Number of Facebook Posts Against Time.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Facebook Posts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "\n",
    "import re\n",
    "\n",
    "import plotly.express as px\n",
    "\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prepares data and returns dataframe\n",
    "# There are 2 different functions due to the varying timestamp formats\n",
    "\n",
    "def prepare_data1(filename):\n",
    "    \n",
    "    # Read Data\n",
    "    df = pd.read_csv(filename)\n",
    "    \n",
    "    # Fill missing datetime values with the last valid observation\n",
    "    # 'forward fill' and will propagate last valid observation forward\n",
    "    df['time'].fillna(method='ffill', inplace=True)\n",
    "\n",
    "    # Extract out date\n",
    "    df['date'] = df['time'].apply(lambda x: re.findall('\\d+-\\d+-\\d+', x)[0])\n",
    "    df['date'] = df['date'].apply(lambda x: datetime.strptime(x, '%Y-%m-%d'))\n",
    "\n",
    "    return df\n",
    "\n",
    "\n",
    "def prepare_data2(filename):\n",
    "    \n",
    "    # Read Data\n",
    "    df = pd.read_csv(filename)\n",
    "    \n",
    "    # Fill missing datetime values with the last valid observation\n",
    "    # 'forward fill' and will propagate last valid observation forward\n",
    "    df['time'].fillna(method='ffill', inplace=True)\n",
    "\n",
    "    # Extract out date\n",
    "    df['date'] = df['time'].apply(lambda x: re.findall('\\d+/\\d+/\\d+', x)[0])\n",
    "    df['date'] = df['date'].apply(lambda x: datetime.strptime(x, '%m/%d/%Y'))\n",
    "\n",
    "    return df\n",
    "\n",
    "\n",
    "def get_num_posts_perday(df):\n",
    "    num_posts_perday = df.groupby(['date']).size().reset_index(name='counts')\n",
    "    return num_posts_perday"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Amrin Amin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>207.0</td>\n",
       "      <td>https://spoti.fi/2JbkDGw</td>\n",
       "      <td>2.582871e+15</td>\n",
       "      <td>We’re living history today. Massive changes on...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=25...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>We’re living history today. Massive changes on...</td>\n",
       "      <td>2020-03-25 15:12:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>866.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.581875e+15</td>\n",
       "      <td>Mosques in Singapore will be closed indefinite...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=25...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mosques in Singapore will be closed indefinite...</td>\n",
       "      <td>2020-03-24 11:40:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes  \\\n",
       "0       8.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  207.0   \n",
       "1      50.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  866.0   \n",
       "\n",
       "                       link       post_id  \\\n",
       "0  https://spoti.fi/2JbkDGw  2.582871e+15   \n",
       "1                       NaN  2.581875e+15   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  We’re living history today. Massive changes on...   \n",
       "1  Mosques in Singapore will be closed indefinite...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=25...         NaN     0.0   \n",
       "1  https://m.facebook.com/story.php?story_fbid=25...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  We’re living history today. Massive changes on...  2020-03-25 15:12:08  \n",
       "1  Mosques in Singapore will be closed indefinite...  2020-03-24 11:40:03  "
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "amrinamin_data = pd.read_csv('./fb_data/Amrin Amin.csv')\n",
    "amrinamin_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>207.0</td>\n",
       "      <td>https://spoti.fi/2JbkDGw</td>\n",
       "      <td>2.582871e+15</td>\n",
       "      <td>We’re living history today. Massive changes on...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=25...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>We’re living history today. Massive changes on...</td>\n",
       "      <td>2020-03-25 15:12:08</td>\n",
       "      <td>2020-03-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes  \\\n",
       "0       8.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  207.0   \n",
       "\n",
       "                       link       post_id  \\\n",
       "0  https://spoti.fi/2JbkDGw  2.582871e+15   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  We’re living history today. Massive changes on...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=25...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  We’re living history today. Massive changes on...  2020-03-25 15:12:08   \n",
       "\n",
       "        date  \n",
       "0 2020-03-25  "
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "amrinamin_data = prepare_data1('./fb_data/Amrin Amin.csv')\n",
    "amrinamin_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-05-28</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-29</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-06-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-06-02</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2019-05-28       2\n",
       "1 2019-05-29       1\n",
       "2 2019-05-30       1\n",
       "3 2019-06-01       1\n",
       "4 2019-06-02       3"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "amrin_amin = get_num_posts_perday(amrinamin_data)\n",
    "amrin_amin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fig = px.line(num_posts_pday, x='date', y='counts')\n",
    "# fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Amy Khor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.959450e+15</td>\n",
       "      <td>To ensure that our residents can continue to e...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=29...</td>\n",
       "      <td>Amy Khor published a note.\\nNovember 18, 2019 ...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>To ensure that our residents can continue to e...</td>\n",
       "      <td>2019-11-18 01:58:13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-0/...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes link  \\\n",
       "0      18.0                                                NaN   73.0  NaN   \n",
       "1       0.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-0/...    0.0  NaN   \n",
       "\n",
       "        post_id                                          post_text  \\\n",
       "0  2.959450e+15  To ensure that our residents can continue to e...   \n",
       "1           NaN                                                NaN   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=29...   \n",
       "1                                                NaN   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  Amy Khor published a note.\\nNovember 18, 2019 ...     4.0   \n",
       "1                                                NaN     0.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  To ensure that our residents can continue to e...  2019-11-18 01:58:13  \n",
       "1                                                NaN                  NaN  "
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "amykhor_data = pd.read_csv('./fb_data/Amy Khor.csv')\n",
    "amykhor_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.959450e+15</td>\n",
       "      <td>To ensure that our residents can continue to e...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=29...</td>\n",
       "      <td>Amy Khor published a note.\\nNovember 18, 2019 ...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>To ensure that our residents can continue to e...</td>\n",
       "      <td>2019-11-18 01:58:13</td>\n",
       "      <td>2019-11-18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments image  likes link       post_id  \\\n",
       "0      18.0   NaN   73.0  NaN  2.959450e+15   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  To ensure that our residents can continue to e...   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=29...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  Amy Khor published a note.\\nNovember 18, 2019 ...     4.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  To ensure that our residents can continue to e...  2019-11-18 01:58:13   \n",
       "\n",
       "        date  \n",
       "0 2019-11-18  "
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "amykhor_data = prepare_data1('./fb_data/Amy Khor.csv')\n",
    "amykhor_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {
    "scrolled": false
   },
   "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>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-04-19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-04-22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-04-23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-04-25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-04-26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2019-04-19       2\n",
       "1 2019-04-22       1\n",
       "2 2019-04-23       1\n",
       "3 2019-04-25       1\n",
       "4 2019-04-26       1"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "amy_khor = get_num_posts_perday(amykhor_data)\n",
    "amy_khor.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Chan Chun Sing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>56.0</td>\n",
       "      <td>https://external-iad3-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>1033.0</td>\n",
       "      <td>https://www.mti.gov.sg/Newsroom/Press-Releases...</td>\n",
       "      <td>3061504893901473</td>\n",
       "      <td>Last week, I shared that Singapore and New Zea...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=30...</td>\n",
       "      <td>MTI.GOV.SG\\nJoint ministerial statement affirm...</td>\n",
       "      <td>108.0</td>\n",
       "      <td>Last week, I shared that Singapore and New Zea...</td>\n",
       "      <td>2020-03-25 04:00:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>736.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3060103110708318</td>\n",
       "      <td>Had the pleasure of engaging 20 members of the...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=30...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Had the pleasure of engaging 20 members of the...</td>\n",
       "      <td>2020-03-24 13:52:44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image   likes  \\\n",
       "0      56.0  https://external-iad3-1.xx.fbcdn.net/safe_imag...  1033.0   \n",
       "1      27.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...   736.0   \n",
       "\n",
       "                                                link           post_id  \\\n",
       "0  https://www.mti.gov.sg/Newsroom/Press-Releases...  3061504893901473   \n",
       "1                                                NaN  3060103110708318   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Last week, I shared that Singapore and New Zea...   \n",
       "1  Had the pleasure of engaging 20 members of the...   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=30...   \n",
       "1  https://m.facebook.com/story.php?story_fbid=30...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  MTI.GOV.SG\\nJoint ministerial statement affirm...   108.0   \n",
       "1                                                NaN     0.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  Last week, I shared that Singapore and New Zea...  2020-03-25 04:00:38  \n",
       "1  Had the pleasure of engaging 20 members of the...  2020-03-24 13:52:44  "
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chanchunsing_data = pd.read_csv('./fb_data/Chan Chun Sing.csv')\n",
    "chanchunsing_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>56.0</td>\n",
       "      <td>https://external-iad3-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>1033.0</td>\n",
       "      <td>https://www.mti.gov.sg/Newsroom/Press-Releases...</td>\n",
       "      <td>3061504893901473</td>\n",
       "      <td>Last week, I shared that Singapore and New Zea...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=30...</td>\n",
       "      <td>MTI.GOV.SG\\nJoint ministerial statement affirm...</td>\n",
       "      <td>108.0</td>\n",
       "      <td>Last week, I shared that Singapore and New Zea...</td>\n",
       "      <td>2020-03-25 04:00:38</td>\n",
       "      <td>2020-03-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image   likes  \\\n",
       "0      56.0  https://external-iad3-1.xx.fbcdn.net/safe_imag...  1033.0   \n",
       "\n",
       "                                                link           post_id  \\\n",
       "0  https://www.mti.gov.sg/Newsroom/Press-Releases...  3061504893901473   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Last week, I shared that Singapore and New Zea...   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=30...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  MTI.GOV.SG\\nJoint ministerial statement affirm...   108.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  Last week, I shared that Singapore and New Zea...  2020-03-25 04:00:38   \n",
       "\n",
       "        date  \n",
       "0 2020-03-25  "
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "chanchunsing_data = prepare_data1('./fb_data/Chan Chun Sing.csv')\n",
    "chanchunsing_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "scrolled": false
   },
   "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>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-04-13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-04-14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-04-16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-04-19</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-04-23</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2019-04-13       1\n",
       "1 2019-04-14       1\n",
       "2 2019-04-16       1\n",
       "3 2019-04-19       1\n",
       "4 2019-04-23       2"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "chan_chunsing = get_num_posts_perday(chanchunsing_data)\n",
    "chan_chunsing.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gan Kim Yong"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>27.0</td>\n",
       "      <td>https://external-msp1-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>https://www.channelnewsasia.com/news/singapore...</td>\n",
       "      <td>2.913531e+15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=29...</td>\n",
       "      <td>CHANNELNEWSASIA.COM\\nSingapore reports 2 death...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>CHANNELNEWSASIA.COM\\nSingapore reports 2 death...</td>\n",
       "      <td>2020-03-21 04:37:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>https://external-msp1-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>https://www.channelnewsasia.com/news/singapore...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=31...</td>\n",
       "      <td>Lee Hsien Loong\\nMarch 21 at 12:30 PM ·\\nSadly...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Lee Hsien Loong\\nMarch 21 at 12:30 PM ·\\nSadly...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes  \\\n",
       "0      27.0  https://external-msp1-1.xx.fbcdn.net/safe_imag...   27.0   \n",
       "1       0.0  https://external-msp1-1.xx.fbcdn.net/safe_imag...    0.0   \n",
       "\n",
       "                                                link       post_id post_text  \\\n",
       "0  https://www.channelnewsasia.com/news/singapore...  2.913531e+15       NaN   \n",
       "1  https://www.channelnewsasia.com/news/singapore...           NaN       NaN   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=29...   \n",
       "1  https://m.facebook.com/story.php?story_fbid=31...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  CHANNELNEWSASIA.COM\\nSingapore reports 2 death...    19.0   \n",
       "1  Lee Hsien Loong\\nMarch 21 at 12:30 PM ·\\nSadly...     0.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  CHANNELNEWSASIA.COM\\nSingapore reports 2 death...  2020-03-21 04:37:24  \n",
       "1  Lee Hsien Loong\\nMarch 21 at 12:30 PM ·\\nSadly...                  NaN  "
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gankimyong_data = pd.read_csv('./fb_data/Gan Kim Yong.csv')\n",
    "gankimyong_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>27.0</td>\n",
       "      <td>https://external-msp1-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>https://www.channelnewsasia.com/news/singapore...</td>\n",
       "      <td>2.913531e+15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=29...</td>\n",
       "      <td>CHANNELNEWSASIA.COM\\nSingapore reports 2 death...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>CHANNELNEWSASIA.COM\\nSingapore reports 2 death...</td>\n",
       "      <td>2020-03-21 04:37:24</td>\n",
       "      <td>2020-03-21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes  \\\n",
       "0      27.0  https://external-msp1-1.xx.fbcdn.net/safe_imag...   27.0   \n",
       "\n",
       "                                                link       post_id post_text  \\\n",
       "0  https://www.channelnewsasia.com/news/singapore...  2.913531e+15       NaN   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=29...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  CHANNELNEWSASIA.COM\\nSingapore reports 2 death...    19.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  CHANNELNEWSASIA.COM\\nSingapore reports 2 death...  2020-03-21 04:37:24   \n",
       "\n",
       "        date  \n",
       "0 2020-03-21  "
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "gankimyong_data = prepare_data1('./fb_data/Gan Kim Yong.csv')\n",
    "gankimyong_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "scrolled": false
   },
   "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>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-06-12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-06-15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-06-23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-06-24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-06-25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2017-06-12       1\n",
       "1 2017-06-15       1\n",
       "2 2017-06-23       1\n",
       "3 2017-06-24       1\n",
       "4 2017-06-25       1"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "gan_kimyong = get_num_posts_perday(gankimyong_data)\n",
    "gan_kimyong.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### gov.sg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>439.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10518.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.015810e+16</td>\n",
       "      <td>When COVID-19 hit our shores, they stood fearl...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=10...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>When COVID-19 hit our shores, they stood fearl...</td>\n",
       "      <td>2020-02-18 13:32:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>269.0</td>\n",
       "      <td>https://www.moh.gov.sg/news-highlights/details...</td>\n",
       "      <td>1.015822e+16</td>\n",
       "      <td>[25 Mar, 12pm]\\nNew imported cases: 38 [37 S’p...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=10...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>[25 Mar, 12pm]\\nNew imported cases: 38 [37 S’p...</td>\n",
       "      <td>2020-03-25 14:40:12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments image    likes                                               link  \\\n",
       "0     439.0   NaN  10518.0                                                NaN   \n",
       "1      29.0   NaN    269.0  https://www.moh.gov.sg/news-highlights/details...   \n",
       "\n",
       "        post_id                                          post_text  \\\n",
       "0  1.015810e+16  When COVID-19 hit our shores, they stood fearl...   \n",
       "1  1.015822e+16  [25 Mar, 12pm]\\nNew imported cases: 38 [37 S’p...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=10...         NaN     0.0   \n",
       "1  https://m.facebook.com/story.php?story_fbid=10...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  When COVID-19 hit our shores, they stood fearl...  2020-02-18 13:32:38  \n",
       "1  [25 Mar, 12pm]\\nNew imported cases: 38 [37 S’p...  2020-03-25 14:40:12  "
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "govsg_data = pd.read_csv('./fb_data/gov.sg.csv')\n",
    "govsg_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>439.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10518.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.015810e+16</td>\n",
       "      <td>When COVID-19 hit our shores, they stood fearl...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=10...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>When COVID-19 hit our shores, they stood fearl...</td>\n",
       "      <td>2020-02-18 13:32:38</td>\n",
       "      <td>2020-02-18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments image    likes link       post_id  \\\n",
       "0     439.0   NaN  10518.0  NaN  1.015810e+16   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  When COVID-19 hit our shores, they stood fearl...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=10...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  When COVID-19 hit our shores, they stood fearl...  2020-02-18 13:32:38   \n",
       "\n",
       "        date  \n",
       "0 2020-02-18  "
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "govsg_data = prepare_data1('./fb_data/gov.sg.csv')\n",
    "govsg_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {
    "scrolled": false
   },
   "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>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-25</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-27</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2020-01-23       3\n",
       "1 2020-01-24       3\n",
       "2 2020-01-25       4\n",
       "3 2020-01-26       4\n",
       "4 2020-01-27       3"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "gov_sg = get_num_posts_perday(govsg_data)\n",
    "gov_sg.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heng Swee Keat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>825.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.891185e+15</td>\n",
       "      <td>Today in Parliament, we put in place stricter ...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=28...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Today in Parliament, we put in place stricter ...</td>\n",
       "      <td>2020-03-25 13:25:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50.0</td>\n",
       "      <td>https://external-iad3-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>481.0</td>\n",
       "      <td>https://www.moh.gov.sg/news-highlights/details...</td>\n",
       "      <td>2.888988e+15</td>\n",
       "      <td>With the sharp increase in new COVID-19 cases ...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=28...</td>\n",
       "      <td>MOH.GOV.SG\\nMOH | News Highlights</td>\n",
       "      <td>77.0</td>\n",
       "      <td>With the sharp increase in new COVID-19 cases ...</td>\n",
       "      <td>2020-03-24 14:16:58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes  \\\n",
       "0      38.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  825.0   \n",
       "1      50.0  https://external-iad3-1.xx.fbcdn.net/safe_imag...  481.0   \n",
       "\n",
       "                                                link       post_id  \\\n",
       "0                                                NaN  2.891185e+15   \n",
       "1  https://www.moh.gov.sg/news-highlights/details...  2.888988e+15   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Today in Parliament, we put in place stricter ...   \n",
       "1  With the sharp increase in new COVID-19 cases ...   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=28...   \n",
       "1  https://m.facebook.com/story.php?story_fbid=28...   \n",
       "\n",
       "                         shared_text  shares  \\\n",
       "0                                NaN     0.0   \n",
       "1  MOH.GOV.SG\\nMOH | News Highlights    77.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  Today in Parliament, we put in place stricter ...  2020-03-25 13:25:51  \n",
       "1  With the sharp increase in new COVID-19 cases ...  2020-03-24 14:16:58  "
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hengsweekeat_data = pd.read_csv('./fb_data/Heng Swee Keat.csv')\n",
    "hengsweekeat_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>825.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.891185e+15</td>\n",
       "      <td>Today in Parliament, we put in place stricter ...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=28...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Today in Parliament, we put in place stricter ...</td>\n",
       "      <td>2020-03-25 13:25:51</td>\n",
       "      <td>2020-03-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes link  \\\n",
       "0      38.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  825.0  NaN   \n",
       "\n",
       "        post_id                                          post_text  \\\n",
       "0  2.891185e+15  Today in Parliament, we put in place stricter ...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=28...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  Today in Parliament, we put in place stricter ...  2020-03-25 13:25:51   \n",
       "\n",
       "        date  \n",
       "0 2020-03-25  "
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "hengsweekeat_data = prepare_data1('./fb_data/Heng Swee Keat.csv')\n",
    "hengsweekeat_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-09-16</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-09-17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-09-18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-09-20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-09-21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2019-09-16       2\n",
       "1 2019-09-17       2\n",
       "2 2019-09-18       1\n",
       "3 2019-09-20       1\n",
       "4 2019-09-21       1"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "heng_sweekeat = get_num_posts_perday(hengsweekeat_data)\n",
    "heng_sweekeat.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lan Pin Min"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>506.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.240854e+15</td>\n",
       "      <td>Happy to host PM Lee Hsien Loong for a visit t...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=32...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Happy to host PM Lee Hsien Loong for a visit t...</td>\n",
       "      <td>2020-03-15 12:32:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>223.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.264772e+15</td>\n",
       "      <td>Look out for for this new water-themed playgro...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=32...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Look out for for this new water-themed playgro...</td>\n",
       "      <td>2020-03-25 13:14:46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes link  \\\n",
       "0      19.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  506.0  NaN   \n",
       "1       2.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  223.0  NaN   \n",
       "\n",
       "        post_id                                          post_text  \\\n",
       "0  3.240854e+15  Happy to host PM Lee Hsien Loong for a visit t...   \n",
       "1  3.264772e+15  Look out for for this new water-themed playgro...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=32...         NaN     0.0   \n",
       "1  https://m.facebook.com/story.php?story_fbid=32...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  Happy to host PM Lee Hsien Loong for a visit t...  2020-03-15 12:32:11  \n",
       "1  Look out for for this new water-themed playgro...  2020-03-25 13:14:46  "
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lampinmin_data = pd.read_csv('./fb_data/Lan Pin Min.csv')\n",
    "lampinmin_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>506.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.240854e+15</td>\n",
       "      <td>Happy to host PM Lee Hsien Loong for a visit t...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=32...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Happy to host PM Lee Hsien Loong for a visit t...</td>\n",
       "      <td>2020-03-15 12:32:11</td>\n",
       "      <td>2020-03-15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes link  \\\n",
       "0      19.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  506.0  NaN   \n",
       "\n",
       "        post_id                                          post_text  \\\n",
       "0  3.240854e+15  Happy to host PM Lee Hsien Loong for a visit t...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=32...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  Happy to host PM Lee Hsien Loong for a visit t...  2020-03-15 12:32:11   \n",
       "\n",
       "        date  \n",
       "0 2020-03-15  "
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "lampinmin_data = prepare_data1('./fb_data/Lan Pin Min.csv')\n",
    "lampinmin_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-09-16</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-09-17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-09-18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-09-19</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-09-20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2019-09-16       2\n",
       "1 2019-09-17       1\n",
       "2 2019-09-18       1\n",
       "3 2019-09-19       1\n",
       "4 2019-09-20       1"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "lam_pinmin = get_num_posts_perday(lampinmin_data)\n",
    "lam_pinmin.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lawrence Wong"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>264.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3589042227803761</td>\n",
       "      <td>Spoke in Parliament yesterday to pay tribute t...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=35...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Spoke in Parliament yesterday to pay tribute t...</td>\n",
       "      <td>2020-03-26 04:49:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>309.0</td>\n",
       "      <td>https://scontent-msp1-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3576274349080549</td>\n",
       "      <td>&lt;Border Controls&gt;\\nIn light of the escalating ...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=35...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>&lt;Border Controls&gt;\\nIn light of the escalating ...</td>\n",
       "      <td>2020-03-22 14:15:26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image   likes link  \\\n",
       "0     264.0                                                NaN  1634.0  NaN   \n",
       "1     309.0  https://scontent-msp1-1.xx.fbcdn.net/v/t1.0-9/...  1627.0  NaN   \n",
       "\n",
       "            post_id                                          post_text  \\\n",
       "0  3589042227803761  Spoke in Parliament yesterday to pay tribute t...   \n",
       "1  3576274349080549  <Border Controls>\\nIn light of the escalating ...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=35...         NaN     0.0   \n",
       "1  https://m.facebook.com/story.php?story_fbid=35...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  Spoke in Parliament yesterday to pay tribute t...  2020-03-26 04:49:37  \n",
       "1  <Border Controls>\\nIn light of the escalating ...  2020-03-22 14:15:26  "
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lawrencewong_data = pd.read_csv('./fb_data/Lawrence Wong.csv')\n",
    "lawrencewong_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>264.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3589042227803761</td>\n",
       "      <td>Spoke in Parliament yesterday to pay tribute t...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=35...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Spoke in Parliament yesterday to pay tribute t...</td>\n",
       "      <td>2020-03-26 04:49:37</td>\n",
       "      <td>2020-03-26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments image   likes link           post_id  \\\n",
       "0     264.0   NaN  1634.0  NaN  3589042227803761   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Spoke in Parliament yesterday to pay tribute t...   \n",
       "\n",
       "                                            post_url shared_text  shares  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=35...         NaN     0.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  Spoke in Parliament yesterday to pay tribute t...  2020-03-26 04:49:37   \n",
       "\n",
       "        date  \n",
       "0 2020-03-26  "
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "lawrencewong_data = prepare_data1('./fb_data/Lawrence Wong.csv')\n",
    "lawrencewong_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-10-27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-11-02</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-11-03</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-11-04</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2018-10-27       1\n",
       "1 2018-10-31       2\n",
       "2 2018-11-02       1\n",
       "3 2018-11-03       1\n",
       "4 2018-11-04       1"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "lawrence_wong = get_num_posts_perday(lawrencewong_data)\n",
    "lawrence_wong.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lee Hsien Loong"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>169.0</td>\n",
       "      <td>https://external-iad3-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>4060.0</td>\n",
       "      <td>https://youtu.be/60rF4YJz1L0</td>\n",
       "      <td>3.143512e+15</td>\n",
       "      <td>Gan Kim Yong updated Parliament today on the C...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=31...</td>\n",
       "      <td>YOUTUBE.COM\\nIn Parliament: Gan Kim Yong on CO...</td>\n",
       "      <td>353.0</td>\n",
       "      <td>Gan Kim Yong updated Parliament today on the C...</td>\n",
       "      <td>2020-03-25 12:56:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>139.0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>5062.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.140660e+15</td>\n",
       "      <td>Enjoyed this highly relatable and informative ...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=31...</td>\n",
       "      <td>NUS Yong Loo Lin School of Medicine added 25 n...</td>\n",
       "      <td>1623.0</td>\n",
       "      <td>Enjoyed this highly relatable and informative ...</td>\n",
       "      <td>2020-03-24 10:01:05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image   likes  \\\n",
       "0     169.0  https://external-iad3-1.xx.fbcdn.net/safe_imag...  4060.0   \n",
       "1     139.0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...  5062.0   \n",
       "\n",
       "                           link       post_id  \\\n",
       "0  https://youtu.be/60rF4YJz1L0  3.143512e+15   \n",
       "1                           NaN  3.140660e+15   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Gan Kim Yong updated Parliament today on the C...   \n",
       "1  Enjoyed this highly relatable and informative ...   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=31...   \n",
       "1  https://m.facebook.com/story.php?story_fbid=31...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  YOUTUBE.COM\\nIn Parliament: Gan Kim Yong on CO...   353.0   \n",
       "1  NUS Yong Loo Lin School of Medicine added 25 n...  1623.0   \n",
       "\n",
       "                                                text                 time  \n",
       "0  Gan Kim Yong updated Parliament today on the C...  2020-03-25 12:56:14  \n",
       "1  Enjoyed this highly relatable and informative ...  2020-03-24 10:01:05  "
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "leehsienloong_data = pd.read_csv('./fb_data/Lee Hsien Loong.csv')\n",
    "leehsienloong_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>169.0</td>\n",
       "      <td>https://external-iad3-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>4060.0</td>\n",
       "      <td>https://youtu.be/60rF4YJz1L0</td>\n",
       "      <td>3.143512e+15</td>\n",
       "      <td>Gan Kim Yong updated Parliament today on the C...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=31...</td>\n",
       "      <td>YOUTUBE.COM\\nIn Parliament: Gan Kim Yong on CO...</td>\n",
       "      <td>353.0</td>\n",
       "      <td>Gan Kim Yong updated Parliament today on the C...</td>\n",
       "      <td>2020-03-25 12:56:14</td>\n",
       "      <td>2020-03-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image   likes  \\\n",
       "0     169.0  https://external-iad3-1.xx.fbcdn.net/safe_imag...  4060.0   \n",
       "\n",
       "                           link       post_id  \\\n",
       "0  https://youtu.be/60rF4YJz1L0  3.143512e+15   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Gan Kim Yong updated Parliament today on the C...   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=31...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0  YOUTUBE.COM\\nIn Parliament: Gan Kim Yong on CO...   353.0   \n",
       "\n",
       "                                                text                 time  \\\n",
       "0  Gan Kim Yong updated Parliament today on the C...  2020-03-25 12:56:14   \n",
       "\n",
       "        date  \n",
       "0 2020-03-25  "
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "leehsienloong_data = prepare_data1('./fb_data/Lee Hsien Loong.csv')\n",
    "leehsienloong_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-08-10</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-08-11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-08-13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-08-14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-08-15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2019-08-10       4\n",
       "1 2019-08-11       2\n",
       "2 2019-08-13       1\n",
       "3 2019-08-14       1\n",
       "4 2019-08-15       1"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "lee_hsienloong = get_num_posts_perday(leehsienloong_data)\n",
    "lee_hsienloong.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MOH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>78</td>\n",
       "      <td>https://external-iad3-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>435</td>\n",
       "      <td>https://www.moh.gov.sg/news-highlights/details...</td>\n",
       "      <td>1.020000e+16</td>\n",
       "      <td>Five more cases of COVID-19 infection have bee...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=10...</td>\n",
       "      <td>MOH.GOV.SG\\nMOH | News Highlights</td>\n",
       "      <td>184</td>\n",
       "      <td>Five more cases of COVID-19 infection have bee...</td>\n",
       "      <td>3/25/2020 14:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...</td>\n",
       "      <td>42</td>\n",
       "      <td>https://spoti.fi/2JbkDGw</td>\n",
       "      <td>1.020000e+16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=25...</td>\n",
       "      <td>Amrin Amin\\n3 hrs ·\\nWe're living history toda...</td>\n",
       "      <td>5</td>\n",
       "      <td>Amrin Amin\\n3 hrs ·\\nWe're living history toda...</td>\n",
       "      <td>3/25/2020 16:07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes  \\\n",
       "0        78  https://external-iad3-1.xx.fbcdn.net/safe_imag...    435   \n",
       "1         0  https://scontent-iad3-1.xx.fbcdn.net/v/t1.0-9/...     42   \n",
       "\n",
       "                                                link       post_id  \\\n",
       "0  https://www.moh.gov.sg/news-highlights/details...  1.020000e+16   \n",
       "1                           https://spoti.fi/2JbkDGw  1.020000e+16   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Five more cases of COVID-19 infection have bee...   \n",
       "1                                                NaN   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=10...   \n",
       "1  https://m.facebook.com/story.php?story_fbid=25...   \n",
       "\n",
       "                                         shared_text  shares  \\\n",
       "0                  MOH.GOV.SG\\nMOH | News Highlights     184   \n",
       "1  Amrin Amin\\n3 hrs ·\\nWe're living history toda...       5   \n",
       "\n",
       "                                                text             time  \n",
       "0  Five more cases of COVID-19 infection have bee...  3/25/2020 14:24  \n",
       "1  Amrin Amin\\n3 hrs ·\\nWe're living history toda...  3/25/2020 16:07  "
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moh_data = pd.read_csv('./fb_data/MOH.csv')\n",
    "moh_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "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>comments</th>\n",
       "      <th>image</th>\n",
       "      <th>likes</th>\n",
       "      <th>link</th>\n",
       "      <th>post_id</th>\n",
       "      <th>post_text</th>\n",
       "      <th>post_url</th>\n",
       "      <th>shared_text</th>\n",
       "      <th>shares</th>\n",
       "      <th>text</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>78</td>\n",
       "      <td>https://external-iad3-1.xx.fbcdn.net/safe_imag...</td>\n",
       "      <td>435</td>\n",
       "      <td>https://www.moh.gov.sg/news-highlights/details...</td>\n",
       "      <td>1.020000e+16</td>\n",
       "      <td>Five more cases of COVID-19 infection have bee...</td>\n",
       "      <td>https://m.facebook.com/story.php?story_fbid=10...</td>\n",
       "      <td>MOH.GOV.SG\\nMOH | News Highlights</td>\n",
       "      <td>184</td>\n",
       "      <td>Five more cases of COVID-19 infection have bee...</td>\n",
       "      <td>3/25/2020 14:24</td>\n",
       "      <td>2020-03-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   comments                                              image  likes  \\\n",
       "0        78  https://external-iad3-1.xx.fbcdn.net/safe_imag...    435   \n",
       "\n",
       "                                                link       post_id  \\\n",
       "0  https://www.moh.gov.sg/news-highlights/details...  1.020000e+16   \n",
       "\n",
       "                                           post_text  \\\n",
       "0  Five more cases of COVID-19 infection have bee...   \n",
       "\n",
       "                                            post_url  \\\n",
       "0  https://m.facebook.com/story.php?story_fbid=10...   \n",
       "\n",
       "                         shared_text  shares  \\\n",
       "0  MOH.GOV.SG\\nMOH | News Highlights     184   \n",
       "\n",
       "                                                text             time  \\\n",
       "0  Five more cases of COVID-19 infection have bee...  3/25/2020 14:24   \n",
       "\n",
       "        date  \n",
       "0 2020-03-25  "
      ]
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepare Data\n",
    "\n",
    "moh_data = prepare_data2('./fb_data/MOH.csv')\n",
    "moh_data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-30</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-31</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-01</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-03</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  counts\n",
       "0 2020-01-30       8\n",
       "1 2020-01-31      14\n",
       "2 2020-02-01       9\n",
       "3 2020-02-02       7\n",
       "4 2020-02-03       2"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get Number of Posts Per Day\n",
    "\n",
    "moh = get_num_posts_perday(moh_data)\n",
    "moh.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Time Series Chart\n",
    "\n",
    "Plot time series chart of the number of Facebook posts per day, made by the relevant government agencies and persons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "name": "Amrin Amin",
         "type": "scatter",
         "x": [
          "2019-05-28T00:00:00",
          "2019-05-29T00:00:00",
          "2019-05-30T00:00:00",
          "2019-06-01T00:00:00",
          "2019-06-02T00:00:00",
          "2019-06-03T00:00:00",
          "2019-06-04T00:00:00",
          "2019-06-05T00:00:00",
          "2019-06-06T00:00:00",
          "2019-06-07T00:00:00",
          "2019-06-08T00:00:00",
          "2019-06-09T00:00:00",
          "2019-06-13T00:00:00",
          "2019-06-14T00:00:00",
          "2019-06-15T00:00:00",
          "2019-06-16T00:00:00",
          "2019-06-17T00:00:00",
          "2019-06-19T00:00:00",
          "2019-06-21T00:00:00",
          "2019-06-23T00:00:00",
          "2019-06-24T00:00:00",
          "2019-06-25T00:00:00",
          "2019-06-26T00:00:00",
          "2019-06-27T00:00:00",
          "2019-06-28T00:00:00",
          "2019-06-30T00:00:00",
          "2019-07-01T00:00:00",
          "2019-07-03T00:00:00",
          "2019-07-04T00:00:00",
          "2019-07-05T00:00:00",
          "2019-07-06T00:00:00",
          "2019-07-07T00:00:00",
          "2019-07-10T00:00:00",
          "2019-07-11T00:00:00",
          "2019-07-12T00:00:00",
          "2019-07-13T00:00:00",
          "2019-07-14T00:00:00",
          "2019-07-15T00:00:00",
          "2019-07-16T00:00:00",
          "2019-07-17T00:00:00",
          "2019-07-18T00:00:00",
          "2019-07-20T00:00:00",
          "2019-07-21T00:00:00",
          "2019-07-25T00:00:00",
          "2019-07-26T00:00:00",
          "2019-07-27T00:00:00",
          "2019-07-28T00:00:00",
          "2019-07-29T00:00:00",
          "2019-07-30T00:00:00",
          "2019-08-01T00:00:00",
          "2019-08-02T00:00:00",
          "2019-08-04T00:00:00",
          "2019-08-05T00:00:00",
          "2019-08-06T00:00:00",
          "2019-08-08T00:00:00",
          "2019-08-09T00:00:00",
          "2019-08-10T00:00:00",
          "2019-08-15T00:00:00",
          "2019-08-22T00:00:00",
          "2019-08-23T00:00:00",
          "2019-08-24T00:00:00",
          "2019-08-27T00:00:00",
          "2019-08-30T00:00:00",
          "2019-08-31T00:00:00",
          "2019-09-01T00:00:00",
          "2019-09-04T00:00:00",
          "2019-09-07T00:00:00",
          "2019-09-11T00:00:00",
          "2019-09-12T00:00:00",
          "2019-09-14T00:00:00",
          "2019-09-19T00:00:00",
          "2019-09-20T00:00:00",
          "2019-09-22T00:00:00",
          "2019-09-23T00:00:00",
          "2019-09-25T00:00:00",
          "2019-09-26T00:00:00",
          "2019-09-28T00:00:00",
          "2019-09-30T00:00:00",
          "2019-10-03T00:00:00",
          "2019-10-04T00:00:00",
          "2019-10-05T00:00:00",
          "2019-10-07T00:00:00",
          "2019-10-13T00:00:00",
          "2019-10-15T00:00:00",
          "2019-10-17T00:00:00",
          "2019-10-19T00:00:00",
          "2019-10-20T00:00:00",
          "2019-10-21T00:00:00",
          "2019-10-23T00:00:00",
          "2019-10-26T00:00:00",
          "2019-10-27T00:00:00",
          "2019-10-28T00:00:00",
          "2019-10-29T00:00:00",
          "2019-10-30T00:00:00",
          "2019-11-05T00:00:00",
          "2019-11-06T00:00:00",
          "2019-11-07T00:00:00",
          "2019-11-09T00:00:00",
          "2019-11-11T00:00:00",
          "2019-11-13T00:00:00",
          "2019-11-14T00:00:00",
          "2019-11-16T00:00:00",
          "2019-11-17T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-20T00:00:00",
          "2019-11-21T00:00:00",
          "2019-11-23T00:00:00",
          "2019-11-25T00:00:00",
          "2019-11-27T00:00:00",
          "2019-11-28T00:00:00",
          "2019-12-01T00:00:00",
          "2019-12-03T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-06T00:00:00",
          "2019-12-07T00:00:00",
          "2019-12-12T00:00:00",
          "2019-12-13T00:00:00",
          "2019-12-14T00:00:00",
          "2019-12-17T00:00:00",
          "2019-12-18T00:00:00",
          "2019-12-19T00:00:00",
          "2019-12-22T00:00:00",
          "2019-12-23T00:00:00",
          "2019-12-24T00:00:00",
          "2019-12-25T00:00:00",
          "2019-12-26T00:00:00",
          "2019-12-27T00:00:00",
          "2019-12-28T00:00:00",
          "2019-12-29T00:00:00",
          "2019-12-30T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-01T00:00:00",
          "2020-01-02T00:00:00",
          "2020-01-04T00:00:00",
          "2020-01-06T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-11T00:00:00",
          "2020-01-12T00:00:00",
          "2020-01-13T00:00:00",
          "2020-01-14T00:00:00",
          "2020-01-15T00:00:00",
          "2020-01-17T00:00:00",
          "2020-01-18T00:00:00",
          "2020-01-21T00:00:00",
          "2020-01-23T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-26T00:00:00",
          "2020-01-29T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-12T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-16T00:00:00",
          "2020-02-17T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-23T00:00:00",
          "2020-02-26T00:00:00",
          "2020-03-01T00:00:00",
          "2020-03-02T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-07T00:00:00",
          "2020-03-09T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-16T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-19T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-24T00:00:00",
          "2020-03-25T00:00:00"
         ],
         "y": [
          2,
          1,
          1,
          1,
          3,
          3,
          3,
          3,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          3,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          3,
          1,
          1,
          2,
          2,
          2,
          2,
          1,
          2,
          2,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          3,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          1,
          2,
          1,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          2,
          3,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          3,
          1,
          2,
          2,
          1,
          2,
          1,
          2,
          3,
          3,
          2,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          4,
          3,
          1,
          3,
          2,
          3,
          1,
          2,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          4,
          1,
          2,
          1,
          2,
          3,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          1
         ]
        },
        {
         "name": "Amy Khor",
         "type": "scatter",
         "x": [
          "2019-04-19T00:00:00",
          "2019-04-22T00:00:00",
          "2019-04-23T00:00:00",
          "2019-04-25T00:00:00",
          "2019-04-26T00:00:00",
          "2019-04-28T00:00:00",
          "2019-04-29T00:00:00",
          "2019-04-30T00:00:00",
          "2019-05-01T00:00:00",
          "2019-05-04T00:00:00",
          "2019-05-06T00:00:00",
          "2019-05-07T00:00:00",
          "2019-05-10T00:00:00",
          "2019-05-11T00:00:00",
          "2019-05-14T00:00:00",
          "2019-05-15T00:00:00",
          "2019-05-16T00:00:00",
          "2019-05-19T00:00:00",
          "2019-05-21T00:00:00",
          "2019-05-24T00:00:00",
          "2019-05-25T00:00:00",
          "2019-05-26T00:00:00",
          "2019-05-27T00:00:00",
          "2019-05-29T00:00:00",
          "2019-05-30T00:00:00",
          "2019-05-31T00:00:00",
          "2019-06-01T00:00:00",
          "2019-06-03T00:00:00",
          "2019-06-04T00:00:00",
          "2019-06-05T00:00:00",
          "2019-06-06T00:00:00",
          "2019-06-07T00:00:00",
          "2019-06-08T00:00:00",
          "2019-06-09T00:00:00",
          "2019-06-10T00:00:00",
          "2019-06-11T00:00:00",
          "2019-06-12T00:00:00",
          "2019-06-14T00:00:00",
          "2019-06-16T00:00:00",
          "2019-06-17T00:00:00",
          "2019-06-18T00:00:00",
          "2019-06-20T00:00:00",
          "2019-06-22T00:00:00",
          "2019-06-25T00:00:00",
          "2019-06-27T00:00:00",
          "2019-06-28T00:00:00",
          "2019-07-01T00:00:00",
          "2019-07-02T00:00:00",
          "2019-07-04T00:00:00",
          "2019-07-05T00:00:00",
          "2019-07-07T00:00:00",
          "2019-07-08T00:00:00",
          "2019-07-09T00:00:00",
          "2019-07-13T00:00:00",
          "2019-07-15T00:00:00",
          "2019-07-17T00:00:00",
          "2019-07-19T00:00:00",
          "2019-07-20T00:00:00",
          "2019-07-21T00:00:00",
          "2019-07-22T00:00:00",
          "2019-07-24T00:00:00",
          "2019-07-25T00:00:00",
          "2019-07-28T00:00:00",
          "2019-07-30T00:00:00",
          "2019-07-31T00:00:00",
          "2019-08-01T00:00:00",
          "2019-08-02T00:00:00",
          "2019-08-06T00:00:00",
          "2019-08-09T00:00:00",
          "2019-08-10T00:00:00",
          "2019-08-11T00:00:00",
          "2019-08-12T00:00:00",
          "2019-08-14T00:00:00",
          "2019-08-18T00:00:00",
          "2019-08-20T00:00:00",
          "2019-08-22T00:00:00",
          "2019-08-23T00:00:00",
          "2019-08-24T00:00:00",
          "2019-08-25T00:00:00",
          "2019-08-26T00:00:00",
          "2019-08-27T00:00:00",
          "2019-08-29T00:00:00",
          "2019-08-31T00:00:00",
          "2019-09-01T00:00:00",
          "2019-09-02T00:00:00",
          "2019-09-03T00:00:00",
          "2019-09-04T00:00:00",
          "2019-09-05T00:00:00",
          "2019-09-06T00:00:00",
          "2019-09-09T00:00:00",
          "2019-09-10T00:00:00",
          "2019-09-11T00:00:00",
          "2019-09-12T00:00:00",
          "2019-09-13T00:00:00",
          "2019-09-15T00:00:00",
          "2019-09-16T00:00:00",
          "2019-09-19T00:00:00",
          "2019-09-21T00:00:00",
          "2019-09-23T00:00:00",
          "2019-09-25T00:00:00",
          "2019-09-26T00:00:00",
          "2019-09-27T00:00:00",
          "2019-09-28T00:00:00",
          "2019-09-29T00:00:00",
          "2019-09-30T00:00:00",
          "2019-10-01T00:00:00",
          "2019-10-02T00:00:00",
          "2019-10-07T00:00:00",
          "2019-10-08T00:00:00",
          "2019-10-10T00:00:00",
          "2019-10-11T00:00:00",
          "2019-10-14T00:00:00",
          "2019-10-15T00:00:00",
          "2019-10-16T00:00:00",
          "2019-10-18T00:00:00",
          "2019-10-21T00:00:00",
          "2019-10-22T00:00:00",
          "2019-10-23T00:00:00",
          "2019-10-24T00:00:00",
          "2019-10-25T00:00:00",
          "2019-10-26T00:00:00",
          "2019-10-27T00:00:00",
          "2019-10-28T00:00:00",
          "2019-10-31T00:00:00",
          "2019-11-01T00:00:00",
          "2019-11-04T00:00:00",
          "2019-11-05T00:00:00",
          "2019-11-07T00:00:00",
          "2019-11-10T00:00:00",
          "2019-11-11T00:00:00",
          "2019-11-12T00:00:00",
          "2019-11-13T00:00:00",
          "2019-11-14T00:00:00",
          "2019-11-16T00:00:00",
          "2019-11-18T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-22T00:00:00",
          "2019-11-23T00:00:00",
          "2019-11-25T00:00:00",
          "2019-11-26T00:00:00",
          "2019-11-28T00:00:00",
          "2019-12-02T00:00:00",
          "2019-12-03T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-08T00:00:00",
          "2019-12-09T00:00:00",
          "2019-12-10T00:00:00",
          "2019-12-12T00:00:00",
          "2019-12-13T00:00:00",
          "2019-12-15T00:00:00",
          "2019-12-17T00:00:00",
          "2019-12-20T00:00:00",
          "2019-12-23T00:00:00",
          "2019-12-25T00:00:00",
          "2019-12-28T00:00:00",
          "2020-01-01T00:00:00",
          "2020-01-05T00:00:00",
          "2020-01-07T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-11T00:00:00",
          "2020-01-12T00:00:00",
          "2020-01-14T00:00:00",
          "2020-01-15T00:00:00",
          "2020-01-16T00:00:00",
          "2020-01-19T00:00:00",
          "2020-01-20T00:00:00",
          "2020-01-21T00:00:00",
          "2020-01-22T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-26T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-09T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-12T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-17T00:00:00",
          "2020-02-20T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-24T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-28T00:00:00",
          "2020-03-01T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-08T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-14T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-19T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-23T00:00:00"
         ],
         "y": [
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          2,
          3,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          3,
          1,
          2,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          5,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          2,
          3,
          1,
          1,
          1,
          3,
          1,
          2,
          3,
          2,
          3,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          3,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          2,
          2,
          2,
          2,
          1,
          1,
          1,
          2,
          1,
          1,
          1
         ]
        },
        {
         "name": "Chan Chun Sing",
         "type": "scatter",
         "x": [
          "2019-04-13T00:00:00",
          "2019-04-14T00:00:00",
          "2019-04-16T00:00:00",
          "2019-04-19T00:00:00",
          "2019-04-23T00:00:00",
          "2019-04-25T00:00:00",
          "2019-04-26T00:00:00",
          "2019-04-28T00:00:00",
          "2019-04-29T00:00:00",
          "2019-04-30T00:00:00",
          "2019-05-01T00:00:00",
          "2019-05-02T00:00:00",
          "2019-05-03T00:00:00",
          "2019-05-04T00:00:00",
          "2019-05-05T00:00:00",
          "2019-05-06T00:00:00",
          "2019-05-07T00:00:00",
          "2019-05-08T00:00:00",
          "2019-05-10T00:00:00",
          "2019-05-11T00:00:00",
          "2019-05-12T00:00:00",
          "2019-05-13T00:00:00",
          "2019-05-14T00:00:00",
          "2019-05-15T00:00:00",
          "2019-05-17T00:00:00",
          "2019-05-18T00:00:00",
          "2019-05-25T00:00:00",
          "2019-05-26T00:00:00",
          "2019-05-27T00:00:00",
          "2019-05-29T00:00:00",
          "2019-05-31T00:00:00",
          "2019-06-01T00:00:00",
          "2019-06-02T00:00:00",
          "2019-06-03T00:00:00",
          "2019-06-04T00:00:00",
          "2019-06-07T00:00:00",
          "2019-06-08T00:00:00",
          "2019-06-09T00:00:00",
          "2019-06-20T00:00:00",
          "2019-06-22T00:00:00",
          "2019-06-26T00:00:00",
          "2019-06-29T00:00:00",
          "2019-06-30T00:00:00",
          "2019-07-01T00:00:00",
          "2019-07-03T00:00:00",
          "2019-07-04T00:00:00",
          "2019-07-05T00:00:00",
          "2019-07-07T00:00:00",
          "2019-07-10T00:00:00",
          "2019-07-11T00:00:00",
          "2019-07-12T00:00:00",
          "2019-07-13T00:00:00",
          "2019-07-14T00:00:00",
          "2019-07-15T00:00:00",
          "2019-07-16T00:00:00",
          "2019-07-17T00:00:00",
          "2019-07-19T00:00:00",
          "2019-07-20T00:00:00",
          "2019-07-22T00:00:00",
          "2019-07-23T00:00:00",
          "2019-07-24T00:00:00",
          "2019-07-27T00:00:00",
          "2019-07-28T00:00:00",
          "2019-07-30T00:00:00",
          "2019-08-01T00:00:00",
          "2019-08-02T00:00:00",
          "2019-08-03T00:00:00",
          "2019-08-04T00:00:00",
          "2019-08-05T00:00:00",
          "2019-08-06T00:00:00",
          "2019-08-07T00:00:00",
          "2019-08-08T00:00:00",
          "2019-08-09T00:00:00",
          "2019-08-11T00:00:00",
          "2019-08-13T00:00:00",
          "2019-08-14T00:00:00",
          "2019-08-15T00:00:00",
          "2019-08-16T00:00:00",
          "2019-08-17T00:00:00",
          "2019-08-19T00:00:00",
          "2019-08-20T00:00:00",
          "2019-08-21T00:00:00",
          "2019-08-24T00:00:00",
          "2019-08-27T00:00:00",
          "2019-08-28T00:00:00",
          "2019-08-29T00:00:00",
          "2019-08-31T00:00:00",
          "2019-09-01T00:00:00",
          "2019-09-02T00:00:00",
          "2019-09-05T00:00:00",
          "2019-09-08T00:00:00",
          "2019-09-09T00:00:00",
          "2019-09-10T00:00:00",
          "2019-09-11T00:00:00",
          "2019-09-12T00:00:00",
          "2019-09-15T00:00:00",
          "2019-09-16T00:00:00",
          "2019-09-17T00:00:00",
          "2019-09-19T00:00:00",
          "2019-09-20T00:00:00",
          "2019-09-21T00:00:00",
          "2019-09-22T00:00:00",
          "2019-09-23T00:00:00",
          "2019-09-24T00:00:00",
          "2019-09-27T00:00:00",
          "2019-09-28T00:00:00",
          "2019-09-30T00:00:00",
          "2019-10-02T00:00:00",
          "2019-10-03T00:00:00",
          "2019-10-04T00:00:00",
          "2019-10-05T00:00:00",
          "2019-10-06T00:00:00",
          "2019-10-07T00:00:00",
          "2019-10-08T00:00:00",
          "2019-10-09T00:00:00",
          "2019-10-10T00:00:00",
          "2019-10-12T00:00:00",
          "2019-10-13T00:00:00",
          "2019-10-15T00:00:00",
          "2019-10-17T00:00:00",
          "2019-10-18T00:00:00",
          "2019-10-19T00:00:00",
          "2019-10-21T00:00:00",
          "2019-10-26T00:00:00",
          "2019-10-27T00:00:00",
          "2019-10-29T00:00:00",
          "2019-10-31T00:00:00",
          "2019-11-02T00:00:00",
          "2019-11-04T00:00:00",
          "2019-11-06T00:00:00",
          "2019-11-07T00:00:00",
          "2019-11-08T00:00:00",
          "2019-11-09T00:00:00",
          "2019-11-10T00:00:00",
          "2019-11-16T00:00:00",
          "2019-11-18T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-20T00:00:00",
          "2019-11-21T00:00:00",
          "2019-11-22T00:00:00",
          "2019-11-23T00:00:00",
          "2019-11-25T00:00:00",
          "2019-11-26T00:00:00",
          "2019-11-27T00:00:00",
          "2019-11-30T00:00:00",
          "2019-12-02T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-05T00:00:00",
          "2019-12-06T00:00:00",
          "2019-12-07T00:00:00",
          "2019-12-21T00:00:00",
          "2019-12-23T00:00:00",
          "2019-12-25T00:00:00",
          "2019-12-30T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-01T00:00:00",
          "2020-01-05T00:00:00",
          "2020-01-08T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-10T00:00:00",
          "2020-01-11T00:00:00",
          "2020-01-12T00:00:00",
          "2020-01-17T00:00:00",
          "2020-01-18T00:00:00",
          "2020-01-19T00:00:00",
          "2020-01-20T00:00:00",
          "2020-01-21T00:00:00",
          "2020-01-22T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-26T00:00:00",
          "2020-01-27T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-09T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-17T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-19T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-24T00:00:00",
          "2020-02-25T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-28T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-08T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-14T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-16T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-19T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-23T00:00:00",
          "2020-03-24T00:00:00",
          "2020-03-25T00:00:00"
         ],
         "y": [
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          2,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          3,
          3,
          1,
          1,
          1,
          2,
          2,
          4,
          2,
          1,
          1,
          2,
          3,
          3,
          1,
          2,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          1
         ]
        },
        {
         "name": "Gan Kim Yong",
         "type": "scatter",
         "x": [
          "2017-06-12T00:00:00",
          "2017-06-15T00:00:00",
          "2017-06-23T00:00:00",
          "2017-06-24T00:00:00",
          "2017-06-25T00:00:00",
          "2017-07-03T00:00:00",
          "2017-07-04T00:00:00",
          "2017-07-05T00:00:00",
          "2017-07-06T00:00:00",
          "2017-07-08T00:00:00",
          "2017-07-14T00:00:00",
          "2017-07-15T00:00:00",
          "2017-07-16T00:00:00",
          "2017-08-01T00:00:00",
          "2017-08-04T00:00:00",
          "2017-08-05T00:00:00",
          "2017-08-06T00:00:00",
          "2017-08-08T00:00:00",
          "2017-08-09T00:00:00",
          "2017-08-10T00:00:00",
          "2017-08-12T00:00:00",
          "2017-08-14T00:00:00",
          "2017-08-17T00:00:00",
          "2017-08-20T00:00:00",
          "2017-08-27T00:00:00",
          "2017-08-28T00:00:00",
          "2017-09-10T00:00:00",
          "2017-09-12T00:00:00",
          "2017-09-14T00:00:00",
          "2017-09-16T00:00:00",
          "2017-09-19T00:00:00",
          "2017-09-20T00:00:00",
          "2017-09-21T00:00:00",
          "2017-09-22T00:00:00",
          "2017-09-24T00:00:00",
          "2017-09-25T00:00:00",
          "2017-09-27T00:00:00",
          "2017-10-02T00:00:00",
          "2017-10-04T00:00:00",
          "2017-10-06T00:00:00",
          "2017-10-08T00:00:00",
          "2017-10-14T00:00:00",
          "2017-10-15T00:00:00",
          "2017-10-17T00:00:00",
          "2017-10-18T00:00:00",
          "2017-10-27T00:00:00",
          "2017-10-29T00:00:00",
          "2017-11-02T00:00:00",
          "2017-11-05T00:00:00",
          "2017-11-07T00:00:00",
          "2017-11-08T00:00:00",
          "2017-11-12T00:00:00",
          "2017-11-13T00:00:00",
          "2017-11-17T00:00:00",
          "2017-11-18T00:00:00",
          "2017-11-23T00:00:00",
          "2017-12-07T00:00:00",
          "2017-12-12T00:00:00",
          "2017-12-16T00:00:00",
          "2017-12-24T00:00:00",
          "2017-12-31T00:00:00",
          "2018-01-02T00:00:00",
          "2018-01-07T00:00:00",
          "2018-01-09T00:00:00",
          "2018-01-10T00:00:00",
          "2018-01-12T00:00:00",
          "2018-01-14T00:00:00",
          "2018-01-30T00:00:00",
          "2018-02-03T00:00:00",
          "2018-02-04T00:00:00",
          "2018-02-06T00:00:00",
          "2018-02-07T00:00:00",
          "2018-02-10T00:00:00",
          "2018-02-15T00:00:00",
          "2018-02-16T00:00:00",
          "2018-02-18T00:00:00",
          "2018-02-23T00:00:00",
          "2018-02-24T00:00:00",
          "2018-02-27T00:00:00",
          "2018-03-01T00:00:00",
          "2018-03-02T00:00:00",
          "2018-03-03T00:00:00",
          "2018-03-04T00:00:00",
          "2018-03-05T00:00:00",
          "2018-03-15T00:00:00",
          "2018-03-17T00:00:00",
          "2018-03-18T00:00:00",
          "2018-03-19T00:00:00",
          "2018-03-21T00:00:00",
          "2018-03-23T00:00:00",
          "2018-03-25T00:00:00",
          "2018-03-30T00:00:00",
          "2018-04-04T00:00:00",
          "2018-04-10T00:00:00",
          "2018-04-24T00:00:00",
          "2018-04-26T00:00:00",
          "2018-04-29T00:00:00",
          "2018-05-04T00:00:00",
          "2018-05-13T00:00:00",
          "2018-05-27T00:00:00",
          "2018-06-15T00:00:00",
          "2018-06-24T00:00:00",
          "2018-07-01T00:00:00",
          "2018-07-02T00:00:00",
          "2018-07-11T00:00:00",
          "2018-07-15T00:00:00",
          "2018-07-16T00:00:00",
          "2018-07-18T00:00:00",
          "2018-07-22T00:00:00",
          "2018-07-29T00:00:00",
          "2018-07-31T00:00:00",
          "2018-08-04T00:00:00",
          "2018-08-05T00:00:00",
          "2018-08-07T00:00:00",
          "2018-08-08T00:00:00",
          "2018-08-09T00:00:00",
          "2018-08-10T00:00:00",
          "2018-08-12T00:00:00",
          "2018-08-14T00:00:00",
          "2018-08-22T00:00:00",
          "2018-09-02T00:00:00",
          "2018-09-03T00:00:00",
          "2018-09-05T00:00:00",
          "2018-09-12T00:00:00",
          "2018-09-16T00:00:00",
          "2018-09-19T00:00:00",
          "2018-09-23T00:00:00",
          "2018-09-27T00:00:00",
          "2018-09-30T00:00:00",
          "2018-10-07T00:00:00",
          "2018-10-14T00:00:00",
          "2018-10-21T00:00:00",
          "2018-10-28T00:00:00",
          "2018-11-06T00:00:00",
          "2018-11-10T00:00:00",
          "2018-11-16T00:00:00",
          "2018-11-18T00:00:00",
          "2018-11-19T00:00:00",
          "2018-11-24T00:00:00",
          "2018-11-25T00:00:00",
          "2018-12-13T00:00:00",
          "2018-12-15T00:00:00",
          "2018-12-16T00:00:00",
          "2018-12-23T00:00:00",
          "2018-12-24T00:00:00",
          "2018-12-30T00:00:00",
          "2018-12-31T00:00:00",
          "2019-01-20T00:00:00",
          "2019-02-04T00:00:00",
          "2019-02-05T00:00:00",
          "2019-02-16T00:00:00",
          "2019-02-17T00:00:00",
          "2019-02-28T00:00:00",
          "2019-03-03T00:00:00",
          "2019-03-05T00:00:00",
          "2019-03-07T00:00:00",
          "2019-03-08T00:00:00",
          "2019-03-24T00:00:00",
          "2019-04-03T00:00:00",
          "2019-04-18T00:00:00",
          "2019-04-19T00:00:00",
          "2019-04-21T00:00:00",
          "2019-04-28T00:00:00",
          "2019-05-01T00:00:00",
          "2019-05-05T00:00:00",
          "2019-05-06T00:00:00",
          "2019-05-11T00:00:00",
          "2019-05-26T00:00:00",
          "2019-06-02T00:00:00",
          "2019-06-04T00:00:00",
          "2019-06-09T00:00:00",
          "2019-06-14T00:00:00",
          "2019-07-14T00:00:00",
          "2019-07-21T00:00:00",
          "2019-07-25T00:00:00",
          "2019-07-28T00:00:00",
          "2019-07-30T00:00:00",
          "2019-08-05T00:00:00",
          "2019-08-08T00:00:00",
          "2019-08-09T00:00:00",
          "2019-08-10T00:00:00",
          "2019-08-18T00:00:00",
          "2019-08-29T00:00:00",
          "2019-08-31T00:00:00",
          "2019-09-15T00:00:00",
          "2019-09-23T00:00:00",
          "2019-10-03T00:00:00",
          "2019-10-06T00:00:00",
          "2019-10-11T00:00:00",
          "2019-10-26T00:00:00",
          "2019-10-27T00:00:00",
          "2019-11-02T00:00:00",
          "2019-11-11T00:00:00",
          "2019-11-15T00:00:00",
          "2019-12-24T00:00:00",
          "2019-12-26T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-02T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-24T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-21T00:00:00"
         ],
         "y": [
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          4,
          4,
          3,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          3,
          1,
          2,
          3,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          3,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          3,
          2,
          1,
          1,
          2,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          2,
          4,
          1,
          2,
          1,
          1,
          3,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          3,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          2,
          1,
          1,
          3,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2
         ]
        },
        {
         "name": "gov.sg",
         "type": "scatter",
         "x": [
          "2020-01-23T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-26T00:00:00",
          "2020-01-27T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-29T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-03T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-09T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-12T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-16T00:00:00",
          "2020-02-17T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-19T00:00:00",
          "2020-02-20T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-23T00:00:00",
          "2020-02-24T00:00:00",
          "2020-02-25T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-28T00:00:00",
          "2020-02-29T00:00:00",
          "2020-03-01T00:00:00",
          "2020-03-02T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-07T00:00:00",
          "2020-03-08T00:00:00",
          "2020-03-09T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-14T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-16T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-19T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-23T00:00:00",
          "2020-03-24T00:00:00",
          "2020-03-25T00:00:00"
         ],
         "y": [
          3,
          3,
          4,
          4,
          3,
          3,
          2,
          7,
          8,
          5,
          6,
          1,
          5,
          6,
          3,
          9,
          7,
          5,
          4,
          5,
          6,
          5,
          8,
          2,
          4,
          4,
          14,
          1,
          2,
          1,
          3,
          4,
          4,
          5,
          3,
          2,
          2,
          3,
          3,
          4,
          5,
          4,
          1,
          7,
          1,
          6,
          2,
          7,
          6,
          6,
          5,
          2,
          6,
          7,
          11,
          5,
          3,
          8,
          4,
          5,
          3,
          9,
          6
         ]
        },
        {
         "name": "Heng Swee Keat",
         "type": "scatter",
         "x": [
          "2019-09-16T00:00:00",
          "2019-09-17T00:00:00",
          "2019-09-18T00:00:00",
          "2019-09-20T00:00:00",
          "2019-09-21T00:00:00",
          "2019-09-22T00:00:00",
          "2019-09-23T00:00:00",
          "2019-09-24T00:00:00",
          "2019-09-27T00:00:00",
          "2019-09-28T00:00:00",
          "2019-09-29T00:00:00",
          "2019-09-30T00:00:00",
          "2019-10-01T00:00:00",
          "2019-10-02T00:00:00",
          "2019-10-03T00:00:00",
          "2019-10-04T00:00:00",
          "2019-10-07T00:00:00",
          "2019-10-08T00:00:00",
          "2019-10-09T00:00:00",
          "2019-10-10T00:00:00",
          "2019-10-11T00:00:00",
          "2019-10-12T00:00:00",
          "2019-10-13T00:00:00",
          "2019-10-14T00:00:00",
          "2019-10-15T00:00:00",
          "2019-10-16T00:00:00",
          "2019-10-17T00:00:00",
          "2019-10-18T00:00:00",
          "2019-10-19T00:00:00",
          "2019-10-20T00:00:00",
          "2019-10-23T00:00:00",
          "2019-10-24T00:00:00",
          "2019-10-25T00:00:00",
          "2019-10-26T00:00:00",
          "2019-10-27T00:00:00",
          "2019-10-28T00:00:00",
          "2019-10-30T00:00:00",
          "2019-10-31T00:00:00",
          "2019-11-01T00:00:00",
          "2019-11-02T00:00:00",
          "2019-11-03T00:00:00",
          "2019-11-04T00:00:00",
          "2019-11-05T00:00:00",
          "2019-11-06T00:00:00",
          "2019-11-07T00:00:00",
          "2019-11-08T00:00:00",
          "2019-11-09T00:00:00",
          "2019-11-11T00:00:00",
          "2019-11-12T00:00:00",
          "2019-11-13T00:00:00",
          "2019-11-14T00:00:00",
          "2019-11-15T00:00:00",
          "2019-11-16T00:00:00",
          "2019-11-18T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-20T00:00:00",
          "2019-11-21T00:00:00",
          "2019-11-22T00:00:00",
          "2019-11-23T00:00:00",
          "2019-11-24T00:00:00",
          "2019-11-25T00:00:00",
          "2019-11-26T00:00:00",
          "2019-11-27T00:00:00",
          "2019-11-28T00:00:00",
          "2019-11-29T00:00:00",
          "2019-11-30T00:00:00",
          "2019-12-01T00:00:00",
          "2019-12-02T00:00:00",
          "2019-12-03T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-05T00:00:00",
          "2019-12-06T00:00:00",
          "2019-12-07T00:00:00",
          "2019-12-08T00:00:00",
          "2019-12-09T00:00:00",
          "2019-12-10T00:00:00",
          "2019-12-12T00:00:00",
          "2019-12-13T00:00:00",
          "2019-12-14T00:00:00",
          "2019-12-15T00:00:00",
          "2019-12-17T00:00:00",
          "2019-12-19T00:00:00",
          "2019-12-21T00:00:00",
          "2019-12-23T00:00:00",
          "2019-12-24T00:00:00",
          "2019-12-27T00:00:00",
          "2019-12-29T00:00:00",
          "2019-12-30T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-01T00:00:00",
          "2020-01-02T00:00:00",
          "2020-01-03T00:00:00",
          "2020-01-04T00:00:00",
          "2020-01-05T00:00:00",
          "2020-01-07T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-10T00:00:00",
          "2020-01-13T00:00:00",
          "2020-01-14T00:00:00",
          "2020-01-15T00:00:00",
          "2020-01-16T00:00:00",
          "2020-01-17T00:00:00",
          "2020-01-18T00:00:00",
          "2020-01-19T00:00:00",
          "2020-01-20T00:00:00",
          "2020-01-22T00:00:00",
          "2020-01-23T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-26T00:00:00",
          "2020-01-27T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-03T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-09T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-12T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-16T00:00:00",
          "2020-02-17T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-19T00:00:00",
          "2020-02-20T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-23T00:00:00",
          "2020-02-24T00:00:00",
          "2020-02-25T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-28T00:00:00",
          "2020-02-29T00:00:00",
          "2020-03-01T00:00:00",
          "2020-03-02T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-07T00:00:00",
          "2020-03-08T00:00:00",
          "2020-03-09T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-14T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-16T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-19T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-23T00:00:00",
          "2020-03-24T00:00:00",
          "2020-03-25T00:00:00"
         ],
         "y": [
          2,
          2,
          1,
          1,
          1,
          2,
          2,
          1,
          3,
          1,
          1,
          1,
          3,
          2,
          2,
          2,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          2,
          2,
          3,
          1,
          1,
          1,
          2,
          2,
          2,
          1,
          1,
          1,
          2,
          1,
          3,
          3,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          3,
          1,
          2,
          1,
          1,
          1,
          2,
          2,
          2,
          2,
          2,
          2,
          2,
          2,
          1,
          1,
          1,
          3,
          2,
          1,
          1,
          2,
          1,
          3,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          4,
          2,
          2,
          1,
          1,
          1,
          2,
          2,
          2,
          1,
          2,
          2,
          2,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          2,
          1,
          1,
          3,
          3,
          4,
          1,
          3,
          1,
          2,
          3,
          4,
          3,
          2,
          3,
          3,
          2,
          2,
          2,
          2,
          1,
          2,
          4,
          1,
          3,
          2,
          2,
          2,
          2,
          2,
          2,
          3,
          1,
          2,
          2,
          2,
          2,
          2,
          1,
          2,
          2,
          1,
          2,
          1,
          1,
          2,
          2,
          2,
          2,
          1
         ]
        },
        {
         "name": "Lam Pin Min",
         "type": "scatter",
         "x": [
          "2019-09-16T00:00:00",
          "2019-09-17T00:00:00",
          "2019-09-18T00:00:00",
          "2019-09-19T00:00:00",
          "2019-09-20T00:00:00",
          "2019-09-21T00:00:00",
          "2019-09-22T00:00:00",
          "2019-09-25T00:00:00",
          "2019-09-26T00:00:00",
          "2019-09-27T00:00:00",
          "2019-09-28T00:00:00",
          "2019-09-29T00:00:00",
          "2019-09-30T00:00:00",
          "2019-10-01T00:00:00",
          "2019-10-04T00:00:00",
          "2019-10-05T00:00:00",
          "2019-10-07T00:00:00",
          "2019-10-09T00:00:00",
          "2019-10-10T00:00:00",
          "2019-10-11T00:00:00",
          "2019-10-12T00:00:00",
          "2019-10-13T00:00:00",
          "2019-10-15T00:00:00",
          "2019-10-16T00:00:00",
          "2019-10-18T00:00:00",
          "2019-10-19T00:00:00",
          "2019-10-20T00:00:00",
          "2019-10-21T00:00:00",
          "2019-10-22T00:00:00",
          "2019-10-23T00:00:00",
          "2019-10-24T00:00:00",
          "2019-10-25T00:00:00",
          "2019-10-26T00:00:00",
          "2019-10-27T00:00:00",
          "2019-10-29T00:00:00",
          "2019-10-30T00:00:00",
          "2019-10-31T00:00:00",
          "2019-11-02T00:00:00",
          "2019-11-03T00:00:00",
          "2019-11-04T00:00:00",
          "2019-11-07T00:00:00",
          "2019-11-08T00:00:00",
          "2019-11-09T00:00:00",
          "2019-11-10T00:00:00",
          "2019-11-12T00:00:00",
          "2019-11-14T00:00:00",
          "2019-11-15T00:00:00",
          "2019-11-16T00:00:00",
          "2019-11-17T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-20T00:00:00",
          "2019-11-22T00:00:00",
          "2019-11-23T00:00:00",
          "2019-11-24T00:00:00",
          "2019-11-25T00:00:00",
          "2019-11-26T00:00:00",
          "2019-11-30T00:00:00",
          "2019-12-01T00:00:00",
          "2019-12-02T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-05T00:00:00",
          "2019-12-06T00:00:00",
          "2019-12-07T00:00:00",
          "2019-12-08T00:00:00",
          "2019-12-09T00:00:00",
          "2019-12-10T00:00:00",
          "2019-12-11T00:00:00",
          "2019-12-12T00:00:00",
          "2019-12-14T00:00:00",
          "2019-12-15T00:00:00",
          "2019-12-16T00:00:00",
          "2019-12-17T00:00:00",
          "2019-12-18T00:00:00",
          "2019-12-19T00:00:00",
          "2019-12-20T00:00:00",
          "2019-12-24T00:00:00",
          "2019-12-27T00:00:00",
          "2019-12-28T00:00:00",
          "2019-12-29T00:00:00",
          "2019-12-30T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-01T00:00:00",
          "2020-01-04T00:00:00",
          "2020-01-05T00:00:00",
          "2020-01-06T00:00:00",
          "2020-01-08T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-10T00:00:00",
          "2020-01-11T00:00:00",
          "2020-01-12T00:00:00",
          "2020-01-13T00:00:00",
          "2020-01-14T00:00:00",
          "2020-01-16T00:00:00",
          "2020-01-17T00:00:00",
          "2020-01-18T00:00:00",
          "2020-01-19T00:00:00",
          "2020-01-20T00:00:00",
          "2020-01-21T00:00:00",
          "2020-01-22T00:00:00",
          "2020-01-23T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-26T00:00:00",
          "2020-01-27T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-29T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-03T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-09T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-12T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-16T00:00:00",
          "2020-02-17T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-19T00:00:00",
          "2020-02-20T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-23T00:00:00",
          "2020-02-25T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-28T00:00:00",
          "2020-02-29T00:00:00",
          "2020-03-01T00:00:00",
          "2020-03-02T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-07T00:00:00",
          "2020-03-08T00:00:00",
          "2020-03-09T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-14T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-16T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-25T00:00:00"
         ],
         "y": [
          2,
          1,
          1,
          1,
          1,
          3,
          2,
          1,
          1,
          2,
          4,
          3,
          1,
          2,
          2,
          4,
          3,
          1,
          1,
          1,
          4,
          3,
          2,
          2,
          1,
          5,
          1,
          1,
          2,
          3,
          2,
          1,
          4,
          1,
          1,
          2,
          2,
          2,
          4,
          3,
          1,
          3,
          3,
          1,
          1,
          1,
          2,
          3,
          2,
          1,
          1,
          3,
          3,
          2,
          2,
          3,
          1,
          1,
          1,
          3,
          1,
          1,
          1,
          2,
          1,
          2,
          2,
          1,
          2,
          4,
          1,
          2,
          1,
          2,
          1,
          1,
          2,
          1,
          2,
          1,
          3,
          1,
          2,
          2,
          2,
          1,
          3,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          2,
          2,
          1,
          1,
          2,
          2,
          4,
          3,
          1,
          5,
          3,
          1,
          4,
          2,
          4,
          2,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          2,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          3,
          2,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          4,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          6,
          2,
          1,
          2,
          1,
          1,
          2,
          2
         ]
        },
        {
         "name": "Lawrence Wong",
         "type": "scatter",
         "x": [
          "2018-10-27T00:00:00",
          "2018-10-31T00:00:00",
          "2018-11-02T00:00:00",
          "2018-11-03T00:00:00",
          "2018-11-04T00:00:00",
          "2018-11-05T00:00:00",
          "2018-11-06T00:00:00",
          "2018-11-08T00:00:00",
          "2018-11-10T00:00:00",
          "2018-11-11T00:00:00",
          "2018-11-13T00:00:00",
          "2018-11-15T00:00:00",
          "2018-11-16T00:00:00",
          "2018-11-19T00:00:00",
          "2018-11-20T00:00:00",
          "2018-11-22T00:00:00",
          "2018-11-24T00:00:00",
          "2018-11-25T00:00:00",
          "2018-11-27T00:00:00",
          "2018-11-29T00:00:00",
          "2018-11-30T00:00:00",
          "2018-12-03T00:00:00",
          "2018-12-04T00:00:00",
          "2018-12-05T00:00:00",
          "2018-12-06T00:00:00",
          "2018-12-07T00:00:00",
          "2018-12-10T00:00:00",
          "2018-12-12T00:00:00",
          "2018-12-13T00:00:00",
          "2018-12-14T00:00:00",
          "2018-12-17T00:00:00",
          "2018-12-19T00:00:00",
          "2018-12-20T00:00:00",
          "2018-12-22T00:00:00",
          "2018-12-24T00:00:00",
          "2018-12-25T00:00:00",
          "2018-12-27T00:00:00",
          "2018-12-30T00:00:00",
          "2018-12-31T00:00:00",
          "2019-01-01T00:00:00",
          "2019-01-03T00:00:00",
          "2019-01-04T00:00:00",
          "2019-01-07T00:00:00",
          "2019-01-09T00:00:00",
          "2019-01-11T00:00:00",
          "2019-01-13T00:00:00",
          "2019-01-14T00:00:00",
          "2019-01-16T00:00:00",
          "2019-01-18T00:00:00",
          "2019-01-19T00:00:00",
          "2019-01-23T00:00:00",
          "2019-01-25T00:00:00",
          "2019-01-27T00:00:00",
          "2019-01-28T00:00:00",
          "2019-02-01T00:00:00",
          "2019-02-02T00:00:00",
          "2019-02-04T00:00:00",
          "2019-02-07T00:00:00",
          "2019-02-08T00:00:00",
          "2019-02-11T00:00:00",
          "2019-02-12T00:00:00",
          "2019-02-14T00:00:00",
          "2019-02-17T00:00:00",
          "2019-02-20T00:00:00",
          "2019-02-23T00:00:00",
          "2019-02-25T00:00:00",
          "2019-02-26T00:00:00",
          "2019-02-27T00:00:00",
          "2019-03-02T00:00:00",
          "2019-03-03T00:00:00",
          "2019-03-07T00:00:00",
          "2019-03-08T00:00:00",
          "2019-03-11T00:00:00",
          "2019-03-13T00:00:00",
          "2019-03-15T00:00:00",
          "2019-03-16T00:00:00",
          "2019-03-19T00:00:00",
          "2019-03-20T00:00:00",
          "2019-03-23T00:00:00",
          "2019-03-25T00:00:00",
          "2019-03-28T00:00:00",
          "2019-03-29T00:00:00",
          "2019-03-30T00:00:00",
          "2019-03-31T00:00:00",
          "2019-04-02T00:00:00",
          "2019-04-03T00:00:00",
          "2019-04-04T00:00:00",
          "2019-04-07T00:00:00",
          "2019-04-10T00:00:00",
          "2019-04-13T00:00:00",
          "2019-04-14T00:00:00",
          "2019-04-18T00:00:00",
          "2019-04-19T00:00:00",
          "2019-04-21T00:00:00",
          "2019-04-23T00:00:00",
          "2019-04-26T00:00:00",
          "2019-04-27T00:00:00",
          "2019-04-30T00:00:00",
          "2019-05-01T00:00:00",
          "2019-05-02T00:00:00",
          "2019-05-03T00:00:00",
          "2019-05-05T00:00:00",
          "2019-05-09T00:00:00",
          "2019-05-10T00:00:00",
          "2019-05-12T00:00:00",
          "2019-05-15T00:00:00",
          "2019-05-18T00:00:00",
          "2019-05-19T00:00:00",
          "2019-05-20T00:00:00",
          "2019-05-22T00:00:00",
          "2019-05-23T00:00:00",
          "2019-05-25T00:00:00",
          "2019-05-26T00:00:00",
          "2019-05-27T00:00:00",
          "2019-05-31T00:00:00",
          "2019-06-01T00:00:00",
          "2019-06-02T00:00:00",
          "2019-06-03T00:00:00",
          "2019-06-05T00:00:00",
          "2019-06-06T00:00:00",
          "2019-06-09T00:00:00",
          "2019-06-10T00:00:00",
          "2019-06-11T00:00:00",
          "2019-06-13T00:00:00",
          "2019-06-14T00:00:00",
          "2019-06-16T00:00:00",
          "2019-06-17T00:00:00",
          "2019-06-18T00:00:00",
          "2019-06-21T00:00:00",
          "2019-06-25T00:00:00",
          "2019-06-26T00:00:00",
          "2019-06-30T00:00:00",
          "2019-07-01T00:00:00",
          "2019-07-05T00:00:00",
          "2019-07-08T00:00:00",
          "2019-07-10T00:00:00",
          "2019-07-12T00:00:00",
          "2019-07-14T00:00:00",
          "2019-07-15T00:00:00",
          "2019-07-19T00:00:00",
          "2019-07-21T00:00:00",
          "2019-07-23T00:00:00",
          "2019-07-26T00:00:00",
          "2019-07-29T00:00:00",
          "2019-07-31T00:00:00",
          "2019-08-06T00:00:00",
          "2019-08-08T00:00:00",
          "2019-08-09T00:00:00",
          "2019-08-10T00:00:00",
          "2019-08-11T00:00:00",
          "2019-08-14T00:00:00",
          "2019-08-18T00:00:00",
          "2019-08-20T00:00:00",
          "2019-08-23T00:00:00",
          "2019-08-28T00:00:00",
          "2019-08-29T00:00:00",
          "2019-08-31T00:00:00",
          "2019-09-02T00:00:00",
          "2019-09-05T00:00:00",
          "2019-09-10T00:00:00",
          "2019-09-11T00:00:00",
          "2019-09-17T00:00:00",
          "2019-09-18T00:00:00",
          "2019-09-19T00:00:00",
          "2019-09-22T00:00:00",
          "2019-09-23T00:00:00",
          "2019-09-25T00:00:00",
          "2019-09-27T00:00:00",
          "2019-09-29T00:00:00",
          "2019-10-03T00:00:00",
          "2019-10-04T00:00:00",
          "2019-10-06T00:00:00",
          "2019-10-10T00:00:00",
          "2019-10-11T00:00:00",
          "2019-10-13T00:00:00",
          "2019-10-18T00:00:00",
          "2019-10-19T00:00:00",
          "2019-10-22T00:00:00",
          "2019-10-26T00:00:00",
          "2019-10-27T00:00:00",
          "2019-11-01T00:00:00",
          "2019-11-02T00:00:00",
          "2019-11-04T00:00:00",
          "2019-11-07T00:00:00",
          "2019-11-10T00:00:00",
          "2019-11-12T00:00:00",
          "2019-11-13T00:00:00",
          "2019-11-15T00:00:00",
          "2019-11-17T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-20T00:00:00",
          "2019-11-24T00:00:00",
          "2019-11-26T00:00:00",
          "2019-12-01T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-08T00:00:00",
          "2019-12-10T00:00:00",
          "2019-12-13T00:00:00",
          "2019-12-16T00:00:00",
          "2019-12-17T00:00:00",
          "2019-12-20T00:00:00",
          "2019-12-23T00:00:00",
          "2019-12-25T00:00:00",
          "2019-12-30T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-02T00:00:00",
          "2020-01-04T00:00:00",
          "2020-01-07T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-11T00:00:00",
          "2020-01-12T00:00:00",
          "2020-01-13T00:00:00",
          "2020-01-19T00:00:00",
          "2020-01-21T00:00:00",
          "2020-01-22T00:00:00",
          "2020-01-23T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-27T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-03T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-23T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-29T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-07T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-26T00:00:00"
         ],
         "y": [
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          3,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          3,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1
         ]
        },
        {
         "name": "Lee Hsien Loong",
         "type": "scatter",
         "x": [
          "2019-08-10T00:00:00",
          "2019-08-11T00:00:00",
          "2019-08-13T00:00:00",
          "2019-08-14T00:00:00",
          "2019-08-15T00:00:00",
          "2019-08-16T00:00:00",
          "2019-08-17T00:00:00",
          "2019-08-18T00:00:00",
          "2019-08-19T00:00:00",
          "2019-08-21T00:00:00",
          "2019-08-22T00:00:00",
          "2019-08-23T00:00:00",
          "2019-08-25T00:00:00",
          "2019-08-26T00:00:00",
          "2019-08-27T00:00:00",
          "2019-08-28T00:00:00",
          "2019-08-29T00:00:00",
          "2019-08-30T00:00:00",
          "2019-08-31T00:00:00",
          "2019-09-01T00:00:00",
          "2019-09-02T00:00:00",
          "2019-09-04T00:00:00",
          "2019-09-05T00:00:00",
          "2019-09-06T00:00:00",
          "2019-09-08T00:00:00",
          "2019-09-09T00:00:00",
          "2019-09-10T00:00:00",
          "2019-09-11T00:00:00",
          "2019-09-13T00:00:00",
          "2019-09-14T00:00:00",
          "2019-09-16T00:00:00",
          "2019-09-17T00:00:00",
          "2019-09-18T00:00:00",
          "2019-09-19T00:00:00",
          "2019-09-20T00:00:00",
          "2019-09-22T00:00:00",
          "2019-09-23T00:00:00",
          "2019-09-24T00:00:00",
          "2019-09-25T00:00:00",
          "2019-09-26T00:00:00",
          "2019-09-27T00:00:00",
          "2019-09-28T00:00:00",
          "2019-09-29T00:00:00",
          "2019-09-30T00:00:00",
          "2019-10-01T00:00:00",
          "2019-10-02T00:00:00",
          "2019-10-03T00:00:00",
          "2019-10-04T00:00:00",
          "2019-10-05T00:00:00",
          "2019-10-06T00:00:00",
          "2019-10-07T00:00:00",
          "2019-10-08T00:00:00",
          "2019-10-10T00:00:00",
          "2019-10-11T00:00:00",
          "2019-10-12T00:00:00",
          "2019-10-13T00:00:00",
          "2019-10-15T00:00:00",
          "2019-10-16T00:00:00",
          "2019-10-17T00:00:00",
          "2019-10-18T00:00:00",
          "2019-10-19T00:00:00",
          "2019-10-20T00:00:00",
          "2019-10-21T00:00:00",
          "2019-10-23T00:00:00",
          "2019-10-24T00:00:00",
          "2019-10-25T00:00:00",
          "2019-10-27T00:00:00",
          "2019-10-28T00:00:00",
          "2019-11-03T00:00:00",
          "2019-11-04T00:00:00",
          "2019-11-05T00:00:00",
          "2019-11-06T00:00:00",
          "2019-11-08T00:00:00",
          "2019-11-09T00:00:00",
          "2019-11-10T00:00:00",
          "2019-11-12T00:00:00",
          "2019-11-13T00:00:00",
          "2019-11-14T00:00:00",
          "2019-11-15T00:00:00",
          "2019-11-18T00:00:00",
          "2019-11-19T00:00:00",
          "2019-11-20T00:00:00",
          "2019-11-21T00:00:00",
          "2019-11-22T00:00:00",
          "2019-11-23T00:00:00",
          "2019-11-24T00:00:00",
          "2019-11-25T00:00:00",
          "2019-11-26T00:00:00",
          "2019-11-27T00:00:00",
          "2019-11-29T00:00:00",
          "2019-11-30T00:00:00",
          "2019-12-01T00:00:00",
          "2019-12-02T00:00:00",
          "2019-12-03T00:00:00",
          "2019-12-04T00:00:00",
          "2019-12-06T00:00:00",
          "2019-12-10T00:00:00",
          "2019-12-11T00:00:00",
          "2019-12-12T00:00:00",
          "2019-12-13T00:00:00",
          "2019-12-14T00:00:00",
          "2019-12-17T00:00:00",
          "2019-12-18T00:00:00",
          "2019-12-19T00:00:00",
          "2019-12-20T00:00:00",
          "2019-12-25T00:00:00",
          "2019-12-26T00:00:00",
          "2019-12-31T00:00:00",
          "2020-01-01T00:00:00",
          "2020-01-02T00:00:00",
          "2020-01-03T00:00:00",
          "2020-01-04T00:00:00",
          "2020-01-05T00:00:00",
          "2020-01-08T00:00:00",
          "2020-01-09T00:00:00",
          "2020-01-10T00:00:00",
          "2020-01-11T00:00:00",
          "2020-01-13T00:00:00",
          "2020-01-14T00:00:00",
          "2020-01-15T00:00:00",
          "2020-01-16T00:00:00",
          "2020-01-17T00:00:00",
          "2020-01-18T00:00:00",
          "2020-01-19T00:00:00",
          "2020-01-20T00:00:00",
          "2020-01-21T00:00:00",
          "2020-01-22T00:00:00",
          "2020-01-23T00:00:00",
          "2020-01-24T00:00:00",
          "2020-01-25T00:00:00",
          "2020-01-26T00:00:00",
          "2020-01-27T00:00:00",
          "2020-01-28T00:00:00",
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-16T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-19T00:00:00",
          "2020-02-20T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-25T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-28T00:00:00",
          "2020-02-29T00:00:00",
          "2020-03-01T00:00:00",
          "2020-03-02T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-07T00:00:00",
          "2020-03-08T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-14T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-23T00:00:00",
          "2020-03-24T00:00:00",
          "2020-03-25T00:00:00"
         ],
         "y": [
          4,
          2,
          1,
          1,
          1,
          2,
          1,
          21,
          3,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          2,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          3,
          1,
          1,
          1,
          1,
          3,
          1,
          2,
          2,
          1,
          1,
          2,
          1,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          2,
          1,
          2,
          3,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          3,
          1,
          1,
          2,
          2,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          3,
          1,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          2,
          1,
          2,
          2,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          2,
          1,
          1,
          2,
          2,
          2,
          1,
          2,
          1,
          1,
          2,
          1,
          4,
          1,
          1,
          1,
          1,
          1,
          5,
          1,
          3,
          1,
          1,
          5,
          4,
          1,
          4,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          2,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          1,
          2,
          3,
          1,
          4,
          1,
          1,
          2,
          1,
          4,
          1,
          3,
          1,
          1
         ]
        },
        {
         "line": {
          "color": "dimgray"
         },
         "name": "Ministry Of Health",
         "type": "scatter",
         "x": [
          "2020-01-30T00:00:00",
          "2020-01-31T00:00:00",
          "2020-02-01T00:00:00",
          "2020-02-02T00:00:00",
          "2020-02-03T00:00:00",
          "2020-02-04T00:00:00",
          "2020-02-05T00:00:00",
          "2020-02-06T00:00:00",
          "2020-02-07T00:00:00",
          "2020-02-08T00:00:00",
          "2020-02-09T00:00:00",
          "2020-02-10T00:00:00",
          "2020-02-11T00:00:00",
          "2020-02-12T00:00:00",
          "2020-02-13T00:00:00",
          "2020-02-14T00:00:00",
          "2020-02-15T00:00:00",
          "2020-02-16T00:00:00",
          "2020-02-17T00:00:00",
          "2020-02-18T00:00:00",
          "2020-02-19T00:00:00",
          "2020-02-20T00:00:00",
          "2020-02-21T00:00:00",
          "2020-02-22T00:00:00",
          "2020-02-23T00:00:00",
          "2020-02-24T00:00:00",
          "2020-02-25T00:00:00",
          "2020-02-26T00:00:00",
          "2020-02-27T00:00:00",
          "2020-02-28T00:00:00",
          "2020-02-29T00:00:00",
          "2020-03-01T00:00:00",
          "2020-03-02T00:00:00",
          "2020-03-03T00:00:00",
          "2020-03-04T00:00:00",
          "2020-03-05T00:00:00",
          "2020-03-06T00:00:00",
          "2020-03-07T00:00:00",
          "2020-03-08T00:00:00",
          "2020-03-09T00:00:00",
          "2020-03-10T00:00:00",
          "2020-03-11T00:00:00",
          "2020-03-12T00:00:00",
          "2020-03-13T00:00:00",
          "2020-03-14T00:00:00",
          "2020-03-15T00:00:00",
          "2020-03-16T00:00:00",
          "2020-03-17T00:00:00",
          "2020-03-18T00:00:00",
          "2020-03-19T00:00:00",
          "2020-03-20T00:00:00",
          "2020-03-21T00:00:00",
          "2020-03-22T00:00:00",
          "2020-03-23T00:00:00",
          "2020-03-24T00:00:00",
          "2020-03-25T00:00:00"
         ],
         "y": [
          8,
          14,
          9,
          7,
          2,
          6,
          8,
          6,
          15,
          10,
          8,
          11,
          11,
          8,
          2,
          6,
          5,
          3,
          3,
          5,
          5,
          3,
          1,
          2,
          1,
          3,
          8,
          3,
          1,
          4,
          2,
          3,
          2,
          8,
          2,
          17,
          6,
          1,
          2,
          3,
          2,
          3,
          4,
          5,
          2,
          7,
          1,
          9,
          9,
          6,
          14,
          10,
          5,
          3,
          8,
          10
         ]
        }
       ],
       "layout": {
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Time Series Chart of Facebook Posts"
        },
        "xaxis": {
         "range": [
          "2020-01-01",
          "2020-03-31"
         ],
         "rangeslider": {
          "visible": true
         }
        },
        "yaxis": {
         "title": {
          "text": "Number of Posts"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"ef7c29fa-ebee-4492-b12c-8b3bc7613700\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"ef7c29fa-ebee-4492-b12c-8b3bc7613700\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'ef7c29fa-ebee-4492-b12c-8b3bc7613700',\n",
       "                        [{\"name\": \"Amrin Amin\", \"type\": \"scatter\", \"x\": [\"2019-05-28T00:00:00\", \"2019-05-29T00:00:00\", \"2019-05-30T00:00:00\", \"2019-06-01T00:00:00\", \"2019-06-02T00:00:00\", \"2019-06-03T00:00:00\", \"2019-06-04T00:00:00\", \"2019-06-05T00:00:00\", \"2019-06-06T00:00:00\", \"2019-06-07T00:00:00\", \"2019-06-08T00:00:00\", \"2019-06-09T00:00:00\", \"2019-06-13T00:00:00\", \"2019-06-14T00:00:00\", \"2019-06-15T00:00:00\", \"2019-06-16T00:00:00\", \"2019-06-17T00:00:00\", \"2019-06-19T00:00:00\", \"2019-06-21T00:00:00\", \"2019-06-23T00:00:00\", \"2019-06-24T00:00:00\", \"2019-06-25T00:00:00\", \"2019-06-26T00:00:00\", \"2019-06-27T00:00:00\", \"2019-06-28T00:00:00\", \"2019-06-30T00:00:00\", \"2019-07-01T00:00:00\", \"2019-07-03T00:00:00\", \"2019-07-04T00:00:00\", \"2019-07-05T00:00:00\", \"2019-07-06T00:00:00\", \"2019-07-07T00:00:00\", \"2019-07-10T00:00:00\", \"2019-07-11T00:00:00\", \"2019-07-12T00:00:00\", \"2019-07-13T00:00:00\", \"2019-07-14T00:00:00\", \"2019-07-15T00:00:00\", \"2019-07-16T00:00:00\", \"2019-07-17T00:00:00\", \"2019-07-18T00:00:00\", \"2019-07-20T00:00:00\", \"2019-07-21T00:00:00\", \"2019-07-25T00:00:00\", \"2019-07-26T00:00:00\", \"2019-07-27T00:00:00\", \"2019-07-28T00:00:00\", \"2019-07-29T00:00:00\", \"2019-07-30T00:00:00\", \"2019-08-01T00:00:00\", \"2019-08-02T00:00:00\", \"2019-08-04T00:00:00\", \"2019-08-05T00:00:00\", \"2019-08-06T00:00:00\", \"2019-08-08T00:00:00\", \"2019-08-09T00:00:00\", \"2019-08-10T00:00:00\", \"2019-08-15T00:00:00\", \"2019-08-22T00:00:00\", \"2019-08-23T00:00:00\", \"2019-08-24T00:00:00\", \"2019-08-27T00:00:00\", \"2019-08-30T00:00:00\", \"2019-08-31T00:00:00\", \"2019-09-01T00:00:00\", \"2019-09-04T00:00:00\", \"2019-09-07T00:00:00\", \"2019-09-11T00:00:00\", \"2019-09-12T00:00:00\", \"2019-09-14T00:00:00\", \"2019-09-19T00:00:00\", \"2019-09-20T00:00:00\", \"2019-09-22T00:00:00\", \"2019-09-23T00:00:00\", \"2019-09-25T00:00:00\", \"2019-09-26T00:00:00\", \"2019-09-28T00:00:00\", \"2019-09-30T00:00:00\", \"2019-10-03T00:00:00\", \"2019-10-04T00:00:00\", \"2019-10-05T00:00:00\", \"2019-10-07T00:00:00\", \"2019-10-13T00:00:00\", \"2019-10-15T00:00:00\", \"2019-10-17T00:00:00\", \"2019-10-19T00:00:00\", \"2019-10-20T00:00:00\", \"2019-10-21T00:00:00\", \"2019-10-23T00:00:00\", \"2019-10-26T00:00:00\", \"2019-10-27T00:00:00\", \"2019-10-28T00:00:00\", \"2019-10-29T00:00:00\", \"2019-10-30T00:00:00\", \"2019-11-05T00:00:00\", \"2019-11-06T00:00:00\", \"2019-11-07T00:00:00\", \"2019-11-09T00:00:00\", \"2019-11-11T00:00:00\", \"2019-11-13T00:00:00\", \"2019-11-14T00:00:00\", \"2019-11-16T00:00:00\", \"2019-11-17T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-20T00:00:00\", \"2019-11-21T00:00:00\", \"2019-11-23T00:00:00\", \"2019-11-25T00:00:00\", \"2019-11-27T00:00:00\", \"2019-11-28T00:00:00\", \"2019-12-01T00:00:00\", \"2019-12-03T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-06T00:00:00\", \"2019-12-07T00:00:00\", \"2019-12-12T00:00:00\", \"2019-12-13T00:00:00\", \"2019-12-14T00:00:00\", \"2019-12-17T00:00:00\", \"2019-12-18T00:00:00\", \"2019-12-19T00:00:00\", \"2019-12-22T00:00:00\", \"2019-12-23T00:00:00\", \"2019-12-24T00:00:00\", \"2019-12-25T00:00:00\", \"2019-12-26T00:00:00\", \"2019-12-27T00:00:00\", \"2019-12-28T00:00:00\", \"2019-12-29T00:00:00\", \"2019-12-30T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-01T00:00:00\", \"2020-01-02T00:00:00\", \"2020-01-04T00:00:00\", \"2020-01-06T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-11T00:00:00\", \"2020-01-12T00:00:00\", \"2020-01-13T00:00:00\", \"2020-01-14T00:00:00\", \"2020-01-15T00:00:00\", \"2020-01-17T00:00:00\", \"2020-01-18T00:00:00\", \"2020-01-21T00:00:00\", \"2020-01-23T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-26T00:00:00\", \"2020-01-29T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-12T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-16T00:00:00\", \"2020-02-17T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-23T00:00:00\", \"2020-02-26T00:00:00\", \"2020-03-01T00:00:00\", \"2020-03-02T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-07T00:00:00\", \"2020-03-09T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-16T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-19T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-24T00:00:00\", \"2020-03-25T00:00:00\"], \"y\": [2, 1, 1, 1, 3, 3, 3, 3, 1, 1, 1, 1, 1, 2, 1, 3, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 3, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, 3, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 3, 1, 2, 2, 1, 2, 1, 2, 3, 3, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 3, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 4, 3, 1, 3, 2, 3, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 4, 1, 2, 1, 2, 3, 1, 2, 2, 1, 1, 1, 1, 1, 1]}, {\"name\": \"Amy Khor\", \"type\": \"scatter\", \"x\": [\"2019-04-19T00:00:00\", \"2019-04-22T00:00:00\", \"2019-04-23T00:00:00\", \"2019-04-25T00:00:00\", \"2019-04-26T00:00:00\", \"2019-04-28T00:00:00\", \"2019-04-29T00:00:00\", \"2019-04-30T00:00:00\", \"2019-05-01T00:00:00\", \"2019-05-04T00:00:00\", \"2019-05-06T00:00:00\", \"2019-05-07T00:00:00\", \"2019-05-10T00:00:00\", \"2019-05-11T00:00:00\", \"2019-05-14T00:00:00\", \"2019-05-15T00:00:00\", \"2019-05-16T00:00:00\", \"2019-05-19T00:00:00\", \"2019-05-21T00:00:00\", \"2019-05-24T00:00:00\", \"2019-05-25T00:00:00\", \"2019-05-26T00:00:00\", \"2019-05-27T00:00:00\", \"2019-05-29T00:00:00\", \"2019-05-30T00:00:00\", \"2019-05-31T00:00:00\", \"2019-06-01T00:00:00\", \"2019-06-03T00:00:00\", \"2019-06-04T00:00:00\", \"2019-06-05T00:00:00\", \"2019-06-06T00:00:00\", \"2019-06-07T00:00:00\", \"2019-06-08T00:00:00\", \"2019-06-09T00:00:00\", \"2019-06-10T00:00:00\", \"2019-06-11T00:00:00\", \"2019-06-12T00:00:00\", \"2019-06-14T00:00:00\", \"2019-06-16T00:00:00\", \"2019-06-17T00:00:00\", \"2019-06-18T00:00:00\", \"2019-06-20T00:00:00\", \"2019-06-22T00:00:00\", \"2019-06-25T00:00:00\", \"2019-06-27T00:00:00\", \"2019-06-28T00:00:00\", \"2019-07-01T00:00:00\", \"2019-07-02T00:00:00\", \"2019-07-04T00:00:00\", \"2019-07-05T00:00:00\", \"2019-07-07T00:00:00\", \"2019-07-08T00:00:00\", \"2019-07-09T00:00:00\", \"2019-07-13T00:00:00\", \"2019-07-15T00:00:00\", \"2019-07-17T00:00:00\", \"2019-07-19T00:00:00\", \"2019-07-20T00:00:00\", \"2019-07-21T00:00:00\", \"2019-07-22T00:00:00\", \"2019-07-24T00:00:00\", \"2019-07-25T00:00:00\", \"2019-07-28T00:00:00\", \"2019-07-30T00:00:00\", \"2019-07-31T00:00:00\", \"2019-08-01T00:00:00\", \"2019-08-02T00:00:00\", \"2019-08-06T00:00:00\", \"2019-08-09T00:00:00\", \"2019-08-10T00:00:00\", \"2019-08-11T00:00:00\", \"2019-08-12T00:00:00\", \"2019-08-14T00:00:00\", \"2019-08-18T00:00:00\", \"2019-08-20T00:00:00\", \"2019-08-22T00:00:00\", \"2019-08-23T00:00:00\", \"2019-08-24T00:00:00\", \"2019-08-25T00:00:00\", \"2019-08-26T00:00:00\", \"2019-08-27T00:00:00\", \"2019-08-29T00:00:00\", \"2019-08-31T00:00:00\", \"2019-09-01T00:00:00\", \"2019-09-02T00:00:00\", \"2019-09-03T00:00:00\", \"2019-09-04T00:00:00\", \"2019-09-05T00:00:00\", \"2019-09-06T00:00:00\", \"2019-09-09T00:00:00\", \"2019-09-10T00:00:00\", \"2019-09-11T00:00:00\", \"2019-09-12T00:00:00\", \"2019-09-13T00:00:00\", \"2019-09-15T00:00:00\", \"2019-09-16T00:00:00\", \"2019-09-19T00:00:00\", \"2019-09-21T00:00:00\", \"2019-09-23T00:00:00\", \"2019-09-25T00:00:00\", \"2019-09-26T00:00:00\", \"2019-09-27T00:00:00\", \"2019-09-28T00:00:00\", \"2019-09-29T00:00:00\", \"2019-09-30T00:00:00\", \"2019-10-01T00:00:00\", \"2019-10-02T00:00:00\", \"2019-10-07T00:00:00\", \"2019-10-08T00:00:00\", \"2019-10-10T00:00:00\", \"2019-10-11T00:00:00\", \"2019-10-14T00:00:00\", \"2019-10-15T00:00:00\", \"2019-10-16T00:00:00\", \"2019-10-18T00:00:00\", \"2019-10-21T00:00:00\", \"2019-10-22T00:00:00\", \"2019-10-23T00:00:00\", \"2019-10-24T00:00:00\", \"2019-10-25T00:00:00\", \"2019-10-26T00:00:00\", \"2019-10-27T00:00:00\", \"2019-10-28T00:00:00\", \"2019-10-31T00:00:00\", \"2019-11-01T00:00:00\", \"2019-11-04T00:00:00\", \"2019-11-05T00:00:00\", \"2019-11-07T00:00:00\", \"2019-11-10T00:00:00\", \"2019-11-11T00:00:00\", \"2019-11-12T00:00:00\", \"2019-11-13T00:00:00\", \"2019-11-14T00:00:00\", \"2019-11-16T00:00:00\", \"2019-11-18T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-22T00:00:00\", \"2019-11-23T00:00:00\", \"2019-11-25T00:00:00\", \"2019-11-26T00:00:00\", \"2019-11-28T00:00:00\", \"2019-12-02T00:00:00\", \"2019-12-03T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-08T00:00:00\", \"2019-12-09T00:00:00\", \"2019-12-10T00:00:00\", \"2019-12-12T00:00:00\", \"2019-12-13T00:00:00\", \"2019-12-15T00:00:00\", \"2019-12-17T00:00:00\", \"2019-12-20T00:00:00\", \"2019-12-23T00:00:00\", \"2019-12-25T00:00:00\", \"2019-12-28T00:00:00\", \"2020-01-01T00:00:00\", \"2020-01-05T00:00:00\", \"2020-01-07T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-11T00:00:00\", \"2020-01-12T00:00:00\", \"2020-01-14T00:00:00\", \"2020-01-15T00:00:00\", \"2020-01-16T00:00:00\", \"2020-01-19T00:00:00\", \"2020-01-20T00:00:00\", \"2020-01-21T00:00:00\", \"2020-01-22T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-26T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-09T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-12T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-17T00:00:00\", \"2020-02-20T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-24T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-28T00:00:00\", \"2020-03-01T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-08T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-14T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-19T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-23T00:00:00\"], \"y\": [2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 3, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 3, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 5, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 3, 1, 1, 1, 3, 1, 2, 3, 2, 3, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 3, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1]}, {\"name\": \"Chan Chun Sing\", \"type\": \"scatter\", \"x\": [\"2019-04-13T00:00:00\", \"2019-04-14T00:00:00\", \"2019-04-16T00:00:00\", \"2019-04-19T00:00:00\", \"2019-04-23T00:00:00\", \"2019-04-25T00:00:00\", \"2019-04-26T00:00:00\", \"2019-04-28T00:00:00\", \"2019-04-29T00:00:00\", \"2019-04-30T00:00:00\", \"2019-05-01T00:00:00\", \"2019-05-02T00:00:00\", \"2019-05-03T00:00:00\", \"2019-05-04T00:00:00\", \"2019-05-05T00:00:00\", \"2019-05-06T00:00:00\", \"2019-05-07T00:00:00\", \"2019-05-08T00:00:00\", \"2019-05-10T00:00:00\", \"2019-05-11T00:00:00\", \"2019-05-12T00:00:00\", \"2019-05-13T00:00:00\", \"2019-05-14T00:00:00\", \"2019-05-15T00:00:00\", \"2019-05-17T00:00:00\", \"2019-05-18T00:00:00\", \"2019-05-25T00:00:00\", \"2019-05-26T00:00:00\", \"2019-05-27T00:00:00\", \"2019-05-29T00:00:00\", \"2019-05-31T00:00:00\", \"2019-06-01T00:00:00\", \"2019-06-02T00:00:00\", \"2019-06-03T00:00:00\", \"2019-06-04T00:00:00\", \"2019-06-07T00:00:00\", \"2019-06-08T00:00:00\", \"2019-06-09T00:00:00\", \"2019-06-20T00:00:00\", \"2019-06-22T00:00:00\", \"2019-06-26T00:00:00\", \"2019-06-29T00:00:00\", \"2019-06-30T00:00:00\", \"2019-07-01T00:00:00\", \"2019-07-03T00:00:00\", \"2019-07-04T00:00:00\", \"2019-07-05T00:00:00\", \"2019-07-07T00:00:00\", \"2019-07-10T00:00:00\", \"2019-07-11T00:00:00\", \"2019-07-12T00:00:00\", \"2019-07-13T00:00:00\", \"2019-07-14T00:00:00\", \"2019-07-15T00:00:00\", \"2019-07-16T00:00:00\", \"2019-07-17T00:00:00\", \"2019-07-19T00:00:00\", \"2019-07-20T00:00:00\", \"2019-07-22T00:00:00\", \"2019-07-23T00:00:00\", \"2019-07-24T00:00:00\", \"2019-07-27T00:00:00\", \"2019-07-28T00:00:00\", \"2019-07-30T00:00:00\", \"2019-08-01T00:00:00\", \"2019-08-02T00:00:00\", \"2019-08-03T00:00:00\", \"2019-08-04T00:00:00\", \"2019-08-05T00:00:00\", \"2019-08-06T00:00:00\", \"2019-08-07T00:00:00\", \"2019-08-08T00:00:00\", \"2019-08-09T00:00:00\", \"2019-08-11T00:00:00\", \"2019-08-13T00:00:00\", \"2019-08-14T00:00:00\", \"2019-08-15T00:00:00\", \"2019-08-16T00:00:00\", \"2019-08-17T00:00:00\", \"2019-08-19T00:00:00\", \"2019-08-20T00:00:00\", \"2019-08-21T00:00:00\", \"2019-08-24T00:00:00\", \"2019-08-27T00:00:00\", \"2019-08-28T00:00:00\", \"2019-08-29T00:00:00\", \"2019-08-31T00:00:00\", \"2019-09-01T00:00:00\", \"2019-09-02T00:00:00\", \"2019-09-05T00:00:00\", \"2019-09-08T00:00:00\", \"2019-09-09T00:00:00\", \"2019-09-10T00:00:00\", \"2019-09-11T00:00:00\", \"2019-09-12T00:00:00\", \"2019-09-15T00:00:00\", \"2019-09-16T00:00:00\", \"2019-09-17T00:00:00\", \"2019-09-19T00:00:00\", \"2019-09-20T00:00:00\", \"2019-09-21T00:00:00\", \"2019-09-22T00:00:00\", \"2019-09-23T00:00:00\", \"2019-09-24T00:00:00\", \"2019-09-27T00:00:00\", \"2019-09-28T00:00:00\", \"2019-09-30T00:00:00\", \"2019-10-02T00:00:00\", \"2019-10-03T00:00:00\", \"2019-10-04T00:00:00\", \"2019-10-05T00:00:00\", \"2019-10-06T00:00:00\", \"2019-10-07T00:00:00\", \"2019-10-08T00:00:00\", \"2019-10-09T00:00:00\", \"2019-10-10T00:00:00\", \"2019-10-12T00:00:00\", \"2019-10-13T00:00:00\", \"2019-10-15T00:00:00\", \"2019-10-17T00:00:00\", \"2019-10-18T00:00:00\", \"2019-10-19T00:00:00\", \"2019-10-21T00:00:00\", \"2019-10-26T00:00:00\", \"2019-10-27T00:00:00\", \"2019-10-29T00:00:00\", \"2019-10-31T00:00:00\", \"2019-11-02T00:00:00\", \"2019-11-04T00:00:00\", \"2019-11-06T00:00:00\", \"2019-11-07T00:00:00\", \"2019-11-08T00:00:00\", \"2019-11-09T00:00:00\", \"2019-11-10T00:00:00\", \"2019-11-16T00:00:00\", \"2019-11-18T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-20T00:00:00\", \"2019-11-21T00:00:00\", \"2019-11-22T00:00:00\", \"2019-11-23T00:00:00\", \"2019-11-25T00:00:00\", \"2019-11-26T00:00:00\", \"2019-11-27T00:00:00\", \"2019-11-30T00:00:00\", \"2019-12-02T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-05T00:00:00\", \"2019-12-06T00:00:00\", \"2019-12-07T00:00:00\", \"2019-12-21T00:00:00\", \"2019-12-23T00:00:00\", \"2019-12-25T00:00:00\", \"2019-12-30T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-01T00:00:00\", \"2020-01-05T00:00:00\", \"2020-01-08T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-10T00:00:00\", \"2020-01-11T00:00:00\", \"2020-01-12T00:00:00\", \"2020-01-17T00:00:00\", \"2020-01-18T00:00:00\", \"2020-01-19T00:00:00\", \"2020-01-20T00:00:00\", \"2020-01-21T00:00:00\", \"2020-01-22T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-26T00:00:00\", \"2020-01-27T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-09T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-17T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-19T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-24T00:00:00\", \"2020-02-25T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-28T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-08T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-14T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-16T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-19T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-23T00:00:00\", \"2020-03-24T00:00:00\", \"2020-03-25T00:00:00\"], \"y\": [1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 3, 3, 1, 1, 1, 2, 2, 4, 2, 1, 1, 2, 3, 3, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1]}, {\"name\": \"Gan Kim Yong\", \"type\": \"scatter\", \"x\": [\"2017-06-12T00:00:00\", \"2017-06-15T00:00:00\", \"2017-06-23T00:00:00\", \"2017-06-24T00:00:00\", \"2017-06-25T00:00:00\", \"2017-07-03T00:00:00\", \"2017-07-04T00:00:00\", \"2017-07-05T00:00:00\", \"2017-07-06T00:00:00\", \"2017-07-08T00:00:00\", \"2017-07-14T00:00:00\", \"2017-07-15T00:00:00\", \"2017-07-16T00:00:00\", \"2017-08-01T00:00:00\", \"2017-08-04T00:00:00\", \"2017-08-05T00:00:00\", \"2017-08-06T00:00:00\", \"2017-08-08T00:00:00\", \"2017-08-09T00:00:00\", \"2017-08-10T00:00:00\", \"2017-08-12T00:00:00\", \"2017-08-14T00:00:00\", \"2017-08-17T00:00:00\", \"2017-08-20T00:00:00\", \"2017-08-27T00:00:00\", \"2017-08-28T00:00:00\", \"2017-09-10T00:00:00\", \"2017-09-12T00:00:00\", \"2017-09-14T00:00:00\", \"2017-09-16T00:00:00\", \"2017-09-19T00:00:00\", \"2017-09-20T00:00:00\", \"2017-09-21T00:00:00\", \"2017-09-22T00:00:00\", \"2017-09-24T00:00:00\", \"2017-09-25T00:00:00\", \"2017-09-27T00:00:00\", \"2017-10-02T00:00:00\", \"2017-10-04T00:00:00\", \"2017-10-06T00:00:00\", \"2017-10-08T00:00:00\", \"2017-10-14T00:00:00\", \"2017-10-15T00:00:00\", \"2017-10-17T00:00:00\", \"2017-10-18T00:00:00\", \"2017-10-27T00:00:00\", \"2017-10-29T00:00:00\", \"2017-11-02T00:00:00\", \"2017-11-05T00:00:00\", \"2017-11-07T00:00:00\", \"2017-11-08T00:00:00\", \"2017-11-12T00:00:00\", \"2017-11-13T00:00:00\", \"2017-11-17T00:00:00\", \"2017-11-18T00:00:00\", \"2017-11-23T00:00:00\", \"2017-12-07T00:00:00\", \"2017-12-12T00:00:00\", \"2017-12-16T00:00:00\", \"2017-12-24T00:00:00\", \"2017-12-31T00:00:00\", \"2018-01-02T00:00:00\", \"2018-01-07T00:00:00\", \"2018-01-09T00:00:00\", \"2018-01-10T00:00:00\", \"2018-01-12T00:00:00\", \"2018-01-14T00:00:00\", \"2018-01-30T00:00:00\", \"2018-02-03T00:00:00\", \"2018-02-04T00:00:00\", \"2018-02-06T00:00:00\", \"2018-02-07T00:00:00\", \"2018-02-10T00:00:00\", \"2018-02-15T00:00:00\", \"2018-02-16T00:00:00\", \"2018-02-18T00:00:00\", \"2018-02-23T00:00:00\", \"2018-02-24T00:00:00\", \"2018-02-27T00:00:00\", \"2018-03-01T00:00:00\", \"2018-03-02T00:00:00\", \"2018-03-03T00:00:00\", \"2018-03-04T00:00:00\", \"2018-03-05T00:00:00\", \"2018-03-15T00:00:00\", \"2018-03-17T00:00:00\", \"2018-03-18T00:00:00\", \"2018-03-19T00:00:00\", \"2018-03-21T00:00:00\", \"2018-03-23T00:00:00\", \"2018-03-25T00:00:00\", \"2018-03-30T00:00:00\", \"2018-04-04T00:00:00\", \"2018-04-10T00:00:00\", \"2018-04-24T00:00:00\", \"2018-04-26T00:00:00\", \"2018-04-29T00:00:00\", \"2018-05-04T00:00:00\", \"2018-05-13T00:00:00\", \"2018-05-27T00:00:00\", \"2018-06-15T00:00:00\", \"2018-06-24T00:00:00\", \"2018-07-01T00:00:00\", \"2018-07-02T00:00:00\", \"2018-07-11T00:00:00\", \"2018-07-15T00:00:00\", \"2018-07-16T00:00:00\", \"2018-07-18T00:00:00\", \"2018-07-22T00:00:00\", \"2018-07-29T00:00:00\", \"2018-07-31T00:00:00\", \"2018-08-04T00:00:00\", \"2018-08-05T00:00:00\", \"2018-08-07T00:00:00\", \"2018-08-08T00:00:00\", \"2018-08-09T00:00:00\", \"2018-08-10T00:00:00\", \"2018-08-12T00:00:00\", \"2018-08-14T00:00:00\", \"2018-08-22T00:00:00\", \"2018-09-02T00:00:00\", \"2018-09-03T00:00:00\", \"2018-09-05T00:00:00\", \"2018-09-12T00:00:00\", \"2018-09-16T00:00:00\", \"2018-09-19T00:00:00\", \"2018-09-23T00:00:00\", \"2018-09-27T00:00:00\", \"2018-09-30T00:00:00\", \"2018-10-07T00:00:00\", \"2018-10-14T00:00:00\", \"2018-10-21T00:00:00\", \"2018-10-28T00:00:00\", \"2018-11-06T00:00:00\", \"2018-11-10T00:00:00\", \"2018-11-16T00:00:00\", \"2018-11-18T00:00:00\", \"2018-11-19T00:00:00\", \"2018-11-24T00:00:00\", \"2018-11-25T00:00:00\", \"2018-12-13T00:00:00\", \"2018-12-15T00:00:00\", \"2018-12-16T00:00:00\", \"2018-12-23T00:00:00\", \"2018-12-24T00:00:00\", \"2018-12-30T00:00:00\", \"2018-12-31T00:00:00\", \"2019-01-20T00:00:00\", \"2019-02-04T00:00:00\", \"2019-02-05T00:00:00\", \"2019-02-16T00:00:00\", \"2019-02-17T00:00:00\", \"2019-02-28T00:00:00\", \"2019-03-03T00:00:00\", \"2019-03-05T00:00:00\", \"2019-03-07T00:00:00\", \"2019-03-08T00:00:00\", \"2019-03-24T00:00:00\", \"2019-04-03T00:00:00\", \"2019-04-18T00:00:00\", \"2019-04-19T00:00:00\", \"2019-04-21T00:00:00\", \"2019-04-28T00:00:00\", \"2019-05-01T00:00:00\", \"2019-05-05T00:00:00\", \"2019-05-06T00:00:00\", \"2019-05-11T00:00:00\", \"2019-05-26T00:00:00\", \"2019-06-02T00:00:00\", \"2019-06-04T00:00:00\", \"2019-06-09T00:00:00\", \"2019-06-14T00:00:00\", \"2019-07-14T00:00:00\", \"2019-07-21T00:00:00\", \"2019-07-25T00:00:00\", \"2019-07-28T00:00:00\", \"2019-07-30T00:00:00\", \"2019-08-05T00:00:00\", \"2019-08-08T00:00:00\", \"2019-08-09T00:00:00\", \"2019-08-10T00:00:00\", \"2019-08-18T00:00:00\", \"2019-08-29T00:00:00\", \"2019-08-31T00:00:00\", \"2019-09-15T00:00:00\", \"2019-09-23T00:00:00\", \"2019-10-03T00:00:00\", \"2019-10-06T00:00:00\", \"2019-10-11T00:00:00\", \"2019-10-26T00:00:00\", \"2019-10-27T00:00:00\", \"2019-11-02T00:00:00\", \"2019-11-11T00:00:00\", \"2019-11-15T00:00:00\", \"2019-12-24T00:00:00\", \"2019-12-26T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-02T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-24T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-21T00:00:00\"], \"y\": [1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 4, 4, 3, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 3, 1, 2, 3, 1, 2, 2, 1, 1, 1, 1, 1, 3, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 3, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 4, 1, 2, 1, 1, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 2]}, {\"name\": \"gov.sg\", \"type\": \"scatter\", \"x\": [\"2020-01-23T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-26T00:00:00\", \"2020-01-27T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-29T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-03T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-09T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-12T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-16T00:00:00\", \"2020-02-17T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-19T00:00:00\", \"2020-02-20T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-23T00:00:00\", \"2020-02-24T00:00:00\", \"2020-02-25T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-28T00:00:00\", \"2020-02-29T00:00:00\", \"2020-03-01T00:00:00\", \"2020-03-02T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-07T00:00:00\", \"2020-03-08T00:00:00\", \"2020-03-09T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-14T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-16T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-19T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-23T00:00:00\", \"2020-03-24T00:00:00\", \"2020-03-25T00:00:00\"], \"y\": [3, 3, 4, 4, 3, 3, 2, 7, 8, 5, 6, 1, 5, 6, 3, 9, 7, 5, 4, 5, 6, 5, 8, 2, 4, 4, 14, 1, 2, 1, 3, 4, 4, 5, 3, 2, 2, 3, 3, 4, 5, 4, 1, 7, 1, 6, 2, 7, 6, 6, 5, 2, 6, 7, 11, 5, 3, 8, 4, 5, 3, 9, 6]}, {\"name\": \"Heng Swee Keat\", \"type\": \"scatter\", \"x\": [\"2019-09-16T00:00:00\", \"2019-09-17T00:00:00\", \"2019-09-18T00:00:00\", \"2019-09-20T00:00:00\", \"2019-09-21T00:00:00\", \"2019-09-22T00:00:00\", \"2019-09-23T00:00:00\", \"2019-09-24T00:00:00\", \"2019-09-27T00:00:00\", \"2019-09-28T00:00:00\", \"2019-09-29T00:00:00\", \"2019-09-30T00:00:00\", \"2019-10-01T00:00:00\", \"2019-10-02T00:00:00\", \"2019-10-03T00:00:00\", \"2019-10-04T00:00:00\", \"2019-10-07T00:00:00\", \"2019-10-08T00:00:00\", \"2019-10-09T00:00:00\", \"2019-10-10T00:00:00\", \"2019-10-11T00:00:00\", \"2019-10-12T00:00:00\", \"2019-10-13T00:00:00\", \"2019-10-14T00:00:00\", \"2019-10-15T00:00:00\", \"2019-10-16T00:00:00\", \"2019-10-17T00:00:00\", \"2019-10-18T00:00:00\", \"2019-10-19T00:00:00\", \"2019-10-20T00:00:00\", \"2019-10-23T00:00:00\", \"2019-10-24T00:00:00\", \"2019-10-25T00:00:00\", \"2019-10-26T00:00:00\", \"2019-10-27T00:00:00\", \"2019-10-28T00:00:00\", \"2019-10-30T00:00:00\", \"2019-10-31T00:00:00\", \"2019-11-01T00:00:00\", \"2019-11-02T00:00:00\", \"2019-11-03T00:00:00\", \"2019-11-04T00:00:00\", \"2019-11-05T00:00:00\", \"2019-11-06T00:00:00\", \"2019-11-07T00:00:00\", \"2019-11-08T00:00:00\", \"2019-11-09T00:00:00\", \"2019-11-11T00:00:00\", \"2019-11-12T00:00:00\", \"2019-11-13T00:00:00\", \"2019-11-14T00:00:00\", \"2019-11-15T00:00:00\", \"2019-11-16T00:00:00\", \"2019-11-18T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-20T00:00:00\", \"2019-11-21T00:00:00\", \"2019-11-22T00:00:00\", \"2019-11-23T00:00:00\", \"2019-11-24T00:00:00\", \"2019-11-25T00:00:00\", \"2019-11-26T00:00:00\", \"2019-11-27T00:00:00\", \"2019-11-28T00:00:00\", \"2019-11-29T00:00:00\", \"2019-11-30T00:00:00\", \"2019-12-01T00:00:00\", \"2019-12-02T00:00:00\", \"2019-12-03T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-05T00:00:00\", \"2019-12-06T00:00:00\", \"2019-12-07T00:00:00\", \"2019-12-08T00:00:00\", \"2019-12-09T00:00:00\", \"2019-12-10T00:00:00\", \"2019-12-12T00:00:00\", \"2019-12-13T00:00:00\", \"2019-12-14T00:00:00\", \"2019-12-15T00:00:00\", \"2019-12-17T00:00:00\", \"2019-12-19T00:00:00\", \"2019-12-21T00:00:00\", \"2019-12-23T00:00:00\", \"2019-12-24T00:00:00\", \"2019-12-27T00:00:00\", \"2019-12-29T00:00:00\", \"2019-12-30T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-01T00:00:00\", \"2020-01-02T00:00:00\", \"2020-01-03T00:00:00\", \"2020-01-04T00:00:00\", \"2020-01-05T00:00:00\", \"2020-01-07T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-10T00:00:00\", \"2020-01-13T00:00:00\", \"2020-01-14T00:00:00\", \"2020-01-15T00:00:00\", \"2020-01-16T00:00:00\", \"2020-01-17T00:00:00\", \"2020-01-18T00:00:00\", \"2020-01-19T00:00:00\", \"2020-01-20T00:00:00\", \"2020-01-22T00:00:00\", \"2020-01-23T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-26T00:00:00\", \"2020-01-27T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-03T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-09T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-12T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-16T00:00:00\", \"2020-02-17T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-19T00:00:00\", \"2020-02-20T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-23T00:00:00\", \"2020-02-24T00:00:00\", \"2020-02-25T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-28T00:00:00\", \"2020-02-29T00:00:00\", \"2020-03-01T00:00:00\", \"2020-03-02T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-07T00:00:00\", \"2020-03-08T00:00:00\", \"2020-03-09T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-14T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-16T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-19T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-23T00:00:00\", \"2020-03-24T00:00:00\", \"2020-03-25T00:00:00\"], \"y\": [2, 2, 1, 1, 1, 2, 2, 1, 3, 1, 1, 1, 3, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 3, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 3, 3, 1, 2, 1, 1, 1, 1, 1, 1, 2, 3, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 3, 2, 1, 1, 2, 1, 3, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 3, 3, 4, 1, 3, 1, 2, 3, 4, 3, 2, 3, 3, 2, 2, 2, 2, 1, 2, 4, 1, 3, 2, 2, 2, 2, 2, 2, 3, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1]}, {\"name\": \"Lam Pin Min\", \"type\": \"scatter\", \"x\": [\"2019-09-16T00:00:00\", \"2019-09-17T00:00:00\", \"2019-09-18T00:00:00\", \"2019-09-19T00:00:00\", \"2019-09-20T00:00:00\", \"2019-09-21T00:00:00\", \"2019-09-22T00:00:00\", \"2019-09-25T00:00:00\", \"2019-09-26T00:00:00\", \"2019-09-27T00:00:00\", \"2019-09-28T00:00:00\", \"2019-09-29T00:00:00\", \"2019-09-30T00:00:00\", \"2019-10-01T00:00:00\", \"2019-10-04T00:00:00\", \"2019-10-05T00:00:00\", \"2019-10-07T00:00:00\", \"2019-10-09T00:00:00\", \"2019-10-10T00:00:00\", \"2019-10-11T00:00:00\", \"2019-10-12T00:00:00\", \"2019-10-13T00:00:00\", \"2019-10-15T00:00:00\", \"2019-10-16T00:00:00\", \"2019-10-18T00:00:00\", \"2019-10-19T00:00:00\", \"2019-10-20T00:00:00\", \"2019-10-21T00:00:00\", \"2019-10-22T00:00:00\", \"2019-10-23T00:00:00\", \"2019-10-24T00:00:00\", \"2019-10-25T00:00:00\", \"2019-10-26T00:00:00\", \"2019-10-27T00:00:00\", \"2019-10-29T00:00:00\", \"2019-10-30T00:00:00\", \"2019-10-31T00:00:00\", \"2019-11-02T00:00:00\", \"2019-11-03T00:00:00\", \"2019-11-04T00:00:00\", \"2019-11-07T00:00:00\", \"2019-11-08T00:00:00\", \"2019-11-09T00:00:00\", \"2019-11-10T00:00:00\", \"2019-11-12T00:00:00\", \"2019-11-14T00:00:00\", \"2019-11-15T00:00:00\", \"2019-11-16T00:00:00\", \"2019-11-17T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-20T00:00:00\", \"2019-11-22T00:00:00\", \"2019-11-23T00:00:00\", \"2019-11-24T00:00:00\", \"2019-11-25T00:00:00\", \"2019-11-26T00:00:00\", \"2019-11-30T00:00:00\", \"2019-12-01T00:00:00\", \"2019-12-02T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-05T00:00:00\", \"2019-12-06T00:00:00\", \"2019-12-07T00:00:00\", \"2019-12-08T00:00:00\", \"2019-12-09T00:00:00\", \"2019-12-10T00:00:00\", \"2019-12-11T00:00:00\", \"2019-12-12T00:00:00\", \"2019-12-14T00:00:00\", \"2019-12-15T00:00:00\", \"2019-12-16T00:00:00\", \"2019-12-17T00:00:00\", \"2019-12-18T00:00:00\", \"2019-12-19T00:00:00\", \"2019-12-20T00:00:00\", \"2019-12-24T00:00:00\", \"2019-12-27T00:00:00\", \"2019-12-28T00:00:00\", \"2019-12-29T00:00:00\", \"2019-12-30T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-01T00:00:00\", \"2020-01-04T00:00:00\", \"2020-01-05T00:00:00\", \"2020-01-06T00:00:00\", \"2020-01-08T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-10T00:00:00\", \"2020-01-11T00:00:00\", \"2020-01-12T00:00:00\", \"2020-01-13T00:00:00\", \"2020-01-14T00:00:00\", \"2020-01-16T00:00:00\", \"2020-01-17T00:00:00\", \"2020-01-18T00:00:00\", \"2020-01-19T00:00:00\", \"2020-01-20T00:00:00\", \"2020-01-21T00:00:00\", \"2020-01-22T00:00:00\", \"2020-01-23T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-26T00:00:00\", \"2020-01-27T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-29T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-03T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-09T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-12T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-16T00:00:00\", \"2020-02-17T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-19T00:00:00\", \"2020-02-20T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-23T00:00:00\", \"2020-02-25T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-28T00:00:00\", \"2020-02-29T00:00:00\", \"2020-03-01T00:00:00\", \"2020-03-02T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-07T00:00:00\", \"2020-03-08T00:00:00\", \"2020-03-09T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-14T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-16T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-25T00:00:00\"], \"y\": [2, 1, 1, 1, 1, 3, 2, 1, 1, 2, 4, 3, 1, 2, 2, 4, 3, 1, 1, 1, 4, 3, 2, 2, 1, 5, 1, 1, 2, 3, 2, 1, 4, 1, 1, 2, 2, 2, 4, 3, 1, 3, 3, 1, 1, 1, 2, 3, 2, 1, 1, 3, 3, 2, 2, 3, 1, 1, 1, 3, 1, 1, 1, 2, 1, 2, 2, 1, 2, 4, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 3, 1, 2, 2, 2, 1, 3, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 4, 3, 1, 5, 3, 1, 4, 2, 4, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 3, 2, 1, 1, 1, 2, 2, 1, 1, 4, 1, 1, 1, 1, 1, 1, 3, 1, 6, 2, 1, 2, 1, 1, 2, 2]}, {\"name\": \"Lawrence Wong\", \"type\": \"scatter\", \"x\": [\"2018-10-27T00:00:00\", \"2018-10-31T00:00:00\", \"2018-11-02T00:00:00\", \"2018-11-03T00:00:00\", \"2018-11-04T00:00:00\", \"2018-11-05T00:00:00\", \"2018-11-06T00:00:00\", \"2018-11-08T00:00:00\", \"2018-11-10T00:00:00\", \"2018-11-11T00:00:00\", \"2018-11-13T00:00:00\", \"2018-11-15T00:00:00\", \"2018-11-16T00:00:00\", \"2018-11-19T00:00:00\", \"2018-11-20T00:00:00\", \"2018-11-22T00:00:00\", \"2018-11-24T00:00:00\", \"2018-11-25T00:00:00\", \"2018-11-27T00:00:00\", \"2018-11-29T00:00:00\", \"2018-11-30T00:00:00\", \"2018-12-03T00:00:00\", \"2018-12-04T00:00:00\", \"2018-12-05T00:00:00\", \"2018-12-06T00:00:00\", \"2018-12-07T00:00:00\", \"2018-12-10T00:00:00\", \"2018-12-12T00:00:00\", \"2018-12-13T00:00:00\", \"2018-12-14T00:00:00\", \"2018-12-17T00:00:00\", \"2018-12-19T00:00:00\", \"2018-12-20T00:00:00\", \"2018-12-22T00:00:00\", \"2018-12-24T00:00:00\", \"2018-12-25T00:00:00\", \"2018-12-27T00:00:00\", \"2018-12-30T00:00:00\", \"2018-12-31T00:00:00\", \"2019-01-01T00:00:00\", \"2019-01-03T00:00:00\", \"2019-01-04T00:00:00\", \"2019-01-07T00:00:00\", \"2019-01-09T00:00:00\", \"2019-01-11T00:00:00\", \"2019-01-13T00:00:00\", \"2019-01-14T00:00:00\", \"2019-01-16T00:00:00\", \"2019-01-18T00:00:00\", \"2019-01-19T00:00:00\", \"2019-01-23T00:00:00\", \"2019-01-25T00:00:00\", \"2019-01-27T00:00:00\", \"2019-01-28T00:00:00\", \"2019-02-01T00:00:00\", \"2019-02-02T00:00:00\", \"2019-02-04T00:00:00\", \"2019-02-07T00:00:00\", \"2019-02-08T00:00:00\", \"2019-02-11T00:00:00\", \"2019-02-12T00:00:00\", \"2019-02-14T00:00:00\", \"2019-02-17T00:00:00\", \"2019-02-20T00:00:00\", \"2019-02-23T00:00:00\", \"2019-02-25T00:00:00\", \"2019-02-26T00:00:00\", \"2019-02-27T00:00:00\", \"2019-03-02T00:00:00\", \"2019-03-03T00:00:00\", \"2019-03-07T00:00:00\", \"2019-03-08T00:00:00\", \"2019-03-11T00:00:00\", \"2019-03-13T00:00:00\", \"2019-03-15T00:00:00\", \"2019-03-16T00:00:00\", \"2019-03-19T00:00:00\", \"2019-03-20T00:00:00\", \"2019-03-23T00:00:00\", \"2019-03-25T00:00:00\", \"2019-03-28T00:00:00\", \"2019-03-29T00:00:00\", \"2019-03-30T00:00:00\", \"2019-03-31T00:00:00\", \"2019-04-02T00:00:00\", \"2019-04-03T00:00:00\", \"2019-04-04T00:00:00\", \"2019-04-07T00:00:00\", \"2019-04-10T00:00:00\", \"2019-04-13T00:00:00\", \"2019-04-14T00:00:00\", \"2019-04-18T00:00:00\", \"2019-04-19T00:00:00\", \"2019-04-21T00:00:00\", \"2019-04-23T00:00:00\", \"2019-04-26T00:00:00\", \"2019-04-27T00:00:00\", \"2019-04-30T00:00:00\", \"2019-05-01T00:00:00\", \"2019-05-02T00:00:00\", \"2019-05-03T00:00:00\", \"2019-05-05T00:00:00\", \"2019-05-09T00:00:00\", \"2019-05-10T00:00:00\", \"2019-05-12T00:00:00\", \"2019-05-15T00:00:00\", \"2019-05-18T00:00:00\", \"2019-05-19T00:00:00\", \"2019-05-20T00:00:00\", \"2019-05-22T00:00:00\", \"2019-05-23T00:00:00\", \"2019-05-25T00:00:00\", \"2019-05-26T00:00:00\", \"2019-05-27T00:00:00\", \"2019-05-31T00:00:00\", \"2019-06-01T00:00:00\", \"2019-06-02T00:00:00\", \"2019-06-03T00:00:00\", \"2019-06-05T00:00:00\", \"2019-06-06T00:00:00\", \"2019-06-09T00:00:00\", \"2019-06-10T00:00:00\", \"2019-06-11T00:00:00\", \"2019-06-13T00:00:00\", \"2019-06-14T00:00:00\", \"2019-06-16T00:00:00\", \"2019-06-17T00:00:00\", \"2019-06-18T00:00:00\", \"2019-06-21T00:00:00\", \"2019-06-25T00:00:00\", \"2019-06-26T00:00:00\", \"2019-06-30T00:00:00\", \"2019-07-01T00:00:00\", \"2019-07-05T00:00:00\", \"2019-07-08T00:00:00\", \"2019-07-10T00:00:00\", \"2019-07-12T00:00:00\", \"2019-07-14T00:00:00\", \"2019-07-15T00:00:00\", \"2019-07-19T00:00:00\", \"2019-07-21T00:00:00\", \"2019-07-23T00:00:00\", \"2019-07-26T00:00:00\", \"2019-07-29T00:00:00\", \"2019-07-31T00:00:00\", \"2019-08-06T00:00:00\", \"2019-08-08T00:00:00\", \"2019-08-09T00:00:00\", \"2019-08-10T00:00:00\", \"2019-08-11T00:00:00\", \"2019-08-14T00:00:00\", \"2019-08-18T00:00:00\", \"2019-08-20T00:00:00\", \"2019-08-23T00:00:00\", \"2019-08-28T00:00:00\", \"2019-08-29T00:00:00\", \"2019-08-31T00:00:00\", \"2019-09-02T00:00:00\", \"2019-09-05T00:00:00\", \"2019-09-10T00:00:00\", \"2019-09-11T00:00:00\", \"2019-09-17T00:00:00\", \"2019-09-18T00:00:00\", \"2019-09-19T00:00:00\", \"2019-09-22T00:00:00\", \"2019-09-23T00:00:00\", \"2019-09-25T00:00:00\", \"2019-09-27T00:00:00\", \"2019-09-29T00:00:00\", \"2019-10-03T00:00:00\", \"2019-10-04T00:00:00\", \"2019-10-06T00:00:00\", \"2019-10-10T00:00:00\", \"2019-10-11T00:00:00\", \"2019-10-13T00:00:00\", \"2019-10-18T00:00:00\", \"2019-10-19T00:00:00\", \"2019-10-22T00:00:00\", \"2019-10-26T00:00:00\", \"2019-10-27T00:00:00\", \"2019-11-01T00:00:00\", \"2019-11-02T00:00:00\", \"2019-11-04T00:00:00\", \"2019-11-07T00:00:00\", \"2019-11-10T00:00:00\", \"2019-11-12T00:00:00\", \"2019-11-13T00:00:00\", \"2019-11-15T00:00:00\", \"2019-11-17T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-20T00:00:00\", \"2019-11-24T00:00:00\", \"2019-11-26T00:00:00\", \"2019-12-01T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-08T00:00:00\", \"2019-12-10T00:00:00\", \"2019-12-13T00:00:00\", \"2019-12-16T00:00:00\", \"2019-12-17T00:00:00\", \"2019-12-20T00:00:00\", \"2019-12-23T00:00:00\", \"2019-12-25T00:00:00\", \"2019-12-30T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-02T00:00:00\", \"2020-01-04T00:00:00\", \"2020-01-07T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-11T00:00:00\", \"2020-01-12T00:00:00\", \"2020-01-13T00:00:00\", \"2020-01-19T00:00:00\", \"2020-01-21T00:00:00\", \"2020-01-22T00:00:00\", \"2020-01-23T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-27T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-03T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-23T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-29T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-07T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-26T00:00:00\"], \"y\": [1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 3, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1]}, {\"name\": \"Lee Hsien Loong\", \"type\": \"scatter\", \"x\": [\"2019-08-10T00:00:00\", \"2019-08-11T00:00:00\", \"2019-08-13T00:00:00\", \"2019-08-14T00:00:00\", \"2019-08-15T00:00:00\", \"2019-08-16T00:00:00\", \"2019-08-17T00:00:00\", \"2019-08-18T00:00:00\", \"2019-08-19T00:00:00\", \"2019-08-21T00:00:00\", \"2019-08-22T00:00:00\", \"2019-08-23T00:00:00\", \"2019-08-25T00:00:00\", \"2019-08-26T00:00:00\", \"2019-08-27T00:00:00\", \"2019-08-28T00:00:00\", \"2019-08-29T00:00:00\", \"2019-08-30T00:00:00\", \"2019-08-31T00:00:00\", \"2019-09-01T00:00:00\", \"2019-09-02T00:00:00\", \"2019-09-04T00:00:00\", \"2019-09-05T00:00:00\", \"2019-09-06T00:00:00\", \"2019-09-08T00:00:00\", \"2019-09-09T00:00:00\", \"2019-09-10T00:00:00\", \"2019-09-11T00:00:00\", \"2019-09-13T00:00:00\", \"2019-09-14T00:00:00\", \"2019-09-16T00:00:00\", \"2019-09-17T00:00:00\", \"2019-09-18T00:00:00\", \"2019-09-19T00:00:00\", \"2019-09-20T00:00:00\", \"2019-09-22T00:00:00\", \"2019-09-23T00:00:00\", \"2019-09-24T00:00:00\", \"2019-09-25T00:00:00\", \"2019-09-26T00:00:00\", \"2019-09-27T00:00:00\", \"2019-09-28T00:00:00\", \"2019-09-29T00:00:00\", \"2019-09-30T00:00:00\", \"2019-10-01T00:00:00\", \"2019-10-02T00:00:00\", \"2019-10-03T00:00:00\", \"2019-10-04T00:00:00\", \"2019-10-05T00:00:00\", \"2019-10-06T00:00:00\", \"2019-10-07T00:00:00\", \"2019-10-08T00:00:00\", \"2019-10-10T00:00:00\", \"2019-10-11T00:00:00\", \"2019-10-12T00:00:00\", \"2019-10-13T00:00:00\", \"2019-10-15T00:00:00\", \"2019-10-16T00:00:00\", \"2019-10-17T00:00:00\", \"2019-10-18T00:00:00\", \"2019-10-19T00:00:00\", \"2019-10-20T00:00:00\", \"2019-10-21T00:00:00\", \"2019-10-23T00:00:00\", \"2019-10-24T00:00:00\", \"2019-10-25T00:00:00\", \"2019-10-27T00:00:00\", \"2019-10-28T00:00:00\", \"2019-11-03T00:00:00\", \"2019-11-04T00:00:00\", \"2019-11-05T00:00:00\", \"2019-11-06T00:00:00\", \"2019-11-08T00:00:00\", \"2019-11-09T00:00:00\", \"2019-11-10T00:00:00\", \"2019-11-12T00:00:00\", \"2019-11-13T00:00:00\", \"2019-11-14T00:00:00\", \"2019-11-15T00:00:00\", \"2019-11-18T00:00:00\", \"2019-11-19T00:00:00\", \"2019-11-20T00:00:00\", \"2019-11-21T00:00:00\", \"2019-11-22T00:00:00\", \"2019-11-23T00:00:00\", \"2019-11-24T00:00:00\", \"2019-11-25T00:00:00\", \"2019-11-26T00:00:00\", \"2019-11-27T00:00:00\", \"2019-11-29T00:00:00\", \"2019-11-30T00:00:00\", \"2019-12-01T00:00:00\", \"2019-12-02T00:00:00\", \"2019-12-03T00:00:00\", \"2019-12-04T00:00:00\", \"2019-12-06T00:00:00\", \"2019-12-10T00:00:00\", \"2019-12-11T00:00:00\", \"2019-12-12T00:00:00\", \"2019-12-13T00:00:00\", \"2019-12-14T00:00:00\", \"2019-12-17T00:00:00\", \"2019-12-18T00:00:00\", \"2019-12-19T00:00:00\", \"2019-12-20T00:00:00\", \"2019-12-25T00:00:00\", \"2019-12-26T00:00:00\", \"2019-12-31T00:00:00\", \"2020-01-01T00:00:00\", \"2020-01-02T00:00:00\", \"2020-01-03T00:00:00\", \"2020-01-04T00:00:00\", \"2020-01-05T00:00:00\", \"2020-01-08T00:00:00\", \"2020-01-09T00:00:00\", \"2020-01-10T00:00:00\", \"2020-01-11T00:00:00\", \"2020-01-13T00:00:00\", \"2020-01-14T00:00:00\", \"2020-01-15T00:00:00\", \"2020-01-16T00:00:00\", \"2020-01-17T00:00:00\", \"2020-01-18T00:00:00\", \"2020-01-19T00:00:00\", \"2020-01-20T00:00:00\", \"2020-01-21T00:00:00\", \"2020-01-22T00:00:00\", \"2020-01-23T00:00:00\", \"2020-01-24T00:00:00\", \"2020-01-25T00:00:00\", \"2020-01-26T00:00:00\", \"2020-01-27T00:00:00\", \"2020-01-28T00:00:00\", \"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-16T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-19T00:00:00\", \"2020-02-20T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-25T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-28T00:00:00\", \"2020-02-29T00:00:00\", \"2020-03-01T00:00:00\", \"2020-03-02T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-07T00:00:00\", \"2020-03-08T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-14T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-23T00:00:00\", \"2020-03-24T00:00:00\", \"2020-03-25T00:00:00\"], \"y\": [4, 2, 1, 1, 1, 2, 1, 21, 3, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 3, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 3, 1, 1, 1, 2, 1, 1, 1, 1, 2, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 4, 1, 1, 1, 1, 1, 5, 1, 3, 1, 1, 5, 4, 1, 4, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 4, 1, 1, 2, 1, 4, 1, 3, 1, 1]}, {\"line\": {\"color\": \"dimgray\"}, \"name\": \"Ministry Of Health\", \"type\": \"scatter\", \"x\": [\"2020-01-30T00:00:00\", \"2020-01-31T00:00:00\", \"2020-02-01T00:00:00\", \"2020-02-02T00:00:00\", \"2020-02-03T00:00:00\", \"2020-02-04T00:00:00\", \"2020-02-05T00:00:00\", \"2020-02-06T00:00:00\", \"2020-02-07T00:00:00\", \"2020-02-08T00:00:00\", \"2020-02-09T00:00:00\", \"2020-02-10T00:00:00\", \"2020-02-11T00:00:00\", \"2020-02-12T00:00:00\", \"2020-02-13T00:00:00\", \"2020-02-14T00:00:00\", \"2020-02-15T00:00:00\", \"2020-02-16T00:00:00\", \"2020-02-17T00:00:00\", \"2020-02-18T00:00:00\", \"2020-02-19T00:00:00\", \"2020-02-20T00:00:00\", \"2020-02-21T00:00:00\", \"2020-02-22T00:00:00\", \"2020-02-23T00:00:00\", \"2020-02-24T00:00:00\", \"2020-02-25T00:00:00\", \"2020-02-26T00:00:00\", \"2020-02-27T00:00:00\", \"2020-02-28T00:00:00\", \"2020-02-29T00:00:00\", \"2020-03-01T00:00:00\", \"2020-03-02T00:00:00\", \"2020-03-03T00:00:00\", \"2020-03-04T00:00:00\", \"2020-03-05T00:00:00\", \"2020-03-06T00:00:00\", \"2020-03-07T00:00:00\", \"2020-03-08T00:00:00\", \"2020-03-09T00:00:00\", \"2020-03-10T00:00:00\", \"2020-03-11T00:00:00\", \"2020-03-12T00:00:00\", \"2020-03-13T00:00:00\", \"2020-03-14T00:00:00\", \"2020-03-15T00:00:00\", \"2020-03-16T00:00:00\", \"2020-03-17T00:00:00\", \"2020-03-18T00:00:00\", \"2020-03-19T00:00:00\", \"2020-03-20T00:00:00\", \"2020-03-21T00:00:00\", \"2020-03-22T00:00:00\", \"2020-03-23T00:00:00\", \"2020-03-24T00:00:00\", \"2020-03-25T00:00:00\"], \"y\": [8, 14, 9, 7, 2, 6, 8, 6, 15, 10, 8, 11, 11, 8, 2, 6, 5, 3, 3, 5, 5, 3, 1, 2, 1, 3, 8, 3, 1, 4, 2, 3, 2, 8, 2, 17, 6, 1, 2, 3, 2, 3, 4, 5, 2, 7, 1, 9, 9, 6, 14, 10, 5, 3, 8, 10]}],\n",
       "                        {\"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Time Series Chart of Facebook Posts\"}, \"xaxis\": {\"range\": [\"2020-01-01\", \"2020-03-31\"], \"rangeslider\": {\"visible\": true}}, \"yaxis\": {\"title\": {\"text\": \"Number of Posts\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('ef7c29fa-ebee-4492-b12c-8b3bc7613700');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "\n",
    "fig.add_trace(go.Scatter(x=amrin_amin['date'], y=amrin_amin['counts'], name=\"Amrin Amin\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=amy_khor['date'], y=amy_khor['counts'], name=\"Amy Khor\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=chan_chunsing['date'], y=chan_chunsing['counts'], name=\"Chan Chun Sing\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=gan_kimyong['date'], y=gan_kimyong['counts'], name=\"Gan Kim Yong\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=gov_sg['date'], y=gov_sg['counts'], name=\"gov.sg\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=heng_sweekeat['date'], y=heng_sweekeat['counts'], name=\"Heng Swee Keat\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=lam_pinmin['date'], y=lam_pinmin['counts'], name=\"Lam Pin Min\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=lawrence_wong['date'], y=lawrence_wong['counts'], name=\"Lawrence Wong\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=lee_hsienloong['date'], y=lee_hsienloong['counts'], name=\"Lee Hsien Loong\",\n",
    "                         ))\n",
    "\n",
    "fig.add_trace(go.Scatter(x=moh['date'], y=moh['counts'], name=\"Ministry Of Health\",\n",
    "                        line_color='dimgray'))\n",
    "\n",
    "\n",
    "\n",
    "fig.update_layout(xaxis_range = ['2020-01-01', '2020-03-31'],\n",
    "                title_text = 'Time Series Chart of Facebook Posts',\n",
    "                xaxis_rangeslider_visible = True,\n",
    "                yaxis_title = 'Number of Posts')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}