March 15 datetime ekyc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random as rnd\n",
    "from pandas import DataFrame\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import shap\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Created</th>\n",
       "      <th>day</th>\n",
       "      <th>Recording URL</th>\n",
       "      <th>Publicly Shared</th>\n",
       "      <th>Already Watched</th>\n",
       "      <th>Favorited</th>\n",
       "      <th>Tags</th>\n",
       "      <th>Notes</th>\n",
       "      <th>Landing Page URL</th>\n",
       "      <th>Exit Page URL</th>\n",
       "      <th>...</th>\n",
       "      <th>Rage Clicked</th>\n",
       "      <th>U-Turned</th>\n",
       "      <th>Incoming Feedback</th>\n",
       "      <th>Net Promoter Score®</th>\n",
       "      <th>Hotjar User ID</th>\n",
       "      <th>New User</th>\n",
       "      <th>Country</th>\n",
       "      <th>Device</th>\n",
       "      <th>Browser</th>\n",
       "      <th>Operating System</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-02-15 17:09:39</td>\n",
       "      <td>2021-02-15</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>b0d5248c</td>\n",
       "      <td>False</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-02-16 02:38:46</td>\n",
       "      <td>2021-02-16</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dc26ecf8</td>\n",
       "      <td>False</td>\n",
       "      <td>VN</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Windows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-02-16 02:10:50</td>\n",
       "      <td>2021-02-16</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fa705590</td>\n",
       "      <td>True</td>\n",
       "      <td>US</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-02-16 02:42:39</td>\n",
       "      <td>2021-02-16</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98c05a6f</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>Android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-02-16 02:29:10</td>\n",
       "      <td>2021-02-16</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5610b398</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3527</th>\n",
       "      <td>2021-03-17 15:51:01</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ac285995</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3528</th>\n",
       "      <td>2021-03-17 18:00:59</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1783609f</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3529</th>\n",
       "      <td>2021-03-17 17:58:19</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42c96152</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3530</th>\n",
       "      <td>2021-03-18 01:42:56</td>\n",
       "      <td>2021-03-18</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35ed4666</td>\n",
       "      <td>False</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Chrome</td>\n",
       "      <td>Android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3531</th>\n",
       "      <td>2021-03-18 02:18:13</td>\n",
       "      <td>2021-03-18</td>\n",
       "      <td>https://insights.hotjar.com/r?site=1982311&amp;rec...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>https://invest.vcsc.com.vn/mo-tai-khoan-online</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9e37a718</td>\n",
       "      <td>True</td>\n",
       "      <td>VN</td>\n",
       "      <td>Phone</td>\n",
       "      <td>Safari</td>\n",
       "      <td>Ios</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3532 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Created         day  \\\n",
       "0    2021-02-15 17:09:39  2021-02-15   \n",
       "1    2021-02-16 02:38:46  2021-02-16   \n",
       "2    2021-02-16 02:10:50  2021-02-16   \n",
       "3    2021-02-16 02:42:39  2021-02-16   \n",
       "4    2021-02-16 02:29:10  2021-02-16   \n",
       "...                  ...         ...   \n",
       "3527 2021-03-17 15:51:01  2021-03-17   \n",
       "3528 2021-03-17 18:00:59  2021-03-17   \n",
       "3529 2021-03-17 17:58:19  2021-03-17   \n",
       "3530 2021-03-18 01:42:56  2021-03-18   \n",
       "3531 2021-03-18 02:18:13  2021-03-18   \n",
       "\n",
       "                                          Recording URL  Publicly Shared  \\\n",
       "0     https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "1     https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "2     https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "3     https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "4     https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "...                                                 ...              ...   \n",
       "3527  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "3528  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "3529  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "3530  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "3531  https://insights.hotjar.com/r?site=1982311&rec...            False   \n",
       "\n",
       "      Already Watched  Favorited  Tags  Notes  \\\n",
       "0               False      False   NaN    NaN   \n",
       "1               False      False   NaN    NaN   \n",
       "2               False      False   NaN    NaN   \n",
       "3               False      False   NaN    NaN   \n",
       "4               False      False   NaN    NaN   \n",
       "...               ...        ...   ...    ...   \n",
       "3527            False      False   NaN    NaN   \n",
       "3528            False      False   NaN    NaN   \n",
       "3529            False      False   NaN    NaN   \n",
       "3530            False      False   NaN    NaN   \n",
       "3531            False      False   NaN    NaN   \n",
       "\n",
       "                                       Landing Page URL  \\\n",
       "0     https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "1     https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "2     https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "3     https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "4     https://invest.vcsc.com.vn/mo-tai-khoan-online...   \n",
       "...                                                 ...   \n",
       "3527     https://invest.vcsc.com.vn/mo-tai-khoan-online   \n",
       "3528     https://invest.vcsc.com.vn/mo-tai-khoan-online   \n",
       "3529     https://invest.vcsc.com.vn/mo-tai-khoan-online   \n",
       "3530     https://invest.vcsc.com.vn/mo-tai-khoan-online   \n",
       "3531     https://invest.vcsc.com.vn/mo-tai-khoan-online   \n",
       "\n",
       "                                          Exit Page URL  ... Rage Clicked  \\\n",
       "0     https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "1     https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "2     https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "3     https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "4     https://invest.vcsc.com.vn/mo-tai-khoan-online...  ...        False   \n",
       "...                                                 ...  ...          ...   \n",
       "3527     https://invest.vcsc.com.vn/mo-tai-khoan-online  ...        False   \n",
       "3528     https://invest.vcsc.com.vn/mo-tai-khoan-online  ...        False   \n",
       "3529     https://invest.vcsc.com.vn/mo-tai-khoan-online  ...        False   \n",
       "3530     https://invest.vcsc.com.vn/mo-tai-khoan-online  ...        False   \n",
       "3531     https://invest.vcsc.com.vn/mo-tai-khoan-online  ...        False   \n",
       "\n",
       "      U-Turned  Incoming Feedback  Net Promoter Score®  Hotjar User ID  \\\n",
       "0        False                NaN                  NaN        b0d5248c   \n",
       "1        False                NaN                  NaN        dc26ecf8   \n",
       "2        False                NaN                  NaN        fa705590   \n",
       "3        False                NaN                  NaN        98c05a6f   \n",
       "4        False                NaN                  NaN        5610b398   \n",
       "...        ...                ...                  ...             ...   \n",
       "3527     False                NaN                  NaN        ac285995   \n",
       "3528     False                NaN                  NaN        1783609f   \n",
       "3529     False                NaN                  NaN        42c96152   \n",
       "3530     False                NaN                  NaN        35ed4666   \n",
       "3531     False                NaN                  NaN        9e37a718   \n",
       "\n",
       "      New User  Country   Device  Browser  Operating System  \n",
       "0        False       VN    Phone   Chrome           Android  \n",
       "1        False       VN  Desktop   Chrome           Windows  \n",
       "2         True       US    Phone   Safari               Ios  \n",
       "3         True       VN    Phone  Samsung           Android  \n",
       "4         True       VN    Phone   Chrome           Android  \n",
       "...        ...      ...      ...      ...               ...  \n",
       "3527      True       VN    Phone   Safari               Ios  \n",
       "3528      True       VN    Phone   Safari               Ios  \n",
       "3529      True       VN    Phone   Safari               Ios  \n",
       "3530     False       VN    Phone   Chrome           Android  \n",
       "3531      True       VN    Phone   Safari               Ios  \n",
       "\n",
       "[3532 rows x 24 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime = pd.read_csv(r\"D:\\Le Hieu\\Data Science\\ekyc daytime.csv\",parse_dates = ['Created'])\n",
    "datetime['Created'] = pd.to_datetime(datetime['Created'],format =\"%Y-%m-%d %H:%M:%S\")\n",
    "datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3532 entries, 0 to 3531\n",
      "Data columns (total 24 columns):\n",
      " #   Column               Non-Null Count  Dtype         \n",
      "---  ------               --------------  -----         \n",
      " 0   Created              3532 non-null   datetime64[ns]\n",
      " 1   day                  3532 non-null   object        \n",
      " 2   Recording URL        3532 non-null   object        \n",
      " 3   Publicly Shared      3532 non-null   bool          \n",
      " 4   Already Watched      3532 non-null   bool          \n",
      " 5   Favorited            3532 non-null   bool          \n",
      " 6   Tags                 0 non-null      float64       \n",
      " 7   Notes                0 non-null      float64       \n",
      " 8   Landing Page URL     3532 non-null   object        \n",
      " 9   Exit Page URL        3532 non-null   object        \n",
      " 10  Referrer URL         2756 non-null   object        \n",
      " 11  Action Count         3532 non-null   int64         \n",
      " 12  Page Count           3532 non-null   int64         \n",
      " 13  Duration (seconds)   3532 non-null   int64         \n",
      " 14  Rage Clicked         3532 non-null   bool          \n",
      " 15  U-Turned             3532 non-null   bool          \n",
      " 16  Incoming Feedback    0 non-null      float64       \n",
      " 17  Net Promoter Score®  0 non-null      float64       \n",
      " 18  Hotjar User ID       3532 non-null   object        \n",
      " 19  New User             3532 non-null   bool          \n",
      " 20  Country              3532 non-null   object        \n",
      " 21  Device               3532 non-null   object        \n",
      " 22  Browser              3532 non-null   object        \n",
      " 23  Operating System     3532 non-null   object        \n",
      "dtypes: bool(6), datetime64[ns](1), float64(4), int64(3), object(10)\n",
      "memory usage: 517.5+ KB\n"
     ]
    }
   ],
   "source": [
    "datetime.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = datetime.groupby('day').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>day</th>\n",
       "      <th>Publicly Shared</th>\n",
       "      <th>Already Watched</th>\n",
       "      <th>Favorited</th>\n",
       "      <th>Tags</th>\n",
       "      <th>Notes</th>\n",
       "      <th>Action Count</th>\n",
       "      <th>Page Count</th>\n",
       "      <th>Duration (seconds)</th>\n",
       "      <th>Rage Clicked</th>\n",
       "      <th>U-Turned</th>\n",
       "      <th>Incoming Feedback</th>\n",
       "      <th>Net Promoter Score®</th>\n",
       "      <th>New User</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-02-15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1115</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-02-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1129</td>\n",
       "      <td>42</td>\n",
       "      <td>10861</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-02-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4401</td>\n",
       "      <td>227</td>\n",
       "      <td>57833</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>181.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-02-18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5945</td>\n",
       "      <td>271</td>\n",
       "      <td>78410</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>213.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-02-19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4395</td>\n",
       "      <td>225</td>\n",
       "      <td>59446</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>181.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-02-20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1776</td>\n",
       "      <td>80</td>\n",
       "      <td>21112</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-02-21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>851</td>\n",
       "      <td>50</td>\n",
       "      <td>8770</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-02-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3340</td>\n",
       "      <td>123</td>\n",
       "      <td>39325</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-02-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2005</td>\n",
       "      <td>76</td>\n",
       "      <td>34496</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2898</td>\n",
       "      <td>113</td>\n",
       "      <td>37486</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-02-25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2916</td>\n",
       "      <td>132</td>\n",
       "      <td>39773</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2021-02-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2264</td>\n",
       "      <td>108</td>\n",
       "      <td>30967</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-02-27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1545</td>\n",
       "      <td>109</td>\n",
       "      <td>16472</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-02-28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2472</td>\n",
       "      <td>99</td>\n",
       "      <td>27712</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2836</td>\n",
       "      <td>158</td>\n",
       "      <td>51042</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-03-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3608</td>\n",
       "      <td>164</td>\n",
       "      <td>41471</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>119.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2021-03-03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3655</td>\n",
       "      <td>160</td>\n",
       "      <td>45410</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-03-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3415</td>\n",
       "      <td>160</td>\n",
       "      <td>42540</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>119.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2021-03-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3880</td>\n",
       "      <td>164</td>\n",
       "      <td>37196</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>122.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2021-03-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1922</td>\n",
       "      <td>115</td>\n",
       "      <td>18131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2021-03-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1968</td>\n",
       "      <td>113</td>\n",
       "      <td>20865</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2021-03-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3381</td>\n",
       "      <td>157</td>\n",
       "      <td>40998</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3401</td>\n",
       "      <td>164</td>\n",
       "      <td>42732</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2021-03-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3517</td>\n",
       "      <td>163</td>\n",
       "      <td>54241</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>115.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2021-03-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3230</td>\n",
       "      <td>168</td>\n",
       "      <td>52653</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2021-03-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3059</td>\n",
       "      <td>144</td>\n",
       "      <td>37324</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>111.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021-03-13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2847</td>\n",
       "      <td>129</td>\n",
       "      <td>26301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2021-03-14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1976</td>\n",
       "      <td>115</td>\n",
       "      <td>30613</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4137</td>\n",
       "      <td>178</td>\n",
       "      <td>53742</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2021-03-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3697</td>\n",
       "      <td>148</td>\n",
       "      <td>39811</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2017</td>\n",
       "      <td>106</td>\n",
       "      <td>47821</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2021-03-18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>175</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           day  Publicly Shared  Already Watched  Favorited  Tags  Notes  \\\n",
       "0   2021-02-15              0.0              0.0        0.0   0.0    0.0   \n",
       "1   2021-02-16              0.0              1.0        0.0   0.0    0.0   \n",
       "2   2021-02-17              0.0              0.0        0.0   0.0    0.0   \n",
       "3   2021-02-18              1.0              6.0        0.0   0.0    0.0   \n",
       "4   2021-02-19              0.0              0.0        0.0   0.0    0.0   \n",
       "5   2021-02-20              0.0              1.0        0.0   0.0    0.0   \n",
       "6   2021-02-21              0.0              0.0        0.0   0.0    0.0   \n",
       "7   2021-02-22              0.0              0.0        0.0   0.0    0.0   \n",
       "8   2021-02-23              0.0              0.0        0.0   0.0    0.0   \n",
       "9   2021-02-24              0.0              0.0        0.0   0.0    0.0   \n",
       "10  2021-02-25              0.0              0.0        0.0   0.0    0.0   \n",
       "11  2021-02-26              0.0              0.0        0.0   0.0    0.0   \n",
       "12  2021-02-27              0.0              0.0        0.0   0.0    0.0   \n",
       "13  2021-02-28              0.0              0.0        0.0   0.0    0.0   \n",
       "14  2021-03-01              0.0              0.0        0.0   0.0    0.0   \n",
       "15  2021-03-02              0.0              0.0        0.0   0.0    0.0   \n",
       "16  2021-03-03              0.0              0.0        0.0   0.0    0.0   \n",
       "17  2021-03-04              0.0              0.0        0.0   0.0    0.0   \n",
       "18  2021-03-05              0.0              0.0        0.0   0.0    0.0   \n",
       "19  2021-03-06              0.0              0.0        0.0   0.0    0.0   \n",
       "20  2021-03-07              0.0              0.0        0.0   0.0    0.0   \n",
       "21  2021-03-08              0.0              0.0        0.0   0.0    0.0   \n",
       "22  2021-03-09              0.0              0.0        0.0   0.0    0.0   \n",
       "23  2021-03-10              0.0              0.0        0.0   0.0    0.0   \n",
       "24  2021-03-11              0.0              0.0        0.0   0.0    0.0   \n",
       "25  2021-03-12              0.0              0.0        0.0   0.0    0.0   \n",
       "26  2021-03-13              0.0              0.0        0.0   0.0    0.0   \n",
       "27  2021-03-14              0.0              0.0        0.0   0.0    0.0   \n",
       "28  2021-03-15              0.0              0.0        0.0   0.0    0.0   \n",
       "29  2021-03-16              0.0              0.0        0.0   0.0    0.0   \n",
       "30  2021-03-17              0.0              0.0        0.0   0.0    0.0   \n",
       "31  2021-03-18              0.0              0.0        0.0   0.0    0.0   \n",
       "\n",
       "    Action Count  Page Count  Duration (seconds)  Rage Clicked  U-Turned  \\\n",
       "0              1           1                1115           0.0       0.0   \n",
       "1           1129          42               10861           1.0       1.0   \n",
       "2           4401         227               57833           2.0       2.0   \n",
       "3           5945         271               78410           6.0       0.0   \n",
       "4           4395         225               59446           0.0       1.0   \n",
       "5           1776          80               21112           1.0       1.0   \n",
       "6            851          50                8770           0.0       1.0   \n",
       "7           3340         123               39325           2.0       0.0   \n",
       "8           2005          76               34496           1.0       0.0   \n",
       "9           2898         113               37486           2.0       0.0   \n",
       "10          2916         132               39773           2.0       0.0   \n",
       "11          2264         108               30967           0.0       0.0   \n",
       "12          1545         109               16472           0.0       0.0   \n",
       "13          2472          99               27712           0.0       0.0   \n",
       "14          2836         158               51042           1.0       1.0   \n",
       "15          3608         164               41471           1.0       1.0   \n",
       "16          3655         160               45410           0.0       0.0   \n",
       "17          3415         160               42540           1.0       0.0   \n",
       "18          3880         164               37196           3.0       2.0   \n",
       "19          1922         115               18131           0.0       0.0   \n",
       "20          1968         113               20865           3.0       0.0   \n",
       "21          3381         157               40998           1.0       0.0   \n",
       "22          3401         164               42732           3.0       3.0   \n",
       "23          3517         163               54241           1.0       1.0   \n",
       "24          3230         168               52653           0.0       2.0   \n",
       "25          3059         144               37324           3.0       0.0   \n",
       "26          2847         129               26301           1.0       2.0   \n",
       "27          1976         115               30613           2.0       0.0   \n",
       "28          4137         178               53742           0.0       0.0   \n",
       "29          3697         148               39811           1.0       0.0   \n",
       "30          2017         106               47821           1.0       0.0   \n",
       "31             8           2                 175           0.0       0.0   \n",
       "\n",
       "    Incoming Feedback  Net Promoter Score®  New User  \n",
       "0                 0.0                  0.0       0.0  \n",
       "1                 0.0                  0.0      29.0  \n",
       "2                 0.0                  0.0     181.0  \n",
       "3                 0.0                  0.0     213.0  \n",
       "4                 0.0                  0.0     181.0  \n",
       "5                 0.0                  0.0      55.0  \n",
       "6                 0.0                  0.0      36.0  \n",
       "7                 0.0                  0.0      76.0  \n",
       "8                 0.0                  0.0      53.0  \n",
       "9                 0.0                  0.0      88.0  \n",
       "10                0.0                  0.0      97.0  \n",
       "11                0.0                  0.0      76.0  \n",
       "12                0.0                  0.0      81.0  \n",
       "13                0.0                  0.0      84.0  \n",
       "14                0.0                  0.0     114.0  \n",
       "15                0.0                  0.0     119.0  \n",
       "16                0.0                  0.0     113.0  \n",
       "17                0.0                  0.0     119.0  \n",
       "18                0.0                  0.0     122.0  \n",
       "19                0.0                  0.0      90.0  \n",
       "20                0.0                  0.0      86.0  \n",
       "21                0.0                  0.0     110.0  \n",
       "22                0.0                  0.0      98.0  \n",
       "23                0.0                  0.0     115.0  \n",
       "24                0.0                  0.0     114.0  \n",
       "25                0.0                  0.0     111.0  \n",
       "26                0.0                  0.0      86.0  \n",
       "27                0.0                  0.0      85.0  \n",
       "28                0.0                  0.0     113.0  \n",
       "29                0.0                  0.0      93.0  \n",
       "30                0.0                  0.0      66.0  \n",
       "31                0.0                  0.0       1.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = a.reset_index()\n",
    "a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kiểm tra lượng user truy cập mới có giảm theo thời gian hay không"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]),\n",
       " <a list of 32 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig, ax = plt.subplots(figsize = (12,6)\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.barplot(x='day',y='New User',data = a,palette=\"Blues_d\")\n",
    "plt.title('Lượng user mới giảm theo thời gian')\n",
    "plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kiểm tra nguồn traffic nào giảm theo thời gian"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Created</th>\n",
       "      <th>day</th>\n",
       "      <th>Recording URL</th>\n",
       "      <th>Publicly Shared</th>\n",
       "      <th>Already Watched</th>\n",
       "      <th>Favorited</th>\n",
       "      <th>Tags</th>\n",
       "      <th>Notes</th>\n",
       "      <th>Landing Page URL</th>\n",
       "      <th>Exit Page URL</th>\n",
       "      <th>...</th>\n",
       "      <th>Rage Clicked</th>\n",
       "      <th>U-Turned</th>\n",
       "      <th>Incoming Feedback</th>\n",
       "      <th>Net Promoter Score®</th>\n",
       "      <th>Hotjar User ID</th>\n",
       "      <th>New User</th>\n",
       "      <th>Country</th>\n",
       "      <th>Device</th>\n",
       "      <th>Browser</th>\n",
       "      <th>Operating System</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>http://m.facebook.com</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>http://m.facebook.com/</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>http://ra.vcsc.com.vn/</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://ampproject.org/</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://chat.zalo.me/</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://www.vcsc.com.vn/viewContact.do</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://www.vcsc.com.vn/who-we-are</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://www.youtube.com/</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://youtube.com/</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>https://youtube.com/mobile</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>138 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Created  day  Recording URL  \\\n",
       "Referrer URL                                                          \n",
       "http://m.facebook.com                        15   15             15   \n",
       "http://m.facebook.com/                       30   30             30   \n",
       "http://ra.vcsc.com.vn/                        4    4              4   \n",
       "https://ampproject.org/                       1    1              1   \n",
       "https://chat.zalo.me/                        22   22             22   \n",
       "...                                         ...  ...            ...   \n",
       "https://www.vcsc.com.vn/viewContact.do        1    1              1   \n",
       "https://www.vcsc.com.vn/who-we-are            1    1              1   \n",
       "https://www.youtube.com/                      6    6              6   \n",
       "https://youtube.com/                          7    7              7   \n",
       "https://youtube.com/mobile                    1    1              1   \n",
       "\n",
       "                                        Publicly Shared  Already Watched  \\\n",
       "Referrer URL                                                               \n",
       "http://m.facebook.com                                15               15   \n",
       "http://m.facebook.com/                               30               30   \n",
       "http://ra.vcsc.com.vn/                                4                4   \n",
       "https://ampproject.org/                               1                1   \n",
       "https://chat.zalo.me/                                22               22   \n",
       "...                                                 ...              ...   \n",
       "https://www.vcsc.com.vn/viewContact.do                1                1   \n",
       "https://www.vcsc.com.vn/who-we-are                    1                1   \n",
       "https://www.youtube.com/                              6                6   \n",
       "https://youtube.com/                                  7                7   \n",
       "https://youtube.com/mobile                            1                1   \n",
       "\n",
       "                                        Favorited  Tags  Notes  \\\n",
       "Referrer URL                                                     \n",
       "http://m.facebook.com                          15     0      0   \n",
       "http://m.facebook.com/                         30     0      0   \n",
       "http://ra.vcsc.com.vn/                          4     0      0   \n",
       "https://ampproject.org/                         1     0      0   \n",
       "https://chat.zalo.me/                          22     0      0   \n",
       "...                                           ...   ...    ...   \n",
       "https://www.vcsc.com.vn/viewContact.do          1     0      0   \n",
       "https://www.vcsc.com.vn/who-we-are              1     0      0   \n",
       "https://www.youtube.com/                        6     0      0   \n",
       "https://youtube.com/                            7     0      0   \n",
       "https://youtube.com/mobile                      1     0      0   \n",
       "\n",
       "                                        Landing Page URL  Exit Page URL  ...  \\\n",
       "Referrer URL                                                             ...   \n",
       "http://m.facebook.com                                 15             15  ...   \n",
       "http://m.facebook.com/                                30             30  ...   \n",
       "http://ra.vcsc.com.vn/                                 4              4  ...   \n",
       "https://ampproject.org/                                1              1  ...   \n",
       "https://chat.zalo.me/                                 22             22  ...   \n",
       "...                                                  ...            ...  ...   \n",
       "https://www.vcsc.com.vn/viewContact.do                 1              1  ...   \n",
       "https://www.vcsc.com.vn/who-we-are                     1              1  ...   \n",
       "https://www.youtube.com/                               6              6  ...   \n",
       "https://youtube.com/                                   7              7  ...   \n",
       "https://youtube.com/mobile                             1              1  ...   \n",
       "\n",
       "                                        Rage Clicked  U-Turned  \\\n",
       "Referrer URL                                                     \n",
       "http://m.facebook.com                             15        15   \n",
       "http://m.facebook.com/                            30        30   \n",
       "http://ra.vcsc.com.vn/                             4         4   \n",
       "https://ampproject.org/                            1         1   \n",
       "https://chat.zalo.me/                             22        22   \n",
       "...                                              ...       ...   \n",
       "https://www.vcsc.com.vn/viewContact.do             1         1   \n",
       "https://www.vcsc.com.vn/who-we-are                 1         1   \n",
       "https://www.youtube.com/                           6         6   \n",
       "https://youtube.com/                               7         7   \n",
       "https://youtube.com/mobile                         1         1   \n",
       "\n",
       "                                        Incoming Feedback  \\\n",
       "Referrer URL                                                \n",
       "http://m.facebook.com                                   0   \n",
       "http://m.facebook.com/                                  0   \n",
       "http://ra.vcsc.com.vn/                                  0   \n",
       "https://ampproject.org/                                 0   \n",
       "https://chat.zalo.me/                                   0   \n",
       "...                                                   ...   \n",
       "https://www.vcsc.com.vn/viewContact.do                  0   \n",
       "https://www.vcsc.com.vn/who-we-are                      0   \n",
       "https://www.youtube.com/                                0   \n",
       "https://youtube.com/                                    0   \n",
       "https://youtube.com/mobile                              0   \n",
       "\n",
       "                                        Net Promoter Score®  Hotjar User ID  \\\n",
       "Referrer URL                                                                  \n",
       "http://m.facebook.com                                     0              15   \n",
       "http://m.facebook.com/                                    0              30   \n",
       "http://ra.vcsc.com.vn/                                    0               4   \n",
       "https://ampproject.org/                                   0               1   \n",
       "https://chat.zalo.me/                                     0              22   \n",
       "...                                                     ...             ...   \n",
       "https://www.vcsc.com.vn/viewContact.do                    0               1   \n",
       "https://www.vcsc.com.vn/who-we-are                        0               1   \n",
       "https://www.youtube.com/                                  0               6   \n",
       "https://youtube.com/                                      0               7   \n",
       "https://youtube.com/mobile                                0               1   \n",
       "\n",
       "                                        New User  Country  Device  Browser  \\\n",
       "Referrer URL                                                                 \n",
       "http://m.facebook.com                         15       15      15       15   \n",
       "http://m.facebook.com/                        30       30      30       30   \n",
       "http://ra.vcsc.com.vn/                         4        4       4        4   \n",
       "https://ampproject.org/                        1        1       1        1   \n",
       "https://chat.zalo.me/                         22       22      22       22   \n",
       "...                                          ...      ...     ...      ...   \n",
       "https://www.vcsc.com.vn/viewContact.do         1        1       1        1   \n",
       "https://www.vcsc.com.vn/who-we-are             1        1       1        1   \n",
       "https://www.youtube.com/                       6        6       6        6   \n",
       "https://youtube.com/                           7        7       7        7   \n",
       "https://youtube.com/mobile                     1        1       1        1   \n",
       "\n",
       "                                        Operating System  \n",
       "Referrer URL                                              \n",
       "http://m.facebook.com                                 15  \n",
       "http://m.facebook.com/                                30  \n",
       "http://ra.vcsc.com.vn/                                 4  \n",
       "https://ampproject.org/                                1  \n",
       "https://chat.zalo.me/                                 22  \n",
       "...                                                  ...  \n",
       "https://www.vcsc.com.vn/viewContact.do                 1  \n",
       "https://www.vcsc.com.vn/who-we-are                     1  \n",
       "https://www.youtube.com/                               6  \n",
       "https://youtube.com/                                   7  \n",
       "https://youtube.com/mobile                             1  \n",
       "\n",
       "[138 rows x 23 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime.groupby('Referrer URL').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Gộp các nguồn link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "datetime = datetime.fillna('Direct')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df['Referrer URL'].str.contains('google'), 'Referrer URL'] = 'google'\n",
    "df.loc[df['Referrer URL'].str.contains('facebook'), 'Referrer URL'] = 'facebook'\n",
    "df.loc[df['Referrer URL'].str.contains('zalo'), 'Referrer URL'] = 'zalo'\n",
    "df.loc[df['Referrer URL'].str.contains('vcsc.com.vn'), 'Referrer URL'] = 'website vcsc'\n",
    "df.loc[df['Referrer URL'].str.contains('fbclid'), 'Referrer URL'] = 'facebook'\n",
    "df.loc[df['Referrer URL'].str.contains('fili'), 'Referrer URL'] = 'vietstock'\n",
    "df.loc[df['Referrer URL'].str.contains('vinacorp'), 'Referrer URL'] = 'cafef banner'\n",
    "df.loc[df['Referrer URL'].str.contains('cafef'), 'Referrer URL'] = 'cafef'\n",
    "df.loc[df['Referrer URL'].str.contains('nhipcaudautu'), 'Referrer URL'] = 'nhipcaudautu'\n",
    "df.loc[df['Referrer URL'].str.contains('youtube'), 'Referrer URL'] = 'youtube'\n",
    "df.loc[df['Referrer URL'].str.contains('vietstock'), 'Referrer URL'] = 'vietstock'\n",
    "df.loc[df['Referrer URL'].str.contains('cdn.'), 'Referrer URL'] = 'cafef'\n",
    "df.loc[df['Referrer URL'].str.contains('linkedin'), 'Referrer URL'] = 'linkedin'\n",
    "df.loc[df['Referrer URL'].str.contains('admicro'), 'Referrer URL'] = 'cafef banner'\n",
    "df.loc[df['Referrer URL'].str.contains('coccoc.com'), 'Referrer URL'] = 'Coc Coc'\n",
    "df.loc[df['Referrer URL'].str.contains('dantri.com.vn'), 'Referrer URL'] = 'Dan Tri'\n",
    "df.loc[df['Referrer URL'].str.contains('zingnews'), 'Referrer URL'] = 'zingnews'\n",
    "df.loc[df['Referrer URL'].str.contains('skype'), 'Referrer URL'] = 'Skype'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = []\n",
    "df1 = pd.DataFrame(df1)\n",
    "df1['day'] = df['day']\n",
    "df1['Referrer URL'] = df['Referrer URL']\n",
    "df1 = df1.set_index('day')\n",
    "df1 = pd.get_dummies(df1)\n",
    "df1 = df1.groupby('day').sum()\n",
    "df2 = df1\n",
    "df1 = df1.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 32 entries, 0 to 31\n",
      "Data columns (total 13 columns):\n",
      " #   Column                                        Non-Null Count  Dtype \n",
      "---  ------                                        --------------  ----- \n",
      " 0   day                                           32 non-null     object\n",
      " 1   Referrer URL_Coc Coc                          32 non-null     uint8 \n",
      " 2   Referrer URL_Direct                           32 non-null     uint8 \n",
      " 3   Referrer URL_facebook                         32 non-null     uint8 \n",
      " 4   Referrer URL_google                           32 non-null     uint8 \n",
      " 5   Referrer URL_https://ampproject.org/          32 non-null     uint8 \n",
      " 6   Referrer URL_https://mail.phs.vn/             32 non-null     uint8 \n",
      " 7   Referrer URL_https://www.cafechungkhoan.com   32 non-null     uint8 \n",
      " 8   Referrer URL_https://www.cafechungkhoan.com/  32 non-null     uint8 \n",
      " 9   Referrer URL_https://www.easystock.vn         32 non-null     uint8 \n",
      " 10  Referrer URL_website vcsc                     32 non-null     uint8 \n",
      " 11  Referrer URL_youtube                          32 non-null     uint8 \n",
      " 12  Referrer URL_zalo                             32 non-null     uint8 \n",
      "dtypes: object(1), uint8(12)\n",
      "memory usage: 768.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "df1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>day</th>\n",
       "      <th>Referrer URL_Coc Coc</th>\n",
       "      <th>Referrer URL_Direct</th>\n",
       "      <th>Referrer URL_facebook</th>\n",
       "      <th>Referrer URL_google</th>\n",
       "      <th>Referrer URL_https://ampproject.org/</th>\n",
       "      <th>Referrer URL_https://mail.phs.vn/</th>\n",
       "      <th>Referrer URL_https://www.cafechungkhoan.com</th>\n",
       "      <th>Referrer URL_https://www.cafechungkhoan.com/</th>\n",
       "      <th>Referrer URL_https://www.easystock.vn</th>\n",
       "      <th>Referrer URL_website vcsc</th>\n",
       "      <th>Referrer URL_youtube</th>\n",
       "      <th>Referrer URL_zalo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-02-15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-02-16</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-02-17</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>122</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-02-18</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>7</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-02-19</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-02-20</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-02-21</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-02-22</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-02-23</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>7</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-02-25</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2021-02-26</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-02-27</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-02-28</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>5</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-03-02</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2021-03-03</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-03-04</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2021-03-05</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2021-03-06</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2021-03-07</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2021-03-08</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2021-03-09</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2021-03-10</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2021-03-11</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2021-03-12</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2021-03-13</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2021-03-14</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2021-03-16</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2021-03-18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           day  Referrer URL_Coc Coc  Referrer URL_Direct  \\\n",
       "0   2021-02-15                     0                    0   \n",
       "1   2021-02-16                     0                   12   \n",
       "2   2021-02-17                     0                   40   \n",
       "3   2021-02-18                     0                   53   \n",
       "4   2021-02-19                     0                   35   \n",
       "5   2021-02-20                     0                    8   \n",
       "6   2021-02-21                     0                    7   \n",
       "7   2021-02-22                     0                   29   \n",
       "8   2021-02-23                     0                   28   \n",
       "9   2021-02-24                     0                   42   \n",
       "10  2021-02-25                     0                   19   \n",
       "11  2021-02-26                     0                   13   \n",
       "12  2021-02-27                     1                   15   \n",
       "13  2021-02-28                     0                   15   \n",
       "14  2021-03-01                     0                   22   \n",
       "15  2021-03-02                     0                   30   \n",
       "16  2021-03-03                     0                   28   \n",
       "17  2021-03-04                     0                   42   \n",
       "18  2021-03-05                     0                   34   \n",
       "19  2021-03-06                     0                   20   \n",
       "20  2021-03-07                     0                   12   \n",
       "21  2021-03-08                     1                   18   \n",
       "22  2021-03-09                     0                   27   \n",
       "23  2021-03-10                     0                   45   \n",
       "24  2021-03-11                     0                   30   \n",
       "25  2021-03-12                     0                   29   \n",
       "26  2021-03-13                     0                   21   \n",
       "27  2021-03-14                     0                   16   \n",
       "28  2021-03-15                     0                   40   \n",
       "29  2021-03-16                     0                   31   \n",
       "30  2021-03-17                     0                   15   \n",
       "31  2021-03-18                     0                    0   \n",
       "\n",
       "    Referrer URL_facebook  Referrer URL_google  \\\n",
       "0                       0                    1   \n",
       "1                       2                    1   \n",
       "2                       3                  122   \n",
       "3                       7                  129   \n",
       "4                       2                  127   \n",
       "5                       2                   34   \n",
       "6                       1                   18   \n",
       "7                       1                   13   \n",
       "8                       1                    4   \n",
       "9                       7                   35   \n",
       "10                      0                   66   \n",
       "11                      1                   45   \n",
       "12                      2                   64   \n",
       "13                      1                   57   \n",
       "14                      5                   67   \n",
       "15                      4                   75   \n",
       "16                      1                   74   \n",
       "17                      3                   67   \n",
       "18                      1                   62   \n",
       "19                      4                   53   \n",
       "20                      5                   72   \n",
       "21                      2                   60   \n",
       "22                      1                   51   \n",
       "23                      1                   58   \n",
       "24                      3                   63   \n",
       "25                      1                   66   \n",
       "26                      2                   59   \n",
       "27                      1                   54   \n",
       "28                      0                   57   \n",
       "29                      2                   42   \n",
       "30                      1                    0   \n",
       "31                      0                    0   \n",
       "\n",
       "    Referrer URL_https://ampproject.org/  Referrer URL_https://mail.phs.vn/  \\\n",
       "0                                      0                                  0   \n",
       "1                                      1                                  0   \n",
       "2                                      0                                  0   \n",
       "3                                      0                                  0   \n",
       "4                                      0                                  0   \n",
       "5                                      0                                  0   \n",
       "6                                      0                                  0   \n",
       "7                                      0                                  0   \n",
       "8                                      0                                  0   \n",
       "9                                      0                                  0   \n",
       "10                                     0                                  0   \n",
       "11                                     0                                  0   \n",
       "12                                     0                                  1   \n",
       "13                                     0                                  0   \n",
       "14                                     0                                  0   \n",
       "15                                     0                                  0   \n",
       "16                                     0                                  0   \n",
       "17                                     0                                  0   \n",
       "18                                     0                                  0   \n",
       "19                                     0                                  0   \n",
       "20                                     0                                  0   \n",
       "21                                     0                                  0   \n",
       "22                                     0                                  0   \n",
       "23                                     0                                  0   \n",
       "24                                     0                                  0   \n",
       "25                                     0                                  0   \n",
       "26                                     0                                  0   \n",
       "27                                     0                                  0   \n",
       "28                                     0                                  0   \n",
       "29                                     0                                  0   \n",
       "30                                     0                                  0   \n",
       "31                                     0                                  0   \n",
       "\n",
       "    Referrer URL_https://www.cafechungkhoan.com  \\\n",
       "0                                             0   \n",
       "1                                             0   \n",
       "2                                             0   \n",
       "3                                             0   \n",
       "4                                             0   \n",
       "5                                             0   \n",
       "6                                             0   \n",
       "7                                             0   \n",
       "8                                             0   \n",
       "9                                             1   \n",
       "10                                            0   \n",
       "11                                            0   \n",
       "12                                            0   \n",
       "13                                            0   \n",
       "14                                            0   \n",
       "15                                            0   \n",
       "16                                            0   \n",
       "17                                            0   \n",
       "18                                            0   \n",
       "19                                            0   \n",
       "20                                            0   \n",
       "21                                            0   \n",
       "22                                            0   \n",
       "23                                            0   \n",
       "24                                            0   \n",
       "25                                            0   \n",
       "26                                            0   \n",
       "27                                            0   \n",
       "28                                            0   \n",
       "29                                            0   \n",
       "30                                            0   \n",
       "31                                            0   \n",
       "\n",
       "    Referrer URL_https://www.cafechungkhoan.com/  \\\n",
       "0                                              0   \n",
       "1                                              1   \n",
       "2                                              0   \n",
       "3                                              1   \n",
       "4                                              0   \n",
       "5                                              0   \n",
       "6                                              0   \n",
       "7                                              0   \n",
       "8                                              0   \n",
       "9                                              0   \n",
       "10                                             0   \n",
       "11                                             0   \n",
       "12                                             0   \n",
       "13                                             0   \n",
       "14                                             0   \n",
       "15                                             0   \n",
       "16                                             0   \n",
       "17                                             1   \n",
       "18                                             0   \n",
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       "20                                             0   \n",
       "21                                             1   \n",
       "22                                             0   \n",
       "23                                             0   \n",
       "24                                             0   \n",
       "25                                             0   \n",
       "26                                             0   \n",
       "27                                             0   \n",
       "28                                             0   \n",
       "29                                             0   \n",
       "30                                             0   \n",
       "31                                             0   \n",
       "\n",
       "    Referrer URL_https://www.easystock.vn  Referrer URL_website vcsc  \\\n",
       "0                                       0                          0   \n",
       "1                                       0                         15   \n",
       "2                                       0                         27   \n",
       "3                                       0                         47   \n",
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       "8                                       0                         31   \n",
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       "10                                      0                         22   \n",
       "11                                      0                         27   \n",
       "12                                      0                         13   \n",
       "13                                      0                         16   \n",
       "14                                      0                         36   \n",
       "15                                      0                         31   \n",
       "16                                      0                         29   \n",
       "17                                      0                         23   \n",
       "18                                      0                         36   \n",
       "19                                      0                         26   \n",
       "20                                      0                         12   \n",
       "21                                      0                         50   \n",
       "22                                      0                         46   \n",
       "23                                      0                         28   \n",
       "24                                      0                         46   \n",
       "25                                      0                         28   \n",
       "26                                      0                         20   \n",
       "27                                      0                         26   \n",
       "28                                      1                         45   \n",
       "29                                      0                         44   \n",
       "30                                      0                         60   \n",
       "31                                      0                          2   \n",
       "\n",
       "    Referrer URL_youtube  Referrer URL_zalo  \n",
       "0                      0                  0  \n",
       "1                      0                  0  \n",
       "2                      1                  3  \n",
       "3                      1                  2  \n",
       "4                      2                  3  \n",
       "5                      1                  1  \n",
       "6                      0                  0  \n",
       "7                      0                  2  \n",
       "8                      0                  0  \n",
       "9                      0                  1  \n",
       "10                     0                  3  \n",
       "11                     0                  2  \n",
       "12                     0                  0  \n",
       "13                     0                  1  \n",
       "14                     2                  3  \n",
       "15                     2                  2  \n",
       "16                     1                  1  \n",
       "17                     1                  3  \n",
       "18                     0                  2  \n",
       "19                     0                  0  \n",
       "20                     1                  0  \n",
       "21                     1                  0  \n",
       "22                     0                  0  \n",
       "23                     1                  2  \n",
       "24                     0                  1  \n",
       "25                     0                  1  \n",
       "26                     0                  1  \n",
       "27                     0                  1  \n",
       "28                     0                  2  \n",
       "29                     0                  4  \n",
       "30                     0                  0  \n",
       "31                     0                  0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>day</th>\n",
       "      <th>2021-02-15</th>\n",
       "      <th>2021-02-16</th>\n",
       "      <th>2021-02-17</th>\n",
       "      <th>2021-02-18</th>\n",
       "      <th>2021-02-19</th>\n",
       "      <th>2021-02-20</th>\n",
       "      <th>2021-02-21</th>\n",
       "      <th>2021-02-22</th>\n",
       "      <th>2021-02-23</th>\n",
       "      <th>2021-02-24</th>\n",
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       "      <th>2021-03-09</th>\n",
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       "      <th>2021-03-11</th>\n",
       "      <th>2021-03-12</th>\n",
       "      <th>2021-03-13</th>\n",
       "      <th>2021-03-14</th>\n",
       "      <th>2021-03-15</th>\n",
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       "      <th>2021-03-17</th>\n",
       "      <th>2021-03-18</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Referrer URL_Coc Coc</th>\n",
       "      <td>0</td>\n",
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       "      <th>Referrer URL_Direct</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Referrer URL_facebook</th>\n",
       "      <td>0</td>\n",
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       "      <td>7</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Referrer URL_google</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>122</td>\n",
       "      <td>129</td>\n",
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       "      <th>Referrer URL_https://www.cafechungkhoan.com/</th>\n",
       "      <td>0</td>\n",
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       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>60</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_youtube</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_zalo</th>\n",
       "      <td>0</td>\n",
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       "      <td>3</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "day                                           2021-02-15  2021-02-16  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                    0          12   \n",
       "Referrer URL_facebook                                  0           2   \n",
       "Referrer URL_google                                    1           1   \n",
       "Referrer URL_https://ampproject.org/                   0           1   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           1   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                              0          15   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      0           0   \n",
       "\n",
       "day                                           2021-02-17  2021-02-18  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   40          53   \n",
       "Referrer URL_facebook                                  3           7   \n",
       "Referrer URL_google                                  122         129   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
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       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             27          47   \n",
       "Referrer URL_youtube                                   1           1   \n",
       "Referrer URL_zalo                                      3           2   \n",
       "\n",
       "day                                           2021-02-19  2021-02-20  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   35           8   \n",
       "Referrer URL_facebook                                  2           2   \n",
       "Referrer URL_google                                  127          34   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
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       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             32          22   \n",
       "Referrer URL_youtube                                   2           1   \n",
       "Referrer URL_zalo                                      3           1   \n",
       "\n",
       "day                                           2021-02-21  2021-02-22  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                    7          29   \n",
       "Referrer URL_facebook                                  1           1   \n",
       "Referrer URL_google                                   18          13   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
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       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             16          54   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      0           2   \n",
       "\n",
       "day                                           2021-02-23  2021-02-24  ...  \\\n",
       "Referrer URL_Coc Coc                                   0           0  ...   \n",
       "Referrer URL_Direct                                   28          42  ...   \n",
       "Referrer URL_facebook                                  1           7  ...   \n",
       "Referrer URL_google                                    4          35  ...   \n",
       "Referrer URL_https://ampproject.org/                   0           0  ...   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0  ...   \n",
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       "Referrer URL_https://www.cafechungkhoan.com/           0           0  ...   \n",
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       "Referrer URL_website vcsc                             31          18  ...   \n",
       "Referrer URL_youtube                                   0           0  ...   \n",
       "Referrer URL_zalo                                      0           1  ...   \n",
       "\n",
       "day                                           2021-03-09  2021-03-10  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   27          45   \n",
       "Referrer URL_facebook                                  1           1   \n",
       "Referrer URL_google                                   51          58   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             46          28   \n",
       "Referrer URL_youtube                                   0           1   \n",
       "Referrer URL_zalo                                      0           2   \n",
       "\n",
       "day                                           2021-03-11  2021-03-12  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   30          29   \n",
       "Referrer URL_facebook                                  3           1   \n",
       "Referrer URL_google                                   63          66   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             46          28   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      1           1   \n",
       "\n",
       "day                                           2021-03-13  2021-03-14  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   21          16   \n",
       "Referrer URL_facebook                                  2           1   \n",
       "Referrer URL_google                                   59          54   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             20          26   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      1           1   \n",
       "\n",
       "day                                           2021-03-15  2021-03-16  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   40          31   \n",
       "Referrer URL_facebook                                  0           2   \n",
       "Referrer URL_google                                   57          42   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  1           0   \n",
       "Referrer URL_website vcsc                             45          44   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      2           4   \n",
       "\n",
       "day                                           2021-03-17  2021-03-18  \n",
       "Referrer URL_Coc Coc                                   0           0  \n",
       "Referrer URL_Direct                                   15           0  \n",
       "Referrer URL_facebook                                  1           0  \n",
       "Referrer URL_google                                    0           0  \n",
       "Referrer URL_https://ampproject.org/                   0           0  \n",
       "Referrer URL_https://mail.phs.vn/                      0           0  \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0  \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0  \n",
       "Referrer URL_https://www.easystock.vn                  0           0  \n",
       "Referrer URL_website vcsc                             60           2  \n",
       "Referrer URL_youtube                                   0           0  \n",
       "Referrer URL_zalo                                      0           0  \n",
       "\n",
       "[12 rows x 32 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df2.transpose()\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11]),\n",
       " <a list of 12 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20,5))\n",
    "sns.barplot(data = df1)\n",
    "plt.xticks(rotation=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>day</th>\n",
       "      <th>2021-02-15</th>\n",
       "      <th>2021-02-16</th>\n",
       "      <th>2021-02-17</th>\n",
       "      <th>2021-02-18</th>\n",
       "      <th>2021-02-19</th>\n",
       "      <th>2021-02-20</th>\n",
       "      <th>2021-02-21</th>\n",
       "      <th>2021-02-22</th>\n",
       "      <th>2021-02-23</th>\n",
       "      <th>2021-02-24</th>\n",
       "      <th>...</th>\n",
       "      <th>2021-03-09</th>\n",
       "      <th>2021-03-10</th>\n",
       "      <th>2021-03-11</th>\n",
       "      <th>2021-03-12</th>\n",
       "      <th>2021-03-13</th>\n",
       "      <th>2021-03-14</th>\n",
       "      <th>2021-03-15</th>\n",
       "      <th>2021-03-16</th>\n",
       "      <th>2021-03-17</th>\n",
       "      <th>2021-03-18</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Referrer URL_Coc Coc</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_Direct</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>40</td>\n",
       "      <td>53</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>29</td>\n",
       "      <td>28</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>45</td>\n",
       "      <td>30</td>\n",
       "      <td>29</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>40</td>\n",
       "      <td>31</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_facebook</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_google</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>122</td>\n",
       "      <td>129</td>\n",
       "      <td>127</td>\n",
       "      <td>34</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>58</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "      <td>59</td>\n",
       "      <td>54</td>\n",
       "      <td>57</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_https://ampproject.org/</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_https://mail.phs.vn/</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_https://www.cafechungkhoan.com</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_https://www.cafechungkhoan.com/</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_https://www.easystock.vn</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_website vcsc</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>27</td>\n",
       "      <td>47</td>\n",
       "      <td>32</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>54</td>\n",
       "      <td>31</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>28</td>\n",
       "      <td>46</td>\n",
       "      <td>28</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>45</td>\n",
       "      <td>44</td>\n",
       "      <td>60</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_youtube</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Referrer URL_zalo</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "day                                           2021-02-15  2021-02-16  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                    0          12   \n",
       "Referrer URL_facebook                                  0           2   \n",
       "Referrer URL_google                                    1           1   \n",
       "Referrer URL_https://ampproject.org/                   0           1   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           1   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                              0          15   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      0           0   \n",
       "\n",
       "day                                           2021-02-17  2021-02-18  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   40          53   \n",
       "Referrer URL_facebook                                  3           7   \n",
       "Referrer URL_google                                  122         129   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           1   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             27          47   \n",
       "Referrer URL_youtube                                   1           1   \n",
       "Referrer URL_zalo                                      3           2   \n",
       "\n",
       "day                                           2021-02-19  2021-02-20  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   35           8   \n",
       "Referrer URL_facebook                                  2           2   \n",
       "Referrer URL_google                                  127          34   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             32          22   \n",
       "Referrer URL_youtube                                   2           1   \n",
       "Referrer URL_zalo                                      3           1   \n",
       "\n",
       "day                                           2021-02-21  2021-02-22  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                    7          29   \n",
       "Referrer URL_facebook                                  1           1   \n",
       "Referrer URL_google                                   18          13   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             16          54   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      0           2   \n",
       "\n",
       "day                                           2021-02-23  2021-02-24  ...  \\\n",
       "Referrer URL_Coc Coc                                   0           0  ...   \n",
       "Referrer URL_Direct                                   28          42  ...   \n",
       "Referrer URL_facebook                                  1           7  ...   \n",
       "Referrer URL_google                                    4          35  ...   \n",
       "Referrer URL_https://ampproject.org/                   0           0  ...   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0  ...   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           1  ...   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0  ...   \n",
       "Referrer URL_https://www.easystock.vn                  0           0  ...   \n",
       "Referrer URL_website vcsc                             31          18  ...   \n",
       "Referrer URL_youtube                                   0           0  ...   \n",
       "Referrer URL_zalo                                      0           1  ...   \n",
       "\n",
       "day                                           2021-03-09  2021-03-10  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   27          45   \n",
       "Referrer URL_facebook                                  1           1   \n",
       "Referrer URL_google                                   51          58   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             46          28   \n",
       "Referrer URL_youtube                                   0           1   \n",
       "Referrer URL_zalo                                      0           2   \n",
       "\n",
       "day                                           2021-03-11  2021-03-12  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   30          29   \n",
       "Referrer URL_facebook                                  3           1   \n",
       "Referrer URL_google                                   63          66   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             46          28   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      1           1   \n",
       "\n",
       "day                                           2021-03-13  2021-03-14  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   21          16   \n",
       "Referrer URL_facebook                                  2           1   \n",
       "Referrer URL_google                                   59          54   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  0           0   \n",
       "Referrer URL_website vcsc                             20          26   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      1           1   \n",
       "\n",
       "day                                           2021-03-15  2021-03-16  \\\n",
       "Referrer URL_Coc Coc                                   0           0   \n",
       "Referrer URL_Direct                                   40          31   \n",
       "Referrer URL_facebook                                  0           2   \n",
       "Referrer URL_google                                   57          42   \n",
       "Referrer URL_https://ampproject.org/                   0           0   \n",
       "Referrer URL_https://mail.phs.vn/                      0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0   \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0   \n",
       "Referrer URL_https://www.easystock.vn                  1           0   \n",
       "Referrer URL_website vcsc                             45          44   \n",
       "Referrer URL_youtube                                   0           0   \n",
       "Referrer URL_zalo                                      2           4   \n",
       "\n",
       "day                                           2021-03-17  2021-03-18  \n",
       "Referrer URL_Coc Coc                                   0           0  \n",
       "Referrer URL_Direct                                   15           0  \n",
       "Referrer URL_facebook                                  1           0  \n",
       "Referrer URL_google                                    0           0  \n",
       "Referrer URL_https://ampproject.org/                   0           0  \n",
       "Referrer URL_https://mail.phs.vn/                      0           0  \n",
       "Referrer URL_https://www.cafechungkhoan.com            0           0  \n",
       "Referrer URL_https://www.cafechungkhoan.com/           0           0  \n",
       "Referrer URL_https://www.easystock.vn                  0           0  \n",
       "Referrer URL_website vcsc                             60           2  \n",
       "Referrer URL_youtube                                   0           0  \n",
       "Referrer URL_zalo                                      0           0  \n",
       "\n",
       "[12 rows x 32 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df2.reset_index()\n",
    "df2.to_csv(r'D:\\Le Hieu\\ekyc new.csv', index = False)"
   ]
  }
 ],
 "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",
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