>10-05-2020, 02:04 AM</td>\n",
       "      <td>https://www.facebook.com/joichuaoffi...2732177...</td>\n",
       "      <td>2020-05-10 02:04:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405081</th>\n",
       "      <td>1</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shaibaba87</td>\n",
       "      <td>10-05-2020, 07:11 AM</td>\n",
       "      <td>she is chio sia</td>\n",
       "      <td>2020-05-10 07:11:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405082</th>\n",
       "      <td>2</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shutterbox</td>\n",
       "      <td>10-05-2020, 07:16 AM</td>\n",
       "      <td>Her covers not bad.   Too bad her looks can't ...</td>\n",
       "      <td>2020-05-10 07:16:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405086</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tanahgu</td>\n",
       "      <td>03-04-2020, 06:47 AM</td>\n",
       "      <td>the best version for me are the voice only nov...</td>\n",
       "      <td>2020-04-03 06:47:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405087</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>03-04-2020, 06:58 AM</td>\n",
       "      <td>Nice. sexy bu.</td>\n",
       "      <td>2020-04-03 06:58:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405088</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>vbhelper</td>\n",
       "      <td>03-04-2020, 07:26 AM</td>\n",
       "      <td>Bookmarked</td>\n",
       "      <td>2020-04-03 07:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405089</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demon85</td>\n",
       "      <td>03-04-2020, 07:57 AM</td>\n",
       "      <td>They reuse the 2 male leads from  is it?</td>\n",
       "      <td>2020-04-03 07:57:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405090</th>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ankerhamsap</td>\n",
       "      <td>03-04-2020, 08:02 AM</td>\n",
       "      <td>An irritating series, whether it's movie or dr...</td>\n",
       "      <td>2020-04-03 08:02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405091</th>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>03-04-2020, 08:43 AM</td>\n",
       "      <td>Should shout Indie!!</td>\n",
       "      <td>2020-04-03 08:43:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405092</th>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>radish</td>\n",
       "      <td>04-04-2020, 01:22 PM</td>\n",
       "      <td>the drama is not bad but there is a movie with...</td>\n",
       "      <td>2020-04-04 13:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405093</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>05-04-2020, 02:15 AM</td>\n",
       "      <td>Good pace for a drama.   Each episode only 30 ...</td>\n",
       "      <td>2020-04-05 02:15:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405094</th>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sirfeckalot</td>\n",
       "      <td>05-04-2020, 02:16 AM</td>\n",
       "      <td>Where to watch is the question</td>\n",
       "      <td>2020-04-05 02:16:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405095</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 03:54 PM</td>\n",
       "      <td>This week only three episodes...</td>\n",
       "      <td>2020-04-09 15:54:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405096</th>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Back2Zero</td>\n",
       "      <td>09-04-2020, 03:56 PM</td>\n",
       "      <td>very lousy drama compare with previous few. Ta...</td>\n",
       "      <td>2020-04-09 15:56:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405097</th>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 04:20 PM</td>\n",
       "      <td>There is one movie version which is very lousy...</td>\n",
       "      <td>2020-04-09 16:20:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405098</th>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demongod</td>\n",
       "      <td>09-04-2020, 04:32 PM</td>\n",
       "      <td>Always change the actors jin sian</td>\n",
       "      <td>2020-04-09 16:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405099</th>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 07:15 PM</td>\n",
       "      <td>Because the author anyhow sold the rights befo...</td>\n",
       "      <td>2020-04-09 19:15:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405100</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cometdevil</td>\n",
       "      <td>09-04-2020, 07:18 PM</td>\n",
       "      <td>Is this tomb raiding series from this author n...</td>\n",
       "      <td>2020-04-09 19:18:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405101</th>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>firebrand83</td>\n",
       "      <td>09-04-2020, 07:20 PM</td>\n",
       "      <td>The actress I like, hot slart from the mermaid...</td>\n",
       "      <td>2020-04-09 19:20:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405102</th>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:48 PM</td>\n",
       "      <td>Finishing soon. 15 out of 18 ep released. Look...</td>\n",
       "      <td>2020-04-19 19:48:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405103</th>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:50 PM</td>\n",
       "      <td>I watched first two now left this.</td>\n",
       "      <td>2020-04-19 19:50:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405104</th>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Polar Bear King</td>\n",
       "      <td>19-04-2020, 07:52 PM</td>\n",
       "      <td>Kitty Zhang? very fierce shandong lady  she to...</td>\n",
       "      <td>2020-04-19 19:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405105</th>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:54 PM</td>\n",
       "      <td>Really? what happen? she looks sexy and has bi...</td>\n",
       "      <td>2020-04-19 19:54:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405106</th>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:58 PM</td>\n",
       "      <td>The same cast signed up for next five dramas. ...</td>\n",
       "      <td>2020-04-19 19:58:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405107</th>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:59 PM</td>\n",
       "      <td>This current drama is the best, by rating and ...</td>\n",
       "      <td>2020-04-19 19:59:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405108</th>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:00 PM</td>\n",
       "      <td>I thought the first one was great. the second ...</td>\n",
       "      <td>2020-04-19 20:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405109</th>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 08:04 PM</td>\n",
       "      <td>Third one faster in pace.    Not a lot of talk...</td>\n",
       "      <td>2020-04-19 20:04:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405110</th>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:06 PM</td>\n",
       "      <td>I see. will watch the drama produce by jacky C...</td>\n",
       "      <td>2020-04-19 20:06:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405111</th>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steyr69</td>\n",
       "      <td>19-04-2020, 08:08 PM</td>\n",
       "      <td>Now watching...like alot of mad running kind o...</td>\n",
       "      <td>2020-04-19 20:08:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405113</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>31-03-2020, 10:54 PM</td>\n",
       "      <td>Starting tmr..</td>\n",
       "      <td>2020-03-31 22:54:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>389915 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                            thread_title    comment_author  \\\n",
       "0               49                                             AUTUMN&WINTER   \n",
       "2               51                                             AUTUMN&WINTER   \n",
       "4               53                                                   Laneige   \n",
       "5               54                                              SimpliCity2k   \n",
       "7               56                                             AUTUMN&WINTER   \n",
       "9               58                                             AUTUMN&WINTER   \n",
       "10              59                                                Hierophant   \n",
       "11               0                                                    mryang   \n",
       "12              57                                              SimpliCity2k   \n",
       "13              60                                              SimpliCity2k   \n",
       "15              62                                             AUTUMN&WINTER   \n",
       "16              63                                             AUTUMN&WINTER   \n",
       "17               0                                              SimpliCity2k   \n",
       "18               1                                              SimpliCity2k   \n",
       "19               2                                              SimpliCity2k   \n",
       "20               3                                              SimpliCity2k   \n",
       "21               4                                                     shock   \n",
       "22               5                                          Insatiable_creat   \n",
       "23               6                                              SimpliCity2k   \n",
       "24               7                                             AUTUMN&WINTER   \n",
       "25               8                                              SimpliCity2k   \n",
       "26               9                                             AUTUMN&WINTER   \n",
       "27              13                                              SimpliCity2k   \n",
       "28              14                                                  lycanboy   \n",
       "29              15                                              AlmightyOnes   \n",
       "30              16                                              SimpliCity2k   \n",
       "31              17                                             pattanispirit   \n",
       "32              18                                                    mryang   \n",
       "33              19                                          Insatiable_creat   \n",
       "34              10                                          Insatiable_creat   \n",
       "...            ...                                     ...               ...   \n",
       "405080           0  ~~  Joi Chua sing songs for you kym ~~          mister38   \n",
       "405081           1  ~~  Joi Chua sing songs for you kym ~~        Shaibaba87   \n",
       "405082           2  ~~  Joi Chua sing songs for you kym ~~        Shutterbox   \n",
       "405086           4                                     NaN           tanahgu   \n",
       "405087           5                                     NaN         Broadwalk   \n",
       "405088           6                                     NaN          vbhelper   \n",
       "405089           7                                     NaN           demon85   \n",
       "405090           8                                     NaN       ankerhamsap   \n",
       "405091           9                                     NaN      netbookcraze   \n",
       "405092          10                                     NaN            radish   \n",
       "405093          11                                     NaN      netbookcraze   \n",
       "405094          12                                     NaN       Sirfeckalot   \n",
       "405095          13                                     NaN      netbookcraze   \n",
       "405096          14                                     NaN         Back2Zero   \n",
       "405097          15                                     NaN      netbookcraze   \n",
       "405098          16                                     NaN          demongod   \n",
       "405099          17                                     NaN      netbookcraze   \n",
       "405100          18                                     NaN        Cometdevil   \n",
       "405101          19                                     NaN       firebrand83   \n",
       "405102          20                                     NaN      netbookcraze   \n",
       "405103          21                                     NaN         Broadwalk   \n",
       "405104          22                                     NaN   Polar Bear King   \n",
       "405105          23                                     NaN         Broadwalk   \n",
       "405106          24                                     NaN      netbookcraze   \n",
       "405107          25                                     NaN      netbookcraze   \n",
       "405108          26                                     NaN         Broadwalk   \n",
       "405109          27                                     NaN      netbookcraze   \n",
       "405110          28                                     NaN         Broadwalk   \n",
       "405111          29                                     NaN           Steyr69   \n",
       "405113           1                                     NaN      netbookcraze   \n",
       "\n",
       "                        date  \\\n",
       "0       02-05-2020, 09:30 AM   \n",
       "2       07-05-2020, 01:27 PM   \n",
       "4       07-05-2020, 01:39 PM   \n",
       "5       07-05-2020, 04:40 PM   \n",
       "7       07-05-2020, 07:49 PM   \n",
       "9       10-05-2020, 09:31 AM   \n",
       "10      10-05-2020, 09:32 AM   \n",
       "11      10-05-2020, 11:12 AM   \n",
       "12      10-05-2020, 12:26 AM   \n",
       "13      11-05-2020, 10:17 PM   \n",
       "15      12-05-2020, 08:40 PM   \n",
       "16      16-05-2020, 12:20 PM   \n",
       "17      17-04-2020, 09:06 PM   \n",
       "18      17-04-2020, 09:16 PM   \n",
       "19      17-04-2020, 09:32 PM   \n",
       "20      17-04-2020, 09:46 PM   \n",
       "21      17-04-2020, 09:59 PM   \n",
       "22      17-04-2020, 10:00 PM   \n",
       "23      17-04-2020, 11:13 PM   \n",
       "24      17-04-2020, 11:19 PM   \n",
       "25      17-04-2020, 11:26 PM   \n",
       "26      17-04-2020, 11:44 PM   \n",
       "27      18-04-2020, 01:12 PM   \n",
       "28      18-04-2020, 01:14 PM   \n",
       "29      18-04-2020, 01:19 PM   \n",
       "30      18-04-2020, 02:21 PM   \n",
       "31      18-04-2020, 03:23 PM   \n",
       "32      18-04-2020, 03:24 PM   \n",
       "33      18-04-2020, 03:53 PM   \n",
       "34      18-04-2020, 04:09 AM   \n",
       "...                      ...   \n",
       "405080  10-05-2020, 02:04 AM   \n",
       "405081  10-05-2020, 07:11 AM   \n",
       "405082  10-05-2020, 07:16 AM   \n",
       "405086  03-04-2020, 06:47 AM   \n",
       "405087  03-04-2020, 06:58 AM   \n",
       "405088  03-04-2020, 07:26 AM   \n",
       "405089  03-04-2020, 07:57 AM   \n",
       "405090  03-04-2020, 08:02 AM   \n",
       "405091  03-04-2020, 08:43 AM   \n",
       "405092  04-04-2020, 01:22 PM   \n",
       "405093  05-04-2020, 02:15 AM   \n",
       "405094  05-04-2020, 02:16 AM   \n",
       "405095  09-04-2020, 03:54 PM   \n",
       "405096  09-04-2020, 03:56 PM   \n",
       "405097  09-04-2020, 04:20 PM   \n",
       "405098  09-04-2020, 04:32 PM   \n",
       "405099  09-04-2020, 07:15 PM   \n",
       "405100  09-04-2020, 07:18 PM   \n",
       "405101  09-04-2020, 07:20 PM   \n",
       "405102  19-04-2020, 07:48 PM   \n",
       "405103  19-04-2020, 07:50 PM   \n",
       "405104  19-04-2020, 07:52 PM   \n",
       "405105  19-04-2020, 07:54 PM   \n",
       "405106  19-04-2020, 07:58 PM   \n",
       "405107  19-04-2020, 07:59 PM   \n",
       "405108  19-04-2020, 08:00 PM   \n",
       "405109  19-04-2020, 08:04 PM   \n",
       "405110  19-04-2020, 08:06 PM   \n",
       "405111  19-04-2020, 08:08 PM   \n",
       "405113  31-03-2020, 10:54 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \n",
       "0       Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin... 2020-05-02 09:30:00  \n",
       "2       Instead of worrying, why not recite Buddha's a... 2020-05-07 13:27:00  \n",
       "4       Unfortunately she made the decision to go shop... 2020-05-07 13:39:00  \n",
       "5       pls enlighten if so   Namo Amitabha Namo Buddh... 2020-05-07 16:40:00  \n",
       "7       Reminds me of  passed down   (mentioned at 6:0... 2020-05-07 19:49:00  \n",
       "9       As the pandemic sweeps through the world, we r... 2020-05-10 09:31:00  \n",
       "10                                        Hokay ish noted 2020-05-10 09:32:00  \n",
       "11      https://www.zaobao.com.sg/znews/sing...200509-... 2020-05-10 11:12:00  \n",
       "12                                          Namo Amitabha 2020-05-10 00:26:00  \n",
       "13                                          Namo Amitabha 2020-05-11 22:17:00  \n",
       "15      Hope that everyone who comes to this thread is... 2020-05-12 20:40:00  \n",
       "16      One recites Buddhas' or Pusas' names, whole fa... 2020-05-16 12:20:00  \n",
       "17                                          Namo Amitabha 2020-04-17 21:06:00  \n",
       "18      hope bros & sis help up propagate  thanks    N... 2020-04-17 21:16:00  \n",
       "19                                          Namo Amitabha 2020-04-17 21:32:00  \n",
       "20                                          Namo Amitabha 2020-04-17 21:46:00  \n",
       "21                                                    NaN 2020-04-17 21:59:00  \n",
       "22      Wrong place bro. Stick to autumnwinter's threa... 2020-04-17 22:00:00  \n",
       "23      thanks! can help locate thread bro? could find... 2020-04-17 23:13:00  \n",
       "24      I am so glad that you started this thread. Dur... 2020-04-17 23:19:00  \n",
       "25      thanks bro & all a lot for together  !   Namo ... 2020-04-17 23:26:00  \n",
       "26      Besides recitations of Namo Amituofo and Namo ... 2020-04-17 23:44:00  \n",
       "27                                          Namo Amitabha 2020-04-18 13:12:00  \n",
       "28                       You guys praying for s-ghost ah? 2020-04-18 13:14:00  \n",
       "29      For people who wants to know more.  In English... 2020-04-18 13:19:00  \n",
       "30      all for            thanks all fathers & mother... 2020-04-18 14:21:00  \n",
       "31      2    253   2422      X                   21530... 2020-04-18 15:23:00  \n",
       "32                                          Namo Amitabha 2020-04-18 15:24:00  \n",
       "33      I'm a believer of skillful means. Starting the... 2020-04-18 15:53:00  \n",
       "34      Admire your spirit. However, there are some ma... 2020-04-18 04:09:00  \n",
       "...                                                   ...                 ...  \n",
       "405080  https://www.facebook.com/joichuaoffi...2732177... 2020-05-10 02:04:00  \n",
       "405081                                    she is chio sia 2020-05-10 07:11:00  \n",
       "405082  Her covers not bad.   Too bad her looks can't ... 2020-05-10 07:16:00  \n",
       "405086  the best version for me are the voice only nov... 2020-04-03 06:47:00  \n",
       "405087                                     Nice. sexy bu. 2020-04-03 06:58:00  \n",
       "405088                                         Bookmarked 2020-04-03 07:26:00  \n",
       "405089           They reuse the 2 male leads from  is it? 2020-04-03 07:57:00  \n",
       "405090  An irritating series, whether it's movie or dr... 2020-04-03 08:02:00  \n",
       "405091                               Should shout Indie!! 2020-04-03 08:43:00  \n",
       "405092  the drama is not bad but there is a movie with... 2020-04-04 13:22:00  \n",
       "405093  Good pace for a drama.   Each episode only 30 ... 2020-04-05 02:15:00  \n",
       "405094                     Where to watch is the question 2020-04-05 02:16:00  \n",
       "405095                   This week only three episodes... 2020-04-09 15:54:00  \n",
       "405096  very lousy drama compare with previous few. Ta... 2020-04-09 15:56:00  \n",
       "405097  There is one movie version which is very lousy... 2020-04-09 16:20:00  \n",
       "405098                  Always change the actors jin sian 2020-04-09 16:32:00  \n",
       "405099  Because the author anyhow sold the rights befo... 2020-04-09 19:15:00  \n",
       "405100  Is this tomb raiding series from this author n... 2020-04-09 19:18:00  \n",
       "405101  The actress I like, hot slart from the mermaid... 2020-04-09 19:20:00  \n",
       "405102  Finishing soon. 15 out of 18 ep released. Look... 2020-04-19 19:48:00  \n",
       "405103                 I watched first two now left this. 2020-04-19 19:50:00  \n",
       "405104  Kitty Zhang? very fierce shandong lady  she to... 2020-04-19 19:52:00  \n",
       "405105  Really? what happen? she looks sexy and has bi... 2020-04-19 19:54:00  \n",
       "405106  The same cast signed up for next five dramas. ... 2020-04-19 19:58:00  \n",
       "405107  This current drama is the best, by rating and ... 2020-04-19 19:59:00  \n",
       "405108  I thought the first one was great. the second ... 2020-04-19 20:00:00  \n",
       "405109  Third one faster in pace.    Not a lot of talk... 2020-04-19 20:04:00  \n",
       "405110  I see. will watch the drama produce by jacky C... 2020-04-19 20:06:00  \n",
       "405111  Now watching...like alot of mad running kind o... 2020-04-19 20:08:00  \n",
       "405113                                     Starting tmr.. 2020-03-31 22:54:00  \n",
       "\n",
       "[389915 rows x 6 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted_df['formatted_date'] = day_of_week\n",
    "eda_sorted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Unnamed: 0</th>\n",
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       "      <th>date</th>\n",
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       "      <th>Day of Week</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>02-05-2020, 09:30 AM</td>\n",
       "      <td>Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin...</td>\n",
       "      <td>2020-05-02 09:30:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 01:27 PM</td>\n",
       "      <td>Instead of worrying, why not recite Buddha's a...</td>\n",
       "      <td>2020-05-07 13:27:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:39 PM</td>\n",
       "      <td>Unfortunately she made the decision to go shop...</td>\n",
       "      <td>2020-05-07 13:39:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>07-05-2020, 04:40 PM</td>\n",
       "      <td>pls enlighten if so   Namo Amitabha Namo Buddh...</td>\n",
       "      <td>2020-05-07 16:40:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 07:49 PM</td>\n",
       "      <td>Reminds me of  passed down   (mentioned at 6:0...</td>\n",
       "      <td>2020-05-07 19:49:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>10-05-2020, 09:31 AM</td>\n",
       "      <td>As the pandemic sweeps through the world, we r...</td>\n",
       "      <td>2020-05-10 09:31:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>59</td>\n",
       "      <td></td>\n",
       "      <td>Hierophant</td>\n",
       "      <td>10-05-2020, 09:32 AM</td>\n",
       "      <td>Hokay ish noted</td>\n",
       "      <td>2020-05-10 09:32:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>10-05-2020, 11:12 AM</td>\n",
       "      <td>https://www.zaobao.com.sg/znews/sing...200509-...</td>\n",
       "      <td>2020-05-10 11:12:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>57</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>10-05-2020, 12:26 AM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-10 00:26:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>11-05-2020, 10:17 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-11 22:17:00</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>12-05-2020, 08:40 PM</td>\n",
       "      <td>Hope that everyone who comes to this thread is...</td>\n",
       "      <td>2020-05-12 20:40:00</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>16-05-2020, 12:20 PM</td>\n",
       "      <td>One recites Buddhas' or Pusas' names, whole fa...</td>\n",
       "      <td>2020-05-16 12:20:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:06 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:06:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:16 PM</td>\n",
       "      <td>hope bros &amp; sis help up propagate  thanks    N...</td>\n",
       "      <td>2020-04-17 21:16:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:32 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:32:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:46 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:46:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>shock</td>\n",
       "      <td>17-04-2020, 09:59 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-17 21:59:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>17-04-2020, 10:00 PM</td>\n",
       "      <td>Wrong place bro. Stick to autumnwinter's threa...</td>\n",
       "      <td>2020-04-17 22:00:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:13 PM</td>\n",
       "      <td>thanks! can help locate thread bro? could find...</td>\n",
       "      <td>2020-04-17 23:13:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:19 PM</td>\n",
       "      <td>I am so glad that you started this thread. Dur...</td>\n",
       "      <td>2020-04-17 23:19:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:26 PM</td>\n",
       "      <td>thanks bro &amp; all a lot for together  !   Namo ...</td>\n",
       "      <td>2020-04-17 23:26:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:44 PM</td>\n",
       "      <td>Besides recitations of Namo Amituofo and Namo ...</td>\n",
       "      <td>2020-04-17 23:44:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 01:12 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 13:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>lycanboy</td>\n",
       "      <td>18-04-2020, 01:14 PM</td>\n",
       "      <td>You guys praying for s-ghost ah?</td>\n",
       "      <td>2020-04-18 13:14:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>AlmightyOnes</td>\n",
       "      <td>18-04-2020, 01:19 PM</td>\n",
       "      <td>For people who wants to know more.  In English...</td>\n",
       "      <td>2020-04-18 13:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 02:21 PM</td>\n",
       "      <td>all for            thanks all fathers &amp; mother...</td>\n",
       "      <td>2020-04-18 14:21:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>pattanispirit</td>\n",
       "      <td>18-04-2020, 03:23 PM</td>\n",
       "      <td>2    253   2422      X                   21530...</td>\n",
       "      <td>2020-04-18 15:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>18-04-2020, 03:24 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 15:24:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 03:53 PM</td>\n",
       "      <td>I'm a believer of skillful means. Starting the...</td>\n",
       "      <td>2020-04-18 15:53:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 04:09 AM</td>\n",
       "      <td>Admire your spirit. However, there are some ma...</td>\n",
       "      <td>2020-04-18 04:09:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405080</th>\n",
       "      <td>0</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>mister38</td>\n",
       "      <td>10-05-2020, 02:04 AM</td>\n",
       "      <td>https://www.facebook.com/joichuaoffi...2732177...</td>\n",
       "      <td>2020-05-10 02:04:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405081</th>\n",
       "      <td>1</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shaibaba87</td>\n",
       "      <td>10-05-2020, 07:11 AM</td>\n",
       "      <td>she is chio sia</td>\n",
       "      <td>2020-05-10 07:11:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405082</th>\n",
       "      <td>2</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shutterbox</td>\n",
       "      <td>10-05-2020, 07:16 AM</td>\n",
       "      <td>Her covers not bad.   Too bad her looks can't ...</td>\n",
       "      <td>2020-05-10 07:16:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405086</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tanahgu</td>\n",
       "      <td>03-04-2020, 06:47 AM</td>\n",
       "      <td>the best version for me are the voice only nov...</td>\n",
       "      <td>2020-04-03 06:47:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405087</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>03-04-2020, 06:58 AM</td>\n",
       "      <td>Nice. sexy bu.</td>\n",
       "      <td>2020-04-03 06:58:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405088</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>vbhelper</td>\n",
       "      <td>03-04-2020, 07:26 AM</td>\n",
       "      <td>Bookmarked</td>\n",
       "      <td>2020-04-03 07:26:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405089</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demon85</td>\n",
       "      <td>03-04-2020, 07:57 AM</td>\n",
       "      <td>They reuse the 2 male leads from  is it?</td>\n",
       "      <td>2020-04-03 07:57:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405090</th>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ankerhamsap</td>\n",
       "      <td>03-04-2020, 08:02 AM</td>\n",
       "      <td>An irritating series, whether it's movie or dr...</td>\n",
       "      <td>2020-04-03 08:02:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405091</th>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>03-04-2020, 08:43 AM</td>\n",
       "      <td>Should shout Indie!!</td>\n",
       "      <td>2020-04-03 08:43:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405092</th>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>radish</td>\n",
       "      <td>04-04-2020, 01:22 PM</td>\n",
       "      <td>the drama is not bad but there is a movie with...</td>\n",
       "      <td>2020-04-04 13:22:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405093</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>05-04-2020, 02:15 AM</td>\n",
       "      <td>Good pace for a drama.   Each episode only 30 ...</td>\n",
       "      <td>2020-04-05 02:15:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405094</th>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sirfeckalot</td>\n",
       "      <td>05-04-2020, 02:16 AM</td>\n",
       "      <td>Where to watch is the question</td>\n",
       "      <td>2020-04-05 02:16:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405095</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 03:54 PM</td>\n",
       "      <td>This week only three episodes...</td>\n",
       "      <td>2020-04-09 15:54:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405096</th>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Back2Zero</td>\n",
       "      <td>09-04-2020, 03:56 PM</td>\n",
       "      <td>very lousy drama compare with previous few. Ta...</td>\n",
       "      <td>2020-04-09 15:56:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405097</th>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 04:20 PM</td>\n",
       "      <td>There is one movie version which is very lousy...</td>\n",
       "      <td>2020-04-09 16:20:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405098</th>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demongod</td>\n",
       "      <td>09-04-2020, 04:32 PM</td>\n",
       "      <td>Always change the actors jin sian</td>\n",
       "      <td>2020-04-09 16:32:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405099</th>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 07:15 PM</td>\n",
       "      <td>Because the author anyhow sold the rights befo...</td>\n",
       "      <td>2020-04-09 19:15:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405100</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cometdevil</td>\n",
       "      <td>09-04-2020, 07:18 PM</td>\n",
       "      <td>Is this tomb raiding series from this author n...</td>\n",
       "      <td>2020-04-09 19:18:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405101</th>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>firebrand83</td>\n",
       "      <td>09-04-2020, 07:20 PM</td>\n",
       "      <td>The actress I like, hot slart from the mermaid...</td>\n",
       "      <td>2020-04-09 19:20:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405102</th>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:48 PM</td>\n",
       "      <td>Finishing soon. 15 out of 18 ep released. Look...</td>\n",
       "      <td>2020-04-19 19:48:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405103</th>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:50 PM</td>\n",
       "      <td>I watched first two now left this.</td>\n",
       "      <td>2020-04-19 19:50:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405104</th>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Polar Bear King</td>\n",
       "      <td>19-04-2020, 07:52 PM</td>\n",
       "      <td>Kitty Zhang? very fierce shandong lady  she to...</td>\n",
       "      <td>2020-04-19 19:52:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405105</th>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:54 PM</td>\n",
       "      <td>Really? what happen? she looks sexy and has bi...</td>\n",
       "      <td>2020-04-19 19:54:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405106</th>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:58 PM</td>\n",
       "      <td>The same cast signed up for next five dramas. ...</td>\n",
       "      <td>2020-04-19 19:58:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405107</th>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:59 PM</td>\n",
       "      <td>This current drama is the best, by rating and ...</td>\n",
       "      <td>2020-04-19 19:59:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405108</th>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:00 PM</td>\n",
       "      <td>I thought the first one was great. the second ...</td>\n",
       "      <td>2020-04-19 20:00:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405109</th>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 08:04 PM</td>\n",
       "      <td>Third one faster in pace.    Not a lot of talk...</td>\n",
       "      <td>2020-04-19 20:04:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405110</th>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:06 PM</td>\n",
       "      <td>I see. will watch the drama produce by jacky C...</td>\n",
       "      <td>2020-04-19 20:06:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405111</th>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steyr69</td>\n",
       "      <td>19-04-2020, 08:08 PM</td>\n",
       "      <td>Now watching...like alot of mad running kind o...</td>\n",
       "      <td>2020-04-19 20:08:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405113</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>31-03-2020, 10:54 PM</td>\n",
       "      <td>Starting tmr..</td>\n",
       "      <td>2020-03-31 22:54:00</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>389915 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                            thread_title    comment_author  \\\n",
       "0               49                                             AUTUMN&WINTER   \n",
       "2               51                                             AUTUMN&WINTER   \n",
       "4               53                                                   Laneige   \n",
       "5               54                                              SimpliCity2k   \n",
       "7               56                                             AUTUMN&WINTER   \n",
       "9               58                                             AUTUMN&WINTER   \n",
       "10              59                                                Hierophant   \n",
       "11               0                                                    mryang   \n",
       "12              57                                              SimpliCity2k   \n",
       "13              60                                              SimpliCity2k   \n",
       "15              62                                             AUTUMN&WINTER   \n",
       "16              63                                             AUTUMN&WINTER   \n",
       "17               0                                              SimpliCity2k   \n",
       "18               1                                              SimpliCity2k   \n",
       "19               2                                              SimpliCity2k   \n",
       "20               3                                              SimpliCity2k   \n",
       "21               4                                                     shock   \n",
       "22               5                                          Insatiable_creat   \n",
       "23               6                                              SimpliCity2k   \n",
       "24               7                                             AUTUMN&WINTER   \n",
       "25               8                                              SimpliCity2k   \n",
       "26               9                                             AUTUMN&WINTER   \n",
       "27              13                                              SimpliCity2k   \n",
       "28              14                                                  lycanboy   \n",
       "29              15                                              AlmightyOnes   \n",
       "30              16                                              SimpliCity2k   \n",
       "31              17                                             pattanispirit   \n",
       "32              18                                                    mryang   \n",
       "33              19                                          Insatiable_creat   \n",
       "34              10                                          Insatiable_creat   \n",
       "...            ...                                     ...               ...   \n",
       "405080           0  ~~  Joi Chua sing songs for you kym ~~          mister38   \n",
       "405081           1  ~~  Joi Chua sing songs for you kym ~~        Shaibaba87   \n",
       "405082           2  ~~  Joi Chua sing songs for you kym ~~        Shutterbox   \n",
       "405086           4                                     NaN           tanahgu   \n",
       "405087           5                                     NaN         Broadwalk   \n",
       "405088           6                                     NaN          vbhelper   \n",
       "405089           7                                     NaN           demon85   \n",
       "405090           8                                     NaN       ankerhamsap   \n",
       "405091           9                                     NaN      netbookcraze   \n",
       "405092          10                                     NaN            radish   \n",
       "405093          11                                     NaN      netbookcraze   \n",
       "405094          12                                     NaN       Sirfeckalot   \n",
       "405095          13                                     NaN      netbookcraze   \n",
       "405096          14                                     NaN         Back2Zero   \n",
       "405097          15                                     NaN      netbookcraze   \n",
       "405098          16                                     NaN          demongod   \n",
       "405099          17                                     NaN      netbookcraze   \n",
       "405100          18                                     NaN        Cometdevil   \n",
       "405101          19                                     NaN       firebrand83   \n",
       "405102          20                                     NaN      netbookcraze   \n",
       "405103          21                                     NaN         Broadwalk   \n",
       "405104          22                                     NaN   Polar Bear King   \n",
       "405105          23                                     NaN         Broadwalk   \n",
       "405106          24                                     NaN      netbookcraze   \n",
       "405107          25                                     NaN      netbookcraze   \n",
       "405108          26                                     NaN         Broadwalk   \n",
       "405109          27                                     NaN      netbookcraze   \n",
       "405110          28                                     NaN         Broadwalk   \n",
       "405111          29                                     NaN           Steyr69   \n",
       "405113           1                                     NaN      netbookcraze   \n",
       "\n",
       "                        date  \\\n",
       "0       02-05-2020, 09:30 AM   \n",
       "2       07-05-2020, 01:27 PM   \n",
       "4       07-05-2020, 01:39 PM   \n",
       "5       07-05-2020, 04:40 PM   \n",
       "7       07-05-2020, 07:49 PM   \n",
       "9       10-05-2020, 09:31 AM   \n",
       "10      10-05-2020, 09:32 AM   \n",
       "11      10-05-2020, 11:12 AM   \n",
       "12      10-05-2020, 12:26 AM   \n",
       "13      11-05-2020, 10:17 PM   \n",
       "15      12-05-2020, 08:40 PM   \n",
       "16      16-05-2020, 12:20 PM   \n",
       "17      17-04-2020, 09:06 PM   \n",
       "18      17-04-2020, 09:16 PM   \n",
       "19      17-04-2020, 09:32 PM   \n",
       "20      17-04-2020, 09:46 PM   \n",
       "21      17-04-2020, 09:59 PM   \n",
       "22      17-04-2020, 10:00 PM   \n",
       "23      17-04-2020, 11:13 PM   \n",
       "24      17-04-2020, 11:19 PM   \n",
       "25      17-04-2020, 11:26 PM   \n",
       "26      17-04-2020, 11:44 PM   \n",
       "27      18-04-2020, 01:12 PM   \n",
       "28      18-04-2020, 01:14 PM   \n",
       "29      18-04-2020, 01:19 PM   \n",
       "30      18-04-2020, 02:21 PM   \n",
       "31      18-04-2020, 03:23 PM   \n",
       "32      18-04-2020, 03:24 PM   \n",
       "33      18-04-2020, 03:53 PM   \n",
       "34      18-04-2020, 04:09 AM   \n",
       "...                      ...   \n",
       "405080  10-05-2020, 02:04 AM   \n",
       "405081  10-05-2020, 07:11 AM   \n",
       "405082  10-05-2020, 07:16 AM   \n",
       "405086  03-04-2020, 06:47 AM   \n",
       "405087  03-04-2020, 06:58 AM   \n",
       "405088  03-04-2020, 07:26 AM   \n",
       "405089  03-04-2020, 07:57 AM   \n",
       "405090  03-04-2020, 08:02 AM   \n",
       "405091  03-04-2020, 08:43 AM   \n",
       "405092  04-04-2020, 01:22 PM   \n",
       "405093  05-04-2020, 02:15 AM   \n",
       "405094  05-04-2020, 02:16 AM   \n",
       "405095  09-04-2020, 03:54 PM   \n",
       "405096  09-04-2020, 03:56 PM   \n",
       "405097  09-04-2020, 04:20 PM   \n",
       "405098  09-04-2020, 04:32 PM   \n",
       "405099  09-04-2020, 07:15 PM   \n",
       "405100  09-04-2020, 07:18 PM   \n",
       "405101  09-04-2020, 07:20 PM   \n",
       "405102  19-04-2020, 07:48 PM   \n",
       "405103  19-04-2020, 07:50 PM   \n",
       "405104  19-04-2020, 07:52 PM   \n",
       "405105  19-04-2020, 07:54 PM   \n",
       "405106  19-04-2020, 07:58 PM   \n",
       "405107  19-04-2020, 07:59 PM   \n",
       "405108  19-04-2020, 08:00 PM   \n",
       "405109  19-04-2020, 08:04 PM   \n",
       "405110  19-04-2020, 08:06 PM   \n",
       "405111  19-04-2020, 08:08 PM   \n",
       "405113  31-03-2020, 10:54 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "0       Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin... 2020-05-02 09:30:00   \n",
       "2       Instead of worrying, why not recite Buddha's a... 2020-05-07 13:27:00   \n",
       "4       Unfortunately she made the decision to go shop... 2020-05-07 13:39:00   \n",
       "5       pls enlighten if so   Namo Amitabha Namo Buddh... 2020-05-07 16:40:00   \n",
       "7       Reminds me of  passed down   (mentioned at 6:0... 2020-05-07 19:49:00   \n",
       "9       As the pandemic sweeps through the world, we r... 2020-05-10 09:31:00   \n",
       "10                                        Hokay ish noted 2020-05-10 09:32:00   \n",
       "11      https://www.zaobao.com.sg/znews/sing...200509-... 2020-05-10 11:12:00   \n",
       "12                                          Namo Amitabha 2020-05-10 00:26:00   \n",
       "13                                          Namo Amitabha 2020-05-11 22:17:00   \n",
       "15      Hope that everyone who comes to this thread is... 2020-05-12 20:40:00   \n",
       "16      One recites Buddhas' or Pusas' names, whole fa... 2020-05-16 12:20:00   \n",
       "17                                          Namo Amitabha 2020-04-17 21:06:00   \n",
       "18      hope bros & sis help up propagate  thanks    N... 2020-04-17 21:16:00   \n",
       "19                                          Namo Amitabha 2020-04-17 21:32:00   \n",
       "20                                          Namo Amitabha 2020-04-17 21:46:00   \n",
       "21                                                    NaN 2020-04-17 21:59:00   \n",
       "22      Wrong place bro. Stick to autumnwinter's threa... 2020-04-17 22:00:00   \n",
       "23      thanks! can help locate thread bro? could find... 2020-04-17 23:13:00   \n",
       "24      I am so glad that you started this thread. Dur... 2020-04-17 23:19:00   \n",
       "25      thanks bro & all a lot for together  !   Namo ... 2020-04-17 23:26:00   \n",
       "26      Besides recitations of Namo Amituofo and Namo ... 2020-04-17 23:44:00   \n",
       "27                                          Namo Amitabha 2020-04-18 13:12:00   \n",
       "28                       You guys praying for s-ghost ah? 2020-04-18 13:14:00   \n",
       "29      For people who wants to know more.  In English... 2020-04-18 13:19:00   \n",
       "30      all for            thanks all fathers & mother... 2020-04-18 14:21:00   \n",
       "31      2    253   2422      X                   21530... 2020-04-18 15:23:00   \n",
       "32                                          Namo Amitabha 2020-04-18 15:24:00   \n",
       "33      I'm a believer of skillful means. Starting the... 2020-04-18 15:53:00   \n",
       "34      Admire your spirit. However, there are some ma... 2020-04-18 04:09:00   \n",
       "...                                                   ...                 ...   \n",
       "405080  https://www.facebook.com/joichuaoffi...2732177... 2020-05-10 02:04:00   \n",
       "405081                                    she is chio sia 2020-05-10 07:11:00   \n",
       "405082  Her covers not bad.   Too bad her looks can't ... 2020-05-10 07:16:00   \n",
       "405086  the best version for me are the voice only nov... 2020-04-03 06:47:00   \n",
       "405087                                     Nice. sexy bu. 2020-04-03 06:58:00   \n",
       "405088                                         Bookmarked 2020-04-03 07:26:00   \n",
       "405089           They reuse the 2 male leads from  is it? 2020-04-03 07:57:00   \n",
       "405090  An irritating series, whether it's movie or dr... 2020-04-03 08:02:00   \n",
       "405091                               Should shout Indie!! 2020-04-03 08:43:00   \n",
       "405092  the drama is not bad but there is a movie with... 2020-04-04 13:22:00   \n",
       "405093  Good pace for a drama.   Each episode only 30 ... 2020-04-05 02:15:00   \n",
       "405094                     Where to watch is the question 2020-04-05 02:16:00   \n",
       "405095                   This week only three episodes... 2020-04-09 15:54:00   \n",
       "405096  very lousy drama compare with previous few. Ta... 2020-04-09 15:56:00   \n",
       "405097  There is one movie version which is very lousy... 2020-04-09 16:20:00   \n",
       "405098                  Always change the actors jin sian 2020-04-09 16:32:00   \n",
       "405099  Because the author anyhow sold the rights befo... 2020-04-09 19:15:00   \n",
       "405100  Is this tomb raiding series from this author n... 2020-04-09 19:18:00   \n",
       "405101  The actress I like, hot slart from the mermaid... 2020-04-09 19:20:00   \n",
       "405102  Finishing soon. 15 out of 18 ep released. Look... 2020-04-19 19:48:00   \n",
       "405103                 I watched first two now left this. 2020-04-19 19:50:00   \n",
       "405104  Kitty Zhang? very fierce shandong lady  she to... 2020-04-19 19:52:00   \n",
       "405105  Really? what happen? she looks sexy and has bi... 2020-04-19 19:54:00   \n",
       "405106  The same cast signed up for next five dramas. ... 2020-04-19 19:58:00   \n",
       "405107  This current drama is the best, by rating and ... 2020-04-19 19:59:00   \n",
       "405108  I thought the first one was great. the second ... 2020-04-19 20:00:00   \n",
       "405109  Third one faster in pace.    Not a lot of talk... 2020-04-19 20:04:00   \n",
       "405110  I see. will watch the drama produce by jacky C... 2020-04-19 20:06:00   \n",
       "405111  Now watching...like alot of mad running kind o... 2020-04-19 20:08:00   \n",
       "405113                                     Starting tmr.. 2020-03-31 22:54:00   \n",
       "\n",
       "       Day of Week  \n",
       "0         Saturday  \n",
       "2         Thursday  \n",
       "4         Thursday  \n",
       "5         Thursday  \n",
       "7         Thursday  \n",
       "9           Sunday  \n",
       "10          Sunday  \n",
       "11          Sunday  \n",
       "12          Sunday  \n",
       "13          Monday  \n",
       "15         Tuesday  \n",
       "16        Saturday  \n",
       "17          Friday  \n",
       "18          Friday  \n",
       "19          Friday  \n",
       "20          Friday  \n",
       "21          Friday  \n",
       "22          Friday  \n",
       "23          Friday  \n",
       "24          Friday  \n",
       "25          Friday  \n",
       "26          Friday  \n",
       "27        Saturday  \n",
       "28        Saturday  \n",
       "29        Saturday  \n",
       "30        Saturday  \n",
       "31        Saturday  \n",
       "32        Saturday  \n",
       "33        Saturday  \n",
       "34        Saturday  \n",
       "...            ...  \n",
       "405080      Sunday  \n",
       "405081      Sunday  \n",
       "405082      Sunday  \n",
       "405086      Friday  \n",
       "405087      Friday  \n",
       "405088      Friday  \n",
       "405089      Friday  \n",
       "405090      Friday  \n",
       "405091      Friday  \n",
       "405092    Saturday  \n",
       "405093      Sunday  \n",
       "405094      Sunday  \n",
       "405095    Thursday  \n",
       "405096    Thursday  \n",
       "405097    Thursday  \n",
       "405098    Thursday  \n",
       "405099    Thursday  \n",
       "405100    Thursday  \n",
       "405101    Thursday  \n",
       "405102      Sunday  \n",
       "405103      Sunday  \n",
       "405104      Sunday  \n",
       "405105      Sunday  \n",
       "405106      Sunday  \n",
       "405107      Sunday  \n",
       "405108      Sunday  \n",
       "405109      Sunday  \n",
       "405110      Sunday  \n",
       "405111      Sunday  \n",
       "405113     Tuesday  \n",
       "\n",
       "[389915 rows x 7 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Jackie\n",
    "from datetime import datetime, timedelta\n",
    "eda_sorted_df['Day of Week'] = eda_sorted_df['formatted_date'].dt.strftime(\"%A\")\n",
    "eda_sorted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted_df.comment.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\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>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>02-05-2020, 09:30 AM</td>\n",
       "      <td>Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin...</td>\n",
       "      <td>2020-05-02 09:30:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 01:27 PM</td>\n",
       "      <td>Instead of worrying, why not recite Buddha's a...</td>\n",
       "      <td>2020-05-07 13:27:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:39 PM</td>\n",
       "      <td>Unfortunately she made the decision to go shop...</td>\n",
       "      <td>2020-05-07 13:39:00</td>\n",
       "      <td>Thursday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>07-05-2020, 04:40 PM</td>\n",
       "      <td>pls enlighten if so   Namo Amitabha Namo Buddh...</td>\n",
       "      <td>2020-05-07 16:40:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 07:49 PM</td>\n",
       "      <td>Reminds me of  passed down   (mentioned at 6:0...</td>\n",
       "      <td>2020-05-07 19:49:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>10-05-2020, 09:31 AM</td>\n",
       "      <td>As the pandemic sweeps through the world, we r...</td>\n",
       "      <td>2020-05-10 09:31:00</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>59</td>\n",
       "      <td></td>\n",
       "      <td>Hierophant</td>\n",
       "      <td>10-05-2020, 09:32 AM</td>\n",
       "      <td>Hokay ish noted</td>\n",
       "      <td>2020-05-10 09:32:00</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>10-05-2020, 11:12 AM</td>\n",
       "      <td>https://www.zaobao.com.sg/znews/sing...200509-...</td>\n",
       "      <td>2020-05-10 11:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>57</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>10-05-2020, 12:26 AM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-10 00:26:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>11-05-2020, 10:17 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-11 22:17:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>12-05-2020, 08:40 PM</td>\n",
       "      <td>Hope that everyone who comes to this thread is...</td>\n",
       "      <td>2020-05-12 20:40:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>16-05-2020, 12:20 PM</td>\n",
       "      <td>One recites Buddhas' or Pusas' names, whole fa...</td>\n",
       "      <td>2020-05-16 12:20:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:06 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:06:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:16 PM</td>\n",
       "      <td>hope bros &amp; sis help up propagate  thanks    N...</td>\n",
       "      <td>2020-04-17 21:16:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:32 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:32:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:46 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:46:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>shock</td>\n",
       "      <td>17-04-2020, 09:59 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-17 21:59:00</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>17-04-2020, 10:00 PM</td>\n",
       "      <td>Wrong place bro. Stick to autumnwinter's threa...</td>\n",
       "      <td>2020-04-17 22:00:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:13 PM</td>\n",
       "      <td>thanks! can help locate thread bro? could find...</td>\n",
       "      <td>2020-04-17 23:13:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:19 PM</td>\n",
       "      <td>I am so glad that you started this thread. Dur...</td>\n",
       "      <td>2020-04-17 23:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:26 PM</td>\n",
       "      <td>thanks bro &amp; all a lot for together  !   Namo ...</td>\n",
       "      <td>2020-04-17 23:26:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:44 PM</td>\n",
       "      <td>Besides recitations of Namo Amituofo and Namo ...</td>\n",
       "      <td>2020-04-17 23:44:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 01:12 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 13:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>lycanboy</td>\n",
       "      <td>18-04-2020, 01:14 PM</td>\n",
       "      <td>You guys praying for s-ghost ah?</td>\n",
       "      <td>2020-04-18 13:14:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>AlmightyOnes</td>\n",
       "      <td>18-04-2020, 01:19 PM</td>\n",
       "      <td>For people who wants to know more.  In English...</td>\n",
       "      <td>2020-04-18 13:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 02:21 PM</td>\n",
       "      <td>all for            thanks all fathers &amp; mother...</td>\n",
       "      <td>2020-04-18 14:21:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>pattanispirit</td>\n",
       "      <td>18-04-2020, 03:23 PM</td>\n",
       "      <td>2    253   2422      X                   21530...</td>\n",
       "      <td>2020-04-18 15:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>18-04-2020, 03:24 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 15:24:00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 03:53 PM</td>\n",
       "      <td>I'm a believer of skillful means. Starting the...</td>\n",
       "      <td>2020-04-18 15:53:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 04:09 AM</td>\n",
       "      <td>Admire your spirit. However, there are some ma...</td>\n",
       "      <td>2020-04-18 04:09:00</td>\n",
       "      <td>Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405080</th>\n",
       "      <td>0</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>mister38</td>\n",
       "      <td>10-05-2020, 02:04 AM</td>\n",
       "      <td>https://www.facebook.com/joichuaoffi...2732177...</td>\n",
       "      <td>2020-05-10 02:04:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405081</th>\n",
       "      <td>1</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shaibaba87</td>\n",
       "      <td>10-05-2020, 07:11 AM</td>\n",
       "      <td>she is chio sia</td>\n",
       "      <td>2020-05-10 07:11:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405082</th>\n",
       "      <td>2</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shutterbox</td>\n",
       "      <td>10-05-2020, 07:16 AM</td>\n",
       "      <td>Her covers not bad.   Too bad her looks can't ...</td>\n",
       "      <td>2020-05-10 07:16:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405086</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tanahgu</td>\n",
       "      <td>03-04-2020, 06:47 AM</td>\n",
       "      <td>the best version for me are the voice only nov...</td>\n",
       "      <td>2020-04-03 06:47:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405087</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>03-04-2020, 06:58 AM</td>\n",
       "      <td>Nice. sexy bu.</td>\n",
       "      <td>2020-04-03 06:58:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405088</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>vbhelper</td>\n",
       "      <td>03-04-2020, 07:26 AM</td>\n",
       "      <td>Bookmarked</td>\n",
       "      <td>2020-04-03 07:26:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405089</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demon85</td>\n",
       "      <td>03-04-2020, 07:57 AM</td>\n",
       "      <td>They reuse the 2 male leads from  is it?</td>\n",
       "      <td>2020-04-03 07:57:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405090</th>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ankerhamsap</td>\n",
       "      <td>03-04-2020, 08:02 AM</td>\n",
       "      <td>An irritating series, whether it's movie or dr...</td>\n",
       "      <td>2020-04-03 08:02:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405091</th>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>03-04-2020, 08:43 AM</td>\n",
       "      <td>Should shout Indie!!</td>\n",
       "      <td>2020-04-03 08:43:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405092</th>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>radish</td>\n",
       "      <td>04-04-2020, 01:22 PM</td>\n",
       "      <td>the drama is not bad but there is a movie with...</td>\n",
       "      <td>2020-04-04 13:22:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405093</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>05-04-2020, 02:15 AM</td>\n",
       "      <td>Good pace for a drama.   Each episode only 30 ...</td>\n",
       "      <td>2020-04-05 02:15:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405094</th>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sirfeckalot</td>\n",
       "      <td>05-04-2020, 02:16 AM</td>\n",
       "      <td>Where to watch is the question</td>\n",
       "      <td>2020-04-05 02:16:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405095</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 03:54 PM</td>\n",
       "      <td>This week only three episodes...</td>\n",
       "      <td>2020-04-09 15:54:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405096</th>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Back2Zero</td>\n",
       "      <td>09-04-2020, 03:56 PM</td>\n",
       "      <td>very lousy drama compare with previous few. Ta...</td>\n",
       "      <td>2020-04-09 15:56:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405097</th>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 04:20 PM</td>\n",
       "      <td>There is one movie version which is very lousy...</td>\n",
       "      <td>2020-04-09 16:20:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405098</th>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demongod</td>\n",
       "      <td>09-04-2020, 04:32 PM</td>\n",
       "      <td>Always change the actors jin sian</td>\n",
       "      <td>2020-04-09 16:32:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405099</th>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 07:15 PM</td>\n",
       "      <td>Because the author anyhow sold the rights befo...</td>\n",
       "      <td>2020-04-09 19:15:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405100</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cometdevil</td>\n",
       "      <td>09-04-2020, 07:18 PM</td>\n",
       "      <td>Is this tomb raiding series from this author n...</td>\n",
       "      <td>2020-04-09 19:18:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405101</th>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>firebrand83</td>\n",
       "      <td>09-04-2020, 07:20 PM</td>\n",
       "      <td>The actress I like, hot slart from the mermaid...</td>\n",
       "      <td>2020-04-09 19:20:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405102</th>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:48 PM</td>\n",
       "      <td>Finishing soon. 15 out of 18 ep released. Look...</td>\n",
       "      <td>2020-04-19 19:48:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405103</th>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:50 PM</td>\n",
       "      <td>I watched first two now left this.</td>\n",
       "      <td>2020-04-19 19:50:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405104</th>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Polar Bear King</td>\n",
       "      <td>19-04-2020, 07:52 PM</td>\n",
       "      <td>Kitty Zhang? very fierce shandong lady  she to...</td>\n",
       "      <td>2020-04-19 19:52:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405105</th>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:54 PM</td>\n",
       "      <td>Really? what happen? she looks sexy and has bi...</td>\n",
       "      <td>2020-04-19 19:54:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405106</th>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:58 PM</td>\n",
       "      <td>The same cast signed up for next five dramas. ...</td>\n",
       "      <td>2020-04-19 19:58:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405107</th>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:59 PM</td>\n",
       "      <td>This current drama is the best, by rating and ...</td>\n",
       "      <td>2020-04-19 19:59:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405108</th>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:00 PM</td>\n",
       "      <td>I thought the first one was great. the second ...</td>\n",
       "      <td>2020-04-19 20:00:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405109</th>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 08:04 PM</td>\n",
       "      <td>Third one faster in pace.    Not a lot of talk...</td>\n",
       "      <td>2020-04-19 20:04:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405110</th>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:06 PM</td>\n",
       "      <td>I see. will watch the drama produce by jacky C...</td>\n",
       "      <td>2020-04-19 20:06:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405111</th>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steyr69</td>\n",
       "      <td>19-04-2020, 08:08 PM</td>\n",
       "      <td>Now watching...like alot of mad running kind o...</td>\n",
       "      <td>2020-04-19 20:08:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405113</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>31-03-2020, 10:54 PM</td>\n",
       "      <td>Starting tmr..</td>\n",
       "      <td>2020-03-31 22:54:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>389915 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                            thread_title    comment_author  \\\n",
       "0               49                                             AUTUMN&WINTER   \n",
       "2               51                                             AUTUMN&WINTER   \n",
       "4               53                                                   Laneige   \n",
       "5               54                                              SimpliCity2k   \n",
       "7               56                                             AUTUMN&WINTER   \n",
       "9               58                                             AUTUMN&WINTER   \n",
       "10              59                                                Hierophant   \n",
       "11               0                                                    mryang   \n",
       "12              57                                              SimpliCity2k   \n",
       "13              60                                              SimpliCity2k   \n",
       "15              62                                             AUTUMN&WINTER   \n",
       "16              63                                             AUTUMN&WINTER   \n",
       "17               0                                              SimpliCity2k   \n",
       "18               1                                              SimpliCity2k   \n",
       "19               2                                              SimpliCity2k   \n",
       "20               3                                              SimpliCity2k   \n",
       "21               4                                                     shock   \n",
       "22               5                                          Insatiable_creat   \n",
       "23               6                                              SimpliCity2k   \n",
       "24               7                                             AUTUMN&WINTER   \n",
       "25               8                                              SimpliCity2k   \n",
       "26               9                                             AUTUMN&WINTER   \n",
       "27              13                                              SimpliCity2k   \n",
       "28              14                                                  lycanboy   \n",
       "29              15                                              AlmightyOnes   \n",
       "30              16                                              SimpliCity2k   \n",
       "31              17                                             pattanispirit   \n",
       "32              18                                                    mryang   \n",
       "33              19                                          Insatiable_creat   \n",
       "34              10                                          Insatiable_creat   \n",
       "...            ...                                     ...               ...   \n",
       "405080           0  ~~  Joi Chua sing songs for you kym ~~          mister38   \n",
       "405081           1  ~~  Joi Chua sing songs for you kym ~~        Shaibaba87   \n",
       "405082           2  ~~  Joi Chua sing songs for you kym ~~        Shutterbox   \n",
       "405086           4                                     NaN           tanahgu   \n",
       "405087           5                                     NaN         Broadwalk   \n",
       "405088           6                                     NaN          vbhelper   \n",
       "405089           7                                     NaN           demon85   \n",
       "405090           8                                     NaN       ankerhamsap   \n",
       "405091           9                                     NaN      netbookcraze   \n",
       "405092          10                                     NaN            radish   \n",
       "405093          11                                     NaN      netbookcraze   \n",
       "405094          12                                     NaN       Sirfeckalot   \n",
       "405095          13                                     NaN      netbookcraze   \n",
       "405096          14                                     NaN         Back2Zero   \n",
       "405097          15                                     NaN      netbookcraze   \n",
       "405098          16                                     NaN          demongod   \n",
       "405099          17                                     NaN      netbookcraze   \n",
       "405100          18                                     NaN        Cometdevil   \n",
       "405101          19                                     NaN       firebrand83   \n",
       "405102          20                                     NaN      netbookcraze   \n",
       "405103          21                                     NaN         Broadwalk   \n",
       "405104          22                                     NaN   Polar Bear King   \n",
       "405105          23                                     NaN         Broadwalk   \n",
       "405106          24                                     NaN      netbookcraze   \n",
       "405107          25                                     NaN      netbookcraze   \n",
       "405108          26                                     NaN         Broadwalk   \n",
       "405109          27                                     NaN      netbookcraze   \n",
       "405110          28                                     NaN         Broadwalk   \n",
       "405111          29                                     NaN           Steyr69   \n",
       "405113           1                                     NaN      netbookcraze   \n",
       "\n",
       "                        date  \\\n",
       "0       02-05-2020, 09:30 AM   \n",
       "2       07-05-2020, 01:27 PM   \n",
       "4       07-05-2020, 01:39 PM   \n",
       "5       07-05-2020, 04:40 PM   \n",
       "7       07-05-2020, 07:49 PM   \n",
       "9       10-05-2020, 09:31 AM   \n",
       "10      10-05-2020, 09:32 AM   \n",
       "11      10-05-2020, 11:12 AM   \n",
       "12      10-05-2020, 12:26 AM   \n",
       "13      11-05-2020, 10:17 PM   \n",
       "15      12-05-2020, 08:40 PM   \n",
       "16      16-05-2020, 12:20 PM   \n",
       "17      17-04-2020, 09:06 PM   \n",
       "18      17-04-2020, 09:16 PM   \n",
       "19      17-04-2020, 09:32 PM   \n",
       "20      17-04-2020, 09:46 PM   \n",
       "21      17-04-2020, 09:59 PM   \n",
       "22      17-04-2020, 10:00 PM   \n",
       "23      17-04-2020, 11:13 PM   \n",
       "24      17-04-2020, 11:19 PM   \n",
       "25      17-04-2020, 11:26 PM   \n",
       "26      17-04-2020, 11:44 PM   \n",
       "27      18-04-2020, 01:12 PM   \n",
       "28      18-04-2020, 01:14 PM   \n",
       "29      18-04-2020, 01:19 PM   \n",
       "30      18-04-2020, 02:21 PM   \n",
       "31      18-04-2020, 03:23 PM   \n",
       "32      18-04-2020, 03:24 PM   \n",
       "33      18-04-2020, 03:53 PM   \n",
       "34      18-04-2020, 04:09 AM   \n",
       "...                      ...   \n",
       "405080  10-05-2020, 02:04 AM   \n",
       "405081  10-05-2020, 07:11 AM   \n",
       "405082  10-05-2020, 07:16 AM   \n",
       "405086  03-04-2020, 06:47 AM   \n",
       "405087  03-04-2020, 06:58 AM   \n",
       "405088  03-04-2020, 07:26 AM   \n",
       "405089  03-04-2020, 07:57 AM   \n",
       "405090  03-04-2020, 08:02 AM   \n",
       "405091  03-04-2020, 08:43 AM   \n",
       "405092  04-04-2020, 01:22 PM   \n",
       "405093  05-04-2020, 02:15 AM   \n",
       "405094  05-04-2020, 02:16 AM   \n",
       "405095  09-04-2020, 03:54 PM   \n",
       "405096  09-04-2020, 03:56 PM   \n",
       "405097  09-04-2020, 04:20 PM   \n",
       "405098  09-04-2020, 04:32 PM   \n",
       "405099  09-04-2020, 07:15 PM   \n",
       "405100  09-04-2020, 07:18 PM   \n",
       "405101  09-04-2020, 07:20 PM   \n",
       "405102  19-04-2020, 07:48 PM   \n",
       "405103  19-04-2020, 07:50 PM   \n",
       "405104  19-04-2020, 07:52 PM   \n",
       "405105  19-04-2020, 07:54 PM   \n",
       "405106  19-04-2020, 07:58 PM   \n",
       "405107  19-04-2020, 07:59 PM   \n",
       "405108  19-04-2020, 08:00 PM   \n",
       "405109  19-04-2020, 08:04 PM   \n",
       "405110  19-04-2020, 08:06 PM   \n",
       "405111  19-04-2020, 08:08 PM   \n",
       "405113  31-03-2020, 10:54 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "0       Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin... 2020-05-02 09:30:00   \n",
       "2       Instead of worrying, why not recite Buddha's a... 2020-05-07 13:27:00   \n",
       "4       Unfortunately she made the decision to go shop... 2020-05-07 13:39:00   \n",
       "5       pls enlighten if so   Namo Amitabha Namo Buddh... 2020-05-07 16:40:00   \n",
       "7       Reminds me of  passed down   (mentioned at 6:0... 2020-05-07 19:49:00   \n",
       "9       As the pandemic sweeps through the world, we r... 2020-05-10 09:31:00   \n",
       "10                                        Hokay ish noted 2020-05-10 09:32:00   \n",
       "11      https://www.zaobao.com.sg/znews/sing...200509-... 2020-05-10 11:12:00   \n",
       "12                                          Namo Amitabha 2020-05-10 00:26:00   \n",
       "13                                          Namo Amitabha 2020-05-11 22:17:00   \n",
       "15      Hope that everyone who comes to this thread is... 2020-05-12 20:40:00   \n",
       "16      One recites Buddhas' or Pusas' names, whole fa... 2020-05-16 12:20:00   \n",
       "17                                          Namo Amitabha 2020-04-17 21:06:00   \n",
       "18      hope bros & sis help up propagate  thanks    N... 2020-04-17 21:16:00   \n",
       "19                                          Namo Amitabha 2020-04-17 21:32:00   \n",
       "20                                          Namo Amitabha 2020-04-17 21:46:00   \n",
       "21                                                    NaN 2020-04-17 21:59:00   \n",
       "22      Wrong place bro. Stick to autumnwinter's threa... 2020-04-17 22:00:00   \n",
       "23      thanks! can help locate thread bro? could find... 2020-04-17 23:13:00   \n",
       "24      I am so glad that you started this thread. Dur... 2020-04-17 23:19:00   \n",
       "25      thanks bro & all a lot for together  !   Namo ... 2020-04-17 23:26:00   \n",
       "26      Besides recitations of Namo Amituofo and Namo ... 2020-04-17 23:44:00   \n",
       "27                                          Namo Amitabha 2020-04-18 13:12:00   \n",
       "28                       You guys praying for s-ghost ah? 2020-04-18 13:14:00   \n",
       "29      For people who wants to know more.  In English... 2020-04-18 13:19:00   \n",
       "30      all for            thanks all fathers & mother... 2020-04-18 14:21:00   \n",
       "31      2    253   2422      X                   21530... 2020-04-18 15:23:00   \n",
       "32                                          Namo Amitabha 2020-04-18 15:24:00   \n",
       "33      I'm a believer of skillful means. Starting the... 2020-04-18 15:53:00   \n",
       "34      Admire your spirit. However, there are some ma... 2020-04-18 04:09:00   \n",
       "...                                                   ...                 ...   \n",
       "405080  https://www.facebook.com/joichuaoffi...2732177... 2020-05-10 02:04:00   \n",
       "405081                                    she is chio sia 2020-05-10 07:11:00   \n",
       "405082  Her covers not bad.   Too bad her looks can't ... 2020-05-10 07:16:00   \n",
       "405086  the best version for me are the voice only nov... 2020-04-03 06:47:00   \n",
       "405087                                     Nice. sexy bu. 2020-04-03 06:58:00   \n",
       "405088                                         Bookmarked 2020-04-03 07:26:00   \n",
       "405089           They reuse the 2 male leads from  is it? 2020-04-03 07:57:00   \n",
       "405090  An irritating series, whether it's movie or dr... 2020-04-03 08:02:00   \n",
       "405091                               Should shout Indie!! 2020-04-03 08:43:00   \n",
       "405092  the drama is not bad but there is a movie with... 2020-04-04 13:22:00   \n",
       "405093  Good pace for a drama.   Each episode only 30 ... 2020-04-05 02:15:00   \n",
       "405094                     Where to watch is the question 2020-04-05 02:16:00   \n",
       "405095                   This week only three episodes... 2020-04-09 15:54:00   \n",
       "405096  very lousy drama compare with previous few. Ta... 2020-04-09 15:56:00   \n",
       "405097  There is one movie version which is very lousy... 2020-04-09 16:20:00   \n",
       "405098                  Always change the actors jin sian 2020-04-09 16:32:00   \n",
       "405099  Because the author anyhow sold the rights befo... 2020-04-09 19:15:00   \n",
       "405100  Is this tomb raiding series from this author n... 2020-04-09 19:18:00   \n",
       "405101  The actress I like, hot slart from the mermaid... 2020-04-09 19:20:00   \n",
       "405102  Finishing soon. 15 out of 18 ep released. Look... 2020-04-19 19:48:00   \n",
       "405103                 I watched first two now left this. 2020-04-19 19:50:00   \n",
       "405104  Kitty Zhang? very fierce shandong lady  she to... 2020-04-19 19:52:00   \n",
       "405105  Really? what happen? she looks sexy and has bi... 2020-04-19 19:54:00   \n",
       "405106  The same cast signed up for next five dramas. ... 2020-04-19 19:58:00   \n",
       "405107  This current drama is the best, by rating and ... 2020-04-19 19:59:00   \n",
       "405108  I thought the first one was great. the second ... 2020-04-19 20:00:00   \n",
       "405109  Third one faster in pace.    Not a lot of talk... 2020-04-19 20:04:00   \n",
       "405110  I see. will watch the drama produce by jacky C... 2020-04-19 20:06:00   \n",
       "405111  Now watching...like alot of mad running kind o... 2020-04-19 20:08:00   \n",
       "405113                                     Starting tmr.. 2020-03-31 22:54:00   \n",
       "\n",
       "       Day of Week  \n",
       "0         Saturday  \n",
       "2         Thursday  \n",
       "4         Thursday  \n",
       "5           Sunday  \n",
       "7           Sunday  \n",
       "9           Monday  \n",
       "10         Tuesday  \n",
       "11        Saturday  \n",
       "12          Friday  \n",
       "13          Friday  \n",
       "15          Friday  \n",
       "16          Friday  \n",
       "17          Friday  \n",
       "18          Friday  \n",
       "19          Friday  \n",
       "20          Friday  \n",
       "21          Friday  \n",
       "22        Saturday  \n",
       "23        Saturday  \n",
       "24        Saturday  \n",
       "25        Saturday  \n",
       "26        Saturday  \n",
       "27        Saturday  \n",
       "28        Saturday  \n",
       "29        Saturday  \n",
       "30        Saturday  \n",
       "31        Saturday  \n",
       "32        Saturday  \n",
       "33          Sunday  \n",
       "34          Sunday  \n",
       "...            ...  \n",
       "405080         NaN  \n",
       "405081         NaN  \n",
       "405082         NaN  \n",
       "405086         NaN  \n",
       "405087         NaN  \n",
       "405088         NaN  \n",
       "405089         NaN  \n",
       "405090         NaN  \n",
       "405091         NaN  \n",
       "405092         NaN  \n",
       "405093         NaN  \n",
       "405094         NaN  \n",
       "405095         NaN  \n",
       "405096         NaN  \n",
       "405097         NaN  \n",
       "405098         NaN  \n",
       "405099         NaN  \n",
       "405100         NaN  \n",
       "405101         NaN  \n",
       "405102         NaN  \n",
       "405103         NaN  \n",
       "405104         NaN  \n",
       "405105         NaN  \n",
       "405106         NaN  \n",
       "405107         NaN  \n",
       "405108         NaN  \n",
       "405109         NaN  \n",
       "405110         NaN  \n",
       "405111         NaN  \n",
       "405113         NaN  \n",
       "\n",
       "[389915 rows x 7 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datetime import datetime, timedelta\n",
    "eda_sorted_df['Day of Week'] = pd.Series(day_of_week).dt.weekday_name\n",
    "eda_sorted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\asus\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n",
      "C:\\Users\\asus\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
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       "      <th>formatted_date</th>\n",
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       "      <th>comment_boolean</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>02-05-2020, 09:30 AM</td>\n",
       "      <td>Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin...</td>\n",
       "      <td>2020-05-02 09:30:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 01:27 PM</td>\n",
       "      <td>Instead of worrying, why not recite Buddha's a...</td>\n",
       "      <td>2020-05-07 13:27:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:39 PM</td>\n",
       "      <td>Unfortunately she made the decision to go shop...</td>\n",
       "      <td>2020-05-07 13:39:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>156</td>\n",
       "      <td>156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>54</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>07-05-2020, 04:40 PM</td>\n",
       "      <td>pls enlighten if so   Namo Amitabha Namo Buddh...</td>\n",
       "      <td>2020-05-07 16:40:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>58</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 07:49 PM</td>\n",
       "      <td>Reminds me of  passed down   (mentioned at 6:0...</td>\n",
       "      <td>2020-05-07 19:49:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>577</td>\n",
       "      <td>577.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>10-05-2020, 09:31 AM</td>\n",
       "      <td>As the pandemic sweeps through the world, we r...</td>\n",
       "      <td>2020-05-10 09:31:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>118</td>\n",
       "      <td>118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>59</td>\n",
       "      <td></td>\n",
       "      <td>Hierophant</td>\n",
       "      <td>10-05-2020, 09:32 AM</td>\n",
       "      <td>Hokay ish noted</td>\n",
       "      <td>2020-05-10 09:32:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>10-05-2020, 11:12 AM</td>\n",
       "      <td>https://www.zaobao.com.sg/znews/sing...200509-...</td>\n",
       "      <td>2020-05-10 11:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>53</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>57</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>10-05-2020, 12:26 AM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-10 00:26:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>11-05-2020, 10:17 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-11 22:17:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>12-05-2020, 08:40 PM</td>\n",
       "      <td>Hope that everyone who comes to this thread is...</td>\n",
       "      <td>2020-05-12 20:40:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>16-05-2020, 12:20 PM</td>\n",
       "      <td>One recites Buddhas' or Pusas' names, whole fa...</td>\n",
       "      <td>2020-05-16 12:20:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>228</td>\n",
       "      <td>228.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:06 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:06:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:16 PM</td>\n",
       "      <td>hope bros &amp; sis help up propagate  thanks    N...</td>\n",
       "      <td>2020-04-17 21:16:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>58</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:32 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:32:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:46 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:46:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>17-04-2020, 10:00 PM</td>\n",
       "      <td>Wrong place bro. Stick to autumnwinter's threa...</td>\n",
       "      <td>2020-04-17 22:00:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>105</td>\n",
       "      <td>105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:13 PM</td>\n",
       "      <td>thanks! can help locate thread bro? could find...</td>\n",
       "      <td>2020-04-17 23:13:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:19 PM</td>\n",
       "      <td>I am so glad that you started this thread. Dur...</td>\n",
       "      <td>2020-04-17 23:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>407</td>\n",
       "      <td>407.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:26 PM</td>\n",
       "      <td>thanks bro &amp; all a lot for together  !   Namo ...</td>\n",
       "      <td>2020-04-17 23:26:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>54</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:44 PM</td>\n",
       "      <td>Besides recitations of Namo Amituofo and Namo ...</td>\n",
       "      <td>2020-04-17 23:44:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>244</td>\n",
       "      <td>244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 01:12 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 13:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>lycanboy</td>\n",
       "      <td>18-04-2020, 01:14 PM</td>\n",
       "      <td>You guys praying for s-ghost ah?</td>\n",
       "      <td>2020-04-18 13:14:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>32</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>AlmightyOnes</td>\n",
       "      <td>18-04-2020, 01:19 PM</td>\n",
       "      <td>For people who wants to know more.  In English...</td>\n",
       "      <td>2020-04-18 13:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>55</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 02:21 PM</td>\n",
       "      <td>all for            thanks all fathers &amp; mother...</td>\n",
       "      <td>2020-04-18 14:21:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>pattanispirit</td>\n",
       "      <td>18-04-2020, 03:23 PM</td>\n",
       "      <td>2    253   2422      X                   21530...</td>\n",
       "      <td>2020-04-18 15:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>18-04-2020, 03:24 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 15:24:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 03:53 PM</td>\n",
       "      <td>I'm a believer of skillful means. Starting the...</td>\n",
       "      <td>2020-04-18 15:53:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>376</td>\n",
       "      <td>376.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 04:09 AM</td>\n",
       "      <td>Admire your spirit. However, there are some ma...</td>\n",
       "      <td>2020-04-18 04:09:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>557</td>\n",
       "      <td>557.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>18-04-2020, 07:34 PM</td>\n",
       "      <td>Stay safe and keep your family safe by recitin...</td>\n",
       "      <td>2020-04-18 19:34:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>92</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405080</th>\n",
       "      <td>0</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>mister38</td>\n",
       "      <td>10-05-2020, 02:04 AM</td>\n",
       "      <td>https://www.facebook.com/joichuaoffi...2732177...</td>\n",
       "      <td>2020-05-10 02:04:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405081</th>\n",
       "      <td>1</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shaibaba87</td>\n",
       "      <td>10-05-2020, 07:11 AM</td>\n",
       "      <td>she is chio sia</td>\n",
       "      <td>2020-05-10 07:11:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405082</th>\n",
       "      <td>2</td>\n",
       "      <td>~~  Joi Chua sing songs for you kym ~~</td>\n",
       "      <td>Shutterbox</td>\n",
       "      <td>10-05-2020, 07:16 AM</td>\n",
       "      <td>Her covers not bad.   Too bad her looks can't ...</td>\n",
       "      <td>2020-05-10 07:16:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405086</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tanahgu</td>\n",
       "      <td>03-04-2020, 06:47 AM</td>\n",
       "      <td>the best version for me are the voice only nov...</td>\n",
       "      <td>2020-04-03 06:47:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405087</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>03-04-2020, 06:58 AM</td>\n",
       "      <td>Nice. sexy bu.</td>\n",
       "      <td>2020-04-03 06:58:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405088</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>vbhelper</td>\n",
       "      <td>03-04-2020, 07:26 AM</td>\n",
       "      <td>Bookmarked</td>\n",
       "      <td>2020-04-03 07:26:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405089</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demon85</td>\n",
       "      <td>03-04-2020, 07:57 AM</td>\n",
       "      <td>They reuse the 2 male leads from  is it?</td>\n",
       "      <td>2020-04-03 07:57:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405090</th>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ankerhamsap</td>\n",
       "      <td>03-04-2020, 08:02 AM</td>\n",
       "      <td>An irritating series, whether it's movie or dr...</td>\n",
       "      <td>2020-04-03 08:02:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108</td>\n",
       "      <td>108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405091</th>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>03-04-2020, 08:43 AM</td>\n",
       "      <td>Should shout Indie!!</td>\n",
       "      <td>2020-04-03 08:43:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405092</th>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>radish</td>\n",
       "      <td>04-04-2020, 01:22 PM</td>\n",
       "      <td>the drama is not bad but there is a movie with...</td>\n",
       "      <td>2020-04-04 13:22:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>184</td>\n",
       "      <td>184.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405093</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>05-04-2020, 02:15 AM</td>\n",
       "      <td>Good pace for a drama.   Each episode only 30 ...</td>\n",
       "      <td>2020-04-05 02:15:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405094</th>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sirfeckalot</td>\n",
       "      <td>05-04-2020, 02:16 AM</td>\n",
       "      <td>Where to watch is the question</td>\n",
       "      <td>2020-04-05 02:16:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405095</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 03:54 PM</td>\n",
       "      <td>This week only three episodes...</td>\n",
       "      <td>2020-04-09 15:54:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405096</th>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Back2Zero</td>\n",
       "      <td>09-04-2020, 03:56 PM</td>\n",
       "      <td>very lousy drama compare with previous few. Ta...</td>\n",
       "      <td>2020-04-09 15:56:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405097</th>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 04:20 PM</td>\n",
       "      <td>There is one movie version which is very lousy...</td>\n",
       "      <td>2020-04-09 16:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405098</th>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>demongod</td>\n",
       "      <td>09-04-2020, 04:32 PM</td>\n",
       "      <td>Always change the actors jin sian</td>\n",
       "      <td>2020-04-09 16:32:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405099</th>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>09-04-2020, 07:15 PM</td>\n",
       "      <td>Because the author anyhow sold the rights befo...</td>\n",
       "      <td>2020-04-09 19:15:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192</td>\n",
       "      <td>192.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405100</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cometdevil</td>\n",
       "      <td>09-04-2020, 07:18 PM</td>\n",
       "      <td>Is this tomb raiding series from this author n...</td>\n",
       "      <td>2020-04-09 19:18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>195</td>\n",
       "      <td>195.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405101</th>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>firebrand83</td>\n",
       "      <td>09-04-2020, 07:20 PM</td>\n",
       "      <td>The actress I like, hot slart from the mermaid...</td>\n",
       "      <td>2020-04-09 19:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405102</th>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:48 PM</td>\n",
       "      <td>Finishing soon. 15 out of 18 ep released. Look...</td>\n",
       "      <td>2020-04-19 19:48:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246</td>\n",
       "      <td>246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405103</th>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:50 PM</td>\n",
       "      <td>I watched first two now left this.</td>\n",
       "      <td>2020-04-19 19:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405104</th>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Polar Bear King</td>\n",
       "      <td>19-04-2020, 07:52 PM</td>\n",
       "      <td>Kitty Zhang? very fierce shandong lady  she to...</td>\n",
       "      <td>2020-04-19 19:52:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405105</th>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 07:54 PM</td>\n",
       "      <td>Really? what happen? she looks sexy and has bi...</td>\n",
       "      <td>2020-04-19 19:54:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405106</th>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:58 PM</td>\n",
       "      <td>The same cast signed up for next five dramas. ...</td>\n",
       "      <td>2020-04-19 19:58:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405107</th>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 07:59 PM</td>\n",
       "      <td>This current drama is the best, by rating and ...</td>\n",
       "      <td>2020-04-19 19:59:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405108</th>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:00 PM</td>\n",
       "      <td>I thought the first one was great. the second ...</td>\n",
       "      <td>2020-04-19 20:00:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89</td>\n",
       "      <td>89.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405109</th>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>19-04-2020, 08:04 PM</td>\n",
       "      <td>Third one faster in pace.    Not a lot of talk...</td>\n",
       "      <td>2020-04-19 20:04:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132</td>\n",
       "      <td>132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405110</th>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Broadwalk</td>\n",
       "      <td>19-04-2020, 08:06 PM</td>\n",
       "      <td>I see. will watch the drama produce by jacky C...</td>\n",
       "      <td>2020-04-19 20:06:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405111</th>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steyr69</td>\n",
       "      <td>19-04-2020, 08:08 PM</td>\n",
       "      <td>Now watching...like alot of mad running kind o...</td>\n",
       "      <td>2020-04-19 20:08:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156</td>\n",
       "      <td>156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405113</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>netbookcraze</td>\n",
       "      <td>31-03-2020, 10:54 PM</td>\n",
       "      <td>Starting tmr..</td>\n",
       "      <td>2020-03-31 22:54:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>375634 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                            thread_title    comment_author  \\\n",
       "0               49                                             AUTUMN&WINTER   \n",
       "2               51                                             AUTUMN&WINTER   \n",
       "4               53                                                   Laneige   \n",
       "5               54                                              SimpliCity2k   \n",
       "7               56                                             AUTUMN&WINTER   \n",
       "9               58                                             AUTUMN&WINTER   \n",
       "10              59                                                Hierophant   \n",
       "11               0                                                    mryang   \n",
       "12              57                                              SimpliCity2k   \n",
       "13              60                                              SimpliCity2k   \n",
       "15              62                                             AUTUMN&WINTER   \n",
       "16              63                                             AUTUMN&WINTER   \n",
       "17               0                                              SimpliCity2k   \n",
       "18               1                                              SimpliCity2k   \n",
       "19               2                                              SimpliCity2k   \n",
       "20               3                                              SimpliCity2k   \n",
       "22               5                                          Insatiable_creat   \n",
       "23               6                                              SimpliCity2k   \n",
       "24               7                                             AUTUMN&WINTER   \n",
       "25               8                                              SimpliCity2k   \n",
       "26               9                                             AUTUMN&WINTER   \n",
       "27              13                                              SimpliCity2k   \n",
       "28              14                                                  lycanboy   \n",
       "29              15                                              AlmightyOnes   \n",
       "30              16                                              SimpliCity2k   \n",
       "31              17                                             pattanispirit   \n",
       "32              18                                                    mryang   \n",
       "33              19                                          Insatiable_creat   \n",
       "34              10                                          Insatiable_creat   \n",
       "35              20                                             AUTUMN&WINTER   \n",
       "...            ...                                     ...               ...   \n",
       "405080           0  ~~  Joi Chua sing songs for you kym ~~          mister38   \n",
       "405081           1  ~~  Joi Chua sing songs for you kym ~~        Shaibaba87   \n",
       "405082           2  ~~  Joi Chua sing songs for you kym ~~        Shutterbox   \n",
       "405086           4                                     NaN           tanahgu   \n",
       "405087           5                                     NaN         Broadwalk   \n",
       "405088           6                                     NaN          vbhelper   \n",
       "405089           7                                     NaN           demon85   \n",
       "405090           8                                     NaN       ankerhamsap   \n",
       "405091           9                                     NaN      netbookcraze   \n",
       "405092          10                                     NaN            radish   \n",
       "405093          11                                     NaN      netbookcraze   \n",
       "405094          12                                     NaN       Sirfeckalot   \n",
       "405095          13                                     NaN      netbookcraze   \n",
       "405096          14                                     NaN         Back2Zero   \n",
       "405097          15                                     NaN      netbookcraze   \n",
       "405098          16                                     NaN          demongod   \n",
       "405099          17                                     NaN      netbookcraze   \n",
       "405100          18                                     NaN        Cometdevil   \n",
       "405101          19                                     NaN       firebrand83   \n",
       "405102          20                                     NaN      netbookcraze   \n",
       "405103          21                                     NaN         Broadwalk   \n",
       "405104          22                                     NaN   Polar Bear King   \n",
       "405105          23                                     NaN         Broadwalk   \n",
       "405106          24                                     NaN      netbookcraze   \n",
       "405107          25                                     NaN      netbookcraze   \n",
       "405108          26                                     NaN         Broadwalk   \n",
       "405109          27                                     NaN      netbookcraze   \n",
       "405110          28                                     NaN         Broadwalk   \n",
       "405111          29                                     NaN           Steyr69   \n",
       "405113           1                                     NaN      netbookcraze   \n",
       "\n",
       "                        date  \\\n",
       "0       02-05-2020, 09:30 AM   \n",
       "2       07-05-2020, 01:27 PM   \n",
       "4       07-05-2020, 01:39 PM   \n",
       "5       07-05-2020, 04:40 PM   \n",
       "7       07-05-2020, 07:49 PM   \n",
       "9       10-05-2020, 09:31 AM   \n",
       "10      10-05-2020, 09:32 AM   \n",
       "11      10-05-2020, 11:12 AM   \n",
       "12      10-05-2020, 12:26 AM   \n",
       "13      11-05-2020, 10:17 PM   \n",
       "15      12-05-2020, 08:40 PM   \n",
       "16      16-05-2020, 12:20 PM   \n",
       "17      17-04-2020, 09:06 PM   \n",
       "18      17-04-2020, 09:16 PM   \n",
       "19      17-04-2020, 09:32 PM   \n",
       "20      17-04-2020, 09:46 PM   \n",
       "22      17-04-2020, 10:00 PM   \n",
       "23      17-04-2020, 11:13 PM   \n",
       "24      17-04-2020, 11:19 PM   \n",
       "25      17-04-2020, 11:26 PM   \n",
       "26      17-04-2020, 11:44 PM   \n",
       "27      18-04-2020, 01:12 PM   \n",
       "28      18-04-2020, 01:14 PM   \n",
       "29      18-04-2020, 01:19 PM   \n",
       "30      18-04-2020, 02:21 PM   \n",
       "31      18-04-2020, 03:23 PM   \n",
       "32      18-04-2020, 03:24 PM   \n",
       "33      18-04-2020, 03:53 PM   \n",
       "34      18-04-2020, 04:09 AM   \n",
       "35      18-04-2020, 07:34 PM   \n",
       "...                      ...   \n",
       "405080  10-05-2020, 02:04 AM   \n",
       "405081  10-05-2020, 07:11 AM   \n",
       "405082  10-05-2020, 07:16 AM   \n",
       "405086  03-04-2020, 06:47 AM   \n",
       "405087  03-04-2020, 06:58 AM   \n",
       "405088  03-04-2020, 07:26 AM   \n",
       "405089  03-04-2020, 07:57 AM   \n",
       "405090  03-04-2020, 08:02 AM   \n",
       "405091  03-04-2020, 08:43 AM   \n",
       "405092  04-04-2020, 01:22 PM   \n",
       "405093  05-04-2020, 02:15 AM   \n",
       "405094  05-04-2020, 02:16 AM   \n",
       "405095  09-04-2020, 03:54 PM   \n",
       "405096  09-04-2020, 03:56 PM   \n",
       "405097  09-04-2020, 04:20 PM   \n",
       "405098  09-04-2020, 04:32 PM   \n",
       "405099  09-04-2020, 07:15 PM   \n",
       "405100  09-04-2020, 07:18 PM   \n",
       "405101  09-04-2020, 07:20 PM   \n",
       "405102  19-04-2020, 07:48 PM   \n",
       "405103  19-04-2020, 07:50 PM   \n",
       "405104  19-04-2020, 07:52 PM   \n",
       "405105  19-04-2020, 07:54 PM   \n",
       "405106  19-04-2020, 07:58 PM   \n",
       "405107  19-04-2020, 07:59 PM   \n",
       "405108  19-04-2020, 08:00 PM   \n",
       "405109  19-04-2020, 08:04 PM   \n",
       "405110  19-04-2020, 08:06 PM   \n",
       "405111  19-04-2020, 08:08 PM   \n",
       "405113  31-03-2020, 10:54 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "0       Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin... 2020-05-02 09:30:00   \n",
       "2       Instead of worrying, why not recite Buddha's a... 2020-05-07 13:27:00   \n",
       "4       Unfortunately she made the decision to go shop... 2020-05-07 13:39:00   \n",
       "5       pls enlighten if so   Namo Amitabha Namo Buddh... 2020-05-07 16:40:00   \n",
       "7       Reminds me of  passed down   (mentioned at 6:0... 2020-05-07 19:49:00   \n",
       "9       As the pandemic sweeps through the world, we r... 2020-05-10 09:31:00   \n",
       "10                                        Hokay ish noted 2020-05-10 09:32:00   \n",
       "11      https://www.zaobao.com.sg/znews/sing...200509-... 2020-05-10 11:12:00   \n",
       "12                                          Namo Amitabha 2020-05-10 00:26:00   \n",
       "13                                          Namo Amitabha 2020-05-11 22:17:00   \n",
       "15      Hope that everyone who comes to this thread is... 2020-05-12 20:40:00   \n",
       "16      One recites Buddhas' or Pusas' names, whole fa... 2020-05-16 12:20:00   \n",
       "17                                          Namo Amitabha 2020-04-17 21:06:00   \n",
       "18      hope bros & sis help up propagate  thanks    N... 2020-04-17 21:16:00   \n",
       "19                                          Namo Amitabha 2020-04-17 21:32:00   \n",
       "20                                          Namo Amitabha 2020-04-17 21:46:00   \n",
       "22      Wrong place bro. Stick to autumnwinter's threa... 2020-04-17 22:00:00   \n",
       "23      thanks! can help locate thread bro? could find... 2020-04-17 23:13:00   \n",
       "24      I am so glad that you started this thread. Dur... 2020-04-17 23:19:00   \n",
       "25      thanks bro & all a lot for together  !   Namo ... 2020-04-17 23:26:00   \n",
       "26      Besides recitations of Namo Amituofo and Namo ... 2020-04-17 23:44:00   \n",
       "27                                          Namo Amitabha 2020-04-18 13:12:00   \n",
       "28                       You guys praying for s-ghost ah? 2020-04-18 13:14:00   \n",
       "29      For people who wants to know more.  In English... 2020-04-18 13:19:00   \n",
       "30      all for            thanks all fathers & mother... 2020-04-18 14:21:00   \n",
       "31      2    253   2422      X                   21530... 2020-04-18 15:23:00   \n",
       "32                                          Namo Amitabha 2020-04-18 15:24:00   \n",
       "33      I'm a believer of skillful means. Starting the... 2020-04-18 15:53:00   \n",
       "34      Admire your spirit. However, there are some ma... 2020-04-18 04:09:00   \n",
       "35      Stay safe and keep your family safe by recitin... 2020-04-18 19:34:00   \n",
       "...                                                   ...                 ...   \n",
       "405080  https://www.facebook.com/joichuaoffi...2732177... 2020-05-10 02:04:00   \n",
       "405081                                    she is chio sia 2020-05-10 07:11:00   \n",
       "405082  Her covers not bad.   Too bad her looks can't ... 2020-05-10 07:16:00   \n",
       "405086  the best version for me are the voice only nov... 2020-04-03 06:47:00   \n",
       "405087                                     Nice. sexy bu. 2020-04-03 06:58:00   \n",
       "405088                                         Bookmarked 2020-04-03 07:26:00   \n",
       "405089           They reuse the 2 male leads from  is it? 2020-04-03 07:57:00   \n",
       "405090  An irritating series, whether it's movie or dr... 2020-04-03 08:02:00   \n",
       "405091                               Should shout Indie!! 2020-04-03 08:43:00   \n",
       "405092  the drama is not bad but there is a movie with... 2020-04-04 13:22:00   \n",
       "405093  Good pace for a drama.   Each episode only 30 ... 2020-04-05 02:15:00   \n",
       "405094                     Where to watch is the question 2020-04-05 02:16:00   \n",
       "405095                   This week only three episodes... 2020-04-09 15:54:00   \n",
       "405096  very lousy drama compare with previous few. Ta... 2020-04-09 15:56:00   \n",
       "405097  There is one movie version which is very lousy... 2020-04-09 16:20:00   \n",
       "405098                  Always change the actors jin sian 2020-04-09 16:32:00   \n",
       "405099  Because the author anyhow sold the rights befo... 2020-04-09 19:15:00   \n",
       "405100  Is this tomb raiding series from this author n... 2020-04-09 19:18:00   \n",
       "405101  The actress I like, hot slart from the mermaid... 2020-04-09 19:20:00   \n",
       "405102  Finishing soon. 15 out of 18 ep released. Look... 2020-04-19 19:48:00   \n",
       "405103                 I watched first two now left this. 2020-04-19 19:50:00   \n",
       "405104  Kitty Zhang? very fierce shandong lady  she to... 2020-04-19 19:52:00   \n",
       "405105  Really? what happen? she looks sexy and has bi... 2020-04-19 19:54:00   \n",
       "405106  The same cast signed up for next five dramas. ... 2020-04-19 19:58:00   \n",
       "405107  This current drama is the best, by rating and ... 2020-04-19 19:59:00   \n",
       "405108  I thought the first one was great. the second ... 2020-04-19 20:00:00   \n",
       "405109  Third one faster in pace.    Not a lot of talk... 2020-04-19 20:04:00   \n",
       "405110  I see. will watch the drama produce by jacky C... 2020-04-19 20:06:00   \n",
       "405111  Now watching...like alot of mad running kind o... 2020-04-19 20:08:00   \n",
       "405113                                     Starting tmr.. 2020-03-31 22:54:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  \n",
       "0         Saturday         76             76.0  \n",
       "2         Thursday         76             76.0  \n",
       "4         Thursday        156            156.0  \n",
       "5           Sunday         58             58.0  \n",
       "7           Sunday        577            577.0  \n",
       "9           Monday        118            118.0  \n",
       "10         Tuesday         15             15.0  \n",
       "11        Saturday         53             53.0  \n",
       "12          Friday         13             13.0  \n",
       "13          Friday         13             13.0  \n",
       "15          Friday         79             79.0  \n",
       "16          Friday        228            228.0  \n",
       "17          Friday         13             13.0  \n",
       "18          Friday         58             58.0  \n",
       "19          Friday         13             13.0  \n",
       "20          Friday         13             13.0  \n",
       "22        Saturday        105            105.0  \n",
       "23        Saturday         82             82.0  \n",
       "24        Saturday        407            407.0  \n",
       "25        Saturday         54             54.0  \n",
       "26        Saturday        244            244.0  \n",
       "27        Saturday         13             13.0  \n",
       "28        Saturday         32             32.0  \n",
       "29        Saturday         55             55.0  \n",
       "30        Saturday         76             76.0  \n",
       "31        Saturday         61             61.0  \n",
       "32        Saturday         13             13.0  \n",
       "33          Sunday        376            376.0  \n",
       "34          Sunday        557            557.0  \n",
       "35          Sunday         92             92.0  \n",
       "...            ...        ...              ...  \n",
       "405080         NaN         53             53.0  \n",
       "405081         NaN         15             15.0  \n",
       "405082         NaN         52             52.0  \n",
       "405086         NaN         59             59.0  \n",
       "405087         NaN         14             14.0  \n",
       "405088         NaN         10             10.0  \n",
       "405089         NaN         40             40.0  \n",
       "405090         NaN        108            108.0  \n",
       "405091         NaN         20             20.0  \n",
       "405092         NaN        184            184.0  \n",
       "405093         NaN         80             80.0  \n",
       "405094         NaN         30             30.0  \n",
       "405095         NaN         32             32.0  \n",
       "405096         NaN         81             81.0  \n",
       "405097         NaN         87             87.0  \n",
       "405098         NaN         33             33.0  \n",
       "405099         NaN        192            192.0  \n",
       "405100         NaN        195            195.0  \n",
       "405101         NaN         51             51.0  \n",
       "405102         NaN        246            246.0  \n",
       "405103         NaN         34             34.0  \n",
       "405104         NaN         84             84.0  \n",
       "405105         NaN         56             56.0  \n",
       "405106         NaN         85             85.0  \n",
       "405107         NaN         57             57.0  \n",
       "405108         NaN         89             89.0  \n",
       "405109         NaN        132            132.0  \n",
       "405110         NaN        135            135.0  \n",
       "405111         NaN        156            156.0  \n",
       "405113         NaN         14             14.0  \n",
       "\n",
       "[375634 rows x 9 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#eda_sorted_df['comment'] = eda_sorted_df['comment'].astype('str')\n",
    "#eda_sorted_df['comment'].apply(lambda x: len(x)>100)\n",
    "#eda_sorted_df.tail(50)\n",
    "eda_sorted_df = eda_sorted_df.dropna(subset = ['comment']) \n",
    "eda_sorted_df['lenstring'] = eda_sorted_df['comment'].apply(len)\n",
    "#I tried adding .astype(str) but it does not make sense. I think the problem is with some comments being strings and floats.\n",
    "\n",
    "eda_sorted_df['comment_boolean']=eda_sorted_df['lenstring'].apply(lambda x: x if x >= 10 else np.nan)\n",
    "eda_sorted_df = eda_sorted_df.dropna(subset =['comment_boolean'])\n",
    "eda_sorted_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Do average post/week frequency\n",
    "\n",
    "Step 1: Find out the date of the earliest post you have + last post you have  <br /> \n",
    "Step 2: Find out how many days elasped in between  <br /> \n",
    "Step 3: Take the total messages by the user / days elapsed\n",
    "\n",
    "Difficulties:\n",
    "1. sort values were incorrect - 2008 not included  <br /> \n",
    "2. scraped based on threads, so some may feature previously active members who are no longer active.  <br /> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>lenstring</th>\n",
       "      <th>comment_boolean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7855</th>\n",
       "      <td>0</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>leinad</td>\n",
       "      <td>23-06-2008, 09:56 PM</td>\n",
       "      <td>1) Discrimination of Race, Culture, Derogatory...</td>\n",
       "      <td>2008-06-23 21:56:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>864</td>\n",
       "      <td>864.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7856</th>\n",
       "      <td>1</td>\n",
       "      <td>**[IMPORTANT] EDMW Must-reads!**</td>\n",
       "      <td>Kiwi8</td>\n",
       "      <td>23-06-2008, 11:50 PM</td>\n",
       "      <td>Dear EDMWers,  I would like to remind all of y...</td>\n",
       "      <td>2008-06-23 23:50:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>682</td>\n",
       "      <td>682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33411</th>\n",
       "      <td>0</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>SpaceMonkey</td>\n",
       "      <td>08-02-2009, 06:51 PM</td>\n",
       "      <td>Mr Ong Teng Cheong graduated with distinctions...</td>\n",
       "      <td>2009-02-08 18:51:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2863</td>\n",
       "      <td>2863.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33412</th>\n",
       "      <td>1</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>PostCountWarrior[+1]</td>\n",
       "      <td>08-02-2009, 06:54 PM</td>\n",
       "      <td>ok plus one here   pcw +1</td>\n",
       "      <td>2009-02-08 18:54:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33413</th>\n",
       "      <td>2</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Volexr</td>\n",
       "      <td>08-02-2009, 07:02 PM</td>\n",
       "      <td>+1 for singapore hero</td>\n",
       "      <td>2009-02-08 19:02:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>21</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33414</th>\n",
       "      <td>3</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>AnTzX_</td>\n",
       "      <td>08-02-2009, 07:03 PM</td>\n",
       "      <td>+1 for the respect...</td>\n",
       "      <td>2009-02-08 19:03:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>21</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33415</th>\n",
       "      <td>4</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>lucifer</td>\n",
       "      <td>08-02-2009, 07:04 PM</td>\n",
       "      <td>Plus one for Singapore's ONLY ELECTED PRESIDENT</td>\n",
       "      <td>2009-02-08 19:04:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>47</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33417</th>\n",
       "      <td>6</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>mata_hippo</td>\n",
       "      <td>08-02-2009, 07:05 PM</td>\n",
       "      <td>thank you for wadever u have done for us mr pr...</td>\n",
       "      <td>2009-02-08 19:05:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>53</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33416</th>\n",
       "      <td>5</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>stacipher</td>\n",
       "      <td>08-02-2009, 07:05 PM</td>\n",
       "      <td>Pruss satu prata for , !</td>\n",
       "      <td>2009-02-08 19:05:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>24</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33418</th>\n",
       "      <td>7</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>choochoo87</td>\n",
       "      <td>08-02-2009, 07:05 PM</td>\n",
       "      <td>Plus one for Singapore's ONLY ELECTED PRESIDENT</td>\n",
       "      <td>2009-02-08 19:05:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>47</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33420</th>\n",
       "      <td>9</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>UnforgivenVengeance</td>\n",
       "      <td>08-02-2009, 07:06 PM</td>\n",
       "      <td>Salute!!  pruss wan</td>\n",
       "      <td>2009-02-08 19:06:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>19</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33419</th>\n",
       "      <td>8</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Bardiel</td>\n",
       "      <td>08-02-2009, 07:06 PM</td>\n",
       "      <td>support support!  he's 1 of e best president. ...</td>\n",
       "      <td>2009-02-08 19:06:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>87</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33422</th>\n",
       "      <td>11</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>lycans</td>\n",
       "      <td>08-02-2009, 07:07 PM</td>\n",
       "      <td>i sarpork him and this thread!</td>\n",
       "      <td>2009-02-08 19:07:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33423</th>\n",
       "      <td>12</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>halozz</td>\n",
       "      <td>08-02-2009, 07:07 PM</td>\n",
       "      <td>Up for a good president!</td>\n",
       "      <td>2009-02-08 19:07:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>24</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33421</th>\n",
       "      <td>10</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>secret_boy</td>\n",
       "      <td>08-02-2009, 07:07 PM</td>\n",
       "      <td>salute him!!!!!!</td>\n",
       "      <td>2009-02-08 19:07:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33424</th>\n",
       "      <td>13</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Krabs.</td>\n",
       "      <td>08-02-2009, 07:08 PM</td>\n",
       "      <td>upz for      chiu</td>\n",
       "      <td>2009-02-08 19:08:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>17</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33425</th>\n",
       "      <td>14</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>jyhjyh</td>\n",
       "      <td>08-02-2009, 07:11 PM</td>\n",
       "      <td>salute to my 1 and only president.</td>\n",
       "      <td>2009-02-08 19:11:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>34</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33427</th>\n",
       "      <td>16</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Volexr</td>\n",
       "      <td>08-02-2009, 07:12 PM</td>\n",
       "      <td>good president for the people</td>\n",
       "      <td>2009-02-08 19:12:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33426</th>\n",
       "      <td>15</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>NeeNee</td>\n",
       "      <td>08-02-2009, 07:12 PM</td>\n",
       "      <td>pruss huan . . . before lock.</td>\n",
       "      <td>2009-02-08 19:12:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33429</th>\n",
       "      <td>18</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>xBbx07</td>\n",
       "      <td>08-02-2009, 07:20 PM</td>\n",
       "      <td>i doubt it can reach 100,000 posts.. but here'...</td>\n",
       "      <td>2009-02-08 19:20:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33430</th>\n",
       "      <td>19</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>The_Davis</td>\n",
       "      <td>08-02-2009, 07:21 PM</td>\n",
       "      <td>please look at moi sig!   (for those who turn ...</td>\n",
       "      <td>2009-02-08 19:21:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>55</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33431</th>\n",
       "      <td>20</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>patcheon</td>\n",
       "      <td>08-02-2009, 07:24 PM</td>\n",
       "      <td>One minute of silence in memory and in respect...</td>\n",
       "      <td>2009-02-08 19:24:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>54</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33432</th>\n",
       "      <td>21</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>lucifer</td>\n",
       "      <td>08-02-2009, 07:25 PM</td>\n",
       "      <td>You tempting me to change siggy</td>\n",
       "      <td>2009-02-08 19:25:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>31</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33433</th>\n",
       "      <td>22</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Francis85</td>\n",
       "      <td>08-02-2009, 07:25 PM</td>\n",
       "      <td>Always remembered in the hearts of singaporean...</td>\n",
       "      <td>2009-02-08 19:25:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>83</td>\n",
       "      <td>83.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33434</th>\n",
       "      <td>23</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>sadistical</td>\n",
       "      <td>08-02-2009, 07:27 PM</td>\n",
       "      <td>100,000 posts will be how many thousand pages?</td>\n",
       "      <td>2009-02-08 19:27:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>46</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33435</th>\n",
       "      <td>24</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>snorelex</td>\n",
       "      <td>08-02-2009, 07:28 PM</td>\n",
       "      <td>Plus one for Singapore's ONLY ELECTED PRESIDENT</td>\n",
       "      <td>2009-02-08 19:28:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>47</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33436</th>\n",
       "      <td>25</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Alphidius</td>\n",
       "      <td>08-02-2009, 07:28 PM</td>\n",
       "      <td>Remembered &amp; not forgotten...</td>\n",
       "      <td>2009-02-08 19:28:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>29</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33437</th>\n",
       "      <td>26</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>sleepyhealer</td>\n",
       "      <td>08-02-2009, 07:29 PM</td>\n",
       "      <td>Okay i am in le. The president who give us MRT</td>\n",
       "      <td>2009-02-08 19:29:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>46</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33438</th>\n",
       "      <td>27</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Evoluti0n11</td>\n",
       "      <td>08-02-2009, 07:30 PM</td>\n",
       "      <td>ok noted.......</td>\n",
       "      <td>2009-02-08 19:30:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33439</th>\n",
       "      <td>28</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>Bunknifer</td>\n",
       "      <td>08-02-2009, 07:30 PM</td>\n",
       "      <td>Salute   In our hearts, u are truely Flawless ...</td>\n",
       "      <td>2009-02-08 19:30:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>62</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405022</th>\n",
       "      <td>9998</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>mrclubbie</td>\n",
       "      <td>19-06-2020, 04:22 PM</td>\n",
       "      <td>2 more posts come come</td>\n",
       "      <td>2020-06-19 16:22:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405025</th>\n",
       "      <td>10001</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>WingChun</td>\n",
       "      <td>19-06-2020, 04:22 PM</td>\n",
       "      <td>Heading to a new thread soon....</td>\n",
       "      <td>2020-06-19 16:22:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230131</th>\n",
       "      <td>8973</td>\n",
       "      <td>Who is MrStinkie95 - Part 5</td>\n",
       "      <td>lemondrink</td>\n",
       "      <td>19-06-2020, 04:23 PM</td>\n",
       "      <td>Yep, just go to the crowded and maxed out spot...</td>\n",
       "      <td>2020-06-19 16:23:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>100</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230132</th>\n",
       "      <td>8974</td>\n",
       "      <td>Who is MrStinkie95 - Part 5</td>\n",
       "      <td>knightshaz</td>\n",
       "      <td>19-06-2020, 04:24 PM</td>\n",
       "      <td>later treeskull super spreader gg</td>\n",
       "      <td>2020-06-19 16:24:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230133</th>\n",
       "      <td>8975</td>\n",
       "      <td>Who is MrStinkie95 - Part 5</td>\n",
       "      <td>lemondrink</td>\n",
       "      <td>19-06-2020, 04:25 PM</td>\n",
       "      <td>Can put in CV ..</td>\n",
       "      <td>2020-06-19 16:25:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217045</th>\n",
       "      <td>7259</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>squarepegs</td>\n",
       "      <td>19-06-2020, 04:26 PM</td>\n",
       "      <td>So many snacks</td>\n",
       "      <td>2020-06-19 16:26:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>14</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217046</th>\n",
       "      <td>7260</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>ApPle5</td>\n",
       "      <td>19-06-2020, 04:54 PM</td>\n",
       "      <td>What brand is the mayo?</td>\n",
       "      <td>2020-06-19 16:54:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>23</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254917</th>\n",
       "      <td>340</td>\n",
       "      <td>[AMA] Im 35 unkle and own a small business</td>\n",
       "      <td>KusitoriBuro</td>\n",
       "      <td>19-06-2020, 05:04 PM</td>\n",
       "      <td>35 how u get money to start business? Bank of ...</td>\n",
       "      <td>2020-06-19 17:04:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>50</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217047</th>\n",
       "      <td>7261</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>yusoffb01</td>\n",
       "      <td>19-06-2020, 05:13 PM</td>\n",
       "      <td>starfresh...</td>\n",
       "      <td>2020-06-19 17:13:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217048</th>\n",
       "      <td>7262</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>yusoffb01</td>\n",
       "      <td>19-06-2020, 05:27 PM</td>\n",
       "      <td>help to clear. things like chocolate donut and...</td>\n",
       "      <td>2020-06-19 17:27:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>94</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254918</th>\n",
       "      <td>341</td>\n",
       "      <td>[AMA] Im 35 unkle and own a small business</td>\n",
       "      <td>Starfruit</td>\n",
       "      <td>19-06-2020, 05:37 PM</td>\n",
       "      <td>Ts jin satki.</td>\n",
       "      <td>2020-06-19 17:37:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254919</th>\n",
       "      <td>342</td>\n",
       "      <td>[AMA] Im 35 unkle and own a small business</td>\n",
       "      <td>bluecutie</td>\n",
       "      <td>19-06-2020, 05:53 PM</td>\n",
       "      <td>U got check color</td>\n",
       "      <td>2020-06-19 17:53:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>17</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254920</th>\n",
       "      <td>343</td>\n",
       "      <td>[AMA] Im 35 unkle and own a small business</td>\n",
       "      <td>ZeusLightningGod</td>\n",
       "      <td>19-06-2020, 05:54 PM</td>\n",
       "      <td>Last time u huat got give bonus to your employee?</td>\n",
       "      <td>2020-06-19 17:54:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>49</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254921</th>\n",
       "      <td>344</td>\n",
       "      <td>[AMA] Im 35 unkle and own a small business</td>\n",
       "      <td>chickenpiez007</td>\n",
       "      <td>19-06-2020, 05:57 PM</td>\n",
       "      <td>Uncle...liked, support and bump this thread fo...</td>\n",
       "      <td>2020-06-19 17:57:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>139</td>\n",
       "      <td>139.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217049</th>\n",
       "      <td>7263</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>squarepegs</td>\n",
       "      <td>19-06-2020, 06:01 PM</td>\n",
       "      <td>nice ah? tomorrow i go and buy</td>\n",
       "      <td>2020-06-19 18:01:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254922</th>\n",
       "      <td>345</td>\n",
       "      <td>[AMA] Im 35 unkle and own a small business</td>\n",
       "      <td>testingabc</td>\n",
       "      <td>19-06-2020, 06:34 PM</td>\n",
       "      <td>korkor how much you make daily? how much you s...</td>\n",
       "      <td>2020-06-19 18:34:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>90</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217050</th>\n",
       "      <td>7264</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>cruizer_ph</td>\n",
       "      <td>19-06-2020, 06:46 PM</td>\n",
       "      <td>why do they always say it's a fire sale...</td>\n",
       "      <td>2020-06-19 18:46:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>42</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217052</th>\n",
       "      <td>7265</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>Nevereatrice</td>\n",
       "      <td>19-06-2020, 08:05 PM</td>\n",
       "      <td>Guess how much</td>\n",
       "      <td>2020-06-19 20:05:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>14</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217053</th>\n",
       "      <td>7266</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>blacklotus</td>\n",
       "      <td>19-06-2020, 08:09 PM</td>\n",
       "      <td>$11? $1 per pack</td>\n",
       "      <td>2020-06-19 20:09:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217054</th>\n",
       "      <td>7267</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>standarture</td>\n",
       "      <td>19-06-2020, 08:11 PM</td>\n",
       "      <td>Lol all spending more on useless stuff hahah. ...</td>\n",
       "      <td>2020-06-19 20:11:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>77</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217055</th>\n",
       "      <td>7268</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>YoYoMa88</td>\n",
       "      <td>19-06-2020, 08:12 PM</td>\n",
       "      <td>Is it the chain shops not enough staff to chec...</td>\n",
       "      <td>2020-06-19 20:12:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>112</td>\n",
       "      <td>112.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217056</th>\n",
       "      <td>7269</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>defnull</td>\n",
       "      <td>19-06-2020, 08:17 PM</td>\n",
       "      <td>u go whr, crowded or not</td>\n",
       "      <td>2020-06-19 20:17:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>24</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217057</th>\n",
       "      <td>7270</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>deathan9el</td>\n",
       "      <td>19-06-2020, 08:17 PM</td>\n",
       "      <td>kinder bueno bundled in a pack?</td>\n",
       "      <td>2020-06-19 20:17:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>31</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217058</th>\n",
       "      <td>7271</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>defnull</td>\n",
       "      <td>19-06-2020, 08:30 PM</td>\n",
       "      <td>this NER rly very haolian......... purplesly s...</td>\n",
       "      <td>2020-06-19 20:30:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3251</th>\n",
       "      <td>438</td>\n",
       "      <td>(GPGT) Jia Hainanese Village Food Center</td>\n",
       "      <td>Topaz8</td>\n",
       "      <td>19-06-2020, 08:32 PM</td>\n",
       "      <td>This food center quality dropping liao.  I sia...</td>\n",
       "      <td>2020-06-19 20:32:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>203</td>\n",
       "      <td>203.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217059</th>\n",
       "      <td>7272</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>yusoffb01</td>\n",
       "      <td>19-06-2020, 08:43 PM</td>\n",
       "      <td>just go to the bigger shops nearest to you. li...</td>\n",
       "      <td>2020-06-19 20:43:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>143</td>\n",
       "      <td>143.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217061</th>\n",
       "      <td>7274</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>TLCTLC88</td>\n",
       "      <td>19-06-2020, 09:13 PM</td>\n",
       "      <td>Saw a few packs left. I think still sane price.</td>\n",
       "      <td>2020-06-19 21:13:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>47</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217063</th>\n",
       "      <td>7275</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>savoirex</td>\n",
       "      <td>19-06-2020, 09:17 PM</td>\n",
       "      <td>TPY branch opened? oh wow, nice update...</td>\n",
       "      <td>2020-06-19 21:17:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>41</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217064</th>\n",
       "      <td>7276</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>squarepegs</td>\n",
       "      <td>19-06-2020, 09:20 PM</td>\n",
       "      <td>Thanks   .</td>\n",
       "      <td>2020-06-19 21:20:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>10</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217065</th>\n",
       "      <td>7277</td>\n",
       "      <td>Value dollar store made me realised how overch...</td>\n",
       "      <td>squarepegs</td>\n",
       "      <td>19-06-2020, 09:21 PM</td>\n",
       "      <td>$1.95x 4    $8?</td>\n",
       "      <td>2020-06-19 21:21:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>375634 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                                       thread_title  \\\n",
       "7855             0                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "7856             1                   **[IMPORTANT] EDMW Must-reads!**   \n",
       "33411            0  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33412            1  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33413            2  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33414            3  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33415            4  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33417            6  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33416            5  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33418            7  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33420            9  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33419            8  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33422           11  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33423           12  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33421           10  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33424           13  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33425           14  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33427           16  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33426           15  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33429           18  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33430           19  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33431           20  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33432           21  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33433           22  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33434           23  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33435           24  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33436           25  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33437           26  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33438           27  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "33439           28  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "...            ...                                                ...   \n",
       "405022        9998  ~* Official Barclays Premier League Betting Se...   \n",
       "405025       10001  ~* Official Barclays Premier League Betting Se...   \n",
       "230131        8973                        Who is MrStinkie95 - Part 5   \n",
       "230132        8974                        Who is MrStinkie95 - Part 5   \n",
       "230133        8975                        Who is MrStinkie95 - Part 5   \n",
       "217045        7259  Value dollar store made me realised how overch...   \n",
       "217046        7260  Value dollar store made me realised how overch...   \n",
       "254917         340         [AMA] Im 35 unkle and own a small business   \n",
       "217047        7261  Value dollar store made me realised how overch...   \n",
       "217048        7262  Value dollar store made me realised how overch...   \n",
       "254918         341         [AMA] Im 35 unkle and own a small business   \n",
       "254919         342         [AMA] Im 35 unkle and own a small business   \n",
       "254920         343         [AMA] Im 35 unkle and own a small business   \n",
       "254921         344         [AMA] Im 35 unkle and own a small business   \n",
       "217049        7263  Value dollar store made me realised how overch...   \n",
       "254922         345         [AMA] Im 35 unkle and own a small business   \n",
       "217050        7264  Value dollar store made me realised how overch...   \n",
       "217052        7265  Value dollar store made me realised how overch...   \n",
       "217053        7266  Value dollar store made me realised how overch...   \n",
       "217054        7267  Value dollar store made me realised how overch...   \n",
       "217055        7268  Value dollar store made me realised how overch...   \n",
       "217056        7269  Value dollar store made me realised how overch...   \n",
       "217057        7270  Value dollar store made me realised how overch...   \n",
       "217058        7271  Value dollar store made me realised how overch...   \n",
       "3251           438           (GPGT) Jia Hainanese Village Food Center   \n",
       "217059        7272  Value dollar store made me realised how overch...   \n",
       "217061        7274  Value dollar store made me realised how overch...   \n",
       "217063        7275  Value dollar store made me realised how overch...   \n",
       "217064        7276  Value dollar store made me realised how overch...   \n",
       "217065        7277  Value dollar store made me realised how overch...   \n",
       "\n",
       "              comment_author                  date  \\\n",
       "7855                  leinad  23-06-2008, 09:56 PM   \n",
       "7856                   Kiwi8  23-06-2008, 11:50 PM   \n",
       "33411            SpaceMonkey  08-02-2009, 06:51 PM   \n",
       "33412   PostCountWarrior[+1]  08-02-2009, 06:54 PM   \n",
       "33413                 Volexr  08-02-2009, 07:02 PM   \n",
       "33414                 AnTzX_  08-02-2009, 07:03 PM   \n",
       "33415                lucifer  08-02-2009, 07:04 PM   \n",
       "33417             mata_hippo  08-02-2009, 07:05 PM   \n",
       "33416              stacipher  08-02-2009, 07:05 PM   \n",
       "33418             choochoo87  08-02-2009, 07:05 PM   \n",
       "33420    UnforgivenVengeance  08-02-2009, 07:06 PM   \n",
       "33419                Bardiel  08-02-2009, 07:06 PM   \n",
       "33422                 lycans  08-02-2009, 07:07 PM   \n",
       "33423                 halozz  08-02-2009, 07:07 PM   \n",
       "33421             secret_boy  08-02-2009, 07:07 PM   \n",
       "33424                 Krabs.  08-02-2009, 07:08 PM   \n",
       "33425                 jyhjyh  08-02-2009, 07:11 PM   \n",
       "33427                 Volexr  08-02-2009, 07:12 PM   \n",
       "33426                 NeeNee  08-02-2009, 07:12 PM   \n",
       "33429                 xBbx07  08-02-2009, 07:20 PM   \n",
       "33430              The_Davis  08-02-2009, 07:21 PM   \n",
       "33431               patcheon  08-02-2009, 07:24 PM   \n",
       "33432                lucifer  08-02-2009, 07:25 PM   \n",
       "33433              Francis85  08-02-2009, 07:25 PM   \n",
       "33434             sadistical  08-02-2009, 07:27 PM   \n",
       "33435               snorelex  08-02-2009, 07:28 PM   \n",
       "33436              Alphidius  08-02-2009, 07:28 PM   \n",
       "33437           sleepyhealer  08-02-2009, 07:29 PM   \n",
       "33438            Evoluti0n11  08-02-2009, 07:30 PM   \n",
       "33439              Bunknifer  08-02-2009, 07:30 PM   \n",
       "...                      ...                   ...   \n",
       "405022             mrclubbie  19-06-2020, 04:22 PM   \n",
       "405025              WingChun  19-06-2020, 04:22 PM   \n",
       "230131            lemondrink  19-06-2020, 04:23 PM   \n",
       "230132            knightshaz  19-06-2020, 04:24 PM   \n",
       "230133            lemondrink  19-06-2020, 04:25 PM   \n",
       "217045            squarepegs  19-06-2020, 04:26 PM   \n",
       "217046                ApPle5  19-06-2020, 04:54 PM   \n",
       "254917          KusitoriBuro  19-06-2020, 05:04 PM   \n",
       "217047             yusoffb01  19-06-2020, 05:13 PM   \n",
       "217048             yusoffb01  19-06-2020, 05:27 PM   \n",
       "254918             Starfruit  19-06-2020, 05:37 PM   \n",
       "254919             bluecutie  19-06-2020, 05:53 PM   \n",
       "254920      ZeusLightningGod  19-06-2020, 05:54 PM   \n",
       "254921        chickenpiez007  19-06-2020, 05:57 PM   \n",
       "217049            squarepegs  19-06-2020, 06:01 PM   \n",
       "254922            testingabc  19-06-2020, 06:34 PM   \n",
       "217050            cruizer_ph  19-06-2020, 06:46 PM   \n",
       "217052          Nevereatrice  19-06-2020, 08:05 PM   \n",
       "217053            blacklotus  19-06-2020, 08:09 PM   \n",
       "217054           standarture  19-06-2020, 08:11 PM   \n",
       "217055              YoYoMa88  19-06-2020, 08:12 PM   \n",
       "217056               defnull  19-06-2020, 08:17 PM   \n",
       "217057            deathan9el  19-06-2020, 08:17 PM   \n",
       "217058               defnull  19-06-2020, 08:30 PM   \n",
       "3251                  Topaz8  19-06-2020, 08:32 PM   \n",
       "217059             yusoffb01  19-06-2020, 08:43 PM   \n",
       "217061              TLCTLC88  19-06-2020, 09:13 PM   \n",
       "217063              savoirex  19-06-2020, 09:17 PM   \n",
       "217064            squarepegs  19-06-2020, 09:20 PM   \n",
       "217065            squarepegs  19-06-2020, 09:21 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "7855    1) Discrimination of Race, Culture, Derogatory... 2008-06-23 21:56:00   \n",
       "7856    Dear EDMWers,  I would like to remind all of y... 2008-06-23 23:50:00   \n",
       "33411   Mr Ong Teng Cheong graduated with distinctions... 2009-02-08 18:51:00   \n",
       "33412                           ok plus one here   pcw +1 2009-02-08 18:54:00   \n",
       "33413                               +1 for singapore hero 2009-02-08 19:02:00   \n",
       "33414                               +1 for the respect... 2009-02-08 19:03:00   \n",
       "33415     Plus one for Singapore's ONLY ELECTED PRESIDENT 2009-02-08 19:04:00   \n",
       "33417   thank you for wadever u have done for us mr pr... 2009-02-08 19:05:00   \n",
       "33416                            Pruss satu prata for , ! 2009-02-08 19:05:00   \n",
       "33418     Plus one for Singapore's ONLY ELECTED PRESIDENT 2009-02-08 19:05:00   \n",
       "33420                                 Salute!!  pruss wan 2009-02-08 19:06:00   \n",
       "33419   support support!  he's 1 of e best president. ... 2009-02-08 19:06:00   \n",
       "33422                      i sarpork him and this thread! 2009-02-08 19:07:00   \n",
       "33423                            Up for a good president! 2009-02-08 19:07:00   \n",
       "33421                                    salute him!!!!!! 2009-02-08 19:07:00   \n",
       "33424                                   upz for      chiu 2009-02-08 19:08:00   \n",
       "33425                  salute to my 1 and only president. 2009-02-08 19:11:00   \n",
       "33427                       good president for the people 2009-02-08 19:12:00   \n",
       "33426                       pruss huan . . . before lock. 2009-02-08 19:12:00   \n",
       "33429   i doubt it can reach 100,000 posts.. but here'... 2009-02-08 19:20:00   \n",
       "33430   please look at moi sig!   (for those who turn ... 2009-02-08 19:21:00   \n",
       "33431   One minute of silence in memory and in respect... 2009-02-08 19:24:00   \n",
       "33432                     You tempting me to change siggy 2009-02-08 19:25:00   \n",
       "33433   Always remembered in the hearts of singaporean... 2009-02-08 19:25:00   \n",
       "33434      100,000 posts will be how many thousand pages? 2009-02-08 19:27:00   \n",
       "33435     Plus one for Singapore's ONLY ELECTED PRESIDENT 2009-02-08 19:28:00   \n",
       "33436                       Remembered & not forgotten... 2009-02-08 19:28:00   \n",
       "33437      Okay i am in le. The president who give us MRT 2009-02-08 19:29:00   \n",
       "33438                                     ok noted....... 2009-02-08 19:30:00   \n",
       "33439   Salute   In our hearts, u are truely Flawless ... 2009-02-08 19:30:00   \n",
       "...                                                   ...                 ...   \n",
       "405022                             2 more posts come come 2020-06-19 16:22:00   \n",
       "405025                   Heading to a new thread soon.... 2020-06-19 16:22:00   \n",
       "230131  Yep, just go to the crowded and maxed out spot... 2020-06-19 16:23:00   \n",
       "230132                  later treeskull super spreader gg 2020-06-19 16:24:00   \n",
       "230133                                   Can put in CV .. 2020-06-19 16:25:00   \n",
       "217045                                     So many snacks 2020-06-19 16:26:00   \n",
       "217046                            What brand is the mayo? 2020-06-19 16:54:00   \n",
       "254917  35 how u get money to start business? Bank of ... 2020-06-19 17:04:00   \n",
       "217047                                       starfresh... 2020-06-19 17:13:00   \n",
       "217048  help to clear. things like chocolate donut and... 2020-06-19 17:27:00   \n",
       "254918                                      Ts jin satki. 2020-06-19 17:37:00   \n",
       "254919                                  U got check color 2020-06-19 17:53:00   \n",
       "254920  Last time u huat got give bonus to your employee? 2020-06-19 17:54:00   \n",
       "254921  Uncle...liked, support and bump this thread fo... 2020-06-19 17:57:00   \n",
       "217049                     nice ah? tomorrow i go and buy 2020-06-19 18:01:00   \n",
       "254922  korkor how much you make daily? how much you s... 2020-06-19 18:34:00   \n",
       "217050         why do they always say it's a fire sale... 2020-06-19 18:46:00   \n",
       "217052                                     Guess how much 2020-06-19 20:05:00   \n",
       "217053                                   $11? $1 per pack 2020-06-19 20:09:00   \n",
       "217054  Lol all spending more on useless stuff hahah. ... 2020-06-19 20:11:00   \n",
       "217055  Is it the chain shops not enough staff to chec... 2020-06-19 20:12:00   \n",
       "217056                           u go whr, crowded or not 2020-06-19 20:17:00   \n",
       "217057                    kinder bueno bundled in a pack? 2020-06-19 20:17:00   \n",
       "217058  this NER rly very haolian......... purplesly s... 2020-06-19 20:30:00   \n",
       "3251    This food center quality dropping liao.  I sia... 2020-06-19 20:32:00   \n",
       "217059  just go to the bigger shops nearest to you. li... 2020-06-19 20:43:00   \n",
       "217061    Saw a few packs left. I think still sane price. 2020-06-19 21:13:00   \n",
       "217063          TPY branch opened? oh wow, nice update... 2020-06-19 21:17:00   \n",
       "217064                                         Thanks   . 2020-06-19 21:20:00   \n",
       "217065                                    $1.95x 4    $8? 2020-06-19 21:21:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  \n",
       "7855        Friday        864            864.0  \n",
       "7856        Friday        682            682.0  \n",
       "33411       Sunday       2863           2863.0  \n",
       "33412       Sunday         25             25.0  \n",
       "33413       Sunday         21             21.0  \n",
       "33414       Sunday         21             21.0  \n",
       "33415       Sunday         47             47.0  \n",
       "33417       Sunday         53             53.0  \n",
       "33416       Sunday         24             24.0  \n",
       "33418       Sunday         47             47.0  \n",
       "33420       Sunday         19             19.0  \n",
       "33419       Sunday         87             87.0  \n",
       "33422    Wednesday         30             30.0  \n",
       "33423    Wednesday         24             24.0  \n",
       "33421    Wednesday         16             16.0  \n",
       "33424    Wednesday         17             17.0  \n",
       "33425    Wednesday         34             34.0  \n",
       "33427    Wednesday         29             29.0  \n",
       "33426    Wednesday         29             29.0  \n",
       "33429    Wednesday         72             72.0  \n",
       "33430     Thursday         55             55.0  \n",
       "33431     Thursday         54             54.0  \n",
       "33432     Thursday         31             31.0  \n",
       "33433     Thursday         83             83.0  \n",
       "33434     Saturday         46             46.0  \n",
       "33435     Saturday         47             47.0  \n",
       "33436     Saturday         29             29.0  \n",
       "33437     Saturday         46             46.0  \n",
       "33438       Monday         15             15.0  \n",
       "33439     Saturday         62             62.0  \n",
       "...            ...        ...              ...  \n",
       "405022         NaN         22             22.0  \n",
       "405025         NaN         32             32.0  \n",
       "230131     Tuesday        100            100.0  \n",
       "230132     Tuesday         33             33.0  \n",
       "230133    Thursday         16             16.0  \n",
       "217045      Friday         14             14.0  \n",
       "217046      Friday         23             23.0  \n",
       "254917      Monday         50             50.0  \n",
       "217047      Friday         12             12.0  \n",
       "217048      Friday         94             94.0  \n",
       "254918      Monday         13             13.0  \n",
       "254919      Monday         17             17.0  \n",
       "254920      Monday         49             49.0  \n",
       "254921      Monday        139            139.0  \n",
       "217049      Friday         30             30.0  \n",
       "254922      Monday         90             90.0  \n",
       "217050      Friday         42             42.0  \n",
       "217052      Friday         14             14.0  \n",
       "217053      Friday         16             16.0  \n",
       "217054      Friday         77             77.0  \n",
       "217055      Friday        112            112.0  \n",
       "217056      Friday         24             24.0  \n",
       "217057      Friday         31             31.0  \n",
       "217058      Friday         78             78.0  \n",
       "3251        Monday        203            203.0  \n",
       "217059      Friday        143            143.0  \n",
       "217061      Friday         47             47.0  \n",
       "217063      Friday         41             41.0  \n",
       "217064      Friday         10             10.0  \n",
       "217065      Friday         15             15.0  \n",
       "\n",
       "[375634 rows x 9 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted_df.sort_values(by='formatted_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas._libs.tslibs.timestamps.Timestamp"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(eda_sorted_df['formatted_date'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>lenstring</th>\n",
       "      <th>comment_boolean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32213</th>\n",
       "      <td>2042</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>arbuthen</td>\n",
       "      <td>01-01-2011, 04:33 PM</td>\n",
       "      <td>paying respect to the deserving &amp; well-respect...</td>\n",
       "      <td>2011-01-01 16:33:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>98</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32214</th>\n",
       "      <td>2043</td>\n",
       "      <td>Anniversary of the late Mr Ong Teng Cheong - L...</td>\n",
       "      <td>jltan1973</td>\n",
       "      <td>01-01-2011, 04:36 PM</td>\n",
       "      <td>pruss one...</td>\n",
       "      <td>2011-01-01 16:36:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202231</th>\n",
       "      <td>1489</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>woota08</td>\n",
       "      <td>01-01-2015, 01:29 PM</td>\n",
       "      <td>her fb pic nicer imo</td>\n",
       "      <td>2015-01-01 13:29:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202232</th>\n",
       "      <td>1462</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>woota08</td>\n",
       "      <td>01-01-2015, 01:32 AM</td>\n",
       "      <td>garpew korkor got the rest of the months?</td>\n",
       "      <td>2015-01-01 01:32:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>41</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202233</th>\n",
       "      <td>1490</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2015, 01:43 PM</td>\n",
       "      <td>because no stupig polis and thief theme</td>\n",
       "      <td>2015-01-01 13:43:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>39</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202234</th>\n",
       "      <td>1491</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>woota08</td>\n",
       "      <td>01-01-2015, 01:45 PM</td>\n",
       "      <td>the theme is stewpig la, rather they have abit...</td>\n",
       "      <td>2015-01-01 13:45:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202235</th>\n",
       "      <td>1492</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2015, 01:49 PM</td>\n",
       "      <td>promoting new show, must follow that theme</td>\n",
       "      <td>2015-01-01 13:49:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>42</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202236</th>\n",
       "      <td>1493</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>low123</td>\n",
       "      <td>01-01-2015, 01:55 PM</td>\n",
       "      <td>She cant reveal more even if she wanted to.  S...</td>\n",
       "      <td>2015-01-01 13:55:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>247</td>\n",
       "      <td>247.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202237</th>\n",
       "      <td>1494</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>beast78</td>\n",
       "      <td>01-01-2015, 02:01 PM</td>\n",
       "      <td>Thanks garpew bro for the new year gift   Phot...</td>\n",
       "      <td>2015-01-01 14:01:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>204</td>\n",
       "      <td>204.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202238</th>\n",
       "      <td>1495</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>woota08</td>\n",
       "      <td>01-01-2015, 02:15 PM</td>\n",
       "      <td>also no need her reveal more but the pics are ...</td>\n",
       "      <td>2015-01-01 14:15:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>105</td>\n",
       "      <td>105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194574</th>\n",
       "      <td>631</td>\n",
       "      <td>Simple Thoughts</td>\n",
       "      <td>fisherman mo da</td>\n",
       "      <td>01-01-2015, 06:34 AM</td>\n",
       "      <td>Read until here.</td>\n",
       "      <td>2015-01-01 06:34:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202242</th>\n",
       "      <td>1463</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2015, 09:03 AM</td>\n",
       "      <td>no have, is this page post one   https://www.f...</td>\n",
       "      <td>2015-01-01 09:03:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>74</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202243</th>\n",
       "      <td>1464</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2015, 11:22 AM</td>\n",
       "      <td>access girl     Spoiler!</td>\n",
       "      <td>2015-01-01 11:22:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>24</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202247</th>\n",
       "      <td>1471</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2015, 11:25 AM</td>\n",
       "      <td>cover girl    Spoiler!</td>\n",
       "      <td>2015-01-01 11:25:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>22</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202252</th>\n",
       "      <td>1481</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2015, 11:29 AM</td>\n",
       "      <td>new face    Spoiler!</td>\n",
       "      <td>2015-01-01 11:29:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8555</th>\n",
       "      <td>1297</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>ahgong_tiger</td>\n",
       "      <td>01-01-2015, 11:31 AM</td>\n",
       "      <td>As per above</td>\n",
       "      <td>2015-01-01 11:31:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8556</th>\n",
       "      <td>1298</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>zoty.</td>\n",
       "      <td>01-01-2015, 11:33 AM</td>\n",
       "      <td>jin satki man</td>\n",
       "      <td>2015-01-01 11:33:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202256</th>\n",
       "      <td>1487</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>woota08</td>\n",
       "      <td>01-01-2015, 12:44 PM</td>\n",
       "      <td>this issue really not worth it</td>\n",
       "      <td>2015-01-01 12:44:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202257</th>\n",
       "      <td>1488</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2015, 12:54 PM</td>\n",
       "      <td>which part not worth it?    even with  also no...</td>\n",
       "      <td>2015-01-01 12:54:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>57</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31873</th>\n",
       "      <td>47</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>wadsad</td>\n",
       "      <td>01-01-2016, 01:14 AM</td>\n",
       "      <td>csn kana infraction because of +1. then cannot...</td>\n",
       "      <td>2016-01-01 01:14:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31874</th>\n",
       "      <td>48</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>youcharkway</td>\n",
       "      <td>01-01-2016, 01:32 AM</td>\n",
       "      <td>ahhhh, i see why now he always pew -1</td>\n",
       "      <td>2016-01-01 01:32:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>37</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31875</th>\n",
       "      <td>49</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>cute_togepi</td>\n",
       "      <td>01-01-2016, 01:34 AM</td>\n",
       "      <td>So wasted, now big boss say he wants the old +...</td>\n",
       "      <td>2016-01-01 01:34:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>91</td>\n",
       "      <td>91.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31876</th>\n",
       "      <td>50</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>cute_togepi</td>\n",
       "      <td>01-01-2016, 01:48 AM</td>\n",
       "      <td>Also, what will happen to the mod who started ...</td>\n",
       "      <td>2016-01-01 01:48:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>281</td>\n",
       "      <td>281.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31877</th>\n",
       "      <td>51</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>Perisher</td>\n",
       "      <td>01-01-2016, 01:55 AM</td>\n",
       "      <td>It's like that time during GE, many people kee...</td>\n",
       "      <td>2016-01-01 01:55:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>103</td>\n",
       "      <td>103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31878</th>\n",
       "      <td>52</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>cute_togepi</td>\n",
       "      <td>01-01-2016, 01:58 AM</td>\n",
       "      <td>What is too extreme? And what is wrong with a ...</td>\n",
       "      <td>2016-01-01 01:58:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>184</td>\n",
       "      <td>184.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31879</th>\n",
       "      <td>63</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>PAI KIA</td>\n",
       "      <td>01-01-2016, 02:16 PM</td>\n",
       "      <td>WOT   but HAPPY NEW YEAR TO YOU   don't be str...</td>\n",
       "      <td>2016-01-01 14:16:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>140</td>\n",
       "      <td>140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202258</th>\n",
       "      <td>2847</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>woota08</td>\n",
       "      <td>01-01-2016, 02:17 PM</td>\n",
       "      <td>fhm cover is who sia</td>\n",
       "      <td>2016-01-01 14:17:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31880</th>\n",
       "      <td>53</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>walter2011</td>\n",
       "      <td>01-01-2016, 02:18 AM</td>\n",
       "      <td>so is this some stoopiak directive from SPH?</td>\n",
       "      <td>2016-01-01 02:18:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>44</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31881</th>\n",
       "      <td>54</td>\n",
       "      <td>Advanced Happy New Year to all and some import...</td>\n",
       "      <td>Perisher</td>\n",
       "      <td>01-01-2016, 02:33 AM</td>\n",
       "      <td>Note: WOT.   Aye, let me make myself clearer, ...</td>\n",
       "      <td>2016-01-01 02:33:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2369</td>\n",
       "      <td>2369.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202259</th>\n",
       "      <td>2848</td>\n",
       "      <td>Taiwanese models/actresses/hosts magazine pict...</td>\n",
       "      <td>garpew</td>\n",
       "      <td>01-01-2016, 02:33 PM</td>\n",
       "      <td>/Sandrine Pinna   taiwan mix french</td>\n",
       "      <td>2016-01-01 14:33:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>35</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44526</th>\n",
       "      <td>2144</td>\n",
       "      <td>Any Netflix shows to recommend me? - Part 2</td>\n",
       "      <td>ParkJinYoung</td>\n",
       "      <td>31-12-2019, 12:15 PM</td>\n",
       "      <td>different show la</td>\n",
       "      <td>2019-12-31 12:15:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>17</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378507</th>\n",
       "      <td>7503</td>\n",
       "      <td>[] How many will protest on Sunday? [Live Stre...</td>\n",
       "      <td>yenorc</td>\n",
       "      <td>31-12-2019, 12:16 AM</td>\n",
       "      <td>1hr documentary   2019</td>\n",
       "      <td>2019-12-31 00:16:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>22</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378508</th>\n",
       "      <td>7504</td>\n",
       "      <td>[] How many will protest on Sunday? [Live Stre...</td>\n",
       "      <td>enigmastar</td>\n",
       "      <td>31-12-2019, 12:18 AM</td>\n",
       "      <td>Yup you are correct.</td>\n",
       "      <td>2019-12-31 00:18:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59938</th>\n",
       "      <td>6491</td>\n",
       "      <td>Buddhist Verses &amp; Silent Readings For Reflecti...</td>\n",
       "      <td>desmorado</td>\n",
       "      <td>31-12-2019, 12:21 PM</td>\n",
       "      <td>Thank you very much for the explanation. I pra...</td>\n",
       "      <td>2019-12-31 12:21:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>311</td>\n",
       "      <td>311.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333878</th>\n",
       "      <td>3345</td>\n",
       "      <td>[Offical] Anime, Game Discussion Thread  - Part 6</td>\n",
       "      <td>Nemesis Alien</td>\n",
       "      <td>31-12-2019, 12:21 PM</td>\n",
       "      <td>Don't forget meat girl also like him  \\nSent f...</td>\n",
       "      <td>2019-12-31 12:21:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>110</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404970</th>\n",
       "      <td>822</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>kcarrey</td>\n",
       "      <td>31-12-2019, 12:25 PM</td>\n",
       "      <td>nono , just post your 3001st on 1st jan!!!!   ...</td>\n",
       "      <td>2019-12-31 12:25:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244352</th>\n",
       "      <td>5527</td>\n",
       "      <td>Xiaomi vacuum robot users lip lai please</td>\n",
       "      <td>Spheredome</td>\n",
       "      <td>31-12-2019, 12:27 AM</td>\n",
       "      <td>Try STYJ02YM. I also not sure, I only read it ...</td>\n",
       "      <td>2019-12-31 00:27:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>209</td>\n",
       "      <td>209.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157964</th>\n",
       "      <td>6444</td>\n",
       "      <td>Many Carousell users just have damn low EQ</td>\n",
       "      <td>brownkai</td>\n",
       "      <td>31-12-2019, 12:28 PM</td>\n",
       "      <td>Dealing with a young teen before ... Bought a ...</td>\n",
       "      <td>2019-12-31 12:28:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>234</td>\n",
       "      <td>234.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44527</th>\n",
       "      <td>2145</td>\n",
       "      <td>Any Netflix shows to recommend me? - Part 2</td>\n",
       "      <td>FlameEvil</td>\n",
       "      <td>31-12-2019, 12:28 PM</td>\n",
       "      <td>31st liao where is yanxi 2?</td>\n",
       "      <td>2019-12-31 12:28:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>27</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59939</th>\n",
       "      <td>6492</td>\n",
       "      <td>Buddhist Verses &amp; Silent Readings For Reflecti...</td>\n",
       "      <td>desmorado</td>\n",
       "      <td>31-12-2019, 12:30 PM</td>\n",
       "      <td>My house is those standard 4 room flat that al...</td>\n",
       "      <td>2019-12-31 12:30:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>264</td>\n",
       "      <td>264.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157965</th>\n",
       "      <td>6445</td>\n",
       "      <td>Many Carousell users just have damn low EQ</td>\n",
       "      <td>brownkai</td>\n",
       "      <td>31-12-2019, 12:30 PM</td>\n",
       "      <td>I even see ppl selling ntuc voucher value 100 ...</td>\n",
       "      <td>2019-12-31 12:30:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>112</td>\n",
       "      <td>112.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44528</th>\n",
       "      <td>2146</td>\n",
       "      <td>Any Netflix shows to recommend me? - Part 2</td>\n",
       "      <td>ParkJinYoung</td>\n",
       "      <td>31-12-2019, 12:30 PM</td>\n",
       "      <td>Should be 4pm</td>\n",
       "      <td>2019-12-31 12:30:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378509</th>\n",
       "      <td>7505</td>\n",
       "      <td>[] How many will protest on Sunday? [Live Stre...</td>\n",
       "      <td>starship888</td>\n",
       "      <td>31-12-2019, 12:32 AM</td>\n",
       "      <td>Waiting for China to build a new Great Wall ar...</td>\n",
       "      <td>2019-12-31 00:32:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44529</th>\n",
       "      <td>2147</td>\n",
       "      <td>Any Netflix shows to recommend me? - Part 2</td>\n",
       "      <td>flowerpalms</td>\n",
       "      <td>31-12-2019, 12:32 PM</td>\n",
       "      <td>Wait lah why so ganjiong? Go watch other show ...</td>\n",
       "      <td>2019-12-31 12:32:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>51</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333879</th>\n",
       "      <td>3346</td>\n",
       "      <td>[Offical] Anime, Game Discussion Thread  - Part 6</td>\n",
       "      <td>kennerv</td>\n",
       "      <td>31-12-2019, 12:33 PM</td>\n",
       "      <td>Typical harem settings.</td>\n",
       "      <td>2019-12-31 12:33:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>23</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378510</th>\n",
       "      <td>7529</td>\n",
       "      <td>[] How many will protest on Sunday? [Live Stre...</td>\n",
       "      <td>yenorc</td>\n",
       "      <td>31-12-2019, 12:33 PM</td>\n",
       "      <td>Hong Kong policeman works off-duty as protest ...</td>\n",
       "      <td>2019-12-31 12:33:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>51</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67066</th>\n",
       "      <td>14</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>stillgottheblues</td>\n",
       "      <td>31-12-2019, 12:34 PM</td>\n",
       "      <td>Van Rysel one is quite good, the latest with u...</td>\n",
       "      <td>2019-12-31 12:34:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>87</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67067</th>\n",
       "      <td>15</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>stillgottheblues</td>\n",
       "      <td>31-12-2019, 12:37 PM</td>\n",
       "      <td>Got helmet, and lights lah, only don't like sh...</td>\n",
       "      <td>2019-12-31 12:37:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>56</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67068</th>\n",
       "      <td>16</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>Firefly01</td>\n",
       "      <td>31-12-2019, 12:40 PM</td>\n",
       "      <td>Moi ish bbfa dun dare wear jersey</td>\n",
       "      <td>2019-12-31 12:40:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333880</th>\n",
       "      <td>3347</td>\n",
       "      <td>[Offical] Anime, Game Discussion Thread  - Part 6</td>\n",
       "      <td>Nemesis Alien</td>\n",
       "      <td>31-12-2019, 12:41 PM</td>\n",
       "      <td>The laksa like him or not ar? I can't remember...</td>\n",
       "      <td>2019-12-31 12:41:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>133</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67069</th>\n",
       "      <td>17</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>stillgottheblues</td>\n",
       "      <td>31-12-2019, 12:43 PM</td>\n",
       "      <td>I am ony 65kg leh, I run 10km and ride 30km or...</td>\n",
       "      <td>2019-12-31 12:43:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>199</td>\n",
       "      <td>199.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157966</th>\n",
       "      <td>6446</td>\n",
       "      <td>Many Carousell users just have damn low EQ</td>\n",
       "      <td>luei74</td>\n",
       "      <td>31-12-2019, 12:44 PM</td>\n",
       "      <td>Immediately BLOCK AND BAN Bro, encountering su...</td>\n",
       "      <td>2019-12-31 12:44:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>70</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333881</th>\n",
       "      <td>3348</td>\n",
       "      <td>[Offical] Anime, Game Discussion Thread  - Part 6</td>\n",
       "      <td>Mach8Fapper</td>\n",
       "      <td>31-12-2019, 12:44 PM</td>\n",
       "      <td>oh wow these look like... \"toys\"..</td>\n",
       "      <td>2019-12-31 12:44:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>34</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67070</th>\n",
       "      <td>18</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>Firefly01</td>\n",
       "      <td>31-12-2019, 12:45 PM</td>\n",
       "      <td>My weight is yours +30 T_T</td>\n",
       "      <td>2019-12-31 12:45:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>26</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113820</th>\n",
       "      <td>3369</td>\n",
       "      <td>Hapie Daze In BKK - Part 2</td>\n",
       "      <td>Evil_Boss</td>\n",
       "      <td>31-12-2019, 12:45 PM</td>\n",
       "      <td>book VIP lor, got VIP toilet no such problem \\...</td>\n",
       "      <td>2019-12-31 12:45:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>133</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333882</th>\n",
       "      <td>3349</td>\n",
       "      <td>[Offical] Anime, Game Discussion Thread  - Part 6</td>\n",
       "      <td>RedEyesFan</td>\n",
       "      <td>31-12-2019, 12:48 PM</td>\n",
       "      <td>Can DIY to include vibration function.</td>\n",
       "      <td>2019-12-31 12:48:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>38</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70598</th>\n",
       "      <td>6616</td>\n",
       "      <td>Daily Local YUMMMMMMMY Food In Singapore !!!!!...</td>\n",
       "      <td>ccostagmont</td>\n",
       "      <td>31-12-2019, 12:49 AM</td>\n",
       "      <td>Hi ses siol...</td>\n",
       "      <td>2019-12-31 00:49:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>14</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333883</th>\n",
       "      <td>3350</td>\n",
       "      <td>[Offical] Anime, Game Discussion Thread  - Part 6</td>\n",
       "      <td>kennerv</td>\n",
       "      <td>31-12-2019, 12:50 PM</td>\n",
       "      <td>Don't rmb the laksa girl got like him.</td>\n",
       "      <td>2019-12-31 12:50:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>38</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378511</th>\n",
       "      <td>7530</td>\n",
       "      <td>[] How many will protest on Sunday? [Live Stre...</td>\n",
       "      <td>SKenny</td>\n",
       "      <td>31-12-2019, 12:52 PM</td>\n",
       "      <td>His face is fully masked and voice digital alt...</td>\n",
       "      <td>2019-12-31 12:52:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>145</td>\n",
       "      <td>145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67071</th>\n",
       "      <td>19</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>stillgottheblues</td>\n",
       "      <td>31-12-2019, 12:55 PM</td>\n",
       "      <td>Cycling to enjoy and at least move a bit like ...</td>\n",
       "      <td>2019-12-31 12:55:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>66</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>375634 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                                       thread_title  \\\n",
       "32213         2042  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "32214         2043  Anniversary of the late Mr Ong Teng Cheong - L...   \n",
       "202231        1489  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202232        1462  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202233        1490  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202234        1491  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202235        1492  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202236        1493  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202237        1494  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202238        1495  Taiwanese models/actresses/hosts magazine pict...   \n",
       "194574         631                                   Simple Thoughts    \n",
       "202242        1463  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202243        1464  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202247        1471  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202252        1481  Taiwanese models/actresses/hosts magazine pict...   \n",
       "8555          1297  23 Year Old guy take home pay of $1600 decent ...   \n",
       "8556          1298  23 Year Old guy take home pay of $1600 decent ...   \n",
       "202256        1487  Taiwanese models/actresses/hosts magazine pict...   \n",
       "202257        1488  Taiwanese models/actresses/hosts magazine pict...   \n",
       "31873           47  Advanced Happy New Year to all and some import...   \n",
       "31874           48  Advanced Happy New Year to all and some import...   \n",
       "31875           49  Advanced Happy New Year to all and some import...   \n",
       "31876           50  Advanced Happy New Year to all and some import...   \n",
       "31877           51  Advanced Happy New Year to all and some import...   \n",
       "31878           52  Advanced Happy New Year to all and some import...   \n",
       "31879           63  Advanced Happy New Year to all and some import...   \n",
       "202258        2847  Taiwanese models/actresses/hosts magazine pict...   \n",
       "31880           53  Advanced Happy New Year to all and some import...   \n",
       "31881           54  Advanced Happy New Year to all and some import...   \n",
       "202259        2848  Taiwanese models/actresses/hosts magazine pict...   \n",
       "...            ...                                                ...   \n",
       "44526         2144        Any Netflix shows to recommend me? - Part 2   \n",
       "378507        7503  [] How many will protest on Sunday? [Live Stre...   \n",
       "378508        7504  [] How many will protest on Sunday? [Live Stre...   \n",
       "59938         6491  Buddhist Verses & Silent Readings For Reflecti...   \n",
       "333878        3345  [Offical] Anime, Game Discussion Thread  - Part 6   \n",
       "404970         822  ~* Official Barclays Premier League Betting Se...   \n",
       "244352        5527           Xiaomi vacuum robot users lip lai please   \n",
       "157964        6444         Many Carousell users just have damn low EQ   \n",
       "44527         2145        Any Netflix shows to recommend me? - Part 2   \n",
       "59939         6492  Buddhist Verses & Silent Readings For Reflecti...   \n",
       "157965        6445         Many Carousell users just have damn low EQ   \n",
       "44528         2146        Any Netflix shows to recommend me? - Part 2   \n",
       "378509        7505  [] How many will protest on Sunday? [Live Stre...   \n",
       "44529         2147        Any Netflix shows to recommend me? - Part 2   \n",
       "333879        3346  [Offical] Anime, Game Discussion Thread  - Part 6   \n",
       "378510        7529  [] How many will protest on Sunday? [Live Stre...   \n",
       "67066           14                     Cycling peeps lip lai - Part 2   \n",
       "67067           15                     Cycling peeps lip lai - Part 2   \n",
       "67068           16                     Cycling peeps lip lai - Part 2   \n",
       "333880        3347  [Offical] Anime, Game Discussion Thread  - Part 6   \n",
       "67069           17                     Cycling peeps lip lai - Part 2   \n",
       "157966        6446         Many Carousell users just have damn low EQ   \n",
       "333881        3348  [Offical] Anime, Game Discussion Thread  - Part 6   \n",
       "67070           18                     Cycling peeps lip lai - Part 2   \n",
       "113820        3369                         Hapie Daze In BKK - Part 2   \n",
       "333882        3349  [Offical] Anime, Game Discussion Thread  - Part 6   \n",
       "70598         6616  Daily Local YUMMMMMMMY Food In Singapore !!!!!...   \n",
       "333883        3350  [Offical] Anime, Game Discussion Thread  - Part 6   \n",
       "378511        7530  [] How many will protest on Sunday? [Live Stre...   \n",
       "67071           19                     Cycling peeps lip lai - Part 2   \n",
       "\n",
       "          comment_author                  date  \\\n",
       "32213           arbuthen  01-01-2011, 04:33 PM   \n",
       "32214          jltan1973  01-01-2011, 04:36 PM   \n",
       "202231           woota08  01-01-2015, 01:29 PM   \n",
       "202232           woota08  01-01-2015, 01:32 AM   \n",
       "202233            garpew  01-01-2015, 01:43 PM   \n",
       "202234           woota08  01-01-2015, 01:45 PM   \n",
       "202235            garpew  01-01-2015, 01:49 PM   \n",
       "202236            low123  01-01-2015, 01:55 PM   \n",
       "202237           beast78  01-01-2015, 02:01 PM   \n",
       "202238           woota08  01-01-2015, 02:15 PM   \n",
       "194574   fisherman mo da  01-01-2015, 06:34 AM   \n",
       "202242            garpew  01-01-2015, 09:03 AM   \n",
       "202243            garpew  01-01-2015, 11:22 AM   \n",
       "202247            garpew  01-01-2015, 11:25 AM   \n",
       "202252            garpew  01-01-2015, 11:29 AM   \n",
       "8555        ahgong_tiger  01-01-2015, 11:31 AM   \n",
       "8556               zoty.  01-01-2015, 11:33 AM   \n",
       "202256           woota08  01-01-2015, 12:44 PM   \n",
       "202257            garpew  01-01-2015, 12:54 PM   \n",
       "31873             wadsad  01-01-2016, 01:14 AM   \n",
       "31874        youcharkway  01-01-2016, 01:32 AM   \n",
       "31875        cute_togepi  01-01-2016, 01:34 AM   \n",
       "31876        cute_togepi  01-01-2016, 01:48 AM   \n",
       "31877           Perisher  01-01-2016, 01:55 AM   \n",
       "31878        cute_togepi  01-01-2016, 01:58 AM   \n",
       "31879            PAI KIA  01-01-2016, 02:16 PM   \n",
       "202258           woota08  01-01-2016, 02:17 PM   \n",
       "31880         walter2011  01-01-2016, 02:18 AM   \n",
       "31881           Perisher  01-01-2016, 02:33 AM   \n",
       "202259            garpew  01-01-2016, 02:33 PM   \n",
       "...                  ...                   ...   \n",
       "44526       ParkJinYoung  31-12-2019, 12:15 PM   \n",
       "378507            yenorc  31-12-2019, 12:16 AM   \n",
       "378508        enigmastar  31-12-2019, 12:18 AM   \n",
       "59938          desmorado  31-12-2019, 12:21 PM   \n",
       "333878     Nemesis Alien  31-12-2019, 12:21 PM   \n",
       "404970           kcarrey  31-12-2019, 12:25 PM   \n",
       "244352        Spheredome  31-12-2019, 12:27 AM   \n",
       "157964          brownkai  31-12-2019, 12:28 PM   \n",
       "44527          FlameEvil  31-12-2019, 12:28 PM   \n",
       "59939          desmorado  31-12-2019, 12:30 PM   \n",
       "157965          brownkai  31-12-2019, 12:30 PM   \n",
       "44528       ParkJinYoung  31-12-2019, 12:30 PM   \n",
       "378509       starship888  31-12-2019, 12:32 AM   \n",
       "44529        flowerpalms  31-12-2019, 12:32 PM   \n",
       "333879           kennerv  31-12-2019, 12:33 PM   \n",
       "378510            yenorc  31-12-2019, 12:33 PM   \n",
       "67066   stillgottheblues  31-12-2019, 12:34 PM   \n",
       "67067   stillgottheblues  31-12-2019, 12:37 PM   \n",
       "67068          Firefly01  31-12-2019, 12:40 PM   \n",
       "333880     Nemesis Alien  31-12-2019, 12:41 PM   \n",
       "67069   stillgottheblues  31-12-2019, 12:43 PM   \n",
       "157966            luei74  31-12-2019, 12:44 PM   \n",
       "333881       Mach8Fapper  31-12-2019, 12:44 PM   \n",
       "67070          Firefly01  31-12-2019, 12:45 PM   \n",
       "113820         Evil_Boss  31-12-2019, 12:45 PM   \n",
       "333882        RedEyesFan  31-12-2019, 12:48 PM   \n",
       "70598        ccostagmont  31-12-2019, 12:49 AM   \n",
       "333883           kennerv  31-12-2019, 12:50 PM   \n",
       "378511            SKenny  31-12-2019, 12:52 PM   \n",
       "67071   stillgottheblues  31-12-2019, 12:55 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "32213   paying respect to the deserving & well-respect... 2011-01-01 16:33:00   \n",
       "32214                                        pruss one... 2011-01-01 16:36:00   \n",
       "202231                               her fb pic nicer imo 2015-01-01 13:29:00   \n",
       "202232          garpew korkor got the rest of the months? 2015-01-01 01:32:00   \n",
       "202233            because no stupig polis and thief theme 2015-01-01 13:43:00   \n",
       "202234  the theme is stewpig la, rather they have abit... 2015-01-01 13:45:00   \n",
       "202235         promoting new show, must follow that theme 2015-01-01 13:49:00   \n",
       "202236  She cant reveal more even if she wanted to.  S... 2015-01-01 13:55:00   \n",
       "202237  Thanks garpew bro for the new year gift   Phot... 2015-01-01 14:01:00   \n",
       "202238  also no need her reveal more but the pics are ... 2015-01-01 14:15:00   \n",
       "194574                                   Read until here. 2015-01-01 06:34:00   \n",
       "202242  no have, is this page post one   https://www.f... 2015-01-01 09:03:00   \n",
       "202243                           access girl     Spoiler! 2015-01-01 11:22:00   \n",
       "202247                             cover girl    Spoiler! 2015-01-01 11:25:00   \n",
       "202252                               new face    Spoiler! 2015-01-01 11:29:00   \n",
       "8555                                         As per above 2015-01-01 11:31:00   \n",
       "8556                                        jin satki man 2015-01-01 11:33:00   \n",
       "202256                     this issue really not worth it 2015-01-01 12:44:00   \n",
       "202257  which part not worth it?    even with  also no... 2015-01-01 12:54:00   \n",
       "31873   csn kana infraction because of +1. then cannot... 2016-01-01 01:14:00   \n",
       "31874               ahhhh, i see why now he always pew -1 2016-01-01 01:32:00   \n",
       "31875   So wasted, now big boss say he wants the old +... 2016-01-01 01:34:00   \n",
       "31876   Also, what will happen to the mod who started ... 2016-01-01 01:48:00   \n",
       "31877   It's like that time during GE, many people kee... 2016-01-01 01:55:00   \n",
       "31878   What is too extreme? And what is wrong with a ... 2016-01-01 01:58:00   \n",
       "31879   WOT   but HAPPY NEW YEAR TO YOU   don't be str... 2016-01-01 14:16:00   \n",
       "202258                               fhm cover is who sia 2016-01-01 14:17:00   \n",
       "31880        so is this some stoopiak directive from SPH? 2016-01-01 02:18:00   \n",
       "31881   Note: WOT.   Aye, let me make myself clearer, ... 2016-01-01 02:33:00   \n",
       "202259                /Sandrine Pinna   taiwan mix french 2016-01-01 14:33:00   \n",
       "...                                                   ...                 ...   \n",
       "44526                                   different show la 2019-12-31 12:15:00   \n",
       "378507                             1hr documentary   2019 2019-12-31 00:16:00   \n",
       "378508                               Yup you are correct. 2019-12-31 00:18:00   \n",
       "59938   Thank you very much for the explanation. I pra... 2019-12-31 12:21:00   \n",
       "333878  Don't forget meat girl also like him  \\nSent f... 2019-12-31 12:21:00   \n",
       "404970  nono , just post your 3001st on 1st jan!!!!   ... 2019-12-31 12:25:00   \n",
       "244352  Try STYJ02YM. I also not sure, I only read it ... 2019-12-31 00:27:00   \n",
       "157964  Dealing with a young teen before ... Bought a ... 2019-12-31 12:28:00   \n",
       "44527                         31st liao where is yanxi 2? 2019-12-31 12:28:00   \n",
       "59939   My house is those standard 4 room flat that al... 2019-12-31 12:30:00   \n",
       "157965  I even see ppl selling ntuc voucher value 100 ... 2019-12-31 12:30:00   \n",
       "44528                                       Should be 4pm 2019-12-31 12:30:00   \n",
       "378509  Waiting for China to build a new Great Wall ar... 2019-12-31 00:32:00   \n",
       "44529   Wait lah why so ganjiong? Go watch other show ... 2019-12-31 12:32:00   \n",
       "333879                            Typical harem settings. 2019-12-31 12:33:00   \n",
       "378510  Hong Kong policeman works off-duty as protest ... 2019-12-31 12:33:00   \n",
       "67066   Van Rysel one is quite good, the latest with u... 2019-12-31 12:34:00   \n",
       "67067   Got helmet, and lights lah, only don't like sh... 2019-12-31 12:37:00   \n",
       "67068                   Moi ish bbfa dun dare wear jersey 2019-12-31 12:40:00   \n",
       "333880  The laksa like him or not ar? I can't remember... 2019-12-31 12:41:00   \n",
       "67069   I am ony 65kg leh, I run 10km and ride 30km or... 2019-12-31 12:43:00   \n",
       "157966  Immediately BLOCK AND BAN Bro, encountering su... 2019-12-31 12:44:00   \n",
       "333881                 oh wow these look like... \"toys\".. 2019-12-31 12:44:00   \n",
       "67070                          My weight is yours +30 T_T 2019-12-31 12:45:00   \n",
       "113820  book VIP lor, got VIP toilet no such problem \\... 2019-12-31 12:45:00   \n",
       "333882             Can DIY to include vibration function. 2019-12-31 12:48:00   \n",
       "70598                                      Hi ses siol... 2019-12-31 00:49:00   \n",
       "333883             Don't rmb the laksa girl got like him. 2019-12-31 12:50:00   \n",
       "378511  His face is fully masked and voice digital alt... 2019-12-31 12:52:00   \n",
       "67071   Cycling to enjoy and at least move a bit like ... 2019-12-31 12:55:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  \n",
       "32213     Thursday         98             98.0  \n",
       "32214     Thursday         12             12.0  \n",
       "202231      Monday         20             20.0  \n",
       "202232      Monday         41             41.0  \n",
       "202233      Monday         39             39.0  \n",
       "202234      Monday         67             67.0  \n",
       "202235      Monday         42             42.0  \n",
       "202236      Monday        247            247.0  \n",
       "202237     Tuesday        204            204.0  \n",
       "202238     Tuesday        105            105.0  \n",
       "194574      Friday         16             16.0  \n",
       "202242     Tuesday         74             74.0  \n",
       "202243     Tuesday         24             24.0  \n",
       "202247     Tuesday         22             22.0  \n",
       "202252     Tuesday         20             20.0  \n",
       "8555        Monday         12             12.0  \n",
       "8556        Monday         13             13.0  \n",
       "202256     Tuesday         30             30.0  \n",
       "202257     Tuesday         57             57.0  \n",
       "31873       Sunday         61             61.0  \n",
       "31874       Sunday         37             37.0  \n",
       "31875       Sunday         91             91.0  \n",
       "31876       Sunday        281            281.0  \n",
       "31877       Sunday        103            103.0  \n",
       "31878       Sunday        184            184.0  \n",
       "31879       Sunday        140            140.0  \n",
       "202258     Tuesday         20             20.0  \n",
       "31880       Sunday         44             44.0  \n",
       "31881       Sunday       2369           2369.0  \n",
       "202259     Tuesday         35             35.0  \n",
       "...            ...        ...              ...  \n",
       "44526       Friday         17             17.0  \n",
       "378507     Tuesday         22             22.0  \n",
       "378508     Tuesday         20             20.0  \n",
       "59938      Tuesday        311            311.0  \n",
       "333878   Wednesday        110            110.0  \n",
       "404970         NaN        109            109.0  \n",
       "244352    Saturday        209            209.0  \n",
       "157964      Friday        234            234.0  \n",
       "44527       Friday         27             27.0  \n",
       "59939      Tuesday        264            264.0  \n",
       "157965      Friday        112            112.0  \n",
       "44528     Saturday         13             13.0  \n",
       "378509     Tuesday         67             67.0  \n",
       "44529     Saturday         51             51.0  \n",
       "333879   Wednesday         23             23.0  \n",
       "378510     Tuesday         51             51.0  \n",
       "67066    Wednesday         87             87.0  \n",
       "67067    Wednesday         56             56.0  \n",
       "67068    Wednesday         33             33.0  \n",
       "333880   Wednesday        133            133.0  \n",
       "67069    Wednesday        199            199.0  \n",
       "157966      Friday         70             70.0  \n",
       "333881   Wednesday         34             34.0  \n",
       "67070    Wednesday         26             26.0  \n",
       "113820      Friday        133            133.0  \n",
       "333882   Wednesday         38             38.0  \n",
       "70598       Monday         14             14.0  \n",
       "333883   Wednesday         38             38.0  \n",
       "378511     Tuesday        145            145.0  \n",
       "67071     Saturday         66             66.0  \n",
       "\n",
       "[375634 rows x 9 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted_df.sort_values(by='date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "x = datetime.datetime.combine(datetime.date(2008, 6, 23), \n",
    "                          datetime.time(11, 50))\n",
    "# eda_sorted_df['time since'] = (eda_sorted_df['date'] - x).astype(dt.timedelta).map(lambda x: np.nan if pd.isnull(x) else x.days)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-08-12 15:12:18.461749\n"
     ]
    }
   ],
   "source": [
    "import datetime \n",
    "datetime_object = datetime.datetime.now()\n",
    "print(datetime_object)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Post activity of top commentors over the week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DOMHO7          8296\n",
       "kaypohchee      5297\n",
       "desiresale      4773\n",
       "mrclubbie       4491\n",
       "KnightDroid     4108\n",
       "WussRedXLi      3863\n",
       "quirkyhill      3822\n",
       "Eternal-fire    3817\n",
       "xowithmilk      3058\n",
       "lemondrink      2916\n",
       "Name: comment_author, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_commentors = eda_sorted_df['comment_author'].value_counts().nlargest(10)\n",
    "top_commentors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 10 most frequent EDMW posters for the first 150 threads')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "top_commentors.plot(kind='bar', x='main_category', y='n', ax=ax, color='skyblue')\n",
    "# Add the ylabel using ax.set_ylabel()\n",
    "ax.set_ylabel(\"Comment count\")\n",
    "ax.set_title(\"Top 10 most frequent EDMW posters for the first 150 threads\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>lenstring</th>\n",
       "      <th>comment_boolean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>66883</th>\n",
       "      <td>235</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>09-01-2020, 05:56 PM</td>\n",
       "      <td>Wa crocs &amp; water snakes ah. Danger ah.</td>\n",
       "      <td>2020-01-09 17:56:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>38</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66885</th>\n",
       "      <td>237</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>09-01-2020, 07:47 PM</td>\n",
       "      <td>Big snakes if u can catch later make tonic sou...</td>\n",
       "      <td>2020-01-09 19:47:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66890</th>\n",
       "      <td>239</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>09-01-2020, 08:35 PM</td>\n",
       "      <td>Cook in soup shiok</td>\n",
       "      <td>2020-01-09 20:35:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66932</th>\n",
       "      <td>265</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>11-01-2020, 04:09 PM</td>\n",
       "      <td>Anyone here training for 2020 Taiwan KOM</td>\n",
       "      <td>2020-01-11 16:09:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66937</th>\n",
       "      <td>269</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>11-01-2020, 08:43 PM</td>\n",
       "      <td>Taiwan round island song ah</td>\n",
       "      <td>2020-01-11 20:43:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>27</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67053</th>\n",
       "      <td>3</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-12-2019, 10:53 AM</td>\n",
       "      <td>Welcome the Yr 2020 with a new part</td>\n",
       "      <td>2019-12-31 10:53:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>35</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67058</th>\n",
       "      <td>8</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-12-2019, 11:00 AM</td>\n",
       "      <td>Ok noted. Tks</td>\n",
       "      <td>2019-12-31 11:00:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71731</th>\n",
       "      <td>3124</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 01:13 AM</td>\n",
       "      <td>Hi am new here. Pardon me. How to read the min...</td>\n",
       "      <td>2020-05-02 01:13:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>54</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139488</th>\n",
       "      <td>5193</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:25 PM</td>\n",
       "      <td>Grizz u whack hard boil eggs song</td>\n",
       "      <td>2020-05-01 13:25:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139498</th>\n",
       "      <td>5203</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:52 PM</td>\n",
       "      <td>I nong time didn't take exams think sure damn ...</td>\n",
       "      <td>2020-05-01 13:52:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>51</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139499</th>\n",
       "      <td>5204</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:53 PM</td>\n",
       "      <td>I also hoot ntuc until song ah</td>\n",
       "      <td>2020-05-01 13:53:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139501</th>\n",
       "      <td>5206</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:57 PM</td>\n",
       "      <td>Muthu now stay another place ah. I can't meet ...</td>\n",
       "      <td>2020-05-01 13:57:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>102</td>\n",
       "      <td>102.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139504</th>\n",
       "      <td>5209</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:00 PM</td>\n",
       "      <td>I no boss I also cho sai kang ah   Lai come ea...</td>\n",
       "      <td>2020-05-01 14:00:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>73</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139508</th>\n",
       "      <td>5213</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:04 PM</td>\n",
       "      <td>Msia open Mon but cross borders still shut ah</td>\n",
       "      <td>2020-05-01 14:04:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>45</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139515</th>\n",
       "      <td>5220</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:08 PM</td>\n",
       "      <td>They should open up malls. Many sporeans will ...</td>\n",
       "      <td>2020-05-01 14:08:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139517</th>\n",
       "      <td>5222</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:12 PM</td>\n",
       "      <td>Their 4d &amp; toto booths should open many need m...</td>\n",
       "      <td>2020-05-01 14:12:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>53</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139532</th>\n",
       "      <td>5237</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 05:39 PM</td>\n",
       "      <td>Grizz the red rope looks not too bad. Maybe if...</td>\n",
       "      <td>2020-05-01 17:39:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139543</th>\n",
       "      <td>5144</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 08:01 AM</td>\n",
       "      <td>Chin kin 1st May labor day ah. Chin song ah</td>\n",
       "      <td>2020-05-01 08:01:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>43</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139545</th>\n",
       "      <td>5146</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 08:15 AM</td>\n",
       "      <td>Morn whywhy today jiak simi brekkie ah song ah</td>\n",
       "      <td>2020-05-01 08:15:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>46</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139548</th>\n",
       "      <td>5243</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 08:27 PM</td>\n",
       "      <td>Pai sei are they mediacorp ppl</td>\n",
       "      <td>2020-05-01 20:27:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139626</th>\n",
       "      <td>5305</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 06:26 PM</td>\n",
       "      <td>Lai come jiak lulians.</td>\n",
       "      <td>2020-05-02 18:26:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>22</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139644</th>\n",
       "      <td>5256</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 08:52 AM</td>\n",
       "      <td>Morn Slp Wa nong time didn't come in ah</td>\n",
       "      <td>2020-05-02 08:52:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>39</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139645</th>\n",
       "      <td>5257</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 08:52 AM</td>\n",
       "      <td>Morn grizz today jiak simi brekkie ah</td>\n",
       "      <td>2020-05-02 08:52:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>37</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139649</th>\n",
       "      <td>5322</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 09:27 PM</td>\n",
       "      <td>I wouldn't try some more. Std is just not ther...</td>\n",
       "      <td>2020-05-02 21:27:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>137</td>\n",
       "      <td>137.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139660</th>\n",
       "      <td>5259</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:12 AM</td>\n",
       "      <td>Ok jiak brekkie buay ah</td>\n",
       "      <td>2020-05-02 10:12:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>23</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139662</th>\n",
       "      <td>5261</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:26 AM</td>\n",
       "      <td>Wu min song bo.</td>\n",
       "      <td>2020-05-02 10:26:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139664</th>\n",
       "      <td>5263</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:43 AM</td>\n",
       "      <td>I miss the takaoyaki balls ah.</td>\n",
       "      <td>2020-05-02 10:43:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139665</th>\n",
       "      <td>5264</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:45 AM</td>\n",
       "      <td>Who Posted?  Total Posts: 5,265  Username Post...</td>\n",
       "      <td>2020-05-02 10:45:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139679</th>\n",
       "      <td>5274</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 12:31 PM</td>\n",
       "      <td>COVID-19: TCM practitioners will be allowed to...</td>\n",
       "      <td>2020-05-02 12:31:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>235</td>\n",
       "      <td>235.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139704</th>\n",
       "      <td>5408</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>03-05-2020, 06:02 PM</td>\n",
       "      <td>Lai wun min tolok wu Zhut Zhut song type</td>\n",
       "      <td>2020-05-03 18:02:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389220</th>\n",
       "      <td>3272</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 04:08 PM</td>\n",
       "      <td>ah gui chin popular Kena stalk</td>\n",
       "      <td>2020-05-30 16:08:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389222</th>\n",
       "      <td>3274</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 04:23 PM</td>\n",
       "      <td>later pm u for add</td>\n",
       "      <td>2020-05-30 16:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389223</th>\n",
       "      <td>3260</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 09:06 AM</td>\n",
       "      <td>Lai pang sai liao.</td>\n",
       "      <td>2020-05-30 09:06:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389225</th>\n",
       "      <td>3262</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 09:44 AM</td>\n",
       "      <td>Drink more water.</td>\n",
       "      <td>2020-05-30 09:44:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>17</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389227</th>\n",
       "      <td>3264</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 10:00 AM</td>\n",
       "      <td>OK pls rpt after pang sai</td>\n",
       "      <td>2020-05-30 10:00:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389229</th>\n",
       "      <td>3266</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 10:41 AM</td>\n",
       "      <td>Well done. Those haven pang can come in rpt la...</td>\n",
       "      <td>2020-05-30 10:41:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>59</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389230</th>\n",
       "      <td>3267</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 10:43 AM</td>\n",
       "      <td>care to share todays shiokness for the benefit...</td>\n",
       "      <td>2020-05-30 10:43:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>63</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389231</th>\n",
       "      <td>3275</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 11:21 PM</td>\n",
       "      <td>Lai midnight pang sai bo ah.</td>\n",
       "      <td>2020-05-30 23:21:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>28</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389233</th>\n",
       "      <td>3277</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 11:41 PM</td>\n",
       "      <td>Toilet bowl need to clean clean tomo I ask hel...</td>\n",
       "      <td>2020-05-30 23:41:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389234</th>\n",
       "      <td>3259</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 12:01 AM</td>\n",
       "      <td>Midnight pang sai anyone</td>\n",
       "      <td>2020-05-30 00:01:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>24</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389235</th>\n",
       "      <td>972</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 01:25 PM</td>\n",
       "      <td>Lai paging pippen tee tolok ah song ah</td>\n",
       "      <td>2020-01-31 13:25:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>38</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389237</th>\n",
       "      <td>974</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 04:13 PM</td>\n",
       "      <td>U Kena stomach flu. Too much cny goodies ah. T...</td>\n",
       "      <td>2020-01-31 16:13:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>69</td>\n",
       "      <td>69.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389240</th>\n",
       "      <td>971</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 10:43 AM</td>\n",
       "      <td>Lai all. Pang sai buay ah</td>\n",
       "      <td>2020-01-31 10:43:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389241</th>\n",
       "      <td>975</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 11:44 PM</td>\n",
       "      <td>Pruss huan to pang sai ah</td>\n",
       "      <td>2020-01-31 23:44:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389242</th>\n",
       "      <td>2136</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 04:23 PM</td>\n",
       "      <td>Lai noon pang sai song ah</td>\n",
       "      <td>2020-03-31 16:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389243</th>\n",
       "      <td>2137</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 06:38 PM</td>\n",
       "      <td>Pippen didn't come in pang sai ah</td>\n",
       "      <td>2020-03-31 18:38:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389245</th>\n",
       "      <td>2139</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 07:19 PM</td>\n",
       "      <td>He in lim chu kang or Buangkok green</td>\n",
       "      <td>2020-03-31 19:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>36</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389246</th>\n",
       "      <td>2127</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 07:33 AM</td>\n",
       "      <td>Morn all. Just pang sai ah song ah</td>\n",
       "      <td>2020-03-31 07:33:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>34</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389248</th>\n",
       "      <td>2129</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 08:39 AM</td>\n",
       "      <td>Yes must talk talk</td>\n",
       "      <td>2020-03-31 08:39:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389255</th>\n",
       "      <td>2141</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 10:03 PM</td>\n",
       "      <td>Hoot pippen Pigu</td>\n",
       "      <td>2020-03-31 22:03:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389260</th>\n",
       "      <td>3285</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 04:57 PM</td>\n",
       "      <td>Clean clean ah song ah.</td>\n",
       "      <td>2020-05-31 16:57:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>23</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389262</th>\n",
       "      <td>3278</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 08:46 AM</td>\n",
       "      <td>Lai all ki lai pang sai ah</td>\n",
       "      <td>2020-05-31 08:46:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>26</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389263</th>\n",
       "      <td>3287</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 09:50 PM</td>\n",
       "      <td>Lai midnight pang sai wu bo</td>\n",
       "      <td>2020-05-31 21:50:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>27</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389265</th>\n",
       "      <td>3280</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 10:04 AM</td>\n",
       "      <td>Paging kleong need help ah. Clean clean song</td>\n",
       "      <td>2020-05-31 10:04:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>44</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389268</th>\n",
       "      <td>3283</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 11:20 AM</td>\n",
       "      <td>chin shiok feeling.</td>\n",
       "      <td>2020-05-31 11:20:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>19</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389272</th>\n",
       "      <td>3478</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 05:12 PM</td>\n",
       "      <td>Lai evening pang sai bo ah</td>\n",
       "      <td>2020-06-18 17:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>26</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389274</th>\n",
       "      <td>3473</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 08:47 AM</td>\n",
       "      <td>Lai this time morn woke up less than 5mins pan...</td>\n",
       "      <td>2020-06-18 08:47:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>68</td>\n",
       "      <td>68.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389277</th>\n",
       "      <td>3479</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 10:47 PM</td>\n",
       "      <td>Lai pang sai buay ah</td>\n",
       "      <td>2020-06-18 22:47:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389278</th>\n",
       "      <td>3471</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 12:34 AM</td>\n",
       "      <td>Lai morn pang sai ah</td>\n",
       "      <td>2020-06-18 00:34:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398157</th>\n",
       "      <td>8163</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>08-03-2020, 08:01 PM</td>\n",
       "      <td>Hi bros any tips for Chelsea Everton match.</td>\n",
       "      <td>2020-03-08 20:01:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8296 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                                       thread_title  \\\n",
       "66883          235                     Cycling peeps lip lai - Part 2   \n",
       "66885          237                     Cycling peeps lip lai - Part 2   \n",
       "66890          239                     Cycling peeps lip lai - Part 2   \n",
       "66932          265                     Cycling peeps lip lai - Part 2   \n",
       "66937          269                     Cycling peeps lip lai - Part 2   \n",
       "67053            3                     Cycling peeps lip lai - Part 2   \n",
       "67058            8                     Cycling peeps lip lai - Part 2   \n",
       "71731         3124  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "139488        5193  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139498        5203  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139499        5204  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139501        5206  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139504        5209  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139508        5213  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139515        5220  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139517        5222  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139532        5237  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139543        5144  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139545        5146  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139548        5243  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139626        5305  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139644        5256  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139645        5257  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139649        5322  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139660        5259  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139662        5261  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139664        5263  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139665        5264  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139679        5274  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139704        5408  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "...            ...                                                ...   \n",
       "389220        3272                 just now my toilet bowl talk to me   \n",
       "389222        3274                 just now my toilet bowl talk to me   \n",
       "389223        3260                 just now my toilet bowl talk to me   \n",
       "389225        3262                 just now my toilet bowl talk to me   \n",
       "389227        3264                 just now my toilet bowl talk to me   \n",
       "389229        3266                 just now my toilet bowl talk to me   \n",
       "389230        3267                 just now my toilet bowl talk to me   \n",
       "389231        3275                 just now my toilet bowl talk to me   \n",
       "389233        3277                 just now my toilet bowl talk to me   \n",
       "389234        3259                 just now my toilet bowl talk to me   \n",
       "389235         972                 just now my toilet bowl talk to me   \n",
       "389237         974                 just now my toilet bowl talk to me   \n",
       "389240         971                 just now my toilet bowl talk to me   \n",
       "389241         975                 just now my toilet bowl talk to me   \n",
       "389242        2136                 just now my toilet bowl talk to me   \n",
       "389243        2137                 just now my toilet bowl talk to me   \n",
       "389245        2139                 just now my toilet bowl talk to me   \n",
       "389246        2127                 just now my toilet bowl talk to me   \n",
       "389248        2129                 just now my toilet bowl talk to me   \n",
       "389255        2141                 just now my toilet bowl talk to me   \n",
       "389260        3285                 just now my toilet bowl talk to me   \n",
       "389262        3278                 just now my toilet bowl talk to me   \n",
       "389263        3287                 just now my toilet bowl talk to me   \n",
       "389265        3280                 just now my toilet bowl talk to me   \n",
       "389268        3283                 just now my toilet bowl talk to me   \n",
       "389272        3478                 just now my toilet bowl talk to me   \n",
       "389274        3473                 just now my toilet bowl talk to me   \n",
       "389277        3479                 just now my toilet bowl talk to me   \n",
       "389278        3471                 just now my toilet bowl talk to me   \n",
       "398157        8163  ~* Official Barclays Premier League Betting Se...   \n",
       "\n",
       "       comment_author                  date  \\\n",
       "66883          DOMHO7  09-01-2020, 05:56 PM   \n",
       "66885          DOMHO7  09-01-2020, 07:47 PM   \n",
       "66890          DOMHO7  09-01-2020, 08:35 PM   \n",
       "66932          DOMHO7  11-01-2020, 04:09 PM   \n",
       "66937          DOMHO7  11-01-2020, 08:43 PM   \n",
       "67053          DOMHO7  31-12-2019, 10:53 AM   \n",
       "67058          DOMHO7  31-12-2019, 11:00 AM   \n",
       "71731          DOMHO7  02-05-2020, 01:13 AM   \n",
       "139488         DOMHO7  01-05-2020, 01:25 PM   \n",
       "139498         DOMHO7  01-05-2020, 01:52 PM   \n",
       "139499         DOMHO7  01-05-2020, 01:53 PM   \n",
       "139501         DOMHO7  01-05-2020, 01:57 PM   \n",
       "139504         DOMHO7  01-05-2020, 02:00 PM   \n",
       "139508         DOMHO7  01-05-2020, 02:04 PM   \n",
       "139515         DOMHO7  01-05-2020, 02:08 PM   \n",
       "139517         DOMHO7  01-05-2020, 02:12 PM   \n",
       "139532         DOMHO7  01-05-2020, 05:39 PM   \n",
       "139543         DOMHO7  01-05-2020, 08:01 AM   \n",
       "139545         DOMHO7  01-05-2020, 08:15 AM   \n",
       "139548         DOMHO7  01-05-2020, 08:27 PM   \n",
       "139626         DOMHO7  02-05-2020, 06:26 PM   \n",
       "139644         DOMHO7  02-05-2020, 08:52 AM   \n",
       "139645         DOMHO7  02-05-2020, 08:52 AM   \n",
       "139649         DOMHO7  02-05-2020, 09:27 PM   \n",
       "139660         DOMHO7  02-05-2020, 10:12 AM   \n",
       "139662         DOMHO7  02-05-2020, 10:26 AM   \n",
       "139664         DOMHO7  02-05-2020, 10:43 AM   \n",
       "139665         DOMHO7  02-05-2020, 10:45 AM   \n",
       "139679         DOMHO7  02-05-2020, 12:31 PM   \n",
       "139704         DOMHO7  03-05-2020, 06:02 PM   \n",
       "...               ...                   ...   \n",
       "389220         DOMHO7  30-05-2020, 04:08 PM   \n",
       "389222         DOMHO7  30-05-2020, 04:23 PM   \n",
       "389223         DOMHO7  30-05-2020, 09:06 AM   \n",
       "389225         DOMHO7  30-05-2020, 09:44 AM   \n",
       "389227         DOMHO7  30-05-2020, 10:00 AM   \n",
       "389229         DOMHO7  30-05-2020, 10:41 AM   \n",
       "389230         DOMHO7  30-05-2020, 10:43 AM   \n",
       "389231         DOMHO7  30-05-2020, 11:21 PM   \n",
       "389233         DOMHO7  30-05-2020, 11:41 PM   \n",
       "389234         DOMHO7  30-05-2020, 12:01 AM   \n",
       "389235         DOMHO7  31-01-2020, 01:25 PM   \n",
       "389237         DOMHO7  31-01-2020, 04:13 PM   \n",
       "389240         DOMHO7  31-01-2020, 10:43 AM   \n",
       "389241         DOMHO7  31-01-2020, 11:44 PM   \n",
       "389242         DOMHO7  31-03-2020, 04:23 PM   \n",
       "389243         DOMHO7  31-03-2020, 06:38 PM   \n",
       "389245         DOMHO7  31-03-2020, 07:19 PM   \n",
       "389246         DOMHO7  31-03-2020, 07:33 AM   \n",
       "389248         DOMHO7  31-03-2020, 08:39 AM   \n",
       "389255         DOMHO7  31-03-2020, 10:03 PM   \n",
       "389260         DOMHO7  31-05-2020, 04:57 PM   \n",
       "389262         DOMHO7  31-05-2020, 08:46 AM   \n",
       "389263         DOMHO7  31-05-2020, 09:50 PM   \n",
       "389265         DOMHO7  31-05-2020, 10:04 AM   \n",
       "389268         DOMHO7  31-05-2020, 11:20 AM   \n",
       "389272         DOMHO7  18-06-2020, 05:12 PM   \n",
       "389274         DOMHO7  18-06-2020, 08:47 AM   \n",
       "389277         DOMHO7  18-06-2020, 10:47 PM   \n",
       "389278         DOMHO7  18-06-2020, 12:34 AM   \n",
       "398157         DOMHO7  08-03-2020, 08:01 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "66883              Wa crocs & water snakes ah. Danger ah. 2020-01-09 17:56:00   \n",
       "66885   Big snakes if u can catch later make tonic sou... 2020-01-09 19:47:00   \n",
       "66890                                  Cook in soup shiok 2020-01-09 20:35:00   \n",
       "66932            Anyone here training for 2020 Taiwan KOM 2020-01-11 16:09:00   \n",
       "66937                         Taiwan round island song ah 2020-01-11 20:43:00   \n",
       "67053                 Welcome the Yr 2020 with a new part 2019-12-31 10:53:00   \n",
       "67058                                       Ok noted. Tks 2019-12-31 11:00:00   \n",
       "71731   Hi am new here. Pardon me. How to read the min... 2020-05-02 01:13:00   \n",
       "139488                  Grizz u whack hard boil eggs song 2020-05-01 13:25:00   \n",
       "139498  I nong time didn't take exams think sure damn ... 2020-05-01 13:52:00   \n",
       "139499                     I also hoot ntuc until song ah 2020-05-01 13:53:00   \n",
       "139501  Muthu now stay another place ah. I can't meet ... 2020-05-01 13:57:00   \n",
       "139504  I no boss I also cho sai kang ah   Lai come ea... 2020-05-01 14:00:00   \n",
       "139508      Msia open Mon but cross borders still shut ah 2020-05-01 14:04:00   \n",
       "139515  They should open up malls. Many sporeans will ... 2020-05-01 14:08:00   \n",
       "139517  Their 4d & toto booths should open many need m... 2020-05-01 14:12:00   \n",
       "139532  Grizz the red rope looks not too bad. Maybe if... 2020-05-01 17:39:00   \n",
       "139543        Chin kin 1st May labor day ah. Chin song ah 2020-05-01 08:01:00   \n",
       "139545     Morn whywhy today jiak simi brekkie ah song ah 2020-05-01 08:15:00   \n",
       "139548                     Pai sei are they mediacorp ppl 2020-05-01 20:27:00   \n",
       "139626                             Lai come jiak lulians. 2020-05-02 18:26:00   \n",
       "139644            Morn Slp Wa nong time didn't come in ah 2020-05-02 08:52:00   \n",
       "139645              Morn grizz today jiak simi brekkie ah 2020-05-02 08:52:00   \n",
       "139649  I wouldn't try some more. Std is just not ther... 2020-05-02 21:27:00   \n",
       "139660                            Ok jiak brekkie buay ah 2020-05-02 10:12:00   \n",
       "139662                                    Wu min song bo. 2020-05-02 10:26:00   \n",
       "139664                     I miss the takaoyaki balls ah. 2020-05-02 10:43:00   \n",
       "139665  Who Posted?  Total Posts: 5,265  Username Post... 2020-05-02 10:45:00   \n",
       "139679  COVID-19: TCM practitioners will be allowed to... 2020-05-02 12:31:00   \n",
       "139704           Lai wun min tolok wu Zhut Zhut song type 2020-05-03 18:02:00   \n",
       "...                                                   ...                 ...   \n",
       "389220                     ah gui chin popular Kena stalk 2020-05-30 16:08:00   \n",
       "389222                                 later pm u for add 2020-05-30 16:23:00   \n",
       "389223                                 Lai pang sai liao. 2020-05-30 09:06:00   \n",
       "389225                                  Drink more water. 2020-05-30 09:44:00   \n",
       "389227                          OK pls rpt after pang sai 2020-05-30 10:00:00   \n",
       "389229  Well done. Those haven pang can come in rpt la... 2020-05-30 10:41:00   \n",
       "389230  care to share todays shiokness for the benefit... 2020-05-30 10:43:00   \n",
       "389231                       Lai midnight pang sai bo ah. 2020-05-30 23:21:00   \n",
       "389233  Toilet bowl need to clean clean tomo I ask hel... 2020-05-30 23:41:00   \n",
       "389234                           Midnight pang sai anyone 2020-05-30 00:01:00   \n",
       "389235             Lai paging pippen tee tolok ah song ah 2020-01-31 13:25:00   \n",
       "389237  U Kena stomach flu. Too much cny goodies ah. T... 2020-01-31 16:13:00   \n",
       "389240                          Lai all. Pang sai buay ah 2020-01-31 10:43:00   \n",
       "389241                          Pruss huan to pang sai ah 2020-01-31 23:44:00   \n",
       "389242                          Lai noon pang sai song ah 2020-03-31 16:23:00   \n",
       "389243                  Pippen didn't come in pang sai ah 2020-03-31 18:38:00   \n",
       "389245               He in lim chu kang or Buangkok green 2020-03-31 19:19:00   \n",
       "389246                 Morn all. Just pang sai ah song ah 2020-03-31 07:33:00   \n",
       "389248                                 Yes must talk talk 2020-03-31 08:39:00   \n",
       "389255                                   Hoot pippen Pigu 2020-03-31 22:03:00   \n",
       "389260                            Clean clean ah song ah. 2020-05-31 16:57:00   \n",
       "389262                         Lai all ki lai pang sai ah 2020-05-31 08:46:00   \n",
       "389263                        Lai midnight pang sai wu bo 2020-05-31 21:50:00   \n",
       "389265       Paging kleong need help ah. Clean clean song 2020-05-31 10:04:00   \n",
       "389268                                chin shiok feeling. 2020-05-31 11:20:00   \n",
       "389272                         Lai evening pang sai bo ah 2020-06-18 17:12:00   \n",
       "389274  Lai this time morn woke up less than 5mins pan... 2020-06-18 08:47:00   \n",
       "389277                               Lai pang sai buay ah 2020-06-18 22:47:00   \n",
       "389278                               Lai morn pang sai ah 2020-06-18 00:34:00   \n",
       "398157        Hi bros any tips for Chelsea Everton match. 2020-03-08 20:01:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  \n",
       "66883    Wednesday         38             38.0  \n",
       "66885    Wednesday         61             61.0  \n",
       "66890    Wednesday         18             18.0  \n",
       "66932    Wednesday         40             40.0  \n",
       "66937    Wednesday         27             27.0  \n",
       "67053    Wednesday         35             35.0  \n",
       "67058    Wednesday         13             13.0  \n",
       "71731       Sunday         54             54.0  \n",
       "139488      Friday         33             33.0  \n",
       "139498      Friday         51             51.0  \n",
       "139499      Friday         30             30.0  \n",
       "139501      Friday        102            102.0  \n",
       "139504      Friday         73             73.0  \n",
       "139508      Friday         45             45.0  \n",
       "139515      Friday         61             61.0  \n",
       "139517      Friday         53             53.0  \n",
       "139532      Friday         78             78.0  \n",
       "139543      Friday         43             43.0  \n",
       "139545      Friday         46             46.0  \n",
       "139548      Friday         30             30.0  \n",
       "139626    Thursday         22             22.0  \n",
       "139644    Thursday         39             39.0  \n",
       "139645    Thursday         37             37.0  \n",
       "139649    Thursday        137            137.0  \n",
       "139660    Thursday         23             23.0  \n",
       "139662    Thursday         15             15.0  \n",
       "139664    Thursday         30             30.0  \n",
       "139665    Thursday         61             61.0  \n",
       "139679    Thursday        235            235.0  \n",
       "139704    Thursday         40             40.0  \n",
       "...            ...        ...              ...  \n",
       "389220    Saturday         30             30.0  \n",
       "389222    Saturday         18             18.0  \n",
       "389223    Saturday         18             18.0  \n",
       "389225    Saturday         17             17.0  \n",
       "389227    Saturday         25             25.0  \n",
       "389229    Saturday         59             59.0  \n",
       "389230    Saturday         63             63.0  \n",
       "389231    Saturday         28             28.0  \n",
       "389233    Saturday         72             72.0  \n",
       "389234    Saturday         24             24.0  \n",
       "389235    Saturday         38             38.0  \n",
       "389237    Saturday         69             69.0  \n",
       "389240    Saturday         25             25.0  \n",
       "389241    Saturday         25             25.0  \n",
       "389242    Saturday         25             25.0  \n",
       "389243    Saturday         33             33.0  \n",
       "389245    Saturday         36             36.0  \n",
       "389246    Saturday         34             34.0  \n",
       "389248    Saturday         18             18.0  \n",
       "389255    Saturday         16             16.0  \n",
       "389260    Saturday         23             23.0  \n",
       "389262    Saturday         26             26.0  \n",
       "389263    Saturday         27             27.0  \n",
       "389265    Saturday         44             44.0  \n",
       "389268    Saturday         19             19.0  \n",
       "389272    Saturday         26             26.0  \n",
       "389274    Saturday         68             68.0  \n",
       "389277    Saturday         20             20.0  \n",
       "389278    Saturday         20             20.0  \n",
       "398157         NaN         43             43.0  \n",
       "\n",
       "[8296 rows x 9 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_comment_df = eda_sorted_df[eda_sorted_df['comment_author'] == 'DOMHO7']\n",
    "top_comment_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1bec8e89388>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(top_comment_df[\"Day of Week\"].value_counts().index, \n",
    "            top_comment_df[\"Day of Week\"].value_counts(),\n",
    "           order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday','Friday','Saturday','Sunday'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\asus\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>lenstring</th>\n",
       "      <th>comment_boolean</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>66883</th>\n",
       "      <td>235</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>09-01-2020, 05:56 PM</td>\n",
       "      <td>Wa crocs &amp; water snakes ah. Danger ah.</td>\n",
       "      <td>2020-01-09 17:56:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>38</td>\n",
       "      <td>38.0</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66885</th>\n",
       "      <td>237</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>09-01-2020, 07:47 PM</td>\n",
       "      <td>Big snakes if u can catch later make tonic sou...</td>\n",
       "      <td>2020-01-09 19:47:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66890</th>\n",
       "      <td>239</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>09-01-2020, 08:35 PM</td>\n",
       "      <td>Cook in soup shiok</td>\n",
       "      <td>2020-01-09 20:35:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66932</th>\n",
       "      <td>265</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>11-01-2020, 04:09 PM</td>\n",
       "      <td>Anyone here training for 2020 Taiwan KOM</td>\n",
       "      <td>2020-01-11 16:09:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66937</th>\n",
       "      <td>269</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>11-01-2020, 08:43 PM</td>\n",
       "      <td>Taiwan round island song ah</td>\n",
       "      <td>2020-01-11 20:43:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>27</td>\n",
       "      <td>27.0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67053</th>\n",
       "      <td>3</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-12-2019, 10:53 AM</td>\n",
       "      <td>Welcome the Yr 2020 with a new part</td>\n",
       "      <td>2019-12-31 10:53:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>35</td>\n",
       "      <td>35.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67058</th>\n",
       "      <td>8</td>\n",
       "      <td>Cycling peeps lip lai - Part 2</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-12-2019, 11:00 AM</td>\n",
       "      <td>Ok noted. Tks</td>\n",
       "      <td>2019-12-31 11:00:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71731</th>\n",
       "      <td>3124</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 01:13 AM</td>\n",
       "      <td>Hi am new here. Pardon me. How to read the min...</td>\n",
       "      <td>2020-05-02 01:13:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>54</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139488</th>\n",
       "      <td>5193</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:25 PM</td>\n",
       "      <td>Grizz u whack hard boil eggs song</td>\n",
       "      <td>2020-05-01 13:25:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139498</th>\n",
       "      <td>5203</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:52 PM</td>\n",
       "      <td>I nong time didn't take exams think sure damn ...</td>\n",
       "      <td>2020-05-01 13:52:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>51</td>\n",
       "      <td>51.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139499</th>\n",
       "      <td>5204</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:53 PM</td>\n",
       "      <td>I also hoot ntuc until song ah</td>\n",
       "      <td>2020-05-01 13:53:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139501</th>\n",
       "      <td>5206</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 01:57 PM</td>\n",
       "      <td>Muthu now stay another place ah. I can't meet ...</td>\n",
       "      <td>2020-05-01 13:57:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>102</td>\n",
       "      <td>102.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139504</th>\n",
       "      <td>5209</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:00 PM</td>\n",
       "      <td>I no boss I also cho sai kang ah   Lai come ea...</td>\n",
       "      <td>2020-05-01 14:00:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>73</td>\n",
       "      <td>73.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139508</th>\n",
       "      <td>5213</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:04 PM</td>\n",
       "      <td>Msia open Mon but cross borders still shut ah</td>\n",
       "      <td>2020-05-01 14:04:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>45</td>\n",
       "      <td>45.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139515</th>\n",
       "      <td>5220</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:08 PM</td>\n",
       "      <td>They should open up malls. Many sporeans will ...</td>\n",
       "      <td>2020-05-01 14:08:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139517</th>\n",
       "      <td>5222</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 02:12 PM</td>\n",
       "      <td>Their 4d &amp; toto booths should open many need m...</td>\n",
       "      <td>2020-05-01 14:12:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>53</td>\n",
       "      <td>53.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139532</th>\n",
       "      <td>5237</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 05:39 PM</td>\n",
       "      <td>Grizz the red rope looks not too bad. Maybe if...</td>\n",
       "      <td>2020-05-01 17:39:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>78</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139543</th>\n",
       "      <td>5144</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 08:01 AM</td>\n",
       "      <td>Chin kin 1st May labor day ah. Chin song ah</td>\n",
       "      <td>2020-05-01 08:01:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>43</td>\n",
       "      <td>43.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139545</th>\n",
       "      <td>5146</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 08:15 AM</td>\n",
       "      <td>Morn whywhy today jiak simi brekkie ah song ah</td>\n",
       "      <td>2020-05-01 08:15:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>46</td>\n",
       "      <td>46.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139548</th>\n",
       "      <td>5243</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>01-05-2020, 08:27 PM</td>\n",
       "      <td>Pai sei are they mediacorp ppl</td>\n",
       "      <td>2020-05-01 20:27:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139626</th>\n",
       "      <td>5305</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 06:26 PM</td>\n",
       "      <td>Lai come jiak lulians.</td>\n",
       "      <td>2020-05-02 18:26:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>22</td>\n",
       "      <td>22.0</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139644</th>\n",
       "      <td>5256</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 08:52 AM</td>\n",
       "      <td>Morn Slp Wa nong time didn't come in ah</td>\n",
       "      <td>2020-05-02 08:52:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>39</td>\n",
       "      <td>39.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139645</th>\n",
       "      <td>5257</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 08:52 AM</td>\n",
       "      <td>Morn grizz today jiak simi brekkie ah</td>\n",
       "      <td>2020-05-02 08:52:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>37</td>\n",
       "      <td>37.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139649</th>\n",
       "      <td>5322</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 09:27 PM</td>\n",
       "      <td>I wouldn't try some more. Std is just not ther...</td>\n",
       "      <td>2020-05-02 21:27:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>137</td>\n",
       "      <td>137.0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139660</th>\n",
       "      <td>5259</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:12 AM</td>\n",
       "      <td>Ok jiak brekkie buay ah</td>\n",
       "      <td>2020-05-02 10:12:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>23</td>\n",
       "      <td>23.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139662</th>\n",
       "      <td>5261</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:26 AM</td>\n",
       "      <td>Wu min song bo.</td>\n",
       "      <td>2020-05-02 10:26:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139664</th>\n",
       "      <td>5263</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:43 AM</td>\n",
       "      <td>I miss the takaoyaki balls ah.</td>\n",
       "      <td>2020-05-02 10:43:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139665</th>\n",
       "      <td>5264</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 10:45 AM</td>\n",
       "      <td>Who Posted?  Total Posts: 5,265  Username Post...</td>\n",
       "      <td>2020-05-02 10:45:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139679</th>\n",
       "      <td>5274</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>02-05-2020, 12:31 PM</td>\n",
       "      <td>COVID-19: TCM practitioners will be allowed to...</td>\n",
       "      <td>2020-05-02 12:31:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>235</td>\n",
       "      <td>235.0</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139704</th>\n",
       "      <td>5408</td>\n",
       "      <td>LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>03-05-2020, 06:02 PM</td>\n",
       "      <td>Lai wun min tolok wu Zhut Zhut song type</td>\n",
       "      <td>2020-05-03 18:02:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389220</th>\n",
       "      <td>3272</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 04:08 PM</td>\n",
       "      <td>ah gui chin popular Kena stalk</td>\n",
       "      <td>2020-05-30 16:08:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389222</th>\n",
       "      <td>3274</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 04:23 PM</td>\n",
       "      <td>later pm u for add</td>\n",
       "      <td>2020-05-30 16:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389223</th>\n",
       "      <td>3260</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 09:06 AM</td>\n",
       "      <td>Lai pang sai liao.</td>\n",
       "      <td>2020-05-30 09:06:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389225</th>\n",
       "      <td>3262</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 09:44 AM</td>\n",
       "      <td>Drink more water.</td>\n",
       "      <td>2020-05-30 09:44:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>17</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389227</th>\n",
       "      <td>3264</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 10:00 AM</td>\n",
       "      <td>OK pls rpt after pang sai</td>\n",
       "      <td>2020-05-30 10:00:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389229</th>\n",
       "      <td>3266</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 10:41 AM</td>\n",
       "      <td>Well done. Those haven pang can come in rpt la...</td>\n",
       "      <td>2020-05-30 10:41:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>59</td>\n",
       "      <td>59.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389230</th>\n",
       "      <td>3267</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 10:43 AM</td>\n",
       "      <td>care to share todays shiokness for the benefit...</td>\n",
       "      <td>2020-05-30 10:43:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>63</td>\n",
       "      <td>63.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389231</th>\n",
       "      <td>3275</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 11:21 PM</td>\n",
       "      <td>Lai midnight pang sai bo ah.</td>\n",
       "      <td>2020-05-30 23:21:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>28</td>\n",
       "      <td>28.0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389233</th>\n",
       "      <td>3277</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 11:41 PM</td>\n",
       "      <td>Toilet bowl need to clean clean tomo I ask hel...</td>\n",
       "      <td>2020-05-30 23:41:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>72</td>\n",
       "      <td>72.0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389234</th>\n",
       "      <td>3259</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>30-05-2020, 12:01 AM</td>\n",
       "      <td>Midnight pang sai anyone</td>\n",
       "      <td>2020-05-30 00:01:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>24</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389235</th>\n",
       "      <td>972</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 01:25 PM</td>\n",
       "      <td>Lai paging pippen tee tolok ah song ah</td>\n",
       "      <td>2020-01-31 13:25:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>38</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389237</th>\n",
       "      <td>974</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 04:13 PM</td>\n",
       "      <td>U Kena stomach flu. Too much cny goodies ah. T...</td>\n",
       "      <td>2020-01-31 16:13:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>69</td>\n",
       "      <td>69.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389240</th>\n",
       "      <td>971</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 10:43 AM</td>\n",
       "      <td>Lai all. Pang sai buay ah</td>\n",
       "      <td>2020-01-31 10:43:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389241</th>\n",
       "      <td>975</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-01-2020, 11:44 PM</td>\n",
       "      <td>Pruss huan to pang sai ah</td>\n",
       "      <td>2020-01-31 23:44:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389242</th>\n",
       "      <td>2136</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 04:23 PM</td>\n",
       "      <td>Lai noon pang sai song ah</td>\n",
       "      <td>2020-03-31 16:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389243</th>\n",
       "      <td>2137</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 06:38 PM</td>\n",
       "      <td>Pippen didn't come in pang sai ah</td>\n",
       "      <td>2020-03-31 18:38:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389245</th>\n",
       "      <td>2139</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 07:19 PM</td>\n",
       "      <td>He in lim chu kang or Buangkok green</td>\n",
       "      <td>2020-03-31 19:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>36</td>\n",
       "      <td>36.0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389246</th>\n",
       "      <td>2127</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 07:33 AM</td>\n",
       "      <td>Morn all. Just pang sai ah song ah</td>\n",
       "      <td>2020-03-31 07:33:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>34</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389248</th>\n",
       "      <td>2129</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 08:39 AM</td>\n",
       "      <td>Yes must talk talk</td>\n",
       "      <td>2020-03-31 08:39:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389255</th>\n",
       "      <td>2141</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-03-2020, 10:03 PM</td>\n",
       "      <td>Hoot pippen Pigu</td>\n",
       "      <td>2020-03-31 22:03:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389260</th>\n",
       "      <td>3285</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 04:57 PM</td>\n",
       "      <td>Clean clean ah song ah.</td>\n",
       "      <td>2020-05-31 16:57:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>23</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389262</th>\n",
       "      <td>3278</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 08:46 AM</td>\n",
       "      <td>Lai all ki lai pang sai ah</td>\n",
       "      <td>2020-05-31 08:46:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>26</td>\n",
       "      <td>26.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389263</th>\n",
       "      <td>3287</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 09:50 PM</td>\n",
       "      <td>Lai midnight pang sai wu bo</td>\n",
       "      <td>2020-05-31 21:50:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>27</td>\n",
       "      <td>27.0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389265</th>\n",
       "      <td>3280</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 10:04 AM</td>\n",
       "      <td>Paging kleong need help ah. Clean clean song</td>\n",
       "      <td>2020-05-31 10:04:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>44</td>\n",
       "      <td>44.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389268</th>\n",
       "      <td>3283</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>31-05-2020, 11:20 AM</td>\n",
       "      <td>chin shiok feeling.</td>\n",
       "      <td>2020-05-31 11:20:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>19</td>\n",
       "      <td>19.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389272</th>\n",
       "      <td>3478</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 05:12 PM</td>\n",
       "      <td>Lai evening pang sai bo ah</td>\n",
       "      <td>2020-06-18 17:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>26</td>\n",
       "      <td>26.0</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389274</th>\n",
       "      <td>3473</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 08:47 AM</td>\n",
       "      <td>Lai this time morn woke up less than 5mins pan...</td>\n",
       "      <td>2020-06-18 08:47:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>68</td>\n",
       "      <td>68.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389277</th>\n",
       "      <td>3479</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 10:47 PM</td>\n",
       "      <td>Lai pang sai buay ah</td>\n",
       "      <td>2020-06-18 22:47:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389278</th>\n",
       "      <td>3471</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>18-06-2020, 12:34 AM</td>\n",
       "      <td>Lai morn pang sai ah</td>\n",
       "      <td>2020-06-18 00:34:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398157</th>\n",
       "      <td>8163</td>\n",
       "      <td>~* Official Barclays Premier League Betting Se...</td>\n",
       "      <td>DOMHO7</td>\n",
       "      <td>08-03-2020, 08:01 PM</td>\n",
       "      <td>Hi bros any tips for Chelsea Everton match.</td>\n",
       "      <td>2020-03-08 20:01:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43</td>\n",
       "      <td>43.0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8296 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                                       thread_title  \\\n",
       "66883          235                     Cycling peeps lip lai - Part 2   \n",
       "66885          237                     Cycling peeps lip lai - Part 2   \n",
       "66890          239                     Cycling peeps lip lai - Part 2   \n",
       "66932          265                     Cycling peeps lip lai - Part 2   \n",
       "66937          269                     Cycling peeps lip lai - Part 2   \n",
       "67053            3                     Cycling peeps lip lai - Part 2   \n",
       "67058            8                     Cycling peeps lip lai - Part 2   \n",
       "71731         3124  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "139488        5193  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139498        5203  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139499        5204  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139501        5206  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139504        5209  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139508        5213  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139515        5220  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139517        5222  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139532        5237  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139543        5144  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139545        5146  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139548        5243  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139626        5305  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139644        5256  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139645        5257  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139649        5322  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139660        5259  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139662        5261  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139664        5263  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139665        5264  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139679        5274  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "139704        5408  LAI LIAO LAI LIAO! Regina Kam Saga Continues! ...   \n",
       "...            ...                                                ...   \n",
       "389220        3272                 just now my toilet bowl talk to me   \n",
       "389222        3274                 just now my toilet bowl talk to me   \n",
       "389223        3260                 just now my toilet bowl talk to me   \n",
       "389225        3262                 just now my toilet bowl talk to me   \n",
       "389227        3264                 just now my toilet bowl talk to me   \n",
       "389229        3266                 just now my toilet bowl talk to me   \n",
       "389230        3267                 just now my toilet bowl talk to me   \n",
       "389231        3275                 just now my toilet bowl talk to me   \n",
       "389233        3277                 just now my toilet bowl talk to me   \n",
       "389234        3259                 just now my toilet bowl talk to me   \n",
       "389235         972                 just now my toilet bowl talk to me   \n",
       "389237         974                 just now my toilet bowl talk to me   \n",
       "389240         971                 just now my toilet bowl talk to me   \n",
       "389241         975                 just now my toilet bowl talk to me   \n",
       "389242        2136                 just now my toilet bowl talk to me   \n",
       "389243        2137                 just now my toilet bowl talk to me   \n",
       "389245        2139                 just now my toilet bowl talk to me   \n",
       "389246        2127                 just now my toilet bowl talk to me   \n",
       "389248        2129                 just now my toilet bowl talk to me   \n",
       "389255        2141                 just now my toilet bowl talk to me   \n",
       "389260        3285                 just now my toilet bowl talk to me   \n",
       "389262        3278                 just now my toilet bowl talk to me   \n",
       "389263        3287                 just now my toilet bowl talk to me   \n",
       "389265        3280                 just now my toilet bowl talk to me   \n",
       "389268        3283                 just now my toilet bowl talk to me   \n",
       "389272        3478                 just now my toilet bowl talk to me   \n",
       "389274        3473                 just now my toilet bowl talk to me   \n",
       "389277        3479                 just now my toilet bowl talk to me   \n",
       "389278        3471                 just now my toilet bowl talk to me   \n",
       "398157        8163  ~* Official Barclays Premier League Betting Se...   \n",
       "\n",
       "       comment_author                  date  \\\n",
       "66883          DOMHO7  09-01-2020, 05:56 PM   \n",
       "66885          DOMHO7  09-01-2020, 07:47 PM   \n",
       "66890          DOMHO7  09-01-2020, 08:35 PM   \n",
       "66932          DOMHO7  11-01-2020, 04:09 PM   \n",
       "66937          DOMHO7  11-01-2020, 08:43 PM   \n",
       "67053          DOMHO7  31-12-2019, 10:53 AM   \n",
       "67058          DOMHO7  31-12-2019, 11:00 AM   \n",
       "71731          DOMHO7  02-05-2020, 01:13 AM   \n",
       "139488         DOMHO7  01-05-2020, 01:25 PM   \n",
       "139498         DOMHO7  01-05-2020, 01:52 PM   \n",
       "139499         DOMHO7  01-05-2020, 01:53 PM   \n",
       "139501         DOMHO7  01-05-2020, 01:57 PM   \n",
       "139504         DOMHO7  01-05-2020, 02:00 PM   \n",
       "139508         DOMHO7  01-05-2020, 02:04 PM   \n",
       "139515         DOMHO7  01-05-2020, 02:08 PM   \n",
       "139517         DOMHO7  01-05-2020, 02:12 PM   \n",
       "139532         DOMHO7  01-05-2020, 05:39 PM   \n",
       "139543         DOMHO7  01-05-2020, 08:01 AM   \n",
       "139545         DOMHO7  01-05-2020, 08:15 AM   \n",
       "139548         DOMHO7  01-05-2020, 08:27 PM   \n",
       "139626         DOMHO7  02-05-2020, 06:26 PM   \n",
       "139644         DOMHO7  02-05-2020, 08:52 AM   \n",
       "139645         DOMHO7  02-05-2020, 08:52 AM   \n",
       "139649         DOMHO7  02-05-2020, 09:27 PM   \n",
       "139660         DOMHO7  02-05-2020, 10:12 AM   \n",
       "139662         DOMHO7  02-05-2020, 10:26 AM   \n",
       "139664         DOMHO7  02-05-2020, 10:43 AM   \n",
       "139665         DOMHO7  02-05-2020, 10:45 AM   \n",
       "139679         DOMHO7  02-05-2020, 12:31 PM   \n",
       "139704         DOMHO7  03-05-2020, 06:02 PM   \n",
       "...               ...                   ...   \n",
       "389220         DOMHO7  30-05-2020, 04:08 PM   \n",
       "389222         DOMHO7  30-05-2020, 04:23 PM   \n",
       "389223         DOMHO7  30-05-2020, 09:06 AM   \n",
       "389225         DOMHO7  30-05-2020, 09:44 AM   \n",
       "389227         DOMHO7  30-05-2020, 10:00 AM   \n",
       "389229         DOMHO7  30-05-2020, 10:41 AM   \n",
       "389230         DOMHO7  30-05-2020, 10:43 AM   \n",
       "389231         DOMHO7  30-05-2020, 11:21 PM   \n",
       "389233         DOMHO7  30-05-2020, 11:41 PM   \n",
       "389234         DOMHO7  30-05-2020, 12:01 AM   \n",
       "389235         DOMHO7  31-01-2020, 01:25 PM   \n",
       "389237         DOMHO7  31-01-2020, 04:13 PM   \n",
       "389240         DOMHO7  31-01-2020, 10:43 AM   \n",
       "389241         DOMHO7  31-01-2020, 11:44 PM   \n",
       "389242         DOMHO7  31-03-2020, 04:23 PM   \n",
       "389243         DOMHO7  31-03-2020, 06:38 PM   \n",
       "389245         DOMHO7  31-03-2020, 07:19 PM   \n",
       "389246         DOMHO7  31-03-2020, 07:33 AM   \n",
       "389248         DOMHO7  31-03-2020, 08:39 AM   \n",
       "389255         DOMHO7  31-03-2020, 10:03 PM   \n",
       "389260         DOMHO7  31-05-2020, 04:57 PM   \n",
       "389262         DOMHO7  31-05-2020, 08:46 AM   \n",
       "389263         DOMHO7  31-05-2020, 09:50 PM   \n",
       "389265         DOMHO7  31-05-2020, 10:04 AM   \n",
       "389268         DOMHO7  31-05-2020, 11:20 AM   \n",
       "389272         DOMHO7  18-06-2020, 05:12 PM   \n",
       "389274         DOMHO7  18-06-2020, 08:47 AM   \n",
       "389277         DOMHO7  18-06-2020, 10:47 PM   \n",
       "389278         DOMHO7  18-06-2020, 12:34 AM   \n",
       "398157         DOMHO7  08-03-2020, 08:01 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "66883              Wa crocs & water snakes ah. Danger ah. 2020-01-09 17:56:00   \n",
       "66885   Big snakes if u can catch later make tonic sou... 2020-01-09 19:47:00   \n",
       "66890                                  Cook in soup shiok 2020-01-09 20:35:00   \n",
       "66932            Anyone here training for 2020 Taiwan KOM 2020-01-11 16:09:00   \n",
       "66937                         Taiwan round island song ah 2020-01-11 20:43:00   \n",
       "67053                 Welcome the Yr 2020 with a new part 2019-12-31 10:53:00   \n",
       "67058                                       Ok noted. Tks 2019-12-31 11:00:00   \n",
       "71731   Hi am new here. Pardon me. How to read the min... 2020-05-02 01:13:00   \n",
       "139488                  Grizz u whack hard boil eggs song 2020-05-01 13:25:00   \n",
       "139498  I nong time didn't take exams think sure damn ... 2020-05-01 13:52:00   \n",
       "139499                     I also hoot ntuc until song ah 2020-05-01 13:53:00   \n",
       "139501  Muthu now stay another place ah. I can't meet ... 2020-05-01 13:57:00   \n",
       "139504  I no boss I also cho sai kang ah   Lai come ea... 2020-05-01 14:00:00   \n",
       "139508      Msia open Mon but cross borders still shut ah 2020-05-01 14:04:00   \n",
       "139515  They should open up malls. Many sporeans will ... 2020-05-01 14:08:00   \n",
       "139517  Their 4d & toto booths should open many need m... 2020-05-01 14:12:00   \n",
       "139532  Grizz the red rope looks not too bad. Maybe if... 2020-05-01 17:39:00   \n",
       "139543        Chin kin 1st May labor day ah. Chin song ah 2020-05-01 08:01:00   \n",
       "139545     Morn whywhy today jiak simi brekkie ah song ah 2020-05-01 08:15:00   \n",
       "139548                     Pai sei are they mediacorp ppl 2020-05-01 20:27:00   \n",
       "139626                             Lai come jiak lulians. 2020-05-02 18:26:00   \n",
       "139644            Morn Slp Wa nong time didn't come in ah 2020-05-02 08:52:00   \n",
       "139645              Morn grizz today jiak simi brekkie ah 2020-05-02 08:52:00   \n",
       "139649  I wouldn't try some more. Std is just not ther... 2020-05-02 21:27:00   \n",
       "139660                            Ok jiak brekkie buay ah 2020-05-02 10:12:00   \n",
       "139662                                    Wu min song bo. 2020-05-02 10:26:00   \n",
       "139664                     I miss the takaoyaki balls ah. 2020-05-02 10:43:00   \n",
       "139665  Who Posted?  Total Posts: 5,265  Username Post... 2020-05-02 10:45:00   \n",
       "139679  COVID-19: TCM practitioners will be allowed to... 2020-05-02 12:31:00   \n",
       "139704           Lai wun min tolok wu Zhut Zhut song type 2020-05-03 18:02:00   \n",
       "...                                                   ...                 ...   \n",
       "389220                     ah gui chin popular Kena stalk 2020-05-30 16:08:00   \n",
       "389222                                 later pm u for add 2020-05-30 16:23:00   \n",
       "389223                                 Lai pang sai liao. 2020-05-30 09:06:00   \n",
       "389225                                  Drink more water. 2020-05-30 09:44:00   \n",
       "389227                          OK pls rpt after pang sai 2020-05-30 10:00:00   \n",
       "389229  Well done. Those haven pang can come in rpt la... 2020-05-30 10:41:00   \n",
       "389230  care to share todays shiokness for the benefit... 2020-05-30 10:43:00   \n",
       "389231                       Lai midnight pang sai bo ah. 2020-05-30 23:21:00   \n",
       "389233  Toilet bowl need to clean clean tomo I ask hel... 2020-05-30 23:41:00   \n",
       "389234                           Midnight pang sai anyone 2020-05-30 00:01:00   \n",
       "389235             Lai paging pippen tee tolok ah song ah 2020-01-31 13:25:00   \n",
       "389237  U Kena stomach flu. Too much cny goodies ah. T... 2020-01-31 16:13:00   \n",
       "389240                          Lai all. Pang sai buay ah 2020-01-31 10:43:00   \n",
       "389241                          Pruss huan to pang sai ah 2020-01-31 23:44:00   \n",
       "389242                          Lai noon pang sai song ah 2020-03-31 16:23:00   \n",
       "389243                  Pippen didn't come in pang sai ah 2020-03-31 18:38:00   \n",
       "389245               He in lim chu kang or Buangkok green 2020-03-31 19:19:00   \n",
       "389246                 Morn all. Just pang sai ah song ah 2020-03-31 07:33:00   \n",
       "389248                                 Yes must talk talk 2020-03-31 08:39:00   \n",
       "389255                                   Hoot pippen Pigu 2020-03-31 22:03:00   \n",
       "389260                            Clean clean ah song ah. 2020-05-31 16:57:00   \n",
       "389262                         Lai all ki lai pang sai ah 2020-05-31 08:46:00   \n",
       "389263                        Lai midnight pang sai wu bo 2020-05-31 21:50:00   \n",
       "389265       Paging kleong need help ah. Clean clean song 2020-05-31 10:04:00   \n",
       "389268                                chin shiok feeling. 2020-05-31 11:20:00   \n",
       "389272                         Lai evening pang sai bo ah 2020-06-18 17:12:00   \n",
       "389274  Lai this time morn woke up less than 5mins pan... 2020-06-18 08:47:00   \n",
       "389277                               Lai pang sai buay ah 2020-06-18 22:47:00   \n",
       "389278                               Lai morn pang sai ah 2020-06-18 00:34:00   \n",
       "398157        Hi bros any tips for Chelsea Everton match. 2020-03-08 20:01:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  hour  \n",
       "66883    Wednesday         38             38.0    17  \n",
       "66885    Wednesday         61             61.0    19  \n",
       "66890    Wednesday         18             18.0    20  \n",
       "66932    Wednesday         40             40.0    16  \n",
       "66937    Wednesday         27             27.0    20  \n",
       "67053    Wednesday         35             35.0    10  \n",
       "67058    Wednesday         13             13.0    11  \n",
       "71731       Sunday         54             54.0     1  \n",
       "139488      Friday         33             33.0    13  \n",
       "139498      Friday         51             51.0    13  \n",
       "139499      Friday         30             30.0    13  \n",
       "139501      Friday        102            102.0    13  \n",
       "139504      Friday         73             73.0    14  \n",
       "139508      Friday         45             45.0    14  \n",
       "139515      Friday         61             61.0    14  \n",
       "139517      Friday         53             53.0    14  \n",
       "139532      Friday         78             78.0    17  \n",
       "139543      Friday         43             43.0     8  \n",
       "139545      Friday         46             46.0     8  \n",
       "139548      Friday         30             30.0    20  \n",
       "139626    Thursday         22             22.0    18  \n",
       "139644    Thursday         39             39.0     8  \n",
       "139645    Thursday         37             37.0     8  \n",
       "139649    Thursday        137            137.0    21  \n",
       "139660    Thursday         23             23.0    10  \n",
       "139662    Thursday         15             15.0    10  \n",
       "139664    Thursday         30             30.0    10  \n",
       "139665    Thursday         61             61.0    10  \n",
       "139679    Thursday        235            235.0    12  \n",
       "139704    Thursday         40             40.0    18  \n",
       "...            ...        ...              ...   ...  \n",
       "389220    Saturday         30             30.0    16  \n",
       "389222    Saturday         18             18.0    16  \n",
       "389223    Saturday         18             18.0     9  \n",
       "389225    Saturday         17             17.0     9  \n",
       "389227    Saturday         25             25.0    10  \n",
       "389229    Saturday         59             59.0    10  \n",
       "389230    Saturday         63             63.0    10  \n",
       "389231    Saturday         28             28.0    23  \n",
       "389233    Saturday         72             72.0    23  \n",
       "389234    Saturday         24             24.0     0  \n",
       "389235    Saturday         38             38.0    13  \n",
       "389237    Saturday         69             69.0    16  \n",
       "389240    Saturday         25             25.0    10  \n",
       "389241    Saturday         25             25.0    23  \n",
       "389242    Saturday         25             25.0    16  \n",
       "389243    Saturday         33             33.0    18  \n",
       "389245    Saturday         36             36.0    19  \n",
       "389246    Saturday         34             34.0     7  \n",
       "389248    Saturday         18             18.0     8  \n",
       "389255    Saturday         16             16.0    22  \n",
       "389260    Saturday         23             23.0    16  \n",
       "389262    Saturday         26             26.0     8  \n",
       "389263    Saturday         27             27.0    21  \n",
       "389265    Saturday         44             44.0    10  \n",
       "389268    Saturday         19             19.0    11  \n",
       "389272    Saturday         26             26.0    17  \n",
       "389274    Saturday         68             68.0     8  \n",
       "389277    Saturday         20             20.0    22  \n",
       "389278    Saturday         20             20.0     0  \n",
       "398157         NaN         43             43.0    20  \n",
       "\n",
       "[8296 rows x 10 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_comment_df['hour'] = top_comment_df['formatted_date'].dt.hour\n",
    "top_comment_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_comment_count_df = top_comment_df['Day of Week'].str.split(expand=True).stack().value_counts().nlargest(7).plot.bar()\n",
    "plt.title('Comment activity for top poster DOMHO7')\n",
    "plt.xlabel('Days of the week')\n",
    "plt.ylabel('frequency')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1bec8450948>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(top_comment_df['hour'].value_counts().index, top_comment_df['hour'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>lenstring</th>\n",
       "      <th>comment_boolean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3949</th>\n",
       "      <td>3823</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>01-04-2020, 11:59 PM</td>\n",
       "      <td>Ya - was told to only use MamaLemon\\n\\nIMO - d...</td>\n",
       "      <td>2020-04-01 23:59:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>393</td>\n",
       "      <td>393.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3951</th>\n",
       "      <td>3217</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>01-05-2019, 02:30 AM</td>\n",
       "      <td>Just completed Day 3 of HIP - last block here ...</td>\n",
       "      <td>2019-05-01 02:30:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>3498</td>\n",
       "      <td>3498.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3952</th>\n",
       "      <td>3220</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>01-05-2019, 03:42 PM</td>\n",
       "      <td>The temp portable night toilet placed in kitch...</td>\n",
       "      <td>2019-05-01 15:42:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2449</td>\n",
       "      <td>2449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3953</th>\n",
       "      <td>3221</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>01-05-2019, 04:06 PM</td>\n",
       "      <td>From the video n info ...seems they skipped do...</td>\n",
       "      <td>2019-05-01 16:06:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>1181</td>\n",
       "      <td>1181.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4095</th>\n",
       "      <td>3599</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-01-2020, 11:51 PM</td>\n",
       "      <td>I switched the conventional direction for the ...</td>\n",
       "      <td>2020-01-02 23:51:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>385</td>\n",
       "      <td>385.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4135</th>\n",
       "      <td>1563</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-08-2017, 01:51 AM</td>\n",
       "      <td>My guess is for those to step up n use as a sq...</td>\n",
       "      <td>2017-08-02 01:51:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>123</td>\n",
       "      <td>123.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4136</th>\n",
       "      <td>1572</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-08-2017, 02:04 PM</td>\n",
       "      <td>Each toilet is $500 for 5-room\\r\\nEASE very ve...</td>\n",
       "      <td>2017-08-02 14:04:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>297</td>\n",
       "      <td>297.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4138</th>\n",
       "      <td>1565</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-08-2017, 02:26 AM</td>\n",
       "      <td>[QUOTE=blue00;109535159] T\\nYa was rather surp...</td>\n",
       "      <td>2017-08-02 02:26:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>322</td>\n",
       "      <td>322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4139</th>\n",
       "      <td>1573</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-08-2017, 02:30 PM</td>\n",
       "      <td>These pics may help</td>\n",
       "      <td>2017-08-02 14:30:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>19</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4141</th>\n",
       "      <td>1567</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-08-2017, 04:30 AM</td>\n",
       "      <td>But different viewpoints from the toilet users...</td>\n",
       "      <td>2017-08-02 04:30:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>442</td>\n",
       "      <td>442.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4145</th>\n",
       "      <td>1559</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-08-2017, 12:12 AM</td>\n",
       "      <td>My HIP tiles HDB getting from Hafary \\nSee sam...</td>\n",
       "      <td>2017-08-02 00:12:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>87</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4180</th>\n",
       "      <td>3329</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-09-2019, 05:13 PM</td>\n",
       "      <td>Sounds like my neighbour\\n\\r\\nBUT they forced ...</td>\n",
       "      <td>2019-09-02 17:13:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>194</td>\n",
       "      <td>194.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4190</th>\n",
       "      <td>3428</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>02-11-2019, 11:13 PM</td>\n",
       "      <td>UPDATE :\\n\\nYesterday I removed these stretcha...</td>\n",
       "      <td>2019-11-02 23:13:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>726</td>\n",
       "      <td>726.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4273</th>\n",
       "      <td>3225</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>03-05-2019, 04:15 PM</td>\n",
       "      <td>They said CAN'T level it but MIGHT be a bit lo...</td>\n",
       "      <td>2019-05-03 16:15:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>4259</td>\n",
       "      <td>4259.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4274</th>\n",
       "      <td>3226</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>03-05-2019, 04:20 PM</td>\n",
       "      <td>They explained to me that they retain the old ...</td>\n",
       "      <td>2019-05-03 16:20:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>284</td>\n",
       "      <td>284.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4275</th>\n",
       "      <td>3227</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>03-05-2019, 04:25 PM</td>\n",
       "      <td>Hmmm .... I must be Growing Old ... getting ME...</td>\n",
       "      <td>2019-05-03 16:25:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>287</td>\n",
       "      <td>287.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4296</th>\n",
       "      <td>1575</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>03-08-2017, 07:47 PM</td>\n",
       "      <td>Ikea ??\\n\\nMy present ones in master toilet ha...</td>\n",
       "      <td>2017-08-03 19:47:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>119</td>\n",
       "      <td>119.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4299</th>\n",
       "      <td>1578</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>03-08-2017, 11:37 PM</td>\n",
       "      <td>The ones from these hardware shops\\n\\r\\nIs it ...</td>\n",
       "      <td>2017-08-03 23:37:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>382</td>\n",
       "      <td>382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4315</th>\n",
       "      <td>1796</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>03-10-2017, 09:31 PM</td>\n",
       "      <td>No one has used a Multi-Point  Instant Water H...</td>\n",
       "      <td>2017-10-03 21:31:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>393</td>\n",
       "      <td>393.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4362</th>\n",
       "      <td>3237</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 03:46 PM</td>\n",
       "      <td>I just went to check\\n\\r\\nMine all Hansman too...</td>\n",
       "      <td>2019-05-04 15:46:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>515</td>\n",
       "      <td>515.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4363</th>\n",
       "      <td>3238</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 03:53 PM</td>\n",
       "      <td>You need to CLEAN the wall or area where you w...</td>\n",
       "      <td>2019-05-04 15:53:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>209</td>\n",
       "      <td>209.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4364</th>\n",
       "      <td>3239</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 06:15 PM</td>\n",
       "      <td>Chinese guy [probably a Malaysian ?] came up t...</td>\n",
       "      <td>2019-05-04 18:15:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>368</td>\n",
       "      <td>368.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4365</th>\n",
       "      <td>3234</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 11:02 AM</td>\n",
       "      <td>I am \"happy\" as managed to sweet-talk/convince...</td>\n",
       "      <td>2019-05-04 11:02:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1934</td>\n",
       "      <td>1934.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4366</th>\n",
       "      <td>3229</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 12:00 AM</td>\n",
       "      <td>That 30++ year DB Box only has 8 box spaces wh...</td>\n",
       "      <td>2019-05-04 00:00:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>2484</td>\n",
       "      <td>2484.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4367</th>\n",
       "      <td>3235</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 12:13 PM</td>\n",
       "      <td>The seller who delivered the sheets and maskin...</td>\n",
       "      <td>2019-05-04 12:13:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1070</td>\n",
       "      <td>1070.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4368</th>\n",
       "      <td>3230</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 12:38 AM</td>\n",
       "      <td>I think the HIP Contractor here {Raymond Const...</td>\n",
       "      <td>2019-05-04 00:38:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>1890</td>\n",
       "      <td>1890.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4369</th>\n",
       "      <td>3236</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 12:43 PM</td>\n",
       "      <td>From this post - no mention of free/new DB Box...</td>\n",
       "      <td>2019-05-04 12:43:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>120</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4371</th>\n",
       "      <td>3232</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 12:51 AM</td>\n",
       "      <td>Should be safe as 100% fully enclosed - no pee...</td>\n",
       "      <td>2019-05-04 00:51:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>282</td>\n",
       "      <td>282.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4372</th>\n",
       "      <td>3233</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2019, 12:59 AM</td>\n",
       "      <td>My mom has been doing BIG Biz there\\nJust use ...</td>\n",
       "      <td>2019-05-04 00:59:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>2170</td>\n",
       "      <td>2170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4380</th>\n",
       "      <td>3313</td>\n",
       "      <td>(Question) Those who did HDB toilet upgrading ...</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-08-2019, 03:09 PM</td>\n",
       "      <td>Might as well include some pics \\n\\n\\n\\n\\n\\nFr...</td>\n",
       "      <td>2019-08-04 15:09:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>62</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393790</th>\n",
       "      <td>2432</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-04-2020, 12:47 PM</td>\n",
       "      <td>Mom is 80 last Dec She had me at 18+  Those da...</td>\n",
       "      <td>2020-04-28 12:47:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>193</td>\n",
       "      <td>193.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393793</th>\n",
       "      <td>2435</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-04-2020, 12:51 PM</td>\n",
       "      <td>Am told my capable paternal granny had her 1st...</td>\n",
       "      <td>2020-04-28 12:51:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393827</th>\n",
       "      <td>4416</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-05-2020, 07:24 PM</td>\n",
       "      <td>Another OMAD Day  Retro Humheong Salted Fish P...</td>\n",
       "      <td>2020-05-28 19:24:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151</td>\n",
       "      <td>151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393832</th>\n",
       "      <td>4421</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-05-2020, 07:53 PM</td>\n",
       "      <td>Crumbled NY Cheesecake (bc still hard when cut...</td>\n",
       "      <td>2020-05-28 19:53:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129</td>\n",
       "      <td>129.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393840</th>\n",
       "      <td>4429</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-05-2020, 08:19 PM</td>\n",
       "      <td>Mine is the classic Cantonese Humheong Salted ...</td>\n",
       "      <td>2020-05-28 20:19:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393843</th>\n",
       "      <td>4432</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-05-2020, 08:22 PM</td>\n",
       "      <td>No  From Q10 $17.90 offer or $24 with delivery...</td>\n",
       "      <td>2020-05-28 20:22:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>135</td>\n",
       "      <td>135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393845</th>\n",
       "      <td>4434</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-05-2020, 08:28 PM</td>\n",
       "      <td>There is a YT video for a Steamed version afte...</td>\n",
       "      <td>2020-05-28 20:28:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393847</th>\n",
       "      <td>4436</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>28-05-2020, 08:50 PM</td>\n",
       "      <td>I believe they use Different Types of Salted F...</td>\n",
       "      <td>2020-05-28 20:50:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111</td>\n",
       "      <td>111.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393861</th>\n",
       "      <td>2542</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>29-04-2020, 01:32 PM</td>\n",
       "      <td>My 2nd CB Mee Siam lunch No IF today as took H...</td>\n",
       "      <td>2020-04-29 13:32:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>390</td>\n",
       "      <td>390.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393892</th>\n",
       "      <td>2571</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>29-04-2020, 07:45 PM</td>\n",
       "      <td>You did 'bend' the asparagus n tore off the sp...</td>\n",
       "      <td>2020-04-29 19:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>247</td>\n",
       "      <td>247.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393894</th>\n",
       "      <td>2573</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>29-04-2020, 07:56 PM</td>\n",
       "      <td>Are you doing some form of smoking using the t...</td>\n",
       "      <td>2020-04-29 19:56:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393895</th>\n",
       "      <td>2574</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>29-04-2020, 08:06 PM</td>\n",
       "      <td>YTF Dinner with my 2nd Hard-boiled Egg Mom had...</td>\n",
       "      <td>2020-04-29 20:06:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393901</th>\n",
       "      <td>2521</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>29-04-2020, 08:45 AM</td>\n",
       "      <td>Last night decided to do earlier wet marketing...</td>\n",
       "      <td>2020-04-29 08:45:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>873</td>\n",
       "      <td>873.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393903</th>\n",
       "      <td>2522</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>29-04-2020, 08:58 AM</td>\n",
       "      <td>Am not into dried beancurd or tofu stuff much ...</td>\n",
       "      <td>2020-04-29 08:58:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298</td>\n",
       "      <td>298.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393906</th>\n",
       "      <td>2524</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>29-04-2020, 09:18 AM</td>\n",
       "      <td>Ya  a soup or lemak coconut santan gravy for t...</td>\n",
       "      <td>2020-04-29 09:18:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222</td>\n",
       "      <td>222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393970</th>\n",
       "      <td>2613</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 03:16 PM</td>\n",
       "      <td>Tell you all Big Joke about my BCM Mee Pok lun...</td>\n",
       "      <td>2020-04-30 15:16:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>515</td>\n",
       "      <td>515.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393972</th>\n",
       "      <td>2615</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 03:23 PM</td>\n",
       "      <td>Yes very tasty n satisfying  Even without the ...</td>\n",
       "      <td>2020-04-30 15:23:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108</td>\n",
       "      <td>108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393973</th>\n",
       "      <td>2616</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 03:30 PM</td>\n",
       "      <td>Chng Tng type Sweet Soup for Tea etc soon   To...</td>\n",
       "      <td>2020-04-30 15:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>272</td>\n",
       "      <td>272.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393974</th>\n",
       "      <td>2617</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 03:31 PM</td>\n",
       "      <td>Your Ngor Hiang n Pok Pok  remember ....</td>\n",
       "      <td>2020-04-30 15:31:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393976</th>\n",
       "      <td>2619</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 04:12 PM</td>\n",
       "      <td>Tea time  Crispy half butterfly n Yewtiao with...</td>\n",
       "      <td>2020-04-30 16:12:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394013</th>\n",
       "      <td>2653</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 08:12 PM</td>\n",
       "      <td>I am only on (Liberal) #LC Low Carb (Healthy F...</td>\n",
       "      <td>2020-04-30 20:12:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>970</td>\n",
       "      <td>970.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394024</th>\n",
       "      <td>2661</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 08:48 PM</td>\n",
       "      <td>On reflection Don't feel like waking up so ear...</td>\n",
       "      <td>2020-04-30 20:48:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>142</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394034</th>\n",
       "      <td>2590</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-04-2020, 10:58 AM</td>\n",
       "      <td>Huh I Finally found n bought 2 tubes HEALTHY G...</td>\n",
       "      <td>2020-04-30 10:58:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>686</td>\n",
       "      <td>686.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394093</th>\n",
       "      <td>4530</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-05-2020, 07:23 PM</td>\n",
       "      <td>Yesterday the 1st substantial food I had was a...</td>\n",
       "      <td>2020-05-30 19:23:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>386.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394095</th>\n",
       "      <td>4532</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-05-2020, 07:51 PM</td>\n",
       "      <td>Jane is that Thai Food stall owner See pasted ...</td>\n",
       "      <td>2020-05-30 19:51:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>175</td>\n",
       "      <td>175.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394102</th>\n",
       "      <td>4539</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-05-2020, 08:09 PM</td>\n",
       "      <td>Don't hv too high expectations there    Cookie...</td>\n",
       "      <td>2020-05-30 20:09:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394107</th>\n",
       "      <td>4542</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-05-2020, 08:20 PM</td>\n",
       "      <td>Found the few pcs of pig stomach extremely tou...</td>\n",
       "      <td>2020-05-30 20:20:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220</td>\n",
       "      <td>220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394109</th>\n",
       "      <td>4544</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-05-2020, 08:24 PM</td>\n",
       "      <td>Maybe the liao not fresh So become tough etc ?...</td>\n",
       "      <td>2020-05-30 20:24:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394114</th>\n",
       "      <td>4549</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>30-05-2020, 08:30 PM</td>\n",
       "      <td>Jane seems pretty popular for the Thai std dis...</td>\n",
       "      <td>2020-05-30 20:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119</td>\n",
       "      <td>119.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394172</th>\n",
       "      <td>4618</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>31-05-2020, 07:11 PM</td>\n",
       "      <td>Thai Coconut Milk Clam Seafood Soup for dinner...</td>\n",
       "      <td>2020-05-31 19:11:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>393</td>\n",
       "      <td>393.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5297 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                                       thread_title  \\\n",
       "3949          3823  (Question) Those who did HDB toilet upgrading ...   \n",
       "3951          3217  (Question) Those who did HDB toilet upgrading ...   \n",
       "3952          3220  (Question) Those who did HDB toilet upgrading ...   \n",
       "3953          3221  (Question) Those who did HDB toilet upgrading ...   \n",
       "4095          3599  (Question) Those who did HDB toilet upgrading ...   \n",
       "4135          1563  (Question) Those who did HDB toilet upgrading ...   \n",
       "4136          1572  (Question) Those who did HDB toilet upgrading ...   \n",
       "4138          1565  (Question) Those who did HDB toilet upgrading ...   \n",
       "4139          1573  (Question) Those who did HDB toilet upgrading ...   \n",
       "4141          1567  (Question) Those who did HDB toilet upgrading ...   \n",
       "4145          1559  (Question) Those who did HDB toilet upgrading ...   \n",
       "4180          3329  (Question) Those who did HDB toilet upgrading ...   \n",
       "4190          3428  (Question) Those who did HDB toilet upgrading ...   \n",
       "4273          3225  (Question) Those who did HDB toilet upgrading ...   \n",
       "4274          3226  (Question) Those who did HDB toilet upgrading ...   \n",
       "4275          3227  (Question) Those who did HDB toilet upgrading ...   \n",
       "4296          1575  (Question) Those who did HDB toilet upgrading ...   \n",
       "4299          1578  (Question) Those who did HDB toilet upgrading ...   \n",
       "4315          1796  (Question) Those who did HDB toilet upgrading ...   \n",
       "4362          3237  (Question) Those who did HDB toilet upgrading ...   \n",
       "4363          3238  (Question) Those who did HDB toilet upgrading ...   \n",
       "4364          3239  (Question) Those who did HDB toilet upgrading ...   \n",
       "4365          3234  (Question) Those who did HDB toilet upgrading ...   \n",
       "4366          3229  (Question) Those who did HDB toilet upgrading ...   \n",
       "4367          3235  (Question) Those who did HDB toilet upgrading ...   \n",
       "4368          3230  (Question) Those who did HDB toilet upgrading ...   \n",
       "4369          3236  (Question) Those who did HDB toilet upgrading ...   \n",
       "4371          3232  (Question) Those who did HDB toilet upgrading ...   \n",
       "4372          3233  (Question) Those who did HDB toilet upgrading ...   \n",
       "4380          3313  (Question) Those who did HDB toilet upgrading ...   \n",
       "...            ...                                                ...   \n",
       "393790        2432             post 1st meal of Day 1 Circuit Breaker   \n",
       "393793        2435             post 1st meal of Day 1 Circuit Breaker   \n",
       "393827        4416             post 1st meal of Day 1 Circuit Breaker   \n",
       "393832        4421             post 1st meal of Day 1 Circuit Breaker   \n",
       "393840        4429             post 1st meal of Day 1 Circuit Breaker   \n",
       "393843        4432             post 1st meal of Day 1 Circuit Breaker   \n",
       "393845        4434             post 1st meal of Day 1 Circuit Breaker   \n",
       "393847        4436             post 1st meal of Day 1 Circuit Breaker   \n",
       "393861        2542             post 1st meal of Day 1 Circuit Breaker   \n",
       "393892        2571             post 1st meal of Day 1 Circuit Breaker   \n",
       "393894        2573             post 1st meal of Day 1 Circuit Breaker   \n",
       "393895        2574             post 1st meal of Day 1 Circuit Breaker   \n",
       "393901        2521             post 1st meal of Day 1 Circuit Breaker   \n",
       "393903        2522             post 1st meal of Day 1 Circuit Breaker   \n",
       "393906        2524             post 1st meal of Day 1 Circuit Breaker   \n",
       "393970        2613             post 1st meal of Day 1 Circuit Breaker   \n",
       "393972        2615             post 1st meal of Day 1 Circuit Breaker   \n",
       "393973        2616             post 1st meal of Day 1 Circuit Breaker   \n",
       "393974        2617             post 1st meal of Day 1 Circuit Breaker   \n",
       "393976        2619             post 1st meal of Day 1 Circuit Breaker   \n",
       "394013        2653             post 1st meal of Day 1 Circuit Breaker   \n",
       "394024        2661             post 1st meal of Day 1 Circuit Breaker   \n",
       "394034        2590             post 1st meal of Day 1 Circuit Breaker   \n",
       "394093        4530             post 1st meal of Day 1 Circuit Breaker   \n",
       "394095        4532             post 1st meal of Day 1 Circuit Breaker   \n",
       "394102        4539             post 1st meal of Day 1 Circuit Breaker   \n",
       "394107        4542             post 1st meal of Day 1 Circuit Breaker   \n",
       "394109        4544             post 1st meal of Day 1 Circuit Breaker   \n",
       "394114        4549             post 1st meal of Day 1 Circuit Breaker   \n",
       "394172        4618             post 1st meal of Day 1 Circuit Breaker   \n",
       "\n",
       "       comment_author                  date  \\\n",
       "3949       kaypohchee  01-04-2020, 11:59 PM   \n",
       "3951       kaypohchee  01-05-2019, 02:30 AM   \n",
       "3952       kaypohchee  01-05-2019, 03:42 PM   \n",
       "3953       kaypohchee  01-05-2019, 04:06 PM   \n",
       "4095       kaypohchee  02-01-2020, 11:51 PM   \n",
       "4135       kaypohchee  02-08-2017, 01:51 AM   \n",
       "4136       kaypohchee  02-08-2017, 02:04 PM   \n",
       "4138       kaypohchee  02-08-2017, 02:26 AM   \n",
       "4139       kaypohchee  02-08-2017, 02:30 PM   \n",
       "4141       kaypohchee  02-08-2017, 04:30 AM   \n",
       "4145       kaypohchee  02-08-2017, 12:12 AM   \n",
       "4180       kaypohchee  02-09-2019, 05:13 PM   \n",
       "4190       kaypohchee  02-11-2019, 11:13 PM   \n",
       "4273       kaypohchee  03-05-2019, 04:15 PM   \n",
       "4274       kaypohchee  03-05-2019, 04:20 PM   \n",
       "4275       kaypohchee  03-05-2019, 04:25 PM   \n",
       "4296       kaypohchee  03-08-2017, 07:47 PM   \n",
       "4299       kaypohchee  03-08-2017, 11:37 PM   \n",
       "4315       kaypohchee  03-10-2017, 09:31 PM   \n",
       "4362       kaypohchee  04-05-2019, 03:46 PM   \n",
       "4363       kaypohchee  04-05-2019, 03:53 PM   \n",
       "4364       kaypohchee  04-05-2019, 06:15 PM   \n",
       "4365       kaypohchee  04-05-2019, 11:02 AM   \n",
       "4366       kaypohchee  04-05-2019, 12:00 AM   \n",
       "4367       kaypohchee  04-05-2019, 12:13 PM   \n",
       "4368       kaypohchee  04-05-2019, 12:38 AM   \n",
       "4369       kaypohchee  04-05-2019, 12:43 PM   \n",
       "4371       kaypohchee  04-05-2019, 12:51 AM   \n",
       "4372       kaypohchee  04-05-2019, 12:59 AM   \n",
       "4380       kaypohchee  04-08-2019, 03:09 PM   \n",
       "...               ...                   ...   \n",
       "393790     kaypohchee  28-04-2020, 12:47 PM   \n",
       "393793     kaypohchee  28-04-2020, 12:51 PM   \n",
       "393827     kaypohchee  28-05-2020, 07:24 PM   \n",
       "393832     kaypohchee  28-05-2020, 07:53 PM   \n",
       "393840     kaypohchee  28-05-2020, 08:19 PM   \n",
       "393843     kaypohchee  28-05-2020, 08:22 PM   \n",
       "393845     kaypohchee  28-05-2020, 08:28 PM   \n",
       "393847     kaypohchee  28-05-2020, 08:50 PM   \n",
       "393861     kaypohchee  29-04-2020, 01:32 PM   \n",
       "393892     kaypohchee  29-04-2020, 07:45 PM   \n",
       "393894     kaypohchee  29-04-2020, 07:56 PM   \n",
       "393895     kaypohchee  29-04-2020, 08:06 PM   \n",
       "393901     kaypohchee  29-04-2020, 08:45 AM   \n",
       "393903     kaypohchee  29-04-2020, 08:58 AM   \n",
       "393906     kaypohchee  29-04-2020, 09:18 AM   \n",
       "393970     kaypohchee  30-04-2020, 03:16 PM   \n",
       "393972     kaypohchee  30-04-2020, 03:23 PM   \n",
       "393973     kaypohchee  30-04-2020, 03:30 PM   \n",
       "393974     kaypohchee  30-04-2020, 03:31 PM   \n",
       "393976     kaypohchee  30-04-2020, 04:12 PM   \n",
       "394013     kaypohchee  30-04-2020, 08:12 PM   \n",
       "394024     kaypohchee  30-04-2020, 08:48 PM   \n",
       "394034     kaypohchee  30-04-2020, 10:58 AM   \n",
       "394093     kaypohchee  30-05-2020, 07:23 PM   \n",
       "394095     kaypohchee  30-05-2020, 07:51 PM   \n",
       "394102     kaypohchee  30-05-2020, 08:09 PM   \n",
       "394107     kaypohchee  30-05-2020, 08:20 PM   \n",
       "394109     kaypohchee  30-05-2020, 08:24 PM   \n",
       "394114     kaypohchee  30-05-2020, 08:30 PM   \n",
       "394172     kaypohchee  31-05-2020, 07:11 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "3949    Ya - was told to only use MamaLemon\\n\\nIMO - d... 2020-04-01 23:59:00   \n",
       "3951    Just completed Day 3 of HIP - last block here ... 2019-05-01 02:30:00   \n",
       "3952    The temp portable night toilet placed in kitch... 2019-05-01 15:42:00   \n",
       "3953    From the video n info ...seems they skipped do... 2019-05-01 16:06:00   \n",
       "4095    I switched the conventional direction for the ... 2020-01-02 23:51:00   \n",
       "4135    My guess is for those to step up n use as a sq... 2017-08-02 01:51:00   \n",
       "4136    Each toilet is $500 for 5-room\\r\\nEASE very ve... 2017-08-02 14:04:00   \n",
       "4138    [QUOTE=blue00;109535159] T\\nYa was rather surp... 2017-08-02 02:26:00   \n",
       "4139                                  These pics may help 2017-08-02 14:30:00   \n",
       "4141    But different viewpoints from the toilet users... 2017-08-02 04:30:00   \n",
       "4145    My HIP tiles HDB getting from Hafary \\nSee sam... 2017-08-02 00:12:00   \n",
       "4180    Sounds like my neighbour\\n\\r\\nBUT they forced ... 2019-09-02 17:13:00   \n",
       "4190    UPDATE :\\n\\nYesterday I removed these stretcha... 2019-11-02 23:13:00   \n",
       "4273    They said CAN'T level it but MIGHT be a bit lo... 2019-05-03 16:15:00   \n",
       "4274    They explained to me that they retain the old ... 2019-05-03 16:20:00   \n",
       "4275    Hmmm .... I must be Growing Old ... getting ME... 2019-05-03 16:25:00   \n",
       "4296    Ikea ??\\n\\nMy present ones in master toilet ha... 2017-08-03 19:47:00   \n",
       "4299    The ones from these hardware shops\\n\\r\\nIs it ... 2017-08-03 23:37:00   \n",
       "4315    No one has used a Multi-Point  Instant Water H... 2017-10-03 21:31:00   \n",
       "4362    I just went to check\\n\\r\\nMine all Hansman too... 2019-05-04 15:46:00   \n",
       "4363    You need to CLEAN the wall or area where you w... 2019-05-04 15:53:00   \n",
       "4364    Chinese guy [probably a Malaysian ?] came up t... 2019-05-04 18:15:00   \n",
       "4365    I am \"happy\" as managed to sweet-talk/convince... 2019-05-04 11:02:00   \n",
       "4366    That 30++ year DB Box only has 8 box spaces wh... 2019-05-04 00:00:00   \n",
       "4367    The seller who delivered the sheets and maskin... 2019-05-04 12:13:00   \n",
       "4368    I think the HIP Contractor here {Raymond Const... 2019-05-04 00:38:00   \n",
       "4369    From this post - no mention of free/new DB Box... 2019-05-04 12:43:00   \n",
       "4371    Should be safe as 100% fully enclosed - no pee... 2019-05-04 00:51:00   \n",
       "4372    My mom has been doing BIG Biz there\\nJust use ... 2019-05-04 00:59:00   \n",
       "4380    Might as well include some pics \\n\\n\\n\\n\\n\\nFr... 2019-08-04 15:09:00   \n",
       "...                                                   ...                 ...   \n",
       "393790  Mom is 80 last Dec She had me at 18+  Those da... 2020-04-28 12:47:00   \n",
       "393793  Am told my capable paternal granny had her 1st... 2020-04-28 12:51:00   \n",
       "393827  Another OMAD Day  Retro Humheong Salted Fish P... 2020-05-28 19:24:00   \n",
       "393832  Crumbled NY Cheesecake (bc still hard when cut... 2020-05-28 19:53:00   \n",
       "393840  Mine is the classic Cantonese Humheong Salted ... 2020-05-28 20:19:00   \n",
       "393843  No  From Q10 $17.90 offer or $24 with delivery... 2020-05-28 20:22:00   \n",
       "393845  There is a YT video for a Steamed version afte... 2020-05-28 20:28:00   \n",
       "393847  I believe they use Different Types of Salted F... 2020-05-28 20:50:00   \n",
       "393861  My 2nd CB Mee Siam lunch No IF today as took H... 2020-04-29 13:32:00   \n",
       "393892  You did 'bend' the asparagus n tore off the sp... 2020-04-29 19:45:00   \n",
       "393894  Are you doing some form of smoking using the t... 2020-04-29 19:56:00   \n",
       "393895  YTF Dinner with my 2nd Hard-boiled Egg Mom had... 2020-04-29 20:06:00   \n",
       "393901  Last night decided to do earlier wet marketing... 2020-04-29 08:45:00   \n",
       "393903  Am not into dried beancurd or tofu stuff much ... 2020-04-29 08:58:00   \n",
       "393906  Ya  a soup or lemak coconut santan gravy for t... 2020-04-29 09:18:00   \n",
       "393970  Tell you all Big Joke about my BCM Mee Pok lun... 2020-04-30 15:16:00   \n",
       "393972  Yes very tasty n satisfying  Even without the ... 2020-04-30 15:23:00   \n",
       "393973  Chng Tng type Sweet Soup for Tea etc soon   To... 2020-04-30 15:30:00   \n",
       "393974           Your Ngor Hiang n Pok Pok  remember .... 2020-04-30 15:31:00   \n",
       "393976  Tea time  Crispy half butterfly n Yewtiao with... 2020-04-30 16:12:00   \n",
       "394013  I am only on (Liberal) #LC Low Carb (Healthy F... 2020-04-30 20:12:00   \n",
       "394024  On reflection Don't feel like waking up so ear... 2020-04-30 20:48:00   \n",
       "394034  Huh I Finally found n bought 2 tubes HEALTHY G... 2020-04-30 10:58:00   \n",
       "394093  Yesterday the 1st substantial food I had was a... 2020-05-30 19:23:00   \n",
       "394095  Jane is that Thai Food stall owner See pasted ... 2020-05-30 19:51:00   \n",
       "394102  Don't hv too high expectations there    Cookie... 2020-05-30 20:09:00   \n",
       "394107  Found the few pcs of pig stomach extremely tou... 2020-05-30 20:20:00   \n",
       "394109  Maybe the liao not fresh So become tough etc ?... 2020-05-30 20:24:00   \n",
       "394114  Jane seems pretty popular for the Thai std dis... 2020-05-30 20:30:00   \n",
       "394172  Thai Coconut Milk Clam Seafood Soup for dinner... 2020-05-31 19:11:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  \n",
       "3949        Friday        393            393.0  \n",
       "3951        Friday       3498           3498.0  \n",
       "3952        Friday       2449           2449.0  \n",
       "3953        Friday       1181           1181.0  \n",
       "4095      Thursday        385            385.0  \n",
       "4135      Thursday        123            123.0  \n",
       "4136      Thursday        297            297.0  \n",
       "4138        Friday        322            322.0  \n",
       "4139        Friday         19             19.0  \n",
       "4141        Friday        442            442.0  \n",
       "4145        Friday         87             87.0  \n",
       "4180        Sunday        194            194.0  \n",
       "4190        Monday        726            726.0  \n",
       "4273        Sunday       4259           4259.0  \n",
       "4274        Monday        284            284.0  \n",
       "4275       Tuesday        287            287.0  \n",
       "4296        Friday        119            119.0  \n",
       "4299        Friday        382            382.0  \n",
       "4315        Monday        393            393.0  \n",
       "4362        Friday        515            515.0  \n",
       "4363        Friday        209            209.0  \n",
       "4364        Sunday        368            368.0  \n",
       "4365        Sunday       1934           1934.0  \n",
       "4366        Sunday       2484           2484.0  \n",
       "4367        Sunday       1070           1070.0  \n",
       "4368        Sunday       1890           1890.0  \n",
       "4369        Sunday        120            120.0  \n",
       "4371        Sunday        282            282.0  \n",
       "4372        Monday       2170           2170.0  \n",
       "4380     Wednesday         62             62.0  \n",
       "...            ...        ...              ...  \n",
       "393790         NaN        193            193.0  \n",
       "393793         NaN         86             86.0  \n",
       "393827         NaN        151            151.0  \n",
       "393832         NaN        129            129.0  \n",
       "393840         NaN        120            120.0  \n",
       "393843         NaN        135            135.0  \n",
       "393845         NaN         67             67.0  \n",
       "393847         NaN        111            111.0  \n",
       "393861         NaN        390            390.0  \n",
       "393892         NaN        247            247.0  \n",
       "393894         NaN         75             75.0  \n",
       "393895         NaN        191            191.0  \n",
       "393901         NaN        873            873.0  \n",
       "393903         NaN        298            298.0  \n",
       "393906         NaN        222            222.0  \n",
       "393970         NaN        515            515.0  \n",
       "393972         NaN        108            108.0  \n",
       "393973         NaN        272            272.0  \n",
       "393974         NaN         40             40.0  \n",
       "393976         NaN         73             73.0  \n",
       "394013         NaN        970            970.0  \n",
       "394024         NaN        142            142.0  \n",
       "394034         NaN        686            686.0  \n",
       "394093         NaN        386            386.0  \n",
       "394095         NaN        175            175.0  \n",
       "394102         NaN         84             84.0  \n",
       "394107         NaN        220            220.0  \n",
       "394109         NaN         94             94.0  \n",
       "394114         NaN        119            119.0  \n",
       "394172         NaN        393            393.0  \n",
       "\n",
       "[5297 rows x 9 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_comment_2_df = eda_sorted_df[eda_sorted_df['comment_author'] == 'kaypohchee']\n",
    "top_comment_2_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_comment_count2_df = top_comment_2_df['Day of Week'].str.split(expand=True).stack().value_counts().nlargest(7).plot.bar()\n",
    "plt.title('Comment activity for top poster kaypohchee')\n",
    "plt.xlabel('Days of the week')\n",
    "plt.ylabel('frequency')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>lenstring</th>\n",
       "      <th>comment_boolean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>20-04-2020, 09:47 PM</td>\n",
       "      <td>Knn dun waste time.</td>\n",
       "      <td>2020-04-20 21:47:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9487</th>\n",
       "      <td>5035</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>04-02-2020, 07:19 PM</td>\n",
       "      <td>Who cares you are already dead. Why care so much?</td>\n",
       "      <td>2020-02-04 19:19:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>49</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9640</th>\n",
       "      <td>5134</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>05-02-2020, 01:37 PM</td>\n",
       "      <td>This thread can be so depressing.</td>\n",
       "      <td>2020-02-05 13:37:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>33</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10951</th>\n",
       "      <td>4298</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>13-12-2019, 06:52 PM</td>\n",
       "      <td>Humble brag.</td>\n",
       "      <td>2019-12-13 18:52:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12289</th>\n",
       "      <td>4078</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>21-07-2019, 01:26 AM</td>\n",
       "      <td>My pay is 1.32k per month. \\n\\r\\nYou are bette...</td>\n",
       "      <td>2019-07-21 01:26:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>53</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13970</th>\n",
       "      <td>4446</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-12-2019, 08:14 AM</td>\n",
       "      <td>Tell her marrying is for pu$$ies</td>\n",
       "      <td>2019-12-30 08:14:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>32</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13984</th>\n",
       "      <td>4460</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-12-2019, 08:40 AM</td>\n",
       "      <td>Actually just give up. \\n\\nToo much effort.</td>\n",
       "      <td>2019-12-30 08:40:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>41</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14007</th>\n",
       "      <td>4483</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-12-2019, 12:29 PM</td>\n",
       "      <td>Not choice. Just take the path of least resist...</td>\n",
       "      <td>2019-12-30 12:29:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>51</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14130</th>\n",
       "      <td>4523</td>\n",
       "      <td>23 Year Old guy take home pay of $1600 decent ...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-12-2019, 05:40 PM</td>\n",
       "      <td>But many 20 something sinkie girls look like m...</td>\n",
       "      <td>2019-12-31 17:40:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>52</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31364</th>\n",
       "      <td>35</td>\n",
       "      <td>Actually Angela Lim on CNA is not bad also</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>10-02-2020, 06:22 PM</td>\n",
       "      <td>Luohan fish</td>\n",
       "      <td>2020-02-10 18:22:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>11</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31367</th>\n",
       "      <td>35</td>\n",
       "      <td>Actually Angela Lim on CNA is not bad also</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>10-02-2020, 06:22 PM</td>\n",
       "      <td>Luohan fish</td>\n",
       "      <td>2020-02-10 18:22:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>11</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38650</th>\n",
       "      <td>51</td>\n",
       "      <td>Anwar is joining hands with Mahathir again</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>09-05-2020, 09:55 PM</td>\n",
       "      <td>His kar chng kang itchy again.</td>\n",
       "      <td>2020-05-09 21:55:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46412</th>\n",
       "      <td>65</td>\n",
       "      <td>Anybody taken leave due to break up before?</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>04-05-2020, 05:18 PM</td>\n",
       "      <td>Many babies in this thread</td>\n",
       "      <td>2020-05-04 17:18:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>26</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46449</th>\n",
       "      <td>3</td>\n",
       "      <td>Anybody taken leave due to break up before?</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>04-05-2020, 08:52 AM</td>\n",
       "      <td>Yes. So I can burn down her house.</td>\n",
       "      <td>2020-05-04 08:52:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>34</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76186</th>\n",
       "      <td>7630</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>18-06-2020, 06:21 PM</td>\n",
       "      <td>Eden ho sei bo?</td>\n",
       "      <td>2020-06-18 18:21:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77482</th>\n",
       "      <td>5381</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>26-05-2020, 02:54 PM</td>\n",
       "      <td>Qft! Ah ly !</td>\n",
       "      <td>2020-05-26 14:54:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77932</th>\n",
       "      <td>5737</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>28-05-2020, 02:29 PM</td>\n",
       "      <td>Ah ly ho sei bo?</td>\n",
       "      <td>2020-05-28 14:29:00</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77959</th>\n",
       "      <td>5764</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>28-05-2020, 04:53 PM</td>\n",
       "      <td>No bui bui means cannot teh own neh neh.</td>\n",
       "      <td>2020-05-28 16:53:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77961</th>\n",
       "      <td>5766</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>28-05-2020, 04:54 PM</td>\n",
       "      <td>Ah ly when give birth?</td>\n",
       "      <td>2020-05-28 16:54:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>22</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77964</th>\n",
       "      <td>5769</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>28-05-2020, 04:59 PM</td>\n",
       "      <td>This one bazi thread hor. Dun liddat hor.</td>\n",
       "      <td>2020-05-28 16:59:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>41</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77966</th>\n",
       "      <td>5771</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>28-05-2020, 05:02 PM</td>\n",
       "      <td>If train until tight tight is very shoiks feel...</td>\n",
       "      <td>2020-05-28 17:02:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>50</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77968</th>\n",
       "      <td>5773</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>28-05-2020, 05:07 PM</td>\n",
       "      <td>Moi is Tiagong one. Hehehe!</td>\n",
       "      <td>2020-05-28 17:07:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>27</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78272</th>\n",
       "      <td>5942</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 02:37 PM</td>\n",
       "      <td>Heng moi card is death. Always death.</td>\n",
       "      <td>2020-05-29 14:37:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>37</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78273</th>\n",
       "      <td>5943</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 02:38 PM</td>\n",
       "      <td>It's OK la. You got the money.</td>\n",
       "      <td>2020-05-29 14:38:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78281</th>\n",
       "      <td>5951</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 03:44 PM</td>\n",
       "      <td>Really ah?</td>\n",
       "      <td>2020-05-29 15:44:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>10</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78324</th>\n",
       "      <td>5973</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 08:51 PM</td>\n",
       "      <td>Chin chye la. Now CB going to end le. Must cel...</td>\n",
       "      <td>2020-05-29 20:51:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>56</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78329</th>\n",
       "      <td>5975</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 08:59 PM</td>\n",
       "      <td>Eh u and heypipi is buddy buddy ah?</td>\n",
       "      <td>2020-05-29 20:59:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>35</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78333</th>\n",
       "      <td>5978</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 09:01 PM</td>\n",
       "      <td>He and u buddy de leh. He no tell u meh?</td>\n",
       "      <td>2020-05-29 21:01:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78386</th>\n",
       "      <td>5919</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 10:09 AM</td>\n",
       "      <td>Huai chiu all chase girls not sian de huh?</td>\n",
       "      <td>2020-05-29 10:09:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>42</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78391</th>\n",
       "      <td>5921</td>\n",
       "      <td>Do u all belive in bazi / zi wei dou shu? - Pa...</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-05-2020, 10:17 AM</td>\n",
       "      <td>Sorry to disappointed you. But you think too m...</td>\n",
       "      <td>2020-05-29 10:17:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>66</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368672</th>\n",
       "      <td>6150</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-04-2020, 09:16 PM</td>\n",
       "      <td>Watch porn?</td>\n",
       "      <td>2020-04-30 21:16:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368676</th>\n",
       "      <td>6087</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-04-2020, 09:39 AM</td>\n",
       "      <td>Yours is opposite.</td>\n",
       "      <td>2020-04-30 09:39:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368684</th>\n",
       "      <td>6094</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-04-2020, 10:50 AM</td>\n",
       "      <td>Usually is she shoot insai him?</td>\n",
       "      <td>2020-04-30 10:50:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>31</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368685</th>\n",
       "      <td>6095</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-04-2020, 10:50 AM</td>\n",
       "      <td>can or not?</td>\n",
       "      <td>2020-04-30 10:50:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>11</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368690</th>\n",
       "      <td>6100</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-04-2020, 10:59 AM</td>\n",
       "      <td>All the long birds.</td>\n",
       "      <td>2020-04-30 10:59:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>19</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368695</th>\n",
       "      <td>6105</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-04-2020, 11:22 AM</td>\n",
       "      <td>They how come u wear women clothes?</td>\n",
       "      <td>2020-04-30 11:22:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>35</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368702</th>\n",
       "      <td>6109</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>30-04-2020, 12:34 PM</td>\n",
       "      <td>If pizza Jiak pizza is it cannibalism?</td>\n",
       "      <td>2020-04-30 12:34:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>38</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368708</th>\n",
       "      <td>3308</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 02:46 PM</td>\n",
       "      <td>Woah bo jio</td>\n",
       "      <td>2020-03-31 14:46:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>11</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368740</th>\n",
       "      <td>3340</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 07:25 PM</td>\n",
       "      <td>Too bad no jav.</td>\n",
       "      <td>2020-03-31 19:25:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368745</th>\n",
       "      <td>3345</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 07:27 PM</td>\n",
       "      <td>Then get sweaty.</td>\n",
       "      <td>2020-03-31 19:27:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368752</th>\n",
       "      <td>3353</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 07:33 PM</td>\n",
       "      <td>Then put your hand on your balls then smell yo...</td>\n",
       "      <td>2020-03-31 19:33:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>57</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368756</th>\n",
       "      <td>3357</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 08:32 PM</td>\n",
       "      <td>Tongkat Ali time</td>\n",
       "      <td>2020-03-31 20:32:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368758</th>\n",
       "      <td>3359</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 08:35 PM</td>\n",
       "      <td>Already say I store energy for 30 days then ch...</td>\n",
       "      <td>2020-03-31 20:35:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>55</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368765</th>\n",
       "      <td>3272</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 08:42 AM</td>\n",
       "      <td>Selemat pagi</td>\n",
       "      <td>2020-03-31 08:42:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368772</th>\n",
       "      <td>3277</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 09:16 AM</td>\n",
       "      <td>Song song means 2 2</td>\n",
       "      <td>2020-03-31 09:16:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>19</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368779</th>\n",
       "      <td>3284</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 09:28 AM</td>\n",
       "      <td>Shoot how much?</td>\n",
       "      <td>2020-03-31 09:28:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368782</th>\n",
       "      <td>3364</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 09:35 PM</td>\n",
       "      <td>My one in August no news leh</td>\n",
       "      <td>2020-03-31 21:35:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>28</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368789</th>\n",
       "      <td>3289</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 10:19 AM</td>\n",
       "      <td>From taobao?</td>\n",
       "      <td>2020-03-31 10:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368790</th>\n",
       "      <td>3290</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 10:19 AM</td>\n",
       "      <td>Caribbean one very nice.</td>\n",
       "      <td>2020-03-31 10:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>24</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368799</th>\n",
       "      <td>3295</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 11:12 AM</td>\n",
       "      <td>Asking for fun.</td>\n",
       "      <td>2020-03-31 11:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368800</th>\n",
       "      <td>3373</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 11:28 PM</td>\n",
       "      <td>Bro this is bad</td>\n",
       "      <td>2020-03-31 23:28:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368806</th>\n",
       "      <td>3301</td>\n",
       "      <td>[] Ah Gui Hotline - Part 6</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>31-03-2020, 11:50 AM</td>\n",
       "      <td>Wear birthday suit</td>\n",
       "      <td>2020-03-31 11:50:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>18</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382879</th>\n",
       "      <td>2953</td>\n",
       "      <td>[gpgt] ke yi ?</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>24-04-2020, 08:53 AM</td>\n",
       "      <td>Why all cannot see neh neh de?</td>\n",
       "      <td>2020-04-24 08:53:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385125</th>\n",
       "      <td>104</td>\n",
       "      <td>darkyy_whiteyy pig pig oink oink lazy corner</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-07-2016, 01:12 PM</td>\n",
       "      <td>Are chiu in pain?</td>\n",
       "      <td>2016-07-29 13:12:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385135</th>\n",
       "      <td>82</td>\n",
       "      <td>darkyy_whiteyy pig pig oink oink lazy corner</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>29-07-2016, 09:14 AM</td>\n",
       "      <td>I also wondering.</td>\n",
       "      <td>2016-07-29 09:14:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386221</th>\n",
       "      <td>40</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>06-01-2020, 01:35 PM</td>\n",
       "      <td>TS jiak yo time.</td>\n",
       "      <td>2020-01-06 13:35:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>16</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387170</th>\n",
       "      <td>1675</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>12-03-2020, 08:45 AM</td>\n",
       "      <td>Ah gui pang sai zhua where got discount now?</td>\n",
       "      <td>2020-03-12 08:45:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>44</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388065</th>\n",
       "      <td>1240</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>18-02-2020, 08:54 AM</td>\n",
       "      <td>Ah gui me ish here. Make me gold member!</td>\n",
       "      <td>2020-02-18 08:54:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>40</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388069</th>\n",
       "      <td>1243</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>18-02-2020, 09:24 AM</td>\n",
       "      <td>Aiseh feels satki already</td>\n",
       "      <td>2020-02-18 09:24:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388258</th>\n",
       "      <td>760</td>\n",
       "      <td>just now my toilet bowl talk to me</td>\n",
       "      <td>Eternal-fire</td>\n",
       "      <td>20-01-2020, 03:11 PM</td>\n",
       "      <td>What's this?</td>\n",
       "      <td>2020-01-20 15:11:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3817 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                                       thread_title  \\\n",
       "51               6                                                      \n",
       "9487          5035  23 Year Old guy take home pay of $1600 decent ...   \n",
       "9640          5134  23 Year Old guy take home pay of $1600 decent ...   \n",
       "10951         4298  23 Year Old guy take home pay of $1600 decent ...   \n",
       "12289         4078  23 Year Old guy take home pay of $1600 decent ...   \n",
       "13970         4446  23 Year Old guy take home pay of $1600 decent ...   \n",
       "13984         4460  23 Year Old guy take home pay of $1600 decent ...   \n",
       "14007         4483  23 Year Old guy take home pay of $1600 decent ...   \n",
       "14130         4523  23 Year Old guy take home pay of $1600 decent ...   \n",
       "31364           35         Actually Angela Lim on CNA is not bad also   \n",
       "31367           35         Actually Angela Lim on CNA is not bad also   \n",
       "38650           51         Anwar is joining hands with Mahathir again   \n",
       "46412           65        Anybody taken leave due to break up before?   \n",
       "46449            3        Anybody taken leave due to break up before?   \n",
       "76186         7630  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "77482         5381  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "77932         5737  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "77959         5764  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "77961         5766  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "77964         5769  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "77966         5771  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "77968         5773  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78272         5942  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78273         5943  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78281         5951  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78324         5973  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78329         5975  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78333         5978  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78386         5919  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "78391         5921  Do u all belive in bazi / zi wei dou shu? - Pa...   \n",
       "...            ...                                                ...   \n",
       "368672        6150                         [] Ah Gui Hotline - Part 6   \n",
       "368676        6087                         [] Ah Gui Hotline - Part 6   \n",
       "368684        6094                         [] Ah Gui Hotline - Part 6   \n",
       "368685        6095                         [] Ah Gui Hotline - Part 6   \n",
       "368690        6100                         [] Ah Gui Hotline - Part 6   \n",
       "368695        6105                         [] Ah Gui Hotline - Part 6   \n",
       "368702        6109                         [] Ah Gui Hotline - Part 6   \n",
       "368708        3308                         [] Ah Gui Hotline - Part 6   \n",
       "368740        3340                         [] Ah Gui Hotline - Part 6   \n",
       "368745        3345                         [] Ah Gui Hotline - Part 6   \n",
       "368752        3353                         [] Ah Gui Hotline - Part 6   \n",
       "368756        3357                         [] Ah Gui Hotline - Part 6   \n",
       "368758        3359                         [] Ah Gui Hotline - Part 6   \n",
       "368765        3272                         [] Ah Gui Hotline - Part 6   \n",
       "368772        3277                         [] Ah Gui Hotline - Part 6   \n",
       "368779        3284                         [] Ah Gui Hotline - Part 6   \n",
       "368782        3364                         [] Ah Gui Hotline - Part 6   \n",
       "368789        3289                         [] Ah Gui Hotline - Part 6   \n",
       "368790        3290                         [] Ah Gui Hotline - Part 6   \n",
       "368799        3295                         [] Ah Gui Hotline - Part 6   \n",
       "368800        3373                         [] Ah Gui Hotline - Part 6   \n",
       "368806        3301                         [] Ah Gui Hotline - Part 6   \n",
       "382879        2953                                     [gpgt] ke yi ?   \n",
       "385125         104       darkyy_whiteyy pig pig oink oink lazy corner   \n",
       "385135          82       darkyy_whiteyy pig pig oink oink lazy corner   \n",
       "386221          40                 just now my toilet bowl talk to me   \n",
       "387170        1675                 just now my toilet bowl talk to me   \n",
       "388065        1240                 just now my toilet bowl talk to me   \n",
       "388069        1243                 just now my toilet bowl talk to me   \n",
       "388258         760                 just now my toilet bowl talk to me   \n",
       "\n",
       "       comment_author                  date  \\\n",
       "51       Eternal-fire  20-04-2020, 09:47 PM   \n",
       "9487     Eternal-fire  04-02-2020, 07:19 PM   \n",
       "9640     Eternal-fire  05-02-2020, 01:37 PM   \n",
       "10951    Eternal-fire  13-12-2019, 06:52 PM   \n",
       "12289    Eternal-fire  21-07-2019, 01:26 AM   \n",
       "13970    Eternal-fire  30-12-2019, 08:14 AM   \n",
       "13984    Eternal-fire  30-12-2019, 08:40 AM   \n",
       "14007    Eternal-fire  30-12-2019, 12:29 PM   \n",
       "14130    Eternal-fire  31-12-2019, 05:40 PM   \n",
       "31364    Eternal-fire  10-02-2020, 06:22 PM   \n",
       "31367    Eternal-fire  10-02-2020, 06:22 PM   \n",
       "38650    Eternal-fire  09-05-2020, 09:55 PM   \n",
       "46412    Eternal-fire  04-05-2020, 05:18 PM   \n",
       "46449    Eternal-fire  04-05-2020, 08:52 AM   \n",
       "76186    Eternal-fire  18-06-2020, 06:21 PM   \n",
       "77482    Eternal-fire  26-05-2020, 02:54 PM   \n",
       "77932    Eternal-fire  28-05-2020, 02:29 PM   \n",
       "77959    Eternal-fire  28-05-2020, 04:53 PM   \n",
       "77961    Eternal-fire  28-05-2020, 04:54 PM   \n",
       "77964    Eternal-fire  28-05-2020, 04:59 PM   \n",
       "77966    Eternal-fire  28-05-2020, 05:02 PM   \n",
       "77968    Eternal-fire  28-05-2020, 05:07 PM   \n",
       "78272    Eternal-fire  29-05-2020, 02:37 PM   \n",
       "78273    Eternal-fire  29-05-2020, 02:38 PM   \n",
       "78281    Eternal-fire  29-05-2020, 03:44 PM   \n",
       "78324    Eternal-fire  29-05-2020, 08:51 PM   \n",
       "78329    Eternal-fire  29-05-2020, 08:59 PM   \n",
       "78333    Eternal-fire  29-05-2020, 09:01 PM   \n",
       "78386    Eternal-fire  29-05-2020, 10:09 AM   \n",
       "78391    Eternal-fire  29-05-2020, 10:17 AM   \n",
       "...               ...                   ...   \n",
       "368672   Eternal-fire  30-04-2020, 09:16 PM   \n",
       "368676   Eternal-fire  30-04-2020, 09:39 AM   \n",
       "368684   Eternal-fire  30-04-2020, 10:50 AM   \n",
       "368685   Eternal-fire  30-04-2020, 10:50 AM   \n",
       "368690   Eternal-fire  30-04-2020, 10:59 AM   \n",
       "368695   Eternal-fire  30-04-2020, 11:22 AM   \n",
       "368702   Eternal-fire  30-04-2020, 12:34 PM   \n",
       "368708   Eternal-fire  31-03-2020, 02:46 PM   \n",
       "368740   Eternal-fire  31-03-2020, 07:25 PM   \n",
       "368745   Eternal-fire  31-03-2020, 07:27 PM   \n",
       "368752   Eternal-fire  31-03-2020, 07:33 PM   \n",
       "368756   Eternal-fire  31-03-2020, 08:32 PM   \n",
       "368758   Eternal-fire  31-03-2020, 08:35 PM   \n",
       "368765   Eternal-fire  31-03-2020, 08:42 AM   \n",
       "368772   Eternal-fire  31-03-2020, 09:16 AM   \n",
       "368779   Eternal-fire  31-03-2020, 09:28 AM   \n",
       "368782   Eternal-fire  31-03-2020, 09:35 PM   \n",
       "368789   Eternal-fire  31-03-2020, 10:19 AM   \n",
       "368790   Eternal-fire  31-03-2020, 10:19 AM   \n",
       "368799   Eternal-fire  31-03-2020, 11:12 AM   \n",
       "368800   Eternal-fire  31-03-2020, 11:28 PM   \n",
       "368806   Eternal-fire  31-03-2020, 11:50 AM   \n",
       "382879   Eternal-fire  24-04-2020, 08:53 AM   \n",
       "385125   Eternal-fire  29-07-2016, 01:12 PM   \n",
       "385135   Eternal-fire  29-07-2016, 09:14 AM   \n",
       "386221   Eternal-fire  06-01-2020, 01:35 PM   \n",
       "387170   Eternal-fire  12-03-2020, 08:45 AM   \n",
       "388065   Eternal-fire  18-02-2020, 08:54 AM   \n",
       "388069   Eternal-fire  18-02-2020, 09:24 AM   \n",
       "388258   Eternal-fire  20-01-2020, 03:11 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "51                                    Knn dun waste time. 2020-04-20 21:47:00   \n",
       "9487    Who cares you are already dead. Why care so much? 2020-02-04 19:19:00   \n",
       "9640                    This thread can be so depressing. 2020-02-05 13:37:00   \n",
       "10951                                        Humble brag. 2019-12-13 18:52:00   \n",
       "12289   My pay is 1.32k per month. \\n\\r\\nYou are bette... 2019-07-21 01:26:00   \n",
       "13970                    Tell her marrying is for pu$$ies 2019-12-30 08:14:00   \n",
       "13984         Actually just give up. \\n\\nToo much effort. 2019-12-30 08:40:00   \n",
       "14007   Not choice. Just take the path of least resist... 2019-12-30 12:29:00   \n",
       "14130   But many 20 something sinkie girls look like m... 2019-12-31 17:40:00   \n",
       "31364                                         Luohan fish 2020-02-10 18:22:00   \n",
       "31367                                         Luohan fish 2020-02-10 18:22:00   \n",
       "38650                      His kar chng kang itchy again. 2020-05-09 21:55:00   \n",
       "46412                          Many babies in this thread 2020-05-04 17:18:00   \n",
       "46449                  Yes. So I can burn down her house. 2020-05-04 08:52:00   \n",
       "76186                                     Eden ho sei bo? 2020-06-18 18:21:00   \n",
       "77482                                        Qft! Ah ly ! 2020-05-26 14:54:00   \n",
       "77932                                    Ah ly ho sei bo? 2020-05-28 14:29:00   \n",
       "77959            No bui bui means cannot teh own neh neh. 2020-05-28 16:53:00   \n",
       "77961                              Ah ly when give birth? 2020-05-28 16:54:00   \n",
       "77964           This one bazi thread hor. Dun liddat hor. 2020-05-28 16:59:00   \n",
       "77966   If train until tight tight is very shoiks feel... 2020-05-28 17:02:00   \n",
       "77968                         Moi is Tiagong one. Hehehe! 2020-05-28 17:07:00   \n",
       "78272               Heng moi card is death. Always death. 2020-05-29 14:37:00   \n",
       "78273                      It's OK la. You got the money. 2020-05-29 14:38:00   \n",
       "78281                                          Really ah? 2020-05-29 15:44:00   \n",
       "78324   Chin chye la. Now CB going to end le. Must cel... 2020-05-29 20:51:00   \n",
       "78329                 Eh u and heypipi is buddy buddy ah? 2020-05-29 20:59:00   \n",
       "78333            He and u buddy de leh. He no tell u meh? 2020-05-29 21:01:00   \n",
       "78386          Huai chiu all chase girls not sian de huh? 2020-05-29 10:09:00   \n",
       "78391   Sorry to disappointed you. But you think too m... 2020-05-29 10:17:00   \n",
       "...                                                   ...                 ...   \n",
       "368672                                        Watch porn? 2020-04-30 21:16:00   \n",
       "368676                                 Yours is opposite. 2020-04-30 09:39:00   \n",
       "368684                    Usually is she shoot insai him? 2020-04-30 10:50:00   \n",
       "368685                                        can or not? 2020-04-30 10:50:00   \n",
       "368690                                All the long birds. 2020-04-30 10:59:00   \n",
       "368695                They how come u wear women clothes? 2020-04-30 11:22:00   \n",
       "368702             If pizza Jiak pizza is it cannibalism? 2020-04-30 12:34:00   \n",
       "368708                                        Woah bo jio 2020-03-31 14:46:00   \n",
       "368740                                    Too bad no jav. 2020-03-31 19:25:00   \n",
       "368745                                   Then get sweaty. 2020-03-31 19:27:00   \n",
       "368752  Then put your hand on your balls then smell yo... 2020-03-31 19:33:00   \n",
       "368756                                   Tongkat Ali time 2020-03-31 20:32:00   \n",
       "368758  Already say I store energy for 30 days then ch... 2020-03-31 20:35:00   \n",
       "368765                                       Selemat pagi 2020-03-31 08:42:00   \n",
       "368772                                Song song means 2 2 2020-03-31 09:16:00   \n",
       "368779                                    Shoot how much? 2020-03-31 09:28:00   \n",
       "368782                       My one in August no news leh 2020-03-31 21:35:00   \n",
       "368789                                       From taobao? 2020-03-31 10:19:00   \n",
       "368790                           Caribbean one very nice. 2020-03-31 10:19:00   \n",
       "368799                                    Asking for fun. 2020-03-31 11:12:00   \n",
       "368800                                    Bro this is bad 2020-03-31 23:28:00   \n",
       "368806                                 Wear birthday suit 2020-03-31 11:50:00   \n",
       "382879                     Why all cannot see neh neh de? 2020-04-24 08:53:00   \n",
       "385125                                  Are chiu in pain? 2016-07-29 13:12:00   \n",
       "385135                                  I also wondering. 2016-07-29 09:14:00   \n",
       "386221                                   TS jiak yo time. 2020-01-06 13:35:00   \n",
       "387170       Ah gui pang sai zhua where got discount now? 2020-03-12 08:45:00   \n",
       "388065           Ah gui me ish here. Make me gold member! 2020-02-18 08:54:00   \n",
       "388069                          Aiseh feels satki already 2020-02-18 09:24:00   \n",
       "388258                                       What's this? 2020-01-20 15:11:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  \n",
       "51          Monday         19             19.0  \n",
       "9487        Friday         49             49.0  \n",
       "9640       Tuesday         33             33.0  \n",
       "10951     Saturday         12             12.0  \n",
       "12289     Saturday         53             53.0  \n",
       "13970      Tuesday         32             32.0  \n",
       "13984      Tuesday         41             41.0  \n",
       "14007      Tuesday         51             51.0  \n",
       "14130    Wednesday         52             52.0  \n",
       "31364     Thursday         11             11.0  \n",
       "31367     Thursday         11             11.0  \n",
       "38650     Saturday         30             30.0  \n",
       "46412      Tuesday         26             26.0  \n",
       "46449      Tuesday         34             34.0  \n",
       "76186       Sunday         15             15.0  \n",
       "77482       Sunday         12             12.0  \n",
       "77932    Wednesday         16             16.0  \n",
       "77959     Thursday         40             40.0  \n",
       "77961     Saturday         22             22.0  \n",
       "77964     Saturday         41             41.0  \n",
       "77966     Saturday         50             50.0  \n",
       "77968     Saturday         27             27.0  \n",
       "78272       Friday         37             37.0  \n",
       "78273       Friday         30             30.0  \n",
       "78281       Friday         10             10.0  \n",
       "78324       Friday         56             56.0  \n",
       "78329       Friday         35             35.0  \n",
       "78333       Friday         40             40.0  \n",
       "78386       Friday         42             42.0  \n",
       "78391       Sunday         66             66.0  \n",
       "...            ...        ...              ...  \n",
       "368672      Friday         11             11.0  \n",
       "368676    Saturday         18             18.0  \n",
       "368684    Saturday         31             31.0  \n",
       "368685      Sunday         11             11.0  \n",
       "368690      Friday         19             19.0  \n",
       "368695    Thursday         35             35.0  \n",
       "368702      Sunday         38             38.0  \n",
       "368708    Thursday         11             11.0  \n",
       "368740    Saturday         15             15.0  \n",
       "368745    Saturday         16             16.0  \n",
       "368752    Saturday         57             57.0  \n",
       "368756    Saturday         16             16.0  \n",
       "368758    Saturday         55             55.0  \n",
       "368765    Saturday         12             12.0  \n",
       "368772    Saturday         19             19.0  \n",
       "368779    Saturday         15             15.0  \n",
       "368782    Saturday         28             28.0  \n",
       "368789    Saturday         12             12.0  \n",
       "368790    Saturday         24             24.0  \n",
       "368799    Saturday         15             15.0  \n",
       "368800    Saturday         15             15.0  \n",
       "368806      Sunday         18             18.0  \n",
       "382879      Sunday         30             30.0  \n",
       "385125      Sunday         17             17.0  \n",
       "385135      Sunday         17             17.0  \n",
       "386221    Saturday         16             16.0  \n",
       "387170    Saturday         44             44.0  \n",
       "388065     Tuesday         40             40.0  \n",
       "388069     Tuesday         25             25.0  \n",
       "388258      Sunday         12             12.0  \n",
       "\n",
       "[3817 rows x 9 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_comment_3_df = eda_sorted_df[eda_sorted_df['comment_author'] == 'Eternal-fire']\n",
    "top_comment_3_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_comment_count3_df = top_comment_3_df['Day of Week'].str.split(expand=True).stack().value_counts().nlargest(7).plot.bar()\n",
    "plt.title('Comment activity for top poster Eternal-fire')\n",
    "plt.xlabel('Days of the week')\n",
    "plt.ylabel('frequency')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## barplot of the frequency of their posts (use a groupyby) for top three most frequent posters - using size instead of count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>thread_title</th>\n",
       "      <th>comment_author</th>\n",
       "      <th>date</th>\n",
       "      <th>comment</th>\n",
       "      <th>formatted_date</th>\n",
       "      <th>Day of Week</th>\n",
       "      <th>lenstring</th>\n",
       "      <th>comment_boolean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>02-05-2020, 09:30 AM</td>\n",
       "      <td>Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin...</td>\n",
       "      <td>2020-05-02 09:30:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 01:27 PM</td>\n",
       "      <td>Instead of worrying, why not recite Buddha's a...</td>\n",
       "      <td>2020-05-07 13:27:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53</td>\n",
       "      <td></td>\n",
       "      <td>Laneige</td>\n",
       "      <td>07-05-2020, 01:39 PM</td>\n",
       "      <td>Unfortunately she made the decision to go shop...</td>\n",
       "      <td>2020-05-07 13:39:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>156</td>\n",
       "      <td>156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>54</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>07-05-2020, 04:40 PM</td>\n",
       "      <td>pls enlighten if so   Namo Amitabha Namo Buddh...</td>\n",
       "      <td>2020-05-07 16:40:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>58</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>07-05-2020, 07:49 PM</td>\n",
       "      <td>Reminds me of  passed down   (mentioned at 6:0...</td>\n",
       "      <td>2020-05-07 19:49:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>577</td>\n",
       "      <td>577.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>10-05-2020, 09:31 AM</td>\n",
       "      <td>As the pandemic sweeps through the world, we r...</td>\n",
       "      <td>2020-05-10 09:31:00</td>\n",
       "      <td>Monday</td>\n",
       "      <td>118</td>\n",
       "      <td>118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>59</td>\n",
       "      <td></td>\n",
       "      <td>Hierophant</td>\n",
       "      <td>10-05-2020, 09:32 AM</td>\n",
       "      <td>Hokay ish noted</td>\n",
       "      <td>2020-05-10 09:32:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>15</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>10-05-2020, 11:12 AM</td>\n",
       "      <td>https://www.zaobao.com.sg/znews/sing...200509-...</td>\n",
       "      <td>2020-05-10 11:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>53</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>57</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>10-05-2020, 12:26 AM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-10 00:26:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>11-05-2020, 10:17 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-05-11 22:17:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>12-05-2020, 08:40 PM</td>\n",
       "      <td>Hope that everyone who comes to this thread is...</td>\n",
       "      <td>2020-05-12 20:40:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>79</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>16-05-2020, 12:20 PM</td>\n",
       "      <td>One recites Buddhas' or Pusas' names, whole fa...</td>\n",
       "      <td>2020-05-16 12:20:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>228</td>\n",
       "      <td>228.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:06 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:06:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:16 PM</td>\n",
       "      <td>hope bros &amp; sis help up propagate  thanks    N...</td>\n",
       "      <td>2020-04-17 21:16:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>58</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:32 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:32:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 09:46 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-17 21:46:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>17-04-2020, 10:00 PM</td>\n",
       "      <td>Wrong place bro. Stick to autumnwinter's threa...</td>\n",
       "      <td>2020-04-17 22:00:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>105</td>\n",
       "      <td>105.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:13 PM</td>\n",
       "      <td>thanks! can help locate thread bro? could find...</td>\n",
       "      <td>2020-04-17 23:13:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>82</td>\n",
       "      <td>82.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:19 PM</td>\n",
       "      <td>I am so glad that you started this thread. Dur...</td>\n",
       "      <td>2020-04-17 23:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>407</td>\n",
       "      <td>407.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>17-04-2020, 11:26 PM</td>\n",
       "      <td>thanks bro &amp; all a lot for together  !   Namo ...</td>\n",
       "      <td>2020-04-17 23:26:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>54</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>17-04-2020, 11:44 PM</td>\n",
       "      <td>Besides recitations of Namo Amituofo and Namo ...</td>\n",
       "      <td>2020-04-17 23:44:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>244</td>\n",
       "      <td>244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 01:12 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 13:12:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>lycanboy</td>\n",
       "      <td>18-04-2020, 01:14 PM</td>\n",
       "      <td>You guys praying for s-ghost ah?</td>\n",
       "      <td>2020-04-18 13:14:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>32</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>AlmightyOnes</td>\n",
       "      <td>18-04-2020, 01:19 PM</td>\n",
       "      <td>For people who wants to know more.  In English...</td>\n",
       "      <td>2020-04-18 13:19:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>55</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>SimpliCity2k</td>\n",
       "      <td>18-04-2020, 02:21 PM</td>\n",
       "      <td>all for            thanks all fathers &amp; mother...</td>\n",
       "      <td>2020-04-18 14:21:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>76</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>pattanispirit</td>\n",
       "      <td>18-04-2020, 03:23 PM</td>\n",
       "      <td>2    253   2422      X                   21530...</td>\n",
       "      <td>2020-04-18 15:23:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>mryang</td>\n",
       "      <td>18-04-2020, 03:24 PM</td>\n",
       "      <td>Namo Amitabha</td>\n",
       "      <td>2020-04-18 15:24:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 03:53 PM</td>\n",
       "      <td>I'm a believer of skillful means. Starting the...</td>\n",
       "      <td>2020-04-18 15:53:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>376</td>\n",
       "      <td>376.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>Insatiable_creat</td>\n",
       "      <td>18-04-2020, 04:09 AM</td>\n",
       "      <td>Admire your spirit. However, there are some ma...</td>\n",
       "      <td>2020-04-18 04:09:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>557</td>\n",
       "      <td>557.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td>AUTUMN&amp;WINTER</td>\n",
       "      <td>18-04-2020, 07:34 PM</td>\n",
       "      <td>Stay safe and keep your family safe by recitin...</td>\n",
       "      <td>2020-04-18 19:34:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>92</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359250</th>\n",
       "      <td>2985</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>busfreaks</td>\n",
       "      <td>04-05-2020, 07:59 PM</td>\n",
       "      <td>This is nice.</td>\n",
       "      <td>2020-05-04 19:59:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359251</th>\n",
       "      <td>2986</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>yummie</td>\n",
       "      <td>04-05-2020, 08:00 PM</td>\n",
       "      <td>woahh..but doesnt look filling</td>\n",
       "      <td>2020-05-04 20:00:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359252</th>\n",
       "      <td>2987</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 08:04 PM</td>\n",
       "      <td>Stir-fried Bittergourd with Salted Eggs  Used ...</td>\n",
       "      <td>2020-05-04 20:04:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>206</td>\n",
       "      <td>206.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359253</th>\n",
       "      <td>2988</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 08:15 PM</td>\n",
       "      <td>Not mmuch diff in terms of nutritional value. ...</td>\n",
       "      <td>2020-05-04 20:15:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>540</td>\n",
       "      <td>540.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359254</th>\n",
       "      <td>2989</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 08:37 PM</td>\n",
       "      <td>Mom had my leftover heated up Saffron's biryan...</td>\n",
       "      <td>2020-05-04 20:37:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>847</td>\n",
       "      <td>847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359255</th>\n",
       "      <td>2990</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>yummie</td>\n",
       "      <td>04-05-2020, 08:50 PM</td>\n",
       "      <td>kpc. e 7-11 briyani nice?</td>\n",
       "      <td>2020-05-04 20:50:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359256</th>\n",
       "      <td>2991</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>yummie</td>\n",
       "      <td>04-05-2020, 08:52 PM</td>\n",
       "      <td>wat is tis</td>\n",
       "      <td>2020-05-04 20:52:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>10</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359257</th>\n",
       "      <td>2943</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 09:16 AM</td>\n",
       "      <td>Think I cook a simple porridge lunch later  Bu...</td>\n",
       "      <td>2020-05-04 09:16:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>169</td>\n",
       "      <td>169.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359258</th>\n",
       "      <td>2992</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>makann</td>\n",
       "      <td>04-05-2020, 09:18 PM</td>\n",
       "      <td>...........</td>\n",
       "      <td>2020-05-04 21:18:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>11</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359259</th>\n",
       "      <td>2944</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>yummie</td>\n",
       "      <td>04-05-2020, 09:19 AM</td>\n",
       "      <td>peanut cuttlefish scallop</td>\n",
       "      <td>2020-05-04 09:19:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>25</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359260</th>\n",
       "      <td>2993</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 09:19 PM</td>\n",
       "      <td>The butter chicken was nice n tasty just too f...</td>\n",
       "      <td>2020-05-04 21:19:00</td>\n",
       "      <td>Friday</td>\n",
       "      <td>128</td>\n",
       "      <td>128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359261</th>\n",
       "      <td>2994</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>makann</td>\n",
       "      <td>04-05-2020, 09:20 PM</td>\n",
       "      <td>simi lai eh?</td>\n",
       "      <td>2020-05-04 21:20:00</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359262</th>\n",
       "      <td>2995</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>makann</td>\n",
       "      <td>04-05-2020, 09:36 PM</td>\n",
       "      <td>y add sos to crispy chicken and turn it to non...</td>\n",
       "      <td>2020-05-04 21:36:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>54</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359263</th>\n",
       "      <td>2945</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 09:40 AM</td>\n",
       "      <td>Don't hv these ingredients n today Mon wetmark...</td>\n",
       "      <td>2020-05-04 09:40:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>60</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359264</th>\n",
       "      <td>2946</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 09:52 AM</td>\n",
       "      <td>Too lazy to hv to take a bus out to SS Mlmlml</td>\n",
       "      <td>2020-05-04 09:52:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>45</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359265</th>\n",
       "      <td>2947</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 09:53 AM</td>\n",
       "      <td>Can juz grow own spring onions</td>\n",
       "      <td>2020-05-04 09:53:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>30</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359266</th>\n",
       "      <td>2948</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 10:43 AM</td>\n",
       "      <td>Still got 1 or 2 packs ready Satay Sauce ($1.5...</td>\n",
       "      <td>2020-05-04 10:43:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>159</td>\n",
       "      <td>159.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359267</th>\n",
       "      <td>2949</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 11:03 AM</td>\n",
       "      <td>Bro baked Garlic Dinner Rolls and we had it fo...</td>\n",
       "      <td>2020-05-04 11:03:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>98</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359268</th>\n",
       "      <td>2950</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>yummie</td>\n",
       "      <td>04-05-2020, 11:13 AM</td>\n",
       "      <td>how u do sia</td>\n",
       "      <td>2020-05-04 11:13:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>12</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359269</th>\n",
       "      <td>2951</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 11:32 AM</td>\n",
       "      <td>Not I do one. My bro baked it at hhis place an...</td>\n",
       "      <td>2020-05-04 11:32:00</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>61</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359270</th>\n",
       "      <td>2953</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 11:40 AM</td>\n",
       "      <td>Ever since I bought a convention oven for bro,...</td>\n",
       "      <td>2020-05-04 11:40:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>136</td>\n",
       "      <td>136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359271</th>\n",
       "      <td>2940</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>ccostagmont</td>\n",
       "      <td>04-05-2020, 12:28 AM</td>\n",
       "      <td>Jsm..... How u learn all these ones????</td>\n",
       "      <td>2020-05-04 00:28:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>39</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359272</th>\n",
       "      <td>2941</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>ccostagmont</td>\n",
       "      <td>04-05-2020, 12:30 AM</td>\n",
       "      <td>Yummy stuff siol...  Your.hashbrown.use.semo t...</td>\n",
       "      <td>2020-05-04 00:30:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>57</td>\n",
       "      <td>57.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359273</th>\n",
       "      <td>2955</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 12:31 PM</td>\n",
       "      <td>Haha  Last night too</td>\n",
       "      <td>2020-05-04 12:31:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>20</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359274</th>\n",
       "      <td>2956</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 12:39 PM</td>\n",
       "      <td>He has interest in bread making whereas i dun....</td>\n",
       "      <td>2020-05-04 12:39:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>346</td>\n",
       "      <td>346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359275</th>\n",
       "      <td>2957</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>desiresale</td>\n",
       "      <td>04-05-2020, 12:42 PM</td>\n",
       "      <td>Diff lah. Mine tis morning is bread roll infus...</td>\n",
       "      <td>2020-05-04 12:42:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>269</td>\n",
       "      <td>269.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359276</th>\n",
       "      <td>2958</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>kaypohchee</td>\n",
       "      <td>04-05-2020, 12:45 PM</td>\n",
       "      <td>Here it comes   but also with boneless ikan bi...</td>\n",
       "      <td>2020-05-04 12:45:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>817</td>\n",
       "      <td>817.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359277</th>\n",
       "      <td>2959</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>OKorNOT</td>\n",
       "      <td>04-05-2020, 12:57 PM</td>\n",
       "      <td>Can try satay sauce stir fry with lean meat.. ...</td>\n",
       "      <td>2020-05-04 12:57:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>110</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359278</th>\n",
       "      <td>4724</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>t2r3st</td>\n",
       "      <td>04-06-2020, 08:26 PM</td>\n",
       "      <td>Flying Wok via foodpanda  Sun  2020:05:03 19:2...</td>\n",
       "      <td>2020-06-04 20:26:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>50</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359279</th>\n",
       "      <td>3013</td>\n",
       "      <td>post 1st meal of Day 1 Circuit Breaker</td>\n",
       "      <td>tanahgu</td>\n",
       "      <td>05-05-2020, 01:01 PM</td>\n",
       "      <td>typing it all out here may be kpc's way of ven...</td>\n",
       "      <td>2020-05-05 13:01:00</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>50</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>359280 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0                            thread_title    comment_author  \\\n",
       "0               49                                             AUTUMN&WINTER   \n",
       "1               51                                             AUTUMN&WINTER   \n",
       "2               53                                                   Laneige   \n",
       "3               54                                              SimpliCity2k   \n",
       "4               56                                             AUTUMN&WINTER   \n",
       "5               58                                             AUTUMN&WINTER   \n",
       "6               59                                                Hierophant   \n",
       "7                0                                                    mryang   \n",
       "8               57                                              SimpliCity2k   \n",
       "9               60                                              SimpliCity2k   \n",
       "10              62                                             AUTUMN&WINTER   \n",
       "11              63                                             AUTUMN&WINTER   \n",
       "12               0                                              SimpliCity2k   \n",
       "13               1                                              SimpliCity2k   \n",
       "14               2                                              SimpliCity2k   \n",
       "15               3                                              SimpliCity2k   \n",
       "16               5                                          Insatiable_creat   \n",
       "17               6                                              SimpliCity2k   \n",
       "18               7                                             AUTUMN&WINTER   \n",
       "19               8                                              SimpliCity2k   \n",
       "20               9                                             AUTUMN&WINTER   \n",
       "21              13                                              SimpliCity2k   \n",
       "22              14                                                  lycanboy   \n",
       "23              15                                              AlmightyOnes   \n",
       "24              16                                              SimpliCity2k   \n",
       "25              17                                             pattanispirit   \n",
       "26              18                                                    mryang   \n",
       "27              19                                          Insatiable_creat   \n",
       "28              10                                          Insatiable_creat   \n",
       "29              20                                             AUTUMN&WINTER   \n",
       "...            ...                                     ...               ...   \n",
       "359250        2985  post 1st meal of Day 1 Circuit Breaker         busfreaks   \n",
       "359251        2986  post 1st meal of Day 1 Circuit Breaker            yummie   \n",
       "359252        2987  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359253        2988  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359254        2989  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359255        2990  post 1st meal of Day 1 Circuit Breaker            yummie   \n",
       "359256        2991  post 1st meal of Day 1 Circuit Breaker            yummie   \n",
       "359257        2943  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359258        2992  post 1st meal of Day 1 Circuit Breaker            makann   \n",
       "359259        2944  post 1st meal of Day 1 Circuit Breaker            yummie   \n",
       "359260        2993  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359261        2994  post 1st meal of Day 1 Circuit Breaker            makann   \n",
       "359262        2995  post 1st meal of Day 1 Circuit Breaker            makann   \n",
       "359263        2945  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359264        2946  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359265        2947  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359266        2948  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359267        2949  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359268        2950  post 1st meal of Day 1 Circuit Breaker            yummie   \n",
       "359269        2951  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359270        2953  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359271        2940  post 1st meal of Day 1 Circuit Breaker       ccostagmont   \n",
       "359272        2941  post 1st meal of Day 1 Circuit Breaker       ccostagmont   \n",
       "359273        2955  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359274        2956  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359275        2957  post 1st meal of Day 1 Circuit Breaker        desiresale   \n",
       "359276        2958  post 1st meal of Day 1 Circuit Breaker        kaypohchee   \n",
       "359277        2959  post 1st meal of Day 1 Circuit Breaker           OKorNOT   \n",
       "359278        4724  post 1st meal of Day 1 Circuit Breaker            t2r3st   \n",
       "359279        3013  post 1st meal of Day 1 Circuit Breaker           tanahgu   \n",
       "\n",
       "                        date  \\\n",
       "0       02-05-2020, 09:30 AM   \n",
       "1       07-05-2020, 01:27 PM   \n",
       "2       07-05-2020, 01:39 PM   \n",
       "3       07-05-2020, 04:40 PM   \n",
       "4       07-05-2020, 07:49 PM   \n",
       "5       10-05-2020, 09:31 AM   \n",
       "6       10-05-2020, 09:32 AM   \n",
       "7       10-05-2020, 11:12 AM   \n",
       "8       10-05-2020, 12:26 AM   \n",
       "9       11-05-2020, 10:17 PM   \n",
       "10      12-05-2020, 08:40 PM   \n",
       "11      16-05-2020, 12:20 PM   \n",
       "12      17-04-2020, 09:06 PM   \n",
       "13      17-04-2020, 09:16 PM   \n",
       "14      17-04-2020, 09:32 PM   \n",
       "15      17-04-2020, 09:46 PM   \n",
       "16      17-04-2020, 10:00 PM   \n",
       "17      17-04-2020, 11:13 PM   \n",
       "18      17-04-2020, 11:19 PM   \n",
       "19      17-04-2020, 11:26 PM   \n",
       "20      17-04-2020, 11:44 PM   \n",
       "21      18-04-2020, 01:12 PM   \n",
       "22      18-04-2020, 01:14 PM   \n",
       "23      18-04-2020, 01:19 PM   \n",
       "24      18-04-2020, 02:21 PM   \n",
       "25      18-04-2020, 03:23 PM   \n",
       "26      18-04-2020, 03:24 PM   \n",
       "27      18-04-2020, 03:53 PM   \n",
       "28      18-04-2020, 04:09 AM   \n",
       "29      18-04-2020, 07:34 PM   \n",
       "...                      ...   \n",
       "359250  04-05-2020, 07:59 PM   \n",
       "359251  04-05-2020, 08:00 PM   \n",
       "359252  04-05-2020, 08:04 PM   \n",
       "359253  04-05-2020, 08:15 PM   \n",
       "359254  04-05-2020, 08:37 PM   \n",
       "359255  04-05-2020, 08:50 PM   \n",
       "359256  04-05-2020, 08:52 PM   \n",
       "359257  04-05-2020, 09:16 AM   \n",
       "359258  04-05-2020, 09:18 PM   \n",
       "359259  04-05-2020, 09:19 AM   \n",
       "359260  04-05-2020, 09:19 PM   \n",
       "359261  04-05-2020, 09:20 PM   \n",
       "359262  04-05-2020, 09:36 PM   \n",
       "359263  04-05-2020, 09:40 AM   \n",
       "359264  04-05-2020, 09:52 AM   \n",
       "359265  04-05-2020, 09:53 AM   \n",
       "359266  04-05-2020, 10:43 AM   \n",
       "359267  04-05-2020, 11:03 AM   \n",
       "359268  04-05-2020, 11:13 AM   \n",
       "359269  04-05-2020, 11:32 AM   \n",
       "359270  04-05-2020, 11:40 AM   \n",
       "359271  04-05-2020, 12:28 AM   \n",
       "359272  04-05-2020, 12:30 AM   \n",
       "359273  04-05-2020, 12:31 PM   \n",
       "359274  04-05-2020, 12:39 PM   \n",
       "359275  04-05-2020, 12:42 PM   \n",
       "359276  04-05-2020, 12:45 PM   \n",
       "359277  04-05-2020, 12:57 PM   \n",
       "359278  04-06-2020, 08:26 PM   \n",
       "359279  05-05-2020, 01:01 PM   \n",
       "\n",
       "                                                  comment      formatted_date  \\\n",
       "0       Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin... 2020-05-02 09:30:00   \n",
       "1       Instead of worrying, why not recite Buddha's a... 2020-05-07 13:27:00   \n",
       "2       Unfortunately she made the decision to go shop... 2020-05-07 13:39:00   \n",
       "3       pls enlighten if so   Namo Amitabha Namo Buddh... 2020-05-07 16:40:00   \n",
       "4       Reminds me of  passed down   (mentioned at 6:0... 2020-05-07 19:49:00   \n",
       "5       As the pandemic sweeps through the world, we r... 2020-05-10 09:31:00   \n",
       "6                                         Hokay ish noted 2020-05-10 09:32:00   \n",
       "7       https://www.zaobao.com.sg/znews/sing...200509-... 2020-05-10 11:12:00   \n",
       "8                                           Namo Amitabha 2020-05-10 00:26:00   \n",
       "9                                           Namo Amitabha 2020-05-11 22:17:00   \n",
       "10      Hope that everyone who comes to this thread is... 2020-05-12 20:40:00   \n",
       "11      One recites Buddhas' or Pusas' names, whole fa... 2020-05-16 12:20:00   \n",
       "12                                          Namo Amitabha 2020-04-17 21:06:00   \n",
       "13      hope bros & sis help up propagate  thanks    N... 2020-04-17 21:16:00   \n",
       "14                                          Namo Amitabha 2020-04-17 21:32:00   \n",
       "15                                          Namo Amitabha 2020-04-17 21:46:00   \n",
       "16      Wrong place bro. Stick to autumnwinter's threa... 2020-04-17 22:00:00   \n",
       "17      thanks! can help locate thread bro? could find... 2020-04-17 23:13:00   \n",
       "18      I am so glad that you started this thread. Dur... 2020-04-17 23:19:00   \n",
       "19      thanks bro & all a lot for together  !   Namo ... 2020-04-17 23:26:00   \n",
       "20      Besides recitations of Namo Amituofo and Namo ... 2020-04-17 23:44:00   \n",
       "21                                          Namo Amitabha 2020-04-18 13:12:00   \n",
       "22                       You guys praying for s-ghost ah? 2020-04-18 13:14:00   \n",
       "23      For people who wants to know more.  In English... 2020-04-18 13:19:00   \n",
       "24      all for            thanks all fathers & mother... 2020-04-18 14:21:00   \n",
       "25      2    253   2422      X                   21530... 2020-04-18 15:23:00   \n",
       "26                                          Namo Amitabha 2020-04-18 15:24:00   \n",
       "27      I'm a believer of skillful means. Starting the... 2020-04-18 15:53:00   \n",
       "28      Admire your spirit. However, there are some ma... 2020-04-18 04:09:00   \n",
       "29      Stay safe and keep your family safe by recitin... 2020-04-18 19:34:00   \n",
       "...                                                   ...                 ...   \n",
       "359250                                      This is nice. 2020-05-04 19:59:00   \n",
       "359251                     woahh..but doesnt look filling 2020-05-04 20:00:00   \n",
       "359252  Stir-fried Bittergourd with Salted Eggs  Used ... 2020-05-04 20:04:00   \n",
       "359253  Not mmuch diff in terms of nutritional value. ... 2020-05-04 20:15:00   \n",
       "359254  Mom had my leftover heated up Saffron's biryan... 2020-05-04 20:37:00   \n",
       "359255                          kpc. e 7-11 briyani nice? 2020-05-04 20:50:00   \n",
       "359256                                         wat is tis 2020-05-04 20:52:00   \n",
       "359257  Think I cook a simple porridge lunch later  Bu... 2020-05-04 09:16:00   \n",
       "359258                                        ........... 2020-05-04 21:18:00   \n",
       "359259                          peanut cuttlefish scallop 2020-05-04 09:19:00   \n",
       "359260  The butter chicken was nice n tasty just too f... 2020-05-04 21:19:00   \n",
       "359261                                       simi lai eh? 2020-05-04 21:20:00   \n",
       "359262  y add sos to crispy chicken and turn it to non... 2020-05-04 21:36:00   \n",
       "359263  Don't hv these ingredients n today Mon wetmark... 2020-05-04 09:40:00   \n",
       "359264      Too lazy to hv to take a bus out to SS Mlmlml 2020-05-04 09:52:00   \n",
       "359265                     Can juz grow own spring onions 2020-05-04 09:53:00   \n",
       "359266  Still got 1 or 2 packs ready Satay Sauce ($1.5... 2020-05-04 10:43:00   \n",
       "359267  Bro baked Garlic Dinner Rolls and we had it fo... 2020-05-04 11:03:00   \n",
       "359268                                       how u do sia 2020-05-04 11:13:00   \n",
       "359269  Not I do one. My bro baked it at hhis place an... 2020-05-04 11:32:00   \n",
       "359270  Ever since I bought a convention oven for bro,... 2020-05-04 11:40:00   \n",
       "359271            Jsm..... How u learn all these ones???? 2020-05-04 00:28:00   \n",
       "359272  Yummy stuff siol...  Your.hashbrown.use.semo t... 2020-05-04 00:30:00   \n",
       "359273                               Haha  Last night too 2020-05-04 12:31:00   \n",
       "359274  He has interest in bread making whereas i dun.... 2020-05-04 12:39:00   \n",
       "359275  Diff lah. Mine tis morning is bread roll infus... 2020-05-04 12:42:00   \n",
       "359276  Here it comes   but also with boneless ikan bi... 2020-05-04 12:45:00   \n",
       "359277  Can try satay sauce stir fry with lean meat.. ... 2020-05-04 12:57:00   \n",
       "359278  Flying Wok via foodpanda  Sun  2020:05:03 19:2... 2020-06-04 20:26:00   \n",
       "359279  typing it all out here may be kpc's way of ven... 2020-05-05 13:01:00   \n",
       "\n",
       "       Day of Week  lenstring  comment_boolean  \n",
       "0         Saturday         76             76.0  \n",
       "1         Thursday         76             76.0  \n",
       "2         Thursday        156            156.0  \n",
       "3           Sunday         58             58.0  \n",
       "4           Sunday        577            577.0  \n",
       "5           Monday        118            118.0  \n",
       "6          Tuesday         15             15.0  \n",
       "7         Saturday         53             53.0  \n",
       "8           Friday         13             13.0  \n",
       "9           Friday         13             13.0  \n",
       "10          Friday         79             79.0  \n",
       "11          Friday        228            228.0  \n",
       "12          Friday         13             13.0  \n",
       "13          Friday         58             58.0  \n",
       "14          Friday         13             13.0  \n",
       "15          Friday         13             13.0  \n",
       "16        Saturday        105            105.0  \n",
       "17        Saturday         82             82.0  \n",
       "18        Saturday        407            407.0  \n",
       "19        Saturday         54             54.0  \n",
       "20        Saturday        244            244.0  \n",
       "21        Saturday         13             13.0  \n",
       "22        Saturday         32             32.0  \n",
       "23        Saturday         55             55.0  \n",
       "24        Saturday         76             76.0  \n",
       "25        Saturday         61             61.0  \n",
       "26        Saturday         13             13.0  \n",
       "27          Sunday        376            376.0  \n",
       "28          Sunday        557            557.0  \n",
       "29          Sunday         92             92.0  \n",
       "...            ...        ...              ...  \n",
       "359250    Thursday         13             13.0  \n",
       "359251    Thursday         30             30.0  \n",
       "359252    Thursday        206            206.0  \n",
       "359253      Sunday        540            540.0  \n",
       "359254      Sunday        847            847.0  \n",
       "359255      Sunday         25             25.0  \n",
       "359256      Friday         10             10.0  \n",
       "359257      Friday        169            169.0  \n",
       "359258      Friday         11             11.0  \n",
       "359259      Friday         25             25.0  \n",
       "359260      Friday        128            128.0  \n",
       "359261    Saturday         12             12.0  \n",
       "359262      Sunday         54             54.0  \n",
       "359263      Sunday         60             60.0  \n",
       "359264    Thursday         45             45.0  \n",
       "359265    Thursday         30             30.0  \n",
       "359266    Thursday        159            159.0  \n",
       "359267    Thursday         98             98.0  \n",
       "359268    Thursday         12             12.0  \n",
       "359269    Thursday         61             61.0  \n",
       "359270      Sunday        136            136.0  \n",
       "359271      Sunday         39             39.0  \n",
       "359272      Sunday         57             57.0  \n",
       "359273      Sunday         20             20.0  \n",
       "359274      Sunday        346            346.0  \n",
       "359275      Sunday        269            269.0  \n",
       "359276      Sunday        817            817.0  \n",
       "359277      Sunday        110            110.0  \n",
       "359278      Sunday         50             50.0  \n",
       "359279     Tuesday         50             50.0  \n",
       "\n",
       "[359280 rows x 9 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eda_sorted2_df = eda_sorted_df.dropna()\n",
    "eda_sorted2_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "comment_author\n",
       "DOMHO7          8295\n",
       "kaypohchee      4878\n",
       "KnightDroid     4093\n",
       "desiresale      4063\n",
       "WussRedXLi      3863\n",
       "Eternal-fire    3817\n",
       "quirkyhill      3752\n",
       "mrclubbie       3187\n",
       "xowithmilk      3058\n",
       "lemondrink      2909\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Write your code here to created the aggregated df\n",
    "sd_agg = eda_sorted2_df.groupby(['comment_author']).size().nlargest(10)\n",
    "sd_agg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 10 most frequent EDMW posters for the first 150 threads')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "sd_agg.plot(kind='bar', x='main_category', y='n', ax=ax, color='skyblue')\n",
    "# Add the ylabel using ax.set_ylabel()\n",
    "ax.set_ylabel(\"Comment count\")\n",
    "ax.set_title(\"Top 10 most frequent EDMW posters for the first 150 threads\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Latent Dirichlet Allocation with Gensim "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already up-to-date: gensim in c:\\users\\asus\\anaconda3\\lib\\site-packages (3.8.3)\n",
      "Requirement already satisfied, skipping upgrade: smart-open>=1.8.1 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from gensim) (2.1.0)\n",
      "Requirement already satisfied, skipping upgrade: six>=1.5.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from gensim) (1.12.0)\n",
      "Requirement already satisfied, skipping upgrade: scipy>=0.18.1 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from gensim) (1.3.1)\n",
      "Requirement already satisfied, skipping upgrade: numpy>=1.11.3 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from gensim) (1.16.4)\n",
      "Requirement already satisfied, skipping upgrade: Cython==0.29.14 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from gensim) (0.29.14)\n",
      "Requirement already satisfied, skipping upgrade: boto in c:\\users\\asus\\anaconda3\\lib\\site-packages (from smart-open>=1.8.1->gensim) (2.49.0)\n",
      "Requirement already satisfied, skipping upgrade: requests in c:\\users\\asus\\anaconda3\\lib\\site-packages (from smart-open>=1.8.1->gensim) (2.22.0)\n",
      "Requirement already satisfied, skipping upgrade: boto3 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from smart-open>=1.8.1->gensim) (1.14.35)\n",
      "Requirement already satisfied, skipping upgrade: idna<2.9,>=2.5 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests->smart-open>=1.8.1->gensim) (2.8)\n",
      "Requirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests->smart-open>=1.8.1->gensim) (1.24.2)\n",
      "Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests->smart-open>=1.8.1->gensim) (2019.9.11)\n",
      "Requirement already satisfied, skipping upgrade: chardet<3.1.0,>=3.0.2 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests->smart-open>=1.8.1->gensim) (3.0.4)\n",
      "Requirement already satisfied, skipping upgrade: s3transfer<0.4.0,>=0.3.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from boto3->smart-open>=1.8.1->gensim) (0.3.3)\n",
      "Requirement already satisfied, skipping upgrade: botocore<1.18.0,>=1.17.35 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from boto3->smart-open>=1.8.1->gensim) (1.17.35)\n",
      "Requirement already satisfied, skipping upgrade: jmespath<1.0.0,>=0.7.1 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from boto3->smart-open>=1.8.1->gensim) (0.10.0)\n",
      "Requirement already satisfied, skipping upgrade: docutils<0.16,>=0.10 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from botocore<1.18.0,>=1.17.35->boto3->smart-open>=1.8.1->gensim) (0.15.2)\n",
      "Requirement already satisfied, skipping upgrade: python-dateutil<3.0.0,>=2.1 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from botocore<1.18.0,>=1.17.35->boto3->smart-open>=1.8.1->gensim) (2.8.0)\n"
     ]
    }
   ],
   "source": [
    "!python -m pip install -U gensim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already up-to-date: spacy in c:\\users\\asus\\anaconda3\\lib\\site-packages (2.3.2)\n",
      "Requirement already satisfied, skipping upgrade: murmurhash<1.1.0,>=0.28.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (1.0.2)\n",
      "Requirement already satisfied, skipping upgrade: catalogue<1.1.0,>=0.0.7 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (1.0.0)\n",
      "Requirement already satisfied, skipping upgrade: numpy>=1.15.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (1.16.4)\n",
      "Requirement already satisfied, skipping upgrade: requests<3.0.0,>=2.13.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (2.22.0)\n",
      "Requirement already satisfied, skipping upgrade: tqdm<5.0.0,>=4.38.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (4.48.2)\n",
      "Requirement already satisfied, skipping upgrade: cymem<2.1.0,>=2.0.2 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (2.0.3)\n",
      "Requirement already satisfied, skipping upgrade: preshed<3.1.0,>=3.0.2 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (3.0.2)\n",
      "Requirement already satisfied, skipping upgrade: srsly<1.1.0,>=1.0.2 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (1.0.2)\n",
      "Requirement already satisfied, skipping upgrade: wasabi<1.1.0,>=0.4.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (0.7.1)\n",
      "Requirement already satisfied, skipping upgrade: setuptools in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (41.4.0)\n",
      "Requirement already satisfied, skipping upgrade: plac<1.2.0,>=0.9.6 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (1.1.3)\n",
      "Requirement already satisfied, skipping upgrade: thinc==7.4.1 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (7.4.1)\n",
      "Requirement already satisfied, skipping upgrade: blis<0.5.0,>=0.4.0 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from spacy) (0.4.1)\n",
      "Requirement already satisfied, skipping upgrade: importlib-metadata>=0.20; python_version < \"3.8\" in c:\\users\\asus\\anaconda3\\lib\\site-packages (from catalogue<1.1.0,>=0.0.7->spacy) (0.23)\n",
      "Requirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (1.24.2)\n",
      "Requirement already satisfied, skipping upgrade: chardet<3.1.0,>=3.0.2 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (3.0.4)\n",
      "Requirement already satisfied, skipping upgrade: idna<2.9,>=2.5 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2.8)\n",
      "Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2019.9.11)\n",
      "Requirement already satisfied, skipping upgrade: zipp>=0.5 in c:\\users\\asus\\anaconda3\\lib\\site-packages (from importlib-metadata>=0.20; python_version < \"3.8\"->catalogue<1.1.0,>=0.0.7->spacy) (0.6.0)\n",
      "Requirement already satisfied, skipping upgrade: more-itertools in c:\\users\\asus\\anaconda3\\lib\\site-packages (from zipp>=0.5->importlib-metadata>=0.20; python_version < \"3.8\"->catalogue<1.1.0,>=0.0.7->spacy) (7.2.0)\n"
     ]
    }
   ],
   "source": [
    "!python -m pip install -U spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\asus\\Anaconda3\\lib\\site-packages\\past\\types\\oldstr.py:5: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n",
      "  from collections import Iterable\n"
     ]
    }
   ],
   "source": [
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "\n",
    "# spacy for lemmatization\n",
    "import spacy\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim  # don't skip this\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Enable logging for gensim - optional\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Recite \"Namo Amituofo \" and \"Namo Guan Shi Yin Pusa\" to pacify the pandemic.']\n"
     ]
    }
   ],
   "source": [
    "# Convert to list\n",
    "data = eda_sorted_df.comment.values.tolist()\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "pprint(data[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "375634"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['recite', 'namo', 'amituofo', 'and', 'namo', 'guan', 'shi', 'yin', 'pusa', 'to', 'pacify', 'the', 'pandemic']]\n"
     ]
    }
   ],
   "source": [
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "print(data_words[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['recite_namo_amituofo', 'and', 'namo_guan_shi_yin', 'pusa', 'to', 'pacify', 'the', 'pandemic']\n"
     ]
    }
   ],
   "source": [
    "# Build the bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100) # higher threshold fewer phrases.\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "\n",
    "# Faster way to get a sentence clubbed as a trigram/bigram\n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "# See trigram example\n",
    "print(trigram_mod[bigram_mod[data_words[0]]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define functions for stopwords, bigrams, trigrams and lemmatization\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "def lemmatization(texts, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV']):\n",
    "    \"\"\"https://spacy.io/api/annotation\"\"\"\n",
    "    texts_out = []\n",
    "    for sent in texts:\n",
    "        doc = nlp(\" \".join(sent)) \n",
    "        texts_out.append([token.lemma_ for token in doc if token.pos_ in allowed_postags])\n",
    "    return texts_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import en_core_web_sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['pusa', 'pacify', 'pandemic']]\n"
     ]
    }
   ],
   "source": [
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_bigrams = make_bigrams(data_words_nostops)\n",
    "\n",
    "# Initialize spacy 'en' model, keeping only tagger component (for efficiency)\n",
    "# python3 -m spacy download en\n",
    "nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])\n",
    "\n",
    "# Do lemmatization keeping only noun, adj, vb, adv\n",
    "data_lemmatized = lemmatization(data_words_bigrams, allowed_postags=['NOUN', 'ADJ', 'VERB', 'ADV'])\n",
    "\n",
    "print(data_lemmatized[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[(0, 1), (1, 1), (2, 1)]]\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_lemmatized)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_lemmatized\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# View\n",
    "print(corpus[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build LDA model\n",
    "lda_model = gensim.models.ldamodel.LdaModel(corpus=corpus,\n",
    "                                           id2word=id2word,\n",
    "                                           num_topics=10, \n",
    "                                           random_state=100,\n",
    "                                           update_every=1,\n",
    "                                           chunksize=100,\n",
    "                                           passes=10,\n",
    "                                           alpha='auto',\n",
    "                                           per_word_topics=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0,\n",
      "  '0.103*\"buy\" + 0.059*\"still\" + 0.057*\"say\" + 0.055*\"tip\" + 0.051*\"can\" + '\n",
      "  '0.039*\"draw\" + 0.031*\"want\" + 0.020*\"nice\" + 0.019*\"feel\" + 0.018*\"people\"'),\n",
      " (1,\n",
      "  '0.077*\"also\" + 0.053*\"overpay\" + 0.038*\"well\" + 0.027*\"maybe\" + '\n",
      "  '0.024*\"seem\" + 0.024*\"clear\" + 0.024*\"man\" + 0.021*\"pick\" + 0.019*\"player\" '\n",
      "  '+ 0.017*\"become\"'),\n",
      " (2,\n",
      "  '0.093*\"good\" + 0.053*\"look\" + 0.038*\"many\" + 0.031*\"never\" + 0.024*\"high\" + '\n",
      "  '0.024*\"ball\" + 0.023*\"start\" + 0.023*\"support\" + 0.022*\"form\" + '\n",
      "  '0.013*\"sound\"'),\n",
      " (3,\n",
      "  '0.072*\"goal\" + 0.058*\"even\" + 0.054*\"app\" + 0.043*\"think\" + 0.038*\"really\" '\n",
      "  '+ 0.034*\"whack\" + 0.031*\"game\" + 0.029*\"team\" + 0.029*\"play\" + '\n",
      "  '0.029*\"make\"'),\n",
      " (4,\n",
      "  '0.069*\"match\" + 0.068*\"today\" + 0.064*\"see\" + 0.055*\"odd\" + 0.048*\"use\" + '\n",
      "  '0.030*\"next\" + 0.029*\"thank\" + 0.025*\"tonight\" + 0.024*\"new\" + '\n",
      "  '0.023*\"later\"'),\n",
      " (5,\n",
      "  '0.074*\"time\" + 0.046*\"try\" + 0.042*\"last\" + 0.036*\"need\" + 0.031*\"follow\" + '\n",
      "  '0.030*\"year\" + 0.030*\"already\" + 0.029*\"back\" + 0.026*\"must\" + '\n",
      "  '0.026*\"much\"'),\n",
      " (6,\n",
      "  '0.163*\"get\" + 0.098*\"win\" + 0.064*\"score\" + 0.055*\"world\" + 0.043*\"hard\" + '\n",
      "  '0.027*\"keep\" + 0.020*\"sure\" + 0.017*\"league\" + 0.016*\"s\" + 0.014*\"tell\"'),\n",
      " (7,\n",
      "  '0.188*\"lose\" + 0.085*\"money\" + 0.083*\"first\" + 0.042*\"watch\" + '\n",
      "  '0.032*\"early\" + 0.024*\"free\" + 0.023*\"online\" + 0.019*\"com\" + 0.015*\"movie\" '\n",
      "  '+ 0.013*\"report\"'),\n",
      " (8,\n",
      "  '0.106*\"go\" + 0.047*\"take\" + 0.043*\"home\" + 0.037*\"away\" + 0.029*\"eat\" + '\n",
      "  '0.020*\"small\" + 0.019*\"add\" + 0.018*\"sell\" + 0.017*\"cook\" + 0.017*\"put\"'),\n",
      " (9,\n",
      "  '0.113*\"bet\" + 0.078*\"give\" + 0.068*\"come\" + 0.044*\"big\" + 0.035*\"wait\" + '\n",
      "  '0.031*\"day\" + 0.029*\"post\" + 0.026*\"half\" + 0.022*\"fast\" + 0.022*\"long\"')]\n"
     ]
    }
   ],
   "source": [
    "# Print the Keyword in the 10 topics\n",
    "pprint(lda_model.print_topics())\n",
    "doc_lda = lda_model[corpus]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\asus\\Anaconda3\\lib\\site-packages\\pyLDAvis\\_prepare.py:257: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  return pd.concat([default_term_info] + list(topic_dfs))\n"
     ]
    },
    {
     "data": {
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       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el1629619220459710162940299487\"></div>\n",
       "<script type=\"text/javascript\">\n",
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\"Term\": [\"abit\", \"account\", \"add\", \"agree\", \"alot\", \"already\", \"also\", \"always\", \"anyhow\", \"app\", \"arsehole\", \"arsehole\", \"arsehole\", \"arsehole\", \"ask\", \"away\", \"back\", \"bad\", \"ball\", \"ban\", \"base\", \"be\", \"beat\", \"become\", \"bet\", \"betting\", \"betting\", \"betting\", \"betting\", \"betting\", \"betting\", \"betting\", \"betting\", \"betting\", \"big\", \"bike\", \"bit\", \"bread\", \"bring\", \"buy\", \"can\", \"card\", \"case\", \"chance\", \"change\", \"cheap\", \"check\", \"chicken\", \"city\", \"clear\", \"close\", \"club\", \"com\", \"come\", \"confirm\", \"congrat\", \"consider\", \"continue\", \"cook\", \"could\", \"cover\", \"damn\", \"day\", \"die\", \"diff\", \"different\", \"dinner\", \"do\", \"donate\", \"drama\", \"draw\", \"drop\", \"early\", \"easy\", \"eat\", \"else\", \"end\", \"even\", \"fall\", \"far\", \"fast\", \"feel\", \"fight\", \"finally\", \"find\", \"first\", \"follow\", \"food\", \"football\", \"force\", \"forget\", \"form\", \"forum\", \"free\", \"friend\", \"fry\", \"full\", \"fun\", \"gamble\", \"game\", \"get\", \"give\", \"go\", \"goal\", \"good\", \"great\", \"guess\", \"guy\", \"half\", \"happen\", \"happy\", \"hard\", \"hear\", \"help\", \"high\", \"home\", \"hope\", \"horse\", \"https\", \"huat\", \"instead\", \"jet\", \"jiak\", \"job\", \"keep\", \"kind\", \"know\", \"lah\", \"last\", \"late\", \"later\", \"lead\", \"league\", \"learn\", \"least\", \"leave\", \"leh\", \"less\", \"let\", \"level\", \"likely\", \"little\", \"live\", \"lol\", \"long\", \"look\", \"lor\", \"lose\", \"loss\", \"lot\", \"lousy\", \"low\", \"luck\", \"lucky\", \"lunch\", \"make\", \"man\", \"manager\", \"many\", \"match\", \"may\", \"maybe\", \"mean\", \"min\", \"miss\", \"mom\", \"money\", \"month\", \"morning\", \"move\", \"movie\", \"much\", \"must\", \"nee\", \"need\", \"never\", \"new\", \"next\", \"nice\", \"night\", \"number\", \"odd\", \"often\", \"oil\", \"old\", \"one\", \"online\", \"open\", \"opposite\", \"order\", \"oso\", \"overpay\", \"overpay\", \"part\", \"past\", \"pay\", \"penalty\", \"people\", \"pic\", \"pick\", \"place\", \"play\", \"player\", \"pm\", \"point\", \"police\", \"pool\", \"possible\", \"post\", \"power\", \"probably\", \"profit\", \"put\", \"quiet\", \"quite\", \"ready\", \"really\", \"record\", \"red\", \"refund\", \"remember\", \"report\", \"rice\", \"right\", \"run\", \"s\", \"sauce\", \"save\", \"say\", \"scare\", \"score\", \"season\", \"second\", \"see\", \"seem\", \"sell\", \"send\", \"series\", \"set\", \"sgpool\", \"sgpool\", \"share\", \"show\", \"sia\", \"side\", \"single\", \"sleep\", \"small\", \"soccer\", \"sometimes\", \"song\", \"soon\", \"sound\", \"soup\", \"spend\", \"spot\", \"spur\", \"stake\", \"standard\", \"start\", \"stay\", \"step\", \"still\", \"stop\", \"strike\", \"strong\", \"support\", \"sure\", \"take\", \"talk\", \"taste\", \"tat\", \"team\", \"tell\", \"tg\", \"tg\", \"tg\", \"tg\", \"tg\", \"tg\", \"tg\", \"tg\", \"tg\", \"tg\", \"thank\", \"thing\", \"think\", \"thread\", \"ticket\", \"time\", \"tiong\", \"tip\", \"title\", \"today\", \"tomorrow\", \"tonight\", \"top\", \"total\", \"totally\", \"toto\", \"try\", \"turn\", \"type\", \"update\", \"use\", \"usually\", \"wait\", \"wake\", \"want\", \"watch\", \"water\", \"way\", \"week\", \"well\", \"whack\", \"whole\", \"will\", \"win\", \"winning\", \"winning\", \"winning\", \"winning\", \"winning\", \"winning\", \"winning\", \"winning\", \"winning\", \"work\", \"world\", \"worth\", \"would\", \"wrong\", \"year\", \"yesterday\", \"yet\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [6, 9, 4, 3, 1, 2, 5, 10, 7, 8]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
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       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
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       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el1629619220459710162940299487\", ldavis_el1629619220459710162940299487_data);\n",
       "   }(LDAvis);\n",
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       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el1629619220459710162940299487\", ldavis_el1629619220459710162940299487_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el1629619220459710162940299487\", ldavis_el1629619220459710162940299487_data);\n",
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      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "5      0.169470 -0.046447       1        1  13.892488\n",
       "8     -0.375130 -0.035783       2        1  11.933708\n",
       "3     -0.070990 -0.301985       3        1  11.553562\n",
       "2      0.106708  0.055001       4        1  11.003765\n",
       "0      0.016024 -0.072021       5        1  10.785935\n",
       "1      0.073705  0.013148       6        1  10.532442\n",
       "4      0.006537  0.024942       7        1   9.349813\n",
       "9     -0.102277  0.331795       8        1   8.325443\n",
       "6      0.126299 -0.005984       9        1   8.296054\n",
       "7      0.049653  0.037332      10        1   4.326796, topic_info=      Category          Freq      Term         Total  loglift  logprob\n",
       "230    Default  59202.000000       get  59202.000000  30.0000  30.0000\n",
       "13     Default  55546.000000        go  55546.000000  29.0000  29.0000\n",
       "679    Default  35750.000000      lose  35750.000000  28.0000  28.0000\n",
       "654    Default  48660.000000       buy  48660.000000  27.0000  27.0000\n",
       "1266   Default  41185.000000       bet  41185.000000  26.0000  26.0000\n",
       "128    Default  45116.000000      good  45116.000000  25.0000  25.0000\n",
       "49     Default  45228.000000      time  45228.000000  24.0000  24.0000\n",
       "278    Default  35678.000000       win  35678.000000  23.0000  23.0000\n",
       "8      Default  35656.000000      also  35656.000000  22.0000  22.0000\n",
       "6915   Default  36647.000000      goal  36647.000000  21.0000  21.0000\n",
       "98     Default  28552.000000      give  28552.000000  20.0000  20.0000\n",
       "855    Default  28448.000000     match  28448.000000  19.0000  19.0000\n",
       "420    Default  27915.000000     today  27915.000000  18.0000  18.0000\n",
       "11     Default  29284.000000      even  29284.000000  17.0000  17.0000\n",
       "177    Default  28102.000000     still  28102.000000  16.0000  16.0000\n",
       "61     Default  25007.000000      come  25007.000000  15.0000  15.0000\n",
       "232    Default  26144.000000       see  26144.000000  14.0000  14.0000\n",
       "176    Default  27170.000000       say  27170.000000  13.0000  13.0000\n",
       "875    Default  27637.000000       app  27637.000000  12.0000  12.0000\n",
       "718    Default  23326.000000     score  23326.000000  11.0000  11.0000\n",
       "1924   Default  25827.000000       tip  25827.000000  10.0000  10.0000\n",
       "426    Default  25612.000000      look  25612.000000   9.0000   9.0000\n",
       "328    Default  27825.000000       try  27825.000000   8.0000   8.0000\n",
       "5131   Default  24574.000000   overpay  24574.000000   7.0000   7.0000\n",
       "1615   Default  22715.000000       odd  22715.000000   6.0000   6.0000\n",
       "171    Default  24119.000000       can  24119.000000   5.0000   5.0000\n",
       "48     Default  24807.000000      take  24807.000000   4.0000   4.0000\n",
       "222    Default  16192.000000     money  16192.000000   3.0000   3.0000\n",
       "321    Default  25670.000000      last  25670.000000   2.0000   2.0000\n",
       "58     Default  20106.000000     world  20106.000000   1.0000   1.0000\n",
       "...        ...           ...       ...           ...      ...      ...\n",
       "71     Topic10  15676.167969     first  15678.987305   3.1402  -2.4947\n",
       "52     Topic10   7942.645996     watch   7945.465820   3.1400  -3.1746\n",
       "698    Topic10   6121.874512     early   6124.693848   3.1399  -3.4350\n",
       "837    Topic10   4653.343262      free   4656.162598   3.1397  -3.7092\n",
       "794    Topic10   4365.082031    online   4367.901367   3.1397  -3.7732\n",
       "217    Topic10   3660.399170       com   3663.218262   3.1396  -3.9493\n",
       "814    Topic10   2897.896973     movie   2900.719238   3.1394  -4.1828\n",
       "781    Topic10   2486.030029    report   2488.849365   3.1392  -4.3361\n",
       "799    Topic10   2118.625732     https   2121.444824   3.1390  -4.4961\n",
       "3288   Topic10   2056.980225    second   2059.799805   3.1390  -4.5256\n",
       "664    Topic10   1932.827271      kind   1935.646606   3.1389  -4.5878\n",
       "798    Topic10   1917.398193     forum   1920.217407   3.1389  -4.5959\n",
       "919    Topic10   1800.027710      diff   1802.847534   3.1388  -4.6590\n",
       "223    Topic10   1615.422119     spend   1618.241577   3.1386  -4.7672\n",
       "808    Topic10   1596.163086    series   1598.991089   3.1386  -4.7792\n",
       "1052   Topic10   1556.199951     agree   1559.019287   3.1385  -4.8046\n",
       "1476   Topic10   1503.899780     worth   1506.719116   3.1385  -4.8388\n",
       "1331   Topic10   1473.859131       lah   1476.678467   3.1384  -4.8589\n",
       "912    Topic10   1425.855469   totally   1428.674805   3.1384  -4.8921\n",
       "9      Topic10   1425.832031  consider   1428.651123   3.1384  -4.8921\n",
       "1152   Topic10   1421.089722    donate   1423.909668   3.1384  -4.8954\n",
       "1117   Topic10   1397.608521     learn   1400.427612   3.1383  -4.9121\n",
       "1129   Topic10   1250.461060      fall   1253.280273   3.1381  -5.0233\n",
       "1748   Topic10   1096.741821    gamble   1099.562744   3.1378  -5.1545\n",
       "1332   Topic10    940.717773     stake    943.538391   3.1373  -5.3079\n",
       "1263   Topic10    912.008667     force    914.827637   3.1373  -5.3389\n",
       "1135   Topic10    889.145081  standard    891.964417   3.1372  -5.3643\n",
       "1252   Topic10    868.612671     often    871.431702   3.1371  -5.3877\n",
       "15886  Topic10   1151.404175   winning   1267.971802   3.0439  -5.1058\n",
       "27168  Topic10   1475.066040   betting   4205.425293   2.0927  -4.8581\n",
       "\n",
       "[335 rows x 6 columns], token_table=       Topic      Freq       Term\n",
       "term                             \n",
       "3238       4  0.999487       abit\n",
       "2007       7  0.999209    account\n",
       "953        2  0.999725        add\n",
       "1052      10  0.998063      agree\n",
       "966        6  0.999147       alot\n",
       "270        1  0.999831    already\n",
       "8          6  0.999911       also\n",
       "144        3  0.999627     always\n",
       "921        5  0.999052     anyhow\n",
       "875        3  0.999899        app\n",
       "6220       1  0.000497   arsehole\n",
       "6220       2  0.705993   arsehole\n",
       "6220       3  0.213313   arsehole\n",
       "6220       5  0.079961   arsehole\n",
       "320        1  0.999660        ask\n",
       "1576       2  0.999860       away\n",
       "373        1  0.999870       back\n",
       "84         1  0.999840        bad\n",
       "456        4  0.999788       ball\n",
       "831        5  0.998815        ban\n",
       "1358       6  0.999142       base\n",
       "125        1  0.999680         be\n",
       "342        6  0.998945       beat\n",
       "281        6  0.999694     become\n",
       "1266       8  0.999922        bet\n",
       "27168      1  0.088457    betting\n",
       "27168      3  0.062063    betting\n",
       "27168      4  0.032577    betting\n",
       "27168      5  0.375943    betting\n",
       "27168      6  0.045418    betting\n",
       "...      ...       ...        ...\n",
       "168        3  0.998982    usually\n",
       "937        8  0.999753       wait\n",
       "1927       7  0.999058       wake\n",
       "122        5  0.999826       want\n",
       "52        10  0.999690      watch\n",
       "1017       2  0.999539      water\n",
       "169        3  0.999282        way\n",
       "725        7  0.999530       week\n",
       "288        6  0.999851       well\n",
       "1481       3  0.999863      whack\n",
       "79         6  0.998914      whole\n",
       "53         1  0.999607       will\n",
       "278        9  0.999917        win\n",
       "15886      1  0.006309    winning\n",
       "15886      3  0.013407    winning\n",
       "15886      4  0.000789    winning\n",
       "15886      5  0.027603    winning\n",
       "15886      6  0.002366    winning\n",
       "15886      7  0.029969    winning\n",
       "15886      8  0.009464    winning\n",
       "15886      9  0.000789    winning\n",
       "15886     10  0.907749    winning\n",
       "770        6  0.999694       work\n",
       "58         9  0.999840      world\n",
       "1476      10  0.998195      worth\n",
       "141        1  0.999673      would\n",
       "90         8  0.999349      wrong\n",
       "54         1  0.999860       year\n",
       "318        3  0.999347  yesterday\n",
       "598        8  0.998769        yet\n",
       "\n",
       "[335 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[6, 9, 4, 3, 1, 2, 5, 10, 7, 8])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualize the topics\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "banana\n",
      "banana\n",
      "banana\n",
      "banana\n",
      "\n",
      "ananab\n",
      "banana\n",
      "banana\n"
     ]
    }
   ],
   "source": [
    "s = 'banananananananab'\n",
    "print(s[:6])\n",
    "print(s[::3])\n",
    "print(s[-1:10:-1])\n",
    "print(s[:10:-1])\n",
    "print(s[-1:-7])\n",
    "print(s[-6:][::1])\n",
    "print(s[0:2] + (s[-2]+ s[2])[::-1]*2)\n",
    "print(s[:-11])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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